[2020-11-08 13:02:27,089][root][INFO] - ===> Configurations [2020-11-08 13:02:27,102][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth weights_for_inner_model: false dilations: - 1 - 1 - 1 - 1 wrapper_type: null wrapper_region_type: 1 wrapper_kernel_size: 3 wrapper_lr: 0.1 meanfield_iterations: 10 crf_spatial_sigma: 1 crf_chromatic_sigma: 12 optimizer: optimizer: SGD lr: 0.1 sgd_momentum: 0.9 sgd_dampening: 0.1 adam_beta1: 0.9 adam_beta2: 0.999 weight_decay: 0.0001 param_histogram_freq: 100 save_param_histogram: false iter_size: 1 bn_momentum: 0.02 scheduler: PolyLR max_iter: 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: /checkpoint/jihou/data/scannet/sampled_inds/partition8_4096_60k_1/kmeansFeat_iter50_points20 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://learnfair0918:10100 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/ours load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-08 13:02:27,103][root][INFO] - ===> Initializing dataloader [2020-11-08 13:02:27,124][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 13:02:27,131][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 13:02:27,131][root][INFO] - ===> Building model [2020-11-08 13:02:27,434][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 13:02:27,434][root][INFO] - Res16UNet34C( (conv0p1s1): MinkowskiConvolution(in=3, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[3, 3, 3], stride=[1, 1, 1], dilation=[1, 1, 1]) (bn0): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (conv1p1s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block1): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv2p2s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block2): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv3p4s2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn3): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block3): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv4p8s2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn4): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block4): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (4): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (5): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr4p16s2): MinkowskiConvolutionTranspose(in=256, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr4): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block5): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr5p8s2): MinkowskiConvolutionTranspose(in=256, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr5): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block6): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr6p4s2): MinkowskiConvolutionTranspose(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr6): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block7): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr7p2s2): MinkowskiConvolutionTranspose(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr7): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block8): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (final): MinkowskiConvolution(in=96, out=20, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (relu): MinkowskiReLU() (offsets_pre): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (bntr_offset): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (offsets): MinkowskiConvolution(in=96, out=3, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) ) [2020-11-08 13:02:27,438][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 13:02:28,441][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, 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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, 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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, 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block7.0.norm1.bn.bias, block7.0.norm1.bn.running_mean, block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-11-08 13:02:28,619][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 13:02:28,619][root][INFO] - => no weights.pth [2020-11-08 13:02:40,092][root][INFO] - ===> Epoch[1](1/26): Loss 4.5544, Sem 3.0131, dir 0.0217, norm 1.5197, swav 0.0000 LR: 9.999e-02 Score 3.772 Data time: 4.7353, Forward time: 3.8630, Backward time: 2.7706, DDP time: 0.0014, Total iter time: 11.4127 [2020-11-08 13:02:46,037][root][INFO] - ===> Epoch[1](2/26): Loss 4.3665, Sem 2.8915, dir -0.0045, norm 1.4795, swav 0.0000 LR: 9.998e-02 Score 26.424 Data time: 0.1669, Forward time: 2.9921, Backward time: 3.0483, DDP time: 0.0025, Total iter time: 5.7186 [2020-11-08 13:02:51,640][root][INFO] - ===> Epoch[1](3/26): Loss 3.8745, Sem 2.7652, dir -0.0227, norm 1.1319, swav 0.0000 LR: 9.997e-02 Score 34.948 Data time: 0.1953, Forward time: 2.6484, Backward time: 3.0198, DDP time: 0.0030, Total iter time: 5.2059 [2020-11-08 13:02:57,340][root][INFO] - ===> Epoch[1](4/26): Loss 3.5340, Sem 2.7001, dir 0.0025, norm 0.8314, swav 0.0000 LR: 9.996e-02 Score 28.696 Data time: 0.2608, Forward time: 2.7186, Backward time: 2.8260, DDP time: 0.0027, Total iter time: 5.4479 [2020-11-08 13:03:03,564][root][INFO] - ===> Epoch[1](5/26): Loss 3.4287, Sem 2.5830, dir 0.0233, norm 0.8224, swav 0.0000 LR: 9.996e-02 Score 37.833 Data time: 0.3073, Forward time: 2.8222, Backward time: 2.7427, DDP time: 0.0025, Total iter time: 5.9659 [2020-11-08 13:03:09,268][root][INFO] - ===> Epoch[1](6/26): Loss 3.1040, Sem 2.4812, dir 0.0189, norm 0.6039, swav 0.0000 LR: 9.995e-02 Score 43.040 Data time: 0.2834, Forward time: 2.8356, Backward time: 2.6481, DDP time: 0.0027, Total iter time: 5.4412 [2020-11-08 13:03:15,616][root][INFO] - ===> Epoch[1](7/26): Loss 2.8772, Sem 2.3582, dir 0.0131, norm 0.5059, swav 0.0000 LR: 9.994e-02 Score 51.811 Data time: 0.3224, Forward time: 2.8955, Backward time: 2.6268, DDP time: 0.0029, Total iter time: 6.1667 [2020-11-08 13:03:21,284][root][INFO] - ===> Epoch[1](8/26): Loss 3.0904, Sem 2.2685, dir 0.0132, norm 0.8086, swav 0.0000 LR: 9.993e-02 Score 50.186 Data time: 0.2044, Forward time: 2.8358, Backward time: 2.6365, DDP time: 0.0034, Total iter time: 5.4776 [2020-11-08 13:03:27,472][root][INFO] - ===> Epoch[1](9/26): Loss 2.8077, Sem 2.2171, dir -0.0155, norm 0.6061, swav 0.0000 LR: 9.992e-02 Score 49.307 Data time: 0.2213, Forward time: 2.7872, Backward time: 2.7172, DDP time: 0.0034, Total iter time: 6.0571 [2020-11-08 13:03:33,418][root][INFO] - ===> Epoch[1](10/26): Loss 2.6039, Sem 2.2041, dir -0.0157, norm 0.4154, swav 0.0000 LR: 9.991e-02 Score 45.418 Data time: 0.2058, Forward time: 2.7347, Backward time: 2.7707, DDP time: 0.0035, Total iter time: 5.8153 [2020-11-08 13:03:39,475][root][INFO] - ===> Epoch[1](11/26): Loss 2.6760, Sem 2.2302, dir -0.0304, norm 0.4763, swav 0.0000 LR: 9.990e-02 Score 47.320 Data time: 0.2192, Forward time: 2.7096, Backward time: 2.8099, DDP time: 0.0035, Total iter time: 5.9449 [2020-11-08 13:03:46,192][root][INFO] - ===> Epoch[1](12/26): Loss 2.7250, Sem 2.2778, dir -0.0150, norm 0.4622, swav 0.0000 LR: 9.989e-02 Score 45.984 Data time: 0.1859, Forward time: 2.6552, Backward time: 2.9243, DDP time: 0.0036, Total iter time: 6.5537 [2020-11-08 13:03:52,360][root][INFO] - ===> Epoch[1](13/26): Loss 2.5145, Sem 2.1081, dir 0.0077, norm 0.3987, swav 0.0000 LR: 9.988e-02 Score 48.103 Data time: 0.2838, Forward time: 2.6857, Backward time: 2.9094, DDP time: 0.0034, Total iter time: 6.0792 [2020-11-08 13:03:58,094][root][INFO] - ===> Epoch[1](14/26): Loss 2.4933, Sem 2.1688, dir -0.0158, norm 0.3403, swav 0.0000 LR: 9.987e-02 Score 46.146 Data time: 0.2038, Forward time: 2.6655, Backward time: 2.9054, DDP time: 0.0034, Total iter time: 5.5769 [2020-11-08 13:04:03,855][root][INFO] - ===> Epoch[1](15/26): Loss 2.6628, Sem 2.2252, dir -0.0336, norm 0.4712, swav 0.0000 LR: 9.987e-02 Score 45.257 Data time: 0.2248, Forward time: 2.6385, Backward time: 2.9188, DDP time: 0.0034, Total iter time: 5.6616 [2020-11-08 13:04:10,066][root][INFO] - ===> Epoch[1](16/26): Loss 2.4094, Sem 1.9979, dir 0.0034, norm 0.4081, swav 0.0000 LR: 9.986e-02 Score 48.023 Data time: 0.2636, Forward time: 2.6563, Backward time: 2.9173, DDP time: 0.0035, Total iter time: 6.1240 [2020-11-08 13:04:16,443][root][INFO] - ===> Epoch[1](17/26): Loss 2.3303, Sem 1.9725, dir 0.0075, norm 0.3503, swav 0.0000 LR: 9.985e-02 Score 50.022 Data time: 0.2440, Forward time: 2.6627, Backward time: 2.9342, DDP time: 0.0035, Total iter time: 6.2458 [2020-11-08 13:04:22,900][root][INFO] - ===> Epoch[1](18/26): Loss 2.5221, Sem 1.9591, dir -0.0032, norm 0.5662, swav 0.0000 LR: 9.984e-02 Score 51.215 Data time: 0.2179, Forward time: 2.6516, Backward time: 2.9674, DDP time: 0.0035, Total iter time: 6.3014 [2020-11-08 13:04:29,131][root][INFO] - ===> Epoch[1](19/26): Loss 2.4970, Sem 1.9942, dir -0.0072, norm 0.5100, swav 0.0000 LR: 9.983e-02 Score 50.059 Data time: 0.2733, Forward time: 2.6534, Backward time: 2.9726, DDP time: 0.0035, Total iter time: 6.0913 [2020-11-08 13:04:34,184][root][INFO] - ===> Epoch[1](20/26): Loss 2.4324, Sem 1.9498, dir -0.0137, norm 0.4962, swav 0.0000 LR: 9.982e-02 Score 52.346 Data time: 0.2163, Forward time: 2.6382, Backward time: 2.9405, DDP time: 0.0035, Total iter time: 4.9278 [2020-11-08 13:04:39,589][root][INFO] - ===> Epoch[1](21/26): Loss 2.7755, Sem 2.0599, dir -0.0022, norm 0.7178, swav 0.0000 LR: 9.981e-02 Score 48.327 Data time: 0.2713, Forward time: 2.6245, Backward time: 2.9247, DDP time: 0.0035, Total iter time: 5.2836 [2020-11-08 13:04:44,215][root][INFO] - ===> Epoch[1](22/26): Loss 2.6064, Sem 1.9272, dir 0.0043, norm 0.6749, swav 0.0000 LR: 9.980e-02 Score 54.576 Data time: 0.2050, Forward time: 2.6040, Backward time: 2.8874, DDP time: 0.0036, Total iter time: 4.5144 [2020-11-08 13:04:49,528][root][INFO] - ===> Epoch[1](23/26): Loss 2.3935, Sem 1.8390, dir -0.0104, norm 0.5649, swav 0.0000 LR: 9.979e-02 Score 51.591 Data time: 0.2316, Forward time: 2.6059, Backward time: 2.8628, DDP time: 0.0036, Total iter time: 5.2199 [2020-11-08 13:04:55,475][root][INFO] - ===> Epoch[1](24/26): Loss 2.5987, Sem 1.9975, dir 0.0084, norm 0.5929, swav 0.0000 LR: 9.978e-02 Score 47.207 Data time: 0.1730, Forward time: 2.5820, Backward time: 2.8905, DDP time: 0.0036, Total iter time: 5.8052 [2020-11-08 13:05:00,367][root][INFO] - ===> Epoch[1](25/26): Loss 2.2357, Sem 1.7585, dir -0.0141, norm 0.4913, swav 0.0000 LR: 9.977e-02 Score 55.331 Data time: 0.1817, Forward time: 2.5598, Backward time: 2.8769, DDP time: 0.0036, Total iter time: 4.8227 [2020-11-08 13:05:06,706][root][INFO] - ===> Epoch[1](26/26): Loss 2.3416, Sem 1.8737, dir 0.0002, norm 0.4676, swav 0.0000 LR: 9.977e-02 Score 50.802 Data time: 0.1150, Forward time: 2.5133, Backward time: 2.9497, DDP time: 0.0035, Total iter time: 6.2473 [2020-11-08 13:05:11,626][root][INFO] - ===> Epoch[2](27/26): Loss 2.3313, Sem 1.8227, dir -0.0115, norm 0.5201, swav 0.0000 LR: 9.976e-02 Score 52.388 Data time: 0.1353, Forward time: 2.4771, Backward time: 2.9562, DDP time: 0.0035, Total iter time: 4.8809 [2020-11-08 13:05:18,268][root][INFO] - ===> Epoch[2](28/26): Loss 2.5408, Sem 1.8555, dir -0.0015, norm 0.6868, swav 0.0000 LR: 9.975e-02 Score 52.488 Data time: 0.2274, Forward time: 2.4707, Backward time: 2.9916, DDP time: 0.0035, Total iter time: 6.5702 [2020-11-08 13:05:24,399][root][INFO] - ===> Epoch[2](29/26): Loss 2.5557, Sem 1.9764, dir -0.0154, norm 0.5947, swav 0.0000 LR: 9.974e-02 Score 43.739 Data time: 0.2837, Forward time: 2.4973, Backward time: 2.9743, DDP time: 0.0035, Total iter time: 6.0273 [2020-11-08 13:05:30,120][root][INFO] - ===> Epoch[2](30/26): Loss 2.3375, Sem 1.8160, dir -0.0204, norm 0.5419, swav 0.0000 LR: 9.973e-02 Score 52.618 Data time: 0.2365, Forward time: 2.4917, Backward time: 2.9725, DDP time: 0.0035, Total iter time: 5.5620 [2020-11-08 13:05:35,428][root][INFO] - ===> Epoch[2](31/26): Loss 2.4327, Sem 2.0298, dir 0.0097, norm 0.3932, swav 0.0000 LR: 9.972e-02 Score 46.691 Data time: 0.1197, Forward time: 2.4582, Backward time: 2.9901, DDP time: 0.0036, Total iter time: 5.2006 [2020-11-08 13:05:41,971][root][INFO] - ===> Epoch[2](32/26): Loss 2.2056, Sem 1.8279, dir -0.0188, norm 0.3965, swav 0.0000 LR: 9.971e-02 Score 51.483 Data time: 0.1475, Forward time: 2.4303, Backward time: 3.0400, DDP time: 0.0036, Total iter time: 6.4690 [2020-11-08 13:05:47,896][root][INFO] - ===> Epoch[2](33/26): Loss 2.4580, Sem 1.8983, dir -0.0212, norm 0.5809, swav 0.0000 LR: 9.970e-02 Score 49.394 Data time: 0.2366, Forward time: 2.4311, Backward time: 3.0415, DDP time: 0.0036, Total iter time: 5.8391 [2020-11-08 13:05:55,204][root][INFO] - ===> Epoch[2](34/26): Loss 2.4002, Sem 1.8082, dir 0.0119, norm 0.5801, swav 0.0000 LR: 9.969e-02 Score 50.697 Data time: 0.2758, Forward time: 2.4290, Backward time: 3.0815, DDP time: 0.0036, Total iter time: 7.1696 [2020-11-08 13:06:01,144][root][INFO] - ===> Epoch[2](35/26): Loss 2.3763, Sem 1.8221, dir -0.0188, norm 0.5730, swav 0.0000 LR: 9.968e-02 Score 51.609 Data time: 0.2378, Forward time: 2.4318, Backward time: 3.0792, DDP time: 0.0036, Total iter time: 5.8175 [2020-11-08 13:06:07,730][root][INFO] - ===> Epoch[2](36/26): Loss 2.0784, Sem 1.6598, dir -0.0013, norm 0.4199, swav 0.0000 LR: 9.968e-02 Score 53.685 Data time: 0.2688, Forward time: 2.4439, Backward time: 3.0848, DDP time: 0.0036, Total iter time: 6.4761 [2020-11-08 13:06:13,349][root][INFO] - ===> Epoch[2](37/26): Loss 2.3847, Sem 1.8739, dir -0.0148, norm 0.5256, swav 0.0000 LR: 9.967e-02 Score 50.802 Data time: 0.2782, Forward time: 2.4504, Backward time: 3.0692, DDP time: 0.0037, Total iter time: 5.4846 [2020-11-08 13:06:19,234][root][INFO] - ===> Epoch[2](38/26): Loss 2.1876, Sem 1.7041, dir -0.0150, norm 0.4985, swav 0.0000 LR: 9.966e-02 Score 55.283 Data time: 0.2422, Forward time: 2.4421, Backward time: 3.0752, DDP time: 0.0037, Total iter time: 5.7501 [2020-11-08 13:06:24,064][root][INFO] - ===> Epoch[2](39/26): Loss 2.2022, Sem 1.6848, dir -0.0066, norm 0.5239, swav 0.0000 LR: 9.965e-02 Score 56.911 Data time: 0.1436, Forward time: 2.4241, Backward time: 3.0674, DDP time: 0.0037, Total iter time: 4.7201 [2020-11-08 13:06:29,451][root][INFO] - ===> Epoch[2](40/26): Loss 2.4824, Sem 1.9350, dir -0.0104, norm 0.5578, swav 0.0000 LR: 9.964e-02 Score 47.617 Data time: 0.1697, Forward time: 2.4051, Backward time: 3.0750, DDP time: 0.0037, Total iter time: 5.3178 [2020-11-08 13:06:34,717][root][INFO] - ===> Epoch[2](41/26): Loss 2.0273, Sem 1.6734, dir 0.0089, norm 0.3450, swav 0.0000 LR: 9.963e-02 Score 55.242 Data time: 0.2183, Forward time: 2.4027, Backward time: 3.0629, DDP time: 0.0037, Total iter time: 5.1465 [2020-11-08 13:06:40,148][root][INFO] - ===> Epoch[2](42/26): Loss 2.2568, Sem 1.7490, dir 0.0017, norm 0.5061, swav 0.0000 LR: 9.962e-02 Score 56.870 Data time: 0.1177, Forward time: 2.3768, Backward time: 3.0792, DDP time: 0.0037, Total iter time: 5.3120 [2020-11-08 13:06:45,322][root][INFO] - ===> Epoch[2](43/26): Loss 2.1534, Sem 1.7209, dir -0.0067, norm 0.4392, swav 0.0000 LR: 9.961e-02 Score 54.624 Data time: 0.2529, Forward time: 2.3736, Backward time: 3.0678, DDP time: 0.0037, Total iter time: 5.1153 [2020-11-08 13:06:50,528][root][INFO] - ===> Epoch[2](44/26): Loss 1.9439, Sem 1.5828, dir -0.0154, norm 0.3764, swav 0.0000 LR: 9.960e-02 Score 56.405 Data time: 0.2576, Forward time: 2.3817, Backward time: 3.0458, DDP time: 0.0036, Total iter time: 5.0983 [2020-11-08 13:06:56,671][root][INFO] - ===> Epoch[2](45/26): Loss 2.3195, Sem 1.7925, dir -0.0040, norm 0.5311, swav 0.0000 LR: 9.959e-02 Score 48.070 Data time: 0.2038, Forward time: 2.3841, Backward time: 3.0508, DDP time: 0.0036, Total iter time: 5.9890 [2020-11-08 13:07:02,745][root][INFO] - ===> Epoch[2](46/26): Loss 2.1835, Sem 1.6533, dir -0.0197, norm 0.5499, swav 0.0000 LR: 9.959e-02 Score 55.707 Data time: 0.2157, Forward time: 2.3846, Backward time: 3.0549, DDP time: 0.0036, Total iter time: 5.9325 [2020-11-08 13:07:08,336][root][INFO] - ===> Epoch[2](47/26): Loss 2.3016, Sem 1.8033, dir 0.0001, norm 0.4983, swav 0.0000 LR: 9.958e-02 Score 51.871 Data time: 0.1889, Forward time: 2.3755, Backward time: 3.0565, DDP time: 0.0037, Total iter time: 5.4598 [2020-11-08 13:07:13,563][root][INFO] - ===> Epoch[2](48/26): Loss 2.0508, Sem 1.6400, dir 0.0183, norm 0.3925, swav 0.0000 LR: 9.957e-02 Score 54.851 Data time: 0.2513, Forward time: 2.3816, Backward time: 3.0390, DDP time: 0.0037, Total iter time: 5.1582 [2020-11-08 13:07:19,070][root][INFO] - ===> Epoch[2](49/26): Loss 2.1871, Sem 1.7709, dir -0.0043, norm 0.4205, swav 0.0000 LR: 9.956e-02 Score 55.773 Data time: 0.1916, Forward time: 2.3789, Backward time: 3.0358, DDP time: 0.0037, Total iter time: 5.3754 [2020-11-08 13:07:25,258][root][INFO] - ===> Epoch[2](50/26): Loss 2.1650, Sem 1.6677, dir -0.0159, norm 0.5132, swav 0.0000 LR: 9.955e-02 Score 55.494 Data time: 0.2388, Forward time: 2.3828, Backward time: 3.0389, DDP time: 0.0037, Total iter time: 6.0857 [2020-11-08 13:07:30,542][root][INFO] - ===> Epoch[2](51/26): Loss 2.1172, Sem 1.7370, dir -0.0233, norm 0.4035, swav 0.0000 LR: 9.954e-02 Score 52.181 Data time: 0.2190, Forward time: 2.3815, Backward time: 3.0301, DDP time: 0.0037, Total iter time: 5.1654 [2020-11-08 13:07:35,813][root][INFO] - ===> Epoch[2](52/26): Loss 2.0384, Sem 1.6848, dir -0.0290, norm 0.3826, swav 0.0000 LR: 9.953e-02 Score 53.375 Data time: 0.2541, Forward time: 2.3890, Backward time: 3.0126, DDP time: 0.0036, Total iter time: 5.1606 [2020-11-08 13:07:41,619][root][INFO] - ===> Epoch[3](53/26): Loss 2.2989, Sem 1.7739, dir -0.0193, norm 0.5442, swav 0.0000 LR: 9.952e-02 Score 49.986 Data time: 0.2150, Forward time: 2.3871, Backward time: 3.0146, DDP time: 0.0036, Total iter time: 5.6962 [2020-11-08 13:07:48,213][root][INFO] - ===> Epoch[3](54/26): Loss 2.2136, Sem 1.8042, dir -0.0351, norm 0.4445, swav 0.0000 LR: 9.951e-02 Score 50.823 Data time: 0.3720, Forward time: 2.4062, Backward time: 3.0075, DDP time: 0.0036, Total iter time: 6.4948 [2020-11-08 13:07:54,703][root][INFO] - ===> Epoch[3](55/26): Loss 2.0436, Sem 1.6181, dir -0.0074, norm 0.4329, swav 0.0000 LR: 9.950e-02 Score 57.075 Data time: 0.2481, Forward time: 2.4156, Backward time: 3.0103, DDP time: 0.0036, Total iter time: 6.3624 [2020-11-08 13:08:01,025][root][INFO] - ===> Epoch[3](56/26): Loss 2.1508, Sem 1.6833, dir -0.0052, norm 0.4728, swav 0.0000 LR: 9.950e-02 Score 49.919 Data time: 0.2411, Forward time: 2.4186, Backward time: 3.0148, DDP time: 0.0037, Total iter time: 6.1606 [2020-11-08 13:08:07,061][root][INFO] - ===> Epoch[3](57/26): Loss 2.1265, Sem 1.7835, dir -0.0117, norm 0.3547, swav 0.0000 LR: 9.949e-02 Score 50.335 Data time: 0.2685, Forward time: 2.4278, Backward time: 3.0090, DDP time: 0.0036, Total iter time: 5.9115 [2020-11-08 13:08:11,872][root][INFO] - ===> Epoch[3](58/26): Loss 2.2200, Sem 1.7608, dir -0.0592, norm 0.5184, swav 0.0000 LR: 9.948e-02 Score 53.470 Data time: 0.2190, Forward time: 2.4301, Backward time: 2.9896, DDP time: 0.0036, Total iter time: 4.6838 [2020-11-08 13:08:17,250][root][INFO] - ===> Epoch[3](59/26): Loss 1.9783, Sem 1.5820, dir -0.0047, norm 0.4011, swav 0.0000 LR: 9.947e-02 Score 57.866 Data time: 0.2353, Forward time: 2.4307, Backward time: 2.9817, DDP time: 0.0037, Total iter time: 5.2669 [2020-11-08 13:08:23,558][root][INFO] - ===> Epoch[3](60/26): Loss 2.3203, Sem 1.8352, dir -0.0046, norm 0.4897, swav 0.0000 LR: 9.946e-02 Score 51.929 Data time: 0.1829, Forward time: 2.4234, Backward time: 2.9969, DDP time: 0.0037, Total iter time: 6.1799 [2020-11-08 13:08:29,851][root][INFO] - ===> Epoch[3](61/26): Loss 2.0739, Sem 1.6571, dir -0.0012, norm 0.4180, swav 0.0000 LR: 9.945e-02 Score 58.099 Data time: 0.2315, Forward time: 2.4244, Backward time: 3.0036, DDP time: 0.0037, Total iter time: 6.1913 [2020-11-08 13:08:35,124][root][INFO] - ===> Epoch[3](62/26): Loss 2.1756, Sem 1.8371, dir -0.0262, norm 0.3647, swav 0.0000 LR: 9.944e-02 Score 49.296 Data time: 0.1584, Forward time: 2.4143, Backward time: 3.0055, DDP time: 0.0037, Total iter time: 5.1591 [2020-11-08 13:08:41,355][root][INFO] - ===> Epoch[3](63/26): Loss 2.0498, Sem 1.6992, dir -0.0136, norm 0.3641, swav 0.0000 LR: 9.943e-02 Score 54.155 Data time: 0.2596, Forward time: 2.4204, Backward time: 3.0059, DDP time: 0.0037, Total iter time: 6.1355 [2020-11-08 13:08:46,997][root][INFO] - ===> Epoch[3](64/26): Loss 2.0376, Sem 1.7396, dir -0.1171, norm 0.4152, swav 0.0000 LR: 9.942e-02 Score 49.795 Data time: 0.2270, Forward time: 2.4213, Backward time: 3.0019, DDP time: 0.0037, Total iter time: 5.5070 [2020-11-08 13:08:51,898][root][INFO] - ===> Epoch[3](65/26): Loss 2.1733, Sem 1.6373, dir -0.0177, norm 0.5538, swav 0.0000 LR: 9.941e-02 Score 55.029 Data time: 0.2139, Forward time: 2.4177, Backward time: 2.9915, DDP time: 0.0037, Total iter time: 4.7754 [2020-11-08 13:08:56,171][root][INFO] - ===> Epoch[3](66/26): Loss 2.3787, Sem 1.6404, dir -0.0228, norm 0.7611, swav 0.0000 LR: 9.941e-02 Score 58.869 Data time: 0.1804, Forward time: 2.4122, Backward time: 2.9750, DDP time: 0.0037, Total iter time: 4.1634 [2020-11-08 13:09:01,986][root][INFO] - ===> Epoch[3](67/26): Loss 2.4399, Sem 1.7252, dir 0.0029, norm 0.7118, swav 0.0000 LR: 9.940e-02 Score 56.132 Data time: 0.1511, Forward time: 2.3996, Backward time: 2.9870, DDP time: 0.0037, Total iter time: 5.7239 [2020-11-08 13:09:08,493][root][INFO] - ===> Epoch[3](68/26): Loss 2.1976, Sem 1.5340, dir -0.0040, norm 0.6675, swav 0.0000 LR: 9.939e-02 Score 58.941 Data time: 0.2539, Forward time: 2.4019, Backward time: 2.9953, DDP time: 0.0037, Total iter time: 6.4359 [2020-11-08 13:09:13,922][root][INFO] - ===> Epoch[3](69/26): Loss 1.9428, Sem 1.4495, dir -0.0333, norm 0.5266, swav 0.0000 LR: 9.938e-02 Score 63.595 Data time: 0.2177, Forward time: 2.4040, Backward time: 2.9882, DDP time: 0.0037, Total iter time: 5.3142 [2020-11-08 13:09:20,118][root][INFO] - ===> Epoch[3](70/26): Loss 1.9614, Sem 1.5688, dir -0.0387, norm 0.4313, swav 0.0000 LR: 9.937e-02 Score 58.114 Data time: 0.1909, Forward time: 2.4014, Backward time: 2.9964, DDP time: 0.0037, Total iter time: 6.0784 [2020-11-08 13:09:25,563][root][INFO] - ===> Epoch[3](71/26): Loss 2.3399, Sem 1.7761, dir -0.0150, norm 0.5787, swav 0.0000 LR: 9.936e-02 Score 50.300 Data time: 0.2060, Forward time: 2.4002, Backward time: 2.9933, DDP time: 0.0037, Total iter time: 5.3342 [2020-11-08 13:09:30,683][root][INFO] - ===> Epoch[3](72/26): Loss 2.2375, Sem 1.6826, dir -0.0083, norm 0.5632, swav 0.0000 LR: 9.935e-02 Score 54.401 Data time: 0.2370, Forward time: 2.4022, Backward time: 2.9818, DDP time: 0.0037, Total iter time: 5.0156 [2020-11-08 13:09:36,948][root][INFO] - ===> Epoch[3](73/26): Loss 2.6105, Sem 1.9782, dir -0.0104, norm 0.6426, swav 0.0000 LR: 9.934e-02 Score 45.760 Data time: 0.2272, Forward time: 2.4066, Backward time: 2.9840, DDP time: 0.0037, Total iter time: 6.1433 [2020-11-08 13:09:42,894][root][INFO] - ===> Epoch[3](74/26): Loss 2.1916, Sem 1.7282, dir 0.0098, norm 0.4536, swav 0.0000 LR: 9.933e-02 Score 55.760 Data time: 0.1146, Forward time: 2.3928, Backward time: 3.0024, DDP time: 0.0037, Total iter time: 5.8583 [2020-11-08 13:09:48,789][root][INFO] - ===> Epoch[3](75/26): Loss 2.1690, Sem 1.7813, dir -0.0016, norm 0.3893, swav 0.0000 LR: 9.932e-02 Score 47.714 Data time: 0.2140, Forward time: 2.3879, Backward time: 3.0087, DDP time: 0.0037, Total iter time: 5.8040 [2020-11-08 13:09:55,771][root][INFO] - ===> Epoch[3](76/26): Loss 2.9138, Sem 1.8142, dir 0.0134, norm 1.0862, swav 0.0000 LR: 9.932e-02 Score 51.359 Data time: 0.3691, Forward time: 2.4003, Backward time: 3.0108, DDP time: 0.0037, Total iter time: 6.8932 [2020-11-08 13:10:01,626][root][INFO] - ===> Epoch[3](77/26): Loss 2.1058, Sem 1.6268, dir 0.0136, norm 0.4655, swav 0.0000 LR: 9.931e-02 Score 56.966 Data time: 0.2075, Forward time: 2.4012, Backward time: 3.0107, DDP time: 0.0037, Total iter time: 5.7429 [2020-11-08 13:10:07,683][root][INFO] - ===> Epoch[3](78/26): Loss 1.9301, Sem 1.4762, dir -0.0060, norm 0.4599, swav 0.0000 LR: 9.930e-02 Score 61.694 Data time: 0.2360, Forward time: 2.4010, Backward time: 3.0138, DDP time: 0.0037, Total iter time: 5.9524 [2020-11-08 13:10:13,291][root][INFO] - ===> Epoch[4](79/26): Loss 2.0988, Sem 1.6173, dir -0.0086, norm 0.4901, swav 0.0000 LR: 9.929e-02 Score 54.644 Data time: 0.2753, Forward time: 2.4075, Backward time: 3.0036, DDP time: 0.0037, Total iter time: 5.4969 [2020-11-08 13:10:19,572][root][INFO] - ===> Epoch[4](80/26): Loss 2.1433, Sem 1.7101, dir -0.0100, norm 0.4432, swav 0.0000 LR: 9.928e-02 Score 54.231 Data time: 0.3063, Forward time: 2.4172, Backward time: 2.9994, DDP time: 0.0037, Total iter time: 6.1706 [2020-11-08 13:10:25,123][root][INFO] - ===> Epoch[4](81/26): Loss 4.0318, Sem 1.6561, dir -0.0197, norm 2.3954, swav 0.0000 LR: 9.927e-02 Score 55.778 Data time: 0.2692, Forward time: 2.4228, Backward time: 2.9905, DDP time: 0.0037, Total iter time: 5.4354 [2020-11-08 13:10:30,580][root][INFO] - ===> Epoch[4](82/26): Loss 2.1816, Sem 1.6319, dir 0.0062, norm 0.5435, swav 0.0000 LR: 9.926e-02 Score 56.535 Data time: 0.1860, Forward time: 2.4183, Backward time: 2.9909, DDP time: 0.0037, Total iter time: 5.3485 [2020-11-08 13:10:36,361][root][INFO] - ===> Epoch[4](83/26): Loss 2.1687, Sem 1.6666, dir -0.0139, norm 0.5160, swav 0.0000 LR: 9.925e-02 Score 54.410 Data time: 0.2142, Forward time: 2.4173, Backward time: 2.9922, DDP time: 0.0037, Total iter time: 5.7093 [2020-11-08 13:10:42,779][root][INFO] - ===> Epoch[4](84/26): Loss 2.2654, Sem 1.8299, dir -0.0227, norm 0.4583, swav 0.0000 LR: 9.924e-02 Score 50.255 Data time: 0.1877, Forward time: 2.4128, Backward time: 3.0037, DDP time: 0.0037, Total iter time: 6.3129 [2020-11-08 13:10:47,771][root][INFO] - ===> Epoch[4](85/26): Loss 2.0063, Sem 1.6257, dir -0.0184, norm 0.3990, swav 0.0000 LR: 9.923e-02 Score 57.488 Data time: 0.2365, Forward time: 2.4128, Backward time: 2.9949, DDP time: 0.0037, Total iter time: 4.9134 [2020-11-08 13:10:53,922][root][INFO] - ===> Epoch[4](86/26): Loss 2.0512, Sem 1.5943, dir -0.0005, norm 0.4574, swav 0.0000 LR: 9.923e-02 Score 57.762 Data time: 0.2595, Forward time: 2.4173, Backward time: 2.9944, DDP time: 0.0037, Total iter time: 6.0449 [2020-11-08 13:10:59,627][root][INFO] - ===> Epoch[4](87/26): Loss 2.1067, Sem 1.6385, dir -0.0256, norm 0.4937, swav 0.0000 LR: 9.922e-02 Score 55.381 Data time: 0.2562, Forward time: 2.4169, Backward time: 2.9928, DDP time: 0.0037, Total iter time: 5.5747 [2020-11-08 13:11:04,901][root][INFO] - ===> Epoch[4](88/26): Loss 2.3565, Sem 1.7673, dir -0.0170, norm 0.6062, swav 0.0000 LR: 9.921e-02 Score 50.023 Data time: 0.1544, Forward time: 2.4101, Backward time: 2.9940, DDP time: 0.0037, Total iter time: 5.1502 [2020-11-08 13:11:10,219][root][INFO] - ===> Epoch[4](89/26): Loss 1.8983, Sem 1.5064, dir 0.0029, norm 0.3890, swav 0.0000 LR: 9.920e-02 Score 61.533 Data time: 0.1724, Forward time: 2.4028, Backward time: 2.9963, DDP time: 0.0037, Total iter time: 5.2179 [2020-11-08 13:11:15,814][root][INFO] - ===> Epoch[4](90/26): Loss 2.1797, Sem 1.7401, dir -0.0121, norm 0.4517, swav 0.0000 LR: 9.919e-02 Score 49.666 Data time: 0.2064, Forward time: 2.3972, Backward time: 2.9996, DDP time: 0.0037, Total iter time: 5.4860 [2020-11-08 13:11:21,096][root][INFO] - ===> Epoch[4](91/26): Loss 2.3880, Sem 1.7884, dir 0.0012, norm 0.5984, swav 0.0000 LR: 9.918e-02 Score 52.569 Data time: 0.1844, Forward time: 2.3911, Backward time: 3.0003, DDP time: 0.0037, Total iter time: 5.1713 [2020-11-08 13:11:27,423][root][INFO] - ===> Epoch[4](92/26): Loss 2.0509, Sem 1.6350, dir -0.0123, norm 0.4282, swav 0.0000 LR: 9.917e-02 Score 55.296 Data time: 0.2644, Forward time: 2.3931, Backward time: 3.0036, DDP time: 0.0037, Total iter time: 6.2124 [2020-11-08 13:11:33,345][root][INFO] - ===> Epoch[4](93/26): Loss 2.1665, Sem 1.7465, dir -0.0367, norm 0.4567, swav 0.0000 LR: 9.916e-02 Score 53.120 Data time: 0.3314, Forward time: 2.4006, Backward time: 2.9967, DDP time: 0.0037, Total iter time: 5.7920 [2020-11-08 13:11:39,107][root][INFO] - ===> Epoch[4](94/26): Loss 2.3357, Sem 1.8198, dir -0.0459, norm 0.5618, swav 0.0000 LR: 9.915e-02 Score 48.457 Data time: 0.2790, Forward time: 2.4075, Backward time: 2.9893, DDP time: 0.0037, Total iter time: 5.6364 [2020-11-08 13:11:44,759][root][INFO] - ===> Epoch[4](95/26): Loss 2.0582, Sem 1.6039, dir -0.0143, norm 0.4686, swav 0.0000 LR: 9.914e-02 Score 55.288 Data time: 0.2174, Forward time: 2.4076, Backward time: 2.9875, DDP time: 0.0037, Total iter time: 5.5261 [2020-11-08 13:11:51,379][root][INFO] - ===> Epoch[4](96/26): Loss 2.1167, Sem 1.7572, dir -0.0538, norm 0.4134, swav 0.0000 LR: 9.914e-02 Score 54.199 Data time: 0.1892, Forward time: 2.4028, Backward time: 3.0005, DDP time: 0.0037, Total iter time: 6.5186 [2020-11-08 13:11:57,413][root][INFO] - ===> Epoch[4](97/26): Loss 1.8023, Sem 1.5718, dir -0.0608, norm 0.2912, swav 0.0000 LR: 9.913e-02 Score 58.575 Data time: 0.2490, Forward time: 2.4042, Backward time: 3.0018, DDP time: 0.0037, Total iter time: 5.9479 [2020-11-08 13:12:05,247][root][INFO] - ===> Epoch[4](98/26): Loss 2.1486, Sem 1.5650, dir -0.0666, norm 0.6502, swav 0.0000 LR: 9.912e-02 Score 57.950 Data time: 0.2683, Forward time: 2.4075, Backward time: 3.0179, DDP time: 0.0037, Total iter time: 7.7148 [2020-11-08 13:12:10,942][root][INFO] - ===> Epoch[4](99/26): Loss 2.0985, Sem 1.7531, dir -0.0156, norm 0.3610, swav 0.0000 LR: 9.911e-02 Score 51.483 Data time: 0.2784, Forward time: 2.4130, Backward time: 3.0107, DDP time: 0.0036, Total iter time: 5.5442 [2020-11-08 13:12:16,329][root][INFO] - ===> Epoch[4](100/26): Loss 1.9546, Sem 1.5672, dir -0.0606, norm 0.4480, swav 0.0000 LR: 9.910e-02 Score 56.726 Data time: 0.2538, Forward time: 2.4138, Backward time: 3.0055, DDP time: 0.0036, Total iter time: 5.2603 [2020-11-08 13:12:21,746][root][INFO] - ===> Epoch[4](101/26): Loss 2.1231, Sem 1.7599, dir -0.0579, norm 0.4212, swav 0.0000 LR: 9.909e-02 Score 50.386 Data time: 0.2448, Forward time: 2.4155, Backward time: 3.0001, DDP time: 0.0037, Total iter time: 5.3254 [2020-11-08 13:12:27,844][root][INFO] - ===> Epoch[4](102/26): Loss 2.0451, Sem 1.6252, dir -0.0541, norm 0.4740, swav 0.0000 LR: 9.908e-02 Score 56.482 Data time: 0.1957, Forward time: 2.4122, Backward time: 3.0057, DDP time: 0.0037, Total iter time: 5.9501 [2020-11-08 13:12:32,550][root][INFO] - ===> Epoch[4](103/26): Loss 2.0304, Sem 1.5824, dir -0.0452, norm 0.4932, swav 0.0000 LR: 9.907e-02 Score 55.123 Data time: 0.2085, Forward time: 2.4114, Backward time: 2.9966, DDP time: 0.0037, Total iter time: 4.6228 [2020-11-08 13:12:38,223][root][INFO] - ===> Epoch[4](104/26): Loss 2.0230, Sem 1.5935, dir -0.0382, norm 0.4676, swav 0.0000 LR: 9.906e-02 Score 57.466 Data time: 0.1494, Forward time: 2.4032, Backward time: 3.0039, DDP time: 0.0037, Total iter time: 5.5904 [2020-11-08 13:12:43,202][root][INFO] - ===> Epoch[5](105/26): Loss 2.2308, Sem 1.8437, dir -0.0614, norm 0.4484, swav 0.0000 LR: 9.905e-02 Score 49.578 Data time: 0.1281, Forward time: 2.3952, Backward time: 3.0057, DDP time: 0.0037, Total iter time: 4.9498 [2020-11-08 13:12:50,133][root][INFO] - ===> Epoch[5](106/26): Loss 2.2707, Sem 1.8503, dir -0.0337, norm 0.4541, swav 0.0000 LR: 9.905e-02 Score 49.096 Data time: 0.2125, Forward time: 2.3955, Backward time: 3.0163, DDP time: 0.0037, Total iter time: 6.8670 [2020-11-08 13:12:55,982][root][INFO] - ===> Epoch[5](107/26): Loss 1.9767, Sem 1.5885, dir -0.0588, norm 0.4470, swav 0.0000 LR: 9.904e-02 Score 56.653 Data time: 0.1852, Forward time: 2.3898, Backward time: 3.0223, DDP time: 0.0037, Total iter time: 5.7314 [2020-11-08 13:13:01,896][root][INFO] - ===> Epoch[5](108/26): Loss 1.9778, Sem 1.5859, dir -0.0004, norm 0.3923, swav 0.0000 LR: 9.903e-02 Score 56.769 Data time: 0.2042, Forward time: 2.3875, Backward time: 3.0257, DDP time: 0.0037, Total iter time: 5.8393 [2020-11-08 13:13:07,295][root][INFO] - ===> Epoch[5](109/26): Loss 1.9670, Sem 1.6064, dir -0.0037, norm 0.3643, swav 0.0000 LR: 9.902e-02 Score 54.873 Data time: 0.2174, Forward time: 2.3840, Backward time: 3.0253, DDP time: 0.0037, Total iter time: 5.2848 [2020-11-08 13:13:13,337][root][INFO] - ===> Epoch[5](110/26): Loss 2.2108, Sem 1.7287, dir 0.0002, norm 0.4818, swav 0.0000 LR: 9.901e-02 Score 53.488 Data time: 0.3206, Forward time: 2.3907, Backward time: 3.0203, DDP time: 0.0037, Total iter time: 5.9334 [2020-11-08 13:13:20,271][root][INFO] - ===> Epoch[5](111/26): Loss 2.1497, Sem 1.7131, dir -0.0330, norm 0.4696, swav 0.0000 LR: 9.900e-02 Score 53.513 Data time: 0.2745, Forward time: 2.3937, Backward time: 3.0264, DDP time: 0.0037, Total iter time: 6.7862 [2020-11-08 13:13:25,728][root][INFO] - ===> Epoch[5](112/26): Loss 2.0361, Sem 1.6189, dir -0.0097, norm 0.4268, swav 0.0000 LR: 9.899e-02 Score 56.748 Data time: 0.2125, Forward time: 2.3923, Backward time: 3.0245, DDP time: 0.0037, Total iter time: 5.3305 [2020-11-08 13:13:32,484][root][INFO] - ===> Epoch[5](113/26): Loss 2.0753, Sem 1.6185, dir -0.0186, norm 0.4754, swav 0.0000 LR: 9.898e-02 Score 54.226 Data time: 0.1718, Forward time: 2.3869, Backward time: 3.0379, DDP time: 0.0037, Total iter time: 6.6527 [2020-11-08 13:13:37,310][root][INFO] - ===> Epoch[5](114/26): Loss 1.8702, Sem 1.5662, dir -0.0217, norm 0.3257, swav 0.0000 LR: 9.897e-02 Score 58.749 Data time: 0.2327, Forward time: 2.3860, Backward time: 3.0303, DDP time: 0.0037, Total iter time: 4.7439 [2020-11-08 13:13:43,136][root][INFO] - ===> Epoch[5](115/26): Loss 2.0187, Sem 1.7208, dir -0.0517, norm 0.3496, swav 0.0000 LR: 9.896e-02 Score 52.679 Data time: 0.2372, Forward time: 2.3875, Backward time: 3.0291, DDP time: 0.0037, Total iter time: 5.7228 [2020-11-08 13:13:49,254][root][INFO] - ===> Epoch[5](116/26): Loss 2.1439, Sem 1.7207, dir -0.0401, norm 0.4633, swav 0.0000 LR: 9.896e-02 Score 51.626 Data time: 0.2854, Forward time: 2.3938, Backward time: 3.0247, DDP time: 0.0037, Total iter time: 6.0076 [2020-11-08 13:13:54,934][root][INFO] - ===> Epoch[5](117/26): Loss 1.9782, Sem 1.5961, dir -0.0580, norm 0.4401, swav 0.0000 LR: 9.895e-02 Score 54.288 Data time: 0.1724, Forward time: 2.3881, Backward time: 3.0288, DDP time: 0.0037, Total iter time: 5.5240 [2020-11-08 13:14:00,694][root][INFO] - ===> Epoch[5](118/26): Loss 1.9260, Sem 1.5168, dir -0.0391, norm 0.4482, swav 0.0000 LR: 9.894e-02 Score 59.085 Data time: 0.1931, Forward time: 2.3841, Backward time: 3.0328, DDP time: 0.0037, Total iter time: 5.7027 [2020-11-08 13:14:06,573][root][INFO] - ===> Epoch[5](119/26): Loss 2.1486, Sem 1.6727, dir -0.0317, norm 0.5077, swav 0.0000 LR: 9.893e-02 Score 53.390 Data time: 0.2994, Forward time: 2.3891, Backward time: 3.0276, DDP time: 0.0037, Total iter time: 5.7818 [2020-11-08 13:14:12,009][root][INFO] - ===> Epoch[5](120/26): Loss 2.0941, Sem 1.6620, dir -0.0685, norm 0.5006, swav 0.0000 LR: 9.892e-02 Score 52.022 Data time: 0.1430, Forward time: 2.3826, Backward time: 3.0310, DDP time: 0.0037, Total iter time: 5.3127 [2020-11-08 13:14:19,411][root][INFO] - ===> Epoch[5](121/26): Loss 1.8453, Sem 1.5560, dir -0.0477, norm 0.3370, swav 0.0000 LR: 9.891e-02 Score 58.236 Data time: 0.1542, Forward time: 2.3761, Backward time: 3.0503, DDP time: 0.0037, Total iter time: 7.3299 [2020-11-08 13:14:24,767][root][INFO] - ===> Epoch[5](122/26): Loss 1.8884, Sem 1.4724, dir -0.0634, norm 0.4795, swav 0.0000 LR: 9.890e-02 Score 59.855 Data time: 0.2302, Forward time: 2.3753, Backward time: 3.0475, DDP time: 0.0037, Total iter time: 5.2795 [2020-11-08 13:14:31,621][root][INFO] - ===> Epoch[5](123/26): Loss 2.0525, Sem 1.6654, dir -0.0952, norm 0.4824, swav 0.0000 LR: 9.889e-02 Score 52.968 Data time: 0.1480, Forward time: 2.3689, Backward time: 3.0620, DDP time: 0.0037, Total iter time: 6.7416 [2020-11-08 13:14:37,809][root][INFO] - ===> Epoch[5](124/26): Loss 1.8417, Sem 1.5404, dir -0.0682, norm 0.3695, swav 0.0000 LR: 9.888e-02 Score 59.193 Data time: 0.2539, Forward time: 2.3716, Backward time: 3.0624, DDP time: 0.0037, Total iter time: 6.1086 [2020-11-08 13:14:42,335][root][INFO] - ===> Epoch[5](125/26): Loss 2.0839, Sem 1.6847, dir -0.0537, norm 0.4528, swav 0.0000 LR: 9.887e-02 Score 55.952 Data time: 0.2244, Forward time: 2.3701, Backward time: 3.0535, DDP time: 0.0037, Total iter time: 4.4017 [2020-11-08 13:14:47,489][root][INFO] - ===> Epoch[5](126/26): Loss 2.1253, Sem 1.6324, dir -0.0324, norm 0.5252, swav 0.0000 LR: 9.887e-02 Score 54.161 Data time: 0.2604, Forward time: 2.3727, Backward time: 3.0459, DDP time: 0.0037, Total iter time: 5.0639 [2020-11-08 13:14:52,946][root][INFO] - ===> Epoch[5](127/26): Loss 1.9282, Sem 1.6132, dir -0.0395, norm 0.3545, swav 0.0000 LR: 9.886e-02 Score 56.502 Data time: 0.1971, Forward time: 2.3697, Backward time: 3.0455, DDP time: 0.0037, Total iter time: 5.3260 [2020-11-08 13:14:58,590][root][INFO] - ===> Epoch[5](128/26): Loss 1.9044, Sem 1.6348, dir -0.0957, norm 0.3652, swav 0.0000 LR: 9.885e-02 Score 55.406 Data time: 0.1776, Forward time: 2.3650, Backward time: 3.0491, DDP time: 0.0037, Total iter time: 5.5498 [2020-11-08 13:15:05,603][root][INFO] - ===> Epoch[5](129/26): Loss 1.8697, Sem 1.6292, dir -0.0668, norm 0.3072, swav 0.0000 LR: 9.884e-02 Score 55.295 Data time: 0.2587, Forward time: 2.3678, Backward time: 3.0553, DDP time: 0.0037, Total iter time: 6.9166 [2020-11-08 13:15:12,243][root][INFO] - ===> Epoch[5](130/26): Loss 1.9991, Sem 1.7294, dir -0.0601, norm 0.3298, swav 0.0000 LR: 9.883e-02 Score 52.252 Data time: 0.2462, Forward time: 2.3704, Backward time: 3.0585, DDP time: 0.0037, Total iter time: 6.5036 [2020-11-08 13:15:17,911][root][INFO] - ===> Epoch[6](131/26): Loss 1.7980, Sem 1.4774, dir -0.0583, norm 0.3789, swav 0.0000 LR: 9.882e-02 Score 59.247 Data time: 0.1278, Forward time: 2.3628, Backward time: 3.0658, DDP time: 0.0037, Total iter time: 5.5372 [2020-11-08 13:15:22,620][root][INFO] - ===> Epoch[6](132/26): Loss 1.7851, Sem 1.5585, dir -0.0517, norm 0.2782, swav 0.0000 LR: 9.881e-02 Score 55.686 Data time: 0.1958, Forward time: 2.3609, Backward time: 3.0590, DDP time: 0.0037, Total iter time: 4.6254 [2020-11-08 13:15:27,953][root][INFO] - ===> Epoch[6](133/26): Loss 2.2899, Sem 1.8087, dir -0.0729, norm 0.5541, swav 0.0000 LR: 9.880e-02 Score 50.492 Data time: 0.1845, Forward time: 2.3576, Backward time: 3.0587, DDP time: 0.0037, Total iter time: 5.2200 [2020-11-08 13:15:32,468][root][INFO] - ===> Epoch[6](134/26): Loss 1.8156, Sem 1.5124, dir -0.0606, norm 0.3638, swav 0.0000 LR: 9.879e-02 Score 58.397 Data time: 0.1677, Forward time: 2.3532, Backward time: 3.0538, DDP time: 0.0037, Total iter time: 4.4115 [2020-11-08 13:15:37,951][root][INFO] - ===> Epoch[6](135/26): Loss 1.9323, Sem 1.6265, dir -0.0608, norm 0.3665, swav 0.0000 LR: 9.878e-02 Score 55.320 Data time: 0.2732, Forward time: 2.3566, Backward time: 3.0482, DDP time: 0.0037, Total iter time: 5.3908 [2020-11-08 13:15:43,231][root][INFO] - ===> Epoch[6](136/26): Loss 2.0440, Sem 1.6271, dir -0.0979, norm 0.5149, swav 0.0000 LR: 9.878e-02 Score 53.641 Data time: 0.2414, Forward time: 2.3592, Backward time: 3.0419, DDP time: 0.0037, Total iter time: 5.1555 [2020-11-08 13:15:48,867][root][INFO] - ===> Epoch[6](137/26): Loss 1.8412, Sem 1.5387, dir -0.1057, norm 0.4081, swav 0.0000 LR: 9.877e-02 Score 56.444 Data time: 0.1252, Forward time: 2.3530, Backward time: 3.0466, DDP time: 0.0037, Total iter time: 5.5026 [2020-11-08 13:15:54,655][root][INFO] - ===> Epoch[6](138/26): Loss 1.9719, Sem 1.6169, dir -0.0454, norm 0.4004, swav 0.0000 LR: 9.876e-02 Score 56.242 Data time: 0.2283, Forward time: 2.3531, Backward time: 3.0468, DDP time: 0.0037, Total iter time: 5.7244 [2020-11-08 13:16:00,113][root][INFO] - ===> Epoch[6](139/26): Loss 2.0936, Sem 1.6652, dir -0.0363, norm 0.4648, swav 0.0000 LR: 9.875e-02 Score 53.348 Data time: 0.2041, Forward time: 2.3524, Backward time: 3.0451, DDP time: 0.0037, Total iter time: 5.3294 [2020-11-08 13:16:05,985][root][INFO] - ===> Epoch[6](140/26): Loss 2.1468, Sem 1.8327, dir -0.0734, norm 0.3875, swav 0.0000 LR: 9.874e-02 Score 46.471 Data time: 0.1917, Forward time: 2.3506, Backward time: 3.0475, DDP time: 0.0037, Total iter time: 5.7669 [2020-11-08 13:16:11,399][root][INFO] - ===> Epoch[6](141/26): Loss 1.8841, Sem 1.5553, dir -0.0780, norm 0.4068, swav 0.0000 LR: 9.873e-02 Score 55.882 Data time: 0.2052, Forward time: 2.3468, Backward time: 3.0485, DDP time: 0.0037, Total iter time: 5.3170 [2020-11-08 13:16:16,361][root][INFO] - ===> Epoch[6](142/26): Loss 1.8871, Sem 1.6187, dir -0.0982, norm 0.3666, swav 0.0000 LR: 9.872e-02 Score 55.325 Data time: 0.2315, Forward time: 2.3482, Backward time: 3.0417, DDP time: 0.0037, Total iter time: 4.8774 [2020-11-08 13:16:23,283][root][INFO] - ===> Epoch[6](143/26): Loss 1.9172, Sem 1.6382, dir -0.0892, norm 0.3682, swav 0.0000 LR: 9.871e-02 Score 54.632 Data time: 0.2445, Forward time: 2.3511, Backward time: 3.0465, DDP time: 0.0037, Total iter time: 6.8091 [2020-11-08 13:16:29,952][root][INFO] - ===> Epoch[6](144/26): Loss 1.9330, Sem 1.6726, dir -0.1310, norm 0.3915, swav 0.0000 LR: 9.870e-02 Score 53.332 Data time: 0.1958, Forward time: 2.3491, Backward time: 3.0538, DDP time: 0.0037, Total iter time: 6.5209 [2020-11-08 13:16:35,494][root][INFO] - ===> Epoch[6](145/26): Loss 2.0397, Sem 1.6903, dir -0.1118, norm 0.4612, swav 0.0000 LR: 9.869e-02 Score 52.004 Data time: 0.1991, Forward time: 2.3462, Backward time: 3.0550, DDP time: 0.0037, Total iter time: 5.4474 [2020-11-08 13:16:42,031][root][INFO] - ===> Epoch[6](146/26): Loss 1.8764, Sem 1.5405, dir -0.0589, norm 0.3948, swav 0.0000 LR: 9.869e-02 Score 57.329 Data time: 0.2777, Forward time: 2.3506, Backward time: 3.0555, DDP time: 0.0037, Total iter time: 6.4463 [2020-11-08 13:16:48,241][root][INFO] - ===> Epoch[6](147/26): Loss 2.1997, Sem 1.8542, dir -0.0835, norm 0.4291, swav 0.0000 LR: 9.868e-02 Score 47.236 Data time: 0.2088, Forward time: 2.3497, Backward time: 3.0589, DDP time: 0.0037, Total iter time: 6.0883 [2020-11-08 13:16:54,122][root][INFO] - ===> Epoch[6](148/26): Loss 2.1367, Sem 1.7379, dir -0.0895, norm 0.4884, swav 0.0000 LR: 9.867e-02 Score 53.551 Data time: 0.2779, Forward time: 2.3545, Backward time: 3.0547, DDP time: 0.0037, Total iter time: 5.7848 [2020-11-08 13:17:01,282][root][INFO] - ===> Epoch[6](149/26): Loss 2.0928, Sem 1.6457, dir -0.0188, norm 0.4660, swav 0.0000 LR: 9.866e-02 Score 51.915 Data time: 0.1795, Forward time: 2.3531, Backward time: 3.0648, DDP time: 0.0037, Total iter time: 7.0218 [2020-11-08 13:17:06,305][root][INFO] - ===> Epoch[6](150/26): Loss 1.8950, Sem 1.5911, dir -0.0890, norm 0.3928, swav 0.0000 LR: 9.865e-02 Score 57.313 Data time: 0.1578, Forward time: 2.3489, Backward time: 3.0640, DDP time: 0.0037, Total iter time: 4.9293 [2020-11-08 13:17:12,336][root][INFO] - ===> Epoch[6](151/26): Loss 1.6685, Sem 1.4716, dir -0.0900, norm 0.2869, swav 0.0000 LR: 9.864e-02 Score 58.595 Data time: 0.2148, Forward time: 2.3454, Backward time: 3.0690, DDP time: 0.0037, Total iter time: 5.9618 [2020-11-08 13:17:17,616][root][INFO] - ===> Epoch[6](152/26): Loss 1.9779, Sem 1.5987, dir -0.0591, norm 0.4384, swav 0.0000 LR: 9.863e-02 Score 53.680 Data time: 0.2329, Forward time: 2.3460, Backward time: 3.0653, DDP time: 0.0037, Total iter time: 5.2064 [2020-11-08 13:17:22,705][root][INFO] - ===> Epoch[6](153/26): Loss 1.8007, Sem 1.5482, dir -0.0666, norm 0.3191, swav 0.0000 LR: 9.862e-02 Score 59.137 Data time: 0.1582, Forward time: 2.3416, Backward time: 3.0652, DDP time: 0.0037, Total iter time: 4.9803 [2020-11-08 13:17:28,056][root][INFO] - ===> Epoch[6](154/26): Loss 2.0888, Sem 1.7054, dir -0.0689, norm 0.4523, swav 0.0000 LR: 9.861e-02 Score 52.221 Data time: 0.2797, Forward time: 2.3443, Backward time: 3.0596, DDP time: 0.0037, Total iter time: 5.2643 [2020-11-08 13:17:34,872][root][INFO] - ===> Epoch[6](155/26): Loss 2.0351, Sem 1.5317, dir -0.0075, norm 0.5108, swav 0.0000 LR: 9.860e-02 Score 56.011 Data time: 0.4006, Forward time: 2.3517, Backward time: 3.0578, DDP time: 0.0037, Total iter time: 6.6830 [2020-11-08 13:17:41,125][root][INFO] - ===> Epoch[6](156/26): Loss 1.9818, Sem 1.6082, dir -0.0141, norm 0.3877, swav 0.0000 LR: 9.860e-02 Score 55.185 Data time: 0.2939, Forward time: 2.3574, Backward time: 3.0546, DDP time: 0.0037, Total iter time: 6.1130 [2020-11-08 13:17:48,106][root][INFO] - ===> Epoch[7](157/26): Loss 2.0441, Sem 1.6738, dir -0.0696, norm 0.4399, swav 0.0000 LR: 9.859e-02 Score 55.084 Data time: 0.2280, Forward time: 2.3589, Backward time: 3.0603, DDP time: 0.0037, Total iter time: 6.8634 [2020-11-08 13:17:53,717][root][INFO] - ===> Epoch[7](158/26): Loss 1.9328, Sem 1.5711, dir -0.0549, norm 0.4166, swav 0.0000 LR: 9.858e-02 Score 53.206 Data time: 0.2073, Forward time: 2.3573, Backward time: 3.0605, DDP time: 0.0037, Total iter time: 5.4933 [2020-11-08 13:17:59,455][root][INFO] - ===> Epoch[7](159/26): Loss 2.0121, Sem 1.6640, dir -0.0713, norm 0.4194, swav 0.0000 LR: 9.857e-02 Score 54.045 Data time: 0.2246, Forward time: 2.3547, Backward time: 3.0625, DDP time: 0.0037, Total iter time: 5.6655 [2020-11-08 13:18:05,752][root][INFO] - ===> Epoch[7](160/26): Loss 1.8830, Sem 1.5466, dir -0.0442, norm 0.3806, swav 0.0000 LR: 9.856e-02 Score 60.120 Data time: 0.1743, Forward time: 2.3519, Backward time: 3.0683, DDP time: 0.0037, Total iter time: 6.2124 [2020-11-08 13:18:11,001][root][INFO] - ===> Epoch[7](161/26): Loss 2.1491, Sem 1.7528, dir -0.0802, norm 0.4765, swav 0.0000 LR: 9.855e-02 Score 50.704 Data time: 0.2063, Forward time: 2.3493, Backward time: 3.0673, DDP time: 0.0037, Total iter time: 5.1511 [2020-11-08 13:18:15,593][root][INFO] - ===> Epoch[7](162/26): Loss 2.0230, Sem 1.7066, dir -0.0615, norm 0.3780, swav 0.0000 LR: 9.854e-02 Score 52.643 Data time: 0.2244, Forward time: 2.3491, Backward time: 3.0603, DDP time: 0.0037, Total iter time: 4.4829 [2020-11-08 13:18:20,970][root][INFO] - ===> Epoch[7](163/26): Loss 1.9920, Sem 1.6916, dir -0.0976, norm 0.3980, swav 0.0000 LR: 9.853e-02 Score 54.081 Data time: 0.2593, Forward time: 2.3501, Backward time: 3.0567, DDP time: 0.0037, Total iter time: 5.2783 [2020-11-08 13:18:27,196][root][INFO] - ===> Epoch[7](164/26): Loss 1.9461, Sem 1.5347, dir -0.0289, norm 0.4404, swav 0.0000 LR: 9.852e-02 Score 57.385 Data time: 0.3079, Forward time: 2.3555, Backward time: 3.0536, DDP time: 0.0037, Total iter time: 6.1006 [2020-11-08 13:18:32,478][root][INFO] - ===> Epoch[7](165/26): Loss 2.5402, Sem 1.6127, dir -0.0198, norm 0.9474, swav 0.0000 LR: 9.851e-02 Score 55.303 Data time: 0.2133, Forward time: 2.3550, Backward time: 3.0509, DDP time: 0.0037, Total iter time: 5.1747 [2020-11-08 13:18:38,497][root][INFO] - ===> Epoch[7](166/26): Loss 1.9586, Sem 1.5395, dir -0.0749, norm 0.4940, swav 0.0000 LR: 9.850e-02 Score 57.046 Data time: 0.2121, Forward time: 2.3551, Backward time: 3.0522, DDP time: 0.0037, Total iter time: 5.9141 [2020-11-08 13:18:43,719][root][INFO] - ===> Epoch[7](167/26): Loss 2.0958, Sem 1.7505, dir -0.0960, norm 0.4413, swav 0.0000 LR: 9.850e-02 Score 52.507 Data time: 0.1680, Forward time: 2.3517, Backward time: 3.0520, DDP time: 0.0037, Total iter time: 5.1020 [2020-11-08 13:18:50,836][root][INFO] - ===> Epoch[7](168/26): Loss 2.0441, Sem 1.5774, dir -0.0367, norm 0.5034, swav 0.0000 LR: 9.849e-02 Score 57.089 Data time: 0.1632, Forward time: 2.3470, Backward time: 3.0645, DDP time: 0.0037, Total iter time: 7.0540 [2020-11-08 13:18:56,536][root][INFO] - ===> Epoch[7](169/26): Loss 2.0975, Sem 1.5914, dir -0.0193, norm 0.5254, swav 0.0000 LR: 9.848e-02 Score 57.267 Data time: 0.2408, Forward time: 2.3489, Backward time: 3.0624, DDP time: 0.0037, Total iter time: 5.6594 [2020-11-08 13:19:02,573][root][INFO] - ===> Epoch[7](170/26): Loss 2.1160, Sem 1.6435, dir -0.0398, norm 0.5123, swav 0.0000 LR: 9.847e-02 Score 54.860 Data time: 0.2898, Forward time: 2.3502, Backward time: 3.0619, DDP time: 0.0037, Total iter time: 5.8981 [2020-11-08 13:19:07,804][root][INFO] - ===> Epoch[7](171/26): Loss 2.0609, Sem 1.5130, dir -0.0655, norm 0.6134, swav 0.0000 LR: 9.846e-02 Score 58.118 Data time: 0.1838, Forward time: 2.3469, Backward time: 3.0618, DDP time: 0.0037, Total iter time: 5.1179 [2020-11-08 13:19:14,115][root][INFO] - ===> Epoch[7](172/26): Loss 1.8993, Sem 1.5303, dir -0.0414, norm 0.4104, swav 0.0000 LR: 9.845e-02 Score 56.279 Data time: 0.2580, Forward time: 2.3492, Backward time: 3.0626, DDP time: 0.0037, Total iter time: 6.2193 [2020-11-08 13:19:19,950][root][INFO] - ===> Epoch[7](173/26): Loss 2.0112, Sem 1.6029, dir -0.0446, norm 0.4528, swav 0.0000 LR: 9.844e-02 Score 55.119 Data time: 0.1956, Forward time: 2.3473, Backward time: 3.0644, DDP time: 0.0037, Total iter time: 5.7065 [2020-11-08 13:19:25,305][root][INFO] - ===> Epoch[7](174/26): Loss 1.9402, Sem 1.4751, dir -0.0207, norm 0.4858, swav 0.0000 LR: 9.843e-02 Score 62.669 Data time: 0.2413, Forward time: 2.3466, Backward time: 3.0624, DDP time: 0.0037, Total iter time: 5.2438 [2020-11-08 13:19:30,648][root][INFO] - ===> Epoch[7](175/26): Loss 2.0476, Sem 1.6785, dir -0.0475, norm 0.4166, swav 0.0000 LR: 9.842e-02 Score 54.579 Data time: 0.2457, Forward time: 2.3474, Backward time: 3.0590, DDP time: 0.0037, Total iter time: 5.2246 [2020-11-08 13:19:36,687][root][INFO] - ===> Epoch[7](176/26): Loss 1.9124, Sem 1.5158, dir -0.0226, norm 0.4192, swav 0.0000 LR: 9.841e-02 Score 57.032 Data time: 0.2486, Forward time: 2.3478, Backward time: 3.0596, DDP time: 0.0037, Total iter time: 5.9152 [2020-11-08 13:19:41,575][root][INFO] - ===> Epoch[7](177/26): Loss 2.2830, Sem 1.7025, dir -0.0393, norm 0.6198, swav 0.0000 LR: 9.841e-02 Score 53.576 Data time: 0.2152, Forward time: 2.3474, Backward time: 3.0549, DDP time: 0.0037, Total iter time: 4.7565 [2020-11-08 13:19:47,844][root][INFO] - ===> Epoch[7](178/26): Loss 2.0799, Sem 1.6199, dir -0.0356, norm 0.4955, swav 0.0000 LR: 9.840e-02 Score 56.766 Data time: 0.2675, Forward time: 2.3494, Backward time: 3.0553, DDP time: 0.0037, Total iter time: 6.1580 [2020-11-08 13:19:54,793][root][INFO] - ===> Epoch[7](179/26): Loss 2.0848, Sem 1.7420, dir -0.0401, norm 0.3828, swav 0.0000 LR: 9.839e-02 Score 49.254 Data time: 0.1847, Forward time: 2.3478, Backward time: 3.0629, DDP time: 0.0037, Total iter time: 6.8224 [2020-11-08 13:19:59,994][root][INFO] - ===> Epoch[7](180/26): Loss 2.0510, Sem 1.5815, dir -0.0052, norm 0.4748, swav 0.0000 LR: 9.838e-02 Score 57.442 Data time: 0.2321, Forward time: 2.3473, Backward time: 3.0600, DDP time: 0.0037, Total iter time: 5.0992 [2020-11-08 13:20:06,393][root][INFO] - ===> Epoch[7](181/26): Loss 1.9529, Sem 1.5544, dir -0.0616, norm 0.4601, swav 0.0000 LR: 9.837e-02 Score 56.719 Data time: 0.3224, Forward time: 2.3526, Backward time: 3.0578, DDP time: 0.0037, Total iter time: 6.2875 [2020-11-08 13:20:12,117][root][INFO] - ===> Epoch[7](182/26): Loss 1.7950, Sem 1.3913, dir -0.0131, norm 0.4168, swav 0.0000 LR: 9.836e-02 Score 59.921 Data time: 0.2639, Forward time: 2.3558, Backward time: 3.0540, DDP time: 0.0037, Total iter time: 5.5903 [2020-11-08 13:20:17,564][root][INFO] - ===> Epoch[8](183/26): Loss 1.9713, Sem 1.6479, dir -0.0673, norm 0.3907, swav 0.0000 LR: 9.835e-02 Score 53.415 Data time: 0.1655, Forward time: 2.3528, Backward time: 3.0550, DDP time: 0.0037, Total iter time: 5.3255 [2020-11-08 13:20:23,628][root][INFO] - ===> Epoch[8](184/26): Loss 2.1447, Sem 1.7351, dir -0.0425, norm 0.4521, swav 0.0000 LR: 9.834e-02 Score 49.784 Data time: 0.2982, Forward time: 2.3568, Backward time: 3.0525, DDP time: 0.0038, Total iter time: 5.9824 [2020-11-08 13:20:30,557][root][INFO] - ===> Epoch[8](185/26): Loss 2.0199, Sem 1.5551, dir -0.0377, norm 0.5025, swav 0.0000 LR: 9.833e-02 Score 57.561 Data time: 0.2400, Forward time: 2.3579, Backward time: 3.0570, DDP time: 0.0038, Total iter time: 6.8002 [2020-11-08 13:20:37,089][root][INFO] - ===> Epoch[8](186/26): Loss 2.2166, Sem 1.7314, dir -0.0483, norm 0.5334, swav 0.0000 LR: 9.832e-02 Score 53.762 Data time: 0.1799, Forward time: 2.3548, Backward time: 3.0638, DDP time: 0.0038, Total iter time: 6.4296 [2020-11-08 13:20:42,974][root][INFO] - ===> Epoch[8](187/26): Loss 1.7678, Sem 1.4493, dir -0.0669, norm 0.3855, swav 0.0000 LR: 9.832e-02 Score 58.129 Data time: 0.2685, Forward time: 2.3575, Backward time: 3.0615, DDP time: 0.0038, Total iter time: 5.8091 [2020-11-08 13:20:47,777][root][INFO] - ===> Epoch[8](188/26): Loss 1.8263, Sem 1.4799, dir -0.0606, norm 0.4069, swav 0.0000 LR: 9.831e-02 Score 61.373 Data time: 0.2363, Forward time: 2.3577, Backward time: 3.0560, DDP time: 0.0038, Total iter time: 4.6863 [2020-11-08 13:20:53,510][root][INFO] - ===> Epoch[8](189/26): Loss 2.0058, Sem 1.5909, dir -0.0316, norm 0.4465, swav 0.0000 LR: 9.830e-02 Score 56.136 Data time: 0.3100, Forward time: 2.3594, Backward time: 3.0535, DDP time: 0.0038, Total iter time: 5.6103 [2020-11-08 13:20:59,356][root][INFO] - ===> Epoch[8](190/26): Loss 2.1361, Sem 1.8596, dir -0.0852, norm 0.3617, swav 0.0000 LR: 9.829e-02 Score 47.298 Data time: 0.2239, Forward time: 2.3586, Backward time: 3.0541, DDP time: 0.0038, Total iter time: 5.7003 [2020-11-08 13:21:05,079][root][INFO] - ===> Epoch[8](191/26): Loss 2.0230, Sem 1.5763, dir -0.0422, norm 0.4890, swav 0.0000 LR: 9.828e-02 Score 54.637 Data time: 0.2750, Forward time: 2.3610, Backward time: 3.0512, DDP time: 0.0038, Total iter time: 5.6260 [2020-11-08 13:21:10,982][root][INFO] - ===> Epoch[8](192/26): Loss 1.9823, Sem 1.5841, dir -0.0777, norm 0.4759, swav 0.0000 LR: 9.827e-02 Score 54.667 Data time: 0.3089, Forward time: 2.3646, Backward time: 3.0478, DDP time: 0.0038, Total iter time: 5.7714 [2020-11-08 13:21:18,091][root][INFO] - ===> Epoch[8](193/26): Loss 1.9681, Sem 1.5260, dir -0.0261, norm 0.4682, swav 0.0000 LR: 9.826e-02 Score 58.799 Data time: 0.2664, Forward time: 2.3670, Backward time: 3.0517, DDP time: 0.0038, Total iter time: 6.9866 [2020-11-08 13:21:23,647][root][INFO] - ===> Epoch[8](194/26): Loss 1.7822, Sem 1.5105, dir -0.1475, norm 0.4192, swav 0.0000 LR: 9.825e-02 Score 57.051 Data time: 0.1641, Forward time: 2.3642, Backward time: 3.0533, DDP time: 0.0038, Total iter time: 5.4633 [2020-11-08 13:21:29,302][root][INFO] - ===> Epoch[8](195/26): Loss 1.9721, Sem 1.6153, dir -0.1369, norm 0.4938, swav 0.0000 LR: 9.824e-02 Score 53.512 Data time: 0.1954, Forward time: 2.3630, Backward time: 3.0543, DDP time: 0.0038, Total iter time: 5.6275 [2020-11-08 13:21:34,192][root][INFO] - ===> Epoch[8](196/26): Loss 1.7321, Sem 1.4800, dir -0.0836, norm 0.3357, swav 0.0000 LR: 9.823e-02 Score 58.676 Data time: 0.1509, Forward time: 2.3593, Backward time: 3.0536, DDP time: 0.0038, Total iter time: 4.8081 [2020-11-08 13:21:40,235][root][INFO] - ===> Epoch[8](197/26): Loss 1.8939, Sem 1.6522, dir -0.0784, norm 0.3201, swav 0.0000 LR: 9.823e-02 Score 54.928 Data time: 0.1737, Forward time: 2.3570, Backward time: 3.0574, DDP time: 0.0038, Total iter time: 5.9783 [2020-11-08 13:21:45,367][root][INFO] - ===> Epoch[8](198/26): Loss 1.7971, Sem 1.4786, dir -0.0729, norm 0.3914, swav 0.0000 LR: 9.822e-02 Score 61.154 Data time: 0.2106, Forward time: 2.3553, Backward time: 3.0558, DDP time: 0.0038, Total iter time: 5.0445 [2020-11-08 13:21:51,598][root][INFO] - ===> Epoch[8](199/26): Loss 1.8146, Sem 1.5784, dir -0.1361, norm 0.3723, swav 0.0000 LR: 9.821e-02 Score 57.465 Data time: 0.3204, Forward time: 2.3599, Backward time: 3.0532, DDP time: 0.0038, Total iter time: 6.1347 [2020-11-08 13:21:56,682][root][INFO] - ===> Epoch[8](200/26): Loss 2.0623, Sem 1.6570, dir -0.0626, norm 0.4678, swav 0.0000 LR: 9.820e-02 Score 53.421 Data time: 0.1874, Forward time: 2.3583, Backward time: 3.0512, DDP time: 0.0038, Total iter time: 4.9587 [2020-11-08 13:22:01,920][root][INFO] - ===> Epoch[8](201/26): Loss 1.9253, Sem 1.5301, dir -0.0506, norm 0.4457, swav 0.0000 LR: 9.819e-02 Score 57.459 Data time: 0.1622, Forward time: 2.3545, Backward time: 3.0523, DDP time: 0.0038, Total iter time: 5.1370 [2020-11-08 13:22:07,701][root][INFO] - ===> Epoch[8](202/26): Loss 2.0460, Sem 1.6349, dir -0.0383, norm 0.4495, swav 0.0000 LR: 9.818e-02 Score 52.325 Data time: 0.2344, Forward time: 2.3550, Backward time: 3.0521, DDP time: 0.0038, Total iter time: 5.7542 [2020-11-08 13:22:13,482][root][INFO] - ===> Epoch[8](203/26): Loss 1.9383, Sem 1.5744, dir -0.0383, norm 0.4021, swav 0.0000 LR: 9.817e-02 Score 55.241 Data time: 0.2346, Forward time: 2.3555, Backward time: 3.0508, DDP time: 0.0038, Total iter time: 5.5512 [2020-11-08 13:22:18,353][root][INFO] - ===> Epoch[8](204/26): Loss 2.3811, Sem 1.7259, dir -0.0554, norm 0.7106, swav 0.0000 LR: 9.816e-02 Score 51.986 Data time: 0.1626, Forward time: 2.3527, Backward time: 3.0493, DDP time: 0.0038, Total iter time: 4.7820 [2020-11-08 13:22:23,493][root][INFO] - ===> Epoch[8](205/26): Loss 2.0950, Sem 1.6966, dir -0.0900, norm 0.4884, swav 0.0000 LR: 9.815e-02 Score 53.127 Data time: 0.1995, Forward time: 2.3512, Backward time: 3.0478, DDP time: 0.0038, Total iter time: 5.0666 [2020-11-08 13:22:28,973][root][INFO] - ===> Epoch[8](206/26): Loss 1.8360, Sem 1.4476, dir -0.0755, norm 0.4640, swav 0.0000 LR: 9.814e-02 Score 60.329 Data time: 0.1582, Forward time: 2.3474, Backward time: 3.0507, DDP time: 0.0038, Total iter time: 5.3892 [2020-11-08 13:22:34,046][root][INFO] - ===> Epoch[8](207/26): Loss 2.0563, Sem 1.7538, dir -0.0769, norm 0.3794, swav 0.0000 LR: 9.814e-02 Score 51.750 Data time: 0.2519, Forward time: 2.3489, Backward time: 3.0461, DDP time: 0.0038, Total iter time: 5.0062 [2020-11-08 13:22:38,335][root][INFO] - ===> Epoch[8](208/26): Loss 1.9920, Sem 1.6356, dir -0.1301, norm 0.4865, swav 0.0000 LR: 9.813e-02 Score 53.983 Data time: 0.2148, Forward time: 2.3485, Backward time: 3.0396, DDP time: 0.0038, Total iter time: 4.1759 [2020-11-08 13:22:43,747][root][INFO] - ===> Epoch[9](209/26): Loss 1.7571, Sem 1.4663, dir -0.0596, norm 0.3504, swav 0.0000 LR: 9.812e-02 Score 59.778 Data time: 0.1444, Forward time: 2.3441, Backward time: 3.0426, DDP time: 0.0038, Total iter time: 5.2700 [2020-11-08 13:22:50,182][root][INFO] - ===> Epoch[9](210/26): Loss 2.3605, Sem 1.5938, dir -0.0515, norm 0.8182, swav 0.0000 LR: 9.811e-02 Score 55.116 Data time: 0.2145, Forward time: 2.3446, Backward time: 3.0453, DDP time: 0.0038, Total iter time: 6.3561 [2020-11-08 13:22:56,200][root][INFO] - ===> Epoch[9](211/26): Loss 2.0483, Sem 1.6883, dir -0.0509, norm 0.4109, swav 0.0000 LR: 9.810e-02 Score 52.652 Data time: 0.2268, Forward time: 2.3438, Backward time: 3.0470, DDP time: 0.0038, Total iter time: 5.8933 [2020-11-08 13:23:02,157][root][INFO] - ===> Epoch[9](212/26): Loss 1.7582, Sem 1.5011, dir -0.0845, norm 0.3415, swav 0.0000 LR: 9.809e-02 Score 61.916 Data time: 0.2388, Forward time: 2.3446, Backward time: 3.0470, DDP time: 0.0038, Total iter time: 5.8467 [2020-11-08 13:23:08,556][root][INFO] - ===> Epoch[9](213/26): Loss 1.9685, Sem 1.4923, dir -0.0307, norm 0.5068, swav 0.0000 LR: 9.808e-02 Score 56.522 Data time: 0.3684, Forward time: 2.3489, Backward time: 3.0449, DDP time: 0.0038, Total iter time: 6.2841 [2020-11-08 13:23:13,752][root][INFO] - ===> Epoch[9](214/26): Loss 2.2111, Sem 1.6869, dir -0.0427, norm 0.5669, swav 0.0000 LR: 9.807e-02 Score 54.161 Data time: 0.2148, Forward time: 2.3490, Backward time: 3.0420, DDP time: 0.0038, Total iter time: 5.0586 [2020-11-08 13:23:19,119][root][INFO] - ===> Epoch[9](215/26): Loss 2.0652, Sem 1.5747, dir -0.0143, norm 0.5047, swav 0.0000 LR: 9.806e-02 Score 55.457 Data time: 0.2722, Forward time: 2.3506, Backward time: 3.0384, DDP time: 0.0038, Total iter time: 5.2658 [2020-11-08 13:23:24,997][root][INFO] - ===> Epoch[9](216/26): Loss 1.9640, Sem 1.5541, dir -0.0165, norm 0.4264, swav 0.0000 LR: 9.805e-02 Score 56.540 Data time: 0.1465, Forward time: 2.3473, Backward time: 3.0420, DDP time: 0.0038, Total iter time: 5.7437 [2020-11-08 13:23:30,990][root][INFO] - ===> Epoch[9](217/26): Loss 1.8952, Sem 1.5659, dir -0.0446, norm 0.3739, swav 0.0000 LR: 9.805e-02 Score 55.279 Data time: 0.2134, Forward time: 2.3447, Backward time: 3.0455, DDP time: 0.0038, Total iter time: 5.9048 [2020-11-08 13:23:38,633][root][INFO] - ===> Epoch[9](218/26): Loss 2.4029, Sem 1.6825, dir -0.0451, norm 0.7655, swav 0.0000 LR: 9.804e-02 Score 50.083 Data time: 0.2504, Forward time: 2.3466, Backward time: 3.0519, DDP time: 0.0038, Total iter time: 7.5526 [2020-11-08 13:23:44,651][root][INFO] - ===> Epoch[9](219/26): Loss 2.1014, Sem 1.6289, dir -0.0271, norm 0.4996, swav 0.0000 LR: 9.803e-02 Score 54.434 Data time: 0.1822, Forward time: 2.3454, Backward time: 3.0539, DDP time: 0.0038, Total iter time: 5.8867 [2020-11-08 13:23:50,039][root][INFO] - ===> Epoch[9](220/26): Loss 1.8314, Sem 1.4592, dir -0.0313, norm 0.4035, swav 0.0000 LR: 9.802e-02 Score 60.412 Data time: 0.1475, Forward time: 2.3419, Backward time: 3.0557, DDP time: 0.0038, Total iter time: 5.2872 [2020-11-08 13:23:55,922][root][INFO] - ===> Epoch[9](221/26): Loss 2.0295, Sem 1.6461, dir -0.0627, norm 0.4462, swav 0.0000 LR: 9.801e-02 Score 51.026 Data time: 0.1702, Forward time: 2.3395, Backward time: 3.0587, DDP time: 0.0038, Total iter time: 5.8120 [2020-11-08 13:24:01,459][root][INFO] - ===> Epoch[9](222/26): Loss 1.9435, Sem 1.6039, dir -0.0468, norm 0.3863, swav 0.0000 LR: 9.800e-02 Score 55.507 Data time: 0.1909, Forward time: 2.3369, Backward time: 3.0601, DDP time: 0.0038, Total iter time: 5.4374 [2020-11-08 13:24:08,329][root][INFO] - ===> Epoch[9](223/26): Loss 1.8499, Sem 1.5418, dir -0.1146, norm 0.4227, swav 0.0000 LR: 9.799e-02 Score 57.511 Data time: 0.2400, Forward time: 2.3382, Backward time: 3.0635, DDP time: 0.0039, Total iter time: 6.7705 [2020-11-08 13:24:13,087][root][INFO] - ===> Epoch[9](224/26): Loss 2.2402, Sem 1.7262, dir -0.0323, norm 0.5464, swav 0.0000 LR: 9.798e-02 Score 52.422 Data time: 0.1543, Forward time: 2.3353, Backward time: 3.0619, DDP time: 0.0039, Total iter time: 4.6356 [2020-11-08 13:24:19,843][root][INFO] - ===> Epoch[9](225/26): Loss 2.1585, Sem 1.6415, dir -0.0260, norm 0.5430, swav 0.0000 LR: 9.797e-02 Score 56.230 Data time: 0.2234, Forward time: 2.3356, Backward time: 3.0658, DDP time: 0.0039, Total iter time: 6.6687 [2020-11-08 13:24:25,447][root][INFO] - ===> Epoch[9](226/26): Loss 2.1298, Sem 1.5587, dir -0.0184, norm 0.5895, swav 0.0000 LR: 9.796e-02 Score 57.263 Data time: 0.2545, Forward time: 2.3372, Backward time: 3.0628, DDP time: 0.0039, Total iter time: 5.4863 [2020-11-08 13:24:31,535][root][INFO] - ===> Epoch[9](227/26): Loss 1.9860, Sem 1.4600, dir -0.0173, norm 0.5434, swav 0.0000 LR: 9.795e-02 Score 60.175 Data time: 0.2734, Forward time: 2.3391, Backward time: 3.0620, DDP time: 0.0039, Total iter time: 5.9560 [2020-11-08 13:24:37,600][root][INFO] - ===> Epoch[9](228/26): Loss 1.8786, Sem 1.5826, dir -0.0455, norm 0.3415, swav 0.0000 LR: 9.795e-02 Score 55.498 Data time: 0.2998, Forward time: 2.3420, Backward time: 3.0600, DDP time: 0.0039, Total iter time: 5.9333 [2020-11-08 13:24:43,502][root][INFO] - ===> Epoch[9](229/26): Loss 1.9893, Sem 1.5699, dir -0.0191, norm 0.4385, swav 0.0000 LR: 9.794e-02 Score 55.382 Data time: 0.2495, Forward time: 2.3448, Backward time: 3.0576, DDP time: 0.0039, Total iter time: 5.7824 [2020-11-08 13:24:48,076][root][INFO] - ===> Epoch[9](230/26): Loss 1.8716, Sem 1.3919, dir -0.0231, norm 0.5029, swav 0.0000 LR: 9.793e-02 Score 61.358 Data time: 0.1678, Forward time: 2.3429, Backward time: 3.0544, DDP time: 0.0039, Total iter time: 4.4560 [2020-11-08 13:24:53,615][root][INFO] - ===> Epoch[9](231/26): Loss 2.2410, Sem 1.6810, dir -0.0211, norm 0.5810, swav 0.0000 LR: 9.792e-02 Score 52.781 Data time: 0.2147, Forward time: 2.3424, Backward time: 3.0539, DDP time: 0.0039, Total iter time: 5.4485 [2020-11-08 13:24:59,639][root][INFO] - ===> Epoch[9](232/26): Loss 2.2207, Sem 1.5748, dir -0.0391, norm 0.6850, swav 0.0000 LR: 9.791e-02 Score 56.602 Data time: 0.1883, Forward time: 2.3406, Backward time: 3.0566, DDP time: 0.0039, Total iter time: 5.9067 [2020-11-08 13:25:04,892][root][INFO] - ===> Epoch[9](233/26): Loss 2.1195, Sem 1.7148, dir -0.0655, norm 0.4702, swav 0.0000 LR: 9.790e-02 Score 48.038 Data time: 0.2368, Forward time: 2.3415, Backward time: 3.0535, DDP time: 0.0039, Total iter time: 5.1625 [2020-11-08 13:25:11,157][root][INFO] - ===> Epoch[9](234/26): Loss 1.8061, Sem 1.4890, dir -0.0355, norm 0.3526, swav 0.0000 LR: 9.789e-02 Score 59.815 Data time: 0.2589, Forward time: 2.3441, Backward time: 3.0529, DDP time: 0.0039, Total iter time: 6.1532 [2020-11-08 13:25:16,376][root][INFO] - ===> Epoch[10](235/26): Loss 2.1254, Sem 1.6168, dir -0.0474, norm 0.5560, swav 0.0000 LR: 9.788e-02 Score 53.851 Data time: 0.1957, Forward time: 2.3426, Backward time: 3.0518, DDP time: 0.0039, Total iter time: 5.0568 [2020-11-08 13:25:22,241][root][INFO] - ===> Epoch[10](236/26): Loss 1.9136, Sem 1.5419, dir -0.0283, norm 0.3999, swav 0.0000 LR: 9.787e-02 Score 56.038 Data time: 0.2232, Forward time: 2.3419, Backward time: 3.0528, DDP time: 0.0039, Total iter time: 5.8064 [2020-11-08 13:25:28,017][root][INFO] - ===> Epoch[10](237/26): Loss 1.8261, Sem 1.5112, dir -0.0443, norm 0.3592, swav 0.0000 LR: 9.786e-02 Score 57.054 Data time: 0.2085, Forward time: 2.3412, Backward time: 3.0535, DDP time: 0.0039, Total iter time: 5.6553 [2020-11-08 13:25:34,831][root][INFO] - ===> Epoch[10](238/26): Loss 2.0199, Sem 1.6830, dir -0.0581, norm 0.3950, swav 0.0000 LR: 9.786e-02 Score 53.246 Data time: 0.1994, Forward time: 2.3397, Backward time: 3.0591, DDP time: 0.0039, Total iter time: 6.7162 [2020-11-08 13:25:39,627][root][INFO] - ===> Epoch[10](239/26): Loss 1.8781, Sem 1.4998, dir -0.0429, norm 0.4213, swav 0.0000 LR: 9.785e-02 Score 59.851 Data time: 0.1748, Forward time: 2.3375, Backward time: 3.0574, DDP time: 0.0039, Total iter time: 4.6992 [2020-11-08 13:25:45,164][root][INFO] - ===> Epoch[10](240/26): Loss 2.0431, Sem 1.5672, dir -0.0566, norm 0.5324, swav 0.0000 LR: 9.784e-02 Score 57.583 Data time: 0.2429, Forward time: 2.3372, Backward time: 3.0566, DDP time: 0.0039, Total iter time: 5.4485 [2020-11-08 13:25:50,655][root][INFO] - ===> Epoch[10](241/26): Loss 2.2293, Sem 1.7432, dir -0.0399, norm 0.5260, swav 0.0000 LR: 9.783e-02 Score 51.980 Data time: 0.2439, Forward time: 2.3378, Backward time: 3.0546, DDP time: 0.0039, Total iter time: 5.3551 [2020-11-08 13:25:56,674][root][INFO] - ===> Epoch[10](242/26): Loss 2.0668, Sem 1.6918, dir -0.0940, norm 0.4690, swav 0.0000 LR: 9.782e-02 Score 53.028 Data time: 0.1813, Forward time: 2.3361, Backward time: 3.0571, DDP time: 0.0039, Total iter time: 5.8722 [2020-11-08 13:26:01,629][root][INFO] - ===> Epoch[10](243/26): Loss 2.0432, Sem 1.5851, dir -0.0611, norm 0.5192, swav 0.0000 LR: 9.781e-02 Score 56.400 Data time: 0.1943, Forward time: 2.3346, Backward time: 3.0553, DDP time: 0.0039, Total iter time: 4.8544 [2020-11-08 13:26:06,341][root][INFO] - ===> Epoch[10](244/26): Loss 2.0308, Sem 1.6940, dir -0.0698, norm 0.4066, swav 0.0000 LR: 9.780e-02 Score 52.882 Data time: 0.1793, Forward time: 2.3331, Backward time: 3.0527, DDP time: 0.0039, Total iter time: 4.6093 [2020-11-08 13:26:13,139][root][INFO] - ===> Epoch[10](245/26): Loss 1.9446, Sem 1.5487, dir -0.0442, norm 0.4401, swav 0.0000 LR: 9.779e-02 Score 57.002 Data time: 0.2950, Forward time: 2.3324, Backward time: 3.0571, DDP time: 0.0039, Total iter time: 6.7126 [2020-11-08 13:26:19,201][root][INFO] - ===> Epoch[10](246/26): Loss 1.9353, Sem 1.5689, dir -0.0651, norm 0.4315, swav 0.0000 LR: 9.778e-02 Score 55.564 Data time: 0.3265, Forward time: 2.3357, Backward time: 3.0545, DDP time: 0.0039, Total iter time: 5.9255 [2020-11-08 13:26:25,496][root][INFO] - ===> Epoch[10](247/26): Loss 1.7896, Sem 1.4692, dir -0.0475, norm 0.3679, swav 0.0000 LR: 9.777e-02 Score 57.842 Data time: 0.3225, Forward time: 2.3396, Backward time: 3.0525, DDP time: 0.0039, Total iter time: 6.1753 [2020-11-08 13:26:32,102][root][INFO] - ===> Epoch[10](248/26): Loss 2.0329, Sem 1.6949, dir -0.1154, norm 0.4535, swav 0.0000 LR: 9.777e-02 Score 52.082 Data time: 0.2596, Forward time: 2.3420, Backward time: 3.0533, DDP time: 0.0039, Total iter time: 6.4894 [2020-11-08 13:26:37,977][root][INFO] - ===> Epoch[10](249/26): Loss 1.9940, Sem 1.6097, dir -0.0849, norm 0.4692, swav 0.0000 LR: 9.776e-02 Score 54.805 Data time: 0.2146, Forward time: 2.3405, Backward time: 3.0548, DDP time: 0.0039, Total iter time: 5.7528 [2020-11-08 13:26:44,410][root][INFO] - ===> Epoch[10](250/26): Loss 1.9820, Sem 1.5776, dir -0.0656, norm 0.4700, swav 0.0000 LR: 9.775e-02 Score 55.902 Data time: 0.2086, Forward time: 2.3401, Backward time: 3.0578, DDP time: 0.0039, Total iter time: 6.3596 [2020-11-08 13:26:50,261][root][INFO] - ===> Epoch[10](251/26): Loss 1.7607, Sem 1.5310, dir -0.0880, norm 0.3177, swav 0.0000 LR: 9.774e-02 Score 56.183 Data time: 0.2656, Forward time: 2.3406, Backward time: 3.0574, DDP time: 0.0039, Total iter time: 5.7471 [2020-11-08 13:26:55,409][root][INFO] - ===> Epoch[10](252/26): Loss 1.9835, Sem 1.7260, dir -0.1094, norm 0.3668, swav 0.0000 LR: 9.773e-02 Score 53.769 Data time: 0.1875, Forward time: 2.3390, Backward time: 3.0565, DDP time: 0.0039, Total iter time: 5.0301 [2020-11-08 13:27:01,244][root][INFO] - ===> Epoch[10](253/26): Loss 2.1294, Sem 1.7989, dir -0.1238, norm 0.4543, swav 0.0000 LR: 9.772e-02 Score 47.509 Data time: 0.2554, Forward time: 2.3411, Backward time: 3.0547, DDP time: 0.0039, Total iter time: 5.7617 [2020-11-08 13:27:07,785][root][INFO] - ===> Epoch[10](254/26): Loss 2.0084, Sem 1.6832, dir -0.0869, norm 0.4121, swav 0.0000 LR: 9.771e-02 Score 51.711 Data time: 0.1419, Forward time: 2.3376, Backward time: 3.0610, DDP time: 0.0039, Total iter time: 6.4027 [2020-11-08 13:27:13,472][root][INFO] - ===> Epoch[10](255/26): Loss 1.9868, Sem 1.5588, dir -0.0667, norm 0.4948, swav 0.0000 LR: 9.770e-02 Score 54.293 Data time: 0.2742, Forward time: 2.3400, Backward time: 3.0582, DDP time: 0.0039, Total iter time: 5.6133 [2020-11-08 13:27:19,017][root][INFO] - ===> Epoch[10](256/26): Loss 1.9130, Sem 1.5738, dir -0.0832, norm 0.4224, swav 0.0000 LR: 9.769e-02 Score 56.926 Data time: 0.2080, Forward time: 2.3396, Backward time: 3.0575, DDP time: 0.0040, Total iter time: 5.4409 [2020-11-08 13:27:25,992][root][INFO] - ===> Epoch[10](257/26): Loss 1.8307, Sem 1.5198, dir -0.0979, norm 0.4088, swav 0.0000 LR: 9.768e-02 Score 57.571 Data time: 0.1938, Forward time: 2.3384, Backward time: 3.0632, DDP time: 0.0040, Total iter time: 6.8971 [2020-11-08 13:27:32,354][root][INFO] - ===> Epoch[10](258/26): Loss 1.9191, Sem 1.5582, dir -0.0386, norm 0.3995, swav 0.0000 LR: 9.768e-02 Score 56.970 Data time: 0.1998, Forward time: 2.3385, Backward time: 3.0653, DDP time: 0.0040, Total iter time: 6.2731 [2020-11-08 13:27:38,051][root][INFO] - ===> Epoch[10](259/26): Loss 2.0079, Sem 1.5885, dir -0.0201, norm 0.4395, swav 0.0000 LR: 9.767e-02 Score 56.738 Data time: 0.1985, Forward time: 2.3371, Backward time: 3.0663, DDP time: 0.0040, Total iter time: 5.5941 [2020-11-08 13:27:43,058][root][INFO] - ===> Epoch[10](260/26): Loss 2.0066, Sem 1.5779, dir -0.0452, norm 0.4738, swav 0.0000 LR: 9.766e-02 Score 57.764 Data time: 0.1718, Forward time: 2.3350, Backward time: 3.0656, DDP time: 0.0040, Total iter time: 4.9106 [2020-11-08 13:27:47,936][root][INFO] - ===> Epoch[11](261/26): Loss 1.8890, Sem 1.5816, dir -0.0553, norm 0.3627, swav 0.0000 LR: 9.765e-02 Score 55.560 Data time: 0.1909, Forward time: 2.3341, Backward time: 3.0632, DDP time: 0.0040, Total iter time: 4.7904 [2020-11-08 13:27:54,449][root][INFO] - ===> Epoch[11](262/26): Loss 2.0875, Sem 1.6884, dir -0.0443, norm 0.4435, swav 0.0000 LR: 9.764e-02 Score 52.931 Data time: 0.2216, Forward time: 2.3343, Backward time: 3.0657, DDP time: 0.0040, Total iter time: 6.4114 [2020-11-08 13:27:59,368][root][INFO] - ===> Epoch[11](263/26): Loss 1.9019, Sem 1.4625, dir -0.0232, norm 0.4626, swav 0.0000 LR: 9.763e-02 Score 59.052 Data time: 0.1888, Forward time: 2.3331, Backward time: 3.0636, DDP time: 0.0040, Total iter time: 4.7801 [2020-11-08 13:28:04,235][root][INFO] - ===> Epoch[11](264/26): Loss 1.9063, Sem 1.4230, dir -0.0148, norm 0.4981, swav 0.0000 LR: 9.762e-02 Score 60.506 Data time: 0.1840, Forward time: 2.3316, Backward time: 3.0618, DDP time: 0.0040, Total iter time: 4.7635 [2020-11-08 13:28:09,405][root][INFO] - ===> Epoch[11](265/26): Loss 1.9507, Sem 1.5621, dir -0.0401, norm 0.4287, swav 0.0000 LR: 9.761e-02 Score 54.075 Data time: 0.2431, Forward time: 2.3323, Backward time: 3.0588, DDP time: 0.0040, Total iter time: 5.0617 [2020-11-08 13:28:14,585][root][INFO] - ===> Epoch[11](266/26): Loss 1.9290, Sem 1.6272, dir -0.0668, norm 0.3686, swav 0.0000 LR: 9.760e-02 Score 55.226 Data time: 0.1993, Forward time: 2.3319, Backward time: 3.0570, DDP time: 0.0040, Total iter time: 5.0513 [2020-11-08 13:28:20,102][root][INFO] - ===> Epoch[11](267/26): Loss 1.9486, Sem 1.5382, dir -0.0061, norm 0.4165, swav 0.0000 LR: 9.759e-02 Score 58.604 Data time: 0.2535, Forward time: 2.3332, Backward time: 3.0547, DDP time: 0.0040, Total iter time: 5.4119 [2020-11-08 13:28:24,975][root][INFO] - ===> Epoch[11](268/26): Loss 1.6856, Sem 1.4952, dir -0.0764, norm 0.2668, swav 0.0000 LR: 9.758e-02 Score 58.300 Data time: 0.1858, Forward time: 2.3329, Backward time: 3.0518, DDP time: 0.0040, Total iter time: 4.7324 [2020-11-08 13:28:32,001][root][INFO] - ===> Epoch[11](269/26): Loss 1.9131, Sem 1.5131, dir -0.0464, norm 0.4464, swav 0.0000 LR: 9.758e-02 Score 56.659 Data time: 0.1615, Forward time: 2.3304, Backward time: 3.0586, DDP time: 0.0040, Total iter time: 6.9097 [2020-11-08 13:28:38,000][root][INFO] - ===> Epoch[11](270/26): Loss 2.0271, Sem 1.5608, dir -0.0497, norm 0.5161, swav 0.0000 LR: 9.757e-02 Score 56.008 Data time: 0.2123, Forward time: 2.3293, Backward time: 3.0606, DDP time: 0.0040, Total iter time: 5.9133 [2020-11-08 13:28:43,651][root][INFO] - ===> Epoch[11](271/26): Loss 1.8231, Sem 1.4276, dir -0.0550, norm 0.4505, swav 0.0000 LR: 9.756e-02 Score 60.821 Data time: 0.2781, Forward time: 2.3314, Backward time: 3.0580, DDP time: 0.0040, Total iter time: 5.5431 [2020-11-08 13:28:49,245][root][INFO] - ===> Epoch[11](272/26): Loss 2.1338, Sem 1.6746, dir -0.0532, norm 0.5124, swav 0.0000 LR: 9.755e-02 Score 53.885 Data time: 0.2088, Forward time: 2.3309, Backward time: 3.0577, DDP time: 0.0040, Total iter time: 5.4699 [2020-11-08 13:28:55,459][root][INFO] - ===> Epoch[11](273/26): Loss 1.9236, Sem 1.5429, dir -0.0695, norm 0.4502, swav 0.0000 LR: 9.754e-02 Score 56.235 Data time: 0.2286, Forward time: 2.3313, Backward time: 3.0588, DDP time: 0.0040, Total iter time: 6.0903 [2020-11-08 13:29:01,202][root][INFO] - ===> Epoch[11](274/26): Loss 2.1281, Sem 1.6982, dir -0.0796, norm 0.5095, swav 0.0000 LR: 9.753e-02 Score 52.533 Data time: 0.2272, Forward time: 2.3321, Backward time: 3.0579, DDP time: 0.0040, Total iter time: 5.6304 [2020-11-08 13:29:06,950][root][INFO] - ===> Epoch[11](275/26): Loss 1.9051, Sem 1.4966, dir -0.0538, norm 0.4622, swav 0.0000 LR: 9.752e-02 Score 58.796 Data time: 0.1652, Forward time: 2.3295, Backward time: 3.0602, DDP time: 0.0040, Total iter time: 5.6065 [2020-11-08 13:29:14,779][root][INFO] - ===> Epoch[11](276/26): Loss 1.9985, Sem 1.5996, dir -0.0804, norm 0.4794, swav 0.0000 LR: 9.751e-02 Score 55.327 Data time: 0.3935, Forward time: 2.3349, Backward time: 3.0619, DDP time: 0.0040, Total iter time: 7.7453 [2020-11-08 13:29:20,267][root][INFO] - ===> Epoch[11](277/26): Loss 1.9387, Sem 1.5256, dir -0.1104, norm 0.5236, swav 0.0000 LR: 9.750e-02 Score 55.245 Data time: 0.1586, Forward time: 2.3331, Backward time: 3.0625, DDP time: 0.0040, Total iter time: 5.3455 [2020-11-08 13:29:25,875][root][INFO] - ===> Epoch[11](278/26): Loss 1.9213, Sem 1.5846, dir -0.0940, norm 0.4307, swav 0.0000 LR: 9.749e-02 Score 55.357 Data time: 0.2792, Forward time: 2.3350, Backward time: 3.0598, DDP time: 0.0040, Total iter time: 5.4718 [2020-11-08 13:29:32,372][root][INFO] - ===> Epoch[11](279/26): Loss 2.0339, Sem 1.6536, dir -0.0631, norm 0.4434, swav 0.0000 LR: 9.749e-02 Score 54.906 Data time: 0.2431, Forward time: 2.3354, Backward time: 3.0617, DDP time: 0.0040, Total iter time: 6.3759 [2020-11-08 13:29:38,104][root][INFO] - ===> Epoch[11](280/26): Loss 2.0027, Sem 1.5313, dir -0.0711, norm 0.5425, swav 0.0000 LR: 9.748e-02 Score 56.597 Data time: 0.1396, Forward time: 2.3323, Backward time: 3.0650, DDP time: 0.0040, Total iter time: 5.6235 [2020-11-08 13:29:44,564][root][INFO] - ===> Epoch[11](281/26): Loss 1.8422, Sem 1.5777, dir -0.1091, norm 0.3736, swav 0.0000 LR: 9.747e-02 Score 55.760 Data time: 0.2494, Forward time: 2.3337, Backward time: 3.0662, DDP time: 0.0040, Total iter time: 6.4027 [2020-11-08 13:29:51,546][root][INFO] - ===> Epoch[11](282/26): Loss 1.8143, Sem 1.4563, dir -0.0513, norm 0.4092, swav 0.0000 LR: 9.746e-02 Score 58.758 Data time: 0.2379, Forward time: 2.3341, Backward time: 3.0697, DDP time: 0.0040, Total iter time: 6.8549 [2020-11-08 13:29:57,227][root][INFO] - ===> Epoch[11](283/26): Loss 1.8066, Sem 1.4916, dir -0.0745, norm 0.3895, swav 0.0000 LR: 9.745e-02 Score 59.444 Data time: 0.2078, Forward time: 2.3339, Backward time: 3.0696, DDP time: 0.0040, Total iter time: 5.5803 [2020-11-08 13:30:03,551][root][INFO] - ===> Epoch[11](284/26): Loss 1.9225, Sem 1.5439, dir -0.0436, norm 0.4223, swav 0.0000 LR: 9.744e-02 Score 55.623 Data time: 0.2171, Forward time: 2.3337, Backward time: 3.0715, DDP time: 0.0040, Total iter time: 6.2160 [2020-11-08 13:30:08,467][root][INFO] - ===> Epoch[11](285/26): Loss 1.8395, Sem 1.5303, dir -0.0408, norm 0.3499, swav 0.0000 LR: 9.743e-02 Score 59.042 Data time: 0.1718, Forward time: 2.3314, Backward time: 3.0707, DDP time: 0.0040, Total iter time: 4.8179 [2020-11-08 13:30:15,109][root][INFO] - ===> Epoch[11](286/26): Loss 1.8446, Sem 1.4472, dir -0.0474, norm 0.4448, swav 0.0000 LR: 9.742e-02 Score 58.717 Data time: 0.2849, Forward time: 2.3343, Backward time: 3.0709, DDP time: 0.0040, Total iter time: 6.5825 [2020-11-08 13:30:20,363][root][INFO] - ===> Epoch[12](287/26): Loss 1.7690, Sem 1.4840, dir -0.0487, norm 0.3337, swav 0.0000 LR: 9.741e-02 Score 58.569 Data time: 0.2140, Forward time: 2.3339, Backward time: 3.0693, DDP time: 0.0040, Total iter time: 5.1206 [2020-11-08 13:30:26,756][root][INFO] - ===> Epoch[12](288/26): Loss 1.9307, Sem 1.6012, dir -0.0612, norm 0.3906, swav 0.0000 LR: 9.740e-02 Score 54.464 Data time: 0.1757, Forward time: 2.3324, Backward time: 3.0729, DDP time: 0.0040, Total iter time: 6.3040 [2020-11-08 13:30:33,080][root][INFO] - ===> Epoch[12](289/26): Loss 1.8844, Sem 1.4601, dir -0.0373, norm 0.4617, swav 0.0000 LR: 9.740e-02 Score 59.299 Data time: 0.1901, Forward time: 2.3314, Backward time: 3.0759, DDP time: 0.0040, Total iter time: 6.2402 [2020-11-08 13:30:37,819][root][INFO] - ===> Epoch[12](290/26): Loss 1.8624, Sem 1.4950, dir -0.0151, norm 0.3826, swav 0.0000 LR: 9.739e-02 Score 57.789 Data time: 0.2347, Forward time: 2.3317, Backward time: 3.0720, DDP time: 0.0040, Total iter time: 4.6346 [2020-11-08 13:30:43,145][root][INFO] - ===> Epoch[12](291/26): Loss 1.9303, Sem 1.5721, dir -0.0452, norm 0.4035, swav 0.0000 LR: 9.738e-02 Score 56.305 Data time: 0.2218, Forward time: 2.3309, Backward time: 3.0712, DDP time: 0.0040, Total iter time: 5.2267 [2020-11-08 13:30:49,383][root][INFO] - ===> Epoch[12](292/26): Loss 1.8798, Sem 1.5728, dir -0.0685, norm 0.3755, swav 0.0000 LR: 9.737e-02 Score 59.077 Data time: 0.3449, Forward time: 2.3337, Backward time: 3.0697, DDP time: 0.0040, Total iter time: 6.1387 [2020-11-08 13:30:54,853][root][INFO] - ===> Epoch[12](293/26): Loss 2.0237, Sem 1.5717, dir -0.0490, norm 0.5009, swav 0.0000 LR: 9.736e-02 Score 56.135 Data time: 0.1908, Forward time: 2.3332, Backward time: 3.0691, DDP time: 0.0040, Total iter time: 5.3593 [2020-11-08 13:31:00,273][root][INFO] - ===> Epoch[12](294/26): Loss 2.0775, Sem 1.6169, dir -0.0360, norm 0.4966, swav 0.0000 LR: 9.735e-02 Score 55.188 Data time: 0.1703, Forward time: 2.3312, Backward time: 3.0700, DDP time: 0.0040, Total iter time: 5.3230 [2020-11-08 13:31:06,053][root][INFO] - ===> Epoch[12](295/26): Loss 1.9225, Sem 1.6222, dir -0.1179, norm 0.4182, swav 0.0000 LR: 9.734e-02 Score 54.070 Data time: 0.3016, Forward time: 2.3334, Backward time: 3.0677, DDP time: 0.0040, Total iter time: 5.7070 [2020-11-08 13:31:13,317][root][INFO] - ===> Epoch[12](296/26): Loss 2.0687, Sem 1.6964, dir -0.0821, norm 0.4544, swav 0.0000 LR: 9.733e-02 Score 52.279 Data time: 0.2111, Forward time: 2.3330, Backward time: 3.0728, DDP time: 0.0040, Total iter time: 7.1381 [2020-11-08 13:31:18,701][root][INFO] - ===> Epoch[12](297/26): Loss 2.0734, Sem 1.5624, dir -0.0580, norm 0.5690, swav 0.0000 LR: 9.732e-02 Score 54.723 Data time: 0.1506, Forward time: 2.3307, Backward time: 3.0738, DDP time: 0.0040, Total iter time: 5.2744 [2020-11-08 13:31:24,499][root][INFO] - ===> Epoch[12](298/26): Loss 1.9255, Sem 1.4325, dir -0.0206, norm 0.5136, swav 0.0000 LR: 9.731e-02 Score 61.751 Data time: 0.2277, Forward time: 2.3312, Backward time: 3.0734, DDP time: 0.0040, Total iter time: 5.7435 [2020-11-08 13:31:30,558][root][INFO] - ===> Epoch[12](299/26): Loss 2.0009, Sem 1.6676, dir -0.0912, norm 0.4244, swav 0.0000 LR: 9.731e-02 Score 50.062 Data time: 0.2226, Forward time: 2.3312, Backward time: 3.0740, DDP time: 0.0040, Total iter time: 5.9597 [2020-11-08 13:31:35,476][root][INFO] - ===> Epoch[12](300/26): Loss 1.9254, Sem 1.5430, dir -0.0577, norm 0.4402, swav 0.0000 LR: 9.730e-02 Score 56.761 Data time: 0.1708, Forward time: 2.3298, Backward time: 3.0726, DDP time: 0.0040, Total iter time: 4.8325 [2020-11-08 13:31:41,216][root][INFO] - ===> Epoch[12](301/26): Loss 2.1466, Sem 1.6232, dir -0.0800, norm 0.6034, swav 0.0000 LR: 9.729e-02 Score 54.038 Data time: 0.1132, Forward time: 2.3261, Backward time: 3.0769, DDP time: 0.0040, Total iter time: 5.6573 [2020-11-08 13:31:46,617][root][INFO] - ===> Epoch[12](302/26): Loss 2.0409, Sem 1.5104, dir -0.0402, norm 0.5708, swav 0.0000 LR: 9.728e-02 Score 59.617 Data time: 0.1831, Forward time: 2.3251, Backward time: 3.0768, DDP time: 0.0040, Total iter time: 5.3739 [2020-11-08 13:31:52,815][root][INFO] - ===> Epoch[12](303/26): Loss 1.8552, Sem 1.5062, dir -0.0713, norm 0.4204, swav 0.0000 LR: 9.727e-02 Score 55.302 Data time: 0.2394, Forward time: 2.3264, Backward time: 3.0770, DDP time: 0.0040, Total iter time: 6.1072 [2020-11-08 13:31:58,608][root][INFO] - ===> Epoch[12](304/26): Loss 1.7230, Sem 1.3365, dir -0.0749, norm 0.4614, swav 0.0000 LR: 9.726e-02 Score 62.996 Data time: 0.1600, Forward time: 2.3245, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.6811 [2020-11-08 13:32:04,127][root][INFO] - ===> Epoch[12](305/26): Loss 1.8824, Sem 1.5429, dir -0.0694, norm 0.4089, swav 0.0000 LR: 9.725e-02 Score 58.116 Data time: 0.2626, Forward time: 2.3258, Backward time: 3.0766, DDP time: 0.0040, Total iter time: 5.4166 [2020-11-08 13:32:09,705][root][INFO] - ===> Epoch[12](306/26): Loss 1.9431, Sem 1.6040, dir -0.0601, norm 0.3992, swav 0.0000 LR: 9.724e-02 Score 54.589 Data time: 0.2165, Forward time: 2.3254, Backward time: 3.0762, DDP time: 0.0040, Total iter time: 5.4457 [2020-11-08 13:32:14,319][root][INFO] - ===> Epoch[12](307/26): Loss 1.8603, Sem 1.5497, dir -0.0699, norm 0.3804, swav 0.0000 LR: 9.723e-02 Score 56.333 Data time: 0.1895, Forward time: 2.3239, Backward time: 3.0741, DDP time: 0.0041, Total iter time: 4.5356 [2020-11-08 13:32:20,512][root][INFO] - ===> Epoch[12](308/26): Loss 2.0328, Sem 1.6863, dir -0.1028, norm 0.4493, swav 0.0000 LR: 9.722e-02 Score 52.610 Data time: 0.2872, Forward time: 2.3267, Backward time: 3.0726, DDP time: 0.0040, Total iter time: 6.0994 [2020-11-08 13:32:26,790][root][INFO] - ===> Epoch[12](309/26): Loss 1.9146, Sem 1.5681, dir -0.0331, norm 0.3795, swav 0.0000 LR: 9.721e-02 Score 56.234 Data time: 0.3102, Forward time: 2.3294, Backward time: 3.0713, DDP time: 0.0040, Total iter time: 6.1560 [2020-11-08 13:32:32,030][root][INFO] - ===> Epoch[12](310/26): Loss 1.8881, Sem 1.3748, dir -0.0222, norm 0.5355, swav 0.0000 LR: 9.721e-02 Score 59.340 Data time: 0.1691, Forward time: 2.3283, Backward time: 3.0707, DDP time: 0.0040, Total iter time: 5.1351 [2020-11-08 13:32:36,487][root][INFO] - ===> Epoch[12](311/26): Loss 1.9200, Sem 1.5989, dir -0.0639, norm 0.3851, swav 0.0000 LR: 9.720e-02 Score 55.112 Data time: 0.1643, Forward time: 2.3260, Backward time: 3.0685, DDP time: 0.0040, Total iter time: 4.3197 [2020-11-08 13:32:41,896][root][INFO] - ===> Epoch[12](312/26): Loss 1.8851, Sem 1.5467, dir -0.0557, norm 0.3942, swav 0.0000 LR: 9.719e-02 Score 56.256 Data time: 0.2215, Forward time: 2.3260, Backward time: 3.0675, DDP time: 0.0040, Total iter time: 5.3368 [2020-11-08 13:32:48,441][root][INFO] - ===> Epoch[13](313/26): Loss 1.7966, Sem 1.5041, dir -0.0663, norm 0.3588, swav 0.0000 LR: 9.718e-02 Score 58.796 Data time: 0.1750, Forward time: 2.3248, Backward time: 3.0709, DDP time: 0.0040, Total iter time: 6.4023 [2020-11-08 13:32:53,140][root][INFO] - ===> Epoch[13](314/26): Loss 1.7603, Sem 1.6157, dir -0.1673, norm 0.3119, swav 0.0000 LR: 9.717e-02 Score 52.110 Data time: 0.1890, Forward time: 2.3235, Backward time: 3.0690, DDP time: 0.0041, Total iter time: 4.6232 [2020-11-08 13:32:59,998][root][INFO] - ===> Epoch[13](315/26): Loss 1.9699, Sem 1.4662, dir -0.0593, norm 0.5630, swav 0.0000 LR: 9.716e-02 Score 59.003 Data time: 0.2204, Forward time: 2.3226, Backward time: 3.0731, DDP time: 0.0041, Total iter time: 6.7357 [2020-11-08 13:33:07,038][root][INFO] - ===> Epoch[13](316/26): Loss 1.9209, Sem 1.5087, dir -0.0411, norm 0.4533, swav 0.0000 LR: 9.715e-02 Score 57.573 Data time: 0.2633, Forward time: 2.3246, Backward time: 3.0749, DDP time: 0.0041, Total iter time: 6.9319 [2020-11-08 13:33:12,043][root][INFO] - ===> Epoch[13](317/26): Loss 2.0119, Sem 1.7016, dir -0.0755, norm 0.3858, swav 0.0000 LR: 9.714e-02 Score 50.121 Data time: 0.1956, Forward time: 2.3239, Backward time: 3.0731, DDP time: 0.0041, Total iter time: 4.8468 [2020-11-08 13:33:17,475][root][INFO] - ===> Epoch[13](318/26): Loss 2.0020, Sem 1.5800, dir -0.0280, norm 0.4500, swav 0.0000 LR: 9.713e-02 Score 54.446 Data time: 0.2142, Forward time: 2.3242, Backward time: 3.0718, DDP time: 0.0041, Total iter time: 5.3232 [2020-11-08 13:33:22,655][root][INFO] - ===> Epoch[13](319/26): Loss 2.1545, Sem 1.6353, dir -0.0099, norm 0.5291, swav 0.0000 LR: 9.712e-02 Score 55.598 Data time: 0.1578, Forward time: 2.3217, Backward time: 3.0724, DDP time: 0.0041, Total iter time: 5.0666 [2020-11-08 13:33:30,058][root][INFO] - ===> Epoch[13](320/26): Loss 1.9026, Sem 1.4539, dir -0.0347, norm 0.4835, swav 0.0000 LR: 9.712e-02 Score 61.010 Data time: 0.4072, Forward time: 2.3250, Backward time: 3.0737, DDP time: 0.0041, Total iter time: 7.3258 [2020-11-08 13:33:36,712][root][INFO] - ===> Epoch[13](321/26): Loss 1.8866, Sem 1.5003, dir -0.0918, norm 0.4781, swav 0.0000 LR: 9.711e-02 Score 56.343 Data time: 0.2475, Forward time: 2.3265, Backward time: 3.0747, DDP time: 0.0041, Total iter time: 6.5225 [2020-11-08 13:33:42,740][root][INFO] - ===> Epoch[13](322/26): Loss 1.8275, Sem 1.4737, dir -0.0701, norm 0.4239, swav 0.0000 LR: 9.710e-02 Score 56.291 Data time: 0.2986, Forward time: 2.3287, Backward time: 3.0730, DDP time: 0.0041, Total iter time: 5.8865 [2020-11-08 13:33:47,973][root][INFO] - ===> Epoch[13](323/26): Loss 1.9881, Sem 1.6294, dir -0.0840, norm 0.4427, swav 0.0000 LR: 9.709e-02 Score 54.798 Data time: 0.1848, Forward time: 2.3277, Backward time: 3.0720, DDP time: 0.0041, Total iter time: 5.1143 [2020-11-08 13:33:54,338][root][INFO] - ===> Epoch[13](324/26): Loss 1.6737, Sem 1.4161, dir -0.0366, norm 0.2942, swav 0.0000 LR: 9.708e-02 Score 59.620 Data time: 0.2863, Forward time: 2.3294, Backward time: 3.0720, DDP time: 0.0041, Total iter time: 6.2631 [2020-11-08 13:34:00,377][root][INFO] - ===> Epoch[13](325/26): Loss 1.8072, Sem 1.4434, dir -0.0654, norm 0.4292, swav 0.0000 LR: 9.707e-02 Score 62.031 Data time: 0.2906, Forward time: 2.3318, Backward time: 3.0702, DDP time: 0.0041, Total iter time: 5.9046 [2020-11-08 13:34:05,056][root][INFO] - ===> Epoch[13](326/26): Loss 1.8074, Sem 1.5161, dir -0.0632, norm 0.3545, swav 0.0000 LR: 9.706e-02 Score 58.482 Data time: 0.2061, Forward time: 2.3322, Backward time: 3.0665, DDP time: 0.0041, Total iter time: 4.5537 [2020-11-08 13:34:11,436][root][INFO] - ===> Epoch[13](327/26): Loss 1.9124, Sem 1.5240, dir -0.0495, norm 0.4379, swav 0.0000 LR: 9.705e-02 Score 59.919 Data time: 0.2233, Forward time: 2.3312, Backward time: 3.0691, DDP time: 0.0041, Total iter time: 6.2729 [2020-11-08 13:34:17,753][root][INFO] - ===> Epoch[13](328/26): Loss 2.0688, Sem 1.6121, dir -0.0525, norm 0.5091, swav 0.0000 LR: 9.704e-02 Score 55.105 Data time: 0.2251, Forward time: 2.3322, Backward time: 3.0697, DDP time: 0.0041, Total iter time: 6.2237 [2020-11-08 13:34:22,999][root][INFO] - ===> Epoch[13](329/26): Loss 1.9759, Sem 1.5961, dir -0.0688, norm 0.4485, swav 0.0000 LR: 9.703e-02 Score 54.334 Data time: 0.1828, Forward time: 2.3311, Backward time: 3.0692, DDP time: 0.0041, Total iter time: 5.1130 [2020-11-08 13:34:28,799][root][INFO] - ===> Epoch[13](330/26): Loss 1.8832, Sem 1.6071, dir -0.0841, norm 0.3602, swav 0.0000 LR: 9.703e-02 Score 54.151 Data time: 0.2300, Forward time: 2.3303, Backward time: 3.0700, DDP time: 0.0041, Total iter time: 5.7221 [2020-11-08 13:34:33,631][root][INFO] - ===> Epoch[13](331/26): Loss 1.9123, Sem 1.5467, dir -0.0458, norm 0.4113, swav 0.0000 LR: 9.702e-02 Score 58.468 Data time: 0.2134, Forward time: 2.3305, Backward time: 3.0670, DDP time: 0.0041, Total iter time: 4.7380 [2020-11-08 13:34:39,799][root][INFO] - ===> Epoch[13](332/26): Loss 1.8460, Sem 1.5447, dir -0.0977, norm 0.3990, swav 0.0000 LR: 9.701e-02 Score 55.862 Data time: 0.1492, Forward time: 2.3289, Backward time: 3.0698, DDP time: 0.0041, Total iter time: 6.0789 [2020-11-08 13:34:45,572][root][INFO] - ===> Epoch[13](333/26): Loss 1.8861, Sem 1.5367, dir -0.0569, norm 0.4063, swav 0.0000 LR: 9.700e-02 Score 56.997 Data time: 0.1710, Forward time: 2.3272, Backward time: 3.0715, DDP time: 0.0041, Total iter time: 5.6801 [2020-11-08 13:34:51,867][root][INFO] - ===> Epoch[13](334/26): Loss 1.9831, Sem 1.6007, dir -0.0355, norm 0.4180, swav 0.0000 LR: 9.699e-02 Score 54.964 Data time: 0.2162, Forward time: 2.3271, Backward time: 3.0732, DDP time: 0.0041, Total iter time: 6.2047 [2020-11-08 13:34:57,799][root][INFO] - ===> Epoch[13](335/26): Loss 1.8352, Sem 1.4526, dir -0.0360, norm 0.4186, swav 0.0000 LR: 9.698e-02 Score 62.240 Data time: 0.1629, Forward time: 2.3254, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 5.8205 [2020-11-08 13:35:02,680][root][INFO] - ===> Epoch[13](336/26): Loss 1.6890, Sem 1.4277, dir -0.0791, norm 0.3404, swav 0.0000 LR: 9.697e-02 Score 59.531 Data time: 0.1350, Forward time: 2.3230, Backward time: 3.0751, DDP time: 0.0041, Total iter time: 4.8305 [2020-11-08 13:35:09,424][root][INFO] - ===> Epoch[13](337/26): Loss 1.7995, Sem 1.4342, dir -0.0547, norm 0.4200, swav 0.0000 LR: 9.696e-02 Score 62.051 Data time: 0.2143, Forward time: 2.3230, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 6.7180 [2020-11-08 13:35:16,509][root][INFO] - ===> Epoch[13](338/26): Loss 1.8579, Sem 1.5905, dir -0.0745, norm 0.3419, swav 0.0000 LR: 9.695e-02 Score 56.004 Data time: 0.2687, Forward time: 2.3243, Backward time: 3.0803, DDP time: 0.0041, Total iter time: 6.9699 [2020-11-08 13:35:21,911][root][INFO] - ===> Epoch[14](339/26): Loss 1.7552, Sem 1.4627, dir -0.0798, norm 0.3723, swav 0.0000 LR: 9.694e-02 Score 59.533 Data time: 0.2597, Forward time: 2.3258, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 5.2696 [2020-11-08 13:35:28,588][root][INFO] - ===> Epoch[14](340/26): Loss 1.8635, Sem 1.4889, dir -0.0793, norm 0.4539, swav 0.0000 LR: 9.694e-02 Score 55.690 Data time: 0.1505, Forward time: 2.3240, Backward time: 3.0818, DDP time: 0.0041, Total iter time: 6.5509 [2020-11-08 13:35:34,941][root][INFO] - ===> Epoch[14](341/26): Loss 1.8947, Sem 1.5732, dir -0.1262, norm 0.4477, swav 0.0000 LR: 9.693e-02 Score 55.028 Data time: 0.1805, Forward time: 2.3231, Backward time: 3.0846, DDP time: 0.0041, Total iter time: 6.3055 [2020-11-08 13:35:40,616][root][INFO] - ===> Epoch[14](342/26): Loss 1.8168, Sem 1.4759, dir -0.0632, norm 0.4041, swav 0.0000 LR: 9.692e-02 Score 59.681 Data time: 0.2513, Forward time: 2.3227, Backward time: 3.0846, DDP time: 0.0041, Total iter time: 5.5811 [2020-11-08 13:35:45,887][root][INFO] - ===> Epoch[14](343/26): Loss 1.8007, Sem 1.5157, dir -0.1074, norm 0.3924, swav 0.0000 LR: 9.691e-02 Score 59.971 Data time: 0.2077, Forward time: 2.3227, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.1470 [2020-11-08 13:35:51,784][root][INFO] - ===> Epoch[14](344/26): Loss 1.9059, Sem 1.6035, dir -0.1036, norm 0.4060, swav 0.0000 LR: 9.690e-02 Score 51.981 Data time: 0.1868, Forward time: 2.3218, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 5.7879 [2020-11-08 13:35:56,818][root][INFO] - ===> Epoch[14](345/26): Loss 1.6861, Sem 1.3758, dir -0.0482, norm 0.3585, swav 0.0000 LR: 9.689e-02 Score 59.520 Data time: 0.1850, Forward time: 2.3204, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 4.9339 [2020-11-08 13:36:02,095][root][INFO] - ===> Epoch[14](346/26): Loss 1.7797, Sem 1.4586, dir -0.1088, norm 0.4299, swav 0.0000 LR: 9.688e-02 Score 57.450 Data time: 0.2193, Forward time: 2.3206, Backward time: 3.0821, DDP time: 0.0041, Total iter time: 5.1838 [2020-11-08 13:36:07,483][root][INFO] - ===> Epoch[14](347/26): Loss 1.6524, Sem 1.4237, dir -0.1043, norm 0.3330, swav 0.0000 LR: 9.687e-02 Score 64.063 Data time: 0.2057, Forward time: 2.3202, Backward time: 3.0812, DDP time: 0.0041, Total iter time: 5.2529 [2020-11-08 13:36:13,559][root][INFO] - ===> Epoch[14](348/26): Loss 1.6729, Sem 1.3415, dir -0.0707, norm 0.4021, swav 0.0000 LR: 9.686e-02 Score 61.059 Data time: 0.2870, Forward time: 2.3224, Backward time: 3.0796, DDP time: 0.0041, Total iter time: 5.9774 [2020-11-08 13:36:18,124][root][INFO] - ===> Epoch[14](349/26): Loss 1.7027, Sem 1.3965, dir -0.0537, norm 0.3599, swav 0.0000 LR: 9.685e-02 Score 60.453 Data time: 0.1764, Forward time: 2.3212, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 4.4436 [2020-11-08 13:36:23,487][root][INFO] - ===> Epoch[14](350/26): Loss 1.7669, Sem 1.5435, dir -0.1385, norm 0.3618, swav 0.0000 LR: 9.684e-02 Score 54.488 Data time: 0.1838, Forward time: 2.3202, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.2593 [2020-11-08 13:36:28,836][root][INFO] - ===> Epoch[14](351/26): Loss 1.8156, Sem 1.4136, dir -0.0384, norm 0.4404, swav 0.0000 LR: 9.684e-02 Score 59.954 Data time: 0.2651, Forward time: 2.3208, Backward time: 3.0753, DDP time: 0.0041, Total iter time: 5.2362 [2020-11-08 13:36:34,736][root][INFO] - ===> Epoch[14](352/26): Loss 1.8988, Sem 1.4497, dir -0.0513, norm 0.5003, swav 0.0000 LR: 9.683e-02 Score 55.196 Data time: 0.1771, Forward time: 2.3196, Backward time: 3.0768, DDP time: 0.0041, Total iter time: 5.7860 [2020-11-08 13:36:41,478][root][INFO] - ===> Epoch[14](353/26): Loss 1.8235, Sem 1.4551, dir -0.0328, norm 0.4012, swav 0.0000 LR: 9.682e-02 Score 59.371 Data time: 0.2017, Forward time: 2.3190, Backward time: 3.0800, DDP time: 0.0041, Total iter time: 6.6516 [2020-11-08 13:36:47,007][root][INFO] - ===> Epoch[14](354/26): Loss 1.5713, Sem 1.3629, dir -0.0914, norm 0.2998, swav 0.0000 LR: 9.681e-02 Score 60.730 Data time: 0.1700, Forward time: 2.3179, Backward time: 3.0804, DDP time: 0.0041, Total iter time: 5.4050 [2020-11-08 13:36:52,438][root][INFO] - ===> Epoch[14](355/26): Loss 1.7708, Sem 1.4323, dir -0.0577, norm 0.3962, swav 0.0000 LR: 9.680e-02 Score 61.996 Data time: 0.1566, Forward time: 2.3152, Backward time: 3.0825, DDP time: 0.0041, Total iter time: 5.3376 [2020-11-08 13:36:57,894][root][INFO] - ===> Epoch[14](356/26): Loss 1.9114, Sem 1.4913, dir -0.0428, norm 0.4629, swav 0.0000 LR: 9.679e-02 Score 58.537 Data time: 0.2054, Forward time: 2.3139, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 5.3751 [2020-11-08 13:37:03,306][root][INFO] - ===> Epoch[14](357/26): Loss 1.9883, Sem 1.7022, dir -0.0823, norm 0.3684, swav 0.0000 LR: 9.678e-02 Score 52.020 Data time: 0.2390, Forward time: 2.3146, Backward time: 3.0811, DDP time: 0.0041, Total iter time: 5.2893 [2020-11-08 13:37:09,476][root][INFO] - ===> Epoch[14](358/26): Loss 1.6619, Sem 1.2944, dir -0.0206, norm 0.3880, swav 0.0000 LR: 9.677e-02 Score 62.400 Data time: 0.1724, Forward time: 2.3134, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 6.0501 [2020-11-08 13:37:14,186][root][INFO] - ===> Epoch[14](359/26): Loss 1.9177, Sem 1.4897, dir -0.0469, norm 0.4750, swav 0.0000 LR: 9.676e-02 Score 56.113 Data time: 0.2400, Forward time: 2.3137, Backward time: 3.0801, DDP time: 0.0041, Total iter time: 4.6010 [2020-11-08 13:37:20,026][root][INFO] - ===> Epoch[14](360/26): Loss 1.9650, Sem 1.4557, dir -0.0738, norm 0.5831, swav 0.0000 LR: 9.675e-02 Score 61.247 Data time: 0.2218, Forward time: 2.3136, Backward time: 3.0802, DDP time: 0.0041, Total iter time: 5.7053 [2020-11-08 13:37:26,580][root][INFO] - ===> Epoch[14](361/26): Loss 1.8669, Sem 1.5400, dir -0.0847, norm 0.4116, swav 0.0000 LR: 9.675e-02 Score 55.085 Data time: 0.3683, Forward time: 2.3164, Backward time: 3.0793, DDP time: 0.0041, Total iter time: 6.4458 [2020-11-08 13:37:31,862][root][INFO] - ===> Epoch[14](362/26): Loss 1.9440, Sem 1.5154, dir -0.0387, norm 0.4673, swav 0.0000 LR: 9.674e-02 Score 58.402 Data time: 0.2597, Forward time: 2.3175, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.1459 [2020-11-08 13:37:37,197][root][INFO] - ===> Epoch[14](363/26): Loss 2.3822, Sem 1.5232, dir -0.0323, norm 0.8913, swav 0.0000 LR: 9.673e-02 Score 58.617 Data time: 0.2415, Forward time: 2.3175, Backward time: 3.0752, DDP time: 0.0041, Total iter time: 5.2282 [2020-11-08 13:37:42,738][root][INFO] - ===> Epoch[14](364/26): Loss 1.8709, Sem 1.3500, dir -0.0086, norm 0.5295, swav 0.0000 LR: 9.672e-02 Score 59.898 Data time: 0.2580, Forward time: 2.3176, Backward time: 3.0744, DDP time: 0.0041, Total iter time: 5.4287 [2020-11-08 13:37:47,781][root][INFO] - ===> Epoch[15](365/26): Loss 1.9529, Sem 1.5175, dir -0.0575, norm 0.4928, swav 0.0000 LR: 9.671e-02 Score 58.215 Data time: 0.2886, Forward time: 2.3181, Backward time: 3.0717, DDP time: 0.0041, Total iter time: 4.9099 [2020-11-08 13:37:55,047][root][INFO] - ===> Epoch[15](366/26): Loss 1.7885, Sem 1.4702, dir -0.0839, norm 0.4021, swav 0.0000 LR: 9.670e-02 Score 60.247 Data time: 0.4092, Forward time: 2.3218, Backward time: 3.0717, DDP time: 0.0041, Total iter time: 7.1285 [2020-11-08 13:37:59,702][root][INFO] - ===> Epoch[15](367/26): Loss 1.8569, Sem 1.3952, dir -0.0625, norm 0.5243, swav 0.0000 LR: 9.669e-02 Score 59.978 Data time: 0.2190, Forward time: 2.3223, Backward time: 3.0681, DDP time: 0.0041, Total iter time: 4.5221 [2020-11-08 13:38:06,731][root][INFO] - ===> Epoch[15](368/26): Loss 2.0073, Sem 1.6186, dir -0.0967, norm 0.4854, swav 0.0000 LR: 9.668e-02 Score 52.587 Data time: 0.1927, Forward time: 2.3215, Backward time: 3.0721, DDP time: 0.0041, Total iter time: 6.9227 [2020-11-08 13:38:12,236][root][INFO] - ===> Epoch[15](369/26): Loss 1.6088, Sem 1.3736, dir -0.1350, norm 0.3703, swav 0.0000 LR: 9.667e-02 Score 60.556 Data time: 0.2400, Forward time: 2.3214, Backward time: 3.0715, DDP time: 0.0041, Total iter time: 5.3901 [2020-11-08 13:38:17,550][root][INFO] - ===> Epoch[15](370/26): Loss 1.7593, Sem 1.4314, dir -0.0660, norm 0.3939, swav 0.0000 LR: 9.666e-02 Score 60.086 Data time: 0.2587, Forward time: 2.3225, Backward time: 3.0691, DDP time: 0.0041, Total iter time: 5.1960 [2020-11-08 13:38:22,732][root][INFO] - ===> Epoch[15](371/26): Loss 2.2601, Sem 1.4353, dir -0.1067, norm 0.9316, swav 0.0000 LR: 9.666e-02 Score 61.185 Data time: 0.2247, Forward time: 2.3220, Backward time: 3.0679, DDP time: 0.0041, Total iter time: 5.0496 [2020-11-08 13:38:28,018][root][INFO] - ===> Epoch[15](372/26): Loss 1.7284, Sem 1.4818, dir -0.0893, norm 0.3359, swav 0.0000 LR: 9.665e-02 Score 58.600 Data time: 0.2226, Forward time: 2.3220, Backward time: 3.0664, DDP time: 0.0041, Total iter time: 5.1771 [2020-11-08 13:38:34,678][root][INFO] - ===> Epoch[15](373/26): Loss 1.8071, Sem 1.2954, dir -0.1070, norm 0.6187, swav 0.0000 LR: 9.664e-02 Score 63.220 Data time: 0.2350, Forward time: 2.3227, Backward time: 3.0680, DDP time: 0.0041, Total iter time: 6.5504 [2020-11-08 13:38:41,038][root][INFO] - ===> Epoch[15](374/26): Loss 1.6939, Sem 1.4279, dir -0.0834, norm 0.3494, swav 0.0000 LR: 9.663e-02 Score 58.279 Data time: 0.2024, Forward time: 2.3220, Backward time: 3.0701, DDP time: 0.0041, Total iter time: 6.2070 [2020-11-08 13:38:47,186][root][INFO] - ===> Epoch[15](375/26): Loss 1.8003, Sem 1.4507, dir -0.1108, norm 0.4604, swav 0.0000 LR: 9.662e-02 Score 58.330 Data time: 0.2058, Forward time: 2.3214, Backward time: 3.0714, DDP time: 0.0041, Total iter time: 6.0439 [2020-11-08 13:38:53,148][root][INFO] - ===> Epoch[15](376/26): Loss 1.5985, Sem 1.3441, dir -0.0983, norm 0.3527, swav 0.0000 LR: 9.661e-02 Score 62.266 Data time: 0.2069, Forward time: 2.3207, Backward time: 3.0725, DDP time: 0.0041, Total iter time: 5.8406 [2020-11-08 13:38:58,754][root][INFO] - ===> Epoch[15](377/26): Loss 1.8950, Sem 1.5611, dir -0.0502, norm 0.3842, swav 0.0000 LR: 9.660e-02 Score 56.472 Data time: 0.2678, Forward time: 2.3221, Backward time: 3.0706, DDP time: 0.0041, Total iter time: 5.5167 [2020-11-08 13:39:03,536][root][INFO] - ===> Epoch[15](378/26): Loss 1.9476, Sem 1.5645, dir -0.1105, norm 0.4936, swav 0.0000 LR: 9.659e-02 Score 56.022 Data time: 0.2201, Forward time: 2.3221, Backward time: 3.0680, DDP time: 0.0041, Total iter time: 4.6423 [2020-11-08 13:39:09,295][root][INFO] - ===> Epoch[15](379/26): Loss 1.7009, Sem 1.4488, dir -0.0969, norm 0.3491, swav 0.0000 LR: 9.658e-02 Score 58.645 Data time: 0.2486, Forward time: 2.3220, Backward time: 3.0680, DDP time: 0.0041, Total iter time: 5.6612 [2020-11-08 13:39:15,485][root][INFO] - ===> Epoch[15](380/26): Loss 1.7219, Sem 1.4354, dir -0.0623, norm 0.3488, swav 0.0000 LR: 9.657e-02 Score 58.545 Data time: 0.3054, Forward time: 2.3242, Backward time: 3.0668, DDP time: 0.0041, Total iter time: 6.0955 [2020-11-08 13:39:22,916][root][INFO] - ===> Epoch[15](381/26): Loss 1.9329, Sem 1.4413, dir -0.0116, norm 0.5031, swav 0.0000 LR: 9.656e-02 Score 61.754 Data time: 0.2084, Forward time: 2.3243, Backward time: 3.0708, DDP time: 0.0041, Total iter time: 7.2878 [2020-11-08 13:39:28,037][root][INFO] - ===> Epoch[15](382/26): Loss 1.5939, Sem 1.2533, dir -0.0367, norm 0.3773, swav 0.0000 LR: 9.656e-02 Score 65.354 Data time: 0.1630, Forward time: 2.3226, Backward time: 3.0708, DDP time: 0.0041, Total iter time: 5.0038 [2020-11-08 13:39:34,081][root][INFO] - ===> Epoch[15](383/26): Loss 1.7471, Sem 1.4127, dir -0.0739, norm 0.4083, swav 0.0000 LR: 9.655e-02 Score 59.899 Data time: 0.2062, Forward time: 2.3221, Backward time: 3.0720, DDP time: 0.0041, Total iter time: 5.9772 [2020-11-08 13:39:40,163][root][INFO] - ===> Epoch[15](384/26): Loss 1.8888, Sem 1.4021, dir -0.0471, norm 0.5339, swav 0.0000 LR: 9.654e-02 Score 60.807 Data time: 0.2728, Forward time: 2.3235, Backward time: 3.0712, DDP time: 0.0041, Total iter time: 5.9434 [2020-11-08 13:39:46,182][root][INFO] - ===> Epoch[15](385/26): Loss 1.9171, Sem 1.4664, dir -0.0369, norm 0.4876, swav 0.0000 LR: 9.653e-02 Score 57.238 Data time: 0.2443, Forward time: 2.3243, Backward time: 3.0709, DDP time: 0.0041, Total iter time: 5.9053 [2020-11-08 13:39:51,269][root][INFO] - ===> Epoch[15](386/26): Loss 1.9803, Sem 1.5159, dir -0.0408, norm 0.5052, swav 0.0000 LR: 9.652e-02 Score 60.995 Data time: 0.2372, Forward time: 2.3252, Backward time: 3.0683, DDP time: 0.0041, Total iter time: 4.9653 [2020-11-08 13:39:56,775][root][INFO] - ===> Epoch[15](387/26): Loss 1.5498, Sem 1.3195, dir -0.0859, norm 0.3162, swav 0.0000 LR: 9.651e-02 Score 61.895 Data time: 0.1624, Forward time: 2.3234, Backward time: 3.0694, DDP time: 0.0041, Total iter time: 5.3913 [2020-11-08 13:40:02,113][root][INFO] - ===> Epoch[15](388/26): Loss 1.7701, Sem 1.4914, dir -0.0615, norm 0.3403, swav 0.0000 LR: 9.650e-02 Score 56.562 Data time: 0.2546, Forward time: 2.3242, Backward time: 3.0674, DDP time: 0.0041, Total iter time: 5.2517 [2020-11-08 13:40:08,278][root][INFO] - ===> Epoch[15](389/26): Loss 1.7699, Sem 1.5165, dir -0.0742, norm 0.3275, swav 0.0000 LR: 9.649e-02 Score 58.370 Data time: 0.2186, Forward time: 2.3243, Backward time: 3.0682, DDP time: 0.0041, Total iter time: 6.0428 [2020-11-08 13:40:14,664][root][INFO] - ===> Epoch[15](390/26): Loss 1.7746, Sem 1.4507, dir -0.1075, norm 0.4313, swav 0.0000 LR: 9.648e-02 Score 58.431 Data time: 0.2138, Forward time: 2.3245, Backward time: 3.0696, DDP time: 0.0041, Total iter time: 6.2732 [2020-11-08 13:40:20,631][root][INFO] - ===> Epoch[16](391/26): Loss 1.7787, Sem 1.3825, dir -0.0390, norm 0.4352, swav 0.0000 LR: 9.647e-02 Score 62.148 Data time: 0.2132, Forward time: 2.3244, Backward time: 3.0700, DDP time: 0.0041, Total iter time: 5.8299 [2020-11-08 13:40:26,034][root][INFO] - ===> Epoch[16](392/26): Loss 1.8385, Sem 1.4713, dir -0.0692, norm 0.4364, swav 0.0000 LR: 9.647e-02 Score 56.893 Data time: 0.1771, Forward time: 2.3233, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 5.2899 [2020-11-08 13:40:31,166][root][INFO] - ===> Epoch[16](393/26): Loss 1.5273, Sem 1.3334, dir -0.0911, norm 0.2850, swav 0.0000 LR: 9.646e-02 Score 61.134 Data time: 0.1856, Forward time: 2.3226, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 5.0193 [2020-11-08 13:40:36,340][root][INFO] - ===> Epoch[16](394/26): Loss 1.9885, Sem 1.5015, dir -0.0227, norm 0.5097, swav 0.0000 LR: 9.645e-02 Score 58.707 Data time: 0.1308, Forward time: 2.3202, Backward time: 3.0703, DDP time: 0.0042, Total iter time: 5.0708 [2020-11-08 13:40:43,107][root][INFO] - ===> Epoch[16](395/26): Loss 1.9239, Sem 1.3990, dir -0.0329, norm 0.5578, swav 0.0000 LR: 9.644e-02 Score 59.668 Data time: 0.1343, Forward time: 2.3178, Backward time: 3.0757, DDP time: 0.0042, Total iter time: 6.7282 [2020-11-08 13:40:49,615][root][INFO] - ===> Epoch[16](396/26): Loss 1.9704, Sem 1.5484, dir -0.0436, norm 0.4657, swav 0.0000 LR: 9.643e-02 Score 56.992 Data time: 0.1828, Forward time: 2.3172, Backward time: 3.0783, DDP time: 0.0042, Total iter time: 6.4522 [2020-11-08 13:40:55,579][root][INFO] - ===> Epoch[16](397/26): Loss 1.7561, Sem 1.4697, dir -0.0758, norm 0.3621, swav 0.0000 LR: 9.642e-02 Score 57.750 Data time: 0.1952, Forward time: 2.3162, Backward time: 3.0797, DDP time: 0.0042, Total iter time: 5.8591 [2020-11-08 13:41:01,385][root][INFO] - ===> Epoch[16](398/26): Loss 2.0737, Sem 1.5017, dir -0.0453, norm 0.6174, swav 0.0000 LR: 9.641e-02 Score 56.369 Data time: 0.3056, Forward time: 2.3177, Backward time: 3.0781, DDP time: 0.0042, Total iter time: 5.6955 [2020-11-08 13:41:08,199][root][INFO] - ===> Epoch[16](399/26): Loss 1.9072, Sem 1.4638, dir -0.0354, norm 0.4788, swav 0.0000 LR: 9.640e-02 Score 59.831 Data time: 0.3615, Forward time: 2.3205, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 6.6883 [2020-11-08 13:41:14,638][root][INFO] - ===> Epoch[16](400/26): Loss 1.7700, Sem 1.3281, dir -0.0175, norm 0.4593, swav 0.0000 LR: 9.639e-02 Score 61.263 Data time: 0.1524, Forward time: 2.3193, Backward time: 3.0803, DDP time: 0.0042, Total iter time: 6.2937 [2020-11-08 13:41:20,492][root][INFO] - ===> Epoch[16](401/26): Loss 1.7223, Sem 1.3487, dir -0.0756, norm 0.4492, swav 0.0000 LR: 9.638e-02 Score 63.216 Data time: 0.2299, Forward time: 2.3184, Backward time: 3.0813, DDP time: 0.0042, Total iter time: 5.7635 [2020-11-08 13:41:27,041][root][INFO] - ===> Epoch[16](402/26): Loss 1.6939, Sem 1.4391, dir -0.1005, norm 0.3553, swav 0.0000 LR: 9.637e-02 Score 57.992 Data time: 0.2690, Forward time: 2.3188, Backward time: 3.0826, DDP time: 0.0042, Total iter time: 6.4280 [2020-11-08 13:41:32,247][root][INFO] - ===> Epoch[16](403/26): Loss 1.8527, Sem 1.4322, dir -0.0380, norm 0.4586, swav 0.0000 LR: 9.637e-02 Score 56.902 Data time: 0.2009, Forward time: 2.3182, Backward time: 3.0817, DDP time: 0.0042, Total iter time: 5.0869 [2020-11-08 13:41:37,315][root][INFO] - ===> Epoch[16](404/26): Loss 2.0665, Sem 1.3774, dir -0.0588, norm 0.7479, swav 0.0000 LR: 9.636e-02 Score 58.443 Data time: 0.1874, Forward time: 2.3173, Backward time: 3.0809, DDP time: 0.0042, Total iter time: 4.9524 [2020-11-08 13:41:43,755][root][INFO] - ===> Epoch[16](405/26): Loss 1.5320, Sem 1.3304, dir -0.1214, norm 0.3229, swav 0.0000 LR: 9.635e-02 Score 62.711 Data time: 0.2070, Forward time: 2.3169, Backward time: 3.0829, DDP time: 0.0042, Total iter time: 6.3522 [2020-11-08 13:41:50,624][root][INFO] - ===> Epoch[16](406/26): Loss 1.9953, Sem 1.4365, dir -0.0582, norm 0.6170, swav 0.0000 LR: 9.634e-02 Score 60.946 Data time: 0.2357, Forward time: 2.3175, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 6.7504 [2020-11-08 13:41:56,034][root][INFO] - ===> Epoch[16](407/26): Loss 1.8815, Sem 1.4655, dir -0.0449, norm 0.4609, swav 0.0000 LR: 9.633e-02 Score 58.958 Data time: 0.1955, Forward time: 2.3172, Backward time: 3.0841, DDP time: 0.0042, Total iter time: 5.2987 [2020-11-08 13:42:00,824][root][INFO] - ===> Epoch[16](408/26): Loss 1.8830, Sem 1.3820, dir -0.0310, norm 0.5320, swav 0.0000 LR: 9.632e-02 Score 61.817 Data time: 0.1586, Forward time: 2.3159, Backward time: 3.0831, DDP time: 0.0042, Total iter time: 4.6831 [2020-11-08 13:42:05,702][root][INFO] - ===> Epoch[16](409/26): Loss 1.7871, Sem 1.4483, dir -0.0600, norm 0.3989, swav 0.0000 LR: 9.631e-02 Score 59.346 Data time: 0.1418, Forward time: 2.3141, Backward time: 3.0828, DDP time: 0.0042, Total iter time: 4.7919 [2020-11-08 13:42:11,057][root][INFO] - ===> Epoch[16](410/26): Loss 1.7922, Sem 1.5015, dir -0.0874, norm 0.3782, swav 0.0000 LR: 9.630e-02 Score 58.747 Data time: 0.1641, Forward time: 2.3127, Backward time: 3.0833, DDP time: 0.0042, Total iter time: 5.2859 [2020-11-08 13:42:16,000][root][INFO] - ===> Epoch[16](411/26): Loss 1.7615, Sem 1.3426, dir -0.0573, norm 0.4763, swav 0.0000 LR: 9.629e-02 Score 61.839 Data time: 0.1959, Forward time: 2.3124, Backward time: 3.0817, DDP time: 0.0042, Total iter time: 4.8469 [2020-11-08 13:42:20,997][root][INFO] - ===> Epoch[16](412/26): Loss 1.6654, Sem 1.3243, dir -0.0410, norm 0.3821, swav 0.0000 LR: 9.628e-02 Score 60.482 Data time: 0.1695, Forward time: 2.3113, Backward time: 3.0810, DDP time: 0.0042, Total iter time: 4.8989 [2020-11-08 13:42:27,080][root][INFO] - ===> Epoch[16](413/26): Loss 1.4315, Sem 1.2502, dir -0.0715, norm 0.2528, swav 0.0000 LR: 9.628e-02 Score 66.050 Data time: 0.1717, Forward time: 2.3091, Backward time: 3.0838, DDP time: 0.0042, Total iter time: 5.9852 [2020-11-08 13:42:32,700][root][INFO] - ===> Epoch[16](414/26): Loss 1.9933, Sem 1.5245, dir -0.0429, norm 0.5117, swav 0.0000 LR: 9.627e-02 Score 55.445 Data time: 0.2110, Forward time: 2.3089, Backward time: 3.0837, DDP time: 0.0042, Total iter time: 5.5501 [2020-11-08 13:42:38,497][root][INFO] - ===> Epoch[16](415/26): Loss 2.5417, Sem 1.7718, dir -0.0627, norm 0.8327, swav 0.0000 LR: 9.626e-02 Score 55.944 Data time: 0.3037, Forward time: 2.3104, Backward time: 3.0821, DDP time: 0.0042, Total iter time: 5.6725 [2020-11-08 13:42:44,232][root][INFO] - ===> Epoch[16](416/26): Loss 1.8312, Sem 1.4627, dir -0.1227, norm 0.4912, swav 0.0000 LR: 9.625e-02 Score 58.617 Data time: 0.2056, Forward time: 2.3103, Backward time: 3.0820, DDP time: 0.0042, Total iter time: 5.5815 [2020-11-08 13:42:49,769][root][INFO] - ===> Epoch[17](417/26): Loss 1.7432, Sem 1.4037, dir -0.0849, norm 0.4244, swav 0.0000 LR: 9.624e-02 Score 61.907 Data time: 0.2569, Forward time: 2.3115, Backward time: 3.0802, DDP time: 0.0042, Total iter time: 5.4252 [2020-11-08 13:42:54,765][root][INFO] - ===> Epoch[17](418/26): Loss 1.8565, Sem 1.3923, dir -0.0500, norm 0.5142, swav 0.0000 LR: 9.623e-02 Score 58.771 Data time: 0.1705, Forward time: 2.3109, Backward time: 3.0789, DDP time: 0.0042, Total iter time: 4.8576 [2020-11-08 13:43:00,090][root][INFO] - ===> Epoch[17](419/26): Loss 1.7735, Sem 1.4755, dir -0.0791, norm 0.3771, swav 0.0000 LR: 9.622e-02 Score 56.410 Data time: 0.1250, Forward time: 2.3088, Backward time: 3.0801, DDP time: 0.0042, Total iter time: 5.2170 [2020-11-08 13:43:04,894][root][INFO] - ===> Epoch[17](420/26): Loss 1.7708, Sem 1.3704, dir -0.0745, norm 0.4749, swav 0.0000 LR: 9.621e-02 Score 61.532 Data time: 0.1540, Forward time: 2.3071, Backward time: 3.0796, DDP time: 0.0042, Total iter time: 4.7173 [2020-11-08 13:43:09,938][root][INFO] - ===> Epoch[17](421/26): Loss 1.7592, Sem 1.3989, dir -0.0490, norm 0.4092, swav 0.0000 LR: 9.620e-02 Score 56.876 Data time: 0.1937, Forward time: 2.3065, Backward time: 3.0785, DDP time: 0.0042, Total iter time: 4.9591 [2020-11-08 13:43:15,327][root][INFO] - ===> Epoch[17](422/26): Loss 1.6124, Sem 1.3860, dir -0.0746, norm 0.3010, swav 0.0000 LR: 9.619e-02 Score 63.162 Data time: 0.2012, Forward time: 2.3056, Backward time: 3.0784, DDP time: 0.0042, Total iter time: 5.2600 [2020-11-08 13:43:22,058][root][INFO] - ===> Epoch[17](423/26): Loss 1.7007, Sem 1.4132, dir -0.0445, norm 0.3321, swav 0.0000 LR: 9.619e-02 Score 60.428 Data time: 0.1735, Forward time: 2.3048, Backward time: 3.0814, DDP time: 0.0042, Total iter time: 6.6203 [2020-11-08 13:43:27,398][root][INFO] - ===> Epoch[17](424/26): Loss 1.8128, Sem 1.3917, dir -0.0608, norm 0.4819, swav 0.0000 LR: 9.618e-02 Score 59.415 Data time: 0.1441, Forward time: 2.3029, Backward time: 3.0823, DDP time: 0.0042, Total iter time: 5.2027 [2020-11-08 13:43:31,933][root][INFO] - ===> Epoch[17](425/26): Loss 2.9195, Sem 1.4440, dir -0.0501, norm 1.5256, swav 0.0000 LR: 9.617e-02 Score 60.591 Data time: 0.2128, Forward time: 2.3029, Backward time: 3.0795, DDP time: 0.0042, Total iter time: 4.4479 [2020-11-08 13:43:37,689][root][INFO] - ===> Epoch[17](426/26): Loss 1.8665, Sem 1.4608, dir -0.0384, norm 0.4440, swav 0.0000 LR: 9.616e-02 Score 59.148 Data time: 0.2535, Forward time: 2.3040, Backward time: 3.0784, DDP time: 0.0042, Total iter time: 5.6504 [2020-11-08 13:43:43,345][root][INFO] - ===> Epoch[17](427/26): Loss 1.9273, Sem 1.5035, dir -0.0790, norm 0.5027, swav 0.0000 LR: 9.615e-02 Score 57.504 Data time: 0.1784, Forward time: 2.3031, Backward time: 3.0790, DDP time: 0.0042, Total iter time: 5.5192 [2020-11-08 13:43:49,033][root][INFO] - ===> Epoch[17](428/26): Loss 2.1098, Sem 1.6274, dir -0.0742, norm 0.5565, swav 0.0000 LR: 9.614e-02 Score 57.465 Data time: 0.2144, Forward time: 2.3030, Backward time: 3.0789, DDP time: 0.0042, Total iter time: 5.5712 [2020-11-08 13:43:54,339][root][INFO] - ===> Epoch[17](429/26): Loss 2.7497, Sem 1.6947, dir -0.0905, norm 1.1455, swav 0.0000 LR: 9.613e-02 Score 51.718 Data time: 0.2030, Forward time: 2.3028, Backward time: 3.0778, DDP time: 0.0042, Total iter time: 5.1786 [2020-11-08 13:43:59,247][root][INFO] - ===> Epoch[17](430/26): Loss 1.9333, Sem 1.4891, dir -0.0784, norm 0.5227, swav 0.0000 LR: 9.612e-02 Score 61.730 Data time: 0.1720, Forward time: 2.3017, Backward time: 3.0771, DDP time: 0.0042, Total iter time: 4.8177 [2020-11-08 13:44:06,017][root][INFO] - ===> Epoch[17](431/26): Loss 2.2363, Sem 1.6494, dir -0.0328, norm 0.6197, swav 0.0000 LR: 9.611e-02 Score 54.841 Data time: 0.1913, Forward time: 2.3010, Backward time: 3.0800, DDP time: 0.0042, Total iter time: 6.6942 [2020-11-08 13:44:10,282][root][INFO] - ===> Epoch[17](432/26): Loss 1.8479, Sem 1.4266, dir -0.0340, norm 0.4553, swav 0.0000 LR: 9.610e-02 Score 62.225 Data time: 0.1807, Forward time: 2.3000, Backward time: 3.0776, DDP time: 0.0042, Total iter time: 4.1545 [2020-11-08 13:44:16,459][root][INFO] - ===> Epoch[17](433/26): Loss 1.8801, Sem 1.4476, dir -0.0451, norm 0.4777, swav 0.0000 LR: 9.609e-02 Score 62.785 Data time: 0.2552, Forward time: 2.3011, Backward time: 3.0775, DDP time: 0.0042, Total iter time: 6.0799 [2020-11-08 13:44:21,782][root][INFO] - ===> Epoch[17](434/26): Loss 2.0509, Sem 1.6089, dir -0.0399, norm 0.4819, swav 0.0000 LR: 9.609e-02 Score 55.236 Data time: 0.2131, Forward time: 2.3015, Backward time: 3.0761, DDP time: 0.0042, Total iter time: 5.1786 [2020-11-08 13:44:26,516][root][INFO] - ===> Epoch[17](435/26): Loss 1.8329, Sem 1.5559, dir -0.0237, norm 0.3007, swav 0.0000 LR: 9.608e-02 Score 55.734 Data time: 0.1805, Forward time: 2.3009, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 4.6081 [2020-11-08 13:44:31,521][root][INFO] - ===> Epoch[17](436/26): Loss 1.7790, Sem 1.5157, dir -0.0827, norm 0.3460, swav 0.0000 LR: 9.607e-02 Score 57.190 Data time: 0.1831, Forward time: 2.3001, Backward time: 3.0736, DDP time: 0.0042, Total iter time: 4.8959 [2020-11-08 13:44:37,684][root][INFO] - ===> Epoch[17](437/26): Loss 2.1717, Sem 1.7120, dir -0.0449, norm 0.5046, swav 0.0000 LR: 9.606e-02 Score 50.647 Data time: 0.2023, Forward time: 2.2996, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 6.0652 [2020-11-08 13:44:43,379][root][INFO] - ===> Epoch[17](438/26): Loss 1.6953, Sem 1.4653, dir -0.1200, norm 0.3500, swav 0.0000 LR: 9.605e-02 Score 60.248 Data time: 0.1923, Forward time: 2.2991, Backward time: 3.0753, DDP time: 0.0042, Total iter time: 5.5801 [2020-11-08 13:44:48,742][root][INFO] - ===> Epoch[17](439/26): Loss 2.0742, Sem 1.5148, dir -0.0361, norm 0.5955, swav 0.0000 LR: 9.604e-02 Score 56.816 Data time: 0.1308, Forward time: 2.2970, Backward time: 3.0768, DDP time: 0.0042, Total iter time: 5.2542 [2020-11-08 13:44:54,765][root][INFO] - ===> Epoch[17](440/26): Loss 1.9399, Sem 1.5882, dir -0.0546, norm 0.4063, swav 0.0000 LR: 9.603e-02 Score 53.825 Data time: 0.2352, Forward time: 2.2976, Backward time: 3.0769, DDP time: 0.0042, Total iter time: 5.9537 [2020-11-08 13:44:59,740][root][INFO] - ===> Epoch[17](441/26): Loss 1.9297, Sem 1.4852, dir -0.0325, norm 0.4770, swav 0.0000 LR: 9.602e-02 Score 59.521 Data time: 0.2384, Forward time: 2.2979, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 4.8425 [2020-11-08 13:45:05,359][root][INFO] - ===> Epoch[17](442/26): Loss 1.9684, Sem 1.6707, dir -0.0241, norm 0.3219, swav 0.0000 LR: 9.601e-02 Score 51.254 Data time: 0.2519, Forward time: 2.2993, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.5040 [2020-11-08 13:45:11,359][root][INFO] - ===> Epoch[18](443/26): Loss 1.8735, Sem 1.5173, dir -0.0281, norm 0.3842, swav 0.0000 LR: 9.600e-02 Score 53.306 Data time: 0.1936, Forward time: 2.2990, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 5.8741 [2020-11-08 13:45:17,267][root][INFO] - ===> Epoch[18](444/26): Loss 1.9746, Sem 1.4907, dir -0.0220, norm 0.5058, swav 0.0000 LR: 9.600e-02 Score 58.776 Data time: 0.1726, Forward time: 2.2978, Backward time: 3.0754, DDP time: 0.0042, Total iter time: 5.8114 [2020-11-08 13:45:23,384][root][INFO] - ===> Epoch[18](445/26): Loss 1.7340, Sem 1.4277, dir -0.0199, norm 0.3262, swav 0.0000 LR: 9.599e-02 Score 57.558 Data time: 0.2128, Forward time: 2.2977, Backward time: 3.0763, DDP time: 0.0042, Total iter time: 6.0392 [2020-11-08 13:45:30,530][root][INFO] - ===> Epoch[18](446/26): Loss 1.7732, Sem 1.4342, dir -0.0310, norm 0.3700, swav 0.0000 LR: 9.598e-02 Score 60.401 Data time: 0.1903, Forward time: 2.2972, Backward time: 3.0798, DDP time: 0.0042, Total iter time: 7.0331 [2020-11-08 13:45:36,048][root][INFO] - ===> Epoch[18](447/26): Loss 1.6751, Sem 1.3394, dir -0.0475, norm 0.3832, swav 0.0000 LR: 9.597e-02 Score 62.705 Data time: 0.2183, Forward time: 2.2974, Backward time: 3.0791, DDP time: 0.0042, Total iter time: 5.4222 [2020-11-08 13:45:42,591][root][INFO] - ===> Epoch[18](448/26): Loss 1.9102, Sem 1.5401, dir -0.0634, norm 0.4335, swav 0.0000 LR: 9.596e-02 Score 56.897 Data time: 0.1986, Forward time: 2.2975, Backward time: 3.0807, DDP time: 0.0042, Total iter time: 6.4266 [2020-11-08 13:45:48,939][root][INFO] - ===> Epoch[18](449/26): Loss 1.7623, Sem 1.4217, dir -0.0267, norm 0.3674, swav 0.0000 LR: 9.595e-02 Score 61.908 Data time: 0.1406, Forward time: 2.2958, Backward time: 3.0837, DDP time: 0.0042, Total iter time: 6.2398 [2020-11-08 13:45:55,266][root][INFO] - ===> Epoch[18](450/26): Loss 1.7490, Sem 1.4121, dir -0.0532, norm 0.3902, swav 0.0000 LR: 9.594e-02 Score 59.325 Data time: 0.1622, Forward time: 2.2944, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 6.2624 [2020-11-08 13:46:00,389][root][INFO] - ===> Epoch[18](451/26): Loss 2.0649, Sem 1.6204, dir -0.0348, norm 0.4793, swav 0.0000 LR: 9.593e-02 Score 52.659 Data time: 0.2335, Forward time: 2.2949, Backward time: 3.0845, DDP time: 0.0042, Total iter time: 5.0416 [2020-11-08 13:46:06,385][root][INFO] - ===> Epoch[18](452/26): Loss 1.8080, Sem 1.4028, dir -0.0197, norm 0.4249, swav 0.0000 LR: 9.592e-02 Score 61.446 Data time: 0.2750, Forward time: 2.2966, Backward time: 3.0832, DDP time: 0.0042, Total iter time: 5.8749 [2020-11-08 13:46:12,181][root][INFO] - ===> Epoch[18](453/26): Loss 1.7997, Sem 1.3502, dir -0.0453, norm 0.4948, swav 0.0000 LR: 9.591e-02 Score 60.684 Data time: 0.2335, Forward time: 2.2965, Backward time: 3.0833, DDP time: 0.0042, Total iter time: 5.6517 [2020-11-08 13:46:19,056][root][INFO] - ===> Epoch[18](454/26): Loss 1.7805, Sem 1.4367, dir -0.0644, norm 0.4081, swav 0.0000 LR: 9.590e-02 Score 60.477 Data time: 0.2179, Forward time: 2.2963, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 6.7666 [2020-11-08 13:46:24,797][root][INFO] - ===> Epoch[18](455/26): Loss 1.9207, Sem 1.5263, dir -0.0816, norm 0.4760, swav 0.0000 LR: 9.590e-02 Score 57.105 Data time: 0.2537, Forward time: 2.2973, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 5.6130 [2020-11-08 13:46:30,057][root][INFO] - ===> Epoch[18](456/26): Loss 1.8946, Sem 1.4394, dir -0.0389, norm 0.4941, swav 0.0000 LR: 9.589e-02 Score 58.787 Data time: 0.1802, Forward time: 2.2968, Backward time: 3.0841, DDP time: 0.0042, Total iter time: 5.1322 [2020-11-08 13:46:35,573][root][INFO] - ===> Epoch[18](457/26): Loss 1.6984, Sem 1.3556, dir -0.0879, norm 0.4307, swav 0.0000 LR: 9.588e-02 Score 63.040 Data time: 0.1905, Forward time: 2.2963, Backward time: 3.0842, DDP time: 0.0042, Total iter time: 5.4300 [2020-11-08 13:46:40,738][root][INFO] - ===> Epoch[18](458/26): Loss 1.5972, Sem 1.2751, dir -0.0601, norm 0.3822, swav 0.0000 LR: 9.587e-02 Score 61.866 Data time: 0.1353, Forward time: 2.2947, Backward time: 3.0846, DDP time: 0.0042, Total iter time: 5.0769 [2020-11-08 13:46:46,428][root][INFO] - ===> Epoch[18](459/26): Loss 2.0366, Sem 1.6204, dir -0.0662, norm 0.4824, swav 0.0000 LR: 9.586e-02 Score 53.569 Data time: 0.1808, Forward time: 2.2936, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.6142 [2020-11-08 13:46:51,193][root][INFO] - ===> Epoch[18](460/26): Loss 1.9665, Sem 1.4976, dir -0.0908, norm 0.5596, swav 0.0000 LR: 9.585e-02 Score 58.320 Data time: 0.2251, Forward time: 2.2938, Backward time: 3.0833, DDP time: 0.0042, Total iter time: 4.6786 [2020-11-08 13:46:56,631][root][INFO] - ===> Epoch[18](461/26): Loss 1.8231, Sem 1.4300, dir -0.0706, norm 0.4636, swav 0.0000 LR: 9.584e-02 Score 60.185 Data time: 0.2459, Forward time: 2.2944, Backward time: 3.0820, DDP time: 0.0042, Total iter time: 5.3307 [2020-11-08 13:47:02,531][root][INFO] - ===> Epoch[18](462/26): Loss 1.7879, Sem 1.4278, dir -0.0346, norm 0.3946, swav 0.0000 LR: 9.583e-02 Score 61.883 Data time: 0.2795, Forward time: 2.2958, Backward time: 3.0809, DDP time: 0.0042, Total iter time: 5.7725 [2020-11-08 13:47:08,141][root][INFO] - ===> Epoch[18](463/26): Loss 1.7444, Sem 1.4889, dir -0.1007, norm 0.3563, swav 0.0000 LR: 9.582e-02 Score 59.579 Data time: 0.1635, Forward time: 2.2949, Backward time: 3.0814, DDP time: 0.0042, Total iter time: 5.4946 [2020-11-08 13:47:14,141][root][INFO] - ===> Epoch[18](464/26): Loss 1.7539, Sem 1.3780, dir -0.0611, norm 0.4370, swav 0.0000 LR: 9.581e-02 Score 61.300 Data time: 0.1579, Forward time: 2.2933, Backward time: 3.0835, DDP time: 0.0042, Total iter time: 5.8950 [2020-11-08 13:47:20,532][root][INFO] - ===> Epoch[18](465/26): Loss 1.9997, Sem 1.5759, dir -0.0456, norm 0.4694, swav 0.0000 LR: 9.581e-02 Score 54.733 Data time: 0.2409, Forward time: 2.2934, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 6.3513 [2020-11-08 13:47:26,934][root][INFO] - ===> Epoch[18](466/26): Loss 1.8709, Sem 1.5024, dir -0.0906, norm 0.4591, swav 0.0000 LR: 9.580e-02 Score 57.435 Data time: 0.1973, Forward time: 2.2925, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.2870 [2020-11-08 13:47:33,179][root][INFO] - ===> Epoch[18](467/26): Loss 1.7622, Sem 1.4146, dir -0.0488, norm 0.3964, swav 0.0000 LR: 9.579e-02 Score 59.147 Data time: 0.2594, Forward time: 2.2934, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.1485 [2020-11-08 13:47:39,275][root][INFO] - ===> Epoch[18](468/26): Loss 1.9890, Sem 1.6090, dir -0.0525, norm 0.4325, swav 0.0000 LR: 9.578e-02 Score 53.868 Data time: 0.2492, Forward time: 2.2943, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.9654 [2020-11-08 13:47:44,315][root][INFO] - ===> Epoch[19](469/26): Loss 1.7700, Sem 1.4258, dir -0.0381, norm 0.3823, swav 0.0000 LR: 9.577e-02 Score 58.730 Data time: 0.2167, Forward time: 2.2942, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 4.9083 [2020-11-08 13:47:51,066][root][INFO] - ===> Epoch[19](470/26): Loss 1.7881, Sem 1.4693, dir -0.0857, norm 0.4046, swav 0.0000 LR: 9.576e-02 Score 56.731 Data time: 0.2648, Forward time: 2.2951, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 6.6456 [2020-11-08 13:47:57,752][root][INFO] - ===> Epoch[19](471/26): Loss 1.7409, Sem 1.3379, dir -0.0308, norm 0.4338, swav 0.0000 LR: 9.575e-02 Score 61.457 Data time: 0.2194, Forward time: 2.2952, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.5732 [2020-11-08 13:48:03,197][root][INFO] - ===> Epoch[19](472/26): Loss 1.8758, Sem 1.3503, dir 0.0002, norm 0.5253, swav 0.0000 LR: 9.574e-02 Score 64.202 Data time: 0.2201, Forward time: 2.2950, Backward time: 3.0875, DDP time: 0.0043, Total iter time: 5.3280 [2020-11-08 13:48:09,222][root][INFO] - ===> Epoch[19](473/26): Loss 1.9507, Sem 1.4175, dir -0.0110, norm 0.5442, swav 0.0000 LR: 9.573e-02 Score 60.563 Data time: 0.2634, Forward time: 2.2960, Backward time: 3.0870, DDP time: 0.0043, Total iter time: 5.9241 [2020-11-08 13:48:14,602][root][INFO] - ===> Epoch[19](474/26): Loss 1.7784, Sem 1.3362, dir -0.0103, norm 0.4525, swav 0.0000 LR: 9.572e-02 Score 60.874 Data time: 0.2103, Forward time: 2.2961, Backward time: 3.0861, DDP time: 0.0043, Total iter time: 5.2492 [2020-11-08 13:48:19,829][root][INFO] - ===> Epoch[19](475/26): Loss 1.8254, Sem 1.4754, dir -0.0130, norm 0.3630, swav 0.0000 LR: 9.572e-02 Score 56.659 Data time: 0.2222, Forward time: 2.2963, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.1130 [2020-11-08 13:48:25,644][root][INFO] - ===> Epoch[19](476/26): Loss 1.8357, Sem 1.4682, dir -0.0522, norm 0.4197, swav 0.0000 LR: 9.571e-02 Score 60.698 Data time: 0.2859, Forward time: 2.2976, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 5.7021 [2020-11-08 13:48:30,976][root][INFO] - ===> Epoch[19](477/26): Loss 2.2161, Sem 1.3800, dir -0.0069, norm 0.8430, swav 0.0000 LR: 9.570e-02 Score 59.575 Data time: 0.2368, Forward time: 2.2987, Backward time: 3.0814, DDP time: 0.0043, Total iter time: 5.2216 [2020-11-08 13:48:35,860][root][INFO] - ===> Epoch[19](478/26): Loss 2.0652, Sem 1.5354, dir -0.0419, norm 0.5717, swav 0.0000 LR: 9.569e-02 Score 54.965 Data time: 0.2053, Forward time: 2.2986, Backward time: 3.0797, DDP time: 0.0043, Total iter time: 4.7781 [2020-11-08 13:48:42,113][root][INFO] - ===> Epoch[19](479/26): Loss 1.9033, Sem 1.3662, dir -0.0399, norm 0.5770, swav 0.0000 LR: 9.568e-02 Score 60.787 Data time: 0.1923, Forward time: 2.2979, Backward time: 3.0814, DDP time: 0.0043, Total iter time: 6.1499 [2020-11-08 13:48:47,492][root][INFO] - ===> Epoch[19](480/26): Loss 1.7395, Sem 1.4341, dir -0.0390, norm 0.3444, swav 0.0000 LR: 9.567e-02 Score 60.486 Data time: 0.2243, Forward time: 2.2980, Backward time: 3.0805, DDP time: 0.0043, Total iter time: 5.3015 [2020-11-08 13:48:52,928][root][INFO] - ===> Epoch[19](481/26): Loss 1.8147, Sem 1.3961, dir -0.0282, norm 0.4469, swav 0.0000 LR: 9.566e-02 Score 60.796 Data time: 0.1836, Forward time: 2.2974, Backward time: 3.0805, DDP time: 0.0043, Total iter time: 5.3344 [2020-11-08 13:48:59,731][root][INFO] - ===> Epoch[19](482/26): Loss 2.0751, Sem 1.4789, dir -0.0360, norm 0.6322, swav 0.0000 LR: 9.565e-02 Score 56.675 Data time: 0.1764, Forward time: 2.2967, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 6.7196 [2020-11-08 13:49:05,302][root][INFO] - ===> Epoch[19](483/26): Loss 2.0896, Sem 1.5132, dir -0.0330, norm 0.6094, swav 0.0000 LR: 9.564e-02 Score 58.469 Data time: 0.1593, Forward time: 2.2955, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.4864 [2020-11-08 13:49:10,816][root][INFO] - ===> Epoch[19](484/26): Loss 1.6727, Sem 1.3026, dir -0.0412, norm 0.4113, swav 0.0000 LR: 9.563e-02 Score 63.256 Data time: 0.1951, Forward time: 2.2946, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.4259 [2020-11-08 13:49:16,588][root][INFO] - ===> Epoch[19](485/26): Loss 1.8112, Sem 1.4601, dir -0.0661, norm 0.4172, swav 0.0000 LR: 9.562e-02 Score 56.855 Data time: 0.2133, Forward time: 2.2946, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.6544 [2020-11-08 13:49:22,377][root][INFO] - ===> Epoch[19](486/26): Loss 1.7550, Sem 1.3128, dir -0.0510, norm 0.4932, swav 0.0000 LR: 9.562e-02 Score 62.259 Data time: 0.1947, Forward time: 2.2942, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 5.6672 [2020-11-08 13:49:27,903][root][INFO] - ===> Epoch[19](487/26): Loss 1.8740, Sem 1.3638, dir -0.0402, norm 0.5504, swav 0.0000 LR: 9.561e-02 Score 57.041 Data time: 0.2115, Forward time: 2.2941, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.4040 [2020-11-08 13:49:32,863][root][INFO] - ===> Epoch[19](488/26): Loss 2.0802, Sem 1.5646, dir -0.0488, norm 0.5645, swav 0.0000 LR: 9.560e-02 Score 54.162 Data time: 0.1976, Forward time: 2.2939, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 4.8427 [2020-11-08 13:49:39,240][root][INFO] - ===> Epoch[19](489/26): Loss 1.8911, Sem 1.3938, dir -0.0474, norm 0.5447, swav 0.0000 LR: 9.559e-02 Score 58.252 Data time: 0.2302, Forward time: 2.2939, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 6.2649 [2020-11-08 13:49:44,944][root][INFO] - ===> Epoch[19](490/26): Loss 1.5378, Sem 1.3056, dir -0.0437, norm 0.2759, swav 0.0000 LR: 9.558e-02 Score 66.455 Data time: 0.2632, Forward time: 2.2952, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 5.5773 [2020-11-08 13:49:50,273][root][INFO] - ===> Epoch[19](491/26): Loss 1.7776, Sem 1.4905, dir -0.0902, norm 0.3773, swav 0.0000 LR: 9.557e-02 Score 57.693 Data time: 0.2204, Forward time: 2.2953, Backward time: 3.0819, DDP time: 0.0043, Total iter time: 5.2030 [2020-11-08 13:49:56,763][root][INFO] - ===> Epoch[19](492/26): Loss 1.7057, Sem 1.3636, dir -0.0447, norm 0.3869, swav 0.0000 LR: 9.556e-02 Score 60.562 Data time: 0.2095, Forward time: 2.2952, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 6.3754 [2020-11-08 13:50:03,300][root][INFO] - ===> Epoch[19](493/26): Loss 1.7492, Sem 1.3276, dir -0.0843, norm 0.5059, swav 0.0000 LR: 9.555e-02 Score 60.473 Data time: 0.1933, Forward time: 2.2948, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 6.4254 [2020-11-08 13:50:09,177][root][INFO] - ===> Epoch[19](494/26): Loss 1.6933, Sem 1.3303, dir -0.0822, norm 0.4452, swav 0.0000 LR: 9.554e-02 Score 64.024 Data time: 0.1928, Forward time: 2.2943, Backward time: 3.0859, DDP time: 0.0043, Total iter time: 5.7442 [2020-11-08 13:50:14,184][root][INFO] - ===> Epoch[20](495/26): Loss 1.8428, Sem 1.3952, dir -0.0232, norm 0.4708, swav 0.0000 LR: 9.553e-02 Score 60.371 Data time: 0.2291, Forward time: 2.2947, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 4.9058 [2020-11-08 13:50:19,315][root][INFO] - ===> Epoch[20](496/26): Loss 1.6914, Sem 1.3411, dir -0.0575, norm 0.4078, swav 0.0000 LR: 9.553e-02 Score 61.201 Data time: 0.2354, Forward time: 2.2947, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 5.0146 [2020-11-08 13:50:24,924][root][INFO] - ===> Epoch[20](497/26): Loss 1.6930, Sem 1.4145, dir -0.1077, norm 0.3862, swav 0.0000 LR: 9.552e-02 Score 59.565 Data time: 0.2556, Forward time: 2.2953, Backward time: 3.0818, DDP time: 0.0043, Total iter time: 5.4966 [2020-11-08 13:50:31,163][root][INFO] - ===> Epoch[20](498/26): Loss 1.9660, Sem 1.4775, dir -0.0421, norm 0.5306, swav 0.0000 LR: 9.551e-02 Score 57.053 Data time: 0.2609, Forward time: 2.2965, Backward time: 3.0814, DDP time: 0.0043, Total iter time: 6.1163 [2020-11-08 13:50:37,870][root][INFO] - ===> Epoch[20](499/26): Loss 1.7692, Sem 1.4448, dir -0.0332, norm 0.3575, swav 0.0000 LR: 9.550e-02 Score 58.644 Data time: 0.2190, Forward time: 2.2968, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 6.5748 [2020-11-08 13:50:43,522][root][INFO] - ===> Epoch[20](500/26): Loss 1.9210, Sem 1.5806, dir -0.0984, norm 0.4387, swav 0.0000 LR: 9.549e-02 Score 54.234 Data time: 0.1677, Forward time: 2.2955, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.5544 [2020-11-08 13:50:44,289][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 13:50:44,462][root][INFO] - ===> Start testing [2020-11-08 13:52:06,407][root][INFO] - 101/312: Data time: 0.0048, Iter time: 0.2936 Loss 0.860 (AVG: 1.269) Score 81.023 (AVG: 64.731) mIOU 11.929 mAP 25.835 mAcc 17.182 IOU: 59.003 92.864 1.936 0.172 40.145 0.000 27.378 0.002 7.507 8.511 0.000 0.000 0.000 0.000 0.000 0.000 0.031 0.000 0.914 0.112 mAP: 60.810 90.185 15.294 32.157 44.648 32.074 34.563 16.920 20.980 28.118 2.008 20.962 23.383 22.473 6.301 8.707 24.463 8.391 14.303 9.961 mAcc: 95.335 98.291 2.196 0.173 76.420 0.000 49.834 0.002 10.123 10.098 0.000 0.000 0.000 0.000 0.000 0.000 0.031 0.000 1.033 0.113 [2020-11-08 13:53:30,815][root][INFO] - 201/312: Data time: 0.0060, Iter time: 0.5526 Loss 0.969 (AVG: 1.333) Score 74.040 (AVG: 63.074) mIOU 11.389 mAP 25.963 mAcc 16.746 IOU: 57.573 92.147 1.953 0.197 36.270 0.000 24.938 0.004 6.523 6.724 0.000 0.000 0.000 0.000 0.000 0.000 0.049 0.000 1.272 0.127 mAP: 59.803 90.340 15.965 30.564 41.205 31.493 31.992 15.332 21.735 31.237 2.163 22.564 21.383 22.178 6.222 11.191 25.210 9.917 18.634 10.141 mAcc: 95.320 97.972 2.216 0.198 74.824 0.000 46.345 0.004 8.731 7.709 0.000 0.000 0.000 0.000 0.000 0.000 0.050 0.000 1.427 0.128 [2020-11-08 13:54:53,175][root][INFO] - 301/312: Data time: 0.0097, Iter time: 0.3573 Loss 1.196 (AVG: 1.321) Score 65.169 (AVG: 63.560) mIOU 11.338 mAP 25.805 mAcc 16.683 IOU: 58.895 92.311 2.060 0.172 35.859 0.000 23.109 0.003 6.541 6.277 0.000 0.000 0.000 0.000 0.000 0.000 0.052 0.000 1.350 0.135 mAP: 61.063 90.428 14.768 30.073 40.812 30.569 31.152 15.594 20.642 28.957 2.514 22.375 21.122 19.548 5.069 11.046 26.395 13.232 20.494 10.242 mAcc: 95.122 98.047 2.356 0.173 75.433 0.000 44.675 0.003 8.926 7.218 0.000 0.000 0.000 0.000 0.000 0.000 0.052 0.000 1.509 0.136 [2020-11-08 13:55:02,067][root][INFO] - 312/312: Data time: 0.0029, Iter time: 0.1972 Loss 2.193 (AVG: 1.325) Score 44.781 (AVG: 63.427) mIOU 11.302 mAP 25.668 mAcc 16.651 IOU: 58.549 92.370 2.052 0.167 35.759 0.000 23.020 0.003 6.482 6.109 0.000 0.000 0.000 0.000 0.000 0.000 0.051 0.000 1.353 0.126 mAP: 60.550 90.665 14.859 29.734 40.974 29.951 31.168 15.451 20.245 29.419 2.517 21.669 21.092 19.729 5.039 10.771 26.163 12.898 20.110 10.348 mAcc: 95.021 98.056 2.355 0.168 75.377 0.000 44.422 0.003 8.899 7.026 0.000 0.000 0.000 0.000 0.000 0.000 0.051 0.000 1.519 0.127 [2020-11-08 13:55:02,068][root][INFO] - Finished test. Elapsed time: 257.6038 [2020-11-08 13:55:14,435][root][INFO] - [2020-11-08 13:55:14,436][root][INFO] - ################################################################ [2020-11-08 13:55:14,436][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 13:55:14,436][root][INFO] - ################################################################ [2020-11-08 13:55:14,437][root][INFO] - cabinet : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - bed : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - chair : 0.086 0.224 0.487 [2020-11-08 13:55:14,437][root][INFO] - sofa : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - table : 0.001 0.003 0.035 [2020-11-08 13:55:14,437][root][INFO] - door : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - window : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - bookshelf : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - desk : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - curtain : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - otherfurniture : 0.000 0.000 0.000 [2020-11-08 13:55:14,437][root][INFO] - ---------------------------------------------------------------- [2020-11-08 13:55:14,437][root][INFO] - average : 0.005 0.013 0.029 [2020-11-08 13:55:14,437][root][INFO] - [2020-11-08 13:55:14,666][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 13:55:15,412][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 13:55:15,634][root][INFO] - Current best mIoU: 11.302 at iter 500 [2020-11-08 13:55:20,127][root][INFO] - ===> Epoch[20](501/26): Loss 1.6678, Sem 1.3608, dir -0.0543, norm 0.3613, swav 0.0000 LR: 9.548e-02 Score 61.508 Data time: 0.2611, Forward time: 2.2953, Backward time: 3.0817, DDP time: 0.0043, Total iter time: 4.4871 [2020-11-08 13:55:25,288][root][INFO] - ===> Epoch[20](502/26): Loss 1.9460, Sem 1.4266, dir -0.0578, norm 0.5772, swav 0.0000 LR: 9.547e-02 Score 59.907 Data time: 0.2370, Forward time: 2.2961, Backward time: 3.0798, DDP time: 0.0043, Total iter time: 5.0563 [2020-11-08 13:55:30,406][root][INFO] - ===> Epoch[20](503/26): Loss 1.5423, Sem 1.2418, dir -0.0609, norm 0.3615, swav 0.0000 LR: 9.546e-02 Score 63.745 Data time: 0.1264, Forward time: 2.2941, Backward time: 3.0807, DDP time: 0.0043, Total iter time: 4.9959 [2020-11-08 13:55:35,029][root][INFO] - ===> Epoch[20](504/26): Loss 1.8181, Sem 1.4440, dir -0.0809, norm 0.4551, swav 0.0000 LR: 9.545e-02 Score 56.066 Data time: 0.2024, Forward time: 2.2942, Backward time: 3.0786, DDP time: 0.0043, Total iter time: 4.5613 [2020-11-08 13:55:40,235][root][INFO] - ===> Epoch[20](505/26): Loss 1.6105, Sem 1.2473, dir -0.0418, norm 0.4050, swav 0.0000 LR: 9.544e-02 Score 62.820 Data time: 0.1437, Forward time: 2.2927, Backward time: 3.0790, DDP time: 0.0043, Total iter time: 5.1018 [2020-11-08 13:55:45,487][root][INFO] - ===> Epoch[20](506/26): Loss 1.7309, Sem 1.3617, dir -0.0567, norm 0.4259, swav 0.0000 LR: 9.543e-02 Score 60.284 Data time: 0.1768, Forward time: 2.2920, Backward time: 3.0789, DDP time: 0.0043, Total iter time: 5.1733 [2020-11-08 13:55:50,704][root][INFO] - ===> Epoch[20](507/26): Loss 1.7021, Sem 1.3698, dir -0.0756, norm 0.4079, swav 0.0000 LR: 9.543e-02 Score 59.789 Data time: 0.1899, Forward time: 2.2914, Backward time: 3.0785, DDP time: 0.0043, Total iter time: 5.1186 [2020-11-08 13:55:56,525][root][INFO] - ===> Epoch[20](508/26): Loss 1.7892, Sem 1.4237, dir -0.0652, norm 0.4307, swav 0.0000 LR: 9.542e-02 Score 60.845 Data time: 0.1935, Forward time: 2.2913, Backward time: 3.0787, DDP time: 0.0043, Total iter time: 5.7083 [2020-11-08 13:56:02,065][root][INFO] - ===> Epoch[20](509/26): Loss 1.8415, Sem 1.4697, dir -0.0662, norm 0.4380, swav 0.0000 LR: 9.541e-02 Score 53.989 Data time: 0.1733, Forward time: 2.2902, Backward time: 3.0793, DDP time: 0.0043, Total iter time: 5.4082 [2020-11-08 13:56:08,918][root][INFO] - ===> Epoch[20](510/26): Loss 1.6002, Sem 1.2143, dir -0.0491, norm 0.4350, swav 0.0000 LR: 9.540e-02 Score 66.664 Data time: 0.2314, Forward time: 2.2905, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 6.7984 [2020-11-08 13:56:14,916][root][INFO] - ===> Epoch[20](511/26): Loss 1.7464, Sem 1.4064, dir -0.1108, norm 0.4509, swav 0.0000 LR: 9.539e-02 Score 58.588 Data time: 0.2001, Forward time: 2.2901, Backward time: 3.0820, DDP time: 0.0043, Total iter time: 5.8839 [2020-11-08 13:56:20,579][root][INFO] - ===> Epoch[20](512/26): Loss 1.7768, Sem 1.4083, dir -0.0701, norm 0.4386, swav 0.0000 LR: 9.538e-02 Score 55.433 Data time: 0.1676, Forward time: 2.2891, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 5.5668 [2020-11-08 13:56:28,392][root][INFO] - ===> Epoch[20](513/26): Loss 1.9169, Sem 1.5247, dir -0.0793, norm 0.4715, swav 0.0000 LR: 9.537e-02 Score 53.883 Data time: 0.2272, Forward time: 2.2895, Backward time: 3.0863, DDP time: 0.0043, Total iter time: 7.7423 [2020-11-08 13:56:33,701][root][INFO] - ===> Epoch[20](514/26): Loss 1.7713, Sem 1.3769, dir -0.0697, norm 0.4641, swav 0.0000 LR: 9.536e-02 Score 56.727 Data time: 0.2300, Forward time: 2.2893, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 5.2000 [2020-11-08 13:56:40,674][root][INFO] - ===> Epoch[20](515/26): Loss 1.6662, Sem 1.3262, dir -0.0545, norm 0.3945, swav 0.0000 LR: 9.535e-02 Score 61.901 Data time: 0.2525, Forward time: 2.2903, Backward time: 3.0867, DDP time: 0.0043, Total iter time: 6.8625 [2020-11-08 13:56:47,025][root][INFO] - ===> Epoch[20](516/26): Loss 1.5141, Sem 1.2530, dir -0.0743, norm 0.3353, swav 0.0000 LR: 9.534e-02 Score 63.046 Data time: 0.1883, Forward time: 2.2900, Backward time: 3.0881, DDP time: 0.0043, Total iter time: 6.2245 [2020-11-08 13:56:52,973][root][INFO] - ===> Epoch[20](517/26): Loss 1.8813, Sem 1.4648, dir -0.0693, norm 0.4858, swav 0.0000 LR: 9.534e-02 Score 55.952 Data time: 0.1629, Forward time: 2.2890, Backward time: 3.0895, DDP time: 0.0043, Total iter time: 5.8650 [2020-11-08 13:56:58,831][root][INFO] - ===> Epoch[20](518/26): Loss 1.8702, Sem 1.4856, dir -0.0893, norm 0.4738, swav 0.0000 LR: 9.533e-02 Score 55.214 Data time: 0.2067, Forward time: 2.2892, Backward time: 3.0896, DDP time: 0.0043, Total iter time: 5.7908 [2020-11-08 13:57:04,327][root][INFO] - ===> Epoch[20](519/26): Loss 1.6990, Sem 1.3334, dir -0.0674, norm 0.4330, swav 0.0000 LR: 9.532e-02 Score 60.499 Data time: 0.2355, Forward time: 2.2897, Backward time: 3.0885, DDP time: 0.0043, Total iter time: 5.4030 [2020-11-08 13:57:10,153][root][INFO] - ===> Epoch[20](520/26): Loss 1.6886, Sem 1.2918, dir -0.0408, norm 0.4377, swav 0.0000 LR: 9.531e-02 Score 63.139 Data time: 0.1717, Forward time: 2.2889, Backward time: 3.0894, DDP time: 0.0043, Total iter time: 5.6907 [2020-11-08 13:57:16,165][root][INFO] - ===> Epoch[21](521/26): Loss 2.0434, Sem 1.4284, dir -0.0460, norm 0.6610, swav 0.0000 LR: 9.530e-02 Score 62.906 Data time: 0.1977, Forward time: 2.2883, Backward time: 3.0905, DDP time: 0.0043, Total iter time: 5.9157 [2020-11-08 13:57:23,062][root][INFO] - ===> Epoch[21](522/26): Loss 1.7736, Sem 1.3248, dir -0.0270, norm 0.4758, swav 0.0000 LR: 9.529e-02 Score 59.938 Data time: 0.2829, Forward time: 2.2894, Backward time: 3.0913, DDP time: 0.0043, Total iter time: 6.7673 [2020-11-08 13:57:29,398][root][INFO] - ===> Epoch[21](523/26): Loss 1.7956, Sem 1.4540, dir -0.0707, norm 0.4123, swav 0.0000 LR: 9.528e-02 Score 56.127 Data time: 0.1731, Forward time: 2.2887, Backward time: 3.0930, DDP time: 0.0043, Total iter time: 6.2027 [2020-11-08 13:57:36,400][root][INFO] - ===> Epoch[21](524/26): Loss 1.7999, Sem 1.3313, dir -0.0424, norm 0.5110, swav 0.0000 LR: 9.527e-02 Score 62.709 Data time: 0.2035, Forward time: 2.2877, Backward time: 3.0962, DDP time: 0.0043, Total iter time: 6.8993 [2020-11-08 13:57:42,023][root][INFO] - ===> Epoch[21](525/26): Loss 1.6153, Sem 1.2365, dir -0.0495, norm 0.4283, swav 0.0000 LR: 9.526e-02 Score 62.878 Data time: 0.2139, Forward time: 2.2879, Backward time: 3.0958, DDP time: 0.0043, Total iter time: 5.5156 [2020-11-08 13:57:48,455][root][INFO] - ===> Epoch[21](526/26): Loss 1.6812, Sem 1.4066, dir -0.1291, norm 0.4037, swav 0.0000 LR: 9.525e-02 Score 61.863 Data time: 0.1972, Forward time: 2.2873, Backward time: 3.0976, DDP time: 0.0043, Total iter time: 6.3130 [2020-11-08 13:57:53,912][root][INFO] - ===> Epoch[21](527/26): Loss 1.7214, Sem 1.3823, dir -0.0711, norm 0.4101, swav 0.0000 LR: 9.524e-02 Score 59.006 Data time: 0.2082, Forward time: 2.2871, Backward time: 3.0970, DDP time: 0.0043, Total iter time: 5.3594 [2020-11-08 13:57:58,810][root][INFO] - ===> Epoch[21](528/26): Loss 2.1204, Sem 1.5171, dir -0.0532, norm 0.6564, swav 0.0000 LR: 9.524e-02 Score 59.108 Data time: 0.1967, Forward time: 2.2869, Backward time: 3.0954, DDP time: 0.0043, Total iter time: 4.7727 [2020-11-08 13:58:03,042][root][INFO] - ===> Epoch[21](529/26): Loss 1.6512, Sem 1.3641, dir -0.0803, norm 0.3674, swav 0.0000 LR: 9.523e-02 Score 60.419 Data time: 0.1958, Forward time: 2.2866, Backward time: 3.0929, DDP time: 0.0043, Total iter time: 4.1449 [2020-11-08 13:58:08,097][root][INFO] - ===> Epoch[21](530/26): Loss 1.6736, Sem 1.4237, dir -0.0769, norm 0.3269, swav 0.0000 LR: 9.522e-02 Score 59.226 Data time: 0.1684, Forward time: 2.2855, Backward time: 3.0927, DDP time: 0.0043, Total iter time: 4.9337 [2020-11-08 13:58:13,414][root][INFO] - ===> Epoch[21](531/26): Loss 1.8115, Sem 1.4148, dir -0.0599, norm 0.4566, swav 0.0000 LR: 9.521e-02 Score 56.958 Data time: 0.2287, Forward time: 2.2860, Backward time: 3.0915, DDP time: 0.0043, Total iter time: 5.2702 [2020-11-08 13:58:19,954][root][INFO] - ===> Epoch[21](532/26): Loss 1.8224, Sem 1.3806, dir -0.0865, norm 0.5283, swav 0.0000 LR: 9.520e-02 Score 62.620 Data time: 0.2406, Forward time: 2.2866, Backward time: 3.0923, DDP time: 0.0043, Total iter time: 6.4198 [2020-11-08 13:58:26,056][root][INFO] - ===> Epoch[21](533/26): Loss 1.7718, Sem 1.4275, dir -0.0648, norm 0.4091, swav 0.0000 LR: 9.519e-02 Score 59.025 Data time: 0.2642, Forward time: 2.2877, Backward time: 3.0917, DDP time: 0.0043, Total iter time: 5.9655 [2020-11-08 13:58:31,126][root][INFO] - ===> Epoch[21](534/26): Loss 1.5414, Sem 1.2666, dir -0.0959, norm 0.3706, swav 0.0000 LR: 9.518e-02 Score 65.999 Data time: 0.2050, Forward time: 2.2874, Backward time: 3.0907, DDP time: 0.0044, Total iter time: 4.9432 [2020-11-08 13:58:37,259][root][INFO] - ===> Epoch[21](535/26): Loss 1.4492, Sem 1.1343, dir -0.0586, norm 0.3735, swav 0.0000 LR: 9.517e-02 Score 69.222 Data time: 0.1920, Forward time: 2.2869, Backward time: 3.0920, DDP time: 0.0044, Total iter time: 6.0413 [2020-11-08 13:58:43,883][root][INFO] - ===> Epoch[21](536/26): Loss 1.6649, Sem 1.3836, dir -0.0552, norm 0.3365, swav 0.0000 LR: 9.516e-02 Score 58.160 Data time: 0.2526, Forward time: 2.2875, Backward time: 3.0929, DDP time: 0.0044, Total iter time: 6.5379 [2020-11-08 13:58:51,027][root][INFO] - ===> Epoch[21](537/26): Loss 1.7557, Sem 1.3708, dir -0.0476, norm 0.4326, swav 0.0000 LR: 9.515e-02 Score 60.326 Data time: 0.2750, Forward time: 2.2882, Backward time: 3.0945, DDP time: 0.0044, Total iter time: 7.0085 [2020-11-08 13:58:56,532][root][INFO] - ===> Epoch[21](538/26): Loss 1.8177, Sem 1.3966, dir -0.0502, norm 0.4714, swav 0.0000 LR: 9.515e-02 Score 56.338 Data time: 0.2607, Forward time: 2.2893, Backward time: 3.0929, DDP time: 0.0044, Total iter time: 5.3848 [2020-11-08 13:59:03,026][root][INFO] - ===> Epoch[21](539/26): Loss 1.6152, Sem 1.2492, dir -0.0476, norm 0.4136, swav 0.0000 LR: 9.514e-02 Score 62.156 Data time: 0.2124, Forward time: 2.2893, Backward time: 3.0941, DDP time: 0.0044, Total iter time: 6.3345 [2020-11-08 13:59:07,964][root][INFO] - ===> Epoch[21](540/26): Loss 1.7358, Sem 1.4050, dir -0.0968, norm 0.4276, swav 0.0000 LR: 9.513e-02 Score 57.956 Data time: 0.2317, Forward time: 2.2895, Backward time: 3.0923, DDP time: 0.0044, Total iter time: 4.8084 [2020-11-08 13:59:13,912][root][INFO] - ===> Epoch[21](541/26): Loss 1.8065, Sem 1.4479, dir -0.0469, norm 0.4055, swav 0.0000 LR: 9.512e-02 Score 56.864 Data time: 0.2018, Forward time: 2.2892, Backward time: 3.0928, DDP time: 0.0044, Total iter time: 5.8428 [2020-11-08 13:59:19,144][root][INFO] - ===> Epoch[21](542/26): Loss 1.6289, Sem 1.3616, dir -0.0938, norm 0.3611, swav 0.0000 LR: 9.511e-02 Score 60.389 Data time: 0.1639, Forward time: 2.2881, Backward time: 3.0929, DDP time: 0.0044, Total iter time: 5.1190 [2020-11-08 13:59:25,608][root][INFO] - ===> Epoch[21](543/26): Loss 1.7408, Sem 1.4661, dir -0.1019, norm 0.3766, swav 0.0000 LR: 9.510e-02 Score 57.073 Data time: 0.1591, Forward time: 2.2871, Backward time: 3.0952, DDP time: 0.0044, Total iter time: 6.3918 [2020-11-08 13:59:30,500][root][INFO] - ===> Epoch[21](544/26): Loss 1.6480, Sem 1.4027, dir -0.0986, norm 0.3439, swav 0.0000 LR: 9.509e-02 Score 55.615 Data time: 0.1559, Forward time: 2.2857, Backward time: 3.0951, DDP time: 0.0044, Total iter time: 4.8043 [2020-11-08 13:59:35,763][root][INFO] - ===> Epoch[21](545/26): Loss 1.7691, Sem 1.4654, dir -0.1381, norm 0.4418, swav 0.0000 LR: 9.508e-02 Score 57.767 Data time: 0.2358, Forward time: 2.2860, Backward time: 3.0940, DDP time: 0.0044, Total iter time: 5.1979 [2020-11-08 13:59:40,946][root][INFO] - ===> Epoch[21](546/26): Loss 1.7318, Sem 1.4129, dir -0.0467, norm 0.3656, swav 0.0000 LR: 9.507e-02 Score 58.339 Data time: 0.2417, Forward time: 2.2863, Backward time: 3.0926, DDP time: 0.0044, Total iter time: 5.0399 [2020-11-08 13:59:46,803][root][INFO] - ===> Epoch[22](547/26): Loss 1.6796, Sem 1.3905, dir -0.1013, norm 0.3905, swav 0.0000 LR: 9.506e-02 Score 60.827 Data time: 0.1843, Forward time: 2.2858, Backward time: 3.0932, DDP time: 0.0044, Total iter time: 5.7403 [2020-11-08 13:59:52,217][root][INFO] - ===> Epoch[22](548/26): Loss 1.6475, Sem 1.3441, dir -0.0559, norm 0.3593, swav 0.0000 LR: 9.505e-02 Score 59.310 Data time: 0.2597, Forward time: 2.2866, Backward time: 3.0917, DDP time: 0.0044, Total iter time: 5.3050 [2020-11-08 13:59:56,969][root][INFO] - ===> Epoch[22](549/26): Loss 1.6011, Sem 1.2674, dir -0.0396, norm 0.3733, swav 0.0000 LR: 9.505e-02 Score 63.909 Data time: 0.1895, Forward time: 2.2861, Backward time: 3.0904, DDP time: 0.0044, Total iter time: 4.6102 [2020-11-08 14:00:03,598][root][INFO] - ===> Epoch[22](550/26): Loss 1.6578, Sem 1.2650, dir -0.0311, norm 0.4239, swav 0.0000 LR: 9.504e-02 Score 63.025 Data time: 0.2643, Forward time: 2.2863, Backward time: 3.0916, DDP time: 0.0044, Total iter time: 6.5171 [2020-11-08 14:00:09,876][root][INFO] - ===> Epoch[22](551/26): Loss 1.6334, Sem 1.3763, dir -0.0802, norm 0.3374, swav 0.0000 LR: 9.503e-02 Score 60.483 Data time: 0.2282, Forward time: 2.2869, Backward time: 3.0917, DDP time: 0.0044, Total iter time: 6.1393 [2020-11-08 14:00:15,249][root][INFO] - ===> Epoch[22](552/26): Loss 1.8643, Sem 1.4822, dir -0.0614, norm 0.4435, swav 0.0000 LR: 9.502e-02 Score 54.608 Data time: 0.1601, Forward time: 2.2861, Backward time: 3.0919, DDP time: 0.0044, Total iter time: 5.2458 [2020-11-08 14:00:20,208][root][INFO] - ===> Epoch[22](553/26): Loss 1.7308, Sem 1.3551, dir -0.0813, norm 0.4569, swav 0.0000 LR: 9.501e-02 Score 60.411 Data time: 0.1522, Forward time: 2.2847, Backward time: 3.0916, DDP time: 0.0044, Total iter time: 4.8535 [2020-11-08 14:00:25,987][root][INFO] - ===> Epoch[22](554/26): Loss 1.6233, Sem 1.3781, dir -0.1257, norm 0.3709, swav 0.0000 LR: 9.500e-02 Score 59.228 Data time: 0.2075, Forward time: 2.2844, Backward time: 3.0920, DDP time: 0.0044, Total iter time: 5.6884 [2020-11-08 14:00:31,160][root][INFO] - ===> Epoch[22](555/26): Loss 1.7427, Sem 1.3208, dir -0.0371, norm 0.4590, swav 0.0000 LR: 9.499e-02 Score 62.842 Data time: 0.2477, Forward time: 2.2849, Backward time: 3.0904, DDP time: 0.0044, Total iter time: 5.0620 [2020-11-08 14:00:36,704][root][INFO] - ===> Epoch[22](556/26): Loss 1.6277, Sem 1.1108, dir -0.0179, norm 0.5348, swav 0.0000 LR: 9.498e-02 Score 67.816 Data time: 0.2210, Forward time: 2.2853, Backward time: 3.0897, DDP time: 0.0044, Total iter time: 5.4238 [2020-11-08 14:00:42,899][root][INFO] - ===> Epoch[22](557/26): Loss 1.7988, Sem 1.3898, dir -0.0491, norm 0.4582, swav 0.0000 LR: 9.497e-02 Score 59.991 Data time: 0.1208, Forward time: 2.2836, Backward time: 3.0923, DDP time: 0.0044, Total iter time: 6.0604 [2020-11-08 14:00:47,623][root][INFO] - ===> Epoch[22](558/26): Loss 1.5351, Sem 1.1522, dir -0.0757, norm 0.4587, swav 0.0000 LR: 9.496e-02 Score 66.503 Data time: 0.1764, Forward time: 2.2830, Backward time: 3.0912, DDP time: 0.0044, Total iter time: 4.6403 [2020-11-08 14:00:52,997][root][INFO] - ===> Epoch[22](559/26): Loss 1.8789, Sem 1.4800, dir -0.0770, norm 0.4758, swav 0.0000 LR: 9.496e-02 Score 59.517 Data time: 0.1415, Forward time: 2.2814, Backward time: 3.0923, DDP time: 0.0044, Total iter time: 5.2739 [2020-11-08 14:00:59,429][root][INFO] - ===> Epoch[22](560/26): Loss 1.8404, Sem 1.3854, dir -0.0292, norm 0.4842, swav 0.0000 LR: 9.495e-02 Score 59.886 Data time: 0.1155, Forward time: 2.2798, Backward time: 3.0954, DDP time: 0.0044, Total iter time: 6.3672 [2020-11-08 14:01:05,253][root][INFO] - ===> Epoch[22](561/26): Loss 1.6189, Sem 1.2302, dir -0.0417, norm 0.4303, swav 0.0000 LR: 9.494e-02 Score 63.247 Data time: 0.1772, Forward time: 2.2788, Backward time: 3.0966, DDP time: 0.0044, Total iter time: 5.7429 [2020-11-08 14:01:11,742][root][INFO] - ===> Epoch[22](562/26): Loss 1.5664, Sem 1.2581, dir -0.0713, norm 0.3796, swav 0.0000 LR: 9.493e-02 Score 61.882 Data time: 0.2671, Forward time: 2.2798, Backward time: 3.0969, DDP time: 0.0044, Total iter time: 6.4052 [2020-11-08 14:01:16,771][root][INFO] - ===> Epoch[22](563/26): Loss 1.7177, Sem 1.3943, dir -0.0570, norm 0.3804, swav 0.0000 LR: 9.492e-02 Score 59.015 Data time: 0.1953, Forward time: 2.2797, Backward time: 3.0957, DDP time: 0.0044, Total iter time: 4.8921 [2020-11-08 14:01:21,776][root][INFO] - ===> Epoch[22](564/26): Loss 1.7697, Sem 1.3495, dir -0.0455, norm 0.4658, swav 0.0000 LR: 9.491e-02 Score 61.836 Data time: 0.1638, Forward time: 2.2787, Backward time: 3.0954, DDP time: 0.0044, Total iter time: 4.8928 [2020-11-08 14:01:27,409][root][INFO] - ===> Epoch[22](565/26): Loss 1.8709, Sem 1.3333, dir -0.0539, norm 0.5915, swav 0.0000 LR: 9.490e-02 Score 56.943 Data time: 0.2552, Forward time: 2.2797, Backward time: 3.0942, DDP time: 0.0044, Total iter time: 5.5425 [2020-11-08 14:01:32,379][root][INFO] - ===> Epoch[22](566/26): Loss 1.5105, Sem 1.2499, dir -0.0723, norm 0.3329, swav 0.0000 LR: 9.489e-02 Score 62.011 Data time: 0.1947, Forward time: 2.2795, Backward time: 3.0931, DDP time: 0.0044, Total iter time: 4.8551 [2020-11-08 14:01:37,189][root][INFO] - ===> Epoch[22](567/26): Loss 1.5964, Sem 1.3119, dir -0.0733, norm 0.3578, swav 0.0000 LR: 9.488e-02 Score 60.866 Data time: 0.2237, Forward time: 2.2798, Backward time: 3.0912, DDP time: 0.0044, Total iter time: 4.7156 [2020-11-08 14:01:42,944][root][INFO] - ===> Epoch[22](568/26): Loss 1.6505, Sem 1.3240, dir -0.0649, norm 0.3915, swav 0.0000 LR: 9.487e-02 Score 59.453 Data time: 0.2112, Forward time: 2.2794, Backward time: 3.0915, DDP time: 0.0044, Total iter time: 5.6401 [2020-11-08 14:01:47,469][root][INFO] - ===> Epoch[22](569/26): Loss 1.5951, Sem 1.3414, dir -0.0727, norm 0.3265, swav 0.0000 LR: 9.486e-02 Score 61.023 Data time: 0.2006, Forward time: 2.2791, Backward time: 3.0897, DDP time: 0.0044, Total iter time: 4.4249 [2020-11-08 14:01:52,679][root][INFO] - ===> Epoch[22](570/26): Loss 1.5869, Sem 1.2142, dir -0.0600, norm 0.4327, swav 0.0000 LR: 9.486e-02 Score 64.169 Data time: 0.1788, Forward time: 2.2787, Backward time: 3.0893, DDP time: 0.0044, Total iter time: 5.1214 [2020-11-08 14:01:59,568][root][INFO] - ===> Epoch[22](571/26): Loss 1.9880, Sem 1.5254, dir -0.0397, norm 0.5023, swav 0.0000 LR: 9.485e-02 Score 57.331 Data time: 0.1343, Forward time: 2.2774, Backward time: 3.0925, DDP time: 0.0044, Total iter time: 6.7898 [2020-11-08 14:02:06,072][root][INFO] - ===> Epoch[22](572/26): Loss 1.7491, Sem 1.3887, dir -0.0744, norm 0.4348, swav 0.0000 LR: 9.484e-02 Score 58.765 Data time: 0.1862, Forward time: 2.2769, Backward time: 3.0944, DDP time: 0.0044, Total iter time: 6.4612 [2020-11-08 14:02:10,835][root][INFO] - ===> Epoch[23](573/26): Loss 1.7393, Sem 1.4832, dir -0.1122, norm 0.3683, swav 0.0000 LR: 9.483e-02 Score 56.495 Data time: 0.2316, Forward time: 2.2771, Backward time: 3.0925, DDP time: 0.0044, Total iter time: 4.6660 [2020-11-08 14:02:17,655][root][INFO] - ===> Epoch[23](574/26): Loss 1.5403, Sem 1.2161, dir -0.0491, norm 0.3734, swav 0.0000 LR: 9.482e-02 Score 65.539 Data time: 0.2895, Forward time: 2.2788, Backward time: 3.0925, DDP time: 0.0044, Total iter time: 6.7104 [2020-11-08 14:02:22,942][root][INFO] - ===> Epoch[23](575/26): Loss 1.5513, Sem 1.2421, dir -0.1073, norm 0.4165, swav 0.0000 LR: 9.481e-02 Score 63.889 Data time: 0.2758, Forward time: 2.2796, Backward time: 3.0909, DDP time: 0.0044, Total iter time: 5.1582 [2020-11-08 14:02:28,346][root][INFO] - ===> Epoch[23](576/26): Loss 1.7375, Sem 1.3801, dir -0.0730, norm 0.4305, swav 0.0000 LR: 9.480e-02 Score 57.530 Data time: 0.2513, Forward time: 2.2804, Backward time: 3.0895, DDP time: 0.0044, Total iter time: 5.2898 [2020-11-08 14:02:33,618][root][INFO] - ===> Epoch[23](577/26): Loss 1.8105, Sem 1.3031, dir -0.0650, norm 0.5724, swav 0.0000 LR: 9.479e-02 Score 59.906 Data time: 0.2700, Forward time: 2.2812, Backward time: 3.0878, DDP time: 0.0044, Total iter time: 5.1647 [2020-11-08 14:02:40,013][root][INFO] - ===> Epoch[23](578/26): Loss 1.7684, Sem 1.4367, dir -0.0656, norm 0.3974, swav 0.0000 LR: 9.478e-02 Score 57.796 Data time: 0.2691, Forward time: 2.2820, Backward time: 3.0880, DDP time: 0.0044, Total iter time: 6.2571 [2020-11-08 14:02:46,523][root][INFO] - ===> Epoch[23](579/26): Loss 1.5814, Sem 1.3194, dir -0.0965, norm 0.3586, swav 0.0000 LR: 9.477e-02 Score 62.187 Data time: 0.2214, Forward time: 2.2822, Backward time: 3.0890, DDP time: 0.0044, Total iter time: 6.3891 [2020-11-08 14:02:53,181][root][INFO] - ===> Epoch[23](580/26): Loss 1.6155, Sem 1.2975, dir -0.0599, norm 0.3780, swav 0.0000 LR: 9.477e-02 Score 63.906 Data time: 0.1816, Forward time: 2.2819, Backward time: 3.0909, DDP time: 0.0044, Total iter time: 6.5552 [2020-11-08 14:03:00,695][root][INFO] - ===> Epoch[23](581/26): Loss 1.5906, Sem 1.1940, dir -0.0498, norm 0.4464, swav 0.0000 LR: 9.476e-02 Score 63.509 Data time: 0.2267, Forward time: 2.2821, Backward time: 3.0935, DDP time: 0.0044, Total iter time: 7.3673 [2020-11-08 14:03:07,001][root][INFO] - ===> Epoch[23](582/26): Loss 1.6165, Sem 1.3029, dir -0.0836, norm 0.3972, swav 0.0000 LR: 9.475e-02 Score 62.176 Data time: 0.2409, Forward time: 2.2829, Backward time: 3.0936, DDP time: 0.0044, Total iter time: 6.2002 [2020-11-08 14:03:11,850][root][INFO] - ===> Epoch[23](583/26): Loss 1.7009, Sem 1.2468, dir -0.0307, norm 0.4848, swav 0.0000 LR: 9.474e-02 Score 62.821 Data time: 0.1400, Forward time: 2.2819, Backward time: 3.0931, DDP time: 0.0044, Total iter time: 4.7095 [2020-11-08 14:03:16,907][root][INFO] - ===> Epoch[23](584/26): Loss 1.6371, Sem 1.3008, dir -0.0942, norm 0.4305, swav 0.0000 LR: 9.473e-02 Score 62.508 Data time: 0.2082, Forward time: 2.2818, Backward time: 3.0921, DDP time: 0.0044, Total iter time: 4.9820 [2020-11-08 14:03:22,607][root][INFO] - ===> Epoch[23](585/26): Loss 1.7283, Sem 1.2780, dir -0.0655, norm 0.5157, swav 0.0000 LR: 9.472e-02 Score 63.309 Data time: 0.2422, Forward time: 2.2823, Backward time: 3.0915, DDP time: 0.0044, Total iter time: 5.5810 [2020-11-08 14:03:29,850][root][INFO] - ===> Epoch[23](586/26): Loss 1.7553, Sem 1.3718, dir -0.0036, norm 0.3871, swav 0.0000 LR: 9.471e-02 Score 59.562 Data time: 0.2235, Forward time: 2.2824, Backward time: 3.0937, DDP time: 0.0044, Total iter time: 7.1246 [2020-11-08 14:03:35,456][root][INFO] - ===> Epoch[23](587/26): Loss 1.9311, Sem 1.4397, dir -0.0415, norm 0.5329, swav 0.0000 LR: 9.470e-02 Score 57.569 Data time: 0.2638, Forward time: 2.2832, Backward time: 3.0926, DDP time: 0.0044, Total iter time: 5.4728 [2020-11-08 14:03:42,574][root][INFO] - ===> Epoch[23](588/26): Loss 1.5993, Sem 1.2328, dir -0.0217, norm 0.3882, swav 0.0000 LR: 9.469e-02 Score 63.428 Data time: 0.2173, Forward time: 2.2836, Backward time: 3.0945, DDP time: 0.0044, Total iter time: 6.9943 [2020-11-08 14:03:47,189][root][INFO] - ===> Epoch[23](589/26): Loss 1.7680, Sem 1.4480, dir -0.0814, norm 0.4013, swav 0.0000 LR: 9.468e-02 Score 61.785 Data time: 0.1735, Forward time: 2.2828, Backward time: 3.0933, DDP time: 0.0044, Total iter time: 4.4755 [2020-11-08 14:03:52,145][root][INFO] - ===> Epoch[23](590/26): Loss 1.8045, Sem 1.4000, dir -0.0460, norm 0.4506, swav 0.0000 LR: 9.467e-02 Score 59.944 Data time: 0.2135, Forward time: 2.2828, Backward time: 3.0920, DDP time: 0.0044, Total iter time: 4.8787 [2020-11-08 14:03:58,067][root][INFO] - ===> Epoch[23](591/26): Loss 1.5635, Sem 1.3422, dir -0.1318, norm 0.3531, swav 0.0000 LR: 9.467e-02 Score 58.349 Data time: 0.2306, Forward time: 2.2831, Backward time: 3.0920, DDP time: 0.0044, Total iter time: 5.8178 [2020-11-08 14:04:03,138][root][INFO] - ===> Epoch[23](592/26): Loss 1.5688, Sem 1.2316, dir -0.0632, norm 0.4004, swav 0.0000 LR: 9.466e-02 Score 63.756 Data time: 0.2223, Forward time: 2.2835, Backward time: 3.0905, DDP time: 0.0044, Total iter time: 4.9469 [2020-11-08 14:04:09,195][root][INFO] - ===> Epoch[23](593/26): Loss 1.6233, Sem 1.2385, dir -0.0522, norm 0.4370, swav 0.0000 LR: 9.465e-02 Score 63.605 Data time: 0.1218, Forward time: 2.2819, Backward time: 3.0928, DDP time: 0.0044, Total iter time: 5.9412 [2020-11-08 14:04:15,527][root][INFO] - ===> Epoch[23](594/26): Loss 1.7931, Sem 1.4231, dir -0.1115, norm 0.4815, swav 0.0000 LR: 9.464e-02 Score 54.751 Data time: 0.1690, Forward time: 2.2809, Backward time: 3.0947, DDP time: 0.0044, Total iter time: 6.2532 [2020-11-08 14:04:20,825][root][INFO] - ===> Epoch[23](595/26): Loss 1.4309, Sem 1.2288, dir -0.1435, norm 0.3456, swav 0.0000 LR: 9.463e-02 Score 62.486 Data time: 0.1859, Forward time: 2.2805, Backward time: 3.0944, DDP time: 0.0044, Total iter time: 5.2153 [2020-11-08 14:04:26,810][root][INFO] - ===> Epoch[23](596/26): Loss 1.8032, Sem 1.3835, dir -0.0570, norm 0.4767, swav 0.0000 LR: 9.462e-02 Score 60.113 Data time: 0.1912, Forward time: 2.2800, Backward time: 3.0953, DDP time: 0.0044, Total iter time: 5.8761 [2020-11-08 14:04:32,135][root][INFO] - ===> Epoch[23](597/26): Loss 1.9688, Sem 1.4396, dir -0.0680, norm 0.5972, swav 0.0000 LR: 9.461e-02 Score 57.951 Data time: 0.1893, Forward time: 2.2797, Backward time: 3.0949, DDP time: 0.0044, Total iter time: 5.2289 [2020-11-08 14:04:38,276][root][INFO] - ===> Epoch[23](598/26): Loss 1.6228, Sem 1.2526, dir -0.0787, norm 0.4490, swav 0.0000 LR: 9.460e-02 Score 61.159 Data time: 0.2306, Forward time: 2.2800, Backward time: 3.0952, DDP time: 0.0044, Total iter time: 6.0282 [2020-11-08 14:04:44,571][root][INFO] - ===> Epoch[24](599/26): Loss 1.5773, Sem 1.2530, dir -0.1193, norm 0.4435, swav 0.0000 LR: 9.459e-02 Score 63.858 Data time: 0.2861, Forward time: 2.2814, Backward time: 3.0946, DDP time: 0.0044, Total iter time: 6.1605 [2020-11-08 14:04:50,239][root][INFO] - ===> Epoch[24](600/26): Loss 1.7853, Sem 1.4238, dir -0.0673, norm 0.4288, swav 0.0000 LR: 9.458e-02 Score 56.672 Data time: 0.1944, Forward time: 2.2812, Backward time: 3.0946, DDP time: 0.0044, Total iter time: 5.5116 [2020-11-08 14:04:55,687][root][INFO] - ===> Epoch[24](601/26): Loss 1.7143, Sem 1.3706, dir -0.0340, norm 0.3777, swav 0.0000 LR: 9.457e-02 Score 58.882 Data time: 0.2219, Forward time: 2.2814, Backward time: 3.0939, DDP time: 0.0044, Total iter time: 5.3473 [2020-11-08 14:05:00,217][root][INFO] - ===> Epoch[24](602/26): Loss 1.4890, Sem 1.2523, dir -0.1163, norm 0.3530, swav 0.0000 LR: 9.457e-02 Score 62.708 Data time: 0.1411, Forward time: 2.2802, Backward time: 3.0931, DDP time: 0.0044, Total iter time: 4.4135 [2020-11-08 14:05:05,355][root][INFO] - ===> Epoch[24](603/26): Loss 1.7225, Sem 1.3677, dir -0.1164, norm 0.4713, swav 0.0000 LR: 9.456e-02 Score 61.419 Data time: 0.1886, Forward time: 2.2797, Backward time: 3.0927, DDP time: 0.0044, Total iter time: 5.0729 [2020-11-08 14:05:12,091][root][INFO] - ===> Epoch[24](604/26): Loss 1.9071, Sem 1.4730, dir -0.0581, norm 0.4922, swav 0.0000 LR: 9.455e-02 Score 54.850 Data time: 0.2398, Forward time: 2.2802, Backward time: 3.0938, DDP time: 0.0044, Total iter time: 6.6326 [2020-11-08 14:05:17,998][root][INFO] - ===> Epoch[24](605/26): Loss 1.8337, Sem 1.3992, dir -0.0445, norm 0.4790, swav 0.0000 LR: 9.454e-02 Score 56.836 Data time: 0.2634, Forward time: 2.2808, Backward time: 3.0933, DDP time: 0.0044, Total iter time: 5.7794 [2020-11-08 14:05:23,701][root][INFO] - ===> Epoch[24](606/26): Loss 1.7220, Sem 1.3921, dir -0.1245, norm 0.4544, swav 0.0000 LR: 9.453e-02 Score 57.775 Data time: 0.2292, Forward time: 2.2814, Backward time: 3.0926, DDP time: 0.0044, Total iter time: 5.5504 [2020-11-08 14:05:28,980][root][INFO] - ===> Epoch[24](607/26): Loss 1.4393, Sem 1.1779, dir -0.0310, norm 0.2924, swav 0.0000 LR: 9.452e-02 Score 66.203 Data time: 0.1890, Forward time: 2.2809, Backward time: 3.0923, DDP time: 0.0044, Total iter time: 5.1652 [2020-11-08 14:05:35,169][root][INFO] - ===> Epoch[24](608/26): Loss 1.6131, Sem 1.2343, dir -0.0551, norm 0.4340, swav 0.0000 LR: 9.451e-02 Score 64.731 Data time: 0.2083, Forward time: 2.2806, Backward time: 3.0932, DDP time: 0.0044, Total iter time: 6.1101 [2020-11-08 14:05:41,201][root][INFO] - ===> Epoch[24](609/26): Loss 1.4985, Sem 1.1775, dir -0.0522, norm 0.3732, swav 0.0000 LR: 9.450e-02 Score 66.868 Data time: 0.2403, Forward time: 2.2811, Backward time: 3.0931, DDP time: 0.0044, Total iter time: 5.9068 [2020-11-08 14:05:46,364][root][INFO] - ===> Epoch[24](610/26): Loss 1.6063, Sem 1.2211, dir -0.0795, norm 0.4647, swav 0.0000 LR: 9.449e-02 Score 63.193 Data time: 0.1796, Forward time: 2.2806, Backward time: 3.0927, DDP time: 0.0044, Total iter time: 5.0222 [2020-11-08 14:05:51,599][root][INFO] - ===> Epoch[24](611/26): Loss 1.7889, Sem 1.4476, dir -0.1057, norm 0.4471, swav 0.0000 LR: 9.448e-02 Score 59.790 Data time: 0.2314, Forward time: 2.2810, Backward time: 3.0915, DDP time: 0.0044, Total iter time: 5.1542 [2020-11-08 14:05:57,515][root][INFO] - ===> Epoch[24](612/26): Loss 1.5283, Sem 1.2909, dir -0.1226, norm 0.3600, swav 0.0000 LR: 9.448e-02 Score 63.057 Data time: 0.2050, Forward time: 2.2807, Backward time: 3.0920, DDP time: 0.0044, Total iter time: 5.7971 [2020-11-08 14:06:03,266][root][INFO] - ===> Epoch[24](613/26): Loss 1.6499, Sem 1.2551, dir -0.0429, norm 0.4378, swav 0.0000 LR: 9.447e-02 Score 62.635 Data time: 0.2876, Forward time: 2.2818, Backward time: 3.0908, DDP time: 0.0044, Total iter time: 5.6367 [2020-11-08 14:06:08,824][root][INFO] - ===> Epoch[24](614/26): Loss 1.8956, Sem 1.4548, dir -0.0709, norm 0.5117, swav 0.0000 LR: 9.446e-02 Score 55.223 Data time: 0.2352, Forward time: 2.2823, Backward time: 3.0900, DDP time: 0.0044, Total iter time: 5.4248 [2020-11-08 14:06:13,890][root][INFO] - ===> Epoch[24](615/26): Loss 1.5606, Sem 1.1950, dir -0.0722, norm 0.4379, swav 0.0000 LR: 9.445e-02 Score 64.459 Data time: 0.1936, Forward time: 2.2821, Backward time: 3.0891, DDP time: 0.0044, Total iter time: 4.9381 [2020-11-08 14:06:20,383][root][INFO] - ===> Epoch[24](616/26): Loss 1.6026, Sem 1.3236, dir -0.0730, norm 0.3521, swav 0.0000 LR: 9.444e-02 Score 62.238 Data time: 0.1723, Forward time: 2.2814, Backward time: 3.0909, DDP time: 0.0044, Total iter time: 6.3925 [2020-11-08 14:06:26,081][root][INFO] - ===> Epoch[24](617/26): Loss 1.9071, Sem 1.4895, dir -0.0927, norm 0.5103, swav 0.0000 LR: 9.443e-02 Score 54.781 Data time: 0.1495, Forward time: 2.2803, Backward time: 3.0919, DDP time: 0.0044, Total iter time: 5.5861 [2020-11-08 14:06:30,423][root][INFO] - ===> Epoch[24](618/26): Loss 1.7520, Sem 1.2740, dir -0.0726, norm 0.5507, swav 0.0000 LR: 9.442e-02 Score 62.423 Data time: 0.1735, Forward time: 2.2794, Backward time: 3.0906, DDP time: 0.0044, Total iter time: 4.2710 [2020-11-08 14:06:36,254][root][INFO] - ===> Epoch[24](619/26): Loss 1.7355, Sem 1.3416, dir -0.0687, norm 0.4626, swav 0.0000 LR: 9.441e-02 Score 60.641 Data time: 0.2484, Forward time: 2.2800, Backward time: 3.0901, DDP time: 0.0044, Total iter time: 5.7239 [2020-11-08 14:06:42,264][root][INFO] - ===> Epoch[24](620/26): Loss 1.3267, Sem 1.1625, dir -0.1257, norm 0.2900, swav 0.0000 LR: 9.440e-02 Score 65.131 Data time: 0.1958, Forward time: 2.2796, Backward time: 3.0908, DDP time: 0.0044, Total iter time: 5.9001 [2020-11-08 14:06:48,053][root][INFO] - ===> Epoch[24](621/26): Loss 1.5739, Sem 1.2453, dir -0.0577, norm 0.3863, swav 0.0000 LR: 9.439e-02 Score 63.603 Data time: 0.2101, Forward time: 2.2797, Backward time: 3.0907, DDP time: 0.0044, Total iter time: 5.6743 [2020-11-08 14:06:53,479][root][INFO] - ===> Epoch[24](622/26): Loss 1.5983, Sem 1.2945, dir -0.0713, norm 0.3751, swav 0.0000 LR: 9.438e-02 Score 61.297 Data time: 0.2007, Forward time: 2.2795, Backward time: 3.0904, DDP time: 0.0044, Total iter time: 5.2986 [2020-11-08 14:07:00,755][root][INFO] - ===> Epoch[24](623/26): Loss 1.5734, Sem 1.3192, dir -0.0630, norm 0.3172, swav 0.0000 LR: 9.438e-02 Score 61.290 Data time: 0.2074, Forward time: 2.2796, Backward time: 3.0926, DDP time: 0.0044, Total iter time: 7.1690 [2020-11-08 14:07:05,999][root][INFO] - ===> Epoch[24](624/26): Loss 1.8511, Sem 1.4220, dir -0.0736, norm 0.5027, swav 0.0000 LR: 9.437e-02 Score 57.527 Data time: 0.1633, Forward time: 2.2785, Backward time: 3.0929, DDP time: 0.0044, Total iter time: 5.1204 [2020-11-08 14:07:12,320][root][INFO] - ===> Epoch[25](625/26): Loss 1.3955, Sem 1.1838, dir -0.0809, norm 0.2927, swav 0.0000 LR: 9.436e-02 Score 66.689 Data time: 0.2594, Forward time: 2.2795, Backward time: 3.0928, DDP time: 0.0044, Total iter time: 6.2484 [2020-11-08 14:07:17,579][root][INFO] - ===> Epoch[25](626/26): Loss 1.6963, Sem 1.3558, dir -0.0615, norm 0.4020, swav 0.0000 LR: 9.435e-02 Score 58.119 Data time: 0.1849, Forward time: 2.2791, Backward time: 3.0923, DDP time: 0.0044, Total iter time: 5.1348 [2020-11-08 14:07:23,063][root][INFO] - ===> Epoch[25](627/26): Loss 1.7375, Sem 1.4270, dir -0.0913, norm 0.4018, swav 0.0000 LR: 9.434e-02 Score 57.758 Data time: 0.2041, Forward time: 2.2789, Backward time: 3.0921, DDP time: 0.0044, Total iter time: 5.3893 [2020-11-08 14:07:27,877][root][INFO] - ===> Epoch[25](628/26): Loss 1.6524, Sem 1.3821, dir -0.0457, norm 0.3160, swav 0.0000 LR: 9.433e-02 Score 58.367 Data time: 0.2085, Forward time: 2.2788, Backward time: 3.0907, DDP time: 0.0044, Total iter time: 4.6890 [2020-11-08 14:07:32,994][root][INFO] - ===> Epoch[25](629/26): Loss 1.5463, Sem 1.2886, dir -0.0690, norm 0.3267, swav 0.0000 LR: 9.432e-02 Score 61.942 Data time: 0.2188, Forward time: 2.2790, Backward time: 3.0896, DDP time: 0.0044, Total iter time: 5.0185 [2020-11-08 14:07:38,767][root][INFO] - ===> Epoch[25](630/26): Loss 1.6888, Sem 1.3774, dir -0.0994, norm 0.4108, swav 0.0000 LR: 9.431e-02 Score 59.063 Data time: 0.2153, Forward time: 2.2791, Backward time: 3.0895, DDP time: 0.0044, Total iter time: 5.6453 [2020-11-08 14:07:43,753][root][INFO] - ===> Epoch[25](631/26): Loss 1.6067, Sem 1.2405, dir -0.0338, norm 0.4000, swav 0.0000 LR: 9.430e-02 Score 65.993 Data time: 0.2168, Forward time: 2.2792, Backward time: 3.0882, DDP time: 0.0044, Total iter time: 4.8550 [2020-11-08 14:07:49,696][root][INFO] - ===> Epoch[25](632/26): Loss 1.7601, Sem 1.3995, dir -0.0407, norm 0.4014, swav 0.0000 LR: 9.429e-02 Score 56.825 Data time: 0.2172, Forward time: 2.2795, Backward time: 3.0882, DDP time: 0.0044, Total iter time: 5.8240 [2020-11-08 14:07:55,964][root][INFO] - ===> Epoch[25](633/26): Loss 1.6298, Sem 1.2888, dir -0.0571, norm 0.3982, swav 0.0000 LR: 9.429e-02 Score 61.959 Data time: 0.1925, Forward time: 2.2793, Backward time: 3.0892, DDP time: 0.0044, Total iter time: 6.1432 [2020-11-08 14:08:02,539][root][INFO] - ===> Epoch[25](634/26): Loss 1.6729, Sem 1.3212, dir -0.0755, norm 0.4272, swav 0.0000 LR: 9.428e-02 Score 59.289 Data time: 0.1260, Forward time: 2.2780, Backward time: 3.0917, DDP time: 0.0044, Total iter time: 6.4815 [2020-11-08 14:08:08,374][root][INFO] - ===> Epoch[25](635/26): Loss 1.6672, Sem 1.2573, dir -0.1047, norm 0.5146, swav 0.0000 LR: 9.427e-02 Score 63.162 Data time: 0.1908, Forward time: 2.2774, Backward time: 3.0924, DDP time: 0.0044, Total iter time: 5.7664 [2020-11-08 14:08:13,076][root][INFO] - ===> Epoch[25](636/26): Loss 1.5594, Sem 1.2455, dir -0.0669, norm 0.3808, swav 0.0000 LR: 9.426e-02 Score 62.108 Data time: 0.2113, Forward time: 2.2774, Backward time: 3.0908, DDP time: 0.0044, Total iter time: 4.6028 [2020-11-08 14:08:18,226][root][INFO] - ===> Epoch[25](637/26): Loss 1.4603, Sem 1.2505, dir -0.1148, norm 0.3247, swav 0.0000 LR: 9.425e-02 Score 64.724 Data time: 0.2352, Forward time: 2.2780, Backward time: 3.0894, DDP time: 0.0044, Total iter time: 5.0438 [2020-11-08 14:08:24,401][root][INFO] - ===> Epoch[25](638/26): Loss 1.4854, Sem 1.2659, dir -0.1438, norm 0.3634, swav 0.0000 LR: 9.424e-02 Score 63.165 Data time: 0.1300, Forward time: 2.2766, Backward time: 3.0915, DDP time: 0.0044, Total iter time: 6.0272 [2020-11-08 14:08:30,771][root][INFO] - ===> Epoch[25](639/26): Loss 1.7223, Sem 1.3936, dir -0.0799, norm 0.4087, swav 0.0000 LR: 9.423e-02 Score 59.486 Data time: 0.1706, Forward time: 2.2757, Backward time: 3.0934, DDP time: 0.0044, Total iter time: 6.2898 [2020-11-08 14:08:36,781][root][INFO] - ===> Epoch[25](640/26): Loss 1.7671, Sem 1.4152, dir -0.0713, norm 0.4232, swav 0.0000 LR: 9.422e-02 Score 55.956 Data time: 0.1717, Forward time: 2.2751, Backward time: 3.0945, DDP time: 0.0044, Total iter time: 5.9199 [2020-11-08 14:08:42,876][root][INFO] - ===> Epoch[25](641/26): Loss 1.7073, Sem 1.4454, dir -0.1154, norm 0.3772, swav 0.0000 LR: 9.421e-02 Score 56.893 Data time: 0.2132, Forward time: 2.2749, Backward time: 3.0951, DDP time: 0.0044, Total iter time: 5.9827 [2020-11-08 14:08:48,588][root][INFO] - ===> Epoch[25](642/26): Loss 1.6956, Sem 1.3643, dir -0.1040, norm 0.4352, swav 0.0000 LR: 9.420e-02 Score 57.931 Data time: 0.2556, Forward time: 2.2754, Backward time: 3.0945, DDP time: 0.0045, Total iter time: 5.5864 [2020-11-08 14:08:54,634][root][INFO] - ===> Epoch[25](643/26): Loss 1.6546, Sem 1.3421, dir -0.0685, norm 0.3810, swav 0.0000 LR: 9.419e-02 Score 64.119 Data time: 0.2502, Forward time: 2.2752, Backward time: 3.0950, DDP time: 0.0045, Total iter time: 5.9225 [2020-11-08 14:08:59,625][root][INFO] - ===> Epoch[25](644/26): Loss 1.8153, Sem 1.3874, dir -0.0901, norm 0.5179, swav 0.0000 LR: 9.419e-02 Score 58.376 Data time: 0.1763, Forward time: 2.2747, Backward time: 3.0944, DDP time: 0.0045, Total iter time: 4.8804 [2020-11-08 14:09:04,243][root][INFO] - ===> Epoch[25](645/26): Loss 1.7391, Sem 1.4052, dir -0.0941, norm 0.4281, swav 0.0000 LR: 9.418e-02 Score 56.859 Data time: 0.2078, Forward time: 2.2743, Backward time: 3.0930, DDP time: 0.0045, Total iter time: 4.5201 [2020-11-08 14:09:10,128][root][INFO] - ===> Epoch[25](646/26): Loss 1.6507, Sem 1.2772, dir -0.0833, norm 0.4567, swav 0.0000 LR: 9.417e-02 Score 59.744 Data time: 0.1705, Forward time: 2.2736, Backward time: 3.0940, DDP time: 0.0045, Total iter time: 5.7679 [2020-11-08 14:09:15,571][root][INFO] - ===> Epoch[25](647/26): Loss 1.6516, Sem 1.2735, dir -0.0649, norm 0.4430, swav 0.0000 LR: 9.416e-02 Score 61.652 Data time: 0.1999, Forward time: 2.2735, Backward time: 3.0937, DDP time: 0.0045, Total iter time: 5.3687 [2020-11-08 14:09:20,492][root][INFO] - ===> Epoch[25](648/26): Loss 1.5746, Sem 1.3235, dir -0.0810, norm 0.3321, swav 0.0000 LR: 9.415e-02 Score 63.479 Data time: 0.1921, Forward time: 2.2732, Backward time: 3.0925, DDP time: 0.0045, Total iter time: 4.8029 [2020-11-08 14:09:25,530][root][INFO] - ===> Epoch[25](649/26): Loss 1.6265, Sem 1.3290, dir -0.0853, norm 0.3828, swav 0.0000 LR: 9.414e-02 Score 60.957 Data time: 0.1751, Forward time: 2.2728, Backward time: 3.0920, DDP time: 0.0045, Total iter time: 4.9357 [2020-11-08 14:09:31,129][root][INFO] - ===> Epoch[25](650/26): Loss 1.6529, Sem 1.3293, dir -0.0466, norm 0.3701, swav 0.0000 LR: 9.413e-02 Score 61.601 Data time: 0.1767, Forward time: 2.2723, Backward time: 3.0923, DDP time: 0.0045, Total iter time: 5.5331 [2020-11-08 14:09:37,608][root][INFO] - ===> Epoch[26](651/26): Loss 1.6075, Sem 1.3484, dir -0.0944, norm 0.3535, swav 0.0000 LR: 9.412e-02 Score 60.417 Data time: 0.2020, Forward time: 2.2722, Backward time: 3.0935, DDP time: 0.0045, Total iter time: 6.4031 [2020-11-08 14:09:43,675][root][INFO] - ===> Epoch[26](652/26): Loss 1.6258, Sem 1.3126, dir -0.0539, norm 0.3672, swav 0.0000 LR: 9.411e-02 Score 64.688 Data time: 0.2307, Forward time: 2.2719, Backward time: 3.0942, DDP time: 0.0045, Total iter time: 5.9607 [2020-11-08 14:09:48,822][root][INFO] - ===> Epoch[26](653/26): Loss 1.3261, Sem 1.1290, dir -0.0874, norm 0.2844, swav 0.0000 LR: 9.410e-02 Score 69.237 Data time: 0.2195, Forward time: 2.2723, Backward time: 3.0930, DDP time: 0.0045, Total iter time: 5.0608 [2020-11-08 14:09:53,556][root][INFO] - ===> Epoch[26](654/26): Loss 1.6798, Sem 1.3033, dir -0.0438, norm 0.4203, swav 0.0000 LR: 9.409e-02 Score 61.264 Data time: 0.2153, Forward time: 2.2718, Backward time: 3.0919, DDP time: 0.0045, Total iter time: 4.6146 [2020-11-08 14:09:59,070][root][INFO] - ===> Epoch[26](655/26): Loss 1.7106, Sem 1.2666, dir -0.0213, norm 0.4652, swav 0.0000 LR: 9.409e-02 Score 61.015 Data time: 0.2674, Forward time: 2.2725, Backward time: 3.0907, DDP time: 0.0045, Total iter time: 5.3980 [2020-11-08 14:10:04,698][root][INFO] - ===> Epoch[26](656/26): Loss 1.9515, Sem 1.4283, dir -0.0363, norm 0.5595, swav 0.0000 LR: 9.408e-02 Score 58.375 Data time: 0.2209, Forward time: 2.2728, Backward time: 3.0903, DDP time: 0.0045, Total iter time: 5.5087 [2020-11-08 14:10:09,994][root][INFO] - ===> Epoch[26](657/26): Loss 1.4958, Sem 1.1938, dir -0.0407, norm 0.3427, swav 0.0000 LR: 9.407e-02 Score 62.502 Data time: 0.2238, Forward time: 2.2732, Backward time: 3.0892, DDP time: 0.0045, Total iter time: 5.1838 [2020-11-08 14:10:15,248][root][INFO] - ===> Epoch[26](658/26): Loss 1.7327, Sem 1.4216, dir -0.0672, norm 0.3783, swav 0.0000 LR: 9.406e-02 Score 57.131 Data time: 0.1923, Forward time: 2.2732, Backward time: 3.0885, DDP time: 0.0045, Total iter time: 5.1191 [2020-11-08 14:10:21,189][root][INFO] - ===> Epoch[26](659/26): Loss 1.6143, Sem 1.3072, dir -0.1099, norm 0.4170, swav 0.0000 LR: 9.405e-02 Score 61.883 Data time: 0.1331, Forward time: 2.2719, Backward time: 3.0902, DDP time: 0.0045, Total iter time: 5.8213 [2020-11-08 14:10:26,009][root][INFO] - ===> Epoch[26](660/26): Loss 1.6679, Sem 1.3365, dir -0.0733, norm 0.4047, swav 0.0000 LR: 9.404e-02 Score 59.017 Data time: 0.1765, Forward time: 2.2713, Backward time: 3.0896, DDP time: 0.0045, Total iter time: 4.7577 [2020-11-08 14:10:31,768][root][INFO] - ===> Epoch[26](661/26): Loss 1.5034, Sem 1.1767, dir -0.0485, norm 0.3752, swav 0.0000 LR: 9.403e-02 Score 66.249 Data time: 0.2504, Forward time: 2.2723, Backward time: 3.0886, DDP time: 0.0045, Total iter time: 5.6755 [2020-11-08 14:10:36,448][root][INFO] - ===> Epoch[26](662/26): Loss 1.4986, Sem 1.3140, dir -0.1644, norm 0.3490, swav 0.0000 LR: 9.402e-02 Score 60.162 Data time: 0.2036, Forward time: 2.2720, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.5488 [2020-11-08 14:10:42,368][root][INFO] - ===> Epoch[26](663/26): Loss 1.5227, Sem 1.2390, dir -0.0729, norm 0.3566, swav 0.0000 LR: 9.401e-02 Score 63.996 Data time: 0.3155, Forward time: 2.2731, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.8314 [2020-11-08 14:10:48,704][root][INFO] - ===> Epoch[26](664/26): Loss 1.7523, Sem 1.3960, dir -0.1530, norm 0.5094, swav 0.0000 LR: 9.400e-02 Score 59.194 Data time: 0.2505, Forward time: 2.2741, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.2101 [2020-11-08 14:10:54,574][root][INFO] - ===> Epoch[26](665/26): Loss 1.5044, Sem 1.3197, dir -0.1176, norm 0.3023, swav 0.0000 LR: 9.400e-02 Score 59.172 Data time: 0.2026, Forward time: 2.2740, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.7348 [2020-11-08 14:11:00,688][root][INFO] - ===> Epoch[26](666/26): Loss 1.5186, Sem 1.1757, dir -0.0819, norm 0.4248, swav 0.0000 LR: 9.399e-02 Score 65.876 Data time: 0.3038, Forward time: 2.2752, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 6.0027 [2020-11-08 14:11:06,776][root][INFO] - ===> Epoch[26](667/26): Loss 1.6084, Sem 1.3612, dir -0.1328, norm 0.3800, swav 0.0000 LR: 9.398e-02 Score 60.662 Data time: 0.2047, Forward time: 2.2757, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 5.9733 [2020-11-08 14:11:13,219][root][INFO] - ===> Epoch[26](668/26): Loss 1.5438, Sem 1.2419, dir -0.0637, norm 0.3656, swav 0.0000 LR: 9.397e-02 Score 64.331 Data time: 0.1343, Forward time: 2.2744, Backward time: 3.0884, DDP time: 0.0045, Total iter time: 6.3211 [2020-11-08 14:11:19,644][root][INFO] - ===> Epoch[26](669/26): Loss 1.8871, Sem 1.5413, dir -0.0861, norm 0.4319, swav 0.0000 LR: 9.396e-02 Score 55.608 Data time: 0.2137, Forward time: 2.2747, Backward time: 3.0892, DDP time: 0.0045, Total iter time: 6.3842 [2020-11-08 14:11:24,889][root][INFO] - ===> Epoch[26](670/26): Loss 1.6889, Sem 1.3355, dir -0.0271, norm 0.3805, swav 0.0000 LR: 9.395e-02 Score 57.881 Data time: 0.1649, Forward time: 2.2739, Backward time: 3.0892, DDP time: 0.0045, Total iter time: 5.1173 [2020-11-08 14:11:30,287][root][INFO] - ===> Epoch[26](671/26): Loss 1.4933, Sem 1.1613, dir -0.0332, norm 0.3651, swav 0.0000 LR: 9.394e-02 Score 64.075 Data time: 0.1895, Forward time: 2.2735, Backward time: 3.0892, DDP time: 0.0045, Total iter time: 5.3095 [2020-11-08 14:11:36,395][root][INFO] - ===> Epoch[26](672/26): Loss 1.7701, Sem 1.3771, dir -0.0575, norm 0.4505, swav 0.0000 LR: 9.393e-02 Score 58.314 Data time: 0.1763, Forward time: 2.2728, Backward time: 3.0904, DDP time: 0.0045, Total iter time: 5.9999 [2020-11-08 14:11:41,966][root][INFO] - ===> Epoch[26](673/26): Loss 1.5641, Sem 1.1980, dir -0.0777, norm 0.4438, swav 0.0000 LR: 9.392e-02 Score 64.507 Data time: 0.2737, Forward time: 2.2737, Backward time: 3.0892, DDP time: 0.0045, Total iter time: 5.4758 [2020-11-08 14:11:48,177][root][INFO] - ===> Epoch[26](674/26): Loss 1.5765, Sem 1.2972, dir -0.0903, norm 0.3696, swav 0.0000 LR: 9.391e-02 Score 61.498 Data time: 0.2589, Forward time: 2.2747, Backward time: 3.0888, DDP time: 0.0045, Total iter time: 6.0842 [2020-11-08 14:11:53,552][root][INFO] - ===> Epoch[26](675/26): Loss 1.4891, Sem 1.2184, dir -0.0696, norm 0.3403, swav 0.0000 LR: 9.390e-02 Score 64.440 Data time: 0.2024, Forward time: 2.2748, Backward time: 3.0882, DDP time: 0.0045, Total iter time: 5.2523 [2020-11-08 14:12:00,832][root][INFO] - ===> Epoch[26](676/26): Loss 1.5722, Sem 1.2710, dir -0.0410, norm 0.3422, swav 0.0000 LR: 9.390e-02 Score 62.059 Data time: 0.1872, Forward time: 2.2743, Backward time: 3.0908, DDP time: 0.0045, Total iter time: 7.1740 [2020-11-08 14:12:06,030][root][INFO] - ===> Epoch[27](677/26): Loss 1.4073, Sem 1.1633, dir -0.0705, norm 0.3145, swav 0.0000 LR: 9.389e-02 Score 66.695 Data time: 0.2470, Forward time: 2.2746, Backward time: 3.0898, DDP time: 0.0045, Total iter time: 5.1115 [2020-11-08 14:12:11,888][root][INFO] - ===> Epoch[27](678/26): Loss 1.5706, Sem 1.1764, dir -0.0434, norm 0.4375, swav 0.0000 LR: 9.388e-02 Score 65.556 Data time: 0.2624, Forward time: 2.2754, Backward time: 3.0890, DDP time: 0.0045, Total iter time: 5.7205 [2020-11-08 14:12:18,514][root][INFO] - ===> Epoch[27](679/26): Loss 1.5300, Sem 1.2096, dir -0.0474, norm 0.3678, swav 0.0000 LR: 9.387e-02 Score 63.677 Data time: 0.1919, Forward time: 2.2752, Backward time: 3.0905, DDP time: 0.0045, Total iter time: 6.4768 [2020-11-08 14:12:23,986][root][INFO] - ===> Epoch[27](680/26): Loss 1.7957, Sem 1.4979, dir -0.1140, norm 0.4118, swav 0.0000 LR: 9.386e-02 Score 56.620 Data time: 0.1510, Forward time: 2.2743, Backward time: 3.0910, DDP time: 0.0045, Total iter time: 5.3537 [2020-11-08 14:12:29,779][root][INFO] - ===> Epoch[27](681/26): Loss 1.6107, Sem 1.2888, dir -0.0772, norm 0.3991, swav 0.0000 LR: 9.385e-02 Score 62.326 Data time: 0.1390, Forward time: 2.2730, Backward time: 3.0923, DDP time: 0.0045, Total iter time: 5.7020 [2020-11-08 14:12:35,183][root][INFO] - ===> Epoch[27](682/26): Loss 1.7204, Sem 1.3133, dir -0.0727, norm 0.4798, swav 0.0000 LR: 9.384e-02 Score 60.636 Data time: 0.1540, Forward time: 2.2723, Backward time: 3.0926, DDP time: 0.0045, Total iter time: 5.3160 [2020-11-08 14:12:41,359][root][INFO] - ===> Epoch[27](683/26): Loss 1.5651, Sem 1.3070, dir -0.0845, norm 0.3427, swav 0.0000 LR: 9.383e-02 Score 60.854 Data time: 0.1161, Forward time: 2.2708, Backward time: 3.0949, DDP time: 0.0045, Total iter time: 6.0612 [2020-11-08 14:12:46,960][root][INFO] - ===> Epoch[27](684/26): Loss 1.4215, Sem 1.1369, dir -0.0667, norm 0.3513, swav 0.0000 LR: 9.382e-02 Score 64.493 Data time: 0.1632, Forward time: 2.2701, Backward time: 3.0955, DDP time: 0.0045, Total iter time: 5.5287 [2020-11-08 14:12:52,832][root][INFO] - ===> Epoch[27](685/26): Loss 1.5691, Sem 1.2503, dir -0.0937, norm 0.4126, swav 0.0000 LR: 9.381e-02 Score 63.257 Data time: 0.1751, Forward time: 2.2695, Backward time: 3.0962, DDP time: 0.0045, Total iter time: 5.7520 [2020-11-08 14:12:58,270][root][INFO] - ===> Epoch[27](686/26): Loss 1.8435, Sem 1.5324, dir -0.0950, norm 0.4061, swav 0.0000 LR: 9.380e-02 Score 53.105 Data time: 0.1899, Forward time: 2.2692, Backward time: 3.0961, DDP time: 0.0045, Total iter time: 5.3425 [2020-11-08 14:13:03,337][root][INFO] - ===> Epoch[27](687/26): Loss 1.6909, Sem 1.2433, dir -0.0331, norm 0.4807, swav 0.0000 LR: 9.380e-02 Score 63.077 Data time: 0.1956, Forward time: 2.2690, Backward time: 3.0953, DDP time: 0.0045, Total iter time: 4.9205 [2020-11-08 14:13:08,740][root][INFO] - ===> Epoch[27](688/26): Loss 1.7014, Sem 1.2602, dir -0.0511, norm 0.4923, swav 0.0000 LR: 9.379e-02 Score 60.551 Data time: 0.2256, Forward time: 2.2692, Backward time: 3.0946, DDP time: 0.0045, Total iter time: 5.2867 [2020-11-08 14:13:14,862][root][INFO] - ===> Epoch[27](689/26): Loss 1.7736, Sem 1.4485, dir -0.0776, norm 0.4028, swav 0.0000 LR: 9.378e-02 Score 56.569 Data time: 0.1947, Forward time: 2.2692, Backward time: 3.0951, DDP time: 0.0045, Total iter time: 5.9862 [2020-11-08 14:13:20,670][root][INFO] - ===> Epoch[27](690/26): Loss 1.5589, Sem 1.2379, dir -0.0879, norm 0.4090, swav 0.0000 LR: 9.377e-02 Score 61.268 Data time: 0.1227, Forward time: 2.2677, Backward time: 3.0968, DDP time: 0.0045, Total iter time: 5.6900 [2020-11-08 14:13:26,343][root][INFO] - ===> Epoch[27](691/26): Loss 1.5998, Sem 1.2933, dir -0.1277, norm 0.4342, swav 0.0000 LR: 9.376e-02 Score 61.374 Data time: 0.2249, Forward time: 2.2679, Backward time: 3.0964, DDP time: 0.0045, Total iter time: 5.5845 [2020-11-08 14:13:31,989][root][INFO] - ===> Epoch[27](692/26): Loss 1.6151, Sem 1.3276, dir -0.0676, norm 0.3551, swav 0.0000 LR: 9.375e-02 Score 61.028 Data time: 0.2327, Forward time: 2.2683, Backward time: 3.0959, DDP time: 0.0045, Total iter time: 5.5459 [2020-11-08 14:13:38,537][root][INFO] - ===> Epoch[27](693/26): Loss 1.4942, Sem 1.2327, dir -0.0844, norm 0.3459, swav 0.0000 LR: 9.374e-02 Score 60.885 Data time: 0.2420, Forward time: 2.2686, Backward time: 3.0966, DDP time: 0.0045, Total iter time: 6.4093 [2020-11-08 14:13:44,702][root][INFO] - ===> Epoch[27](694/26): Loss 1.6614, Sem 1.3131, dir -0.0708, norm 0.4191, swav 0.0000 LR: 9.373e-02 Score 62.525 Data time: 0.2177, Forward time: 2.2688, Backward time: 3.0970, DDP time: 0.0045, Total iter time: 6.0355 [2020-11-08 14:13:50,244][root][INFO] - ===> Epoch[27](695/26): Loss 1.5203, Sem 1.2691, dir -0.1057, norm 0.3569, swav 0.0000 LR: 9.372e-02 Score 62.441 Data time: 0.2079, Forward time: 2.2688, Backward time: 3.0967, DDP time: 0.0045, Total iter time: 5.4238 [2020-11-08 14:13:56,947][root][INFO] - ===> Epoch[27](696/26): Loss 1.6523, Sem 1.3158, dir -0.0653, norm 0.4018, swav 0.0000 LR: 9.371e-02 Score 59.463 Data time: 0.2410, Forward time: 2.2693, Backward time: 3.0975, DDP time: 0.0045, Total iter time: 6.5853 [2020-11-08 14:14:03,088][root][INFO] - ===> Epoch[27](697/26): Loss 1.5945, Sem 1.1894, dir -0.0644, norm 0.4695, swav 0.0000 LR: 9.371e-02 Score 65.695 Data time: 0.1640, Forward time: 2.2688, Backward time: 3.0985, DDP time: 0.0045, Total iter time: 6.0208 [2020-11-08 14:14:08,653][root][INFO] - ===> Epoch[27](698/26): Loss 1.5874, Sem 1.3554, dir -0.0560, norm 0.2880, swav 0.0000 LR: 9.370e-02 Score 56.393 Data time: 0.1805, Forward time: 2.2684, Backward time: 3.0986, DDP time: 0.0045, Total iter time: 5.4853 [2020-11-08 14:14:15,588][root][INFO] - ===> Epoch[27](699/26): Loss 1.7278, Sem 1.3003, dir -0.0854, norm 0.5128, swav 0.0000 LR: 9.369e-02 Score 62.003 Data time: 0.1675, Forward time: 2.2677, Backward time: 3.1010, DDP time: 0.0045, Total iter time: 6.8386 [2020-11-08 14:14:21,409][root][INFO] - ===> Epoch[27](700/26): Loss 1.4938, Sem 1.1848, dir -0.0364, norm 0.3454, swav 0.0000 LR: 9.368e-02 Score 67.056 Data time: 0.2350, Forward time: 2.2682, Backward time: 3.1006, DDP time: 0.0045, Total iter time: 5.7195 [2020-11-08 14:14:27,980][root][INFO] - ===> Epoch[27](701/26): Loss 1.5920, Sem 1.2416, dir -0.0645, norm 0.4149, swav 0.0000 LR: 9.367e-02 Score 61.848 Data time: 0.2437, Forward time: 2.2686, Backward time: 3.1013, DDP time: 0.0045, Total iter time: 6.4348 [2020-11-08 14:14:33,626][root][INFO] - ===> Epoch[27](702/26): Loss 1.5882, Sem 1.1511, dir -0.0611, norm 0.4982, swav 0.0000 LR: 9.366e-02 Score 64.516 Data time: 0.2583, Forward time: 2.2695, Backward time: 3.1002, DDP time: 0.0045, Total iter time: 5.5108 [2020-11-08 14:14:38,878][root][INFO] - ===> Epoch[28](703/26): Loss 1.7005, Sem 1.2534, dir -0.0572, norm 0.5042, swav 0.0000 LR: 9.365e-02 Score 64.407 Data time: 0.1797, Forward time: 2.2690, Backward time: 3.1000, DDP time: 0.0045, Total iter time: 5.1317 [2020-11-08 14:14:43,863][root][INFO] - ===> Epoch[28](704/26): Loss 1.7779, Sem 1.3815, dir -0.0675, norm 0.4640, swav 0.0000 LR: 9.364e-02 Score 57.838 Data time: 0.2296, Forward time: 2.2687, Backward time: 3.0992, DDP time: 0.0045, Total iter time: 4.8754 [2020-11-08 14:14:49,947][root][INFO] - ===> Epoch[28](705/26): Loss 1.7566, Sem 1.4344, dir -0.1039, norm 0.4261, swav 0.0000 LR: 9.363e-02 Score 58.314 Data time: 0.1804, Forward time: 2.2682, Backward time: 3.1001, DDP time: 0.0045, Total iter time: 5.9811 [2020-11-08 14:14:56,659][root][INFO] - ===> Epoch[28](706/26): Loss 1.7027, Sem 1.3452, dir -0.0566, norm 0.4141, swav 0.0000 LR: 9.362e-02 Score 58.938 Data time: 0.1751, Forward time: 2.2678, Backward time: 3.1018, DDP time: 0.0045, Total iter time: 6.6089 [2020-11-08 14:15:02,179][root][INFO] - ===> Epoch[28](707/26): Loss 1.7468, Sem 1.2826, dir -0.0636, norm 0.5279, swav 0.0000 LR: 9.361e-02 Score 60.900 Data time: 0.1460, Forward time: 2.2667, Backward time: 3.1026, DDP time: 0.0045, Total iter time: 5.4087 [2020-11-08 14:15:08,513][root][INFO] - ===> Epoch[28](708/26): Loss 1.5767, Sem 1.1859, dir -0.0739, norm 0.4647, swav 0.0000 LR: 9.361e-02 Score 66.121 Data time: 0.2655, Forward time: 2.2671, Backward time: 3.1030, DDP time: 0.0045, Total iter time: 6.2564 [2020-11-08 14:15:13,770][root][INFO] - ===> Epoch[28](709/26): Loss 1.6720, Sem 1.2917, dir -0.0630, norm 0.4434, swav 0.0000 LR: 9.360e-02 Score 61.428 Data time: 0.1893, Forward time: 2.2668, Backward time: 3.1026, DDP time: 0.0045, Total iter time: 5.1264 [2020-11-08 14:15:19,730][root][INFO] - ===> Epoch[28](710/26): Loss 1.5981, Sem 1.1955, dir -0.0956, norm 0.4982, swav 0.0000 LR: 9.359e-02 Score 62.767 Data time: 0.2965, Forward time: 2.2679, Backward time: 3.1018, DDP time: 0.0045, Total iter time: 5.8583 [2020-11-08 14:15:26,398][root][INFO] - ===> Epoch[28](711/26): Loss 1.6340, Sem 1.2912, dir -0.0925, norm 0.4354, swav 0.0000 LR: 9.358e-02 Score 61.747 Data time: 0.2303, Forward time: 2.2684, Backward time: 3.1025, DDP time: 0.0045, Total iter time: 6.5291 [2020-11-08 14:15:31,712][root][INFO] - ===> Epoch[28](712/26): Loss 1.8516, Sem 1.3871, dir -0.0483, norm 0.5127, swav 0.0000 LR: 9.357e-02 Score 60.989 Data time: 0.1619, Forward time: 2.2676, Backward time: 3.1026, DDP time: 0.0045, Total iter time: 5.1878 [2020-11-08 14:15:38,523][root][INFO] - ===> Epoch[28](713/26): Loss 1.6135, Sem 1.2371, dir -0.0448, norm 0.4213, swav 0.0000 LR: 9.356e-02 Score 61.801 Data time: 0.1717, Forward time: 2.2669, Backward time: 3.1047, DDP time: 0.0045, Total iter time: 6.7293 [2020-11-08 14:15:43,730][root][INFO] - ===> Epoch[28](714/26): Loss 1.6609, Sem 1.3129, dir -0.0879, norm 0.4359, swav 0.0000 LR: 9.355e-02 Score 60.008 Data time: 0.2289, Forward time: 2.2672, Backward time: 3.1037, DDP time: 0.0045, Total iter time: 5.0912 [2020-11-08 14:15:49,233][root][INFO] - ===> Epoch[28](715/26): Loss 1.4432, Sem 1.1919, dir -0.0893, norm 0.3406, swav 0.0000 LR: 9.354e-02 Score 65.837 Data time: 0.2251, Forward time: 2.2674, Backward time: 3.1032, DDP time: 0.0045, Total iter time: 5.3699 [2020-11-08 14:15:54,201][root][INFO] - ===> Epoch[28](716/26): Loss 1.6646, Sem 1.2553, dir -0.0522, norm 0.4615, swav 0.0000 LR: 9.353e-02 Score 63.662 Data time: 0.1883, Forward time: 2.2670, Backward time: 3.1024, DDP time: 0.0045, Total iter time: 4.8409 [2020-11-08 14:15:59,152][root][INFO] - ===> Epoch[28](717/26): Loss 1.6693, Sem 1.2095, dir -0.0196, norm 0.4794, swav 0.0000 LR: 9.352e-02 Score 60.492 Data time: 0.1665, Forward time: 2.2664, Backward time: 3.1018, DDP time: 0.0045, Total iter time: 4.8343 [2020-11-08 14:16:05,684][root][INFO] - ===> Epoch[28](718/26): Loss 1.6549, Sem 1.2781, dir -0.0986, norm 0.4754, swav 0.0000 LR: 9.351e-02 Score 62.055 Data time: 0.1938, Forward time: 2.2658, Backward time: 3.1034, DDP time: 0.0045, Total iter time: 6.4395 [2020-11-08 14:16:11,113][root][INFO] - ===> Epoch[28](719/26): Loss 1.6035, Sem 1.1945, dir -0.0389, norm 0.4479, swav 0.0000 LR: 9.351e-02 Score 65.179 Data time: 0.1969, Forward time: 2.2657, Backward time: 3.1031, DDP time: 0.0045, Total iter time: 5.3265 [2020-11-08 14:16:17,766][root][INFO] - ===> Epoch[28](720/26): Loss 1.7557, Sem 1.2760, dir -0.0563, norm 0.5360, swav 0.0000 LR: 9.350e-02 Score 59.238 Data time: 0.1947, Forward time: 2.2655, Backward time: 3.1045, DDP time: 0.0045, Total iter time: 6.5349 [2020-11-08 14:16:23,434][root][INFO] - ===> Epoch[28](721/26): Loss 1.5581, Sem 1.2191, dir -0.0608, norm 0.3998, swav 0.0000 LR: 9.349e-02 Score 63.770 Data time: 0.1887, Forward time: 2.2648, Backward time: 3.1050, DDP time: 0.0045, Total iter time: 5.5589 [2020-11-08 14:16:30,238][root][INFO] - ===> Epoch[28](722/26): Loss 1.5421, Sem 1.2139, dir -0.0495, norm 0.3777, swav 0.0000 LR: 9.348e-02 Score 68.038 Data time: 0.3319, Forward time: 2.2659, Backward time: 3.1053, DDP time: 0.0045, Total iter time: 6.7136 [2020-11-08 14:16:35,857][root][INFO] - ===> Epoch[28](723/26): Loss 1.6431, Sem 1.2756, dir -0.0682, norm 0.4357, swav 0.0000 LR: 9.347e-02 Score 61.403 Data time: 0.2411, Forward time: 2.2666, Backward time: 3.1044, DDP time: 0.0045, Total iter time: 5.4860 [2020-11-08 14:16:41,450][root][INFO] - ===> Epoch[28](724/26): Loss 1.4633, Sem 1.2479, dir -0.1165, norm 0.3320, swav 0.0000 LR: 9.346e-02 Score 61.295 Data time: 0.1935, Forward time: 2.2665, Backward time: 3.1043, DDP time: 0.0045, Total iter time: 5.4787 [2020-11-08 14:16:46,905][root][INFO] - ===> Epoch[28](725/26): Loss 1.7087, Sem 1.2679, dir -0.0683, norm 0.5090, swav 0.0000 LR: 9.345e-02 Score 63.399 Data time: 0.1366, Forward time: 2.2656, Backward time: 3.1048, DDP time: 0.0045, Total iter time: 5.3386 [2020-11-08 14:16:52,166][root][INFO] - ===> Epoch[28](726/26): Loss 1.6305, Sem 1.1992, dir -0.0441, norm 0.4754, swav 0.0000 LR: 9.344e-02 Score 64.196 Data time: 0.1513, Forward time: 2.2647, Backward time: 3.1051, DDP time: 0.0045, Total iter time: 5.1873 [2020-11-08 14:16:58,604][root][INFO] - ===> Epoch[28](727/26): Loss 1.7155, Sem 1.3920, dir -0.1162, norm 0.4397, swav 0.0000 LR: 9.343e-02 Score 58.375 Data time: 0.2157, Forward time: 2.2646, Backward time: 3.1061, DDP time: 0.0045, Total iter time: 6.3683 [2020-11-08 14:17:04,908][root][INFO] - ===> Epoch[28](728/26): Loss 1.5033, Sem 1.1842, dir -0.0976, norm 0.4166, swav 0.0000 LR: 9.342e-02 Score 63.134 Data time: 0.2539, Forward time: 2.2649, Backward time: 3.1065, DDP time: 0.0045, Total iter time: 6.1934 [2020-11-08 14:17:11,068][root][INFO] - ===> Epoch[29](729/26): Loss 1.4768, Sem 1.1605, dir -0.0772, norm 0.3935, swav 0.0000 LR: 9.342e-02 Score 64.595 Data time: 0.2385, Forward time: 2.2654, Backward time: 3.1065, DDP time: 0.0045, Total iter time: 6.0216 [2020-11-08 14:17:16,691][root][INFO] - ===> Epoch[29](730/26): Loss 1.6188, Sem 1.3156, dir -0.0692, norm 0.3724, swav 0.0000 LR: 9.341e-02 Score 61.517 Data time: 0.1499, Forward time: 2.2646, Backward time: 3.1071, DDP time: 0.0045, Total iter time: 5.4846 [2020-11-08 14:17:22,710][root][INFO] - ===> Epoch[29](731/26): Loss 1.4953, Sem 1.2547, dir -0.0779, norm 0.3184, swav 0.0000 LR: 9.340e-02 Score 62.341 Data time: 0.2298, Forward time: 2.2643, Backward time: 3.1078, DDP time: 0.0045, Total iter time: 5.9449 [2020-11-08 14:17:27,952][root][INFO] - ===> Epoch[29](732/26): Loss 1.6391, Sem 1.2719, dir -0.0414, norm 0.4087, swav 0.0000 LR: 9.339e-02 Score 62.876 Data time: 0.1637, Forward time: 2.2637, Backward time: 3.1077, DDP time: 0.0045, Total iter time: 5.1260 [2020-11-08 14:17:33,859][root][INFO] - ===> Epoch[29](733/26): Loss 1.3945, Sem 1.1475, dir -0.0705, norm 0.3175, swav 0.0000 LR: 9.338e-02 Score 65.655 Data time: 0.1964, Forward time: 2.2634, Backward time: 3.1082, DDP time: 0.0045, Total iter time: 5.8280 [2020-11-08 14:17:39,913][root][INFO] - ===> Epoch[29](734/26): Loss 1.7147, Sem 1.3622, dir -0.0622, norm 0.4147, swav 0.0000 LR: 9.337e-02 Score 56.666 Data time: 0.2579, Forward time: 2.2641, Backward time: 3.1079, DDP time: 0.0045, Total iter time: 5.9479 [2020-11-08 14:17:45,369][root][INFO] - ===> Epoch[29](735/26): Loss 1.7493, Sem 1.2960, dir -0.0239, norm 0.4772, swav 0.0000 LR: 9.336e-02 Score 62.557 Data time: 0.2543, Forward time: 2.2645, Backward time: 3.1070, DDP time: 0.0045, Total iter time: 5.3223 [2020-11-08 14:17:51,094][root][INFO] - ===> Epoch[29](736/26): Loss 1.7477, Sem 1.3762, dir -0.0445, norm 0.4159, swav 0.0000 LR: 9.335e-02 Score 57.723 Data time: 0.2330, Forward time: 2.2650, Backward time: 3.1065, DDP time: 0.0046, Total iter time: 5.6142 [2020-11-08 14:17:57,753][root][INFO] - ===> Epoch[29](737/26): Loss 1.6158, Sem 1.2039, dir -0.0524, norm 0.4643, swav 0.0000 LR: 9.334e-02 Score 63.223 Data time: 0.2225, Forward time: 2.2653, Backward time: 3.1073, DDP time: 0.0046, Total iter time: 6.5371 [2020-11-08 14:18:03,025][root][INFO] - ===> Epoch[29](738/26): Loss 1.8664, Sem 1.4182, dir -0.0466, norm 0.4948, swav 0.0000 LR: 9.333e-02 Score 54.905 Data time: 0.2325, Forward time: 2.2658, Backward time: 3.1062, DDP time: 0.0046, Total iter time: 5.1676 [2020-11-08 14:18:10,952][root][INFO] - ===> Epoch[29](739/26): Loss 1.9377, Sem 1.4010, dir -0.0411, norm 0.5778, swav 0.0000 LR: 9.332e-02 Score 54.028 Data time: 0.2109, Forward time: 2.2659, Backward time: 3.1089, DDP time: 0.0046, Total iter time: 7.7820 [2020-11-08 14:18:16,368][root][INFO] - ===> Epoch[29](740/26): Loss 1.4768, Sem 1.0774, dir -0.0385, norm 0.4379, swav 0.0000 LR: 9.332e-02 Score 66.895 Data time: 0.1745, Forward time: 2.2652, Backward time: 3.1091, DDP time: 0.0046, Total iter time: 5.2900 [2020-11-08 14:18:23,036][root][INFO] - ===> Epoch[29](741/26): Loss 1.6754, Sem 1.2197, dir -0.0497, norm 0.5054, swav 0.0000 LR: 9.331e-02 Score 63.877 Data time: 0.1924, Forward time: 2.2650, Backward time: 3.1106, DDP time: 0.0046, Total iter time: 6.6032 [2020-11-08 14:18:28,185][root][INFO] - ===> Epoch[29](742/26): Loss 1.7346, Sem 1.2842, dir -0.1033, norm 0.5536, swav 0.0000 LR: 9.330e-02 Score 61.416 Data time: 0.1464, Forward time: 2.2641, Backward time: 3.1106, DDP time: 0.0046, Total iter time: 5.0183 [2020-11-08 14:18:34,373][root][INFO] - ===> Epoch[29](743/26): Loss 1.7719, Sem 1.3481, dir -0.0632, norm 0.4870, swav 0.0000 LR: 9.329e-02 Score 60.388 Data time: 0.1388, Forward time: 2.2630, Backward time: 3.1123, DDP time: 0.0046, Total iter time: 6.1280 [2020-11-08 14:18:39,621][root][INFO] - ===> Epoch[29](744/26): Loss 1.6592, Sem 1.2370, dir -0.0865, norm 0.5088, swav 0.0000 LR: 9.328e-02 Score 64.277 Data time: 0.2005, Forward time: 2.2632, Backward time: 3.1116, DDP time: 0.0046, Total iter time: 5.2014 [2020-11-08 14:18:44,940][root][INFO] - ===> Epoch[29](745/26): Loss 1.5591, Sem 1.2181, dir -0.0876, norm 0.4286, swav 0.0000 LR: 9.327e-02 Score 63.348 Data time: 0.1484, Forward time: 2.2623, Backward time: 3.1119, DDP time: 0.0046, Total iter time: 5.2295 [2020-11-08 14:18:52,337][root][INFO] - ===> Epoch[29](746/26): Loss 1.7340, Sem 1.3870, dir -0.0671, norm 0.4140, swav 0.0000 LR: 9.326e-02 Score 54.712 Data time: 0.2477, Forward time: 2.2626, Backward time: 3.1138, DDP time: 0.0046, Total iter time: 7.3207 [2020-11-08 14:18:57,962][root][INFO] - ===> Epoch[29](747/26): Loss 1.5151, Sem 1.1956, dir -0.1089, norm 0.4284, swav 0.0000 LR: 9.325e-02 Score 61.347 Data time: 0.2215, Forward time: 2.2627, Backward time: 3.1134, DDP time: 0.0046, Total iter time: 5.4890 [2020-11-08 14:19:03,409][root][INFO] - ===> Epoch[29](748/26): Loss 1.6571, Sem 1.3807, dir -0.1082, norm 0.3846, swav 0.0000 LR: 9.324e-02 Score 58.800 Data time: 0.1670, Forward time: 2.2620, Backward time: 3.1137, DDP time: 0.0046, Total iter time: 5.3456 [2020-11-08 14:19:09,998][root][INFO] - ===> Epoch[29](749/26): Loss 1.7444, Sem 1.1850, dir -0.0534, norm 0.6128, swav 0.0000 LR: 9.323e-02 Score 63.623 Data time: 0.2509, Forward time: 2.2627, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 6.5165 [2020-11-08 14:19:15,582][root][INFO] - ===> Epoch[29](750/26): Loss 1.6937, Sem 1.2978, dir -0.0476, norm 0.4436, swav 0.0000 LR: 9.322e-02 Score 65.517 Data time: 0.1825, Forward time: 2.2625, Backward time: 3.1140, DDP time: 0.0046, Total iter time: 5.4447 [2020-11-08 14:19:20,676][root][INFO] - ===> Epoch[29](751/26): Loss 1.6296, Sem 1.2461, dir -0.0421, norm 0.4256, swav 0.0000 LR: 9.322e-02 Score 63.007 Data time: 0.1993, Forward time: 2.2622, Backward time: 3.1134, DDP time: 0.0046, Total iter time: 4.9936 [2020-11-08 14:19:25,974][root][INFO] - ===> Epoch[29](752/26): Loss 1.5417, Sem 1.2429, dir -0.0616, norm 0.3604, swav 0.0000 LR: 9.321e-02 Score 62.445 Data time: 0.2168, Forward time: 2.2623, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.1787 [2020-11-08 14:19:31,722][root][INFO] - ===> Epoch[29](753/26): Loss 1.6994, Sem 1.3061, dir -0.0506, norm 0.4440, swav 0.0000 LR: 9.320e-02 Score 62.052 Data time: 0.2145, Forward time: 2.2620, Backward time: 3.1130, DDP time: 0.0046, Total iter time: 5.6321 [2020-11-08 14:19:39,166][root][INFO] - ===> Epoch[29](754/26): Loss 1.5861, Sem 1.1817, dir -0.0293, norm 0.4336, swav 0.0000 LR: 9.319e-02 Score 62.289 Data time: 0.2470, Forward time: 2.2624, Backward time: 3.1147, DDP time: 0.0046, Total iter time: 7.3363 [2020-11-08 14:19:44,226][root][INFO] - ===> Epoch[30](755/26): Loss 2.0208, Sem 1.5592, dir -0.0318, norm 0.4933, swav 0.0000 LR: 9.318e-02 Score 56.268 Data time: 0.1945, Forward time: 2.2621, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 4.9323 [2020-11-08 14:19:50,256][root][INFO] - ===> Epoch[30](756/26): Loss 1.7362, Sem 1.3252, dir -0.0914, norm 0.5024, swav 0.0000 LR: 9.317e-02 Score 59.441 Data time: 0.2251, Forward time: 2.2624, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 5.9432 [2020-11-08 14:19:55,458][root][INFO] - ===> Epoch[30](757/26): Loss 1.5994, Sem 1.2362, dir -0.0415, norm 0.4048, swav 0.0000 LR: 9.316e-02 Score 62.880 Data time: 0.1840, Forward time: 2.2621, Backward time: 3.1137, DDP time: 0.0046, Total iter time: 5.0786 [2020-11-08 14:20:01,445][root][INFO] - ===> Epoch[30](758/26): Loss 1.8468, Sem 1.3636, dir -0.0550, norm 0.5382, swav 0.0000 LR: 9.315e-02 Score 57.410 Data time: 0.1867, Forward time: 2.2617, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 5.8804 [2020-11-08 14:20:07,537][root][INFO] - ===> Epoch[30](759/26): Loss 1.7656, Sem 1.2608, dir -0.0595, norm 0.5643, swav 0.0000 LR: 9.314e-02 Score 64.814 Data time: 0.2177, Forward time: 2.2615, Backward time: 3.1150, DDP time: 0.0046, Total iter time: 6.0099 [2020-11-08 14:20:14,083][root][INFO] - ===> Epoch[30](760/26): Loss 1.5458, Sem 1.1728, dir -0.0665, norm 0.4395, swav 0.0000 LR: 9.313e-02 Score 64.468 Data time: 0.3268, Forward time: 2.2629, Backward time: 3.1145, DDP time: 0.0046, Total iter time: 6.4297 [2020-11-08 14:20:20,182][root][INFO] - ===> Epoch[30](761/26): Loss 1.5493, Sem 1.2156, dir -0.0756, norm 0.4093, swav 0.0000 LR: 9.312e-02 Score 65.597 Data time: 0.2232, Forward time: 2.2634, Backward time: 3.1144, DDP time: 0.0046, Total iter time: 5.9602 [2020-11-08 14:20:27,020][root][INFO] - ===> Epoch[30](762/26): Loss 1.6601, Sem 1.2651, dir -0.0374, norm 0.4323, swav 0.0000 LR: 9.312e-02 Score 60.755 Data time: 0.1996, Forward time: 2.2635, Backward time: 3.1157, DDP time: 0.0046, Total iter time: 6.7167 [2020-11-08 14:20:33,045][root][INFO] - ===> Epoch[30](763/26): Loss 1.6881, Sem 1.3369, dir -0.0678, norm 0.4191, swav 0.0000 LR: 9.311e-02 Score 57.135 Data time: 0.2898, Forward time: 2.2645, Backward time: 3.1150, DDP time: 0.0046, Total iter time: 5.9107 [2020-11-08 14:20:38,140][root][INFO] - ===> Epoch[30](764/26): Loss 1.5482, Sem 1.3077, dir -0.1146, norm 0.3551, swav 0.0000 LR: 9.310e-02 Score 60.524 Data time: 0.1745, Forward time: 2.2641, Backward time: 3.1145, DDP time: 0.0046, Total iter time: 4.9702 [2020-11-08 14:20:43,817][root][INFO] - ===> Epoch[30](765/26): Loss 1.6017, Sem 1.1996, dir -0.0445, norm 0.4467, swav 0.0000 LR: 9.309e-02 Score 61.765 Data time: 0.2212, Forward time: 2.2641, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 5.5663 [2020-11-08 14:20:48,974][root][INFO] - ===> Epoch[30](766/26): Loss 1.8431, Sem 1.3569, dir -0.0366, norm 0.5228, swav 0.0000 LR: 9.308e-02 Score 57.686 Data time: 0.2123, Forward time: 2.2641, Backward time: 3.1135, DDP time: 0.0046, Total iter time: 5.0084 [2020-11-08 14:20:53,778][root][INFO] - ===> Epoch[30](767/26): Loss 1.6336, Sem 1.1449, dir -0.0768, norm 0.5654, swav 0.0000 LR: 9.307e-02 Score 64.321 Data time: 0.2014, Forward time: 2.2637, Backward time: 3.1126, DDP time: 0.0046, Total iter time: 4.7028 [2020-11-08 14:20:58,887][root][INFO] - ===> Epoch[30](768/26): Loss 1.5304, Sem 1.2258, dir -0.1136, norm 0.4183, swav 0.0000 LR: 9.306e-02 Score 65.320 Data time: 0.2024, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0046, Total iter time: 5.0346 [2020-11-08 14:21:03,437][root][INFO] - ===> Epoch[30](769/26): Loss 1.7123, Sem 1.3337, dir -0.1017, norm 0.4804, swav 0.0000 LR: 9.305e-02 Score 60.430 Data time: 0.2144, Forward time: 2.2636, Backward time: 3.1104, DDP time: 0.0046, Total iter time: 4.4347 [2020-11-08 14:21:09,606][root][INFO] - ===> Epoch[30](770/26): Loss 1.8246, Sem 1.3517, dir -0.0716, norm 0.5445, swav 0.0000 LR: 9.304e-02 Score 58.324 Data time: 0.1323, Forward time: 2.2626, Backward time: 3.1118, DDP time: 0.0046, Total iter time: 6.0690 [2020-11-08 14:21:15,028][root][INFO] - ===> Epoch[30](771/26): Loss 1.7519, Sem 1.3163, dir -0.0509, norm 0.4864, swav 0.0000 LR: 9.303e-02 Score 59.524 Data time: 0.1576, Forward time: 2.2618, Backward time: 3.1122, DDP time: 0.0046, Total iter time: 5.3389 [2020-11-08 14:21:20,102][root][INFO] - ===> Epoch[30](772/26): Loss 1.5565, Sem 1.2352, dir -0.0827, norm 0.4040, swav 0.0000 LR: 9.303e-02 Score 62.162 Data time: 0.2346, Forward time: 2.2622, Backward time: 3.1110, DDP time: 0.0046, Total iter time: 4.9725 [2020-11-08 14:21:25,912][root][INFO] - ===> Epoch[30](773/26): Loss 1.7602, Sem 1.2814, dir -0.0584, norm 0.5372, swav 0.0000 LR: 9.302e-02 Score 61.864 Data time: 0.2356, Forward time: 2.2626, Backward time: 3.1107, DDP time: 0.0046, Total iter time: 5.6795 [2020-11-08 14:21:32,031][root][INFO] - ===> Epoch[30](774/26): Loss 1.6158, Sem 1.1760, dir -0.0452, norm 0.4849, swav 0.0000 LR: 9.301e-02 Score 64.124 Data time: 0.1981, Forward time: 2.2625, Backward time: 3.1112, DDP time: 0.0046, Total iter time: 5.9982 [2020-11-08 14:21:37,115][root][INFO] - ===> Epoch[30](775/26): Loss 1.7601, Sem 1.2546, dir -0.0758, norm 0.5813, swav 0.0000 LR: 9.300e-02 Score 64.105 Data time: 0.1484, Forward time: 2.2617, Backward time: 3.1112, DDP time: 0.0046, Total iter time: 4.9731 [2020-11-08 14:21:43,293][root][INFO] - ===> Epoch[30](776/26): Loss 1.7799, Sem 1.3422, dir -0.0703, norm 0.5080, swav 0.0000 LR: 9.299e-02 Score 57.805 Data time: 0.2133, Forward time: 2.2618, Backward time: 3.1116, DDP time: 0.0046, Total iter time: 6.1049 [2020-11-08 14:21:50,239][root][INFO] - ===> Epoch[30](777/26): Loss 1.6663, Sem 1.2812, dir -0.0612, norm 0.4462, swav 0.0000 LR: 9.298e-02 Score 61.924 Data time: 0.2315, Forward time: 2.2621, Backward time: 3.1127, DDP time: 0.0046, Total iter time: 6.8228 [2020-11-08 14:21:56,168][root][INFO] - ===> Epoch[30](778/26): Loss 1.6186, Sem 1.1941, dir -0.0652, norm 0.4896, swav 0.0000 LR: 9.297e-02 Score 65.994 Data time: 0.2296, Forward time: 2.2622, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.8036 [2020-11-08 14:22:02,155][root][INFO] - ===> Epoch[30](779/26): Loss 1.7734, Sem 1.3074, dir -0.0586, norm 0.5246, swav 0.0000 LR: 9.296e-02 Score 62.118 Data time: 0.2241, Forward time: 2.2624, Backward time: 3.1129, DDP time: 0.0046, Total iter time: 5.8613 [2020-11-08 14:22:08,352][root][INFO] - ===> Epoch[30](780/26): Loss 1.7756, Sem 1.4357, dir -0.1045, norm 0.4445, swav 0.0000 LR: 9.295e-02 Score 59.832 Data time: 0.2217, Forward time: 2.2625, Backward time: 3.1132, DDP time: 0.0046, Total iter time: 6.0853 [2020-11-08 14:22:13,942][root][INFO] - ===> Epoch[31](781/26): Loss 1.6339, Sem 1.1693, dir -0.0819, norm 0.5466, swav 0.0000 LR: 9.294e-02 Score 65.880 Data time: 0.2012, Forward time: 2.2625, Backward time: 3.1131, DDP time: 0.0046, Total iter time: 5.5044 [2020-11-08 14:22:21,289][root][INFO] - ===> Epoch[31](782/26): Loss 1.8316, Sem 1.2988, dir -0.0346, norm 0.5674, swav 0.0000 LR: 9.293e-02 Score 58.318 Data time: 0.2151, Forward time: 2.2625, Backward time: 3.1150, DDP time: 0.0046, Total iter time: 7.2519 [2020-11-08 14:22:26,187][root][INFO] - ===> Epoch[31](783/26): Loss 1.7773, Sem 1.3551, dir -0.0454, norm 0.4676, swav 0.0000 LR: 9.293e-02 Score 64.186 Data time: 0.2360, Forward time: 2.2628, Backward time: 3.1136, DDP time: 0.0046, Total iter time: 4.7753 [2020-11-08 14:22:30,804][root][INFO] - ===> Epoch[31](784/26): Loss 1.4276, Sem 1.1587, dir -0.0966, norm 0.3655, swav 0.0000 LR: 9.292e-02 Score 66.190 Data time: 0.1838, Forward time: 2.2622, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 4.5046 [2020-11-08 14:22:37,761][root][INFO] - ===> Epoch[31](785/26): Loss 1.7703, Sem 1.3824, dir -0.0792, norm 0.4672, swav 0.0000 LR: 9.291e-02 Score 60.053 Data time: 0.3173, Forward time: 2.2638, Backward time: 3.1127, DDP time: 0.0046, Total iter time: 6.8790 [2020-11-08 14:22:43,669][root][INFO] - ===> Epoch[31](786/26): Loss 1.7510, Sem 1.2585, dir -0.0595, norm 0.5520, swav 0.0000 LR: 9.290e-02 Score 62.264 Data time: 0.1898, Forward time: 2.2639, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.7858 [2020-11-08 14:22:50,912][root][INFO] - ===> Epoch[31](787/26): Loss 1.7291, Sem 1.3481, dir -0.0490, norm 0.4299, swav 0.0000 LR: 9.289e-02 Score 59.082 Data time: 0.1957, Forward time: 2.2638, Backward time: 3.1146, DDP time: 0.0046, Total iter time: 7.1285 [2020-11-08 14:22:56,507][root][INFO] - ===> Epoch[31](788/26): Loss 1.5749, Sem 1.2395, dir -0.0468, norm 0.3822, swav 0.0000 LR: 9.288e-02 Score 63.277 Data time: 0.1958, Forward time: 2.2634, Backward time: 3.1148, DDP time: 0.0046, Total iter time: 5.4696 [2020-11-08 14:23:03,309][root][INFO] - ===> Epoch[31](789/26): Loss 1.8239, Sem 1.3643, dir -0.0352, norm 0.4947, swav 0.0000 LR: 9.287e-02 Score 59.230 Data time: 0.1952, Forward time: 2.2632, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 6.6949 [2020-11-08 14:23:09,925][root][INFO] - ===> Epoch[31](790/26): Loss 1.7958, Sem 1.3188, dir -0.0293, norm 0.5063, swav 0.0000 LR: 9.286e-02 Score 62.233 Data time: 0.2349, Forward time: 2.2630, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 6.5059 [2020-11-08 14:23:14,675][root][INFO] - ===> Epoch[31](791/26): Loss 1.5931, Sem 1.2293, dir -0.0660, norm 0.4298, swav 0.0000 LR: 9.285e-02 Score 63.962 Data time: 0.1971, Forward time: 2.2628, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 4.6387 [2020-11-08 14:23:19,842][root][INFO] - ===> Epoch[31](792/26): Loss 1.5019, Sem 1.2388, dir -0.0735, norm 0.3366, swav 0.0000 LR: 9.284e-02 Score 62.516 Data time: 0.1848, Forward time: 2.2622, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 5.0839 [2020-11-08 14:23:25,468][root][INFO] - ===> Epoch[31](793/26): Loss 1.5326, Sem 1.1959, dir -0.0868, norm 0.4236, swav 0.0000 LR: 9.283e-02 Score 65.131 Data time: 0.2683, Forward time: 2.2630, Backward time: 3.1153, DDP time: 0.0046, Total iter time: 5.5259 [2020-11-08 14:23:33,065][root][INFO] - ===> Epoch[31](794/26): Loss 1.4452, Sem 0.9695, dir -0.0600, norm 0.5357, swav 0.0000 LR: 9.283e-02 Score 69.165 Data time: 0.2091, Forward time: 2.2631, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 7.4890 [2020-11-08 14:23:38,716][root][INFO] - ===> Epoch[31](795/26): Loss 1.6877, Sem 1.2233, dir -0.0330, norm 0.4974, swav 0.0000 LR: 9.282e-02 Score 67.180 Data time: 0.1918, Forward time: 2.2629, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 5.5533 [2020-11-08 14:23:44,679][root][INFO] - ===> Epoch[31](796/26): Loss 1.7131, Sem 1.4138, dir -0.1025, norm 0.4018, swav 0.0000 LR: 9.281e-02 Score 54.059 Data time: 0.1858, Forward time: 2.2627, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.8910 [2020-11-08 14:23:51,017][root][INFO] - ===> Epoch[31](797/26): Loss 1.8580, Sem 1.4485, dir -0.0729, norm 0.4824, swav 0.0000 LR: 9.280e-02 Score 54.613 Data time: 0.2075, Forward time: 2.2626, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 6.2541 [2020-11-08 14:23:56,063][root][INFO] - ===> Epoch[31](798/26): Loss 1.9047, Sem 1.3702, dir -0.0515, norm 0.5859, swav 0.0000 LR: 9.279e-02 Score 60.337 Data time: 0.2038, Forward time: 2.2625, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.9478 [2020-11-08 14:24:01,426][root][INFO] - ===> Epoch[31](799/26): Loss 1.6962, Sem 1.2336, dir -0.0371, norm 0.4997, swav 0.0000 LR: 9.278e-02 Score 64.042 Data time: 0.2160, Forward time: 2.2628, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.2622 [2020-11-08 14:24:06,826][root][INFO] - ===> Epoch[31](800/26): Loss 1.5677, Sem 1.2843, dir -0.0912, norm 0.3745, swav 0.0000 LR: 9.277e-02 Score 61.151 Data time: 0.1903, Forward time: 2.2625, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 5.2917 [2020-11-08 14:24:12,152][root][INFO] - ===> Epoch[31](801/26): Loss 1.6438, Sem 1.1971, dir -0.0534, norm 0.5001, swav 0.0000 LR: 9.276e-02 Score 64.832 Data time: 0.2830, Forward time: 2.2631, Backward time: 3.1160, DDP time: 0.0046, Total iter time: 5.2279 [2020-11-08 14:24:17,301][root][INFO] - ===> Epoch[31](802/26): Loss 1.9027, Sem 1.2509, dir -0.0245, norm 0.6763, swav 0.0000 LR: 9.275e-02 Score 63.143 Data time: 0.2013, Forward time: 2.2630, Backward time: 3.1153, DDP time: 0.0046, Total iter time: 5.0345 [2020-11-08 14:24:22,824][root][INFO] - ===> Epoch[31](803/26): Loss 1.8093, Sem 1.2491, dir -0.0180, norm 0.5782, swav 0.0000 LR: 9.274e-02 Score 63.716 Data time: 0.1718, Forward time: 2.2625, Backward time: 3.1154, DDP time: 0.0046, Total iter time: 5.4167 [2020-11-08 14:24:27,890][root][INFO] - ===> Epoch[31](804/26): Loss 1.7370, Sem 1.3150, dir -0.0567, norm 0.4786, swav 0.0000 LR: 9.273e-02 Score 59.385 Data time: 0.2210, Forward time: 2.2626, Backward time: 3.1146, DDP time: 0.0046, Total iter time: 5.0034 [2020-11-08 14:24:33,916][root][INFO] - ===> Epoch[31](805/26): Loss 1.5893, Sem 1.2317, dir -0.0762, norm 0.4338, swav 0.0000 LR: 9.273e-02 Score 59.625 Data time: 0.2643, Forward time: 2.2632, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 5.9107 [2020-11-08 14:24:39,885][root][INFO] - ===> Epoch[31](806/26): Loss 1.6035, Sem 1.1532, dir -0.0412, norm 0.4915, swav 0.0000 LR: 9.272e-02 Score 66.504 Data time: 0.1996, Forward time: 2.2630, Backward time: 3.1147, DDP time: 0.0046, Total iter time: 5.8499 [2020-11-08 14:24:46,209][root][INFO] - ===> Epoch[32](807/26): Loss 1.8384, Sem 1.3110, dir -0.0169, norm 0.5442, swav 0.0000 LR: 9.271e-02 Score 62.018 Data time: 0.1521, Forward time: 2.2625, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 6.2378 [2020-11-08 14:24:51,404][root][INFO] - ===> Epoch[32](808/26): Loss 1.7964, Sem 1.3334, dir -0.0271, norm 0.4900, swav 0.0000 LR: 9.270e-02 Score 62.778 Data time: 0.1880, Forward time: 2.2620, Backward time: 3.1157, DDP time: 0.0046, Total iter time: 5.1074 [2020-11-08 14:24:55,864][root][INFO] - ===> Epoch[32](809/26): Loss 1.4825, Sem 1.1075, dir -0.0260, norm 0.4010, swav 0.0000 LR: 9.269e-02 Score 67.014 Data time: 0.1802, Forward time: 2.2615, Backward time: 3.1147, DDP time: 0.0046, Total iter time: 4.3594 [2020-11-08 14:25:02,353][root][INFO] - ===> Epoch[32](810/26): Loss 1.5897, Sem 1.2217, dir -0.0844, norm 0.4523, swav 0.0000 LR: 9.268e-02 Score 61.646 Data time: 0.1932, Forward time: 2.2611, Backward time: 3.1160, DDP time: 0.0046, Total iter time: 6.4215 [2020-11-08 14:25:07,620][root][INFO] - ===> Epoch[32](811/26): Loss 1.5291, Sem 1.1457, dir -0.0697, norm 0.4531, swav 0.0000 LR: 9.267e-02 Score 65.952 Data time: 0.2336, Forward time: 2.2610, Backward time: 3.1155, DDP time: 0.0046, Total iter time: 5.1846 [2020-11-08 14:25:14,086][root][INFO] - ===> Epoch[32](812/26): Loss 1.6251, Sem 1.2563, dir -0.0267, norm 0.3955, swav 0.0000 LR: 9.266e-02 Score 59.956 Data time: 0.2729, Forward time: 2.2618, Backward time: 3.1155, DDP time: 0.0046, Total iter time: 6.3435 [2020-11-08 14:25:19,455][root][INFO] - ===> Epoch[32](813/26): Loss 1.6499, Sem 1.2844, dir -0.0720, norm 0.4375, swav 0.0000 LR: 9.265e-02 Score 59.881 Data time: 0.2465, Forward time: 2.2624, Backward time: 3.1144, DDP time: 0.0046, Total iter time: 5.2536 [2020-11-08 14:25:25,158][root][INFO] - ===> Epoch[32](814/26): Loss 1.7913, Sem 1.3619, dir -0.0347, norm 0.4641, swav 0.0000 LR: 9.264e-02 Score 59.229 Data time: 0.1541, Forward time: 2.2616, Backward time: 3.1151, DDP time: 0.0046, Total iter time: 5.5833 [2020-11-08 14:25:31,035][root][INFO] - ===> Epoch[32](815/26): Loss 1.6792, Sem 1.1828, dir -0.0314, norm 0.5278, swav 0.0000 LR: 9.263e-02 Score 62.868 Data time: 0.2475, Forward time: 2.2619, Backward time: 3.1149, DDP time: 0.0046, Total iter time: 5.8145 [2020-11-08 14:25:36,473][root][INFO] - ===> Epoch[32](816/26): Loss 1.6952, Sem 1.2330, dir -0.0460, norm 0.5081, swav 0.0000 LR: 9.263e-02 Score 59.434 Data time: 0.2348, Forward time: 2.2623, Backward time: 3.1142, DDP time: 0.0046, Total iter time: 5.3366 [2020-11-08 14:25:42,220][root][INFO] - ===> Epoch[32](817/26): Loss 1.6518, Sem 1.1984, dir -0.0663, norm 0.5197, swav 0.0000 LR: 9.262e-02 Score 63.000 Data time: 0.2212, Forward time: 2.2626, Backward time: 3.1138, DDP time: 0.0046, Total iter time: 5.6540 [2020-11-08 14:25:47,063][root][INFO] - ===> Epoch[32](818/26): Loss 1.5543, Sem 1.2661, dir -0.0748, norm 0.3629, swav 0.0000 LR: 9.261e-02 Score 64.466 Data time: 0.1761, Forward time: 2.2621, Backward time: 3.1133, DDP time: 0.0046, Total iter time: 4.7245 [2020-11-08 14:25:52,629][root][INFO] - ===> Epoch[32](819/26): Loss 1.4072, Sem 1.0806, dir -0.0712, norm 0.3978, swav 0.0000 LR: 9.260e-02 Score 67.329 Data time: 0.2364, Forward time: 2.2623, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.4783 [2020-11-08 14:25:58,324][root][INFO] - ===> Epoch[32](820/26): Loss 1.7927, Sem 1.2265, dir -0.0346, norm 0.6008, swav 0.0000 LR: 9.259e-02 Score 61.282 Data time: 0.2551, Forward time: 2.2631, Backward time: 3.1120, DDP time: 0.0046, Total iter time: 5.5722 [2020-11-08 14:26:04,381][root][INFO] - ===> Epoch[32](821/26): Loss 1.8713, Sem 1.3013, dir -0.0465, norm 0.6165, swav 0.0000 LR: 9.258e-02 Score 61.839 Data time: 0.2602, Forward time: 2.2636, Backward time: 3.1117, DDP time: 0.0046, Total iter time: 5.9171 [2020-11-08 14:26:09,858][root][INFO] - ===> Epoch[32](822/26): Loss 1.5472, Sem 1.2943, dir -0.1251, norm 0.3779, swav 0.0000 LR: 9.257e-02 Score 60.470 Data time: 0.2130, Forward time: 2.2637, Backward time: 3.1113, DDP time: 0.0046, Total iter time: 5.3596 [2020-11-08 14:26:16,243][root][INFO] - ===> Epoch[32](823/26): Loss 1.4567, Sem 1.0465, dir -0.0473, norm 0.4575, swav 0.0000 LR: 9.256e-02 Score 70.389 Data time: 0.1367, Forward time: 2.2629, Backward time: 3.1129, DDP time: 0.0046, Total iter time: 6.2688 [2020-11-08 14:26:23,007][root][INFO] - ===> Epoch[32](824/26): Loss 1.9504, Sem 1.4019, dir -0.0773, norm 0.6257, swav 0.0000 LR: 9.255e-02 Score 55.430 Data time: 0.2111, Forward time: 2.2627, Backward time: 3.1142, DDP time: 0.0046, Total iter time: 6.6837 [2020-11-08 14:26:29,674][root][INFO] - ===> Epoch[32](825/26): Loss 1.5426, Sem 1.2019, dir -0.0774, norm 0.4182, swav 0.0000 LR: 9.254e-02 Score 62.786 Data time: 0.2285, Forward time: 2.2629, Backward time: 3.1151, DDP time: 0.0046, Total iter time: 6.5616 [2020-11-08 14:26:35,478][root][INFO] - ===> Epoch[32](826/26): Loss 1.5854, Sem 1.2503, dir -0.1079, norm 0.4430, swav 0.0000 LR: 9.254e-02 Score 62.429 Data time: 0.2108, Forward time: 2.2630, Backward time: 3.1150, DDP time: 0.0046, Total iter time: 5.6973 [2020-11-08 14:26:40,332][root][INFO] - ===> Epoch[32](827/26): Loss 1.7276, Sem 1.3438, dir -0.0661, norm 0.4500, swav 0.0000 LR: 9.253e-02 Score 59.593 Data time: 0.2148, Forward time: 2.2626, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 4.7424 [2020-11-08 14:26:45,494][root][INFO] - ===> Epoch[32](828/26): Loss 1.7240, Sem 1.3471, dir -0.0529, norm 0.4298, swav 0.0000 LR: 9.252e-02 Score 58.355 Data time: 0.2013, Forward time: 2.2626, Backward time: 3.1137, DDP time: 0.0046, Total iter time: 5.0700 [2020-11-08 14:26:50,309][root][INFO] - ===> Epoch[32](829/26): Loss 1.5706, Sem 1.1967, dir -0.1038, norm 0.4777, swav 0.0000 LR: 9.251e-02 Score 65.711 Data time: 0.1723, Forward time: 2.2621, Backward time: 3.1131, DDP time: 0.0046, Total iter time: 4.7184 [2020-11-08 14:26:55,787][root][INFO] - ===> Epoch[32](830/26): Loss 1.4399, Sem 1.1471, dir -0.0856, norm 0.3784, swav 0.0000 LR: 9.250e-02 Score 63.394 Data time: 0.1927, Forward time: 2.2618, Backward time: 3.1131, DDP time: 0.0046, Total iter time: 5.4067 [2020-11-08 14:27:01,366][root][INFO] - ===> Epoch[32](831/26): Loss 1.6631, Sem 1.2747, dir -0.0766, norm 0.4650, swav 0.0000 LR: 9.249e-02 Score 61.095 Data time: 0.2398, Forward time: 2.2621, Backward time: 3.1126, DDP time: 0.0046, Total iter time: 5.5010 [2020-11-08 14:27:08,023][root][INFO] - ===> Epoch[32](832/26): Loss 1.6640, Sem 1.2361, dir -0.0618, norm 0.4897, swav 0.0000 LR: 9.248e-02 Score 64.429 Data time: 0.2512, Forward time: 2.2627, Backward time: 3.1130, DDP time: 0.0046, Total iter time: 6.5410 [2020-11-08 14:27:13,167][root][INFO] - ===> Epoch[33](833/26): Loss 1.5075, Sem 1.1167, dir -0.0475, norm 0.4383, swav 0.0000 LR: 9.247e-02 Score 66.420 Data time: 0.2392, Forward time: 2.2632, Backward time: 3.1118, DDP time: 0.0046, Total iter time: 5.0371 [2020-11-08 14:27:18,758][root][INFO] - ===> Epoch[33](834/26): Loss 1.3700, Sem 1.2280, dir -0.1434, norm 0.2854, swav 0.0000 LR: 9.246e-02 Score 64.471 Data time: 0.2068, Forward time: 2.2631, Backward time: 3.1117, DDP time: 0.0046, Total iter time: 5.4823 [2020-11-08 14:27:24,302][root][INFO] - ===> Epoch[33](835/26): Loss 1.6278, Sem 1.2315, dir -0.0725, norm 0.4688, swav 0.0000 LR: 9.245e-02 Score 62.960 Data time: 0.2673, Forward time: 2.2638, Backward time: 3.1108, DDP time: 0.0046, Total iter time: 5.4434 [2020-11-08 14:27:30,690][root][INFO] - ===> Epoch[33](836/26): Loss 1.6960, Sem 1.2044, dir -0.0825, norm 0.5740, swav 0.0000 LR: 9.244e-02 Score 60.854 Data time: 0.1884, Forward time: 2.2636, Backward time: 3.1116, DDP time: 0.0046, Total iter time: 6.2696 [2020-11-08 14:27:36,719][root][INFO] - ===> Epoch[33](837/26): Loss 1.6647, Sem 1.1942, dir -0.0343, norm 0.5048, swav 0.0000 LR: 9.244e-02 Score 62.669 Data time: 0.2129, Forward time: 2.2637, Backward time: 3.1118, DDP time: 0.0046, Total iter time: 5.9367 [2020-11-08 14:27:42,477][root][INFO] - ===> Epoch[33](838/26): Loss 1.5789, Sem 1.2277, dir -0.0658, norm 0.4171, swav 0.0000 LR: 9.243e-02 Score 62.821 Data time: 0.1714, Forward time: 2.2632, Backward time: 3.1123, DDP time: 0.0046, Total iter time: 5.6203 [2020-11-08 14:27:47,878][root][INFO] - ===> Epoch[33](839/26): Loss 1.5639, Sem 1.2909, dir -0.1072, norm 0.3802, swav 0.0000 LR: 9.242e-02 Score 59.353 Data time: 0.2466, Forward time: 2.2636, Backward time: 3.1114, DDP time: 0.0046, Total iter time: 5.3008 [2020-11-08 14:27:52,412][root][INFO] - ===> Epoch[33](840/26): Loss 1.8289, Sem 1.3545, dir -0.0619, norm 0.5364, swav 0.0000 LR: 9.241e-02 Score 61.191 Data time: 0.1850, Forward time: 2.2631, Backward time: 3.1105, DDP time: 0.0046, Total iter time: 4.4047 [2020-11-08 14:27:57,641][root][INFO] - ===> Epoch[33](841/26): Loss 1.6424, Sem 1.2143, dir -0.0357, norm 0.4639, swav 0.0000 LR: 9.240e-02 Score 60.174 Data time: 0.2053, Forward time: 2.2631, Backward time: 3.1100, DDP time: 0.0046, Total iter time: 5.1290 [2020-11-08 14:28:03,698][root][INFO] - ===> Epoch[33](842/26): Loss 1.6091, Sem 1.2357, dir -0.0635, norm 0.4369, swav 0.0000 LR: 9.239e-02 Score 64.540 Data time: 0.1375, Forward time: 2.2622, Backward time: 3.1112, DDP time: 0.0047, Total iter time: 5.9415 [2020-11-08 14:28:09,110][root][INFO] - ===> Epoch[33](843/26): Loss 1.5110, Sem 1.2494, dir -0.0219, norm 0.2834, swav 0.0000 LR: 9.238e-02 Score 63.122 Data time: 0.1921, Forward time: 2.2618, Backward time: 3.1112, DDP time: 0.0047, Total iter time: 5.3129 [2020-11-08 14:28:14,948][root][INFO] - ===> Epoch[33](844/26): Loss 1.6620, Sem 1.2511, dir -0.0403, norm 0.4512, swav 0.0000 LR: 9.237e-02 Score 61.019 Data time: 0.1915, Forward time: 2.2617, Backward time: 3.1114, DDP time: 0.0047, Total iter time: 5.7331 [2020-11-08 14:28:21,040][root][INFO] - ===> Epoch[33](845/26): Loss 1.6047, Sem 1.2114, dir -0.0834, norm 0.4767, swav 0.0000 LR: 9.236e-02 Score 66.622 Data time: 0.1435, Forward time: 2.2607, Backward time: 3.1127, DDP time: 0.0047, Total iter time: 5.9736 [2020-11-08 14:28:26,492][root][INFO] - ===> Epoch[33](846/26): Loss 1.4163, Sem 1.1566, dir -0.0466, norm 0.3063, swav 0.0000 LR: 9.235e-02 Score 65.333 Data time: 0.2309, Forward time: 2.2610, Backward time: 3.1121, DDP time: 0.0047, Total iter time: 5.3607 [2020-11-08 14:28:32,339][root][INFO] - ===> Epoch[33](847/26): Loss 1.5480, Sem 1.2793, dir -0.0865, norm 0.3553, swav 0.0000 LR: 9.234e-02 Score 62.382 Data time: 0.1824, Forward time: 2.2607, Backward time: 3.1125, DDP time: 0.0047, Total iter time: 5.7425 [2020-11-08 14:28:36,955][root][INFO] - ===> Epoch[33](848/26): Loss 1.5274, Sem 1.2769, dir -0.0824, norm 0.3329, swav 0.0000 LR: 9.234e-02 Score 62.813 Data time: 0.2210, Forward time: 2.2607, Backward time: 3.1112, DDP time: 0.0047, Total iter time: 4.5305 [2020-11-08 14:28:42,772][root][INFO] - ===> Epoch[33](849/26): Loss 1.5995, Sem 1.3328, dir -0.0601, norm 0.3269, swav 0.0000 LR: 9.233e-02 Score 59.729 Data time: 0.2557, Forward time: 2.2614, Backward time: 3.1105, DDP time: 0.0047, Total iter time: 5.7042 [2020-11-08 14:28:47,844][root][INFO] - ===> Epoch[33](850/26): Loss 1.4529, Sem 1.2622, dir -0.1345, norm 0.3252, swav 0.0000 LR: 9.232e-02 Score 63.215 Data time: 0.1903, Forward time: 2.2612, Backward time: 3.1099, DDP time: 0.0047, Total iter time: 4.9457 [2020-11-08 14:28:52,597][root][INFO] - ===> Epoch[33](851/26): Loss 1.4792, Sem 1.2657, dir -0.0909, norm 0.3044, swav 0.0000 LR: 9.231e-02 Score 62.323 Data time: 0.1746, Forward time: 2.2606, Backward time: 3.1093, DDP time: 0.0047, Total iter time: 4.6469 [2020-11-08 14:28:58,677][root][INFO] - ===> Epoch[33](852/26): Loss 1.6745, Sem 1.2898, dir -0.0513, norm 0.4361, swav 0.0000 LR: 9.230e-02 Score 60.900 Data time: 0.2916, Forward time: 2.2616, Backward time: 3.1087, DDP time: 0.0047, Total iter time: 6.0034 [2020-11-08 14:29:04,169][root][INFO] - ===> Epoch[33](853/26): Loss 1.7151, Sem 1.4163, dir -0.1000, norm 0.3989, swav 0.0000 LR: 9.229e-02 Score 59.631 Data time: 0.1914, Forward time: 2.2615, Backward time: 3.1084, DDP time: 0.0047, Total iter time: 5.3433 [2020-11-08 14:29:10,106][root][INFO] - ===> Epoch[33](854/26): Loss 1.4553, Sem 1.1811, dir -0.0865, norm 0.3607, swav 0.0000 LR: 9.228e-02 Score 65.481 Data time: 0.2457, Forward time: 2.2618, Backward time: 3.1083, DDP time: 0.0047, Total iter time: 5.8476 [2020-11-08 14:29:15,204][root][INFO] - ===> Epoch[33](855/26): Loss 1.6911, Sem 1.3331, dir -0.0976, norm 0.4556, swav 0.0000 LR: 9.227e-02 Score 59.550 Data time: 0.2089, Forward time: 2.2617, Backward time: 3.1076, DDP time: 0.0047, Total iter time: 4.9611 [2020-11-08 14:29:21,642][root][INFO] - ===> Epoch[33](856/26): Loss 1.3136, Sem 1.1054, dir -0.0779, norm 0.2861, swav 0.0000 LR: 9.226e-02 Score 67.841 Data time: 0.3139, Forward time: 2.2628, Backward time: 3.1072, DDP time: 0.0047, Total iter time: 6.3009 [2020-11-08 14:29:28,074][root][INFO] - ===> Epoch[33](857/26): Loss 1.5620, Sem 1.2457, dir -0.0975, norm 0.4139, swav 0.0000 LR: 9.225e-02 Score 62.966 Data time: 0.2458, Forward time: 2.2635, Backward time: 3.1072, DDP time: 0.0047, Total iter time: 6.2939 [2020-11-08 14:29:34,084][root][INFO] - ===> Epoch[33](858/26): Loss 1.3332, Sem 1.1366, dir -0.0491, norm 0.2457, swav 0.0000 LR: 9.224e-02 Score 66.576 Data time: 0.1524, Forward time: 2.2630, Backward time: 3.1080, DDP time: 0.0047, Total iter time: 5.8713 [2020-11-08 14:29:38,952][root][INFO] - ===> Epoch[34](859/26): Loss 1.6680, Sem 1.2856, dir -0.0757, norm 0.4581, swav 0.0000 LR: 9.224e-02 Score 60.004 Data time: 0.1654, Forward time: 2.2625, Backward time: 3.1076, DDP time: 0.0047, Total iter time: 4.7690 [2020-11-08 14:29:43,925][root][INFO] - ===> Epoch[34](860/26): Loss 1.8356, Sem 1.3590, dir -0.0477, norm 0.5243, swav 0.0000 LR: 9.223e-02 Score 58.305 Data time: 0.1875, Forward time: 2.2621, Backward time: 3.1071, DDP time: 0.0047, Total iter time: 4.8798 [2020-11-08 14:29:49,263][root][INFO] - ===> Epoch[34](861/26): Loss 1.3073, Sem 1.1103, dir -0.1235, norm 0.3206, swav 0.0000 LR: 9.222e-02 Score 69.233 Data time: 0.2341, Forward time: 2.2624, Backward time: 3.1064, DDP time: 0.0047, Total iter time: 5.2386 [2020-11-08 14:29:55,368][root][INFO] - ===> Epoch[34](862/26): Loss 1.5356, Sem 1.1847, dir -0.0528, norm 0.4038, swav 0.0000 LR: 9.221e-02 Score 66.036 Data time: 0.2169, Forward time: 2.2625, Backward time: 3.1066, DDP time: 0.0047, Total iter time: 5.9782 [2020-11-08 14:30:02,281][root][INFO] - ===> Epoch[34](863/26): Loss 1.4256, Sem 1.0300, dir -0.0195, norm 0.4151, swav 0.0000 LR: 9.220e-02 Score 71.463 Data time: 0.3252, Forward time: 2.2639, Backward time: 3.1065, DDP time: 0.0047, Total iter time: 6.8040 [2020-11-08 14:30:07,366][root][INFO] - ===> Epoch[34](864/26): Loss 1.4904, Sem 1.1770, dir -0.0581, norm 0.3715, swav 0.0000 LR: 9.219e-02 Score 64.266 Data time: 0.1777, Forward time: 2.2635, Backward time: 3.1061, DDP time: 0.0047, Total iter time: 4.9588 [2020-11-08 14:30:12,696][root][INFO] - ===> Epoch[34](865/26): Loss 1.5616, Sem 1.2603, dir -0.0869, norm 0.3882, swav 0.0000 LR: 9.218e-02 Score 61.169 Data time: 0.2397, Forward time: 2.2639, Backward time: 3.1052, DDP time: 0.0047, Total iter time: 5.2318 [2020-11-08 14:30:19,001][root][INFO] - ===> Epoch[34](866/26): Loss 1.7064, Sem 1.2465, dir -0.0514, norm 0.5113, swav 0.0000 LR: 9.217e-02 Score 62.469 Data time: 0.1913, Forward time: 2.2637, Backward time: 3.1060, DDP time: 0.0047, Total iter time: 6.1902 [2020-11-08 14:30:24,639][root][INFO] - ===> Epoch[34](867/26): Loss 1.9657, Sem 1.3366, dir -0.0549, norm 0.6839, swav 0.0000 LR: 9.216e-02 Score 60.281 Data time: 0.2203, Forward time: 2.2638, Backward time: 3.1058, DDP time: 0.0047, Total iter time: 5.5499 [2020-11-08 14:30:30,552][root][INFO] - ===> Epoch[34](868/26): Loss 1.8553, Sem 1.2889, dir -0.0171, norm 0.5836, swav 0.0000 LR: 9.215e-02 Score 58.778 Data time: 0.2600, Forward time: 2.2644, Backward time: 3.1054, DDP time: 0.0047, Total iter time: 5.8158 [2020-11-08 14:30:35,198][root][INFO] - ===> Epoch[34](869/26): Loss 1.6615, Sem 1.2875, dir -0.0744, norm 0.4485, swav 0.0000 LR: 9.214e-02 Score 58.456 Data time: 0.1840, Forward time: 2.2641, Backward time: 3.1044, DDP time: 0.0047, Total iter time: 4.5300 [2020-11-08 14:30:41,294][root][INFO] - ===> Epoch[34](870/26): Loss 1.8373, Sem 1.5364, dir -0.0904, norm 0.3913, swav 0.0000 LR: 9.214e-02 Score 54.117 Data time: 0.2167, Forward time: 2.2642, Backward time: 3.1047, DDP time: 0.0047, Total iter time: 6.0201 [2020-11-08 14:30:46,428][root][INFO] - ===> Epoch[34](871/26): Loss 1.5842, Sem 1.1788, dir -0.0611, norm 0.4664, swav 0.0000 LR: 9.213e-02 Score 65.037 Data time: 0.2027, Forward time: 2.2642, Backward time: 3.1041, DDP time: 0.0047, Total iter time: 5.0365 [2020-11-08 14:30:52,658][root][INFO] - ===> Epoch[34](872/26): Loss 1.6238, Sem 1.1604, dir -0.0176, norm 0.4810, swav 0.0000 LR: 9.212e-02 Score 64.142 Data time: 0.2190, Forward time: 2.2644, Backward time: 3.1044, DDP time: 0.0047, Total iter time: 6.1385 [2020-11-08 14:30:58,754][root][INFO] - ===> Epoch[34](873/26): Loss 1.5330, Sem 1.1961, dir -0.0747, norm 0.4116, swav 0.0000 LR: 9.211e-02 Score 65.860 Data time: 0.1740, Forward time: 2.2638, Backward time: 3.1054, DDP time: 0.0047, Total iter time: 5.9872 [2020-11-08 14:31:04,176][root][INFO] - ===> Epoch[34](874/26): Loss 1.5683, Sem 1.2573, dir -0.1087, norm 0.4197, swav 0.0000 LR: 9.210e-02 Score 61.087 Data time: 0.2246, Forward time: 2.2638, Backward time: 3.1050, DDP time: 0.0047, Total iter time: 5.3550 [2020-11-08 14:31:10,320][root][INFO] - ===> Epoch[34](875/26): Loss 1.7148, Sem 1.2809, dir -0.0830, norm 0.5168, swav 0.0000 LR: 9.209e-02 Score 61.508 Data time: 0.2998, Forward time: 2.2647, Backward time: 3.1045, DDP time: 0.0047, Total iter time: 6.0461 [2020-11-08 14:31:16,380][root][INFO] - ===> Epoch[34](876/26): Loss 1.5695, Sem 1.2220, dir -0.0331, norm 0.3806, swav 0.0000 LR: 9.208e-02 Score 65.386 Data time: 0.1739, Forward time: 2.2643, Backward time: 3.1052, DDP time: 0.0047, Total iter time: 5.9067 [2020-11-08 14:31:22,695][root][INFO] - ===> Epoch[34](877/26): Loss 1.6886, Sem 1.2458, dir -0.1078, norm 0.5506, swav 0.0000 LR: 9.207e-02 Score 62.692 Data time: 0.2483, Forward time: 2.2645, Backward time: 3.1056, DDP time: 0.0047, Total iter time: 6.2158 [2020-11-08 14:31:27,803][root][INFO] - ===> Epoch[34](878/26): Loss 1.5549, Sem 1.2301, dir -0.0710, norm 0.3958, swav 0.0000 LR: 9.206e-02 Score 64.639 Data time: 0.2104, Forward time: 2.2647, Backward time: 3.1047, DDP time: 0.0047, Total iter time: 4.9967 [2020-11-08 14:31:33,663][root][INFO] - ===> Epoch[34](879/26): Loss 1.6200, Sem 1.3379, dir -0.0796, norm 0.3617, swav 0.0000 LR: 9.205e-02 Score 59.583 Data time: 0.1683, Forward time: 2.2642, Backward time: 3.1053, DDP time: 0.0047, Total iter time: 5.7555 [2020-11-08 14:31:39,082][root][INFO] - ===> Epoch[34](880/26): Loss 1.4064, Sem 1.1518, dir -0.0709, norm 0.3255, swav 0.0000 LR: 9.204e-02 Score 66.843 Data time: 0.1790, Forward time: 2.2637, Backward time: 3.1055, DDP time: 0.0047, Total iter time: 5.3437 [2020-11-08 14:31:44,380][root][INFO] - ===> Epoch[34](881/26): Loss 1.4222, Sem 1.2051, dir -0.1289, norm 0.3460, swav 0.0000 LR: 9.204e-02 Score 63.220 Data time: 0.2346, Forward time: 2.2642, Backward time: 3.1045, DDP time: 0.0047, Total iter time: 5.2188 [2020-11-08 14:31:50,372][root][INFO] - ===> Epoch[34](882/26): Loss 1.2947, Sem 1.0459, dir -0.0547, norm 0.3034, swav 0.0000 LR: 9.203e-02 Score 68.950 Data time: 0.1752, Forward time: 2.2639, Backward time: 3.1051, DDP time: 0.0047, Total iter time: 5.8687 [2020-11-08 14:31:56,251][root][INFO] - ===> Epoch[34](883/26): Loss 1.4691, Sem 1.2866, dir -0.0947, norm 0.2772, swav 0.0000 LR: 9.202e-02 Score 61.614 Data time: 0.1649, Forward time: 2.2633, Backward time: 3.1058, DDP time: 0.0047, Total iter time: 5.7920 [2020-11-08 14:32:00,945][root][INFO] - ===> Epoch[34](884/26): Loss 1.5747, Sem 1.1844, dir -0.0869, norm 0.4772, swav 0.0000 LR: 9.201e-02 Score 63.547 Data time: 0.2326, Forward time: 2.2635, Backward time: 3.1044, DDP time: 0.0047, Total iter time: 4.6061 [2020-11-08 14:32:08,159][root][INFO] - ===> Epoch[35](885/26): Loss 1.5092, Sem 1.2727, dir -0.0406, norm 0.2771, swav 0.0000 LR: 9.200e-02 Score 62.794 Data time: 0.1948, Forward time: 2.2634, Backward time: 3.1062, DDP time: 0.0047, Total iter time: 7.1002 [2020-11-08 14:32:13,960][root][INFO] - ===> Epoch[35](886/26): Loss 1.4771, Sem 1.1542, dir -0.0807, norm 0.4036, swav 0.0000 LR: 9.199e-02 Score 65.943 Data time: 0.2343, Forward time: 2.2635, Backward time: 3.1061, DDP time: 0.0047, Total iter time: 5.7169 [2020-11-08 14:32:19,320][root][INFO] - ===> Epoch[35](887/26): Loss 1.5927, Sem 1.2051, dir -0.0540, norm 0.4416, swav 0.0000 LR: 9.198e-02 Score 65.247 Data time: 0.2488, Forward time: 2.2640, Backward time: 3.1051, DDP time: 0.0047, Total iter time: 5.2486 [2020-11-08 14:32:24,931][root][INFO] - ===> Epoch[35](888/26): Loss 1.5042, Sem 1.2888, dir -0.1075, norm 0.3229, swav 0.0000 LR: 9.197e-02 Score 62.868 Data time: 0.2676, Forward time: 2.2647, Backward time: 3.1042, DDP time: 0.0047, Total iter time: 5.5117 [2020-11-08 14:32:31,560][root][INFO] - ===> Epoch[35](889/26): Loss 1.3042, Sem 1.1151, dir -0.0780, norm 0.2671, swav 0.0000 LR: 9.196e-02 Score 67.770 Data time: 0.2012, Forward time: 2.2646, Backward time: 3.1052, DDP time: 0.0047, Total iter time: 6.5053 [2020-11-08 14:32:37,078][root][INFO] - ===> Epoch[35](890/26): Loss 1.5563, Sem 1.2710, dir -0.0684, norm 0.3537, swav 0.0000 LR: 9.195e-02 Score 60.510 Data time: 0.2208, Forward time: 2.2648, Backward time: 3.1047, DDP time: 0.0047, Total iter time: 5.4243 [2020-11-08 14:32:42,764][root][INFO] - ===> Epoch[35](891/26): Loss 1.4969, Sem 1.2219, dir -0.1113, norm 0.3864, swav 0.0000 LR: 9.194e-02 Score 60.550 Data time: 0.1867, Forward time: 2.2646, Backward time: 3.1048, DDP time: 0.0047, Total iter time: 5.5797 [2020-11-08 14:32:48,447][root][INFO] - ===> Epoch[35](892/26): Loss 1.5376, Sem 1.2049, dir -0.0627, norm 0.3954, swav 0.0000 LR: 9.194e-02 Score 63.864 Data time: 0.1789, Forward time: 2.2642, Backward time: 3.1051, DDP time: 0.0047, Total iter time: 5.6015 [2020-11-08 14:32:54,185][root][INFO] - ===> Epoch[35](893/26): Loss 1.4114, Sem 1.2464, dir -0.0950, norm 0.2601, swav 0.0000 LR: 9.193e-02 Score 65.900 Data time: 0.2181, Forward time: 2.2645, Backward time: 3.1049, DDP time: 0.0047, Total iter time: 5.6689 [2020-11-08 14:32:59,021][root][INFO] - ===> Epoch[35](894/26): Loss 1.5898, Sem 1.2445, dir -0.0909, norm 0.4361, swav 0.0000 LR: 9.192e-02 Score 65.184 Data time: 0.1956, Forward time: 2.2644, Backward time: 3.1039, DDP time: 0.0047, Total iter time: 4.7288 [2020-11-08 14:33:04,214][root][INFO] - ===> Epoch[35](895/26): Loss 1.6702, Sem 1.3642, dir -0.0513, norm 0.3572, swav 0.0000 LR: 9.191e-02 Score 61.588 Data time: 0.2254, Forward time: 2.2646, Backward time: 3.1032, DDP time: 0.0047, Total iter time: 5.0952 [2020-11-08 14:33:10,495][root][INFO] - ===> Epoch[35](896/26): Loss 1.3490, Sem 1.0866, dir -0.0732, norm 0.3356, swav 0.0000 LR: 9.190e-02 Score 67.375 Data time: 0.2043, Forward time: 2.2646, Backward time: 3.1038, DDP time: 0.0047, Total iter time: 6.1658 [2020-11-08 14:33:15,619][root][INFO] - ===> Epoch[35](897/26): Loss 1.8171, Sem 1.4244, dir -0.1224, norm 0.5151, swav 0.0000 LR: 9.189e-02 Score 54.981 Data time: 0.1866, Forward time: 2.2643, Backward time: 3.1034, DDP time: 0.0047, Total iter time: 5.0212 [2020-11-08 14:33:20,503][root][INFO] - ===> Epoch[35](898/26): Loss 1.7751, Sem 1.4207, dir -0.0688, norm 0.4232, swav 0.0000 LR: 9.188e-02 Score 56.629 Data time: 0.2082, Forward time: 2.2643, Backward time: 3.1024, DDP time: 0.0047, Total iter time: 4.8069 [2020-11-08 14:33:25,969][root][INFO] - ===> Epoch[35](899/26): Loss 1.8217, Sem 1.4562, dir -0.0949, norm 0.4603, swav 0.0000 LR: 9.187e-02 Score 58.348 Data time: 0.1865, Forward time: 2.2640, Backward time: 3.1024, DDP time: 0.0047, Total iter time: 5.3486 [2020-11-08 14:33:32,457][root][INFO] - ===> Epoch[35](900/26): Loss 1.4507, Sem 1.2494, dir -0.0999, norm 0.3012, swav 0.0000 LR: 9.186e-02 Score 63.632 Data time: 0.1519, Forward time: 2.2633, Backward time: 3.1039, DDP time: 0.0047, Total iter time: 6.3901 [2020-11-08 14:33:38,568][root][INFO] - ===> Epoch[35](901/26): Loss 1.5052, Sem 1.1697, dir -0.0547, norm 0.3902, swav 0.0000 LR: 9.185e-02 Score 65.035 Data time: 0.2160, Forward time: 2.2635, Backward time: 3.1042, DDP time: 0.0047, Total iter time: 6.0390 [2020-11-08 14:33:44,260][root][INFO] - ===> Epoch[35](902/26): Loss 1.5864, Sem 1.2847, dir -0.0830, norm 0.3847, swav 0.0000 LR: 9.184e-02 Score 61.971 Data time: 0.1990, Forward time: 2.2635, Backward time: 3.1042, DDP time: 0.0047, Total iter time: 5.5858 [2020-11-08 14:33:49,789][root][INFO] - ===> Epoch[35](903/26): Loss 1.4510, Sem 1.2011, dir -0.1275, norm 0.3774, swav 0.0000 LR: 9.184e-02 Score 63.198 Data time: 0.2154, Forward time: 2.2635, Backward time: 3.1039, DDP time: 0.0047, Total iter time: 5.4259 [2020-11-08 14:33:55,844][root][INFO] - ===> Epoch[35](904/26): Loss 1.7275, Sem 1.2500, dir -0.0449, norm 0.5224, swav 0.0000 LR: 9.183e-02 Score 63.535 Data time: 0.2057, Forward time: 2.2634, Backward time: 3.1043, DDP time: 0.0047, Total iter time: 5.9540 [2020-11-08 14:34:01,309][root][INFO] - ===> Epoch[35](905/26): Loss 1.8511, Sem 1.2807, dir -0.0344, norm 0.6048, swav 0.0000 LR: 9.182e-02 Score 60.826 Data time: 0.2522, Forward time: 2.2637, Backward time: 3.1037, DDP time: 0.0047, Total iter time: 5.3699 [2020-11-08 14:34:07,905][root][INFO] - ===> Epoch[35](906/26): Loss 1.7231, Sem 1.1841, dir -0.0513, norm 0.5903, swav 0.0000 LR: 9.181e-02 Score 63.862 Data time: 0.3391, Forward time: 2.2648, Backward time: 3.1034, DDP time: 0.0047, Total iter time: 6.4670 [2020-11-08 14:34:13,865][root][INFO] - ===> Epoch[35](907/26): Loss 1.5083, Sem 1.1831, dir -0.0231, norm 0.3483, swav 0.0000 LR: 9.180e-02 Score 62.827 Data time: 0.2574, Forward time: 2.2655, Backward time: 3.1029, DDP time: 0.0047, Total iter time: 5.8202 [2020-11-08 14:34:19,090][root][INFO] - ===> Epoch[35](908/26): Loss 1.7907, Sem 1.3372, dir -0.0265, norm 0.4800, swav 0.0000 LR: 9.179e-02 Score 61.516 Data time: 0.1772, Forward time: 2.2653, Backward time: 3.1025, DDP time: 0.0047, Total iter time: 5.1203 [2020-11-08 14:34:23,881][root][INFO] - ===> Epoch[35](909/26): Loss 1.9962, Sem 1.3058, dir -0.0056, norm 0.6959, swav 0.0000 LR: 9.178e-02 Score 59.722 Data time: 0.1956, Forward time: 2.2648, Backward time: 3.1019, DDP time: 0.0047, Total iter time: 4.7309 [2020-11-08 14:34:29,715][root][INFO] - ===> Epoch[35](910/26): Loss 1.7019, Sem 1.0991, dir -0.0129, norm 0.6157, swav 0.0000 LR: 9.177e-02 Score 67.479 Data time: 0.1436, Forward time: 2.2638, Backward time: 3.1030, DDP time: 0.0047, Total iter time: 5.7622 [2020-11-08 14:34:35,629][root][INFO] - ===> Epoch[36](911/26): Loss 1.5851, Sem 1.1152, dir -0.0179, norm 0.4878, swav 0.0000 LR: 9.176e-02 Score 67.103 Data time: 0.2997, Forward time: 2.2647, Backward time: 3.1023, DDP time: 0.0047, Total iter time: 5.8578 [2020-11-08 14:34:40,855][root][INFO] - ===> Epoch[36](912/26): Loss 1.3611, Sem 1.1460, dir -0.0669, norm 0.2820, swav 0.0000 LR: 9.175e-02 Score 65.318 Data time: 0.2040, Forward time: 2.2647, Backward time: 3.1017, DDP time: 0.0047, Total iter time: 5.1087 [2020-11-08 14:34:46,641][root][INFO] - ===> Epoch[36](913/26): Loss 1.7396, Sem 1.2390, dir -0.0403, norm 0.5409, swav 0.0000 LR: 9.174e-02 Score 64.066 Data time: 0.2027, Forward time: 2.2646, Backward time: 3.1019, DDP time: 0.0047, Total iter time: 5.6829 [2020-11-08 14:34:52,524][root][INFO] - ===> Epoch[36](914/26): Loss 1.8518, Sem 1.2550, dir -0.0155, norm 0.6123, swav 0.0000 LR: 9.174e-02 Score 58.847 Data time: 0.1760, Forward time: 2.2639, Backward time: 3.1026, DDP time: 0.0047, Total iter time: 5.7717 [2020-11-08 14:34:59,085][root][INFO] - ===> Epoch[36](915/26): Loss 1.9048, Sem 1.4380, dir -0.0359, norm 0.5027, swav 0.0000 LR: 9.173e-02 Score 56.962 Data time: 0.3178, Forward time: 2.2651, Backward time: 3.1024, DDP time: 0.0047, Total iter time: 6.4843 [2020-11-08 14:35:06,966][root][INFO] - ===> Epoch[36](916/26): Loss 1.5412, Sem 1.1668, dir -0.0881, norm 0.4625, swav 0.0000 LR: 9.172e-02 Score 63.839 Data time: 0.2368, Forward time: 2.2657, Backward time: 3.1039, DDP time: 0.0047, Total iter time: 7.7411 [2020-11-08 14:35:12,684][root][INFO] - ===> Epoch[36](917/26): Loss 1.5918, Sem 1.1745, dir -0.0633, norm 0.4807, swav 0.0000 LR: 9.171e-02 Score 66.086 Data time: 0.1598, Forward time: 2.2651, Backward time: 3.1044, DDP time: 0.0047, Total iter time: 5.5915 [2020-11-08 14:35:17,763][root][INFO] - ===> Epoch[36](918/26): Loss 1.7586, Sem 1.3132, dir -0.0759, norm 0.5213, swav 0.0000 LR: 9.170e-02 Score 60.549 Data time: 0.2220, Forward time: 2.2652, Backward time: 3.1037, DDP time: 0.0047, Total iter time: 5.0023 [2020-11-08 14:35:23,503][root][INFO] - ===> Epoch[36](919/26): Loss 1.5454, Sem 1.1149, dir -0.0712, norm 0.5018, swav 0.0000 LR: 9.169e-02 Score 67.047 Data time: 0.2603, Forward time: 2.2658, Backward time: 3.1030, DDP time: 0.0047, Total iter time: 5.6119 [2020-11-08 14:35:29,063][root][INFO] - ===> Epoch[36](920/26): Loss 1.6961, Sem 1.2759, dir -0.0638, norm 0.4840, swav 0.0000 LR: 9.168e-02 Score 63.206 Data time: 0.1817, Forward time: 2.2653, Backward time: 3.1032, DDP time: 0.0047, Total iter time: 5.4438 [2020-11-08 14:35:34,622][root][INFO] - ===> Epoch[36](921/26): Loss 1.4879, Sem 1.1897, dir -0.1029, norm 0.4011, swav 0.0000 LR: 9.167e-02 Score 62.214 Data time: 0.2057, Forward time: 2.2652, Backward time: 3.1032, DDP time: 0.0047, Total iter time: 5.4880 [2020-11-08 14:35:40,161][root][INFO] - ===> Epoch[36](922/26): Loss 1.5971, Sem 1.1233, dir -0.0283, norm 0.5021, swav 0.0000 LR: 9.166e-02 Score 66.810 Data time: 0.2235, Forward time: 2.2653, Backward time: 3.1029, DDP time: 0.0047, Total iter time: 5.4344 [2020-11-08 14:35:45,993][root][INFO] - ===> Epoch[36](923/26): Loss 1.7828, Sem 1.2841, dir -0.0811, norm 0.5798, swav 0.0000 LR: 9.165e-02 Score 60.196 Data time: 0.2645, Forward time: 2.2660, Backward time: 3.1022, DDP time: 0.0047, Total iter time: 5.6872 [2020-11-08 14:35:50,977][root][INFO] - ===> Epoch[36](924/26): Loss 1.8977, Sem 1.4266, dir -0.0622, norm 0.5332, swav 0.0000 LR: 9.165e-02 Score 56.335 Data time: 0.1993, Forward time: 2.2660, Backward time: 3.1014, DDP time: 0.0047, Total iter time: 4.8518 [2020-11-08 14:35:55,867][root][INFO] - ===> Epoch[36](925/26): Loss 1.4671, Sem 1.0998, dir -0.0721, norm 0.4393, swav 0.0000 LR: 9.164e-02 Score 68.848 Data time: 0.1986, Forward time: 2.2660, Backward time: 3.1005, DDP time: 0.0047, Total iter time: 4.8037 [2020-11-08 14:36:01,619][root][INFO] - ===> Epoch[36](926/26): Loss 1.6653, Sem 1.2539, dir -0.0563, norm 0.4676, swav 0.0000 LR: 9.163e-02 Score 65.495 Data time: 0.2083, Forward time: 2.2658, Backward time: 3.1007, DDP time: 0.0047, Total iter time: 5.6386 [2020-11-08 14:36:07,792][root][INFO] - ===> Epoch[36](927/26): Loss 1.5803, Sem 1.1182, dir -0.0247, norm 0.4869, swav 0.0000 LR: 9.162e-02 Score 65.397 Data time: 0.2326, Forward time: 2.2659, Backward time: 3.1010, DDP time: 0.0047, Total iter time: 6.0736 [2020-11-08 14:36:15,938][root][INFO] - ===> Epoch[36](928/26): Loss 1.6876, Sem 1.2396, dir -0.0390, norm 0.4871, swav 0.0000 LR: 9.161e-02 Score 61.678 Data time: 0.3263, Forward time: 2.2671, Backward time: 3.1023, DDP time: 0.0047, Total iter time: 8.0220 [2020-11-08 14:36:22,074][root][INFO] - ===> Epoch[36](929/26): Loss 1.7694, Sem 1.3942, dir -0.0654, norm 0.4406, swav 0.0000 LR: 9.160e-02 Score 56.156 Data time: 0.2249, Forward time: 2.2674, Backward time: 3.1023, DDP time: 0.0047, Total iter time: 5.9848 [2020-11-08 14:36:27,599][root][INFO] - ===> Epoch[36](930/26): Loss 1.5796, Sem 1.2662, dir -0.0318, norm 0.3452, swav 0.0000 LR: 9.159e-02 Score 58.100 Data time: 0.2241, Forward time: 2.2677, Backward time: 3.1017, DDP time: 0.0047, Total iter time: 5.4059 [2020-11-08 14:36:32,074][root][INFO] - ===> Epoch[36](931/26): Loss 1.6519, Sem 1.2349, dir -0.0341, norm 0.4511, swav 0.0000 LR: 9.158e-02 Score 60.902 Data time: 0.1771, Forward time: 2.2674, Backward time: 3.1008, DDP time: 0.0047, Total iter time: 4.3701 [2020-11-08 14:36:38,623][root][INFO] - ===> Epoch[36](932/26): Loss 1.5875, Sem 1.2179, dir -0.0556, norm 0.4251, swav 0.0000 LR: 9.157e-02 Score 64.402 Data time: 0.1902, Forward time: 2.2671, Backward time: 3.1018, DDP time: 0.0047, Total iter time: 6.4599 [2020-11-08 14:36:43,772][root][INFO] - ===> Epoch[36](933/26): Loss 1.5351, Sem 1.2633, dir -0.0866, norm 0.3584, swav 0.0000 LR: 9.156e-02 Score 61.816 Data time: 0.2403, Forward time: 2.2675, Backward time: 3.1008, DDP time: 0.0047, Total iter time: 5.0481 [2020-11-08 14:36:49,771][root][INFO] - ===> Epoch[36](934/26): Loss 1.7172, Sem 1.3032, dir -0.0488, norm 0.4628, swav 0.0000 LR: 9.155e-02 Score 58.793 Data time: 0.1893, Forward time: 2.2673, Backward time: 3.1013, DDP time: 0.0047, Total iter time: 5.8655 [2020-11-08 14:36:54,964][root][INFO] - ===> Epoch[36](935/26): Loss 1.6654, Sem 1.1842, dir -0.0330, norm 0.5142, swav 0.0000 LR: 9.155e-02 Score 63.569 Data time: 0.2443, Forward time: 2.2676, Backward time: 3.1004, DDP time: 0.0047, Total iter time: 5.1133 [2020-11-08 14:37:03,016][root][INFO] - ===> Epoch[36](936/26): Loss 1.5478, Sem 1.1779, dir -0.0537, norm 0.4236, swav 0.0000 LR: 9.154e-02 Score 62.653 Data time: 0.2147, Forward time: 2.2677, Backward time: 3.1026, DDP time: 0.0047, Total iter time: 7.9342 [2020-11-08 14:37:08,610][root][INFO] - ===> Epoch[37](937/26): Loss 1.5410, Sem 1.2678, dir -0.0858, norm 0.3590, swav 0.0000 LR: 9.153e-02 Score 64.013 Data time: 0.1409, Forward time: 2.2671, Backward time: 3.1031, DDP time: 0.0047, Total iter time: 5.4977 [2020-11-08 14:37:15,252][root][INFO] - ===> Epoch[37](938/26): Loss 1.7938, Sem 1.3477, dir -0.0611, norm 0.5072, swav 0.0000 LR: 9.152e-02 Score 57.682 Data time: 0.2138, Forward time: 2.2671, Backward time: 3.1041, DDP time: 0.0047, Total iter time: 6.6070 [2020-11-08 14:37:22,791][root][INFO] - ===> Epoch[37](939/26): Loss 1.8194, Sem 1.3324, dir -0.0448, norm 0.5317, swav 0.0000 LR: 9.151e-02 Score 59.303 Data time: 0.2583, Forward time: 2.2676, Backward time: 3.1054, DDP time: 0.0047, Total iter time: 7.4503 [2020-11-08 14:37:29,574][root][INFO] - ===> Epoch[37](940/26): Loss 1.5844, Sem 1.1293, dir -0.0361, norm 0.4912, swav 0.0000 LR: 9.150e-02 Score 64.724 Data time: 0.1954, Forward time: 2.2673, Backward time: 3.1066, DDP time: 0.0047, Total iter time: 6.6501 [2020-11-08 14:37:35,653][root][INFO] - ===> Epoch[37](941/26): Loss 1.5890, Sem 1.2164, dir -0.0516, norm 0.4241, swav 0.0000 LR: 9.149e-02 Score 64.421 Data time: 0.2701, Forward time: 2.2682, Backward time: 3.1062, DDP time: 0.0047, Total iter time: 6.0076 [2020-11-08 14:37:41,391][root][INFO] - ===> Epoch[37](942/26): Loss 1.4775, Sem 1.1410, dir -0.0576, norm 0.3941, swav 0.0000 LR: 9.148e-02 Score 66.003 Data time: 0.2232, Forward time: 2.2684, Backward time: 3.1059, DDP time: 0.0047, Total iter time: 5.6342 [2020-11-08 14:37:46,968][root][INFO] - ===> Epoch[37](943/26): Loss 1.6104, Sem 1.1094, dir -0.0339, norm 0.5350, swav 0.0000 LR: 9.147e-02 Score 68.487 Data time: 0.1690, Forward time: 2.2680, Backward time: 3.1061, DDP time: 0.0047, Total iter time: 5.4689 [2020-11-08 14:37:51,806][root][INFO] - ===> Epoch[37](944/26): Loss 1.5790, Sem 1.1478, dir -0.0049, norm 0.4361, swav 0.0000 LR: 9.146e-02 Score 63.071 Data time: 0.2056, Forward time: 2.2680, Backward time: 3.1052, DDP time: 0.0047, Total iter time: 4.7513 [2020-11-08 14:37:57,621][root][INFO] - ===> Epoch[37](945/26): Loss 1.4036, Sem 1.0863, dir -0.0887, norm 0.4060, swav 0.0000 LR: 9.145e-02 Score 68.334 Data time: 0.1868, Forward time: 2.2679, Backward time: 3.1054, DDP time: 0.0047, Total iter time: 5.6988 [2020-11-08 14:38:02,073][root][INFO] - ===> Epoch[37](946/26): Loss 1.7365, Sem 1.3806, dir -0.0900, norm 0.4458, swav 0.0000 LR: 9.145e-02 Score 56.919 Data time: 0.1815, Forward time: 2.2675, Backward time: 3.1044, DDP time: 0.0047, Total iter time: 4.3552 [2020-11-08 14:38:07,928][root][INFO] - ===> Epoch[37](947/26): Loss 1.5970, Sem 1.1416, dir -0.0491, norm 0.5045, swav 0.0000 LR: 9.144e-02 Score 65.375 Data time: 0.2091, Forward time: 2.2675, Backward time: 3.1045, DDP time: 0.0047, Total iter time: 5.7635 [2020-11-08 14:38:12,478][root][INFO] - ===> Epoch[37](948/26): Loss 1.5930, Sem 1.1963, dir -0.0324, norm 0.4291, swav 0.0000 LR: 9.143e-02 Score 65.442 Data time: 0.1937, Forward time: 2.2672, Backward time: 3.1035, DDP time: 0.0047, Total iter time: 4.4311 [2020-11-08 14:38:18,181][root][INFO] - ===> Epoch[37](949/26): Loss 1.7886, Sem 1.4534, dir -0.0667, norm 0.4019, swav 0.0000 LR: 9.142e-02 Score 57.391 Data time: 0.1882, Forward time: 2.2670, Backward time: 3.1037, DDP time: 0.0047, Total iter time: 5.6156 [2020-11-08 14:38:23,584][root][INFO] - ===> Epoch[37](950/26): Loss 1.5377, Sem 1.2061, dir -0.0749, norm 0.4066, swav 0.0000 LR: 9.141e-02 Score 59.730 Data time: 0.2425, Forward time: 2.2672, Backward time: 3.1032, DDP time: 0.0047, Total iter time: 5.3072 [2020-11-08 14:38:28,731][root][INFO] - ===> Epoch[37](951/26): Loss 1.5571, Sem 1.2145, dir -0.0644, norm 0.4070, swav 0.0000 LR: 9.140e-02 Score 63.383 Data time: 0.2258, Forward time: 2.2673, Backward time: 3.1024, DDP time: 0.0047, Total iter time: 5.0208 [2020-11-08 14:38:34,327][root][INFO] - ===> Epoch[37](952/26): Loss 1.5964, Sem 1.2233, dir -0.0729, norm 0.4460, swav 0.0000 LR: 9.139e-02 Score 62.106 Data time: 0.2183, Forward time: 2.2674, Backward time: 3.1021, DDP time: 0.0047, Total iter time: 5.4981 [2020-11-08 14:38:39,718][root][INFO] - ===> Epoch[37](953/26): Loss 1.4628, Sem 1.2217, dir -0.0960, norm 0.3371, swav 0.0000 LR: 9.138e-02 Score 61.997 Data time: 0.1823, Forward time: 2.2670, Backward time: 3.1021, DDP time: 0.0047, Total iter time: 5.2872 [2020-11-08 14:38:45,882][root][INFO] - ===> Epoch[37](954/26): Loss 1.6896, Sem 1.2299, dir -0.0431, norm 0.5028, swav 0.0000 LR: 9.137e-02 Score 65.300 Data time: 0.1878, Forward time: 2.2668, Backward time: 3.1028, DDP time: 0.0047, Total iter time: 6.0582 [2020-11-08 14:38:51,210][root][INFO] - ===> Epoch[37](955/26): Loss 1.8717, Sem 1.3131, dir -0.0404, norm 0.5990, swav 0.0000 LR: 9.136e-02 Score 59.966 Data time: 0.1979, Forward time: 2.2667, Backward time: 3.1024, DDP time: 0.0047, Total iter time: 5.2108 [2020-11-08 14:38:56,169][root][INFO] - ===> Epoch[37](956/26): Loss 1.6971, Sem 1.1762, dir -0.0485, norm 0.5694, swav 0.0000 LR: 9.135e-02 Score 65.208 Data time: 0.2023, Forward time: 2.2665, Backward time: 3.1018, DDP time: 0.0047, Total iter time: 4.8344 [2020-11-08 14:39:00,988][root][INFO] - ===> Epoch[37](957/26): Loss 1.6408, Sem 1.1157, dir -0.0455, norm 0.5706, swav 0.0000 LR: 9.135e-02 Score 68.553 Data time: 0.2211, Forward time: 2.2665, Backward time: 3.1007, DDP time: 0.0047, Total iter time: 4.7223 [2020-11-08 14:39:07,647][root][INFO] - ===> Epoch[37](958/26): Loss 1.4273, Sem 1.0708, dir -0.0703, norm 0.4268, swav 0.0000 LR: 9.134e-02 Score 68.268 Data time: 0.2570, Forward time: 2.2671, Backward time: 3.1010, DDP time: 0.0047, Total iter time: 6.5433 [2020-11-08 14:39:13,567][root][INFO] - ===> Epoch[37](959/26): Loss 1.6077, Sem 1.1981, dir -0.0701, norm 0.4797, swav 0.0000 LR: 9.133e-02 Score 65.547 Data time: 0.2121, Forward time: 2.2672, Backward time: 3.1011, DDP time: 0.0047, Total iter time: 5.7755 [2020-11-08 14:39:18,578][root][INFO] - ===> Epoch[37](960/26): Loss 1.6757, Sem 1.2091, dir -0.0376, norm 0.5042, swav 0.0000 LR: 9.132e-02 Score 64.186 Data time: 0.1287, Forward time: 2.2663, Backward time: 3.1013, DDP time: 0.0047, Total iter time: 4.9029 [2020-11-08 14:39:23,287][root][INFO] - ===> Epoch[37](961/26): Loss 1.8483, Sem 1.2916, dir -0.0348, norm 0.5915, swav 0.0000 LR: 9.131e-02 Score 61.146 Data time: 0.2068, Forward time: 2.2663, Backward time: 3.1003, DDP time: 0.0047, Total iter time: 4.6514 [2020-11-08 14:39:29,873][root][INFO] - ===> Epoch[37](962/26): Loss 1.5297, Sem 1.1765, dir -0.0478, norm 0.4010, swav 0.0000 LR: 9.130e-02 Score 64.526 Data time: 0.2416, Forward time: 2.2660, Backward time: 3.1014, DDP time: 0.0047, Total iter time: 6.4724 [2020-11-08 14:39:36,253][root][INFO] - ===> Epoch[38](963/26): Loss 1.5435, Sem 1.2048, dir -0.0876, norm 0.4263, swav 0.0000 LR: 9.129e-02 Score 63.252 Data time: 0.2263, Forward time: 2.2662, Backward time: 3.1018, DDP time: 0.0047, Total iter time: 6.2948 [2020-11-08 14:39:42,530][root][INFO] - ===> Epoch[38](964/26): Loss 1.7509, Sem 1.3082, dir -0.0369, norm 0.4796, swav 0.0000 LR: 9.128e-02 Score 60.850 Data time: 0.2969, Forward time: 2.2672, Backward time: 3.1014, DDP time: 0.0047, Total iter time: 6.1485 [2020-11-08 14:39:49,145][root][INFO] - ===> Epoch[38](965/26): Loss 1.7690, Sem 1.2766, dir -0.0325, norm 0.5248, swav 0.0000 LR: 9.127e-02 Score 62.632 Data time: 0.1670, Forward time: 2.2667, Backward time: 3.1026, DDP time: 0.0047, Total iter time: 6.4611 [2020-11-08 14:39:54,413][root][INFO] - ===> Epoch[38](966/26): Loss 1.8324, Sem 1.2776, dir -0.0095, norm 0.5644, swav 0.0000 LR: 9.126e-02 Score 62.321 Data time: 0.2380, Forward time: 2.2672, Backward time: 3.1017, DDP time: 0.0047, Total iter time: 5.1593 [2020-11-08 14:39:59,989][root][INFO] - ===> Epoch[38](967/26): Loss 1.7711, Sem 1.1906, dir -0.0267, norm 0.6072, swav 0.0000 LR: 9.125e-02 Score 62.760 Data time: 0.2221, Forward time: 2.2670, Backward time: 3.1016, DDP time: 0.0047, Total iter time: 5.4436 [2020-11-08 14:40:05,576][root][INFO] - ===> Epoch[38](968/26): Loss 1.4740, Sem 1.1575, dir -0.0299, norm 0.3464, swav 0.0000 LR: 9.125e-02 Score 67.317 Data time: 0.1732, Forward time: 2.2666, Backward time: 3.1018, DDP time: 0.0047, Total iter time: 5.4843 [2020-11-08 14:40:11,485][root][INFO] - ===> Epoch[38](969/26): Loss 1.7500, Sem 1.3097, dir -0.0375, norm 0.4778, swav 0.0000 LR: 9.124e-02 Score 63.629 Data time: 0.1884, Forward time: 2.2663, Backward time: 3.1023, DDP time: 0.0047, Total iter time: 5.8438 [2020-11-08 14:40:18,370][root][INFO] - ===> Epoch[38](970/26): Loss 1.7327, Sem 1.2775, dir -0.0288, norm 0.4840, swav 0.0000 LR: 9.123e-02 Score 61.742 Data time: 0.1900, Forward time: 2.2661, Backward time: 3.1036, DDP time: 0.0047, Total iter time: 6.7784 [2020-11-08 14:40:25,477][root][INFO] - ===> Epoch[38](971/26): Loss 1.8473, Sem 1.2286, dir -0.0313, norm 0.6500, swav 0.0000 LR: 9.122e-02 Score 62.017 Data time: 0.2165, Forward time: 2.2661, Backward time: 3.1049, DDP time: 0.0047, Total iter time: 7.0124 [2020-11-08 14:40:30,355][root][INFO] - ===> Epoch[38](972/26): Loss 1.5799, Sem 1.1351, dir -0.0617, norm 0.5065, swav 0.0000 LR: 9.121e-02 Score 66.352 Data time: 0.2036, Forward time: 2.2660, Backward time: 3.1041, DDP time: 0.0047, Total iter time: 4.7521 [2020-11-08 14:40:37,492][root][INFO] - ===> Epoch[38](973/26): Loss 1.6956, Sem 1.3228, dir -0.0843, norm 0.4571, swav 0.0000 LR: 9.120e-02 Score 59.533 Data time: 0.1924, Forward time: 2.2660, Backward time: 3.1055, DDP time: 0.0047, Total iter time: 7.0532 [2020-11-08 14:40:42,845][root][INFO] - ===> Epoch[38](974/26): Loss 1.7131, Sem 1.2727, dir -0.0612, norm 0.5017, swav 0.0000 LR: 9.119e-02 Score 63.377 Data time: 0.1465, Forward time: 2.2653, Backward time: 3.1059, DDP time: 0.0047, Total iter time: 5.2543 [2020-11-08 14:40:48,644][root][INFO] - ===> Epoch[38](975/26): Loss 1.7836, Sem 1.2536, dir -0.0368, norm 0.5667, swav 0.0000 LR: 9.118e-02 Score 64.808 Data time: 0.1838, Forward time: 2.2651, Backward time: 3.1062, DDP time: 0.0047, Total iter time: 5.7462 [2020-11-08 14:40:53,880][root][INFO] - ===> Epoch[38](976/26): Loss 1.4319, Sem 1.0197, dir -0.0682, norm 0.4804, swav 0.0000 LR: 9.117e-02 Score 68.390 Data time: 0.2081, Forward time: 2.2648, Backward time: 3.1059, DDP time: 0.0047, Total iter time: 5.1363 [2020-11-08 14:40:59,289][root][INFO] - ===> Epoch[38](977/26): Loss 1.4932, Sem 1.1245, dir -0.0808, norm 0.4495, swav 0.0000 LR: 9.116e-02 Score 66.795 Data time: 0.2693, Forward time: 2.2654, Backward time: 3.1049, DDP time: 0.0047, Total iter time: 5.3286 [2020-11-08 14:41:05,581][root][INFO] - ===> Epoch[38](978/26): Loss 1.6081, Sem 1.2755, dir -0.1016, norm 0.4341, swav 0.0000 LR: 9.115e-02 Score 63.433 Data time: 0.3122, Forward time: 2.2662, Backward time: 3.1046, DDP time: 0.0047, Total iter time: 6.1724 [2020-11-08 14:41:11,490][root][INFO] - ===> Epoch[38](979/26): Loss 1.6751, Sem 1.1932, dir -0.0611, norm 0.5431, swav 0.0000 LR: 9.115e-02 Score 62.190 Data time: 0.2772, Forward time: 2.2670, Backward time: 3.1040, DDP time: 0.0047, Total iter time: 5.7843 [2020-11-08 14:41:17,623][root][INFO] - ===> Epoch[38](980/26): Loss 1.6828, Sem 1.2655, dir -0.0902, norm 0.5074, swav 0.0000 LR: 9.114e-02 Score 62.871 Data time: 0.1791, Forward time: 2.2665, Backward time: 3.1048, DDP time: 0.0047, Total iter time: 6.0158 [2020-11-08 14:41:24,418][root][INFO] - ===> Epoch[38](981/26): Loss 1.4200, Sem 1.1738, dir -0.0961, norm 0.3422, swav 0.0000 LR: 9.113e-02 Score 65.986 Data time: 0.2609, Forward time: 2.2671, Backward time: 3.1052, DDP time: 0.0047, Total iter time: 6.7341 [2020-11-08 14:41:30,268][root][INFO] - ===> Epoch[38](982/26): Loss 1.4050, Sem 1.0064, dir -0.0492, norm 0.4478, swav 0.0000 LR: 9.112e-02 Score 68.801 Data time: 0.2228, Forward time: 2.2674, Backward time: 3.1050, DDP time: 0.0047, Total iter time: 5.7151 [2020-11-08 14:41:35,393][root][INFO] - ===> Epoch[38](983/26): Loss 1.5954, Sem 1.1185, dir -0.0555, norm 0.5323, swav 0.0000 LR: 9.111e-02 Score 65.124 Data time: 0.1663, Forward time: 2.2670, Backward time: 3.1048, DDP time: 0.0047, Total iter time: 5.0115 [2020-11-08 14:41:40,725][root][INFO] - ===> Epoch[38](984/26): Loss 1.9110, Sem 1.3697, dir -0.0597, norm 0.6010, swav 0.0000 LR: 9.110e-02 Score 56.039 Data time: 0.1762, Forward time: 2.2664, Backward time: 3.1050, DDP time: 0.0047, Total iter time: 5.2388 [2020-11-08 14:41:46,620][root][INFO] - ===> Epoch[38](985/26): Loss 1.5192, Sem 1.1005, dir -0.0571, norm 0.4759, swav 0.0000 LR: 9.109e-02 Score 64.967 Data time: 0.2056, Forward time: 2.2665, Backward time: 3.1051, DDP time: 0.0047, Total iter time: 5.8121 [2020-11-08 14:41:52,301][root][INFO] - ===> Epoch[38](986/26): Loss 1.5039, Sem 1.1740, dir -0.0915, norm 0.4214, swav 0.0000 LR: 9.108e-02 Score 65.472 Data time: 0.2049, Forward time: 2.2660, Backward time: 3.1054, DDP time: 0.0047, Total iter time: 5.5576 [2020-11-08 14:41:58,448][root][INFO] - ===> Epoch[38](987/26): Loss 1.7776, Sem 1.3043, dir -0.0319, norm 0.5052, swav 0.0000 LR: 9.107e-02 Score 57.579 Data time: 0.2623, Forward time: 2.2667, Backward time: 3.1052, DDP time: 0.0047, Total iter time: 6.0668 [2020-11-08 14:42:03,060][root][INFO] - ===> Epoch[38](988/26): Loss 1.8990, Sem 1.3112, dir -0.0306, norm 0.6184, swav 0.0000 LR: 9.106e-02 Score 60.369 Data time: 0.1548, Forward time: 2.2661, Backward time: 3.1047, DDP time: 0.0047, Total iter time: 4.4845 [2020-11-08 14:42:08,125][root][INFO] - ===> Epoch[39](989/26): Loss 1.8253, Sem 1.2328, dir -0.0448, norm 0.6373, swav 0.0000 LR: 9.105e-02 Score 63.205 Data time: 0.1943, Forward time: 2.2659, Backward time: 3.1042, DDP time: 0.0047, Total iter time: 4.9913 [2020-11-08 14:42:13,051][root][INFO] - ===> Epoch[39](990/26): Loss 1.8016, Sem 1.1980, dir -0.0448, norm 0.6484, swav 0.0000 LR: 9.105e-02 Score 62.815 Data time: 0.1796, Forward time: 2.2655, Backward time: 3.1038, DDP time: 0.0047, Total iter time: 4.8215 [2020-11-08 14:42:18,319][root][INFO] - ===> Epoch[39](991/26): Loss 1.4328, Sem 1.0248, dir -0.0560, norm 0.4640, swav 0.0000 LR: 9.104e-02 Score 71.331 Data time: 0.2263, Forward time: 2.2657, Backward time: 3.1032, DDP time: 0.0047, Total iter time: 5.1717 [2020-11-08 14:42:24,379][root][INFO] - ===> Epoch[39](992/26): Loss 1.4286, Sem 1.1102, dir -0.0615, norm 0.3799, swav 0.0000 LR: 9.103e-02 Score 68.001 Data time: 0.2209, Forward time: 2.2659, Backward time: 3.1032, DDP time: 0.0047, Total iter time: 5.9408 [2020-11-08 14:42:30,052][root][INFO] - ===> Epoch[39](993/26): Loss 1.7601, Sem 1.3455, dir -0.0675, norm 0.4820, swav 0.0000 LR: 9.102e-02 Score 60.532 Data time: 0.2694, Forward time: 2.2666, Backward time: 3.1025, DDP time: 0.0047, Total iter time: 5.5714 [2020-11-08 14:42:38,244][root][INFO] - ===> Epoch[39](994/26): Loss 1.8840, Sem 1.3459, dir -0.0503, norm 0.5884, swav 0.0000 LR: 9.101e-02 Score 60.277 Data time: 0.2350, Forward time: 2.2667, Backward time: 3.1047, DDP time: 0.0047, Total iter time: 8.0596 [2020-11-08 14:42:43,366][root][INFO] - ===> Epoch[39](995/26): Loss 1.7574, Sem 1.3198, dir -0.0764, norm 0.5140, swav 0.0000 LR: 9.100e-02 Score 58.558 Data time: 0.1877, Forward time: 2.2664, Backward time: 3.1043, DDP time: 0.0047, Total iter time: 5.0359 [2020-11-08 14:42:48,922][root][INFO] - ===> Epoch[39](996/26): Loss 1.6813, Sem 1.3535, dir -0.1126, norm 0.4403, swav 0.0000 LR: 9.099e-02 Score 61.449 Data time: 0.2649, Forward time: 2.2670, Backward time: 3.1036, DDP time: 0.0047, Total iter time: 5.4613 [2020-11-08 14:42:54,072][root][INFO] - ===> Epoch[39](997/26): Loss 1.4435, Sem 1.1465, dir -0.0512, norm 0.3482, swav 0.0000 LR: 9.098e-02 Score 67.946 Data time: 0.1777, Forward time: 2.2668, Backward time: 3.1033, DDP time: 0.0047, Total iter time: 5.0275 [2020-11-08 14:43:00,441][root][INFO] - ===> Epoch[39](998/26): Loss 1.7929, Sem 1.2000, dir -0.0359, norm 0.6289, swav 0.0000 LR: 9.097e-02 Score 62.846 Data time: 0.1587, Forward time: 2.2661, Backward time: 3.1045, DDP time: 0.0047, Total iter time: 6.2793 [2020-11-08 14:43:05,600][root][INFO] - ===> Epoch[39](999/26): Loss 1.8967, Sem 1.2122, dir -0.0175, norm 0.7019, swav 0.0000 LR: 9.096e-02 Score 64.689 Data time: 0.2304, Forward time: 2.2661, Backward time: 3.1039, DDP time: 0.0047, Total iter time: 5.0962 [2020-11-08 14:43:10,904][root][INFO] - ===> Epoch[39](1000/26): Loss 1.5126, Sem 1.0466, dir -0.0538, norm 0.5198, swav 0.0000 LR: 9.095e-02 Score 69.791 Data time: 0.1741, Forward time: 2.2657, Backward time: 3.1039, DDP time: 0.0047, Total iter time: 5.1809 [2020-11-08 14:43:11,645][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 14:43:11,850][root][INFO] - ===> Start testing [2020-11-08 14:44:34,570][root][INFO] - 101/312: Data time: 0.0084, Iter time: 0.3005 Loss 1.446 (AVG: 1.136) Score 63.193 (AVG: 66.661) mIOU 16.421 mAP 35.018 mAcc 22.978 IOU: 61.839 94.472 16.328 0.517 55.089 3.822 32.944 0.000 10.894 3.471 0.000 0.000 7.488 0.047 0.000 0.000 11.891 0.210 17.446 11.971 mAP: 63.697 92.983 22.738 34.075 65.457 40.524 49.793 20.000 26.325 33.674 6.078 33.983 29.281 36.690 5.354 17.211 44.134 22.100 40.073 16.187 mAcc: 92.722 98.045 33.945 0.525 93.892 4.331 49.352 0.000 13.133 3.734 0.000 0.000 9.383 0.047 0.000 0.000 16.340 0.212 27.082 16.819 [2020-11-08 14:45:59,251][root][INFO] - 201/312: Data time: 0.0084, Iter time: 0.5303 Loss 0.955 (AVG: 1.140) Score 69.298 (AVG: 66.165) mIOU 16.003 mAP 34.704 mAcc 22.558 IOU: 62.003 94.113 14.387 0.496 52.172 3.534 31.793 0.000 10.398 4.457 0.000 0.001 7.673 0.089 0.000 0.000 11.472 0.227 16.333 10.906 mAP: 64.376 93.102 23.138 35.485 65.627 42.213 48.111 18.874 26.010 31.807 4.471 32.146 28.372 35.873 5.319 15.737 40.561 26.590 38.942 17.337 mAcc: 92.414 97.848 32.767 0.500 92.468 4.124 46.592 0.000 13.060 4.796 0.000 0.001 9.872 0.089 0.000 0.000 14.875 0.229 26.573 14.955 [2020-11-08 14:47:27,410][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.3473 Loss 1.238 (AVG: 1.134) Score 64.016 (AVG: 66.411) mIOU 16.078 mAP 34.328 mAcc 22.662 IOU: 62.670 94.118 14.875 0.484 52.513 3.644 31.573 0.000 10.576 4.566 0.000 0.001 7.282 0.064 0.000 0.000 12.256 0.283 16.547 10.105 mAP: 64.362 93.238 22.168 33.740 65.709 39.381 45.611 18.874 25.668 35.623 4.167 32.456 28.821 31.241 4.886 16.081 40.063 27.285 40.308 16.871 mAcc: 92.326 97.840 34.944 0.488 92.126 4.381 46.399 0.000 13.510 4.889 0.000 0.001 9.222 0.064 0.000 0.000 15.782 0.286 26.958 14.013 [2020-11-08 14:47:36,888][root][INFO] - 312/312: Data time: 0.0037, Iter time: 0.3840 Loss 0.845 (AVG: 1.135) Score 84.180 (AVG: 66.378) mIOU 16.040 mAP 34.100 mAcc 22.599 IOU: 62.550 94.106 14.722 0.472 52.494 3.643 31.634 0.000 10.348 4.495 0.000 0.001 7.246 0.058 0.000 0.000 12.196 0.283 16.500 10.059 mAP: 64.121 93.396 21.827 33.331 65.101 38.895 45.585 18.762 25.518 35.597 4.172 31.540 28.735 30.954 4.804 16.004 39.886 27.081 39.849 16.842 mAcc: 92.237 97.871 34.763 0.476 92.153 4.404 46.026 0.000 13.181 4.816 0.000 0.001 9.232 0.058 0.000 0.000 15.834 0.286 26.750 13.897 [2020-11-08 14:47:36,889][root][INFO] - Finished test. Elapsed time: 265.0376 [2020-11-08 14:47:56,681][root][INFO] - [2020-11-08 14:47:56,692][root][INFO] - ################################################################ [2020-11-08 14:47:56,693][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 14:47:56,693][root][INFO] - ################################################################ [2020-11-08 14:47:56,693][root][INFO] - cabinet : 0.000 0.000 0.035 [2020-11-08 14:47:56,693][root][INFO] - bed : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - chair : 0.059 0.182 0.449 [2020-11-08 14:47:56,693][root][INFO] - sofa : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - table : 0.004 0.016 0.146 [2020-11-08 14:47:56,693][root][INFO] - door : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - window : 0.000 0.000 0.002 [2020-11-08 14:47:56,693][root][INFO] - bookshelf : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - desk : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - curtain : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 14:47:56,693][root][INFO] - otherfurniture : 0.000 0.001 0.028 [2020-11-08 14:47:56,694][root][INFO] - ---------------------------------------------------------------- [2020-11-08 14:47:56,694][root][INFO] - average : 0.003 0.011 0.037 [2020-11-08 14:47:56,694][root][INFO] - [2020-11-08 14:47:57,067][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 14:47:57,779][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 14:47:57,997][root][INFO] - Current best mIoU: 16.040 at iter 1000 [2020-11-08 14:48:01,152][root][INFO] - ===> Epoch[39](1001/26): Loss 1.3366, Sem 1.1260, dir -0.1132, norm 0.3238, swav 0.0000 LR: 9.095e-02 Score 64.494 Data time: 0.1798, Forward time: 2.2648, Backward time: 3.1023, DDP time: 0.0048, Total iter time: 3.1481 [2020-11-08 14:48:06,538][root][INFO] - ===> Epoch[39](1002/26): Loss 1.5509, Sem 1.1665, dir -0.0540, norm 0.4383, swav 0.0000 LR: 9.094e-02 Score 67.078 Data time: 0.2061, Forward time: 2.2648, Backward time: 3.1020, DDP time: 0.0048, Total iter time: 5.3021 [2020-11-08 14:48:13,317][root][INFO] - ===> Epoch[39](1003/26): Loss 1.7543, Sem 1.1203, dir -0.0325, norm 0.6665, swav 0.0000 LR: 9.093e-02 Score 67.869 Data time: 0.2533, Forward time: 2.2649, Backward time: 3.1028, DDP time: 0.0048, Total iter time: 6.6666 [2020-11-08 14:48:19,207][root][INFO] - ===> Epoch[39](1004/26): Loss 1.7160, Sem 1.1393, dir -0.0416, norm 0.6183, swav 0.0000 LR: 9.092e-02 Score 65.192 Data time: 0.3419, Forward time: 2.2656, Backward time: 3.1021, DDP time: 0.0048, Total iter time: 5.7735 [2020-11-08 14:48:25,196][root][INFO] - ===> Epoch[39](1005/26): Loss 1.8781, Sem 1.3444, dir -0.0648, norm 0.5985, swav 0.0000 LR: 9.091e-02 Score 57.522 Data time: 0.2568, Forward time: 2.2660, Backward time: 3.1019, DDP time: 0.0048, Total iter time: 5.8560 [2020-11-08 14:48:31,535][root][INFO] - ===> Epoch[39](1006/26): Loss 1.4348, Sem 1.0659, dir -0.0412, norm 0.4100, swav 0.0000 LR: 9.090e-02 Score 70.071 Data time: 0.2434, Forward time: 2.2662, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 6.2006 [2020-11-08 14:48:37,546][root][INFO] - ===> Epoch[39](1007/26): Loss 1.3473, Sem 1.0593, dir -0.0826, norm 0.3705, swav 0.0000 LR: 9.089e-02 Score 70.243 Data time: 0.2755, Forward time: 2.2669, Backward time: 3.1018, DDP time: 0.0047, Total iter time: 5.8965 [2020-11-08 14:48:44,142][root][INFO] - ===> Epoch[39](1008/26): Loss 1.7335, Sem 1.2148, dir -0.0666, norm 0.5853, swav 0.0000 LR: 9.088e-02 Score 60.751 Data time: 0.1562, Forward time: 2.2664, Backward time: 3.1030, DDP time: 0.0048, Total iter time: 6.4486 [2020-11-08 14:48:49,584][root][INFO] - ===> Epoch[39](1009/26): Loss 1.7995, Sem 1.2939, dir -0.0231, norm 0.5287, swav 0.0000 LR: 9.087e-02 Score 60.287 Data time: 0.1292, Forward time: 2.2655, Backward time: 3.1037, DDP time: 0.0048, Total iter time: 5.3447 [2020-11-08 14:48:55,328][root][INFO] - ===> Epoch[39](1010/26): Loss 1.6426, Sem 1.2037, dir -0.0858, norm 0.5248, swav 0.0000 LR: 9.086e-02 Score 65.909 Data time: 0.2525, Forward time: 2.2659, Backward time: 3.1033, DDP time: 0.0048, Total iter time: 5.6844 [2020-11-08 14:49:00,366][root][INFO] - ===> Epoch[39](1011/26): Loss 1.3639, Sem 1.1789, dir -0.1456, norm 0.3306, swav 0.0000 LR: 9.085e-02 Score 65.226 Data time: 0.2137, Forward time: 2.2661, Backward time: 3.1024, DDP time: 0.0048, Total iter time: 4.9088 [2020-11-08 14:49:07,200][root][INFO] - ===> Epoch[39](1012/26): Loss 1.5819, Sem 1.1712, dir -0.0258, norm 0.4365, swav 0.0000 LR: 9.085e-02 Score 64.334 Data time: 0.2174, Forward time: 2.2661, Backward time: 3.1034, DDP time: 0.0048, Total iter time: 6.7391 [2020-11-08 14:49:11,946][root][INFO] - ===> Epoch[39](1013/26): Loss 1.7960, Sem 1.2942, dir -0.0322, norm 0.5340, swav 0.0000 LR: 9.084e-02 Score 62.646 Data time: 0.1892, Forward time: 2.2659, Backward time: 3.1027, DDP time: 0.0048, Total iter time: 4.6487 [2020-11-08 14:49:16,853][root][INFO] - ===> Epoch[39](1014/26): Loss 1.5669, Sem 1.1696, dir -0.0582, norm 0.4555, swav 0.0000 LR: 9.083e-02 Score 63.571 Data time: 0.2634, Forward time: 2.2661, Backward time: 3.1016, DDP time: 0.0048, Total iter time: 4.8031 [2020-11-08 14:49:23,177][root][INFO] - ===> Epoch[40](1015/26): Loss 1.3955, Sem 1.0660, dir -0.0411, norm 0.3705, swav 0.0000 LR: 9.082e-02 Score 68.054 Data time: 0.3129, Forward time: 2.2670, Backward time: 3.1012, DDP time: 0.0048, Total iter time: 6.2209 [2020-11-08 14:49:29,389][root][INFO] - ===> Epoch[40](1016/26): Loss 1.3284, Sem 1.0955, dir -0.0680, norm 0.3009, swav 0.0000 LR: 9.081e-02 Score 65.077 Data time: 0.2225, Forward time: 2.2671, Backward time: 3.1015, DDP time: 0.0048, Total iter time: 6.0900 [2020-11-08 14:49:34,951][root][INFO] - ===> Epoch[40](1017/26): Loss 1.4863, Sem 1.1077, dir -0.0685, norm 0.4472, swav 0.0000 LR: 9.080e-02 Score 65.977 Data time: 0.2052, Forward time: 2.2670, Backward time: 3.1014, DDP time: 0.0048, Total iter time: 5.4441 [2020-11-08 14:49:40,415][root][INFO] - ===> Epoch[40](1018/26): Loss 1.5306, Sem 1.1485, dir -0.0398, norm 0.4219, swav 0.0000 LR: 9.079e-02 Score 64.123 Data time: 0.2532, Forward time: 2.2674, Backward time: 3.1008, DDP time: 0.0048, Total iter time: 5.3786 [2020-11-08 14:49:47,077][root][INFO] - ===> Epoch[40](1019/26): Loss 1.7306, Sem 1.3859, dir -0.1392, norm 0.4839, swav 0.0000 LR: 9.078e-02 Score 59.289 Data time: 0.1739, Forward time: 2.2671, Backward time: 3.1019, DDP time: 0.0048, Total iter time: 6.5455 [2020-11-08 14:49:53,303][root][INFO] - ===> Epoch[40](1020/26): Loss 1.7147, Sem 1.3293, dir -0.1109, norm 0.4964, swav 0.0000 LR: 9.077e-02 Score 61.811 Data time: 0.2643, Forward time: 2.2677, Backward time: 3.1018, DDP time: 0.0048, Total iter time: 6.1287 [2020-11-08 14:49:58,231][root][INFO] - ===> Epoch[40](1021/26): Loss 1.5628, Sem 1.2637, dir -0.0608, norm 0.3598, swav 0.0000 LR: 9.076e-02 Score 62.370 Data time: 0.2607, Forward time: 2.2679, Backward time: 3.1008, DDP time: 0.0048, Total iter time: 4.7922 [2020-11-08 14:50:05,285][root][INFO] - ===> Epoch[40](1022/26): Loss 1.6778, Sem 1.2210, dir -0.0593, norm 0.5161, swav 0.0000 LR: 9.075e-02 Score 62.478 Data time: 0.1938, Forward time: 2.2678, Backward time: 3.1020, DDP time: 0.0048, Total iter time: 6.9676 [2020-11-08 14:50:10,150][root][INFO] - ===> Epoch[40](1023/26): Loss 1.4681, Sem 1.1246, dir -0.0789, norm 0.4225, swav 0.0000 LR: 9.074e-02 Score 66.521 Data time: 0.1313, Forward time: 2.2670, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 4.7651 [2020-11-08 14:50:15,634][root][INFO] - ===> Epoch[40](1024/26): Loss 1.4827, Sem 1.1458, dir -0.0600, norm 0.3969, swav 0.0000 LR: 9.074e-02 Score 65.332 Data time: 0.2509, Forward time: 2.2672, Backward time: 3.1017, DDP time: 0.0048, Total iter time: 5.4304 [2020-11-08 14:50:21,402][root][INFO] - ===> Epoch[40](1025/26): Loss 1.6245, Sem 1.1225, dir -0.0435, norm 0.5454, swav 0.0000 LR: 9.073e-02 Score 67.130 Data time: 0.2361, Forward time: 2.2670, Backward time: 3.1019, DDP time: 0.0048, Total iter time: 5.6762 [2020-11-08 14:50:26,365][root][INFO] - ===> Epoch[40](1026/26): Loss 1.7013, Sem 1.1643, dir -0.0730, norm 0.6100, swav 0.0000 LR: 9.072e-02 Score 64.676 Data time: 0.2547, Forward time: 2.2673, Backward time: 3.1008, DDP time: 0.0048, Total iter time: 4.8622 [2020-11-08 14:50:33,245][root][INFO] - ===> Epoch[40](1027/26): Loss 1.5722, Sem 1.1782, dir -0.0874, norm 0.4813, swav 0.0000 LR: 9.071e-02 Score 63.675 Data time: 0.1933, Forward time: 2.2673, Backward time: 3.1019, DDP time: 0.0048, Total iter time: 6.7810 [2020-11-08 14:50:39,916][root][INFO] - ===> Epoch[40](1028/26): Loss 1.5031, Sem 1.1750, dir -0.0601, norm 0.3882, swav 0.0000 LR: 9.070e-02 Score 63.401 Data time: 0.1790, Forward time: 2.2668, Backward time: 3.1032, DDP time: 0.0048, Total iter time: 6.5798 [2020-11-08 14:50:45,948][root][INFO] - ===> Epoch[40](1029/26): Loss 1.7989, Sem 1.2992, dir -0.0400, norm 0.5396, swav 0.0000 LR: 9.069e-02 Score 62.036 Data time: 0.3262, Forward time: 2.2676, Backward time: 3.1027, DDP time: 0.0048, Total iter time: 5.9834 [2020-11-08 14:50:51,243][root][INFO] - ===> Epoch[40](1030/26): Loss 1.6081, Sem 1.0916, dir -0.0417, norm 0.5583, swav 0.0000 LR: 9.068e-02 Score 67.633 Data time: 0.1880, Forward time: 2.2674, Backward time: 3.1025, DDP time: 0.0048, Total iter time: 5.1685 [2020-11-08 14:50:59,081][root][INFO] - ===> Epoch[40](1031/26): Loss 1.8000, Sem 1.2794, dir -0.0499, norm 0.5705, swav 0.0000 LR: 9.067e-02 Score 60.408 Data time: 0.1924, Forward time: 2.2673, Backward time: 3.1045, DDP time: 0.0048, Total iter time: 7.7572 [2020-11-08 14:51:05,730][root][INFO] - ===> Epoch[40](1032/26): Loss 1.6061, Sem 1.2149, dir -0.0394, norm 0.4306, swav 0.0000 LR: 9.066e-02 Score 63.026 Data time: 0.1667, Forward time: 2.2665, Backward time: 3.1061, DDP time: 0.0048, Total iter time: 6.5264 [2020-11-08 14:51:12,317][root][INFO] - ===> Epoch[40](1033/26): Loss 1.4713, Sem 1.1202, dir -0.0233, norm 0.3744, swav 0.0000 LR: 9.065e-02 Score 69.168 Data time: 0.2052, Forward time: 2.2667, Backward time: 3.1068, DDP time: 0.0048, Total iter time: 6.5368 [2020-11-08 14:51:17,449][root][INFO] - ===> Epoch[40](1034/26): Loss 1.6431, Sem 1.1939, dir -0.0549, norm 0.5041, swav 0.0000 LR: 9.064e-02 Score 62.871 Data time: 0.1480, Forward time: 2.2661, Backward time: 3.1068, DDP time: 0.0048, Total iter time: 5.0265 [2020-11-08 14:51:24,730][root][INFO] - ===> Epoch[40](1035/26): Loss 1.5367, Sem 1.2172, dir -0.0533, norm 0.3728, swav 0.0000 LR: 9.064e-02 Score 63.616 Data time: 0.1813, Forward time: 2.2658, Backward time: 3.1085, DDP time: 0.0048, Total iter time: 7.2095 [2020-11-08 14:51:30,189][root][INFO] - ===> Epoch[40](1036/26): Loss 1.4173, Sem 1.0299, dir -0.0436, norm 0.4310, swav 0.0000 LR: 9.063e-02 Score 65.798 Data time: 0.1846, Forward time: 2.2656, Backward time: 3.1085, DDP time: 0.0048, Total iter time: 5.3529 [2020-11-08 14:51:35,980][root][INFO] - ===> Epoch[40](1037/26): Loss 1.5569, Sem 1.1293, dir -0.0623, norm 0.4899, swav 0.0000 LR: 9.062e-02 Score 63.921 Data time: 0.1591, Forward time: 2.2651, Backward time: 3.1090, DDP time: 0.0048, Total iter time: 5.6832 [2020-11-08 14:51:41,601][root][INFO] - ===> Epoch[40](1038/26): Loss 1.8306, Sem 1.3805, dir -0.0701, norm 0.5202, swav 0.0000 LR: 9.061e-02 Score 57.962 Data time: 0.1848, Forward time: 2.2646, Backward time: 3.1094, DDP time: 0.0048, Total iter time: 5.5268 [2020-11-08 14:51:46,925][root][INFO] - ===> Epoch[40](1039/26): Loss 1.5587, Sem 1.1811, dir -0.0288, norm 0.4064, swav 0.0000 LR: 9.060e-02 Score 63.781 Data time: 0.2257, Forward time: 2.2646, Backward time: 3.1090, DDP time: 0.0048, Total iter time: 5.2122 [2020-11-08 14:51:52,587][root][INFO] - ===> Epoch[40](1040/26): Loss 1.6339, Sem 1.2223, dir -0.0582, norm 0.4698, swav 0.0000 LR: 9.059e-02 Score 63.131 Data time: 0.2391, Forward time: 2.2649, Backward time: 3.1086, DDP time: 0.0048, Total iter time: 5.5376 [2020-11-08 14:51:58,256][root][INFO] - ===> Epoch[41](1041/26): Loss 1.4146, Sem 1.0906, dir -0.0704, norm 0.3944, swav 0.0000 LR: 9.058e-02 Score 70.153 Data time: 0.2188, Forward time: 2.2650, Backward time: 3.1083, DDP time: 0.0048, Total iter time: 5.5321 [2020-11-08 14:52:05,609][root][INFO] - ===> Epoch[41](1042/26): Loss 1.7001, Sem 1.3461, dir -0.1006, norm 0.4546, swav 0.0000 LR: 9.057e-02 Score 56.940 Data time: 0.1982, Forward time: 2.2647, Backward time: 3.1100, DDP time: 0.0048, Total iter time: 7.2429 [2020-11-08 14:52:11,875][root][INFO] - ===> Epoch[41](1043/26): Loss 1.7265, Sem 1.3298, dir -0.0783, norm 0.4750, swav 0.0000 LR: 9.056e-02 Score 58.654 Data time: 0.2787, Forward time: 2.2656, Backward time: 3.1096, DDP time: 0.0048, Total iter time: 6.1752 [2020-11-08 14:52:18,044][root][INFO] - ===> Epoch[41](1044/26): Loss 1.6173, Sem 1.1540, dir -0.0458, norm 0.5091, swav 0.0000 LR: 9.055e-02 Score 63.853 Data time: 0.1462, Forward time: 2.2650, Backward time: 3.1106, DDP time: 0.0048, Total iter time: 6.0456 [2020-11-08 14:52:24,335][root][INFO] - ===> Epoch[41](1045/26): Loss 1.4417, Sem 1.0745, dir -0.0607, norm 0.4279, swav 0.0000 LR: 9.054e-02 Score 66.043 Data time: 0.2478, Forward time: 2.2652, Backward time: 3.1108, DDP time: 0.0048, Total iter time: 6.1897 [2020-11-08 14:52:31,408][root][INFO] - ===> Epoch[41](1046/26): Loss 1.5568, Sem 1.2250, dir -0.0857, norm 0.4174, swav 0.0000 LR: 9.054e-02 Score 63.261 Data time: 0.2301, Forward time: 2.2655, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 6.9567 [2020-11-08 14:52:36,884][root][INFO] - ===> Epoch[41](1047/26): Loss 1.5446, Sem 1.1479, dir -0.0752, norm 0.4719, swav 0.0000 LR: 9.053e-02 Score 66.345 Data time: 0.2581, Forward time: 2.2659, Backward time: 3.1110, DDP time: 0.0048, Total iter time: 5.3476 [2020-11-08 14:52:41,931][root][INFO] - ===> Epoch[41](1048/26): Loss 1.5066, Sem 1.0675, dir -0.0571, norm 0.4961, swav 0.0000 LR: 9.052e-02 Score 67.359 Data time: 0.2236, Forward time: 2.2661, Backward time: 3.1101, DDP time: 0.0048, Total iter time: 4.9350 [2020-11-08 14:52:47,593][root][INFO] - ===> Epoch[41](1049/26): Loss 1.6075, Sem 1.1999, dir -0.0797, norm 0.4873, swav 0.0000 LR: 9.051e-02 Score 63.663 Data time: 0.2259, Forward time: 2.2662, Backward time: 3.1100, DDP time: 0.0048, Total iter time: 5.5473 [2020-11-08 14:52:52,705][root][INFO] - ===> Epoch[41](1050/26): Loss 1.5535, Sem 1.2308, dir -0.0694, norm 0.3921, swav 0.0000 LR: 9.050e-02 Score 62.424 Data time: 0.2091, Forward time: 2.2661, Backward time: 3.1094, DDP time: 0.0048, Total iter time: 5.0065 [2020-11-08 14:52:56,998][root][INFO] - ===> Epoch[41](1051/26): Loss 1.4709, Sem 1.0850, dir -0.0882, norm 0.4740, swav 0.0000 LR: 9.049e-02 Score 67.138 Data time: 0.2151, Forward time: 2.2661, Backward time: 3.1082, DDP time: 0.0048, Total iter time: 4.1963 [2020-11-08 14:53:02,125][root][INFO] - ===> Epoch[41](1052/26): Loss 1.7998, Sem 1.3352, dir -0.0668, norm 0.5314, swav 0.0000 LR: 9.048e-02 Score 60.365 Data time: 0.1868, Forward time: 2.2657, Backward time: 3.1079, DDP time: 0.0048, Total iter time: 5.0211 [2020-11-08 14:53:06,843][root][INFO] - ===> Epoch[41](1053/26): Loss 1.5651, Sem 1.1072, dir -0.0525, norm 0.5104, swav 0.0000 LR: 9.047e-02 Score 66.836 Data time: 0.2300, Forward time: 2.2657, Backward time: 3.1069, DDP time: 0.0048, Total iter time: 4.6111 [2020-11-08 14:53:13,385][root][INFO] - ===> Epoch[41](1054/26): Loss 1.3362, Sem 1.0328, dir -0.0358, norm 0.3392, swav 0.0000 LR: 9.046e-02 Score 69.651 Data time: 0.2510, Forward time: 2.2661, Backward time: 3.1073, DDP time: 0.0048, Total iter time: 6.3988 [2020-11-08 14:53:19,680][root][INFO] - ===> Epoch[41](1055/26): Loss 1.4654, Sem 1.0969, dir -0.0792, norm 0.4476, swav 0.0000 LR: 9.045e-02 Score 65.763 Data time: 0.3317, Forward time: 2.2670, Backward time: 3.1068, DDP time: 0.0048, Total iter time: 6.1797 [2020-11-08 14:53:26,623][root][INFO] - ===> Epoch[41](1056/26): Loss 1.6764, Sem 1.1861, dir -0.0435, norm 0.5338, swav 0.0000 LR: 9.044e-02 Score 66.767 Data time: 0.2655, Forward time: 2.2677, Backward time: 3.1071, DDP time: 0.0048, Total iter time: 6.8078 [2020-11-08 14:53:31,878][root][INFO] - ===> Epoch[41](1057/26): Loss 1.7243, Sem 1.3017, dir -0.0772, norm 0.4997, swav 0.0000 LR: 9.044e-02 Score 61.424 Data time: 0.1796, Forward time: 2.2673, Backward time: 3.1070, DDP time: 0.0048, Total iter time: 5.1147 [2020-11-08 14:53:36,577][root][INFO] - ===> Epoch[41](1058/26): Loss 1.3521, Sem 1.0951, dir -0.1106, norm 0.3677, swav 0.0000 LR: 9.043e-02 Score 67.706 Data time: 0.1961, Forward time: 2.2671, Backward time: 3.1062, DDP time: 0.0048, Total iter time: 4.5944 [2020-11-08 14:53:43,447][root][INFO] - ===> Epoch[41](1059/26): Loss 1.7630, Sem 1.3398, dir -0.0558, norm 0.4789, swav 0.0000 LR: 9.042e-02 Score 58.280 Data time: 0.2682, Forward time: 2.2675, Backward time: 3.1068, DDP time: 0.0048, Total iter time: 6.7622 [2020-11-08 14:53:49,696][root][INFO] - ===> Epoch[41](1060/26): Loss 1.4783, Sem 1.0476, dir -0.0473, norm 0.4781, swav 0.0000 LR: 9.041e-02 Score 70.119 Data time: 0.2281, Forward time: 2.2675, Backward time: 3.1072, DDP time: 0.0048, Total iter time: 6.1160 [2020-11-08 14:53:54,757][root][INFO] - ===> Epoch[41](1061/26): Loss 1.5985, Sem 1.1508, dir -0.0332, norm 0.4809, swav 0.0000 LR: 9.040e-02 Score 65.203 Data time: 0.1943, Forward time: 2.2673, Backward time: 3.1067, DDP time: 0.0048, Total iter time: 4.9443 [2020-11-08 14:54:01,106][root][INFO] - ===> Epoch[41](1062/26): Loss 1.4052, Sem 1.0833, dir -0.0724, norm 0.3943, swav 0.0000 LR: 9.039e-02 Score 65.742 Data time: 0.1726, Forward time: 2.2669, Backward time: 3.1077, DDP time: 0.0048, Total iter time: 6.2695 [2020-11-08 14:54:07,243][root][INFO] - ===> Epoch[41](1063/26): Loss 1.4217, Sem 1.2255, dir -0.1051, norm 0.3013, swav 0.0000 LR: 9.038e-02 Score 62.845 Data time: 0.2227, Forward time: 2.2669, Backward time: 3.1081, DDP time: 0.0048, Total iter time: 6.0485 [2020-11-08 14:54:12,522][root][INFO] - ===> Epoch[41](1064/26): Loss 1.6994, Sem 1.2460, dir -0.0880, norm 0.5414, swav 0.0000 LR: 9.037e-02 Score 62.467 Data time: 0.2329, Forward time: 2.2670, Backward time: 3.1075, DDP time: 0.0048, Total iter time: 5.1608 [2020-11-08 14:54:17,890][root][INFO] - ===> Epoch[41](1065/26): Loss 1.5917, Sem 1.2307, dir -0.0431, norm 0.4041, swav 0.0000 LR: 9.036e-02 Score 62.414 Data time: 0.2278, Forward time: 2.2670, Backward time: 3.1071, DDP time: 0.0048, Total iter time: 5.2488 [2020-11-08 14:54:24,192][root][INFO] - ===> Epoch[41](1066/26): Loss 1.4917, Sem 1.3140, dir -0.1052, norm 0.2829, swav 0.0000 LR: 9.035e-02 Score 57.492 Data time: 0.2293, Forward time: 2.2673, Backward time: 3.1073, DDP time: 0.0048, Total iter time: 6.1932 [2020-11-08 14:54:28,931][root][INFO] - ===> Epoch[42](1067/26): Loss 1.5900, Sem 1.1085, dir -0.0211, norm 0.5027, swav 0.0000 LR: 9.034e-02 Score 66.350 Data time: 0.2345, Forward time: 2.2675, Backward time: 3.1062, DDP time: 0.0048, Total iter time: 4.6192 [2020-11-08 14:54:34,021][root][INFO] - ===> Epoch[42](1068/26): Loss 1.7074, Sem 1.1146, dir -0.0343, norm 0.6271, swav 0.0000 LR: 9.034e-02 Score 66.568 Data time: 0.1654, Forward time: 2.2670, Backward time: 3.1060, DDP time: 0.0048, Total iter time: 4.9579 [2020-11-08 14:54:38,280][root][INFO] - ===> Epoch[42](1069/26): Loss 1.9208, Sem 1.3130, dir -0.0392, norm 0.6470, swav 0.0000 LR: 9.033e-02 Score 59.349 Data time: 0.2047, Forward time: 2.2668, Backward time: 3.1048, DDP time: 0.0048, Total iter time: 4.1759 [2020-11-08 14:54:42,914][root][INFO] - ===> Epoch[42](1070/26): Loss 1.5291, Sem 1.0257, dir -0.0217, norm 0.5251, swav 0.0000 LR: 9.032e-02 Score 71.951 Data time: 0.2204, Forward time: 2.2669, Backward time: 3.1038, DDP time: 0.0048, Total iter time: 4.5128 [2020-11-08 14:54:48,403][root][INFO] - ===> Epoch[42](1071/26): Loss 1.4436, Sem 1.0754, dir -0.0434, norm 0.4116, swav 0.0000 LR: 9.031e-02 Score 65.450 Data time: 0.2568, Forward time: 2.2674, Backward time: 3.1030, DDP time: 0.0048, Total iter time: 5.3607 [2020-11-08 14:54:53,051][root][INFO] - ===> Epoch[42](1072/26): Loss 1.4831, Sem 1.2441, dir -0.0963, norm 0.3354, swav 0.0000 LR: 9.030e-02 Score 65.083 Data time: 0.2038, Forward time: 2.2673, Backward time: 3.1021, DDP time: 0.0048, Total iter time: 4.4954 [2020-11-08 14:54:59,571][root][INFO] - ===> Epoch[42](1073/26): Loss 1.5536, Sem 1.1512, dir -0.0518, norm 0.4542, swav 0.0000 LR: 9.029e-02 Score 64.210 Data time: 0.2813, Forward time: 2.2678, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 6.4142 [2020-11-08 14:55:05,442][root][INFO] - ===> Epoch[42](1074/26): Loss 1.3806, Sem 1.0259, dir -0.0616, norm 0.4162, swav 0.0000 LR: 9.028e-02 Score 69.264 Data time: 0.1998, Forward time: 2.2679, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 5.7339 [2020-11-08 14:55:10,983][root][INFO] - ===> Epoch[42](1075/26): Loss 1.3982, Sem 1.1056, dir -0.0737, norm 0.3663, swav 0.0000 LR: 9.027e-02 Score 64.361 Data time: 0.1757, Forward time: 2.2676, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 5.4399 [2020-11-08 14:55:16,435][root][INFO] - ===> Epoch[42](1076/26): Loss 1.7141, Sem 1.3493, dir -0.0823, norm 0.4471, swav 0.0000 LR: 9.026e-02 Score 58.209 Data time: 0.1528, Forward time: 2.2670, Backward time: 3.1026, DDP time: 0.0048, Total iter time: 5.3733 [2020-11-08 14:55:22,233][root][INFO] - ===> Epoch[42](1077/26): Loss 1.5017, Sem 1.0837, dir -0.0247, norm 0.4427, swav 0.0000 LR: 9.025e-02 Score 69.145 Data time: 0.1953, Forward time: 2.2667, Backward time: 3.1029, DDP time: 0.0048, Total iter time: 5.7339 [2020-11-08 14:55:27,261][root][INFO] - ===> Epoch[42](1078/26): Loss 1.5775, Sem 1.1964, dir -0.0780, norm 0.4592, swav 0.0000 LR: 9.024e-02 Score 65.532 Data time: 0.2042, Forward time: 2.2666, Backward time: 3.1024, DDP time: 0.0048, Total iter time: 4.9492 [2020-11-08 14:55:33,123][root][INFO] - ===> Epoch[42](1079/26): Loss 1.4119, Sem 1.1680, dir -0.1093, norm 0.3532, swav 0.0000 LR: 9.024e-02 Score 65.450 Data time: 0.2937, Forward time: 2.2673, Backward time: 3.1018, DDP time: 0.0048, Total iter time: 5.7444 [2020-11-08 14:55:39,056][root][INFO] - ===> Epoch[42](1080/26): Loss 1.5162, Sem 1.0985, dir -0.0134, norm 0.4311, swav 0.0000 LR: 9.023e-02 Score 65.724 Data time: 0.1804, Forward time: 2.2671, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 5.8056 [2020-11-08 14:55:45,229][root][INFO] - ===> Epoch[42](1081/26): Loss 1.6379, Sem 1.2165, dir -0.0138, norm 0.4352, swav 0.0000 LR: 9.022e-02 Score 64.058 Data time: 0.3410, Forward time: 2.2678, Backward time: 3.1017, DDP time: 0.0048, Total iter time: 6.0783 [2020-11-08 14:55:51,028][root][INFO] - ===> Epoch[42](1082/26): Loss 1.6521, Sem 1.2741, dir -0.0843, norm 0.4622, swav 0.0000 LR: 9.021e-02 Score 62.058 Data time: 0.1812, Forward time: 2.2675, Backward time: 3.1021, DDP time: 0.0048, Total iter time: 5.6790 [2020-11-08 14:55:56,303][root][INFO] - ===> Epoch[42](1083/26): Loss 1.5186, Sem 1.1090, dir -0.0571, norm 0.4668, swav 0.0000 LR: 9.020e-02 Score 66.490 Data time: 0.2175, Forward time: 2.2675, Backward time: 3.1016, DDP time: 0.0048, Total iter time: 5.1865 [2020-11-08 14:56:02,886][root][INFO] - ===> Epoch[42](1084/26): Loss 1.5986, Sem 1.2776, dir -0.1078, norm 0.4289, swav 0.0000 LR: 9.019e-02 Score 61.488 Data time: 0.1769, Forward time: 2.2671, Backward time: 3.1027, DDP time: 0.0048, Total iter time: 6.4692 [2020-11-08 14:56:09,967][root][INFO] - ===> Epoch[42](1085/26): Loss 1.4189, Sem 0.9960, dir -0.0465, norm 0.4693, swav 0.0000 LR: 9.018e-02 Score 69.187 Data time: 0.2522, Forward time: 2.2676, Backward time: 3.1034, DDP time: 0.0048, Total iter time: 7.0101 [2020-11-08 14:56:16,611][root][INFO] - ===> Epoch[42](1086/26): Loss 1.5413, Sem 1.2254, dir -0.0874, norm 0.4032, swav 0.0000 LR: 9.017e-02 Score 62.769 Data time: 0.2371, Forward time: 2.2679, Backward time: 3.1040, DDP time: 0.0048, Total iter time: 6.5119 [2020-11-08 14:56:23,106][root][INFO] - ===> Epoch[42](1087/26): Loss 1.4467, Sem 1.2211, dir -0.0991, norm 0.3247, swav 0.0000 LR: 9.016e-02 Score 62.490 Data time: 0.2190, Forward time: 2.2680, Backward time: 3.1045, DDP time: 0.0048, Total iter time: 6.4018 [2020-11-08 14:56:28,699][root][INFO] - ===> Epoch[42](1088/26): Loss 1.4101, Sem 1.0706, dir -0.0507, norm 0.3902, swav 0.0000 LR: 9.015e-02 Score 66.519 Data time: 0.2688, Forward time: 2.2686, Backward time: 3.1037, DDP time: 0.0048, Total iter time: 5.4787 [2020-11-08 14:56:34,755][root][INFO] - ===> Epoch[42](1089/26): Loss 1.6190, Sem 1.1966, dir -0.0936, norm 0.5159, swav 0.0000 LR: 9.014e-02 Score 65.392 Data time: 0.1640, Forward time: 2.2682, Backward time: 3.1044, DDP time: 0.0048, Total iter time: 5.9217 [2020-11-08 14:56:40,162][root][INFO] - ===> Epoch[42](1090/26): Loss 1.6023, Sem 1.1359, dir -0.0618, norm 0.5282, swav 0.0000 LR: 9.014e-02 Score 64.034 Data time: 0.1798, Forward time: 2.2678, Backward time: 3.1045, DDP time: 0.0048, Total iter time: 5.3050 [2020-11-08 14:56:45,731][root][INFO] - ===> Epoch[42](1091/26): Loss 1.4953, Sem 1.1936, dir -0.0988, norm 0.4005, swav 0.0000 LR: 9.013e-02 Score 63.105 Data time: 0.1998, Forward time: 2.2678, Backward time: 3.1044, DDP time: 0.0048, Total iter time: 5.4883 [2020-11-08 14:56:51,851][root][INFO] - ===> Epoch[42](1092/26): Loss 1.5836, Sem 1.2733, dir -0.0528, norm 0.3631, swav 0.0000 LR: 9.012e-02 Score 66.506 Data time: 0.2259, Forward time: 2.2676, Backward time: 3.1048, DDP time: 0.0048, Total iter time: 6.0260 [2020-11-08 14:56:56,709][root][INFO] - ===> Epoch[43](1093/26): Loss 1.6449, Sem 1.2066, dir -0.0575, norm 0.4957, swav 0.0000 LR: 9.011e-02 Score 63.908 Data time: 0.2144, Forward time: 2.2678, Backward time: 3.1039, DDP time: 0.0048, Total iter time: 4.7738 [2020-11-08 14:57:02,489][root][INFO] - ===> Epoch[43](1094/26): Loss 1.3190, Sem 0.9951, dir -0.0692, norm 0.3931, swav 0.0000 LR: 9.010e-02 Score 67.420 Data time: 0.1534, Forward time: 2.2672, Backward time: 3.1045, DDP time: 0.0048, Total iter time: 5.6800 [2020-11-08 14:57:08,346][root][INFO] - ===> Epoch[43](1095/26): Loss 1.4722, Sem 1.1566, dir -0.0728, norm 0.3884, swav 0.0000 LR: 9.009e-02 Score 65.588 Data time: 0.2051, Forward time: 2.2671, Backward time: 3.1047, DDP time: 0.0048, Total iter time: 5.8033 [2020-11-08 14:57:14,355][root][INFO] - ===> Epoch[43](1096/26): Loss 1.4352, Sem 1.0864, dir -0.0747, norm 0.4234, swav 0.0000 LR: 9.008e-02 Score 66.373 Data time: 0.1952, Forward time: 2.2669, Backward time: 3.1051, DDP time: 0.0048, Total iter time: 5.9174 [2020-11-08 14:57:18,871][root][INFO] - ===> Epoch[43](1097/26): Loss 1.3793, Sem 1.1606, dir -0.0555, norm 0.2742, swav 0.0000 LR: 9.007e-02 Score 63.868 Data time: 0.1762, Forward time: 2.2667, Backward time: 3.1043, DDP time: 0.0048, Total iter time: 4.4185 [2020-11-08 14:57:25,079][root][INFO] - ===> Epoch[43](1098/26): Loss 1.7628, Sem 1.2119, dir -0.0040, norm 0.5549, swav 0.0000 LR: 9.006e-02 Score 60.056 Data time: 0.1494, Forward time: 2.2661, Backward time: 3.1053, DDP time: 0.0048, Total iter time: 6.1218 [2020-11-08 14:57:30,073][root][INFO] - ===> Epoch[43](1099/26): Loss 1.7110, Sem 1.0759, dir -0.0067, norm 0.6417, swav 0.0000 LR: 9.005e-02 Score 68.898 Data time: 0.2247, Forward time: 2.2657, Backward time: 3.1050, DDP time: 0.0048, Total iter time: 4.9209 [2020-11-08 14:57:34,657][root][INFO] - ===> Epoch[43](1100/26): Loss 1.6681, Sem 1.1083, dir -0.0051, norm 0.5650, swav 0.0000 LR: 9.004e-02 Score 65.950 Data time: 0.2165, Forward time: 2.2654, Backward time: 3.1043, DDP time: 0.0048, Total iter time: 4.4894 [2020-11-08 14:57:39,473][root][INFO] - ===> Epoch[43](1101/26): Loss 1.6889, Sem 1.1538, dir -0.0027, norm 0.5378, swav 0.0000 LR: 9.004e-02 Score 62.959 Data time: 0.2244, Forward time: 2.2654, Backward time: 3.1034, DDP time: 0.0048, Total iter time: 4.7257 [2020-11-08 14:57:45,997][root][INFO] - ===> Epoch[43](1102/26): Loss 1.5586, Sem 1.1980, dir -0.0771, norm 0.4377, swav 0.0000 LR: 9.003e-02 Score 63.933 Data time: 0.1923, Forward time: 2.2653, Backward time: 3.1041, DDP time: 0.0048, Total iter time: 6.4280 [2020-11-08 14:57:52,276][root][INFO] - ===> Epoch[43](1103/26): Loss 1.6116, Sem 1.1536, dir 0.0110, norm 0.4470, swav 0.0000 LR: 9.002e-02 Score 63.943 Data time: 0.1543, Forward time: 2.2647, Backward time: 3.1051, DDP time: 0.0048, Total iter time: 6.1805 [2020-11-08 14:57:58,293][root][INFO] - ===> Epoch[43](1104/26): Loss 1.6991, Sem 1.1579, dir -0.0001, norm 0.5412, swav 0.0000 LR: 9.001e-02 Score 65.824 Data time: 0.1795, Forward time: 2.2645, Backward time: 3.1056, DDP time: 0.0048, Total iter time: 5.9372 [2020-11-08 14:58:03,088][root][INFO] - ===> Epoch[43](1105/26): Loss 1.6081, Sem 1.0403, dir 0.0074, norm 0.5604, swav 0.0000 LR: 9.000e-02 Score 68.274 Data time: 0.2160, Forward time: 2.2642, Backward time: 3.1051, DDP time: 0.0048, Total iter time: 4.6900 [2020-11-08 14:58:08,372][root][INFO] - ===> Epoch[43](1106/26): Loss 1.7304, Sem 1.3357, dir -0.0106, norm 0.4052, swav 0.0000 LR: 8.999e-02 Score 62.071 Data time: 0.2209, Forward time: 2.2642, Backward time: 3.1047, DDP time: 0.0048, Total iter time: 5.1911 [2020-11-08 14:58:13,843][root][INFO] - ===> Epoch[43](1107/26): Loss 1.4211, Sem 1.1347, dir -0.0729, norm 0.3593, swav 0.0000 LR: 8.998e-02 Score 65.691 Data time: 0.2043, Forward time: 2.2641, Backward time: 3.1045, DDP time: 0.0048, Total iter time: 5.3606 [2020-11-08 14:58:19,592][root][INFO] - ===> Epoch[43](1108/26): Loss 1.5883, Sem 1.2069, dir -0.0236, norm 0.4051, swav 0.0000 LR: 8.997e-02 Score 65.643 Data time: 0.2130, Forward time: 2.2640, Backward time: 3.1046, DDP time: 0.0048, Total iter time: 5.6453 [2020-11-08 14:58:24,293][root][INFO] - ===> Epoch[43](1109/26): Loss 1.4479, Sem 1.0216, dir -0.0250, norm 0.4513, swav 0.0000 LR: 8.996e-02 Score 68.065 Data time: 0.2670, Forward time: 2.2640, Backward time: 3.1036, DDP time: 0.0048, Total iter time: 4.5899 [2020-11-08 14:58:30,324][root][INFO] - ===> Epoch[43](1110/26): Loss 1.3166, Sem 0.9514, dir -0.0146, norm 0.3798, swav 0.0000 LR: 8.995e-02 Score 72.996 Data time: 0.2472, Forward time: 2.2644, Backward time: 3.1034, DDP time: 0.0048, Total iter time: 5.9320 [2020-11-08 14:58:36,145][root][INFO] - ===> Epoch[43](1111/26): Loss 1.5629, Sem 1.2334, dir -0.0716, norm 0.4011, swav 0.0000 LR: 8.994e-02 Score 63.956 Data time: 0.2405, Forward time: 2.2648, Backward time: 3.1031, DDP time: 0.0048, Total iter time: 5.6867 [2020-11-08 14:58:41,416][root][INFO] - ===> Epoch[43](1112/26): Loss 1.6511, Sem 1.2311, dir -0.0561, norm 0.4761, swav 0.0000 LR: 8.993e-02 Score 59.049 Data time: 0.1684, Forward time: 2.2646, Backward time: 3.1029, DDP time: 0.0048, Total iter time: 5.1619 [2020-11-08 14:58:46,563][root][INFO] - ===> Epoch[43](1113/26): Loss 1.6964, Sem 1.1758, dir -0.0463, norm 0.5668, swav 0.0000 LR: 8.993e-02 Score 63.599 Data time: 0.1707, Forward time: 2.2641, Backward time: 3.1028, DDP time: 0.0048, Total iter time: 5.0555 [2020-11-08 14:58:52,084][root][INFO] - ===> Epoch[43](1114/26): Loss 1.4015, Sem 1.0511, dir -0.0685, norm 0.4189, swav 0.0000 LR: 8.992e-02 Score 70.026 Data time: 0.2822, Forward time: 2.2646, Backward time: 3.1021, DDP time: 0.0048, Total iter time: 5.4239 [2020-11-08 14:58:57,317][root][INFO] - ===> Epoch[43](1115/26): Loss 1.6408, Sem 1.3231, dir -0.0574, norm 0.3750, swav 0.0000 LR: 8.991e-02 Score 61.594 Data time: 0.2433, Forward time: 2.2648, Backward time: 3.1015, DDP time: 0.0048, Total iter time: 5.1223 [2020-11-08 14:59:02,769][root][INFO] - ===> Epoch[43](1116/26): Loss 1.4328, Sem 1.0472, dir -0.0544, norm 0.4400, swav 0.0000 LR: 8.990e-02 Score 68.443 Data time: 0.2291, Forward time: 2.2651, Backward time: 3.1009, DDP time: 0.0048, Total iter time: 5.3441 [2020-11-08 14:59:07,876][root][INFO] - ===> Epoch[43](1117/26): Loss 1.7721, Sem 1.3106, dir -0.0377, norm 0.4992, swav 0.0000 LR: 8.989e-02 Score 61.074 Data time: 0.2576, Forward time: 2.2653, Backward time: 3.1000, DDP time: 0.0048, Total iter time: 4.9911 [2020-11-08 14:59:13,427][root][INFO] - ===> Epoch[43](1118/26): Loss 1.6449, Sem 1.2566, dir -0.1030, norm 0.4912, swav 0.0000 LR: 8.988e-02 Score 60.781 Data time: 0.1707, Forward time: 2.2650, Backward time: 3.1001, DDP time: 0.0048, Total iter time: 5.4373 [2020-11-08 14:59:18,706][root][INFO] - ===> Epoch[44](1119/26): Loss 1.5372, Sem 1.1602, dir -0.1019, norm 0.4790, swav 0.0000 LR: 8.987e-02 Score 64.883 Data time: 0.2406, Forward time: 2.2653, Backward time: 3.0994, DDP time: 0.0048, Total iter time: 5.1923 [2020-11-08 14:59:26,335][root][INFO] - ===> Epoch[44](1120/26): Loss 1.6431, Sem 1.1228, dir -0.0638, norm 0.5840, swav 0.0000 LR: 8.986e-02 Score 66.545 Data time: 0.2371, Forward time: 2.2655, Backward time: 3.1008, DDP time: 0.0048, Total iter time: 7.5116 [2020-11-08 14:59:31,788][root][INFO] - ===> Epoch[44](1121/26): Loss 1.6138, Sem 1.1597, dir -0.0497, norm 0.5038, swav 0.0000 LR: 8.985e-02 Score 66.393 Data time: 0.1998, Forward time: 2.2655, Backward time: 3.1006, DDP time: 0.0048, Total iter time: 5.3246 [2020-11-08 14:59:36,265][root][INFO] - ===> Epoch[44](1122/26): Loss 1.6139, Sem 1.2018, dir -0.0818, norm 0.4939, swav 0.0000 LR: 8.984e-02 Score 64.905 Data time: 0.1691, Forward time: 2.2650, Backward time: 3.1000, DDP time: 0.0048, Total iter time: 4.3639 [2020-11-08 14:59:41,589][root][INFO] - ===> Epoch[44](1123/26): Loss 1.7382, Sem 1.3705, dir -0.1123, norm 0.4800, swav 0.0000 LR: 8.983e-02 Score 58.706 Data time: 0.1870, Forward time: 2.2648, Backward time: 3.0999, DDP time: 0.0048, Total iter time: 5.2626 [2020-11-08 14:59:47,680][root][INFO] - ===> Epoch[44](1124/26): Loss 1.6377, Sem 1.2757, dir -0.0791, norm 0.4412, swav 0.0000 LR: 8.983e-02 Score 59.815 Data time: 0.2405, Forward time: 2.2650, Backward time: 3.1000, DDP time: 0.0048, Total iter time: 5.9818 [2020-11-08 14:59:52,725][root][INFO] - ===> Epoch[44](1125/26): Loss 1.6001, Sem 1.1004, dir -0.0464, norm 0.5461, swav 0.0000 LR: 8.982e-02 Score 69.947 Data time: 0.1710, Forward time: 2.2646, Backward time: 3.0997, DDP time: 0.0048, Total iter time: 4.9183 [2020-11-08 14:59:58,642][root][INFO] - ===> Epoch[44](1126/26): Loss 1.6645, Sem 1.1856, dir -0.0352, norm 0.5141, swav 0.0000 LR: 8.981e-02 Score 66.222 Data time: 0.1997, Forward time: 2.2645, Backward time: 3.1000, DDP time: 0.0048, Total iter time: 5.8402 [2020-11-08 15:00:04,370][root][INFO] - ===> Epoch[44](1127/26): Loss 1.3968, Sem 1.0987, dir -0.1046, norm 0.4026, swav 0.0000 LR: 8.980e-02 Score 64.860 Data time: 0.2018, Forward time: 2.2643, Backward time: 3.1001, DDP time: 0.0048, Total iter time: 5.6190 [2020-11-08 15:00:09,556][root][INFO] - ===> Epoch[44](1128/26): Loss 1.6907, Sem 1.2286, dir -0.0709, norm 0.5330, swav 0.0000 LR: 8.979e-02 Score 65.048 Data time: 0.2332, Forward time: 2.2644, Backward time: 3.0995, DDP time: 0.0048, Total iter time: 5.0998 [2020-11-08 15:00:15,988][root][INFO] - ===> Epoch[44](1129/26): Loss 1.6318, Sem 1.1487, dir -0.0419, norm 0.5250, swav 0.0000 LR: 8.978e-02 Score 63.415 Data time: 0.2246, Forward time: 2.2645, Backward time: 3.1000, DDP time: 0.0048, Total iter time: 6.3122 [2020-11-08 15:00:21,897][root][INFO] - ===> Epoch[44](1130/26): Loss 1.8103, Sem 1.3209, dir -0.0241, norm 0.5135, swav 0.0000 LR: 8.977e-02 Score 60.900 Data time: 0.2389, Forward time: 2.2648, Backward time: 3.0999, DDP time: 0.0048, Total iter time: 5.8125 [2020-11-08 15:00:28,820][root][INFO] - ===> Epoch[44](1131/26): Loss 1.5782, Sem 1.1947, dir -0.0512, norm 0.4347, swav 0.0000 LR: 8.976e-02 Score 63.252 Data time: 0.2183, Forward time: 2.2649, Backward time: 3.1008, DDP time: 0.0048, Total iter time: 6.7979 [2020-11-08 15:00:33,745][root][INFO] - ===> Epoch[44](1132/26): Loss 1.4085, Sem 1.0521, dir -0.0701, norm 0.4265, swav 0.0000 LR: 8.975e-02 Score 68.895 Data time: 0.2264, Forward time: 2.2649, Backward time: 3.1001, DDP time: 0.0048, Total iter time: 4.8192 [2020-11-08 15:00:40,307][root][INFO] - ===> Epoch[44](1133/26): Loss 1.5332, Sem 1.2117, dir -0.0834, norm 0.4048, swav 0.0000 LR: 8.974e-02 Score 63.332 Data time: 0.3665, Forward time: 2.2658, Backward time: 3.0998, DDP time: 0.0048, Total iter time: 6.4576 [2020-11-08 15:00:45,777][root][INFO] - ===> Epoch[44](1134/26): Loss 1.3309, Sem 1.0252, dir -0.0602, norm 0.3659, swav 0.0000 LR: 8.973e-02 Score 69.752 Data time: 0.2452, Forward time: 2.2661, Backward time: 3.0992, DDP time: 0.0048, Total iter time: 5.3571 [2020-11-08 15:00:54,192][root][INFO] - ===> Epoch[44](1135/26): Loss 1.6007, Sem 1.2253, dir -0.0729, norm 0.4483, swav 0.0000 LR: 8.973e-02 Score 61.243 Data time: 0.1914, Forward time: 2.2658, Backward time: 3.1017, DDP time: 0.0048, Total iter time: 8.2931 [2020-11-08 15:00:59,811][root][INFO] - ===> Epoch[44](1136/26): Loss 1.5127, Sem 1.1129, dir -0.0799, norm 0.4797, swav 0.0000 LR: 8.972e-02 Score 67.581 Data time: 0.1764, Forward time: 2.2656, Backward time: 3.1018, DDP time: 0.0048, Total iter time: 5.5469 [2020-11-08 15:01:06,205][root][INFO] - ===> Epoch[44](1137/26): Loss 1.3955, Sem 1.1635, dir -0.0510, norm 0.2830, swav 0.0000 LR: 8.971e-02 Score 61.688 Data time: 0.2049, Forward time: 2.2653, Backward time: 3.1027, DDP time: 0.0048, Total iter time: 6.2975 [2020-11-08 15:01:11,913][root][INFO] - ===> Epoch[44](1138/26): Loss 1.6119, Sem 1.2525, dir -0.0721, norm 0.4315, swav 0.0000 LR: 8.970e-02 Score 61.111 Data time: 0.2007, Forward time: 2.2650, Backward time: 3.1029, DDP time: 0.0048, Total iter time: 5.6408 [2020-11-08 15:01:18,012][root][INFO] - ===> Epoch[44](1139/26): Loss 1.4827, Sem 1.1149, dir -0.0566, norm 0.4244, swav 0.0000 LR: 8.969e-02 Score 66.668 Data time: 0.2925, Forward time: 2.2657, Backward time: 3.1025, DDP time: 0.0048, Total iter time: 5.9910 [2020-11-08 15:01:24,562][root][INFO] - ===> Epoch[44](1140/26): Loss 1.4680, Sem 1.1415, dir -0.0662, norm 0.3927, swav 0.0000 LR: 8.968e-02 Score 66.177 Data time: 0.2763, Forward time: 2.2663, Backward time: 3.1025, DDP time: 0.0048, Total iter time: 6.4216 [2020-11-08 15:01:29,943][root][INFO] - ===> Epoch[44](1141/26): Loss 1.6177, Sem 1.2695, dir -0.0749, norm 0.4231, swav 0.0000 LR: 8.967e-02 Score 60.034 Data time: 0.1733, Forward time: 2.2662, Backward time: 3.1023, DDP time: 0.0048, Total iter time: 5.2482 [2020-11-08 15:01:35,841][root][INFO] - ===> Epoch[44](1142/26): Loss 1.4070, Sem 1.1365, dir -0.0840, norm 0.3545, swav 0.0000 LR: 8.966e-02 Score 65.897 Data time: 0.1911, Forward time: 2.2659, Backward time: 3.1027, DDP time: 0.0048, Total iter time: 5.8042 [2020-11-08 15:01:40,621][root][INFO] - ===> Epoch[44](1143/26): Loss 1.5213, Sem 1.3328, dir -0.1345, norm 0.3229, swav 0.0000 LR: 8.965e-02 Score 60.605 Data time: 0.1965, Forward time: 2.2658, Backward time: 3.1020, DDP time: 0.0048, Total iter time: 4.6934 [2020-11-08 15:01:46,554][root][INFO] - ===> Epoch[44](1144/26): Loss 1.4228, Sem 1.0560, dir -0.0810, norm 0.4478, swav 0.0000 LR: 8.964e-02 Score 67.143 Data time: 0.2020, Forward time: 2.2658, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 5.8238 [2020-11-08 15:01:51,513][root][INFO] - ===> Epoch[45](1145/26): Loss 1.2753, Sem 1.0111, dir -0.1095, norm 0.3737, swav 0.0000 LR: 8.963e-02 Score 67.877 Data time: 0.1644, Forward time: 2.2654, Backward time: 3.1019, DDP time: 0.0048, Total iter time: 4.8445 [2020-11-08 15:01:59,137][root][INFO] - ===> Epoch[45](1146/26): Loss 1.6209, Sem 1.2199, dir -0.0945, norm 0.4955, swav 0.0000 LR: 8.963e-02 Score 63.090 Data time: 0.1735, Forward time: 2.2649, Backward time: 3.1039, DDP time: 0.0048, Total iter time: 7.5360 [2020-11-08 15:02:04,670][root][INFO] - ===> Epoch[45](1147/26): Loss 1.5140, Sem 1.2519, dir -0.0594, norm 0.3215, swav 0.0000 LR: 8.962e-02 Score 64.781 Data time: 0.2067, Forward time: 2.2649, Backward time: 3.1038, DDP time: 0.0048, Total iter time: 5.4526 [2020-11-08 15:02:10,379][root][INFO] - ===> Epoch[45](1148/26): Loss 1.3538, Sem 1.0199, dir -0.0549, norm 0.3888, swav 0.0000 LR: 8.961e-02 Score 69.991 Data time: 0.2636, Forward time: 2.2651, Backward time: 3.1035, DDP time: 0.0048, Total iter time: 5.5868 [2020-11-08 15:02:15,986][root][INFO] - ===> Epoch[45](1149/26): Loss 1.6977, Sem 1.3456, dir -0.0967, norm 0.4488, swav 0.0000 LR: 8.960e-02 Score 56.492 Data time: 0.2614, Forward time: 2.2656, Backward time: 3.1028, DDP time: 0.0048, Total iter time: 5.5005 [2020-11-08 15:02:22,259][root][INFO] - ===> Epoch[45](1150/26): Loss 1.6009, Sem 1.1826, dir -0.0620, norm 0.4803, swav 0.0000 LR: 8.959e-02 Score 62.675 Data time: 0.1648, Forward time: 2.2652, Backward time: 3.1036, DDP time: 0.0048, Total iter time: 6.1413 [2020-11-08 15:02:28,044][root][INFO] - ===> Epoch[45](1151/26): Loss 1.4776, Sem 1.1166, dir -0.0315, norm 0.3926, swav 0.0000 LR: 8.958e-02 Score 66.697 Data time: 0.1524, Forward time: 2.2647, Backward time: 3.1043, DDP time: 0.0048, Total iter time: 5.6840 [2020-11-08 15:02:33,570][root][INFO] - ===> Epoch[45](1152/26): Loss 1.4037, Sem 1.1960, dir -0.1240, norm 0.3316, swav 0.0000 LR: 8.957e-02 Score 64.451 Data time: 0.1885, Forward time: 2.2645, Backward time: 3.1043, DDP time: 0.0048, Total iter time: 5.4753 [2020-11-08 15:02:38,963][root][INFO] - ===> Epoch[45](1153/26): Loss 1.4656, Sem 1.2241, dir -0.0978, norm 0.3394, swav 0.0000 LR: 8.956e-02 Score 59.919 Data time: 0.1728, Forward time: 2.2639, Backward time: 3.1045, DDP time: 0.0048, Total iter time: 5.2918 [2020-11-08 15:02:44,821][root][INFO] - ===> Epoch[45](1154/26): Loss 1.6855, Sem 1.3092, dir -0.0763, norm 0.4526, swav 0.0000 LR: 8.955e-02 Score 59.484 Data time: 0.2627, Forward time: 2.2642, Backward time: 3.1043, DDP time: 0.0048, Total iter time: 5.7788 [2020-11-08 15:02:50,410][root][INFO] - ===> Epoch[45](1155/26): Loss 1.3519, Sem 1.0818, dir -0.0305, norm 0.3006, swav 0.0000 LR: 8.954e-02 Score 67.595 Data time: 0.2303, Forward time: 2.2644, Backward time: 3.1040, DDP time: 0.0048, Total iter time: 5.4753 [2020-11-08 15:02:54,946][root][INFO] - ===> Epoch[45](1156/26): Loss 1.3784, Sem 1.1025, dir -0.1341, norm 0.4099, swav 0.0000 LR: 8.953e-02 Score 67.385 Data time: 0.2444, Forward time: 2.2645, Backward time: 3.1029, DDP time: 0.0048, Total iter time: 4.4226 [2020-11-08 15:02:59,129][root][INFO] - ===> Epoch[45](1157/26): Loss 1.4612, Sem 1.2422, dir -0.0915, norm 0.3106, swav 0.0000 LR: 8.953e-02 Score 61.982 Data time: 0.1853, Forward time: 2.2642, Backward time: 3.1018, DDP time: 0.0048, Total iter time: 4.0665 [2020-11-08 15:03:03,772][root][INFO] - ===> Epoch[45](1158/26): Loss 1.3258, Sem 1.1487, dir -0.1162, norm 0.2933, swav 0.0000 LR: 8.952e-02 Score 66.279 Data time: 0.2224, Forward time: 2.2643, Backward time: 3.1008, DDP time: 0.0048, Total iter time: 4.5540 [2020-11-08 15:03:08,755][root][INFO] - ===> Epoch[45](1159/26): Loss 1.3657, Sem 1.1096, dir -0.0571, norm 0.3132, swav 0.0000 LR: 8.951e-02 Score 65.903 Data time: 0.1720, Forward time: 2.2640, Backward time: 3.1005, DDP time: 0.0048, Total iter time: 4.8678 [2020-11-08 15:03:13,742][root][INFO] - ===> Epoch[45](1160/26): Loss 1.4213, Sem 1.1623, dir -0.1193, norm 0.3783, swav 0.0000 LR: 8.950e-02 Score 67.378 Data time: 0.1784, Forward time: 2.2635, Backward time: 3.1002, DDP time: 0.0048, Total iter time: 4.9024 [2020-11-08 15:03:19,785][root][INFO] - ===> Epoch[45](1161/26): Loss 1.4328, Sem 1.2005, dir -0.0675, norm 0.2999, swav 0.0000 LR: 8.949e-02 Score 63.101 Data time: 0.2408, Forward time: 2.2639, Backward time: 3.1001, DDP time: 0.0048, Total iter time: 5.9638 [2020-11-08 15:03:25,474][root][INFO] - ===> Epoch[45](1162/26): Loss 1.6526, Sem 1.3059, dir -0.0965, norm 0.4431, swav 0.0000 LR: 8.948e-02 Score 58.332 Data time: 0.2360, Forward time: 2.2637, Backward time: 3.1002, DDP time: 0.0048, Total iter time: 5.5581 [2020-11-08 15:03:31,265][root][INFO] - ===> Epoch[45](1163/26): Loss 1.3253, Sem 1.0580, dir -0.0934, norm 0.3607, swav 0.0000 LR: 8.947e-02 Score 68.080 Data time: 0.2789, Forward time: 2.2643, Backward time: 3.0997, DDP time: 0.0048, Total iter time: 5.6940 [2020-11-08 15:03:37,335][root][INFO] - ===> Epoch[45](1164/26): Loss 1.4557, Sem 1.2168, dir -0.1009, norm 0.3398, swav 0.0000 LR: 8.946e-02 Score 63.696 Data time: 0.2521, Forward time: 2.2645, Backward time: 3.0997, DDP time: 0.0048, Total iter time: 5.9360 [2020-11-08 15:03:43,464][root][INFO] - ===> Epoch[45](1165/26): Loss 1.4987, Sem 1.1990, dir -0.0795, norm 0.3791, swav 0.0000 LR: 8.945e-02 Score 64.802 Data time: 0.1880, Forward time: 2.2642, Backward time: 3.1002, DDP time: 0.0048, Total iter time: 6.0046 [2020-11-08 15:03:49,110][root][INFO] - ===> Epoch[45](1166/26): Loss 1.4604, Sem 1.1117, dir -0.0431, norm 0.3918, swav 0.0000 LR: 8.944e-02 Score 66.273 Data time: 0.2482, Forward time: 2.2645, Backward time: 3.0999, DDP time: 0.0048, Total iter time: 5.5284 [2020-11-08 15:03:55,635][root][INFO] - ===> Epoch[45](1167/26): Loss 1.4396, Sem 1.1129, dir -0.0336, norm 0.3603, swav 0.0000 LR: 8.943e-02 Score 67.775 Data time: 0.2792, Forward time: 2.2650, Backward time: 3.1000, DDP time: 0.0048, Total iter time: 6.4078 [2020-11-08 15:04:03,323][root][INFO] - ===> Epoch[45](1168/26): Loss 1.5525, Sem 1.3518, dir -0.0778, norm 0.2785, swav 0.0000 LR: 8.942e-02 Score 60.224 Data time: 0.2839, Forward time: 2.2658, Backward time: 3.1007, DDP time: 0.0048, Total iter time: 7.5563 [2020-11-08 15:04:09,031][root][INFO] - ===> Epoch[45](1169/26): Loss 1.4224, Sem 1.0283, dir -0.0786, norm 0.4727, swav 0.0000 LR: 8.942e-02 Score 70.379 Data time: 0.1917, Forward time: 2.2655, Backward time: 3.1009, DDP time: 0.0048, Total iter time: 5.5697 [2020-11-08 15:04:15,286][root][INFO] - ===> Epoch[45](1170/26): Loss 1.5710, Sem 1.1988, dir -0.0682, norm 0.4404, swav 0.0000 LR: 8.941e-02 Score 63.371 Data time: 0.2043, Forward time: 2.2654, Backward time: 3.1015, DDP time: 0.0048, Total iter time: 6.1532 [2020-11-08 15:04:22,458][root][INFO] - ===> Epoch[46](1171/26): Loss 1.3899, Sem 1.1449, dir -0.0813, norm 0.3263, swav 0.0000 LR: 8.940e-02 Score 64.137 Data time: 0.1681, Forward time: 2.2650, Backward time: 3.1030, DDP time: 0.0048, Total iter time: 7.0536 [2020-11-08 15:04:27,905][root][INFO] - ===> Epoch[46](1172/26): Loss 1.2262, Sem 0.9813, dir -0.0548, norm 0.2997, swav 0.0000 LR: 8.939e-02 Score 72.730 Data time: 0.1944, Forward time: 2.2647, Backward time: 3.1031, DDP time: 0.0048, Total iter time: 5.3607 [2020-11-08 15:04:33,973][root][INFO] - ===> Epoch[46](1173/26): Loss 1.2891, Sem 1.0987, dir -0.1265, norm 0.3169, swav 0.0000 LR: 8.938e-02 Score 64.674 Data time: 0.2434, Forward time: 2.2648, Backward time: 3.1031, DDP time: 0.0048, Total iter time: 5.9546 [2020-11-08 15:04:39,763][root][INFO] - ===> Epoch[46](1174/26): Loss 1.6415, Sem 1.1900, dir -0.0580, norm 0.5095, swav 0.0000 LR: 8.937e-02 Score 62.885 Data time: 0.2604, Forward time: 2.2651, Backward time: 3.1028, DDP time: 0.0048, Total iter time: 5.6654 [2020-11-08 15:04:44,960][root][INFO] - ===> Epoch[46](1175/26): Loss 1.4848, Sem 1.1227, dir -0.0404, norm 0.4025, swav 0.0000 LR: 8.936e-02 Score 66.272 Data time: 0.2100, Forward time: 2.2652, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 5.0708 [2020-11-08 15:04:50,733][root][INFO] - ===> Epoch[46](1176/26): Loss 1.7843, Sem 1.4305, dir -0.0894, norm 0.4432, swav 0.0000 LR: 8.935e-02 Score 55.544 Data time: 0.2530, Forward time: 2.2656, Backward time: 3.1019, DDP time: 0.0048, Total iter time: 5.6699 [2020-11-08 15:04:56,608][root][INFO] - ===> Epoch[46](1177/26): Loss 1.3731, Sem 1.0706, dir -0.0329, norm 0.3354, swav 0.0000 LR: 8.934e-02 Score 66.697 Data time: 0.1525, Forward time: 2.2650, Backward time: 3.1025, DDP time: 0.0048, Total iter time: 5.7481 [2020-11-08 15:05:02,475][root][INFO] - ===> Epoch[46](1178/26): Loss 1.7971, Sem 1.3034, dir -0.0598, norm 0.5535, swav 0.0000 LR: 8.933e-02 Score 58.516 Data time: 0.2990, Forward time: 2.2656, Backward time: 3.1020, DDP time: 0.0048, Total iter time: 5.7833 [2020-11-08 15:05:08,566][root][INFO] - ===> Epoch[46](1179/26): Loss 1.5343, Sem 1.0820, dir -0.0787, norm 0.5311, swav 0.0000 LR: 8.932e-02 Score 67.223 Data time: 0.1690, Forward time: 2.2653, Backward time: 3.1026, DDP time: 0.0048, Total iter time: 5.9577 [2020-11-08 15:05:13,898][root][INFO] - ===> Epoch[46](1180/26): Loss 1.4461, Sem 1.0907, dir -0.0486, norm 0.4039, swav 0.0000 LR: 8.932e-02 Score 65.775 Data time: 0.1881, Forward time: 2.2648, Backward time: 3.1027, DDP time: 0.0048, Total iter time: 5.2393 [2020-11-08 15:05:19,122][root][INFO] - ===> Epoch[46](1181/26): Loss 1.7099, Sem 1.1397, dir -0.0732, norm 0.6434, swav 0.0000 LR: 8.931e-02 Score 65.043 Data time: 0.2306, Forward time: 2.2650, Backward time: 3.1021, DDP time: 0.0048, Total iter time: 5.1056 [2020-11-08 15:05:24,930][root][INFO] - ===> Epoch[46](1182/26): Loss 1.8587, Sem 1.2550, dir -0.0552, norm 0.6589, swav 0.0000 LR: 8.930e-02 Score 60.230 Data time: 0.1939, Forward time: 2.2649, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 5.6763 [2020-11-08 15:05:30,531][root][INFO] - ===> Epoch[46](1183/26): Loss 1.7201, Sem 1.2295, dir -0.0685, norm 0.5591, swav 0.0000 LR: 8.929e-02 Score 61.391 Data time: 0.1853, Forward time: 2.2647, Backward time: 3.1022, DDP time: 0.0048, Total iter time: 5.4744 [2020-11-08 15:05:37,247][root][INFO] - ===> Epoch[46](1184/26): Loss 1.3724, Sem 1.1044, dir -0.1125, norm 0.3805, swav 0.0000 LR: 8.928e-02 Score 67.561 Data time: 0.2048, Forward time: 2.2644, Backward time: 3.1033, DDP time: 0.0048, Total iter time: 6.6213 [2020-11-08 15:05:44,552][root][INFO] - ===> Epoch[46](1185/26): Loss 1.5427, Sem 1.1150, dir -0.0660, norm 0.4937, swav 0.0000 LR: 8.927e-02 Score 65.032 Data time: 0.1585, Forward time: 2.2639, Backward time: 3.1051, DDP time: 0.0048, Total iter time: 7.2055 [2020-11-08 15:05:49,410][root][INFO] - ===> Epoch[46](1186/26): Loss 1.7259, Sem 1.2262, dir -0.0727, norm 0.5723, swav 0.0000 LR: 8.926e-02 Score 60.287 Data time: 0.2249, Forward time: 2.2639, Backward time: 3.1043, DDP time: 0.0048, Total iter time: 4.7956 [2020-11-08 15:05:55,123][root][INFO] - ===> Epoch[46](1187/26): Loss 1.6600, Sem 1.2164, dir -0.0644, norm 0.5080, swav 0.0000 LR: 8.925e-02 Score 64.132 Data time: 0.1798, Forward time: 2.2636, Backward time: 3.1046, DDP time: 0.0048, Total iter time: 5.5903 [2020-11-08 15:06:01,973][root][INFO] - ===> Epoch[46](1188/26): Loss 1.5503, Sem 1.1110, dir -0.0303, norm 0.4696, swav 0.0000 LR: 8.924e-02 Score 66.291 Data time: 0.2304, Forward time: 2.2638, Backward time: 3.1053, DDP time: 0.0048, Total iter time: 6.7643 [2020-11-08 15:06:08,722][root][INFO] - ===> Epoch[46](1189/26): Loss 1.6573, Sem 1.2812, dir -0.0834, norm 0.4595, swav 0.0000 LR: 8.923e-02 Score 60.691 Data time: 0.2220, Forward time: 2.2640, Backward time: 3.1058, DDP time: 0.0048, Total iter time: 6.6350 [2020-11-08 15:06:13,819][root][INFO] - ===> Epoch[46](1190/26): Loss 1.7675, Sem 1.3301, dir -0.0861, norm 0.5235, swav 0.0000 LR: 8.922e-02 Score 59.824 Data time: 0.1892, Forward time: 2.2638, Backward time: 3.1056, DDP time: 0.0048, Total iter time: 4.9785 [2020-11-08 15:06:20,114][root][INFO] - ===> Epoch[46](1191/26): Loss 1.6652, Sem 1.1663, dir -0.0500, norm 0.5489, swav 0.0000 LR: 8.922e-02 Score 63.697 Data time: 0.2557, Forward time: 2.2642, Backward time: 3.1056, DDP time: 0.0048, Total iter time: 6.2051 [2020-11-08 15:06:25,573][root][INFO] - ===> Epoch[46](1192/26): Loss 1.4984, Sem 1.1659, dir -0.0962, norm 0.4287, swav 0.0000 LR: 8.921e-02 Score 63.486 Data time: 0.2487, Forward time: 2.2645, Backward time: 3.1049, DDP time: 0.0048, Total iter time: 5.3329 [2020-11-08 15:06:31,704][root][INFO] - ===> Epoch[46](1193/26): Loss 1.5554, Sem 1.1361, dir -0.0420, norm 0.4614, swav 0.0000 LR: 8.920e-02 Score 65.303 Data time: 0.1712, Forward time: 2.2642, Backward time: 3.1056, DDP time: 0.0048, Total iter time: 6.0004 [2020-11-08 15:06:37,302][root][INFO] - ===> Epoch[46](1194/26): Loss 1.4525, Sem 1.0698, dir -0.0467, norm 0.4294, swav 0.0000 LR: 8.919e-02 Score 68.218 Data time: 0.1562, Forward time: 2.2637, Backward time: 3.1060, DDP time: 0.0048, Total iter time: 5.5109 [2020-11-08 15:06:42,602][root][INFO] - ===> Epoch[46](1195/26): Loss 1.5680, Sem 1.0707, dir -0.0499, norm 0.5472, swav 0.0000 LR: 8.918e-02 Score 65.324 Data time: 0.2039, Forward time: 2.2636, Backward time: 3.1056, DDP time: 0.0048, Total iter time: 5.2171 [2020-11-08 15:06:47,541][root][INFO] - ===> Epoch[46](1196/26): Loss 1.5494, Sem 1.1860, dir -0.0721, norm 0.4355, swav 0.0000 LR: 8.917e-02 Score 67.209 Data time: 0.2211, Forward time: 2.2636, Backward time: 3.1050, DDP time: 0.0048, Total iter time: 4.8304 [2020-11-08 15:06:52,806][root][INFO] - ===> Epoch[47](1197/26): Loss 1.3146, Sem 1.0207, dir -0.1067, norm 0.4007, swav 0.0000 LR: 8.916e-02 Score 67.929 Data time: 0.2147, Forward time: 2.2634, Backward time: 3.1047, DDP time: 0.0048, Total iter time: 5.1612 [2020-11-08 15:06:58,563][root][INFO] - ===> Epoch[47](1198/26): Loss 1.3118, Sem 1.0141, dir -0.0637, norm 0.3614, swav 0.0000 LR: 8.915e-02 Score 68.603 Data time: 0.1803, Forward time: 2.2631, Backward time: 3.1050, DDP time: 0.0048, Total iter time: 5.6665 [2020-11-08 15:07:04,230][root][INFO] - ===> Epoch[47](1199/26): Loss 1.4761, Sem 1.2216, dir -0.0654, norm 0.3199, swav 0.0000 LR: 8.914e-02 Score 61.387 Data time: 0.2297, Forward time: 2.2633, Backward time: 3.1048, DDP time: 0.0048, Total iter time: 5.5699 [2020-11-08 15:07:09,589][root][INFO] - ===> Epoch[47](1200/26): Loss 1.4173, Sem 1.1133, dir -0.0826, norm 0.3866, swav 0.0000 LR: 8.913e-02 Score 64.622 Data time: 0.1751, Forward time: 2.2629, Backward time: 3.1049, DDP time: 0.0048, Total iter time: 5.2529 [2020-11-08 15:07:14,907][root][INFO] - ===> Epoch[47](1201/26): Loss 1.5807, Sem 1.2096, dir -0.0352, norm 0.4063, swav 0.0000 LR: 8.912e-02 Score 65.890 Data time: 0.2118, Forward time: 2.2628, Backward time: 3.1047, DDP time: 0.0048, Total iter time: 5.2594 [2020-11-08 15:07:21,278][root][INFO] - ===> Epoch[47](1202/26): Loss 1.7318, Sem 1.2462, dir -0.0478, norm 0.5333, swav 0.0000 LR: 8.912e-02 Score 60.772 Data time: 0.1658, Forward time: 2.2623, Backward time: 3.1056, DDP time: 0.0048, Total iter time: 6.2774 [2020-11-08 15:07:28,967][root][INFO] - ===> Epoch[47](1203/26): Loss 1.6878, Sem 1.2835, dir -0.0741, norm 0.4784, swav 0.0000 LR: 8.911e-02 Score 60.716 Data time: 0.2677, Forward time: 2.2628, Backward time: 3.1067, DDP time: 0.0048, Total iter time: 7.6307 [2020-11-08 15:07:35,297][root][INFO] - ===> Epoch[47](1204/26): Loss 1.6480, Sem 1.1901, dir -0.0910, norm 0.5488, swav 0.0000 LR: 8.910e-02 Score 67.317 Data time: 0.2194, Forward time: 2.2629, Backward time: 3.1070, DDP time: 0.0048, Total iter time: 6.2059 [2020-11-08 15:07:40,233][root][INFO] - ===> Epoch[47](1205/26): Loss 1.5206, Sem 1.2175, dir -0.0860, norm 0.3891, swav 0.0000 LR: 8.909e-02 Score 63.526 Data time: 0.2106, Forward time: 2.2628, Backward time: 3.1064, DDP time: 0.0048, Total iter time: 4.8332 [2020-11-08 15:07:46,917][root][INFO] - ===> Epoch[47](1206/26): Loss 1.5002, Sem 1.1007, dir -0.0669, norm 0.4664, swav 0.0000 LR: 8.908e-02 Score 66.943 Data time: 0.3782, Forward time: 2.2636, Backward time: 3.1063, DDP time: 0.0048, Total iter time: 6.5751 [2020-11-08 15:07:51,866][root][INFO] - ===> Epoch[47](1207/26): Loss 1.4145, Sem 1.0861, dir -0.1006, norm 0.4289, swav 0.0000 LR: 8.907e-02 Score 67.466 Data time: 0.2155, Forward time: 2.2638, Backward time: 3.1054, DDP time: 0.0048, Total iter time: 4.8089 [2020-11-08 15:07:57,466][root][INFO] - ===> Epoch[47](1208/26): Loss 1.4719, Sem 1.2277, dir -0.0873, norm 0.3315, swav 0.0000 LR: 8.906e-02 Score 64.475 Data time: 0.1594, Forward time: 2.2633, Backward time: 3.1058, DDP time: 0.0048, Total iter time: 5.5114 [2020-11-08 15:08:03,562][root][INFO] - ===> Epoch[47](1209/26): Loss 1.3954, Sem 1.1273, dir -0.1085, norm 0.3766, swav 0.0000 LR: 8.905e-02 Score 68.402 Data time: 0.2356, Forward time: 2.2634, Backward time: 3.1060, DDP time: 0.0048, Total iter time: 6.0441 [2020-11-08 15:08:09,052][root][INFO] - ===> Epoch[47](1210/26): Loss 1.6355, Sem 1.3031, dir -0.1152, norm 0.4475, swav 0.0000 LR: 8.904e-02 Score 59.393 Data time: 0.2822, Forward time: 2.2638, Backward time: 3.1053, DDP time: 0.0048, Total iter time: 5.3851 [2020-11-08 15:08:16,283][root][INFO] - ===> Epoch[47](1211/26): Loss 1.5567, Sem 1.2279, dir -0.0908, norm 0.4196, swav 0.0000 LR: 8.903e-02 Score 62.756 Data time: 0.2080, Forward time: 2.2638, Backward time: 3.1065, DDP time: 0.0048, Total iter time: 7.1285 [2020-11-08 15:08:21,593][root][INFO] - ===> Epoch[47](1212/26): Loss 1.5343, Sem 1.2248, dir -0.0423, norm 0.3518, swav 0.0000 LR: 8.902e-02 Score 61.587 Data time: 0.2142, Forward time: 2.2639, Backward time: 3.1061, DDP time: 0.0048, Total iter time: 5.2179 [2020-11-08 15:08:28,349][root][INFO] - ===> Epoch[47](1213/26): Loss 1.5747, Sem 1.2000, dir -0.0554, norm 0.4302, swav 0.0000 LR: 8.901e-02 Score 60.889 Data time: 0.2317, Forward time: 2.2641, Backward time: 3.1067, DDP time: 0.0048, Total iter time: 6.6450 [2020-11-08 15:08:35,853][root][INFO] - ===> Epoch[47](1214/26): Loss 1.2517, Sem 1.0861, dir -0.1173, norm 0.2829, swav 0.0000 LR: 8.901e-02 Score 67.619 Data time: 0.2593, Forward time: 2.2641, Backward time: 3.1080, DDP time: 0.0048, Total iter time: 7.3673 [2020-11-08 15:08:42,552][root][INFO] - ===> Epoch[47](1215/26): Loss 1.5658, Sem 1.1031, dir -0.0354, norm 0.4982, swav 0.0000 LR: 8.900e-02 Score 67.614 Data time: 0.2502, Forward time: 2.2645, Backward time: 3.1083, DDP time: 0.0048, Total iter time: 6.5948 [2020-11-08 15:08:47,834][root][INFO] - ===> Epoch[47](1216/26): Loss 1.5363, Sem 1.1263, dir -0.0192, norm 0.4293, swav 0.0000 LR: 8.899e-02 Score 67.169 Data time: 0.1554, Forward time: 2.2641, Backward time: 3.1083, DDP time: 0.0048, Total iter time: 5.1510 [2020-11-08 15:08:52,226][root][INFO] - ===> Epoch[47](1217/26): Loss 1.5898, Sem 1.2327, dir -0.0248, norm 0.3819, swav 0.0000 LR: 8.898e-02 Score 62.985 Data time: 0.1739, Forward time: 2.2636, Backward time: 3.1077, DDP time: 0.0048, Total iter time: 4.3079 [2020-11-08 15:08:57,480][root][INFO] - ===> Epoch[47](1218/26): Loss 1.4458, Sem 1.0717, dir -0.0318, norm 0.4059, swav 0.0000 LR: 8.897e-02 Score 65.218 Data time: 0.2436, Forward time: 2.2640, Backward time: 3.1070, DDP time: 0.0048, Total iter time: 5.1755 [2020-11-08 15:09:03,323][root][INFO] - ===> Epoch[47](1219/26): Loss 1.4597, Sem 1.0268, dir -0.0244, norm 0.4572, swav 0.0000 LR: 8.896e-02 Score 67.766 Data time: 0.2269, Forward time: 2.2641, Backward time: 3.1069, DDP time: 0.0048, Total iter time: 5.7275 [2020-11-08 15:09:08,868][root][INFO] - ===> Epoch[47](1220/26): Loss 1.4570, Sem 1.0959, dir -0.0250, norm 0.3861, swav 0.0000 LR: 8.895e-02 Score 66.746 Data time: 0.1769, Forward time: 2.2639, Backward time: 3.1069, DDP time: 0.0048, Total iter time: 5.4330 [2020-11-08 15:09:14,836][root][INFO] - ===> Epoch[47](1221/26): Loss 1.4646, Sem 1.0674, dir -0.0224, norm 0.4195, swav 0.0000 LR: 8.894e-02 Score 67.992 Data time: 0.1405, Forward time: 2.2632, Backward time: 3.1079, DDP time: 0.0048, Total iter time: 5.8854 [2020-11-08 15:09:20,390][root][INFO] - ===> Epoch[47](1222/26): Loss 1.7093, Sem 1.2550, dir -0.0630, norm 0.5174, swav 0.0000 LR: 8.893e-02 Score 60.640 Data time: 0.2667, Forward time: 2.2635, Backward time: 3.1074, DDP time: 0.0048, Total iter time: 5.4839 [2020-11-08 15:09:26,173][root][INFO] - ===> Epoch[48](1223/26): Loss 1.4682, Sem 1.1424, dir -0.0278, norm 0.3536, swav 0.0000 LR: 8.892e-02 Score 63.061 Data time: 0.1932, Forward time: 2.2634, Backward time: 3.1076, DDP time: 0.0048, Total iter time: 5.6863 [2020-11-08 15:09:31,066][root][INFO] - ===> Epoch[48](1224/26): Loss 1.4559, Sem 1.1436, dir -0.0875, norm 0.3998, swav 0.0000 LR: 8.891e-02 Score 65.786 Data time: 0.1379, Forward time: 2.2629, Backward time: 3.1074, DDP time: 0.0048, Total iter time: 4.7966 [2020-11-08 15:09:36,207][root][INFO] - ===> Epoch[48](1225/26): Loss 1.4234, Sem 1.0879, dir -0.0545, norm 0.3899, swav 0.0000 LR: 8.891e-02 Score 68.342 Data time: 0.1583, Forward time: 2.2625, Backward time: 3.1074, DDP time: 0.0048, Total iter time: 5.0702 [2020-11-08 15:09:42,601][root][INFO] - ===> Epoch[48](1226/26): Loss 1.5508, Sem 1.1268, dir -0.0910, norm 0.5149, swav 0.0000 LR: 8.890e-02 Score 65.418 Data time: 0.1558, Forward time: 2.2619, Backward time: 3.1085, DDP time: 0.0048, Total iter time: 6.2957 [2020-11-08 15:09:48,238][root][INFO] - ===> Epoch[48](1227/26): Loss 1.7166, Sem 1.2176, dir -0.0496, norm 0.5486, swav 0.0000 LR: 8.889e-02 Score 63.583 Data time: 0.2530, Forward time: 2.2624, Backward time: 3.1079, DDP time: 0.0048, Total iter time: 5.5642 [2020-11-08 15:09:55,433][root][INFO] - ===> Epoch[48](1228/26): Loss 1.6363, Sem 1.2659, dir -0.0350, norm 0.4053, swav 0.0000 LR: 8.888e-02 Score 61.455 Data time: 0.2061, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0048, Total iter time: 7.0735 [2020-11-08 15:10:01,293][root][INFO] - ===> Epoch[48](1229/26): Loss 1.5130, Sem 1.1751, dir -0.0759, norm 0.4139, swav 0.0000 LR: 8.887e-02 Score 62.442 Data time: 0.2365, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0048, Total iter time: 5.7490 [2020-11-08 15:10:07,216][root][INFO] - ===> Epoch[48](1230/26): Loss 1.4914, Sem 1.1434, dir -0.0817, norm 0.4297, swav 0.0000 LR: 8.886e-02 Score 64.175 Data time: 0.1862, Forward time: 2.2623, Backward time: 3.1092, DDP time: 0.0048, Total iter time: 5.7953 [2020-11-08 15:10:12,832][root][INFO] - ===> Epoch[48](1231/26): Loss 1.5077, Sem 1.1374, dir -0.0694, norm 0.4397, swav 0.0000 LR: 8.885e-02 Score 65.542 Data time: 0.2150, Forward time: 2.2622, Backward time: 3.1092, DDP time: 0.0048, Total iter time: 5.5239 [2020-11-08 15:10:17,817][root][INFO] - ===> Epoch[48](1232/26): Loss 1.5031, Sem 1.0924, dir -0.0634, norm 0.4741, swav 0.0000 LR: 8.884e-02 Score 66.849 Data time: 0.2661, Forward time: 2.2624, Backward time: 3.1083, DDP time: 0.0048, Total iter time: 4.8686 [2020-11-08 15:10:23,689][root][INFO] - ===> Epoch[48](1233/26): Loss 1.4332, Sem 1.0986, dir -0.0777, norm 0.4123, swav 0.0000 LR: 8.883e-02 Score 67.993 Data time: 0.1795, Forward time: 2.2621, Backward time: 3.1087, DDP time: 0.0048, Total iter time: 5.7501 [2020-11-08 15:10:30,437][root][INFO] - ===> Epoch[48](1234/26): Loss 1.4007, Sem 1.1427, dir -0.0651, norm 0.3230, swav 0.0000 LR: 8.882e-02 Score 64.980 Data time: 0.2294, Forward time: 2.2621, Backward time: 3.1094, DDP time: 0.0048, Total iter time: 6.6391 [2020-11-08 15:10:36,966][root][INFO] - ===> Epoch[48](1235/26): Loss 1.4948, Sem 1.0904, dir -0.0864, norm 0.4908, swav 0.0000 LR: 8.881e-02 Score 70.321 Data time: 0.2572, Forward time: 2.2624, Backward time: 3.1098, DDP time: 0.0048, Total iter time: 6.4057 [2020-11-08 15:10:43,701][root][INFO] - ===> Epoch[48](1236/26): Loss 1.6834, Sem 1.2421, dir -0.0853, norm 0.5266, swav 0.0000 LR: 8.881e-02 Score 60.262 Data time: 0.2226, Forward time: 2.2622, Backward time: 3.1106, DDP time: 0.0048, Total iter time: 6.5897 [2020-11-08 15:10:48,934][root][INFO] - ===> Epoch[48](1237/26): Loss 1.6295, Sem 1.3058, dir -0.0886, norm 0.4123, swav 0.0000 LR: 8.880e-02 Score 61.071 Data time: 0.2842, Forward time: 2.2626, Backward time: 3.1098, DDP time: 0.0048, Total iter time: 5.1227 [2020-11-08 15:10:55,354][root][INFO] - ===> Epoch[48](1238/26): Loss 1.7256, Sem 1.4258, dir -0.0996, norm 0.3995, swav 0.0000 LR: 8.879e-02 Score 57.461 Data time: 0.1938, Forward time: 2.2624, Backward time: 3.1105, DDP time: 0.0048, Total iter time: 6.3044 [2020-11-08 15:11:01,850][root][INFO] - ===> Epoch[48](1239/26): Loss 1.4763, Sem 1.1362, dir -0.0790, norm 0.4191, swav 0.0000 LR: 8.878e-02 Score 66.396 Data time: 0.2079, Forward time: 2.2623, Backward time: 3.1111, DDP time: 0.0048, Total iter time: 6.3988 [2020-11-08 15:11:07,480][root][INFO] - ===> Epoch[48](1240/26): Loss 1.4775, Sem 1.2160, dir -0.1053, norm 0.3668, swav 0.0000 LR: 8.877e-02 Score 63.287 Data time: 0.1918, Forward time: 2.2621, Backward time: 3.1112, DDP time: 0.0048, Total iter time: 5.5079 [2020-11-08 15:11:13,345][root][INFO] - ===> Epoch[48](1241/26): Loss 1.5163, Sem 1.1844, dir -0.0489, norm 0.3807, swav 0.0000 LR: 8.876e-02 Score 63.065 Data time: 0.3314, Forward time: 2.2626, Backward time: 3.1107, DDP time: 0.0048, Total iter time: 5.7538 [2020-11-08 15:11:18,710][root][INFO] - ===> Epoch[48](1242/26): Loss 1.5164, Sem 1.1484, dir -0.0463, norm 0.4142, swav 0.0000 LR: 8.875e-02 Score 66.744 Data time: 0.1918, Forward time: 2.2625, Backward time: 3.1105, DDP time: 0.0048, Total iter time: 5.2407 [2020-11-08 15:11:24,141][root][INFO] - ===> Epoch[48](1243/26): Loss 1.5371, Sem 1.1671, dir -0.0317, norm 0.4016, swav 0.0000 LR: 8.874e-02 Score 62.984 Data time: 0.2472, Forward time: 2.2630, Backward time: 3.1098, DDP time: 0.0048, Total iter time: 5.3245 [2020-11-08 15:11:28,758][root][INFO] - ===> Epoch[48](1244/26): Loss 1.3764, Sem 1.1152, dir -0.0767, norm 0.3380, swav 0.0000 LR: 8.873e-02 Score 66.076 Data time: 0.2102, Forward time: 2.2630, Backward time: 3.1088, DDP time: 0.0048, Total iter time: 4.4727 [2020-11-08 15:11:34,017][root][INFO] - ===> Epoch[48](1245/26): Loss 1.6783, Sem 1.1926, dir -0.0196, norm 0.5052, swav 0.0000 LR: 8.872e-02 Score 61.552 Data time: 0.1856, Forward time: 2.2628, Backward time: 3.1086, DDP time: 0.0048, Total iter time: 5.1466 [2020-11-08 15:11:39,050][root][INFO] - ===> Epoch[48](1246/26): Loss 1.4461, Sem 1.0893, dir -0.0275, norm 0.3842, swav 0.0000 LR: 8.871e-02 Score 68.938 Data time: 0.1952, Forward time: 2.2627, Backward time: 3.1082, DDP time: 0.0048, Total iter time: 4.9327 [2020-11-08 15:11:45,554][root][INFO] - ===> Epoch[48](1247/26): Loss 1.4688, Sem 1.0226, dir -0.0404, norm 0.4865, swav 0.0000 LR: 8.870e-02 Score 67.982 Data time: 0.1957, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0048, Total iter time: 6.4032 [2020-11-08 15:11:51,602][root][INFO] - ===> Epoch[48](1248/26): Loss 1.5283, Sem 1.1271, dir -0.0264, norm 0.4276, swav 0.0000 LR: 8.870e-02 Score 65.523 Data time: 0.2225, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0048, Total iter time: 5.9572 [2020-11-08 15:11:56,540][root][INFO] - ===> Epoch[49](1249/26): Loss 1.4320, Sem 1.0945, dir -0.0528, norm 0.3903, swav 0.0000 LR: 8.869e-02 Score 64.545 Data time: 0.1727, Forward time: 2.2621, Backward time: 3.1089, DDP time: 0.0048, Total iter time: 4.8229 [2020-11-08 15:12:03,695][root][INFO] - ===> Epoch[49](1250/26): Loss 1.5253, Sem 1.1252, dir -0.0492, norm 0.4493, swav 0.0000 LR: 8.868e-02 Score 65.982 Data time: 0.2292, Forward time: 2.2621, Backward time: 3.1100, DDP time: 0.0048, Total iter time: 7.0851 [2020-11-08 15:12:08,976][root][INFO] - ===> Epoch[49](1251/26): Loss 1.6008, Sem 1.2345, dir -0.0632, norm 0.4295, swav 0.0000 LR: 8.867e-02 Score 62.749 Data time: 0.1454, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0048, Total iter time: 5.1519 [2020-11-08 15:12:14,605][root][INFO] - ===> Epoch[49](1252/26): Loss 1.2977, Sem 1.0729, dir -0.0595, norm 0.2842, swav 0.0000 LR: 8.866e-02 Score 66.011 Data time: 0.2787, Forward time: 2.2619, Backward time: 3.1097, DDP time: 0.0048, Total iter time: 5.5745 [2020-11-08 15:12:19,860][root][INFO] - ===> Epoch[49](1253/26): Loss 1.4972, Sem 1.1356, dir -0.0582, norm 0.4198, swav 0.0000 LR: 8.865e-02 Score 64.659 Data time: 0.1884, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0048, Total iter time: 5.1368 [2020-11-08 15:12:24,970][root][INFO] - ===> Epoch[49](1254/26): Loss 1.5976, Sem 1.1737, dir -0.0513, norm 0.4752, swav 0.0000 LR: 8.864e-02 Score 63.600 Data time: 0.1587, Forward time: 2.2614, Backward time: 3.1094, DDP time: 0.0048, Total iter time: 5.0208 [2020-11-08 15:12:31,704][root][INFO] - ===> Epoch[49](1255/26): Loss 1.5543, Sem 1.2200, dir -0.0735, norm 0.4079, swav 0.0000 LR: 8.863e-02 Score 62.039 Data time: 0.2504, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0048, Total iter time: 6.6452 [2020-11-08 15:12:37,864][root][INFO] - ===> Epoch[49](1256/26): Loss 1.3348, Sem 1.0774, dir -0.1176, norm 0.3750, swav 0.0000 LR: 8.862e-02 Score 69.064 Data time: 0.2472, Forward time: 2.2620, Backward time: 3.1098, DDP time: 0.0048, Total iter time: 6.0329 [2020-11-08 15:12:44,629][root][INFO] - ===> Epoch[49](1257/26): Loss 1.6558, Sem 1.2571, dir -0.0803, norm 0.4790, swav 0.0000 LR: 8.861e-02 Score 61.449 Data time: 0.2249, Forward time: 2.2620, Backward time: 3.1105, DDP time: 0.0048, Total iter time: 6.6457 [2020-11-08 15:12:51,628][root][INFO] - ===> Epoch[49](1258/26): Loss 1.4477, Sem 1.2081, dir -0.0531, norm 0.2927, swav 0.0000 LR: 8.860e-02 Score 62.358 Data time: 0.2031, Forward time: 2.2618, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 6.8901 [2020-11-08 15:12:57,207][root][INFO] - ===> Epoch[49](1259/26): Loss 1.3615, Sem 0.9599, dir -0.0731, norm 0.4746, swav 0.0000 LR: 8.860e-02 Score 69.608 Data time: 0.2946, Forward time: 2.2622, Backward time: 3.1111, DDP time: 0.0048, Total iter time: 5.4855 [2020-11-08 15:13:03,516][root][INFO] - ===> Epoch[49](1260/26): Loss 1.2917, Sem 1.0536, dir -0.1047, norm 0.3427, swav 0.0000 LR: 8.859e-02 Score 68.018 Data time: 0.1932, Forward time: 2.2617, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.1844 [2020-11-08 15:13:08,506][root][INFO] - ===> Epoch[49](1261/26): Loss 1.5121, Sem 1.1396, dir -0.0762, norm 0.4487, swav 0.0000 LR: 8.858e-02 Score 64.657 Data time: 0.1367, Forward time: 2.2610, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 4.9143 [2020-11-08 15:13:14,839][root][INFO] - ===> Epoch[49](1262/26): Loss 1.3755, Sem 1.1536, dir -0.1045, norm 0.3264, swav 0.0000 LR: 8.857e-02 Score 62.922 Data time: 0.1900, Forward time: 2.2608, Backward time: 3.1128, DDP time: 0.0048, Total iter time: 6.2793 [2020-11-08 15:13:19,750][root][INFO] - ===> Epoch[49](1263/26): Loss 1.5738, Sem 1.2124, dir -0.0767, norm 0.4381, swav 0.0000 LR: 8.856e-02 Score 63.024 Data time: 0.2364, Forward time: 2.2608, Backward time: 3.1121, DDP time: 0.0048, Total iter time: 4.8104 [2020-11-08 15:13:24,429][root][INFO] - ===> Epoch[49](1264/26): Loss 1.3396, Sem 1.1324, dir -0.1068, norm 0.3141, swav 0.0000 LR: 8.855e-02 Score 66.234 Data time: 0.1592, Forward time: 2.2602, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 4.5392 [2020-11-08 15:13:30,740][root][INFO] - ===> Epoch[49](1265/26): Loss 1.4092, Sem 1.1562, dir -0.1410, norm 0.3940, swav 0.0000 LR: 8.854e-02 Score 65.896 Data time: 0.3476, Forward time: 2.2609, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 6.2543 [2020-11-08 15:13:37,818][root][INFO] - ===> Epoch[49](1266/26): Loss 1.5191, Sem 1.2153, dir -0.1136, norm 0.4174, swav 0.0000 LR: 8.853e-02 Score 58.083 Data time: 0.3430, Forward time: 2.2620, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 6.9472 [2020-11-08 15:13:42,956][root][INFO] - ===> Epoch[49](1267/26): Loss 1.3375, Sem 1.0782, dir -0.0660, norm 0.3254, swav 0.0000 LR: 8.852e-02 Score 67.995 Data time: 0.1733, Forward time: 2.2618, Backward time: 3.1110, DDP time: 0.0048, Total iter time: 4.9967 [2020-11-08 15:13:48,479][root][INFO] - ===> Epoch[49](1268/26): Loss 1.5112, Sem 1.2238, dir -0.0975, norm 0.3849, swav 0.0000 LR: 8.851e-02 Score 61.264 Data time: 0.1964, Forward time: 2.2616, Backward time: 3.1110, DDP time: 0.0048, Total iter time: 5.4101 [2020-11-08 15:13:54,678][root][INFO] - ===> Epoch[49](1269/26): Loss 1.5411, Sem 1.2214, dir -0.0664, norm 0.3861, swav 0.0000 LR: 8.850e-02 Score 63.835 Data time: 0.2255, Forward time: 2.2617, Backward time: 3.1113, DDP time: 0.0048, Total iter time: 6.0741 [2020-11-08 15:13:59,995][root][INFO] - ===> Epoch[49](1270/26): Loss 1.4638, Sem 1.1729, dir -0.0790, norm 0.3698, swav 0.0000 LR: 8.849e-02 Score 65.641 Data time: 0.2615, Forward time: 2.2619, Backward time: 3.1108, DDP time: 0.0048, Total iter time: 5.1872 [2020-11-08 15:14:05,991][root][INFO] - ===> Epoch[49](1271/26): Loss 1.6365, Sem 1.2267, dir -0.1101, norm 0.5200, swav 0.0000 LR: 8.849e-02 Score 60.857 Data time: 0.2065, Forward time: 2.2619, Backward time: 3.1109, DDP time: 0.0048, Total iter time: 5.8608 [2020-11-08 15:14:12,484][root][INFO] - ===> Epoch[49](1272/26): Loss 1.4625, Sem 1.1446, dir -0.0746, norm 0.3925, swav 0.0000 LR: 8.848e-02 Score 68.584 Data time: 0.1721, Forward time: 2.2614, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.3835 [2020-11-08 15:14:17,871][root][INFO] - ===> Epoch[49](1273/26): Loss 1.4000, Sem 1.0807, dir -0.1030, norm 0.4224, swav 0.0000 LR: 8.847e-02 Score 67.329 Data time: 0.2449, Forward time: 2.2618, Backward time: 3.1113, DDP time: 0.0048, Total iter time: 5.3238 [2020-11-08 15:14:23,800][root][INFO] - ===> Epoch[49](1274/26): Loss 1.3277, Sem 1.0911, dir -0.1004, norm 0.3370, swav 0.0000 LR: 8.846e-02 Score 67.125 Data time: 0.2234, Forward time: 2.2618, Backward time: 3.1113, DDP time: 0.0048, Total iter time: 5.7760 [2020-11-08 15:14:29,306][root][INFO] - ===> Epoch[50](1275/26): Loss 1.4448, Sem 1.2281, dir -0.0953, norm 0.3120, swav 0.0000 LR: 8.845e-02 Score 62.229 Data time: 0.1769, Forward time: 2.2616, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 5.3844 [2020-11-08 15:14:35,201][root][INFO] - ===> Epoch[50](1276/26): Loss 1.4165, Sem 1.1397, dir -0.0946, norm 0.3713, swav 0.0000 LR: 8.844e-02 Score 64.205 Data time: 0.1520, Forward time: 2.2612, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.7990 [2020-11-08 15:14:40,542][root][INFO] - ===> Epoch[50](1277/26): Loss 1.4012, Sem 1.0597, dir -0.0582, norm 0.3997, swav 0.0000 LR: 8.843e-02 Score 67.807 Data time: 0.1701, Forward time: 2.2607, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 5.2706 [2020-11-08 15:14:45,831][root][INFO] - ===> Epoch[50](1278/26): Loss 1.3211, Sem 1.0300, dir -0.1113, norm 0.4025, swav 0.0000 LR: 8.842e-02 Score 70.938 Data time: 0.2508, Forward time: 2.2611, Backward time: 3.1113, DDP time: 0.0048, Total iter time: 5.1954 [2020-11-08 15:14:52,025][root][INFO] - ===> Epoch[50](1279/26): Loss 1.5362, Sem 1.2692, dir -0.0861, norm 0.3532, swav 0.0000 LR: 8.841e-02 Score 62.775 Data time: 0.2324, Forward time: 2.2613, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 6.0753 [2020-11-08 15:14:57,222][root][INFO] - ===> Epoch[50](1280/26): Loss 1.4401, Sem 1.1561, dir -0.1195, norm 0.4036, swav 0.0000 LR: 8.840e-02 Score 64.424 Data time: 0.2385, Forward time: 2.2614, Backward time: 3.1109, DDP time: 0.0048, Total iter time: 5.0828 [2020-11-08 15:15:01,654][root][INFO] - ===> Epoch[50](1281/26): Loss 1.5861, Sem 1.3028, dir -0.0600, norm 0.3433, swav 0.0000 LR: 8.839e-02 Score 60.355 Data time: 0.1894, Forward time: 2.2613, Backward time: 3.1100, DDP time: 0.0048, Total iter time: 4.3223 [2020-11-08 15:15:08,371][root][INFO] - ===> Epoch[50](1282/26): Loss 1.3524, Sem 1.0373, dir -0.0762, norm 0.3913, swav 0.0000 LR: 8.839e-02 Score 66.505 Data time: 0.3401, Forward time: 2.2619, Backward time: 3.1100, DDP time: 0.0048, Total iter time: 6.6198 [2020-11-08 15:15:14,474][root][INFO] - ===> Epoch[50](1283/26): Loss 1.4704, Sem 1.2227, dir -0.0844, norm 0.3320, swav 0.0000 LR: 8.838e-02 Score 62.773 Data time: 0.2158, Forward time: 2.2620, Backward time: 3.1102, DDP time: 0.0048, Total iter time: 5.9802 [2020-11-08 15:15:20,348][root][INFO] - ===> Epoch[50](1284/26): Loss 1.4071, Sem 1.1334, dir -0.0501, norm 0.3238, swav 0.0000 LR: 8.837e-02 Score 64.269 Data time: 0.1758, Forward time: 2.2617, Backward time: 3.1106, DDP time: 0.0048, Total iter time: 5.7678 [2020-11-08 15:15:25,775][root][INFO] - ===> Epoch[50](1285/26): Loss 1.7556, Sem 1.3478, dir -0.0978, norm 0.5056, swav 0.0000 LR: 8.836e-02 Score 56.286 Data time: 0.1594, Forward time: 2.2612, Backward time: 3.1109, DDP time: 0.0048, Total iter time: 5.3521 [2020-11-08 15:15:31,874][root][INFO] - ===> Epoch[50](1286/26): Loss 1.2107, Sem 0.9795, dir -0.1379, norm 0.3691, swav 0.0000 LR: 8.835e-02 Score 71.686 Data time: 0.2435, Forward time: 2.2616, Backward time: 3.1108, DDP time: 0.0048, Total iter time: 6.0385 [2020-11-08 15:15:38,154][root][INFO] - ===> Epoch[50](1287/26): Loss 1.5816, Sem 1.1780, dir -0.0547, norm 0.4583, swav 0.0000 LR: 8.834e-02 Score 66.464 Data time: 0.2340, Forward time: 2.2615, Backward time: 3.1112, DDP time: 0.0048, Total iter time: 6.1601 [2020-11-08 15:15:44,542][root][INFO] - ===> Epoch[50](1288/26): Loss 1.6604, Sem 1.1935, dir -0.0625, norm 0.5294, swav 0.0000 LR: 8.833e-02 Score 67.119 Data time: 0.1841, Forward time: 2.2613, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.2699 [2020-11-08 15:15:50,790][root][INFO] - ===> Epoch[50](1289/26): Loss 1.6325, Sem 1.2028, dir -0.0378, norm 0.4676, swav 0.0000 LR: 8.832e-02 Score 63.567 Data time: 0.2529, Forward time: 2.2617, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 6.1331 [2020-11-08 15:15:56,184][root][INFO] - ===> Epoch[50](1290/26): Loss 1.4670, Sem 1.2283, dir -0.0721, norm 0.3108, swav 0.0000 LR: 8.831e-02 Score 60.018 Data time: 0.2464, Forward time: 2.2620, Backward time: 3.1112, DDP time: 0.0048, Total iter time: 5.2678 [2020-11-08 15:16:01,576][root][INFO] - ===> Epoch[50](1291/26): Loss 1.4840, Sem 0.9969, dir -0.0255, norm 0.5126, swav 0.0000 LR: 8.830e-02 Score 70.086 Data time: 0.2113, Forward time: 2.2621, Backward time: 3.1108, DDP time: 0.0048, Total iter time: 5.2746 [2020-11-08 15:16:07,328][root][INFO] - ===> Epoch[50](1292/26): Loss 1.9070, Sem 1.1677, dir -0.0206, norm 0.7599, swav 0.0000 LR: 8.829e-02 Score 62.620 Data time: 0.2511, Forward time: 2.2624, Backward time: 3.1105, DDP time: 0.0048, Total iter time: 5.6434 [2020-11-08 15:16:13,992][root][INFO] - ===> Epoch[50](1293/26): Loss 2.0007, Sem 1.2399, dir -0.0314, norm 0.7923, swav 0.0000 LR: 8.829e-02 Score 60.184 Data time: 0.2220, Forward time: 2.2623, Backward time: 3.1112, DDP time: 0.0048, Total iter time: 6.5338 [2020-11-08 15:16:20,581][root][INFO] - ===> Epoch[50](1294/26): Loss 1.8845, Sem 1.2204, dir -0.0091, norm 0.6733, swav 0.0000 LR: 8.828e-02 Score 64.651 Data time: 0.2752, Forward time: 2.2629, Backward time: 3.1113, DDP time: 0.0048, Total iter time: 6.5013 [2020-11-08 15:16:25,963][root][INFO] - ===> Epoch[50](1295/26): Loss 1.6922, Sem 1.1839, dir -0.0449, norm 0.5533, swav 0.0000 LR: 8.827e-02 Score 65.960 Data time: 0.2423, Forward time: 2.2631, Backward time: 3.1107, DDP time: 0.0048, Total iter time: 5.2447 [2020-11-08 15:16:32,398][root][INFO] - ===> Epoch[50](1296/26): Loss 1.8033, Sem 1.2775, dir -0.0236, norm 0.5494, swav 0.0000 LR: 8.826e-02 Score 59.341 Data time: 0.3310, Forward time: 2.2635, Backward time: 3.1107, DDP time: 0.0048, Total iter time: 6.2815 [2020-11-08 15:16:37,967][root][INFO] - ===> Epoch[50](1297/26): Loss 1.5684, Sem 1.1350, dir -0.0357, norm 0.4690, swav 0.0000 LR: 8.825e-02 Score 63.333 Data time: 0.1632, Forward time: 2.2631, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.4509 [2020-11-08 15:16:43,646][root][INFO] - ===> Epoch[50](1298/26): Loss 1.6258, Sem 1.1248, dir -0.0222, norm 0.5233, swav 0.0000 LR: 8.824e-02 Score 64.206 Data time: 0.2344, Forward time: 2.2631, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.6079 [2020-11-08 15:16:49,488][root][INFO] - ===> Epoch[50](1299/26): Loss 1.5739, Sem 1.0142, dir -0.0277, norm 0.5874, swav 0.0000 LR: 8.823e-02 Score 70.913 Data time: 0.2495, Forward time: 2.2632, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.7339 [2020-11-08 15:16:55,391][root][INFO] - ===> Epoch[50](1300/26): Loss 1.6840, Sem 1.1385, dir -0.0366, norm 0.5820, swav 0.0000 LR: 8.822e-02 Score 66.819 Data time: 0.2305, Forward time: 2.2633, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.7888 [2020-11-08 15:17:00,435][root][INFO] - ===> Epoch[51](1301/26): Loss 1.3606, Sem 1.0054, dir -0.0936, norm 0.4488, swav 0.0000 LR: 8.821e-02 Score 69.589 Data time: 0.2302, Forward time: 2.2635, Backward time: 3.1101, DDP time: 0.0049, Total iter time: 4.9467 [2020-11-08 15:17:06,932][root][INFO] - ===> Epoch[51](1302/26): Loss 1.4165, Sem 1.1226, dir -0.0504, norm 0.3443, swav 0.0000 LR: 8.820e-02 Score 65.858 Data time: 0.2248, Forward time: 2.2634, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 6.3767 [2020-11-08 15:17:12,932][root][INFO] - ===> Epoch[51](1303/26): Loss 1.6034, Sem 1.2108, dir -0.1050, norm 0.4976, swav 0.0000 LR: 8.819e-02 Score 62.743 Data time: 0.2919, Forward time: 2.2640, Backward time: 3.1102, DDP time: 0.0049, Total iter time: 5.9092 [2020-11-08 15:17:19,139][root][INFO] - ===> Epoch[51](1304/26): Loss 1.5909, Sem 1.2513, dir -0.0762, norm 0.4158, swav 0.0000 LR: 8.818e-02 Score 62.991 Data time: 0.2424, Forward time: 2.2642, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 6.0638 [2020-11-08 15:17:24,343][root][INFO] - ===> Epoch[51](1305/26): Loss 1.4084, Sem 1.1357, dir -0.0752, norm 0.3480, swav 0.0000 LR: 8.818e-02 Score 65.342 Data time: 0.2333, Forward time: 2.2643, Backward time: 3.1099, DDP time: 0.0049, Total iter time: 5.1039 [2020-11-08 15:17:30,628][root][INFO] - ===> Epoch[51](1306/26): Loss 1.3589, Sem 1.0222, dir -0.0913, norm 0.4280, swav 0.0000 LR: 8.817e-02 Score 68.830 Data time: 0.3152, Forward time: 2.2649, Backward time: 3.1095, DDP time: 0.0049, Total iter time: 6.1682 [2020-11-08 15:17:36,253][root][INFO] - ===> Epoch[51](1307/26): Loss 1.8352, Sem 1.3849, dir -0.0987, norm 0.5490, swav 0.0000 LR: 8.816e-02 Score 56.867 Data time: 0.2102, Forward time: 2.2650, Backward time: 3.1093, DDP time: 0.0049, Total iter time: 5.4960 [2020-11-08 15:17:41,348][root][INFO] - ===> Epoch[51](1308/26): Loss 1.2719, Sem 1.0139, dir -0.1321, norm 0.3902, swav 0.0000 LR: 8.815e-02 Score 71.481 Data time: 0.2266, Forward time: 2.2650, Backward time: 3.1088, DDP time: 0.0049, Total iter time: 5.0007 [2020-11-08 15:17:46,637][root][INFO] - ===> Epoch[51](1309/26): Loss 1.5816, Sem 1.1339, dir -0.0670, norm 0.5147, swav 0.0000 LR: 8.814e-02 Score 63.953 Data time: 0.2310, Forward time: 2.2650, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 5.1869 [2020-11-08 15:17:51,813][root][INFO] - ===> Epoch[51](1310/26): Loss 1.7158, Sem 1.1640, dir -0.0550, norm 0.6068, swav 0.0000 LR: 8.813e-02 Score 63.811 Data time: 0.2660, Forward time: 2.2653, Backward time: 3.1076, DDP time: 0.0049, Total iter time: 5.0554 [2020-11-08 15:17:58,283][root][INFO] - ===> Epoch[51](1311/26): Loss 1.4435, Sem 0.9965, dir -0.0423, norm 0.4894, swav 0.0000 LR: 8.812e-02 Score 68.577 Data time: 0.2165, Forward time: 2.2655, Backward time: 3.1079, DDP time: 0.0049, Total iter time: 6.3271 [2020-11-08 15:18:03,874][root][INFO] - ===> Epoch[51](1312/26): Loss 1.4592, Sem 1.1237, dir -0.0773, norm 0.4128, swav 0.0000 LR: 8.811e-02 Score 65.964 Data time: 0.2192, Forward time: 2.2656, Backward time: 3.1077, DDP time: 0.0049, Total iter time: 5.4581 [2020-11-08 15:18:09,536][root][INFO] - ===> Epoch[51](1313/26): Loss 1.4104, Sem 1.0516, dir -0.0782, norm 0.4370, swav 0.0000 LR: 8.810e-02 Score 68.672 Data time: 0.1958, Forward time: 2.2655, Backward time: 3.1078, DDP time: 0.0049, Total iter time: 5.5480 [2020-11-08 15:18:14,943][root][INFO] - ===> Epoch[51](1314/26): Loss 1.7759, Sem 1.2013, dir -0.0250, norm 0.5996, swav 0.0000 LR: 8.809e-02 Score 61.897 Data time: 0.2116, Forward time: 2.2654, Backward time: 3.1076, DDP time: 0.0049, Total iter time: 5.2984 [2020-11-08 15:18:20,877][root][INFO] - ===> Epoch[51](1315/26): Loss 1.7062, Sem 1.2014, dir -0.0280, norm 0.5328, swav 0.0000 LR: 8.808e-02 Score 64.214 Data time: 0.2864, Forward time: 2.2660, Backward time: 3.1071, DDP time: 0.0049, Total iter time: 5.7929 [2020-11-08 15:18:25,636][root][INFO] - ===> Epoch[51](1316/26): Loss 1.2903, Sem 1.0115, dir -0.0538, norm 0.3325, swav 0.0000 LR: 8.808e-02 Score 68.703 Data time: 0.1978, Forward time: 2.2658, Backward time: 3.1065, DDP time: 0.0049, Total iter time: 4.5954 [2020-11-08 15:18:32,030][root][INFO] - ===> Epoch[51](1317/26): Loss 1.5247, Sem 1.0878, dir -0.0359, norm 0.4728, swav 0.0000 LR: 8.807e-02 Score 65.638 Data time: 0.1918, Forward time: 2.2658, Backward time: 3.1070, DDP time: 0.0049, Total iter time: 6.2706 [2020-11-08 15:18:37,832][root][INFO] - ===> Epoch[51](1318/26): Loss 1.6942, Sem 1.1479, dir -0.0642, norm 0.6105, swav 0.0000 LR: 8.806e-02 Score 65.366 Data time: 0.1806, Forward time: 2.2653, Backward time: 3.1074, DDP time: 0.0049, Total iter time: 5.6875 [2020-11-08 15:18:45,353][root][INFO] - ===> Epoch[51](1319/26): Loss 1.6699, Sem 1.2060, dir -0.0395, norm 0.5034, swav 0.0000 LR: 8.805e-02 Score 64.290 Data time: 0.2592, Forward time: 2.2657, Backward time: 3.1083, DDP time: 0.0049, Total iter time: 7.4248 [2020-11-08 15:18:51,412][root][INFO] - ===> Epoch[51](1320/26): Loss 1.5363, Sem 1.1168, dir -0.0565, norm 0.4761, swav 0.0000 LR: 8.804e-02 Score 67.158 Data time: 0.2044, Forward time: 2.2658, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 5.9353 [2020-11-08 15:18:57,260][root][INFO] - ===> Epoch[51](1321/26): Loss 1.4510, Sem 1.0928, dir -0.0721, norm 0.4303, swav 0.0000 LR: 8.803e-02 Score 65.585 Data time: 0.2323, Forward time: 2.2659, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 5.7282 [2020-11-08 15:19:03,307][root][INFO] - ===> Epoch[51](1322/26): Loss 1.7841, Sem 1.2630, dir -0.0471, norm 0.5682, swav 0.0000 LR: 8.802e-02 Score 62.864 Data time: 0.2388, Forward time: 2.2660, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 5.9325 [2020-11-08 15:19:08,801][root][INFO] - ===> Epoch[51](1323/26): Loss 1.3983, Sem 0.9763, dir -0.0760, norm 0.4980, swav 0.0000 LR: 8.801e-02 Score 70.875 Data time: 0.2084, Forward time: 2.2659, Backward time: 3.1083, DDP time: 0.0049, Total iter time: 5.3849 [2020-11-08 15:19:14,248][root][INFO] - ===> Epoch[51](1324/26): Loss 1.4848, Sem 1.1372, dir -0.0700, norm 0.4176, swav 0.0000 LR: 8.800e-02 Score 65.830 Data time: 0.2675, Forward time: 2.2663, Backward time: 3.1077, DDP time: 0.0049, Total iter time: 5.3372 [2020-11-08 15:19:20,140][root][INFO] - ===> Epoch[51](1325/26): Loss 1.6602, Sem 1.1485, dir -0.0352, norm 0.5469, swav 0.0000 LR: 8.799e-02 Score 64.488 Data time: 0.1757, Forward time: 2.2660, Backward time: 3.1080, DDP time: 0.0049, Total iter time: 5.7443 [2020-11-08 15:19:26,582][root][INFO] - ===> Epoch[51](1326/26): Loss 1.6254, Sem 1.0382, dir -0.0450, norm 0.6322, swav 0.0000 LR: 8.798e-02 Score 70.983 Data time: 0.2887, Forward time: 2.2667, Backward time: 3.1079, DDP time: 0.0049, Total iter time: 6.3308 [2020-11-08 15:19:31,513][root][INFO] - ===> Epoch[52](1327/26): Loss 1.6889, Sem 1.0368, dir -0.0366, norm 0.6887, swav 0.0000 LR: 8.797e-02 Score 67.684 Data time: 0.1812, Forward time: 2.2666, Backward time: 3.1073, DDP time: 0.0049, Total iter time: 4.8056 [2020-11-08 15:19:36,490][root][INFO] - ===> Epoch[52](1328/26): Loss 1.5763, Sem 1.0904, dir -0.0474, norm 0.5333, swav 0.0000 LR: 8.797e-02 Score 64.700 Data time: 0.1843, Forward time: 2.2664, Backward time: 3.1069, DDP time: 0.0049, Total iter time: 4.8653 [2020-11-08 15:19:41,732][root][INFO] - ===> Epoch[52](1329/26): Loss 1.5129, Sem 1.2184, dir -0.0737, norm 0.3682, swav 0.0000 LR: 8.796e-02 Score 64.264 Data time: 0.1441, Forward time: 2.2657, Backward time: 3.1072, DDP time: 0.0049, Total iter time: 5.1561 [2020-11-08 15:19:48,368][root][INFO] - ===> Epoch[52](1330/26): Loss 1.6054, Sem 1.1845, dir -0.0367, norm 0.4576, swav 0.0000 LR: 8.795e-02 Score 64.544 Data time: 0.3445, Forward time: 2.2664, Backward time: 3.1072, DDP time: 0.0049, Total iter time: 6.5841 [2020-11-08 15:19:53,474][root][INFO] - ===> Epoch[52](1331/26): Loss 1.7178, Sem 1.2651, dir -0.0438, norm 0.4966, swav 0.0000 LR: 8.794e-02 Score 63.834 Data time: 0.1754, Forward time: 2.2662, Backward time: 3.1069, DDP time: 0.0049, Total iter time: 4.9758 [2020-11-08 15:19:59,361][root][INFO] - ===> Epoch[52](1332/26): Loss 1.5450, Sem 1.1417, dir -0.0886, norm 0.4919, swav 0.0000 LR: 8.793e-02 Score 62.620 Data time: 0.1912, Forward time: 2.2658, Backward time: 3.1073, DDP time: 0.0049, Total iter time: 5.8119 [2020-11-08 15:20:04,870][root][INFO] - ===> Epoch[52](1333/26): Loss 1.4867, Sem 1.1507, dir -0.0957, norm 0.4317, swav 0.0000 LR: 8.792e-02 Score 64.572 Data time: 0.2051, Forward time: 2.2657, Backward time: 3.1073, DDP time: 0.0049, Total iter time: 5.4375 [2020-11-08 15:20:09,966][root][INFO] - ===> Epoch[52](1334/26): Loss 1.6256, Sem 1.1811, dir -0.0530, norm 0.4975, swav 0.0000 LR: 8.791e-02 Score 63.883 Data time: 0.2463, Forward time: 2.2659, Backward time: 3.1067, DDP time: 0.0049, Total iter time: 4.9865 [2020-11-08 15:20:15,802][root][INFO] - ===> Epoch[52](1335/26): Loss 1.4860, Sem 1.1420, dir -0.0641, norm 0.4080, swav 0.0000 LR: 8.790e-02 Score 65.422 Data time: 0.2517, Forward time: 2.2662, Backward time: 3.1064, DDP time: 0.0049, Total iter time: 5.7151 [2020-11-08 15:20:21,607][root][INFO] - ===> Epoch[52](1336/26): Loss 1.3435, Sem 1.0525, dir -0.0727, norm 0.3637, swav 0.0000 LR: 8.789e-02 Score 68.358 Data time: 0.1468, Forward time: 2.2656, Backward time: 3.1069, DDP time: 0.0049, Total iter time: 5.6489 [2020-11-08 15:20:27,197][root][INFO] - ===> Epoch[52](1337/26): Loss 1.5423, Sem 1.1582, dir -0.0818, norm 0.4659, swav 0.0000 LR: 8.788e-02 Score 62.123 Data time: 0.2192, Forward time: 2.2657, Backward time: 3.1067, DDP time: 0.0049, Total iter time: 5.5314 [2020-11-08 15:20:33,846][root][INFO] - ===> Epoch[52](1338/26): Loss 1.2544, Sem 1.0184, dir -0.0484, norm 0.2845, swav 0.0000 LR: 8.787e-02 Score 69.300 Data time: 0.1697, Forward time: 2.2654, Backward time: 3.1077, DDP time: 0.0049, Total iter time: 6.5553 [2020-11-08 15:20:39,008][root][INFO] - ===> Epoch[52](1339/26): Loss 1.4637, Sem 1.1106, dir -0.0893, norm 0.4424, swav 0.0000 LR: 8.787e-02 Score 66.560 Data time: 0.2218, Forward time: 2.2651, Backward time: 3.1075, DDP time: 0.0049, Total iter time: 5.0582 [2020-11-08 15:20:45,624][root][INFO] - ===> Epoch[52](1340/26): Loss 1.6925, Sem 1.1666, dir -0.0520, norm 0.5780, swav 0.0000 LR: 8.786e-02 Score 67.233 Data time: 0.2141, Forward time: 2.2650, Backward time: 3.1082, DDP time: 0.0049, Total iter time: 6.5070 [2020-11-08 15:20:50,820][root][INFO] - ===> Epoch[52](1341/26): Loss 1.4977, Sem 1.2600, dir -0.1314, norm 0.3691, swav 0.0000 LR: 8.785e-02 Score 62.594 Data time: 0.1905, Forward time: 2.2648, Backward time: 3.1080, DDP time: 0.0049, Total iter time: 5.0794 [2020-11-08 15:20:56,415][root][INFO] - ===> Epoch[52](1342/26): Loss 1.5445, Sem 1.1957, dir -0.0880, norm 0.4368, swav 0.0000 LR: 8.784e-02 Score 64.716 Data time: 0.2298, Forward time: 2.2649, Backward time: 3.1078, DDP time: 0.0049, Total iter time: 5.4991 [2020-11-08 15:21:02,218][root][INFO] - ===> Epoch[52](1343/26): Loss 1.6049, Sem 1.1304, dir -0.0849, norm 0.5594, swav 0.0000 LR: 8.783e-02 Score 65.015 Data time: 0.2652, Forward time: 2.2651, Backward time: 3.1076, DDP time: 0.0049, Total iter time: 5.6911 [2020-11-08 15:21:08,137][root][INFO] - ===> Epoch[52](1344/26): Loss 1.1764, Sem 0.8830, dir -0.0848, norm 0.3782, swav 0.0000 LR: 8.782e-02 Score 73.990 Data time: 0.3032, Forward time: 2.2656, Backward time: 3.1071, DDP time: 0.0049, Total iter time: 5.7983 [2020-11-08 15:21:14,423][root][INFO] - ===> Epoch[52](1345/26): Loss 1.3375, Sem 1.1464, dir -0.1076, norm 0.2987, swav 0.0000 LR: 8.781e-02 Score 64.511 Data time: 0.1920, Forward time: 2.2654, Backward time: 3.1076, DDP time: 0.0049, Total iter time: 6.1701 [2020-11-08 15:21:20,804][root][INFO] - ===> Epoch[52](1346/26): Loss 1.5036, Sem 1.0901, dir -0.0527, norm 0.4662, swav 0.0000 LR: 8.780e-02 Score 63.481 Data time: 0.2322, Forward time: 2.2656, Backward time: 3.1079, DDP time: 0.0049, Total iter time: 6.2843 [2020-11-08 15:21:27,207][root][INFO] - ===> Epoch[52](1347/26): Loss 1.5391, Sem 1.0629, dir -0.0412, norm 0.5174, swav 0.0000 LR: 8.779e-02 Score 68.182 Data time: 0.2135, Forward time: 2.2655, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 6.2803 [2020-11-08 15:21:32,105][root][INFO] - ===> Epoch[52](1348/26): Loss 1.8123, Sem 1.2998, dir -0.0356, norm 0.5481, swav 0.0000 LR: 8.778e-02 Score 57.552 Data time: 0.1840, Forward time: 2.2653, Backward time: 3.1080, DDP time: 0.0049, Total iter time: 4.7861 [2020-11-08 15:21:37,173][root][INFO] - ===> Epoch[52](1349/26): Loss 1.5500, Sem 1.0851, dir -0.0889, norm 0.5538, swav 0.0000 LR: 8.777e-02 Score 68.156 Data time: 0.1991, Forward time: 2.2653, Backward time: 3.1076, DDP time: 0.0049, Total iter time: 4.9984 [2020-11-08 15:21:42,023][root][INFO] - ===> Epoch[52](1350/26): Loss 1.6119, Sem 1.2485, dir -0.0641, norm 0.4274, swav 0.0000 LR: 8.776e-02 Score 63.635 Data time: 0.1990, Forward time: 2.2651, Backward time: 3.1070, DDP time: 0.0049, Total iter time: 4.7174 [2020-11-08 15:21:47,730][root][INFO] - ===> Epoch[52](1351/26): Loss 1.4465, Sem 1.0244, dir -0.0302, norm 0.4523, swav 0.0000 LR: 8.776e-02 Score 69.792 Data time: 0.2056, Forward time: 2.2650, Backward time: 3.1072, DDP time: 0.0049, Total iter time: 5.6289 [2020-11-08 15:21:54,976][root][INFO] - ===> Epoch[52](1352/26): Loss 1.8265, Sem 1.2717, dir -0.0237, norm 0.5784, swav 0.0000 LR: 8.775e-02 Score 60.104 Data time: 0.2356, Forward time: 2.2653, Backward time: 3.1079, DDP time: 0.0049, Total iter time: 7.1548 [2020-11-08 15:22:00,194][root][INFO] - ===> Epoch[53](1353/26): Loss 1.7187, Sem 1.1626, dir -0.0274, norm 0.5835, swav 0.0000 LR: 8.774e-02 Score 62.668 Data time: 0.2426, Forward time: 2.2654, Backward time: 3.1074, DDP time: 0.0049, Total iter time: 5.0928 [2020-11-08 15:22:05,150][root][INFO] - ===> Epoch[53](1354/26): Loss 1.6328, Sem 1.1967, dir -0.0059, norm 0.4420, swav 0.0000 LR: 8.773e-02 Score 67.272 Data time: 0.2299, Forward time: 2.2657, Backward time: 3.1066, DDP time: 0.0049, Total iter time: 4.8531 [2020-11-08 15:22:10,478][root][INFO] - ===> Epoch[53](1355/26): Loss 1.5146, Sem 1.1728, dir -0.0609, norm 0.4027, swav 0.0000 LR: 8.772e-02 Score 63.783 Data time: 0.1284, Forward time: 2.2650, Backward time: 3.1071, DDP time: 0.0049, Total iter time: 5.2098 [2020-11-08 15:22:15,476][root][INFO] - ===> Epoch[53](1356/26): Loss 1.4648, Sem 1.0538, dir -0.0424, norm 0.4534, swav 0.0000 LR: 8.771e-02 Score 67.130 Data time: 0.2009, Forward time: 2.2649, Backward time: 3.1067, DDP time: 0.0049, Total iter time: 4.9599 [2020-11-08 15:22:23,772][root][INFO] - ===> Epoch[53](1357/26): Loss 1.3915, Sem 1.0292, dir -0.0056, norm 0.3679, swav 0.0000 LR: 8.770e-02 Score 68.075 Data time: 0.2383, Forward time: 2.2652, Backward time: 3.1082, DDP time: 0.0049, Total iter time: 8.1886 [2020-11-08 15:22:29,904][root][INFO] - ===> Epoch[53](1358/26): Loss 1.6994, Sem 1.1883, dir -0.0347, norm 0.5457, swav 0.0000 LR: 8.769e-02 Score 62.473 Data time: 0.2174, Forward time: 2.2652, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 5.9822 [2020-11-08 15:22:35,854][root][INFO] - ===> Epoch[53](1359/26): Loss 1.5873, Sem 1.1931, dir -0.0295, norm 0.4236, swav 0.0000 LR: 8.768e-02 Score 63.872 Data time: 0.1908, Forward time: 2.2651, Backward time: 3.1086, DDP time: 0.0049, Total iter time: 5.8414 [2020-11-08 15:22:40,831][root][INFO] - ===> Epoch[53](1360/26): Loss 1.4043, Sem 1.0785, dir -0.0983, norm 0.4241, swav 0.0000 LR: 8.767e-02 Score 65.912 Data time: 0.2383, Forward time: 2.2653, Backward time: 3.1079, DDP time: 0.0049, Total iter time: 4.8794 [2020-11-08 15:22:46,763][root][INFO] - ===> Epoch[53](1361/26): Loss 1.7694, Sem 1.2877, dir -0.0525, norm 0.5343, swav 0.0000 LR: 8.766e-02 Score 62.908 Data time: 0.1601, Forward time: 2.2650, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 5.8211 [2020-11-08 15:22:52,170][root][INFO] - ===> Epoch[53](1362/26): Loss 1.5641, Sem 1.0321, dir -0.0388, norm 0.5708, swav 0.0000 LR: 8.766e-02 Score 69.726 Data time: 0.2293, Forward time: 2.2652, Backward time: 3.1079, DDP time: 0.0049, Total iter time: 5.3102 [2020-11-08 15:22:58,028][root][INFO] - ===> Epoch[53](1363/26): Loss 1.6471, Sem 1.1254, dir -0.0752, norm 0.5969, swav 0.0000 LR: 8.765e-02 Score 67.350 Data time: 0.2232, Forward time: 2.2653, Backward time: 3.1078, DDP time: 0.0049, Total iter time: 5.7489 [2020-11-08 15:23:03,092][root][INFO] - ===> Epoch[53](1364/26): Loss 1.5598, Sem 1.1521, dir -0.0982, norm 0.5059, swav 0.0000 LR: 8.764e-02 Score 64.497 Data time: 0.1792, Forward time: 2.2651, Backward time: 3.1075, DDP time: 0.0049, Total iter time: 4.9570 [2020-11-08 15:23:09,570][root][INFO] - ===> Epoch[53](1365/26): Loss 1.4429, Sem 1.1718, dir -0.1110, norm 0.3821, swav 0.0000 LR: 8.763e-02 Score 63.668 Data time: 0.1442, Forward time: 2.2645, Backward time: 3.1086, DDP time: 0.0049, Total iter time: 6.3854 [2020-11-08 15:23:15,274][root][INFO] - ===> Epoch[53](1366/26): Loss 1.5252, Sem 1.0819, dir -0.0713, norm 0.5147, swav 0.0000 LR: 8.762e-02 Score 65.777 Data time: 0.1814, Forward time: 2.2644, Backward time: 3.1088, DDP time: 0.0049, Total iter time: 5.6523 [2020-11-08 15:23:20,495][root][INFO] - ===> Epoch[53](1367/26): Loss 1.6094, Sem 1.1369, dir -0.0607, norm 0.5332, swav 0.0000 LR: 8.761e-02 Score 63.616 Data time: 0.1583, Forward time: 2.2640, Backward time: 3.1088, DDP time: 0.0049, Total iter time: 5.1183 [2020-11-08 15:23:25,888][root][INFO] - ===> Epoch[53](1368/26): Loss 1.5586, Sem 1.1388, dir -0.0749, norm 0.4947, swav 0.0000 LR: 8.760e-02 Score 64.035 Data time: 0.2174, Forward time: 2.2640, Backward time: 3.1086, DDP time: 0.0049, Total iter time: 5.3389 [2020-11-08 15:23:30,925][root][INFO] - ===> Epoch[53](1369/26): Loss 1.4111, Sem 1.1124, dir -0.1155, norm 0.4142, swav 0.0000 LR: 8.759e-02 Score 63.395 Data time: 0.2236, Forward time: 2.2641, Backward time: 3.1079, DDP time: 0.0049, Total iter time: 4.9111 [2020-11-08 15:23:35,316][root][INFO] - ===> Epoch[53](1370/26): Loss 1.5237, Sem 1.1532, dir -0.0623, norm 0.4327, swav 0.0000 LR: 8.758e-02 Score 64.598 Data time: 0.2075, Forward time: 2.2641, Backward time: 3.1070, DDP time: 0.0049, Total iter time: 4.2566 [2020-11-08 15:23:40,374][root][INFO] - ===> Epoch[53](1371/26): Loss 1.4257, Sem 0.9791, dir -0.0724, norm 0.5189, swav 0.0000 LR: 8.757e-02 Score 70.019 Data time: 0.2480, Forward time: 2.2643, Backward time: 3.1062, DDP time: 0.0049, Total iter time: 4.9614 [2020-11-08 15:23:46,599][root][INFO] - ===> Epoch[53](1372/26): Loss 1.4350, Sem 0.9859, dir -0.0345, norm 0.4837, swav 0.0000 LR: 8.756e-02 Score 68.575 Data time: 0.2267, Forward time: 2.2644, Backward time: 3.1064, DDP time: 0.0049, Total iter time: 6.1007 [2020-11-08 15:23:52,582][root][INFO] - ===> Epoch[53](1373/26): Loss 1.4364, Sem 1.2107, dir -0.0809, norm 0.3065, swav 0.0000 LR: 8.755e-02 Score 61.999 Data time: 0.1370, Forward time: 2.2639, Backward time: 3.1072, DDP time: 0.0049, Total iter time: 5.8754 [2020-11-08 15:24:01,138][root][INFO] - ===> Epoch[53](1374/26): Loss 1.5534, Sem 1.1623, dir -0.0409, norm 0.4320, swav 0.0000 LR: 8.755e-02 Score 64.204 Data time: 0.2238, Forward time: 2.2640, Backward time: 3.1090, DDP time: 0.0049, Total iter time: 8.4915 [2020-11-08 15:24:06,708][root][INFO] - ===> Epoch[53](1375/26): Loss 1.4585, Sem 0.9898, dir -0.0171, norm 0.4858, swav 0.0000 LR: 8.754e-02 Score 71.137 Data time: 0.2201, Forward time: 2.2641, Backward time: 3.1088, DDP time: 0.0049, Total iter time: 5.4452 [2020-11-08 15:24:11,800][root][INFO] - ===> Epoch[53](1376/26): Loss 1.3778, Sem 0.9865, dir 0.0000, norm 0.3912, swav 0.0000 LR: 8.753e-02 Score 71.479 Data time: 0.1967, Forward time: 2.2640, Backward time: 3.1085, DDP time: 0.0049, Total iter time: 4.9859 [2020-11-08 15:24:17,292][root][INFO] - ===> Epoch[53](1377/26): Loss 1.4986, Sem 1.0120, dir -0.0122, norm 0.4989, swav 0.0000 LR: 8.752e-02 Score 69.324 Data time: 0.1835, Forward time: 2.2637, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 5.4012 [2020-11-08 15:24:23,554][root][INFO] - ===> Epoch[53](1378/26): Loss 1.4937, Sem 1.0840, dir -0.0264, norm 0.4361, swav 0.0000 LR: 8.751e-02 Score 67.711 Data time: 0.2551, Forward time: 2.2639, Backward time: 3.1086, DDP time: 0.0049, Total iter time: 6.1784 [2020-11-08 15:24:30,781][root][INFO] - ===> Epoch[54](1379/26): Loss 1.7073, Sem 1.1479, dir -0.0100, norm 0.5694, swav 0.0000 LR: 8.750e-02 Score 63.317 Data time: 0.3548, Forward time: 2.2647, Backward time: 3.1088, DDP time: 0.0049, Total iter time: 7.0950 [2020-11-08 15:24:36,698][root][INFO] - ===> Epoch[54](1380/26): Loss 1.6225, Sem 1.2068, dir -0.0304, norm 0.4461, swav 0.0000 LR: 8.749e-02 Score 63.842 Data time: 0.1472, Forward time: 2.2644, Backward time: 3.1092, DDP time: 0.0049, Total iter time: 5.7762 [2020-11-08 15:24:42,542][root][INFO] - ===> Epoch[54](1381/26): Loss 1.6310, Sem 1.1634, dir -0.0134, norm 0.4810, swav 0.0000 LR: 8.748e-02 Score 62.051 Data time: 0.2552, Forward time: 2.2647, Backward time: 3.1089, DDP time: 0.0049, Total iter time: 5.7655 [2020-11-08 15:24:47,432][root][INFO] - ===> Epoch[54](1382/26): Loss 1.7280, Sem 1.3402, dir -0.0398, norm 0.4276, swav 0.0000 LR: 8.747e-02 Score 57.818 Data time: 0.2325, Forward time: 2.2649, Backward time: 3.1081, DDP time: 0.0049, Total iter time: 4.7877 [2020-11-08 15:24:52,677][root][INFO] - ===> Epoch[54](1383/26): Loss 1.4712, Sem 1.0633, dir -0.0477, norm 0.4555, swav 0.0000 LR: 8.746e-02 Score 68.095 Data time: 0.2449, Forward time: 2.2653, Backward time: 3.1074, DDP time: 0.0049, Total iter time: 5.1398 [2020-11-08 15:25:00,317][root][INFO] - ===> Epoch[54](1384/26): Loss 1.5144, Sem 1.1528, dir -0.0392, norm 0.4008, swav 0.0000 LR: 8.745e-02 Score 63.808 Data time: 0.1518, Forward time: 2.2649, Backward time: 3.1091, DDP time: 0.0049, Total iter time: 7.5326 [2020-11-08 15:25:06,797][root][INFO] - ===> Epoch[54](1385/26): Loss 1.5518, Sem 1.1149, dir -0.0272, norm 0.4641, swav 0.0000 LR: 8.745e-02 Score 62.032 Data time: 0.1838, Forward time: 2.2645, Backward time: 3.1099, DDP time: 0.0049, Total iter time: 6.4012 [2020-11-08 15:25:13,499][root][INFO] - ===> Epoch[54](1386/26): Loss 1.5124, Sem 1.1872, dir -0.0845, norm 0.4096, swav 0.0000 LR: 8.744e-02 Score 65.386 Data time: 0.2043, Forward time: 2.2644, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 6.6019 [2020-11-08 15:25:19,042][root][INFO] - ===> Epoch[54](1387/26): Loss 1.6905, Sem 1.3003, dir -0.1295, norm 0.5196, swav 0.0000 LR: 8.743e-02 Score 60.776 Data time: 0.2514, Forward time: 2.2648, Backward time: 3.1101, DDP time: 0.0049, Total iter time: 5.4185 [2020-11-08 15:25:25,096][root][INFO] - ===> Epoch[54](1388/26): Loss 1.5075, Sem 1.0343, dir -0.0390, norm 0.5122, swav 0.0000 LR: 8.742e-02 Score 68.227 Data time: 0.2567, Forward time: 2.2649, Backward time: 3.1102, DDP time: 0.0049, Total iter time: 5.9151 [2020-11-08 15:25:30,524][root][INFO] - ===> Epoch[54](1389/26): Loss 1.5315, Sem 1.1487, dir -0.1034, norm 0.4862, swav 0.0000 LR: 8.741e-02 Score 64.930 Data time: 0.2483, Forward time: 2.2652, Backward time: 3.1096, DDP time: 0.0049, Total iter time: 5.3044 [2020-11-08 15:25:36,078][root][INFO] - ===> Epoch[54](1390/26): Loss 1.3637, Sem 1.0051, dir -0.0811, norm 0.4398, swav 0.0000 LR: 8.740e-02 Score 69.295 Data time: 0.1912, Forward time: 2.2651, Backward time: 3.1095, DDP time: 0.0049, Total iter time: 5.3917 [2020-11-08 15:25:40,892][root][INFO] - ===> Epoch[54](1391/26): Loss 1.4955, Sem 1.1719, dir -0.0851, norm 0.4087, swav 0.0000 LR: 8.739e-02 Score 67.652 Data time: 0.2020, Forward time: 2.2650, Backward time: 3.1090, DDP time: 0.0049, Total iter time: 4.7175 [2020-11-08 15:25:47,919][root][INFO] - ===> Epoch[54](1392/26): Loss 1.5076, Sem 1.2099, dir -0.1214, norm 0.4191, swav 0.0000 LR: 8.738e-02 Score 62.291 Data time: 0.2367, Forward time: 2.2653, Backward time: 3.1096, DDP time: 0.0049, Total iter time: 6.9204 [2020-11-08 15:25:53,748][root][INFO] - ===> Epoch[54](1393/26): Loss 1.5100, Sem 1.0577, dir -0.0639, norm 0.5162, swav 0.0000 LR: 8.737e-02 Score 66.111 Data time: 0.2844, Forward time: 2.2657, Backward time: 3.1091, DDP time: 0.0049, Total iter time: 5.6654 [2020-11-08 15:25:58,764][root][INFO] - ===> Epoch[54](1394/26): Loss 1.5733, Sem 1.1229, dir -0.0851, norm 0.5355, swav 0.0000 LR: 8.736e-02 Score 68.631 Data time: 0.2193, Forward time: 2.2659, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 4.8877 [2020-11-08 15:26:03,614][root][INFO] - ===> Epoch[54](1395/26): Loss 1.6047, Sem 1.1924, dir -0.0608, norm 0.4730, swav 0.0000 LR: 8.735e-02 Score 62.910 Data time: 0.1602, Forward time: 2.2656, Backward time: 3.1081, DDP time: 0.0049, Total iter time: 4.7428 [2020-11-08 15:26:09,214][root][INFO] - ===> Epoch[54](1396/26): Loss 1.5367, Sem 1.1566, dir -0.0690, norm 0.4491, swav 0.0000 LR: 8.734e-02 Score 62.617 Data time: 0.1174, Forward time: 2.2650, Backward time: 3.1087, DDP time: 0.0049, Total iter time: 5.5611 [2020-11-08 15:26:15,867][root][INFO] - ===> Epoch[54](1397/26): Loss 1.7107, Sem 1.1643, dir -0.0472, norm 0.5937, swav 0.0000 LR: 8.734e-02 Score 61.429 Data time: 0.1924, Forward time: 2.2648, Backward time: 3.1095, DDP time: 0.0049, Total iter time: 6.5876 [2020-11-08 15:26:21,056][root][INFO] - ===> Epoch[54](1398/26): Loss 1.6653, Sem 1.1924, dir -0.0924, norm 0.5653, swav 0.0000 LR: 8.733e-02 Score 64.987 Data time: 0.2423, Forward time: 2.2651, Backward time: 3.1088, DDP time: 0.0049, Total iter time: 5.0902 [2020-11-08 15:26:27,437][root][INFO] - ===> Epoch[54](1399/26): Loss 1.5733, Sem 1.1501, dir -0.0450, norm 0.4683, swav 0.0000 LR: 8.732e-02 Score 66.408 Data time: 0.1704, Forward time: 2.2647, Backward time: 3.1096, DDP time: 0.0049, Total iter time: 6.2590 [2020-11-08 15:26:32,012][root][INFO] - ===> Epoch[54](1400/26): Loss 1.3706, Sem 1.0573, dir -0.0665, norm 0.3797, swav 0.0000 LR: 8.731e-02 Score 68.469 Data time: 0.1677, Forward time: 2.2644, Backward time: 3.1091, DDP time: 0.0049, Total iter time: 4.4983 [2020-11-08 15:26:36,942][root][INFO] - ===> Epoch[54](1401/26): Loss 1.5435, Sem 1.2576, dir -0.0915, norm 0.3774, swav 0.0000 LR: 8.730e-02 Score 61.255 Data time: 0.1663, Forward time: 2.2640, Backward time: 3.1090, DDP time: 0.0049, Total iter time: 4.8446 [2020-11-08 15:26:42,561][root][INFO] - ===> Epoch[54](1402/26): Loss 1.4938, Sem 1.1481, dir -0.0491, norm 0.3947, swav 0.0000 LR: 8.729e-02 Score 66.013 Data time: 0.2300, Forward time: 2.2642, Backward time: 3.1086, DDP time: 0.0049, Total iter time: 5.5363 [2020-11-08 15:26:49,572][root][INFO] - ===> Epoch[54](1403/26): Loss 1.4278, Sem 1.0226, dir -0.0620, norm 0.4672, swav 0.0000 LR: 8.728e-02 Score 67.205 Data time: 0.1576, Forward time: 2.2639, Backward time: 3.1098, DDP time: 0.0049, Total iter time: 6.8811 [2020-11-08 15:26:54,598][root][INFO] - ===> Epoch[54](1404/26): Loss 1.3823, Sem 1.0494, dir -0.0507, norm 0.3837, swav 0.0000 LR: 8.727e-02 Score 69.598 Data time: 0.1921, Forward time: 2.2637, Backward time: 3.1094, DDP time: 0.0049, Total iter time: 4.9494 [2020-11-08 15:27:00,397][root][INFO] - ===> Epoch[55](1405/26): Loss 1.4259, Sem 1.0111, dir -0.0398, norm 0.4546, swav 0.0000 LR: 8.726e-02 Score 68.806 Data time: 0.1809, Forward time: 2.2635, Backward time: 3.1097, DDP time: 0.0049, Total iter time: 5.6965 [2020-11-08 15:27:05,934][root][INFO] - ===> Epoch[55](1406/26): Loss 1.5385, Sem 1.0608, dir -0.0864, norm 0.5641, swav 0.0000 LR: 8.725e-02 Score 68.275 Data time: 0.1769, Forward time: 2.2631, Backward time: 3.1100, DDP time: 0.0049, Total iter time: 5.4505 [2020-11-08 15:27:11,998][root][INFO] - ===> Epoch[55](1407/26): Loss 1.5555, Sem 1.1210, dir -0.0771, norm 0.5117, swav 0.0000 LR: 8.724e-02 Score 66.189 Data time: 0.2602, Forward time: 2.2635, Backward time: 3.1098, DDP time: 0.0049, Total iter time: 5.9591 [2020-11-08 15:27:17,559][root][INFO] - ===> Epoch[55](1408/26): Loss 1.3210, Sem 1.0555, dir -0.1521, norm 0.4176, swav 0.0000 LR: 8.724e-02 Score 68.655 Data time: 0.2232, Forward time: 2.2635, Backward time: 3.1096, DDP time: 0.0049, Total iter time: 5.4274 [2020-11-08 15:27:22,763][root][INFO] - ===> Epoch[55](1409/26): Loss 1.3615, Sem 1.0056, dir -0.0721, norm 0.4280, swav 0.0000 LR: 8.723e-02 Score 67.345 Data time: 0.2307, Forward time: 2.2636, Backward time: 3.1091, DDP time: 0.0049, Total iter time: 5.0897 [2020-11-08 15:27:28,674][root][INFO] - ===> Epoch[55](1410/26): Loss 1.7718, Sem 1.2249, dir -0.0457, norm 0.5925, swav 0.0000 LR: 8.722e-02 Score 62.794 Data time: 0.2701, Forward time: 2.2641, Backward time: 3.1087, DDP time: 0.0049, Total iter time: 5.7960 [2020-11-08 15:27:34,320][root][INFO] - ===> Epoch[55](1411/26): Loss 1.2798, Sem 0.9064, dir -0.0170, norm 0.3904, swav 0.0000 LR: 8.721e-02 Score 72.875 Data time: 0.2939, Forward time: 2.2645, Backward time: 3.1081, DDP time: 0.0049, Total iter time: 5.5336 [2020-11-08 15:27:39,589][root][INFO] - ===> Epoch[55](1412/26): Loss 1.4839, Sem 1.1141, dir -0.1094, norm 0.4792, swav 0.0000 LR: 8.720e-02 Score 63.106 Data time: 0.1412, Forward time: 2.2640, Backward time: 3.1083, DDP time: 0.0049, Total iter time: 5.1535 [2020-11-08 15:27:47,107][root][INFO] - ===> Epoch[55](1413/26): Loss 1.5503, Sem 1.2176, dir -0.0766, norm 0.4094, swav 0.0000 LR: 8.719e-02 Score 60.713 Data time: 0.1993, Forward time: 2.2640, Backward time: 3.1096, DDP time: 0.0049, Total iter time: 7.4371 [2020-11-08 15:27:52,935][root][INFO] - ===> Epoch[55](1414/26): Loss 1.2772, Sem 1.0059, dir -0.0594, norm 0.3308, swav 0.0000 LR: 8.718e-02 Score 68.844 Data time: 0.1792, Forward time: 2.2638, Backward time: 3.1098, DDP time: 0.0049, Total iter time: 5.7212 [2020-11-08 15:27:58,501][root][INFO] - ===> Epoch[55](1415/26): Loss 1.4531, Sem 1.0642, dir -0.0830, norm 0.4720, swav 0.0000 LR: 8.717e-02 Score 68.458 Data time: 0.2394, Forward time: 2.2641, Backward time: 3.1094, DDP time: 0.0049, Total iter time: 5.4806 [2020-11-08 15:28:04,360][root][INFO] - ===> Epoch[55](1416/26): Loss 1.5279, Sem 1.2166, dir -0.0794, norm 0.3907, swav 0.0000 LR: 8.716e-02 Score 61.129 Data time: 0.1821, Forward time: 2.2638, Backward time: 3.1097, DDP time: 0.0049, Total iter time: 5.7497 [2020-11-08 15:28:11,071][root][INFO] - ===> Epoch[55](1417/26): Loss 1.4768, Sem 1.1299, dir -0.0252, norm 0.3721, swav 0.0000 LR: 8.715e-02 Score 67.068 Data time: 0.2623, Forward time: 2.2639, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 6.6026 [2020-11-08 15:28:17,910][root][INFO] - ===> Epoch[55](1418/26): Loss 1.4681, Sem 1.2078, dir -0.1030, norm 0.3633, swav 0.0000 LR: 8.714e-02 Score 62.318 Data time: 0.3541, Forward time: 2.2646, Backward time: 3.1102, DDP time: 0.0049, Total iter time: 6.7317 [2020-11-08 15:28:24,058][root][INFO] - ===> Epoch[55](1419/26): Loss 1.5650, Sem 1.2163, dir -0.0712, norm 0.4198, swav 0.0000 LR: 8.713e-02 Score 62.089 Data time: 0.1731, Forward time: 2.2646, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.9976 [2020-11-08 15:28:29,336][root][INFO] - ===> Epoch[55](1420/26): Loss 1.5632, Sem 1.1070, dir -0.0393, norm 0.4955, swav 0.0000 LR: 8.713e-02 Score 67.849 Data time: 0.1385, Forward time: 2.2640, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.1490 [2020-11-08 15:28:36,167][root][INFO] - ===> Epoch[55](1421/26): Loss 1.3357, Sem 0.9862, dir -0.0635, norm 0.4130, swav 0.0000 LR: 8.712e-02 Score 68.282 Data time: 0.2295, Forward time: 2.2642, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.7951 [2020-11-08 15:28:42,489][root][INFO] - ===> Epoch[55](1422/26): Loss 1.1355, Sem 0.9638, dir -0.0861, norm 0.2577, swav 0.0000 LR: 8.711e-02 Score 72.764 Data time: 0.3101, Forward time: 2.2648, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 6.2378 [2020-11-08 15:28:49,654][root][INFO] - ===> Epoch[55](1423/26): Loss 1.7156, Sem 1.2289, dir -0.0929, norm 0.5796, swav 0.0000 LR: 8.710e-02 Score 62.134 Data time: 0.1684, Forward time: 2.2645, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 7.0369 [2020-11-08 15:28:55,214][root][INFO] - ===> Epoch[55](1424/26): Loss 1.5665, Sem 1.0377, dir -0.0619, norm 0.5908, swav 0.0000 LR: 8.709e-02 Score 69.163 Data time: 0.2599, Forward time: 2.2649, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.5015 [2020-11-08 15:29:00,217][root][INFO] - ===> Epoch[55](1425/26): Loss 1.5452, Sem 1.1021, dir -0.1038, norm 0.5469, swav 0.0000 LR: 8.708e-02 Score 64.329 Data time: 0.2695, Forward time: 2.2650, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 4.9058 [2020-11-08 15:29:06,452][root][INFO] - ===> Epoch[55](1426/26): Loss 1.3808, Sem 1.0452, dir -0.1007, norm 0.4363, swav 0.0000 LR: 8.707e-02 Score 69.474 Data time: 0.2247, Forward time: 2.2652, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 6.1472 [2020-11-08 15:29:11,629][root][INFO] - ===> Epoch[55](1427/26): Loss 1.2754, Sem 0.9877, dir -0.0708, norm 0.3586, swav 0.0000 LR: 8.706e-02 Score 72.837 Data time: 0.1684, Forward time: 2.2649, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.0536 [2020-11-08 15:29:17,404][root][INFO] - ===> Epoch[55](1428/26): Loss 1.4825, Sem 1.0960, dir -0.0745, norm 0.4610, swav 0.0000 LR: 8.705e-02 Score 65.055 Data time: 0.1785, Forward time: 2.2648, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.7110 [2020-11-08 15:29:24,433][root][INFO] - ===> Epoch[55](1429/26): Loss 1.4900, Sem 1.0603, dir -0.0306, norm 0.4603, swav 0.0000 LR: 8.704e-02 Score 67.849 Data time: 0.1853, Forward time: 2.2646, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 6.9303 [2020-11-08 15:29:29,939][root][INFO] - ===> Epoch[55](1430/26): Loss 1.4408, Sem 1.1684, dir -0.1373, norm 0.4097, swav 0.0000 LR: 8.703e-02 Score 64.520 Data time: 0.1931, Forward time: 2.2646, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 5.4115 [2020-11-08 15:29:35,005][root][INFO] - ===> Epoch[56](1431/26): Loss 1.4002, Sem 1.1629, dir -0.1094, norm 0.3467, swav 0.0000 LR: 8.702e-02 Score 63.698 Data time: 0.1512, Forward time: 2.2641, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 4.9688 [2020-11-08 15:29:40,523][root][INFO] - ===> Epoch[56](1432/26): Loss 1.2159, Sem 1.0016, dir -0.1383, norm 0.3525, swav 0.0000 LR: 8.702e-02 Score 72.006 Data time: 0.2066, Forward time: 2.2640, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 5.4726 [2020-11-08 15:29:46,898][root][INFO] - ===> Epoch[56](1433/26): Loss 1.4542, Sem 1.0821, dir -0.0691, norm 0.4411, swav 0.0000 LR: 8.701e-02 Score 66.640 Data time: 0.2197, Forward time: 2.2640, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 6.2671 [2020-11-08 15:29:52,894][root][INFO] - ===> Epoch[56](1434/26): Loss 1.4409, Sem 1.0349, dir -0.0645, norm 0.4706, swav 0.0000 LR: 8.700e-02 Score 69.498 Data time: 0.3036, Forward time: 2.2645, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 5.8888 [2020-11-08 15:29:58,221][root][INFO] - ===> Epoch[56](1435/26): Loss 1.3722, Sem 1.0554, dir -0.0848, norm 0.4017, swav 0.0000 LR: 8.699e-02 Score 67.331 Data time: 0.2431, Forward time: 2.2648, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.1781 [2020-11-08 15:30:03,897][root][INFO] - ===> Epoch[56](1436/26): Loss 1.3786, Sem 1.0730, dir -0.0518, norm 0.3575, swav 0.0000 LR: 8.698e-02 Score 68.020 Data time: 0.2087, Forward time: 2.2649, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.5568 [2020-11-08 15:30:10,080][root][INFO] - ===> Epoch[56](1437/26): Loss 1.5333, Sem 1.1217, dir -0.0425, norm 0.4541, swav 0.0000 LR: 8.697e-02 Score 67.587 Data time: 0.1296, Forward time: 2.2643, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 6.0694 [2020-11-08 15:30:15,329][root][INFO] - ===> Epoch[56](1438/26): Loss 1.4955, Sem 1.1614, dir -0.1057, norm 0.4398, swav 0.0000 LR: 8.696e-02 Score 64.457 Data time: 0.2222, Forward time: 2.2644, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.1973 [2020-11-08 15:30:20,739][root][INFO] - ===> Epoch[56](1439/26): Loss 1.2337, Sem 1.0025, dir -0.0689, norm 0.3001, swav 0.0000 LR: 8.695e-02 Score 67.091 Data time: 0.1998, Forward time: 2.2645, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.3178 [2020-11-08 15:30:27,948][root][INFO] - ===> Epoch[56](1440/26): Loss 1.3301, Sem 1.0079, dir -0.0651, norm 0.3873, swav 0.0000 LR: 8.694e-02 Score 69.290 Data time: 0.1711, Forward time: 2.2643, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 7.1079 [2020-11-08 15:30:34,102][root][INFO] - ===> Epoch[56](1441/26): Loss 1.3711, Sem 1.1629, dir -0.1289, norm 0.3371, swav 0.0000 LR: 8.693e-02 Score 63.008 Data time: 0.1456, Forward time: 2.2639, Backward time: 3.1135, DDP time: 0.0049, Total iter time: 6.0597 [2020-11-08 15:30:39,791][root][INFO] - ===> Epoch[56](1442/26): Loss 1.6953, Sem 1.2743, dir -0.0443, norm 0.4654, swav 0.0000 LR: 8.692e-02 Score 58.188 Data time: 0.1408, Forward time: 2.2634, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 5.6334 [2020-11-08 15:30:44,528][root][INFO] - ===> Epoch[56](1443/26): Loss 1.5074, Sem 1.1149, dir -0.0369, norm 0.4293, swav 0.0000 LR: 8.692e-02 Score 65.267 Data time: 0.1916, Forward time: 2.2633, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 4.6776 [2020-11-08 15:30:49,779][root][INFO] - ===> Epoch[56](1444/26): Loss 1.3775, Sem 1.1072, dir -0.0654, norm 0.3357, swav 0.0000 LR: 8.691e-02 Score 68.563 Data time: 0.1926, Forward time: 2.2632, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 5.1581 [2020-11-08 15:30:55,209][root][INFO] - ===> Epoch[56](1445/26): Loss 1.4718, Sem 1.0813, dir -0.0606, norm 0.4512, swav 0.0000 LR: 8.690e-02 Score 64.913 Data time: 0.2135, Forward time: 2.2632, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 5.3308 [2020-11-08 15:31:00,764][root][INFO] - ===> Epoch[56](1446/26): Loss 1.5847, Sem 1.1134, dir -0.0375, norm 0.5087, swav 0.0000 LR: 8.689e-02 Score 65.332 Data time: 0.2080, Forward time: 2.2631, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 5.4378 [2020-11-08 15:31:06,164][root][INFO] - ===> Epoch[56](1447/26): Loss 1.6855, Sem 1.2897, dir -0.0800, norm 0.4758, swav 0.0000 LR: 8.688e-02 Score 60.037 Data time: 0.1876, Forward time: 2.2630, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 5.3154 [2020-11-08 15:31:12,978][root][INFO] - ===> Epoch[56](1448/26): Loss 1.4352, Sem 1.1286, dir -0.0476, norm 0.3542, swav 0.0000 LR: 8.687e-02 Score 62.497 Data time: 0.1822, Forward time: 2.2628, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 6.6935 [2020-11-08 15:31:19,077][root][INFO] - ===> Epoch[56](1449/26): Loss 1.4140, Sem 0.9791, dir -0.0527, norm 0.4876, swav 0.0000 LR: 8.686e-02 Score 70.515 Data time: 0.1911, Forward time: 2.2627, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 6.0100 [2020-11-08 15:31:24,699][root][INFO] - ===> Epoch[56](1450/26): Loss 1.4721, Sem 1.1670, dir -0.1008, norm 0.4059, swav 0.0000 LR: 8.685e-02 Score 64.385 Data time: 0.1730, Forward time: 2.2624, Backward time: 3.1142, DDP time: 0.0049, Total iter time: 5.5125 [2020-11-08 15:31:30,889][root][INFO] - ===> Epoch[56](1451/26): Loss 1.3455, Sem 1.0109, dir -0.0911, norm 0.4257, swav 0.0000 LR: 8.684e-02 Score 69.812 Data time: 0.2038, Forward time: 2.2623, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 6.1090 [2020-11-08 15:31:37,829][root][INFO] - ===> Epoch[56](1452/26): Loss 1.5989, Sem 1.1060, dir -0.0369, norm 0.5298, swav 0.0000 LR: 8.683e-02 Score 67.048 Data time: 0.2377, Forward time: 2.2624, Backward time: 3.1153, DDP time: 0.0049, Total iter time: 6.8387 [2020-11-08 15:31:43,610][root][INFO] - ===> Epoch[56](1453/26): Loss 1.6109, Sem 1.2063, dir -0.0751, norm 0.4796, swav 0.0000 LR: 8.682e-02 Score 64.346 Data time: 0.2297, Forward time: 2.2626, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 5.6612 [2020-11-08 15:31:49,108][root][INFO] - ===> Epoch[56](1454/26): Loss 1.4490, Sem 1.0441, dir -0.0721, norm 0.4770, swav 0.0000 LR: 8.681e-02 Score 67.035 Data time: 0.2037, Forward time: 2.2625, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.3785 [2020-11-08 15:31:54,500][root][INFO] - ===> Epoch[56](1455/26): Loss 1.4147, Sem 1.1374, dir -0.0780, norm 0.3553, swav 0.0000 LR: 8.681e-02 Score 67.562 Data time: 0.2025, Forward time: 2.2623, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 5.2659 [2020-11-08 15:32:00,248][root][INFO] - ===> Epoch[56](1456/26): Loss 1.3909, Sem 1.1019, dir -0.0771, norm 0.3661, swav 0.0000 LR: 8.680e-02 Score 66.466 Data time: 0.2702, Forward time: 2.2627, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.6457 [2020-11-08 15:32:05,329][root][INFO] - ===> Epoch[57](1457/26): Loss 1.5450, Sem 1.0715, dir -0.0476, norm 0.5211, swav 0.0000 LR: 8.679e-02 Score 67.706 Data time: 0.1555, Forward time: 2.2624, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 4.9553 [2020-11-08 15:32:10,678][root][INFO] - ===> Epoch[57](1458/26): Loss 1.5986, Sem 1.2261, dir -0.0971, norm 0.4697, swav 0.0000 LR: 8.678e-02 Score 65.856 Data time: 0.2174, Forward time: 2.2624, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 5.2200 [2020-11-08 15:32:15,646][root][INFO] - ===> Epoch[57](1459/26): Loss 1.3372, Sem 1.1012, dir -0.1181, norm 0.3541, swav 0.0000 LR: 8.677e-02 Score 64.798 Data time: 0.1890, Forward time: 2.2622, Backward time: 3.1138, DDP time: 0.0049, Total iter time: 4.8502 [2020-11-08 15:32:20,626][root][INFO] - ===> Epoch[57](1460/26): Loss 1.4547, Sem 1.2215, dir -0.1097, norm 0.3429, swav 0.0000 LR: 8.676e-02 Score 61.281 Data time: 0.2037, Forward time: 2.2622, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 4.8871 [2020-11-08 15:32:25,190][root][INFO] - ===> Epoch[57](1461/26): Loss 1.3072, Sem 1.0686, dir -0.1417, norm 0.3803, swav 0.0000 LR: 8.675e-02 Score 67.902 Data time: 0.1971, Forward time: 2.2622, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 4.4298 [2020-11-08 15:32:29,999][root][INFO] - ===> Epoch[57](1462/26): Loss 1.4678, Sem 1.0852, dir -0.0630, norm 0.4456, swav 0.0000 LR: 8.674e-02 Score 67.842 Data time: 0.1964, Forward time: 2.2621, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 4.6825 [2020-11-08 15:32:35,758][root][INFO] - ===> Epoch[57](1463/26): Loss 1.3711, Sem 0.8995, dir -0.0455, norm 0.5171, swav 0.0000 LR: 8.673e-02 Score 71.265 Data time: 0.1663, Forward time: 2.2618, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 5.6554 [2020-11-08 15:32:42,003][root][INFO] - ===> Epoch[57](1464/26): Loss 1.5038, Sem 1.0640, dir -0.0840, norm 0.5237, swav 0.0000 LR: 8.672e-02 Score 67.830 Data time: 0.2070, Forward time: 2.2615, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 6.1610 [2020-11-08 15:32:47,719][root][INFO] - ===> Epoch[57](1465/26): Loss 1.5349, Sem 1.1350, dir -0.0783, norm 0.4781, swav 0.0000 LR: 8.671e-02 Score 64.409 Data time: 0.2414, Forward time: 2.2616, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 5.6088 [2020-11-08 15:32:54,097][root][INFO] - ===> Epoch[57](1466/26): Loss 1.4801, Sem 1.1521, dir -0.0798, norm 0.4078, swav 0.0000 LR: 8.670e-02 Score 65.315 Data time: 0.1996, Forward time: 2.2615, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 6.2424 [2020-11-08 15:33:00,469][root][INFO] - ===> Epoch[57](1467/26): Loss 1.5566, Sem 1.1568, dir -0.0839, norm 0.4838, swav 0.0000 LR: 8.670e-02 Score 63.887 Data time: 0.2002, Forward time: 2.2615, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 6.2577 [2020-11-08 15:33:05,847][root][INFO] - ===> Epoch[57](1468/26): Loss 1.5536, Sem 1.1839, dir -0.0615, norm 0.4313, swav 0.0000 LR: 8.669e-02 Score 63.791 Data time: 0.1805, Forward time: 2.2613, Backward time: 3.1135, DDP time: 0.0049, Total iter time: 5.2635 [2020-11-08 15:33:11,850][root][INFO] - ===> Epoch[57](1469/26): Loss 1.3187, Sem 1.1450, dir -0.1252, norm 0.2989, swav 0.0000 LR: 8.668e-02 Score 63.683 Data time: 0.2012, Forward time: 2.2612, Backward time: 3.1138, DDP time: 0.0049, Total iter time: 5.8876 [2020-11-08 15:33:16,982][root][INFO] - ===> Epoch[57](1470/26): Loss 1.6350, Sem 1.2305, dir -0.0438, norm 0.4483, swav 0.0000 LR: 8.667e-02 Score 63.096 Data time: 0.2616, Forward time: 2.2614, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 5.0262 [2020-11-08 15:33:22,194][root][INFO] - ===> Epoch[57](1471/26): Loss 1.2783, Sem 1.0527, dir -0.1094, norm 0.3350, swav 0.0000 LR: 8.666e-02 Score 65.832 Data time: 0.1924, Forward time: 2.2614, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 5.0870 [2020-11-08 15:33:27,445][root][INFO] - ===> Epoch[57](1472/26): Loss 1.1879, Sem 0.9369, dir -0.0833, norm 0.3343, swav 0.0000 LR: 8.665e-02 Score 70.068 Data time: 0.1951, Forward time: 2.2612, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 5.1298 [2020-11-08 15:33:32,960][root][INFO] - ===> Epoch[57](1473/26): Loss 1.3728, Sem 1.0625, dir -0.0874, norm 0.3977, swav 0.0000 LR: 8.664e-02 Score 69.958 Data time: 0.2232, Forward time: 2.2613, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.4150 [2020-11-08 15:33:38,731][root][INFO] - ===> Epoch[57](1474/26): Loss 1.3482, Sem 1.0797, dir -0.0887, norm 0.3572, swav 0.0000 LR: 8.663e-02 Score 65.149 Data time: 0.2018, Forward time: 2.2613, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.6627 [2020-11-08 15:33:44,435][root][INFO] - ===> Epoch[57](1475/26): Loss 1.4820, Sem 1.1652, dir -0.0792, norm 0.3961, swav 0.0000 LR: 8.662e-02 Score 62.279 Data time: 0.1727, Forward time: 2.2610, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 5.6050 [2020-11-08 15:33:50,361][root][INFO] - ===> Epoch[57](1476/26): Loss 1.5412, Sem 1.1793, dir -0.0689, norm 0.4308, swav 0.0000 LR: 8.661e-02 Score 63.308 Data time: 0.1761, Forward time: 2.2607, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 5.8354 [2020-11-08 15:33:56,448][root][INFO] - ===> Epoch[57](1477/26): Loss 1.4487, Sem 1.2085, dir -0.0236, norm 0.2639, swav 0.0000 LR: 8.660e-02 Score 61.816 Data time: 0.2252, Forward time: 2.2609, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 5.9903 [2020-11-08 15:34:02,239][root][INFO] - ===> Epoch[57](1478/26): Loss 1.3652, Sem 1.0787, dir -0.0625, norm 0.3490, swav 0.0000 LR: 8.660e-02 Score 68.416 Data time: 0.2088, Forward time: 2.2609, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 5.6596 [2020-11-08 15:34:08,152][root][INFO] - ===> Epoch[57](1479/26): Loss 1.3780, Sem 1.0608, dir -0.0292, norm 0.3464, swav 0.0000 LR: 8.659e-02 Score 68.299 Data time: 0.1825, Forward time: 2.2607, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 5.7913 [2020-11-08 15:34:14,195][root][INFO] - ===> Epoch[57](1480/26): Loss 1.2716, Sem 1.0382, dir -0.1145, norm 0.3479, swav 0.0000 LR: 8.658e-02 Score 67.844 Data time: 0.2444, Forward time: 2.2609, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 5.9477 [2020-11-08 15:34:20,406][root][INFO] - ===> Epoch[57](1481/26): Loss 1.4325, Sem 1.0542, dir -0.0810, norm 0.4592, swav 0.0000 LR: 8.657e-02 Score 68.562 Data time: 0.3342, Forward time: 2.2614, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 6.0689 [2020-11-08 15:34:26,206][root][INFO] - ===> Epoch[57](1482/26): Loss 1.3885, Sem 1.0068, dir -0.0541, norm 0.4358, swav 0.0000 LR: 8.656e-02 Score 70.531 Data time: 0.2668, Forward time: 2.2619, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 5.6920 [2020-11-08 15:34:31,719][root][INFO] - ===> Epoch[58](1483/26): Loss 1.2499, Sem 0.9545, dir -0.0717, norm 0.3670, swav 0.0000 LR: 8.655e-02 Score 70.481 Data time: 0.1921, Forward time: 2.2618, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.3721 [2020-11-08 15:34:36,848][root][INFO] - ===> Epoch[58](1484/26): Loss 1.4330, Sem 1.0754, dir -0.0506, norm 0.4082, swav 0.0000 LR: 8.654e-02 Score 64.853 Data time: 0.1874, Forward time: 2.2617, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 5.0427 [2020-11-08 15:34:43,543][root][INFO] - ===> Epoch[58](1485/26): Loss 1.6657, Sem 1.1882, dir -0.0586, norm 0.5360, swav 0.0000 LR: 8.653e-02 Score 59.508 Data time: 0.2178, Forward time: 2.2617, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 6.5811 [2020-11-08 15:34:49,817][root][INFO] - ===> Epoch[58](1486/26): Loss 1.3219, Sem 1.0345, dir -0.1142, norm 0.4017, swav 0.0000 LR: 8.652e-02 Score 69.031 Data time: 0.2386, Forward time: 2.2617, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 6.1406 [2020-11-08 15:34:55,086][root][INFO] - ===> Epoch[58](1487/26): Loss 1.4089, Sem 1.1296, dir -0.0845, norm 0.3638, swav 0.0000 LR: 8.651e-02 Score 67.267 Data time: 0.2209, Forward time: 2.2618, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 5.1549 [2020-11-08 15:35:00,516][root][INFO] - ===> Epoch[58](1488/26): Loss 1.4581, Sem 1.1193, dir -0.1090, norm 0.4478, swav 0.0000 LR: 8.650e-02 Score 64.530 Data time: 0.1754, Forward time: 2.2615, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 5.3103 [2020-11-08 15:35:07,623][root][INFO] - ===> Epoch[58](1489/26): Loss 1.6846, Sem 1.2651, dir -0.1295, norm 0.5489, swav 0.0000 LR: 8.649e-02 Score 61.113 Data time: 0.2479, Forward time: 2.2615, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 7.0252 [2020-11-08 15:35:14,939][root][INFO] - ===> Epoch[58](1490/26): Loss 1.2953, Sem 0.9693, dir -0.0716, norm 0.3976, swav 0.0000 LR: 8.649e-02 Score 68.581 Data time: 0.3680, Forward time: 2.2625, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 7.1846 [2020-11-08 15:35:20,064][root][INFO] - ===> Epoch[58](1491/26): Loss 1.4490, Sem 1.0464, dir -0.0961, norm 0.4987, swav 0.0000 LR: 8.648e-02 Score 67.593 Data time: 0.2491, Forward time: 2.2627, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 4.9773 [2020-11-08 15:35:25,995][root][INFO] - ===> Epoch[58](1492/26): Loss 1.3667, Sem 1.1367, dir -0.1158, norm 0.3458, swav 0.0000 LR: 8.647e-02 Score 61.707 Data time: 0.2737, Forward time: 2.2631, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 5.8015 [2020-11-08 15:35:31,023][root][INFO] - ===> Epoch[58](1493/26): Loss 1.2589, Sem 1.0076, dir -0.0848, norm 0.3361, swav 0.0000 LR: 8.646e-02 Score 71.059 Data time: 0.2433, Forward time: 2.2629, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 4.8829 [2020-11-08 15:35:36,737][root][INFO] - ===> Epoch[58](1494/26): Loss 1.3735, Sem 1.1000, dir -0.0677, norm 0.3413, swav 0.0000 LR: 8.645e-02 Score 65.444 Data time: 0.2154, Forward time: 2.2630, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.6232 [2020-11-08 15:35:43,812][root][INFO] - ===> Epoch[58](1495/26): Loss 1.4665, Sem 1.1094, dir -0.1005, norm 0.4575, swav 0.0000 LR: 8.644e-02 Score 64.604 Data time: 0.3341, Forward time: 2.2638, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 6.9569 [2020-11-08 15:35:48,991][root][INFO] - ===> Epoch[58](1496/26): Loss 1.4601, Sem 1.0858, dir -0.0568, norm 0.4311, swav 0.0000 LR: 8.643e-02 Score 68.282 Data time: 0.1909, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.0464 [2020-11-08 15:35:55,423][root][INFO] - ===> Epoch[58](1497/26): Loss 1.4224, Sem 1.0647, dir -0.0986, norm 0.4563, swav 0.0000 LR: 8.642e-02 Score 65.780 Data time: 0.2312, Forward time: 2.2638, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 6.3194 [2020-11-08 15:36:01,262][root][INFO] - ===> Epoch[58](1498/26): Loss 1.4061, Sem 1.0934, dir -0.0715, norm 0.3843, swav 0.0000 LR: 8.641e-02 Score 65.394 Data time: 0.2173, Forward time: 2.2639, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.7300 [2020-11-08 15:36:06,728][root][INFO] - ===> Epoch[58](1499/26): Loss 1.5449, Sem 1.0514, dir -0.0337, norm 0.5272, swav 0.0000 LR: 8.640e-02 Score 68.322 Data time: 0.2585, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.3730 [2020-11-08 15:36:12,506][root][INFO] - ===> Epoch[58](1500/26): Loss 1.4967, Sem 1.1207, dir -0.0552, norm 0.4312, swav 0.0000 LR: 8.639e-02 Score 66.587 Data time: 0.1868, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.6478 [2020-11-08 15:36:13,198][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 15:36:13,429][root][INFO] - ===> Start testing [2020-11-08 15:37:34,601][root][INFO] - 101/312: Data time: 0.0108, Iter time: 0.3303 Loss 0.221 (AVG: 1.105) Score 97.877 (AVG: 67.326) mIOU 18.996 mAP 39.506 mAcc 26.687 IOU: 62.543 93.144 18.608 9.073 58.255 3.823 36.631 0.000 10.459 14.123 0.000 1.889 8.170 5.514 0.000 0.000 19.741 3.006 23.342 11.588 mAP: 64.647 95.168 26.734 38.831 73.417 42.567 52.451 27.098 25.436 37.498 4.605 32.591 38.682 33.462 7.266 29.086 58.010 25.351 54.522 22.694 mAcc: 95.580 97.134 30.466 13.149 92.396 4.400 57.171 0.000 12.083 17.997 0.000 2.031 10.114 5.556 0.000 0.000 34.020 4.083 42.299 15.267 [2020-11-08 15:39:04,261][root][INFO] - 201/312: Data time: 0.0075, Iter time: 0.4087 Loss 0.681 (AVG: 1.094) Score 87.749 (AVG: 67.868) mIOU 18.934 mAP 38.095 mAcc 26.199 IOU: 63.019 93.806 19.942 9.800 59.347 4.511 38.507 0.000 10.731 10.986 0.000 2.126 8.580 7.780 0.000 0.039 17.430 3.240 16.951 11.893 mAP: 66.250 94.941 28.742 34.532 74.570 39.567 49.382 25.806 25.102 32.232 4.464 28.948 35.496 39.873 5.635 33.200 53.424 23.606 45.131 20.996 mAcc: 95.832 97.459 32.027 14.453 91.130 5.240 57.119 0.000 12.621 14.525 0.000 2.283 10.946 8.016 0.000 0.039 28.975 4.262 33.580 15.473 [2020-11-08 15:40:27,398][root][INFO] - 301/312: Data time: 0.0090, Iter time: 0.1800 Loss 0.478 (AVG: 1.073) Score 88.050 (AVG: 68.415) mIOU 19.019 mAP 38.903 mAcc 26.123 IOU: 63.502 94.157 19.627 10.907 58.335 5.340 39.139 0.000 9.638 10.931 0.000 2.356 8.065 7.339 0.000 0.033 19.060 3.503 16.896 11.556 mAP: 65.972 95.195 30.558 39.879 74.443 42.139 49.803 24.617 25.425 33.989 3.867 33.651 31.863 41.393 5.563 35.375 53.230 25.353 43.907 21.834 mAcc: 95.978 97.527 32.032 15.299 90.479 6.171 58.092 0.000 11.558 14.274 0.000 2.514 10.792 7.568 0.000 0.033 29.443 4.426 31.113 15.152 [2020-11-08 15:40:36,137][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.3168 Loss 1.209 (AVG: 1.068) Score 66.456 (AVG: 68.573) mIOU 19.093 mAP 38.817 mAcc 26.164 IOU: 63.596 94.179 19.674 10.923 58.816 5.324 39.563 0.000 10.340 10.872 0.000 2.297 8.157 7.129 0.000 0.292 19.027 3.481 16.734 11.465 mAP: 66.105 95.249 30.009 39.429 74.668 42.139 50.010 24.778 25.906 33.989 3.779 33.116 31.873 40.988 5.502 35.959 52.432 24.748 43.907 21.752 mAcc: 95.967 97.504 31.753 15.259 90.733 6.171 58.658 0.000 12.318 14.274 0.000 2.448 10.812 7.351 0.000 0.296 29.108 4.436 31.113 15.069 [2020-11-08 15:40:36,139][root][INFO] - Finished test. Elapsed time: 262.7075 [2020-11-08 15:40:51,758][root][INFO] - [2020-11-08 15:40:51,758][root][INFO] - ################################################################ [2020-11-08 15:40:51,758][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 15:40:51,759][root][INFO] - ################################################################ [2020-11-08 15:40:51,759][root][INFO] - cabinet : 0.000 0.002 0.054 [2020-11-08 15:40:51,759][root][INFO] - bed : 0.000 0.000 0.000 [2020-11-08 15:40:51,759][root][INFO] - chair : 0.226 0.408 0.591 [2020-11-08 15:40:51,759][root][INFO] - sofa : 0.000 0.000 0.000 [2020-11-08 15:40:51,759][root][INFO] - table : 0.058 0.178 0.360 [2020-11-08 15:40:51,759][root][INFO] - door : 0.000 0.000 0.000 [2020-11-08 15:40:51,759][root][INFO] - window : 0.000 0.000 0.003 [2020-11-08 15:40:51,759][root][INFO] - bookshelf : 0.000 0.000 0.000 [2020-11-08 15:40:51,759][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 15:40:51,759][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-08 15:40:51,759][root][INFO] - desk : 0.000 0.000 0.001 [2020-11-08 15:40:51,759][root][INFO] - curtain : 0.000 0.000 0.019 [2020-11-08 15:40:51,759][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 15:40:51,759][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 15:40:51,759][root][INFO] - toilet : 0.000 0.001 0.135 [2020-11-08 15:40:51,759][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-08 15:40:51,759][root][INFO] - bathtub : 0.000 0.000 0.008 [2020-11-08 15:40:51,759][root][INFO] - otherfurniture : 0.000 0.002 0.056 [2020-11-08 15:40:51,759][root][INFO] - ---------------------------------------------------------------- [2020-11-08 15:40:51,759][root][INFO] - average : 0.016 0.033 0.068 [2020-11-08 15:40:51,760][root][INFO] - [2020-11-08 15:40:52,142][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 15:40:52,810][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 15:40:53,036][root][INFO] - Current best mIoU: 19.093 at iter 1500 [2020-11-08 15:40:56,641][root][INFO] - ===> Epoch[58](1501/26): Loss 1.4746, Sem 1.1675, dir -0.0469, norm 0.3540, swav 0.0000 LR: 8.638e-02 Score 64.002 Data time: 0.1468, Forward time: 2.2636, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 3.5988 [2020-11-08 15:41:02,305][root][INFO] - ===> Epoch[58](1502/26): Loss 1.2283, Sem 0.9389, dir -0.0692, norm 0.3586, swav 0.0000 LR: 8.638e-02 Score 71.659 Data time: 0.1839, Forward time: 2.2635, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.5913 [2020-11-08 15:41:08,159][root][INFO] - ===> Epoch[58](1503/26): Loss 1.4443, Sem 1.1522, dir -0.0654, norm 0.3576, swav 0.0000 LR: 8.637e-02 Score 66.794 Data time: 0.1742, Forward time: 2.2632, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.7324 [2020-11-08 15:41:12,448][root][INFO] - ===> Epoch[58](1504/26): Loss 1.3262, Sem 1.1070, dir -0.0796, norm 0.2987, swav 0.0000 LR: 8.636e-02 Score 65.158 Data time: 0.1627, Forward time: 2.2628, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 4.1959 [2020-11-08 15:41:18,360][root][INFO] - ===> Epoch[58](1505/26): Loss 1.4039, Sem 0.9676, dir -0.0508, norm 0.4871, swav 0.0000 LR: 8.635e-02 Score 67.650 Data time: 0.2265, Forward time: 2.2630, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.8294 [2020-11-08 15:41:23,555][root][INFO] - ===> Epoch[58](1506/26): Loss 1.5729, Sem 1.0767, dir -0.0438, norm 0.5400, swav 0.0000 LR: 8.634e-02 Score 65.872 Data time: 0.2095, Forward time: 2.2629, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.0795 [2020-11-08 15:41:29,449][root][INFO] - ===> Epoch[58](1507/26): Loss 1.5312, Sem 1.1467, dir -0.0534, norm 0.4379, swav 0.0000 LR: 8.633e-02 Score 66.294 Data time: 0.3192, Forward time: 2.2634, Backward time: 3.1099, DDP time: 0.0049, Total iter time: 5.7758 [2020-11-08 15:41:35,459][root][INFO] - ===> Epoch[58](1508/26): Loss 1.3234, Sem 1.0646, dir -0.0791, norm 0.3379, swav 0.0000 LR: 8.632e-02 Score 69.296 Data time: 0.2932, Forward time: 2.2640, Backward time: 3.1094, DDP time: 0.0049, Total iter time: 5.8798 [2020-11-08 15:41:41,879][root][INFO] - ===> Epoch[59](1509/26): Loss 1.4782, Sem 1.1144, dir -0.0469, norm 0.4107, swav 0.0000 LR: 8.631e-02 Score 67.157 Data time: 0.1836, Forward time: 2.2639, Backward time: 3.1099, DDP time: 0.0049, Total iter time: 6.2934 [2020-11-08 15:41:47,142][root][INFO] - ===> Epoch[59](1510/26): Loss 1.7028, Sem 1.1261, dir -0.0413, norm 0.6180, swav 0.0000 LR: 8.630e-02 Score 64.622 Data time: 0.2349, Forward time: 2.2640, Backward time: 3.1094, DDP time: 0.0049, Total iter time: 5.1626 [2020-11-08 15:41:52,459][root][INFO] - ===> Epoch[59](1511/26): Loss 1.8137, Sem 1.3498, dir -0.0742, norm 0.5381, swav 0.0000 LR: 8.629e-02 Score 60.649 Data time: 0.2575, Forward time: 2.2643, Backward time: 3.1089, DDP time: 0.0049, Total iter time: 5.2238 [2020-11-08 15:41:57,536][root][INFO] - ===> Epoch[59](1512/26): Loss 1.4840, Sem 1.0741, dir -0.0475, norm 0.4574, swav 0.0000 LR: 8.628e-02 Score 65.409 Data time: 0.1981, Forward time: 2.2641, Backward time: 3.1086, DDP time: 0.0049, Total iter time: 4.9585 [2020-11-08 15:42:03,140][root][INFO] - ===> Epoch[59](1513/26): Loss 1.3004, Sem 1.0834, dir -0.1007, norm 0.3177, swav 0.0000 LR: 8.628e-02 Score 68.475 Data time: 0.2100, Forward time: 2.2642, Backward time: 3.1084, DDP time: 0.0049, Total iter time: 5.4763 [2020-11-08 15:42:08,960][root][INFO] - ===> Epoch[59](1514/26): Loss 1.5814, Sem 1.1767, dir -0.0500, norm 0.4547, swav 0.0000 LR: 8.627e-02 Score 64.727 Data time: 0.1644, Forward time: 2.2638, Backward time: 3.1089, DDP time: 0.0049, Total iter time: 5.6997 [2020-11-08 15:42:16,075][root][INFO] - ===> Epoch[59](1515/26): Loss 1.5217, Sem 1.1377, dir -0.0936, norm 0.4776, swav 0.0000 LR: 8.626e-02 Score 64.198 Data time: 0.1851, Forward time: 2.2635, Backward time: 3.1100, DDP time: 0.0049, Total iter time: 7.0425 [2020-11-08 15:42:21,180][root][INFO] - ===> Epoch[59](1516/26): Loss 1.1416, Sem 1.0168, dir -0.1538, norm 0.2786, swav 0.0000 LR: 8.625e-02 Score 68.717 Data time: 0.2337, Forward time: 2.2636, Backward time: 3.1095, DDP time: 0.0049, Total iter time: 5.0217 [2020-11-08 15:42:26,193][root][INFO] - ===> Epoch[59](1517/26): Loss 1.6112, Sem 1.2653, dir -0.1067, norm 0.4526, swav 0.0000 LR: 8.624e-02 Score 63.146 Data time: 0.1975, Forward time: 2.2635, Backward time: 3.1091, DDP time: 0.0049, Total iter time: 4.9021 [2020-11-08 15:42:32,919][root][INFO] - ===> Epoch[59](1518/26): Loss 1.4843, Sem 1.0871, dir -0.0489, norm 0.4460, swav 0.0000 LR: 8.623e-02 Score 66.509 Data time: 0.1982, Forward time: 2.2634, Backward time: 3.1099, DDP time: 0.0049, Total iter time: 6.6232 [2020-11-08 15:42:38,779][root][INFO] - ===> Epoch[59](1519/26): Loss 1.2029, Sem 1.0127, dir -0.1317, norm 0.3220, swav 0.0000 LR: 8.622e-02 Score 70.875 Data time: 0.1797, Forward time: 2.2631, Backward time: 3.1102, DDP time: 0.0049, Total iter time: 5.7585 [2020-11-08 15:42:45,418][root][INFO] - ===> Epoch[59](1520/26): Loss 1.5699, Sem 1.2533, dir -0.1217, norm 0.4382, swav 0.0000 LR: 8.621e-02 Score 61.342 Data time: 0.2090, Forward time: 2.2631, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.5506 [2020-11-08 15:42:50,441][root][INFO] - ===> Epoch[59](1521/26): Loss 1.4698, Sem 1.0938, dir -0.0884, norm 0.4644, swav 0.0000 LR: 8.620e-02 Score 64.641 Data time: 0.2404, Forward time: 2.2633, Backward time: 3.1101, DDP time: 0.0049, Total iter time: 4.9198 [2020-11-08 15:42:56,036][root][INFO] - ===> Epoch[59](1522/26): Loss 1.3587, Sem 1.1243, dir -0.0774, norm 0.3118, swav 0.0000 LR: 8.619e-02 Score 64.086 Data time: 0.2007, Forward time: 2.2632, Backward time: 3.1101, DDP time: 0.0049, Total iter time: 5.4796 [2020-11-08 15:43:02,451][root][INFO] - ===> Epoch[59](1523/26): Loss 1.5764, Sem 1.1107, dir -0.0433, norm 0.5090, swav 0.0000 LR: 8.618e-02 Score 65.392 Data time: 0.2162, Forward time: 2.2631, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 6.3022 [2020-11-08 15:43:08,806][root][INFO] - ===> Epoch[59](1524/26): Loss 1.5290, Sem 1.0524, dir -0.0432, norm 0.5197, swav 0.0000 LR: 8.617e-02 Score 66.079 Data time: 0.2057, Forward time: 2.2629, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 6.2567 [2020-11-08 15:43:15,349][root][INFO] - ===> Epoch[59](1525/26): Loss 1.5295, Sem 1.1128, dir -0.0523, norm 0.4690, swav 0.0000 LR: 8.617e-02 Score 66.375 Data time: 0.2218, Forward time: 2.2630, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 6.4496 [2020-11-08 15:43:20,974][root][INFO] - ===> Epoch[59](1526/26): Loss 1.3565, Sem 1.0583, dir -0.0960, norm 0.3942, swav 0.0000 LR: 8.616e-02 Score 67.237 Data time: 0.2566, Forward time: 2.2632, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.5092 [2020-11-08 15:43:27,357][root][INFO] - ===> Epoch[59](1527/26): Loss 1.4126, Sem 1.0385, dir -0.0457, norm 0.4198, swav 0.0000 LR: 8.615e-02 Score 67.360 Data time: 0.3610, Forward time: 2.2638, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.2513 [2020-11-08 15:43:33,373][root][INFO] - ===> Epoch[59](1528/26): Loss 1.6014, Sem 1.1572, dir -0.0596, norm 0.5038, swav 0.0000 LR: 8.614e-02 Score 69.420 Data time: 0.2789, Forward time: 2.2643, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.8777 [2020-11-08 15:43:38,767][root][INFO] - ===> Epoch[59](1529/26): Loss 1.5150, Sem 1.0994, dir -0.0606, norm 0.4762, swav 0.0000 LR: 8.613e-02 Score 67.945 Data time: 0.2441, Forward time: 2.2645, Backward time: 3.1102, DDP time: 0.0049, Total iter time: 5.2947 [2020-11-08 15:43:44,660][root][INFO] - ===> Epoch[59](1530/26): Loss 1.4849, Sem 1.0839, dir -0.0499, norm 0.4509, swav 0.0000 LR: 8.612e-02 Score 67.159 Data time: 0.2038, Forward time: 2.2643, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.7890 [2020-11-08 15:43:50,720][root][INFO] - ===> Epoch[59](1531/26): Loss 1.3085, Sem 1.0739, dir -0.1107, norm 0.3453, swav 0.0000 LR: 8.611e-02 Score 65.068 Data time: 0.2214, Forward time: 2.2643, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.9583 [2020-11-08 15:43:56,937][root][INFO] - ===> Epoch[59](1532/26): Loss 1.5038, Sem 1.1242, dir -0.1074, norm 0.4869, swav 0.0000 LR: 8.610e-02 Score 66.127 Data time: 0.1737, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 6.1104 [2020-11-08 15:44:02,410][root][INFO] - ===> Epoch[59](1533/26): Loss 1.2436, Sem 0.9525, dir -0.0789, norm 0.3699, swav 0.0000 LR: 8.609e-02 Score 69.456 Data time: 0.2086, Forward time: 2.2641, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.4235 [2020-11-08 15:44:08,497][root][INFO] - ===> Epoch[59](1534/26): Loss 1.1307, Sem 0.9500, dir -0.1337, norm 0.3144, swav 0.0000 LR: 8.608e-02 Score 70.422 Data time: 0.1551, Forward time: 2.2637, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.9589 [2020-11-08 15:44:14,007][root][INFO] - ===> Epoch[60](1535/26): Loss 1.5361, Sem 1.0888, dir -0.0415, norm 0.4889, swav 0.0000 LR: 8.607e-02 Score 66.374 Data time: 0.1706, Forward time: 2.2635, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.4757 [2020-11-08 15:44:19,245][root][INFO] - ===> Epoch[60](1536/26): Loss 1.3641, Sem 0.9369, dir -0.0479, norm 0.4751, swav 0.0000 LR: 8.606e-02 Score 71.804 Data time: 0.1776, Forward time: 2.2632, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.1387 [2020-11-08 15:44:24,905][root][INFO] - ===> Epoch[60](1537/26): Loss 1.3674, Sem 1.0348, dir -0.0570, norm 0.3896, swav 0.0000 LR: 8.606e-02 Score 67.332 Data time: 0.1915, Forward time: 2.2631, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.5785 [2020-11-08 15:44:29,941][root][INFO] - ===> Epoch[60](1538/26): Loss 1.3845, Sem 1.0867, dir -0.0620, norm 0.3599, swav 0.0000 LR: 8.605e-02 Score 63.648 Data time: 0.2518, Forward time: 2.2633, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 4.9160 [2020-11-08 15:44:34,637][root][INFO] - ===> Epoch[60](1539/26): Loss 1.4445, Sem 0.9966, dir -0.0848, norm 0.5326, swav 0.0000 LR: 8.604e-02 Score 69.490 Data time: 0.1944, Forward time: 2.2632, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 4.5797 [2020-11-08 15:44:41,118][root][INFO] - ===> Epoch[60](1540/26): Loss 1.4080, Sem 1.1382, dir -0.0902, norm 0.3600, swav 0.0000 LR: 8.603e-02 Score 63.138 Data time: 0.2409, Forward time: 2.2634, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 6.3664 [2020-11-08 15:44:47,387][root][INFO] - ===> Epoch[60](1541/26): Loss 1.2775, Sem 1.0088, dir -0.0432, norm 0.3119, swav 0.0000 LR: 8.602e-02 Score 68.587 Data time: 0.2093, Forward time: 2.2634, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.1504 [2020-11-08 15:44:53,072][root][INFO] - ===> Epoch[60](1542/26): Loss 1.4809, Sem 1.1728, dir -0.0675, norm 0.3755, swav 0.0000 LR: 8.601e-02 Score 63.279 Data time: 0.3036, Forward time: 2.2636, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.5704 [2020-11-08 15:44:59,216][root][INFO] - ===> Epoch[60](1543/26): Loss 1.3987, Sem 1.1320, dir -0.1286, norm 0.3954, swav 0.0000 LR: 8.600e-02 Score 64.204 Data time: 0.3022, Forward time: 2.2641, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 6.0205 [2020-11-08 15:45:05,036][root][INFO] - ===> Epoch[60](1544/26): Loss 1.3200, Sem 1.1408, dir -0.0957, norm 0.2748, swav 0.0000 LR: 8.599e-02 Score 63.159 Data time: 0.2880, Forward time: 2.2646, Backward time: 3.1099, DDP time: 0.0049, Total iter time: 5.7026 [2020-11-08 15:45:10,861][root][INFO] - ===> Epoch[60](1545/26): Loss 1.3378, Sem 1.0556, dir -0.0643, norm 0.3465, swav 0.0000 LR: 8.598e-02 Score 67.809 Data time: 0.1967, Forward time: 2.2644, Backward time: 3.1101, DDP time: 0.0049, Total iter time: 5.6997 [2020-11-08 15:45:17,662][root][INFO] - ===> Epoch[60](1546/26): Loss 1.4638, Sem 1.1065, dir -0.0549, norm 0.4122, swav 0.0000 LR: 8.597e-02 Score 65.968 Data time: 0.2058, Forward time: 2.2643, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.6940 [2020-11-08 15:45:23,903][root][INFO] - ===> Epoch[60](1547/26): Loss 1.2926, Sem 0.9414, dir -0.0915, norm 0.4427, swav 0.0000 LR: 8.596e-02 Score 72.656 Data time: 0.2135, Forward time: 2.2643, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 6.1379 [2020-11-08 15:45:29,989][root][INFO] - ===> Epoch[60](1548/26): Loss 1.2962, Sem 0.9849, dir -0.0996, norm 0.4109, swav 0.0000 LR: 8.595e-02 Score 68.999 Data time: 0.2390, Forward time: 2.2642, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.9715 [2020-11-08 15:45:36,086][root][INFO] - ===> Epoch[60](1549/26): Loss 1.5361, Sem 1.2185, dir -0.1000, norm 0.4176, swav 0.0000 LR: 8.595e-02 Score 62.629 Data time: 0.2708, Forward time: 2.2645, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 6.0029 [2020-11-08 15:45:43,407][root][INFO] - ===> Epoch[60](1550/26): Loss 1.5024, Sem 1.0581, dir -0.0613, norm 0.5055, swav 0.0000 LR: 8.594e-02 Score 65.534 Data time: 0.3819, Forward time: 2.2653, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 7.1982 [2020-11-08 15:45:49,005][root][INFO] - ===> Epoch[60](1551/26): Loss 1.5659, Sem 1.2192, dir -0.0682, norm 0.4149, swav 0.0000 LR: 8.593e-02 Score 61.366 Data time: 0.2381, Forward time: 2.2657, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.4760 [2020-11-08 15:45:53,943][root][INFO] - ===> Epoch[60](1552/26): Loss 1.5968, Sem 1.2669, dir -0.1114, norm 0.4413, swav 0.0000 LR: 8.592e-02 Score 58.978 Data time: 0.2185, Forward time: 2.2658, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 4.8047 [2020-11-08 15:45:58,667][root][INFO] - ===> Epoch[60](1553/26): Loss 1.3981, Sem 0.9932, dir -0.0914, norm 0.4963, swav 0.0000 LR: 8.591e-02 Score 68.088 Data time: 0.1376, Forward time: 2.2653, Backward time: 3.1102, DDP time: 0.0049, Total iter time: 4.6157 [2020-11-08 15:46:04,266][root][INFO] - ===> Epoch[60](1554/26): Loss 1.5920, Sem 1.1589, dir -0.0454, norm 0.4784, swav 0.0000 LR: 8.590e-02 Score 63.956 Data time: 0.2074, Forward time: 2.2653, Backward time: 3.1101, DDP time: 0.0049, Total iter time: 5.5408 [2020-11-08 15:46:09,376][root][INFO] - ===> Epoch[60](1555/26): Loss 1.2670, Sem 1.0624, dir -0.1294, norm 0.3340, swav 0.0000 LR: 8.589e-02 Score 68.135 Data time: 0.1368, Forward time: 2.2646, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.0101 [2020-11-08 15:46:14,382][root][INFO] - ===> Epoch[60](1556/26): Loss 1.4767, Sem 1.0759, dir -0.0431, norm 0.4439, swav 0.0000 LR: 8.588e-02 Score 66.372 Data time: 0.1728, Forward time: 2.2644, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 4.9601 [2020-11-08 15:46:19,940][root][INFO] - ===> Epoch[60](1557/26): Loss 1.3447, Sem 0.9696, dir -0.0415, norm 0.4166, swav 0.0000 LR: 8.587e-02 Score 71.651 Data time: 0.1824, Forward time: 2.2641, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.4713 [2020-11-08 15:46:25,282][root][INFO] - ===> Epoch[60](1558/26): Loss 1.5632, Sem 1.2470, dir -0.0760, norm 0.3922, swav 0.0000 LR: 8.586e-02 Score 61.155 Data time: 0.2389, Forward time: 2.2641, Backward time: 3.1102, DDP time: 0.0049, Total iter time: 5.2761 [2020-11-08 15:46:30,102][root][INFO] - ===> Epoch[60](1559/26): Loss 1.3083, Sem 1.0119, dir -0.0458, norm 0.3421, swav 0.0000 LR: 8.585e-02 Score 68.008 Data time: 0.1614, Forward time: 2.2638, Backward time: 3.1099, DDP time: 0.0049, Total iter time: 4.6977 [2020-11-08 15:46:35,024][root][INFO] - ===> Epoch[60](1560/26): Loss 1.3149, Sem 1.0880, dir -0.0780, norm 0.3049, swav 0.0000 LR: 8.585e-02 Score 67.333 Data time: 0.2117, Forward time: 2.2637, Backward time: 3.1094, DDP time: 0.0049, Total iter time: 4.8489 [2020-11-08 15:46:41,861][root][INFO] - ===> Epoch[61](1561/26): Loss 1.3148, Sem 1.0049, dir -0.0840, norm 0.3939, swav 0.0000 LR: 8.584e-02 Score 71.124 Data time: 0.2152, Forward time: 2.2637, Backward time: 3.1100, DDP time: 0.0049, Total iter time: 6.7257 [2020-11-08 15:46:47,334][root][INFO] - ===> Epoch[61](1562/26): Loss 1.2899, Sem 0.9885, dir -0.0761, norm 0.3775, swav 0.0000 LR: 8.583e-02 Score 68.782 Data time: 0.2021, Forward time: 2.2638, Backward time: 3.1098, DDP time: 0.0049, Total iter time: 5.3765 [2020-11-08 15:46:52,572][root][INFO] - ===> Epoch[61](1563/26): Loss 1.1759, Sem 0.9977, dir -0.1599, norm 0.3381, swav 0.0000 LR: 8.582e-02 Score 68.281 Data time: 0.1848, Forward time: 2.2637, Backward time: 3.1096, DDP time: 0.0049, Total iter time: 5.1132 [2020-11-08 15:46:58,983][root][INFO] - ===> Epoch[61](1564/26): Loss 1.6841, Sem 1.2936, dir -0.0440, norm 0.4345, swav 0.0000 LR: 8.581e-02 Score 58.865 Data time: 0.2239, Forward time: 2.2638, Backward time: 3.1098, DDP time: 0.0049, Total iter time: 6.2992 [2020-11-08 15:47:04,479][root][INFO] - ===> Epoch[61](1565/26): Loss 1.4973, Sem 1.0290, dir -0.0450, norm 0.5132, swav 0.0000 LR: 8.580e-02 Score 67.270 Data time: 0.2011, Forward time: 2.2637, Backward time: 3.1098, DDP time: 0.0049, Total iter time: 5.3568 [2020-11-08 15:47:10,894][root][INFO] - ===> Epoch[61](1566/26): Loss 1.4826, Sem 1.0176, dir -0.0548, norm 0.5198, swav 0.0000 LR: 8.579e-02 Score 69.405 Data time: 0.1854, Forward time: 2.2635, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 6.3133 [2020-11-08 15:47:16,674][root][INFO] - ===> Epoch[61](1567/26): Loss 1.5063, Sem 1.1040, dir -0.0862, norm 0.4885, swav 0.0000 LR: 8.578e-02 Score 65.717 Data time: 0.3258, Forward time: 2.2640, Backward time: 3.1099, DDP time: 0.0049, Total iter time: 5.6826 [2020-11-08 15:47:23,369][root][INFO] - ===> Epoch[61](1568/26): Loss 1.4857, Sem 1.0786, dir -0.0582, norm 0.4653, swav 0.0000 LR: 8.577e-02 Score 66.776 Data time: 0.3603, Forward time: 2.2647, Backward time: 3.1097, DDP time: 0.0049, Total iter time: 6.5592 [2020-11-08 15:47:29,048][root][INFO] - ===> Epoch[61](1569/26): Loss 1.4970, Sem 1.1213, dir -0.0704, norm 0.4462, swav 0.0000 LR: 8.576e-02 Score 67.275 Data time: 0.1662, Forward time: 2.2644, Backward time: 3.1099, DDP time: 0.0049, Total iter time: 5.5444 [2020-11-08 15:47:34,355][root][INFO] - ===> Epoch[61](1570/26): Loss 1.3579, Sem 1.0054, dir -0.0514, norm 0.4039, swav 0.0000 LR: 8.575e-02 Score 69.281 Data time: 0.2498, Forward time: 2.2646, Backward time: 3.1094, DDP time: 0.0049, Total iter time: 5.2200 [2020-11-08 15:47:40,661][root][INFO] - ===> Epoch[61](1571/26): Loss 1.4033, Sem 1.0348, dir -0.0534, norm 0.4220, swav 0.0000 LR: 8.574e-02 Score 69.090 Data time: 0.2622, Forward time: 2.2650, Backward time: 3.1093, DDP time: 0.0049, Total iter time: 6.1967 [2020-11-08 15:47:46,856][root][INFO] - ===> Epoch[61](1572/26): Loss 1.4604, Sem 1.1480, dir -0.0630, norm 0.3754, swav 0.0000 LR: 8.574e-02 Score 65.673 Data time: 0.2280, Forward time: 2.2652, Backward time: 3.1094, DDP time: 0.0049, Total iter time: 6.0922 [2020-11-08 15:47:52,592][root][INFO] - ===> Epoch[61](1573/26): Loss 1.6880, Sem 1.1841, dir -0.0297, norm 0.5336, swav 0.0000 LR: 8.573e-02 Score 63.541 Data time: 0.2715, Forward time: 2.2653, Backward time: 3.1093, DDP time: 0.0049, Total iter time: 5.6400 [2020-11-08 15:47:57,575][root][INFO] - ===> Epoch[61](1574/26): Loss 1.4685, Sem 1.0723, dir -0.0557, norm 0.4519, swav 0.0000 LR: 8.572e-02 Score 69.219 Data time: 0.2388, Forward time: 2.2655, Backward time: 3.1086, DDP time: 0.0049, Total iter time: 4.8930 [2020-11-08 15:48:04,137][root][INFO] - ===> Epoch[61](1575/26): Loss 1.3613, Sem 1.0766, dir -0.0921, norm 0.3768, swav 0.0000 LR: 8.571e-02 Score 68.245 Data time: 0.2826, Forward time: 2.2659, Backward time: 3.1087, DDP time: 0.0049, Total iter time: 6.4441 [2020-11-08 15:48:10,193][root][INFO] - ===> Epoch[61](1576/26): Loss 1.5069, Sem 1.0925, dir -0.0442, norm 0.4586, swav 0.0000 LR: 8.570e-02 Score 65.146 Data time: 0.2413, Forward time: 2.2661, Backward time: 3.1087, DDP time: 0.0049, Total iter time: 5.9222 [2020-11-08 15:48:15,420][root][INFO] - ===> Epoch[61](1577/26): Loss 1.5530, Sem 0.9675, dir -0.0217, norm 0.6072, swav 0.0000 LR: 8.569e-02 Score 73.245 Data time: 0.2561, Forward time: 2.2663, Backward time: 3.1081, DDP time: 0.0049, Total iter time: 5.1284 [2020-11-08 15:48:19,790][root][INFO] - ===> Epoch[61](1578/26): Loss 1.6082, Sem 1.0469, dir -0.0429, norm 0.6043, swav 0.0000 LR: 8.568e-02 Score 70.224 Data time: 0.1862, Forward time: 2.2662, Backward time: 3.1074, DDP time: 0.0049, Total iter time: 4.2546 [2020-11-08 15:48:25,924][root][INFO] - ===> Epoch[61](1579/26): Loss 1.8193, Sem 1.2856, dir -0.0371, norm 0.5707, swav 0.0000 LR: 8.567e-02 Score 60.306 Data time: 0.2992, Forward time: 2.2667, Backward time: 3.1071, DDP time: 0.0049, Total iter time: 6.0619 [2020-11-08 15:48:32,963][root][INFO] - ===> Epoch[61](1580/26): Loss 1.3948, Sem 1.0422, dir -0.0719, norm 0.4245, swav 0.0000 LR: 8.566e-02 Score 67.862 Data time: 0.2065, Forward time: 2.2667, Backward time: 3.1079, DDP time: 0.0049, Total iter time: 6.9345 [2020-11-08 15:48:38,632][root][INFO] - ===> Epoch[61](1581/26): Loss 1.3975, Sem 1.0699, dir -0.0760, norm 0.4036, swav 0.0000 LR: 8.565e-02 Score 67.893 Data time: 0.2514, Forward time: 2.2667, Backward time: 3.1078, DDP time: 0.0049, Total iter time: 5.5819 [2020-11-08 15:48:43,959][root][INFO] - ===> Epoch[61](1582/26): Loss 1.5524, Sem 1.1113, dir -0.0694, norm 0.5106, swav 0.0000 LR: 8.564e-02 Score 69.096 Data time: 0.2767, Forward time: 2.2669, Backward time: 3.1073, DDP time: 0.0049, Total iter time: 5.2162 [2020-11-08 15:48:49,070][root][INFO] - ===> Epoch[61](1583/26): Loss 1.5416, Sem 1.0931, dir -0.0377, norm 0.4861, swav 0.0000 LR: 8.563e-02 Score 64.140 Data time: 0.2425, Forward time: 2.2672, Backward time: 3.1066, DDP time: 0.0049, Total iter time: 4.9786 [2020-11-08 15:48:54,884][root][INFO] - ===> Epoch[61](1584/26): Loss 1.3442, Sem 1.1216, dir -0.1089, norm 0.3314, swav 0.0000 LR: 8.563e-02 Score 67.783 Data time: 0.1835, Forward time: 2.2670, Backward time: 3.1068, DDP time: 0.0049, Total iter time: 5.6968 [2020-11-08 15:49:00,838][root][INFO] - ===> Epoch[61](1585/26): Loss 1.4713, Sem 1.0295, dir -0.0654, norm 0.5072, swav 0.0000 LR: 8.562e-02 Score 68.026 Data time: 0.2278, Forward time: 2.2671, Backward time: 3.1068, DDP time: 0.0049, Total iter time: 5.8699 [2020-11-08 15:49:06,587][root][INFO] - ===> Epoch[61](1586/26): Loss 1.7588, Sem 1.1548, dir -0.0499, norm 0.6539, swav 0.0000 LR: 8.561e-02 Score 65.758 Data time: 0.2816, Forward time: 2.2675, Backward time: 3.1063, DDP time: 0.0049, Total iter time: 5.6221 [2020-11-08 15:49:13,086][root][INFO] - ===> Epoch[62](1587/26): Loss 1.6067, Sem 1.1196, dir -0.0462, norm 0.5333, swav 0.0000 LR: 8.560e-02 Score 68.240 Data time: 0.2671, Forward time: 2.2678, Backward time: 3.1065, DDP time: 0.0049, Total iter time: 6.3758 [2020-11-08 15:49:19,714][root][INFO] - ===> Epoch[62](1588/26): Loss 1.3781, Sem 1.0506, dir -0.0985, norm 0.4260, swav 0.0000 LR: 8.559e-02 Score 65.314 Data time: 0.2884, Forward time: 2.2686, Backward time: 3.1062, DDP time: 0.0049, Total iter time: 6.4785 [2020-11-08 15:49:25,503][root][INFO] - ===> Epoch[62](1589/26): Loss 1.4600, Sem 1.1089, dir -0.0448, norm 0.3959, swav 0.0000 LR: 8.558e-02 Score 65.555 Data time: 0.1599, Forward time: 2.2682, Backward time: 3.1065, DDP time: 0.0049, Total iter time: 5.6450 [2020-11-08 15:49:31,002][root][INFO] - ===> Epoch[62](1590/26): Loss 1.5062, Sem 1.0408, dir -0.0242, norm 0.4896, swav 0.0000 LR: 8.557e-02 Score 65.549 Data time: 0.2216, Forward time: 2.2684, Backward time: 3.1062, DDP time: 0.0049, Total iter time: 5.3832 [2020-11-08 15:49:37,534][root][INFO] - ===> Epoch[62](1591/26): Loss 1.4643, Sem 1.0382, dir -0.0698, norm 0.4958, swav 0.0000 LR: 8.556e-02 Score 65.251 Data time: 0.2189, Forward time: 2.2684, Backward time: 3.1066, DDP time: 0.0049, Total iter time: 6.4192 [2020-11-08 15:49:42,267][root][INFO] - ===> Epoch[62](1592/26): Loss 1.4791, Sem 1.0581, dir -0.0582, norm 0.4792, swav 0.0000 LR: 8.555e-02 Score 69.153 Data time: 0.2309, Forward time: 2.2685, Backward time: 3.1059, DDP time: 0.0049, Total iter time: 4.6096 [2020-11-08 15:49:47,355][root][INFO] - ===> Epoch[62](1593/26): Loss 1.2916, Sem 1.0369, dir -0.0743, norm 0.3290, swav 0.0000 LR: 8.554e-02 Score 68.899 Data time: 0.2291, Forward time: 2.2686, Backward time: 3.1054, DDP time: 0.0049, Total iter time: 4.9794 [2020-11-08 15:49:52,241][root][INFO] - ===> Epoch[62](1594/26): Loss 1.4877, Sem 1.1016, dir -0.0608, norm 0.4469, swav 0.0000 LR: 8.553e-02 Score 64.200 Data time: 0.2419, Forward time: 2.2685, Backward time: 3.1048, DDP time: 0.0049, Total iter time: 4.7777 [2020-11-08 15:49:57,808][root][INFO] - ===> Epoch[62](1595/26): Loss 1.3322, Sem 0.9608, dir -0.0418, norm 0.4132, swav 0.0000 LR: 8.552e-02 Score 71.635 Data time: 0.1874, Forward time: 2.2683, Backward time: 3.1049, DDP time: 0.0049, Total iter time: 5.4677 [2020-11-08 15:50:02,561][root][INFO] - ===> Epoch[62](1596/26): Loss 1.3027, Sem 1.0861, dir -0.0885, norm 0.3052, swav 0.0000 LR: 8.552e-02 Score 68.779 Data time: 0.1895, Forward time: 2.2683, Backward time: 3.1044, DDP time: 0.0049, Total iter time: 4.6627 [2020-11-08 15:50:08,276][root][INFO] - ===> Epoch[62](1597/26): Loss 1.4035, Sem 1.0860, dir -0.0696, norm 0.3872, swav 0.0000 LR: 8.551e-02 Score 63.788 Data time: 0.2220, Forward time: 2.2683, Backward time: 3.1043, DDP time: 0.0049, Total iter time: 5.6065 [2020-11-08 15:50:13,542][root][INFO] - ===> Epoch[62](1598/26): Loss 1.3567, Sem 1.0088, dir -0.0734, norm 0.4214, swav 0.0000 LR: 8.550e-02 Score 68.694 Data time: 0.2355, Forward time: 2.2685, Backward time: 3.1038, DDP time: 0.0049, Total iter time: 5.1550 [2020-11-08 15:50:19,082][root][INFO] - ===> Epoch[62](1599/26): Loss 1.4544, Sem 1.1652, dir -0.1411, norm 0.4304, swav 0.0000 LR: 8.549e-02 Score 63.544 Data time: 0.2028, Forward time: 2.2685, Backward time: 3.1036, DDP time: 0.0049, Total iter time: 5.4211 [2020-11-08 15:50:25,518][root][INFO] - ===> Epoch[62](1600/26): Loss 1.5277, Sem 1.1604, dir -0.0792, norm 0.4465, swav 0.0000 LR: 8.548e-02 Score 65.486 Data time: 0.1432, Forward time: 2.2680, Backward time: 3.1046, DDP time: 0.0049, Total iter time: 6.3233 [2020-11-08 15:50:32,183][root][INFO] - ===> Epoch[62](1601/26): Loss 1.4160, Sem 1.0948, dir -0.0934, norm 0.4146, swav 0.0000 LR: 8.547e-02 Score 66.217 Data time: 0.2385, Forward time: 2.2683, Backward time: 3.1050, DDP time: 0.0049, Total iter time: 6.5890 [2020-11-08 15:50:37,777][root][INFO] - ===> Epoch[62](1602/26): Loss 1.3737, Sem 1.1075, dir -0.1098, norm 0.3761, swav 0.0000 LR: 8.546e-02 Score 67.120 Data time: 0.2344, Forward time: 2.2681, Backward time: 3.1050, DDP time: 0.0049, Total iter time: 5.4790 [2020-11-08 15:50:43,603][root][INFO] - ===> Epoch[62](1603/26): Loss 1.2381, Sem 0.9903, dir -0.1235, norm 0.3714, swav 0.0000 LR: 8.545e-02 Score 70.295 Data time: 0.2597, Forward time: 2.2685, Backward time: 3.1046, DDP time: 0.0049, Total iter time: 5.7533 [2020-11-08 15:50:50,142][root][INFO] - ===> Epoch[62](1604/26): Loss 1.3664, Sem 0.9404, dir -0.0749, norm 0.5009, swav 0.0000 LR: 8.544e-02 Score 70.327 Data time: 0.2239, Forward time: 2.2687, Backward time: 3.1049, DDP time: 0.0049, Total iter time: 6.4080 [2020-11-08 15:50:54,829][root][INFO] - ===> Epoch[62](1605/26): Loss 1.5011, Sem 1.1308, dir -0.0770, norm 0.4473, swav 0.0000 LR: 8.543e-02 Score 65.619 Data time: 0.1862, Forward time: 2.2684, Backward time: 3.1045, DDP time: 0.0049, Total iter time: 4.5490 [2020-11-08 15:51:01,130][root][INFO] - ===> Epoch[62](1606/26): Loss 1.4936, Sem 1.1301, dir -0.0693, norm 0.4328, swav 0.0000 LR: 8.542e-02 Score 65.713 Data time: 0.2931, Forward time: 2.2689, Backward time: 3.1044, DDP time: 0.0049, Total iter time: 6.2380 [2020-11-08 15:51:06,093][root][INFO] - ===> Epoch[62](1607/26): Loss 1.5486, Sem 1.1109, dir -0.0688, norm 0.5065, swav 0.0000 LR: 8.541e-02 Score 65.265 Data time: 0.2123, Forward time: 2.2689, Backward time: 3.1038, DDP time: 0.0049, Total iter time: 4.8343 [2020-11-08 15:51:12,026][root][INFO] - ===> Epoch[62](1608/26): Loss 1.4925, Sem 1.0130, dir -0.0513, norm 0.5308, swav 0.0000 LR: 8.541e-02 Score 67.381 Data time: 0.2272, Forward time: 2.2690, Backward time: 3.1038, DDP time: 0.0049, Total iter time: 5.8349 [2020-11-08 15:51:17,658][root][INFO] - ===> Epoch[62](1609/26): Loss 1.2426, Sem 0.9779, dir -0.1253, norm 0.3901, swav 0.0000 LR: 8.540e-02 Score 71.978 Data time: 0.1766, Forward time: 2.2688, Backward time: 3.1039, DDP time: 0.0049, Total iter time: 5.5226 [2020-11-08 15:51:22,957][root][INFO] - ===> Epoch[62](1610/26): Loss 1.4095, Sem 1.0629, dir -0.0778, norm 0.4244, swav 0.0000 LR: 8.539e-02 Score 66.531 Data time: 0.2004, Forward time: 2.2687, Backward time: 3.1037, DDP time: 0.0049, Total iter time: 5.2006 [2020-11-08 15:51:28,954][root][INFO] - ===> Epoch[62](1611/26): Loss 1.4437, Sem 1.1230, dir -0.1150, norm 0.4357, swav 0.0000 LR: 8.538e-02 Score 66.826 Data time: 0.2540, Forward time: 2.2691, Backward time: 3.1035, DDP time: 0.0049, Total iter time: 5.8831 [2020-11-08 15:51:34,097][root][INFO] - ===> Epoch[62](1612/26): Loss 1.6009, Sem 1.1371, dir -0.0857, norm 0.5495, swav 0.0000 LR: 8.537e-02 Score 66.350 Data time: 0.2356, Forward time: 2.2693, Backward time: 3.1029, DDP time: 0.0049, Total iter time: 5.0032 [2020-11-08 15:51:40,578][root][INFO] - ===> Epoch[63](1613/26): Loss 1.3625, Sem 1.0043, dir -0.0434, norm 0.4016, swav 0.0000 LR: 8.536e-02 Score 69.030 Data time: 0.1982, Forward time: 2.2691, Backward time: 3.1035, DDP time: 0.0049, Total iter time: 6.3646 [2020-11-08 15:51:46,815][root][INFO] - ===> Epoch[63](1614/26): Loss 1.4901, Sem 1.2666, dir -0.0830, norm 0.3065, swav 0.0000 LR: 8.535e-02 Score 61.400 Data time: 0.1903, Forward time: 2.2690, Backward time: 3.1039, DDP time: 0.0049, Total iter time: 6.1365 [2020-11-08 15:51:52,974][root][INFO] - ===> Epoch[63](1615/26): Loss 1.4262, Sem 1.1570, dir -0.0883, norm 0.3575, swav 0.0000 LR: 8.534e-02 Score 66.384 Data time: 0.1923, Forward time: 2.2689, Backward time: 3.1043, DDP time: 0.0049, Total iter time: 6.0369 [2020-11-08 15:51:59,660][root][INFO] - ===> Epoch[63](1616/26): Loss 1.3311, Sem 1.0073, dir -0.0451, norm 0.3689, swav 0.0000 LR: 8.533e-02 Score 69.340 Data time: 0.2003, Forward time: 2.2687, Backward time: 3.1050, DDP time: 0.0049, Total iter time: 6.5765 [2020-11-08 15:52:04,949][root][INFO] - ===> Epoch[63](1617/26): Loss 1.3685, Sem 1.1679, dir -0.1157, norm 0.3163, swav 0.0000 LR: 8.532e-02 Score 63.126 Data time: 0.1966, Forward time: 2.2686, Backward time: 3.1048, DDP time: 0.0049, Total iter time: 5.1900 [2020-11-08 15:52:10,823][root][INFO] - ===> Epoch[63](1618/26): Loss 1.4603, Sem 1.0305, dir -0.0372, norm 0.4670, swav 0.0000 LR: 8.531e-02 Score 68.144 Data time: 0.2233, Forward time: 2.2687, Backward time: 3.1048, DDP time: 0.0049, Total iter time: 5.7563 [2020-11-08 15:52:15,924][root][INFO] - ===> Epoch[63](1619/26): Loss 1.5967, Sem 0.9992, dir -0.0233, norm 0.6207, swav 0.0000 LR: 8.530e-02 Score 71.824 Data time: 0.2472, Forward time: 2.2689, Backward time: 3.1042, DDP time: 0.0049, Total iter time: 4.9919 [2020-11-08 15:52:21,911][root][INFO] - ===> Epoch[63](1620/26): Loss 1.6289, Sem 1.0337, dir -0.0359, norm 0.6311, swav 0.0000 LR: 8.530e-02 Score 66.383 Data time: 0.1981, Forward time: 2.2687, Backward time: 3.1045, DDP time: 0.0049, Total iter time: 5.8729 [2020-11-08 15:52:26,808][root][INFO] - ===> Epoch[63](1621/26): Loss 1.5389, Sem 1.0487, dir -0.0169, norm 0.5072, swav 0.0000 LR: 8.529e-02 Score 68.799 Data time: 0.2385, Forward time: 2.2689, Backward time: 3.1038, DDP time: 0.0049, Total iter time: 4.8052 [2020-11-08 15:52:33,195][root][INFO] - ===> Epoch[63](1622/26): Loss 1.3950, Sem 1.0523, dir -0.0595, norm 0.4022, swav 0.0000 LR: 8.528e-02 Score 67.870 Data time: 0.3823, Forward time: 2.2694, Backward time: 3.1035, DDP time: 0.0049, Total iter time: 6.2842 [2020-11-08 15:52:38,522][root][INFO] - ===> Epoch[63](1623/26): Loss 1.6668, Sem 1.2545, dir -0.0751, norm 0.4875, swav 0.0000 LR: 8.527e-02 Score 62.795 Data time: 0.2312, Forward time: 2.2697, Backward time: 3.1030, DDP time: 0.0049, Total iter time: 5.2004 [2020-11-08 15:52:43,463][root][INFO] - ===> Epoch[63](1624/26): Loss 1.4807, Sem 1.1185, dir -0.0288, norm 0.3910, swav 0.0000 LR: 8.526e-02 Score 67.405 Data time: 0.1706, Forward time: 2.2695, Backward time: 3.1028, DDP time: 0.0049, Total iter time: 4.8503 [2020-11-08 15:52:49,034][root][INFO] - ===> Epoch[63](1625/26): Loss 1.4897, Sem 1.0606, dir -0.0770, norm 0.5060, swav 0.0000 LR: 8.525e-02 Score 65.554 Data time: 0.2070, Forward time: 2.2696, Backward time: 3.1026, DDP time: 0.0049, Total iter time: 5.5319 [2020-11-08 15:52:54,489][root][INFO] - ===> Epoch[63](1626/26): Loss 1.3009, Sem 0.8855, dir -0.0439, norm 0.4593, swav 0.0000 LR: 8.524e-02 Score 72.830 Data time: 0.2494, Forward time: 2.2696, Backward time: 3.1024, DDP time: 0.0049, Total iter time: 5.3378 [2020-11-08 15:53:00,162][root][INFO] - ===> Epoch[63](1627/26): Loss 1.4061, Sem 1.1627, dir -0.0976, norm 0.3410, swav 0.0000 LR: 8.523e-02 Score 65.428 Data time: 0.2612, Forward time: 2.2699, Backward time: 3.1021, DDP time: 0.0049, Total iter time: 5.5786 [2020-11-08 15:53:05,508][root][INFO] - ===> Epoch[63](1628/26): Loss 1.3682, Sem 0.9853, dir -0.0614, norm 0.4443, swav 0.0000 LR: 8.522e-02 Score 68.758 Data time: 0.1933, Forward time: 2.2698, Backward time: 3.1019, DDP time: 0.0049, Total iter time: 5.2506 [2020-11-08 15:53:10,518][root][INFO] - ===> Epoch[63](1629/26): Loss 1.6177, Sem 1.1475, dir -0.0292, norm 0.4994, swav 0.0000 LR: 8.521e-02 Score 64.698 Data time: 0.1766, Forward time: 2.2695, Backward time: 3.1017, DDP time: 0.0049, Total iter time: 4.9327 [2020-11-08 15:53:15,793][root][INFO] - ===> Epoch[63](1630/26): Loss 1.4385, Sem 1.0026, dir -0.0527, norm 0.4887, swav 0.0000 LR: 8.520e-02 Score 68.246 Data time: 0.1442, Forward time: 2.2691, Backward time: 3.1019, DDP time: 0.0049, Total iter time: 5.2135 [2020-11-08 15:53:21,374][root][INFO] - ===> Epoch[63](1631/26): Loss 1.4765, Sem 1.0768, dir -0.0833, norm 0.4831, swav 0.0000 LR: 8.519e-02 Score 63.322 Data time: 0.2096, Forward time: 2.2690, Backward time: 3.1019, DDP time: 0.0049, Total iter time: 5.5264 [2020-11-08 15:53:28,423][root][INFO] - ===> Epoch[63](1632/26): Loss 1.5534, Sem 1.1632, dir -0.0828, norm 0.4730, swav 0.0000 LR: 8.519e-02 Score 62.391 Data time: 0.3749, Forward time: 2.2698, Backward time: 3.1019, DDP time: 0.0049, Total iter time: 6.9587 [2020-11-08 15:53:36,122][root][INFO] - ===> Epoch[63](1633/26): Loss 1.2859, Sem 0.8828, dir -0.0343, norm 0.4374, swav 0.0000 LR: 8.518e-02 Score 74.480 Data time: 0.2593, Forward time: 2.2700, Backward time: 3.1028, DDP time: 0.0049, Total iter time: 7.5641 [2020-11-08 15:53:41,803][root][INFO] - ===> Epoch[63](1634/26): Loss 1.6930, Sem 1.2367, dir -0.0580, norm 0.5144, swav 0.0000 LR: 8.517e-02 Score 66.255 Data time: 0.2949, Forward time: 2.2703, Backward time: 3.1024, DDP time: 0.0049, Total iter time: 5.5666 [2020-11-08 15:53:47,056][root][INFO] - ===> Epoch[63](1635/26): Loss 1.3655, Sem 1.0296, dir -0.0807, norm 0.4166, swav 0.0000 LR: 8.516e-02 Score 67.369 Data time: 0.1868, Forward time: 2.2701, Backward time: 3.1022, DDP time: 0.0049, Total iter time: 5.1395 [2020-11-08 15:53:51,988][root][INFO] - ===> Epoch[63](1636/26): Loss 1.3898, Sem 1.0340, dir -0.0767, norm 0.4326, swav 0.0000 LR: 8.515e-02 Score 66.833 Data time: 0.1420, Forward time: 2.2698, Backward time: 3.1022, DDP time: 0.0049, Total iter time: 4.8490 [2020-11-08 15:53:57,795][root][INFO] - ===> Epoch[63](1637/26): Loss 1.4348, Sem 1.0145, dir -0.0619, norm 0.4821, swav 0.0000 LR: 8.514e-02 Score 69.302 Data time: 0.1483, Forward time: 2.2693, Backward time: 3.1026, DDP time: 0.0049, Total iter time: 5.7309 [2020-11-08 15:54:02,808][root][INFO] - ===> Epoch[63](1638/26): Loss 1.5245, Sem 1.1632, dir -0.0686, norm 0.4299, swav 0.0000 LR: 8.513e-02 Score 60.998 Data time: 0.1791, Forward time: 2.2693, Backward time: 3.1023, DDP time: 0.0049, Total iter time: 4.9704 [2020-11-08 15:54:09,171][root][INFO] - ===> Epoch[64](1639/26): Loss 1.4814, Sem 1.1816, dir -0.0717, norm 0.3715, swav 0.0000 LR: 8.512e-02 Score 63.982 Data time: 0.1458, Forward time: 2.2689, Backward time: 3.1031, DDP time: 0.0049, Total iter time: 6.2527 [2020-11-08 15:54:15,021][root][INFO] - ===> Epoch[64](1640/26): Loss 1.2894, Sem 1.0110, dir -0.0820, norm 0.3604, swav 0.0000 LR: 8.511e-02 Score 66.531 Data time: 0.2011, Forward time: 2.2688, Backward time: 3.1033, DDP time: 0.0049, Total iter time: 5.7704 [2020-11-08 15:54:19,447][root][INFO] - ===> Epoch[64](1641/26): Loss 1.3159, Sem 1.0878, dir -0.1593, norm 0.3874, swav 0.0000 LR: 8.510e-02 Score 64.077 Data time: 0.2076, Forward time: 2.2687, Backward time: 3.1026, DDP time: 0.0050, Total iter time: 4.3219 [2020-11-08 15:54:25,930][root][INFO] - ===> Epoch[64](1642/26): Loss 1.1965, Sem 0.9766, dir -0.0793, norm 0.2992, swav 0.0000 LR: 8.509e-02 Score 68.889 Data time: 0.1960, Forward time: 2.2687, Backward time: 3.1030, DDP time: 0.0050, Total iter time: 6.3961 [2020-11-08 15:54:32,234][root][INFO] - ===> Epoch[64](1643/26): Loss 1.3377, Sem 0.9490, dir -0.0770, norm 0.4658, swav 0.0000 LR: 8.509e-02 Score 73.031 Data time: 0.1854, Forward time: 2.2684, Backward time: 3.1036, DDP time: 0.0050, Total iter time: 6.1983 [2020-11-08 15:54:37,641][root][INFO] - ===> Epoch[64](1644/26): Loss 1.1744, Sem 0.8878, dir -0.1204, norm 0.4071, swav 0.0000 LR: 8.508e-02 Score 71.945 Data time: 0.2508, Forward time: 2.2687, Backward time: 3.1031, DDP time: 0.0049, Total iter time: 5.3408 [2020-11-08 15:54:43,976][root][INFO] - ===> Epoch[64](1645/26): Loss 1.4250, Sem 1.1042, dir -0.1112, norm 0.4319, swav 0.0000 LR: 8.507e-02 Score 67.027 Data time: 0.2206, Forward time: 2.2688, Backward time: 3.1034, DDP time: 0.0049, Total iter time: 6.1976 [2020-11-08 15:54:51,119][root][INFO] - ===> Epoch[64](1646/26): Loss 1.5045, Sem 1.0633, dir -0.0740, norm 0.5153, swav 0.0000 LR: 8.506e-02 Score 65.179 Data time: 0.2166, Forward time: 2.2688, Backward time: 3.1042, DDP time: 0.0049, Total iter time: 7.0506 [2020-11-08 15:54:58,478][root][INFO] - ===> Epoch[64](1647/26): Loss 1.3373, Sem 1.0819, dir -0.1010, norm 0.3564, swav 0.0000 LR: 8.505e-02 Score 67.407 Data time: 0.2256, Forward time: 2.2688, Backward time: 3.1051, DDP time: 0.0049, Total iter time: 7.2724 [2020-11-08 15:55:04,359][root][INFO] - ===> Epoch[64](1648/26): Loss 1.4405, Sem 1.0815, dir -0.1093, norm 0.4683, swav 0.0000 LR: 8.504e-02 Score 64.099 Data time: 0.2679, Forward time: 2.2692, Backward time: 3.1048, DDP time: 0.0049, Total iter time: 5.7779 [2020-11-08 15:55:10,222][root][INFO] - ===> Epoch[64](1649/26): Loss 1.3506, Sem 1.0494, dir -0.0971, norm 0.3983, swav 0.0000 LR: 8.503e-02 Score 64.312 Data time: 0.1763, Forward time: 2.2690, Backward time: 3.1050, DDP time: 0.0049, Total iter time: 5.7436 [2020-11-08 15:55:16,045][root][INFO] - ===> Epoch[64](1650/26): Loss 1.2567, Sem 1.0136, dir -0.1007, norm 0.3438, swav 0.0000 LR: 8.502e-02 Score 68.875 Data time: 0.2551, Forward time: 2.2692, Backward time: 3.1049, DDP time: 0.0049, Total iter time: 5.7460 [2020-11-08 15:55:21,954][root][INFO] - ===> Epoch[64](1651/26): Loss 1.4773, Sem 1.1678, dir -0.0928, norm 0.4023, swav 0.0000 LR: 8.501e-02 Score 59.978 Data time: 0.2119, Forward time: 2.2692, Backward time: 3.1050, DDP time: 0.0049, Total iter time: 5.7959 [2020-11-08 15:55:26,874][root][INFO] - ===> Epoch[64](1652/26): Loss 1.4968, Sem 1.0812, dir -0.0512, norm 0.4668, swav 0.0000 LR: 8.500e-02 Score 66.466 Data time: 0.1682, Forward time: 2.2690, Backward time: 3.1047, DDP time: 0.0050, Total iter time: 4.8209 [2020-11-08 15:55:33,492][root][INFO] - ===> Epoch[64](1653/26): Loss 1.3531, Sem 1.0455, dir -0.0656, norm 0.3733, swav 0.0000 LR: 8.499e-02 Score 64.856 Data time: 0.1751, Forward time: 2.2687, Backward time: 3.1055, DDP time: 0.0050, Total iter time: 6.5240 [2020-11-08 15:55:38,610][root][INFO] - ===> Epoch[64](1654/26): Loss 1.4062, Sem 1.1350, dir -0.0802, norm 0.3514, swav 0.0000 LR: 8.498e-02 Score 65.362 Data time: 0.1593, Forward time: 2.2683, Backward time: 3.1055, DDP time: 0.0050, Total iter time: 5.0301 [2020-11-08 15:55:44,482][root][INFO] - ===> Epoch[64](1655/26): Loss 1.3802, Sem 1.0587, dir -0.0931, norm 0.4146, swav 0.0000 LR: 8.498e-02 Score 66.538 Data time: 0.1741, Forward time: 2.2680, Backward time: 3.1059, DDP time: 0.0050, Total iter time: 5.7957 [2020-11-08 15:55:51,014][root][INFO] - ===> Epoch[64](1656/26): Loss 1.3310, Sem 1.0049, dir -0.0538, norm 0.3799, swav 0.0000 LR: 8.497e-02 Score 68.869 Data time: 0.2411, Forward time: 2.2683, Backward time: 3.1061, DDP time: 0.0050, Total iter time: 6.4345 [2020-11-08 15:55:56,270][root][INFO] - ===> Epoch[64](1657/26): Loss 1.3996, Sem 1.1832, dir -0.0794, norm 0.2959, swav 0.0000 LR: 8.496e-02 Score 65.282 Data time: 0.2252, Forward time: 2.2680, Backward time: 3.1060, DDP time: 0.0050, Total iter time: 5.1546 [2020-11-08 15:56:02,371][root][INFO] - ===> Epoch[64](1658/26): Loss 1.4757, Sem 1.0934, dir -0.0763, norm 0.4586, swav 0.0000 LR: 8.495e-02 Score 64.894 Data time: 0.2353, Forward time: 2.2681, Backward time: 3.1061, DDP time: 0.0050, Total iter time: 6.0086 [2020-11-08 15:56:08,535][root][INFO] - ===> Epoch[64](1659/26): Loss 1.6265, Sem 1.0791, dir -0.0229, norm 0.5703, swav 0.0000 LR: 8.494e-02 Score 68.846 Data time: 0.2644, Forward time: 2.2682, Backward time: 3.1062, DDP time: 0.0050, Total iter time: 6.0434 [2020-11-08 15:56:14,762][root][INFO] - ===> Epoch[64](1660/26): Loss 1.3999, Sem 1.0296, dir -0.0453, norm 0.4156, swav 0.0000 LR: 8.493e-02 Score 71.012 Data time: 0.1388, Forward time: 2.2677, Backward time: 3.1069, DDP time: 0.0050, Total iter time: 6.1162 [2020-11-08 15:56:20,041][root][INFO] - ===> Epoch[64](1661/26): Loss 1.4621, Sem 1.0767, dir -0.0501, norm 0.4355, swav 0.0000 LR: 8.492e-02 Score 67.791 Data time: 0.1914, Forward time: 2.2675, Backward time: 3.1069, DDP time: 0.0050, Total iter time: 5.1804 [2020-11-08 15:56:26,334][root][INFO] - ===> Epoch[64](1662/26): Loss 1.2939, Sem 1.0507, dir -0.1169, norm 0.3601, swav 0.0000 LR: 8.491e-02 Score 67.747 Data time: 0.2492, Forward time: 2.2677, Backward time: 3.1070, DDP time: 0.0050, Total iter time: 6.2074 [2020-11-08 15:56:31,944][root][INFO] - ===> Epoch[64](1663/26): Loss 1.6844, Sem 1.2322, dir -0.0493, norm 0.5015, swav 0.0000 LR: 8.490e-02 Score 63.967 Data time: 0.2084, Forward time: 2.2678, Backward time: 3.1069, DDP time: 0.0050, Total iter time: 5.4946 [2020-11-08 15:56:36,657][root][INFO] - ===> Epoch[64](1664/26): Loss 1.5763, Sem 1.0680, dir -0.0508, norm 0.5591, swav 0.0000 LR: 8.489e-02 Score 65.989 Data time: 0.1927, Forward time: 2.2677, Backward time: 3.1063, DDP time: 0.0050, Total iter time: 4.5950 [2020-11-08 15:56:41,882][root][INFO] - ===> Epoch[65](1665/26): Loss 1.4536, Sem 0.9222, dir -0.0211, norm 0.5524, swav 0.0000 LR: 8.488e-02 Score 72.522 Data time: 0.2015, Forward time: 2.2677, Backward time: 3.1060, DDP time: 0.0050, Total iter time: 5.1186 [2020-11-08 15:56:48,631][root][INFO] - ===> Epoch[65](1666/26): Loss 1.4729, Sem 0.9387, dir -0.0166, norm 0.5508, swav 0.0000 LR: 8.487e-02 Score 69.677 Data time: 0.1791, Forward time: 2.2674, Backward time: 3.1068, DDP time: 0.0050, Total iter time: 6.6394 [2020-11-08 15:56:53,629][root][INFO] - ===> Epoch[65](1667/26): Loss 1.4997, Sem 1.0610, dir -0.0883, norm 0.5270, swav 0.0000 LR: 8.487e-02 Score 66.362 Data time: 0.2096, Forward time: 2.2671, Backward time: 3.1067, DDP time: 0.0050, Total iter time: 4.9133 [2020-11-08 15:56:59,176][root][INFO] - ===> Epoch[65](1668/26): Loss 1.3763, Sem 1.1120, dir -0.1212, norm 0.3854, swav 0.0000 LR: 8.486e-02 Score 65.104 Data time: 0.2737, Forward time: 2.2673, Backward time: 3.1063, DDP time: 0.0050, Total iter time: 5.4697 [2020-11-08 15:57:04,049][root][INFO] - ===> Epoch[65](1669/26): Loss 1.4667, Sem 0.9832, dir -0.0690, norm 0.5525, swav 0.0000 LR: 8.485e-02 Score 70.487 Data time: 0.2332, Forward time: 2.2675, Backward time: 3.1057, DDP time: 0.0050, Total iter time: 4.7416 [2020-11-08 15:57:10,393][root][INFO] - ===> Epoch[65](1670/26): Loss 1.4628, Sem 0.9956, dir -0.0336, norm 0.5008, swav 0.0000 LR: 8.484e-02 Score 68.775 Data time: 0.1831, Forward time: 2.2673, Backward time: 3.1062, DDP time: 0.0050, Total iter time: 6.2340 [2020-11-08 15:57:15,117][root][INFO] - ===> Epoch[65](1671/26): Loss 1.4030, Sem 1.1157, dir -0.1154, norm 0.4027, swav 0.0000 LR: 8.483e-02 Score 66.511 Data time: 0.2441, Forward time: 2.2674, Backward time: 3.1055, DDP time: 0.0050, Total iter time: 4.6185 [2020-11-08 15:57:20,531][root][INFO] - ===> Epoch[65](1672/26): Loss 1.4655, Sem 1.1229, dir -0.0902, norm 0.4328, swav 0.0000 LR: 8.482e-02 Score 65.453 Data time: 0.2169, Forward time: 2.2673, Backward time: 3.1053, DDP time: 0.0050, Total iter time: 5.2928 [2020-11-08 15:57:25,959][root][INFO] - ===> Epoch[65](1673/26): Loss 1.4341, Sem 1.0419, dir -0.0731, norm 0.4653, swav 0.0000 LR: 8.481e-02 Score 67.280 Data time: 0.2606, Forward time: 2.2676, Backward time: 3.1048, DDP time: 0.0050, Total iter time: 5.3173 [2020-11-08 15:57:33,051][root][INFO] - ===> Epoch[65](1674/26): Loss 1.4623, Sem 1.0932, dir -0.0566, norm 0.4256, swav 0.0000 LR: 8.480e-02 Score 67.306 Data time: 0.1834, Forward time: 2.2675, Backward time: 3.1057, DDP time: 0.0050, Total iter time: 6.9610 [2020-11-08 15:57:38,807][root][INFO] - ===> Epoch[65](1675/26): Loss 1.3130, Sem 1.1505, dir -0.1602, norm 0.3227, swav 0.0000 LR: 8.479e-02 Score 64.070 Data time: 0.2210, Forward time: 2.2675, Backward time: 3.1057, DDP time: 0.0050, Total iter time: 5.6551 [2020-11-08 15:57:43,743][root][INFO] - ===> Epoch[65](1676/26): Loss 1.5692, Sem 1.1189, dir -0.0316, norm 0.4819, swav 0.0000 LR: 8.478e-02 Score 66.030 Data time: 0.2462, Forward time: 2.2676, Backward time: 3.1051, DDP time: 0.0050, Total iter time: 4.8297 [2020-11-08 15:57:49,000][root][INFO] - ===> Epoch[65](1677/26): Loss 1.5203, Sem 1.0485, dir -0.0634, norm 0.5353, swav 0.0000 LR: 8.477e-02 Score 68.099 Data time: 0.2372, Forward time: 2.2677, Backward time: 3.1047, DDP time: 0.0050, Total iter time: 5.1226 [2020-11-08 15:57:54,113][root][INFO] - ===> Epoch[65](1678/26): Loss 1.2525, Sem 0.9310, dir -0.0253, norm 0.3468, swav 0.0000 LR: 8.476e-02 Score 72.915 Data time: 0.1674, Forward time: 2.2675, Backward time: 3.1045, DDP time: 0.0050, Total iter time: 5.0115 [2020-11-08 15:58:01,401][root][INFO] - ===> Epoch[65](1679/26): Loss 1.2881, Sem 1.0384, dir -0.1058, norm 0.3555, swav 0.0000 LR: 8.476e-02 Score 69.005 Data time: 0.1743, Forward time: 2.2673, Backward time: 3.1057, DDP time: 0.0050, Total iter time: 7.2164 [2020-11-08 15:58:06,786][root][INFO] - ===> Epoch[65](1680/26): Loss 1.4488, Sem 1.1039, dir -0.0717, norm 0.4166, swav 0.0000 LR: 8.475e-02 Score 66.486 Data time: 0.2354, Forward time: 2.2674, Backward time: 3.1054, DDP time: 0.0050, Total iter time: 5.3221 [2020-11-08 15:58:12,893][root][INFO] - ===> Epoch[65](1681/26): Loss 1.3689, Sem 1.1553, dir -0.0952, norm 0.3088, swav 0.0000 LR: 8.474e-02 Score 63.125 Data time: 0.2134, Forward time: 2.2674, Backward time: 3.1056, DDP time: 0.0050, Total iter time: 5.9847 [2020-11-08 15:58:18,834][root][INFO] - ===> Epoch[65](1682/26): Loss 1.4682, Sem 1.0657, dir -0.0674, norm 0.4699, swav 0.0000 LR: 8.473e-02 Score 68.297 Data time: 0.1805, Forward time: 2.2671, Backward time: 3.1059, DDP time: 0.0050, Total iter time: 5.8414 [2020-11-08 15:58:24,254][root][INFO] - ===> Epoch[65](1683/26): Loss 1.3414, Sem 1.0290, dir -0.0904, norm 0.4028, swav 0.0000 LR: 8.472e-02 Score 67.786 Data time: 0.1826, Forward time: 2.2669, Backward time: 3.1060, DDP time: 0.0050, Total iter time: 5.3119 [2020-11-08 15:58:29,558][root][INFO] - ===> Epoch[65](1684/26): Loss 1.3387, Sem 1.1122, dir -0.0617, norm 0.2883, swav 0.0000 LR: 8.471e-02 Score 69.033 Data time: 0.2489, Forward time: 2.2672, Backward time: 3.1054, DDP time: 0.0050, Total iter time: 5.2173 [2020-11-08 15:58:34,913][root][INFO] - ===> Epoch[65](1685/26): Loss 1.4931, Sem 1.1677, dir -0.0629, norm 0.3883, swav 0.0000 LR: 8.470e-02 Score 62.981 Data time: 0.2557, Forward time: 2.2672, Backward time: 3.1051, DDP time: 0.0050, Total iter time: 5.2161 [2020-11-08 15:58:40,666][root][INFO] - ===> Epoch[65](1686/26): Loss 1.3985, Sem 1.0515, dir -0.0725, norm 0.4196, swav 0.0000 LR: 8.469e-02 Score 68.815 Data time: 0.2722, Forward time: 2.2676, Backward time: 3.1047, DDP time: 0.0050, Total iter time: 5.6515 [2020-11-08 15:58:46,539][root][INFO] - ===> Epoch[65](1687/26): Loss 1.4785, Sem 1.0016, dir -0.0533, norm 0.5302, swav 0.0000 LR: 8.468e-02 Score 69.875 Data time: 0.2021, Forward time: 2.2676, Backward time: 3.1048, DDP time: 0.0050, Total iter time: 5.7505 [2020-11-08 15:58:52,325][root][INFO] - ===> Epoch[65](1688/26): Loss 1.1871, Sem 0.9361, dir -0.1045, norm 0.3555, swav 0.0000 LR: 8.467e-02 Score 72.378 Data time: 0.1608, Forward time: 2.2673, Backward time: 3.1050, DDP time: 0.0050, Total iter time: 5.6934 [2020-11-08 15:58:57,415][root][INFO] - ===> Epoch[65](1689/26): Loss 1.4564, Sem 1.1139, dir -0.0713, norm 0.4137, swav 0.0000 LR: 8.466e-02 Score 64.070 Data time: 0.1960, Forward time: 2.2672, Backward time: 3.1048, DDP time: 0.0050, Total iter time: 5.0141 [2020-11-08 15:59:03,321][root][INFO] - ===> Epoch[65](1690/26): Loss 1.4568, Sem 1.0329, dir -0.0364, norm 0.4604, swav 0.0000 LR: 8.465e-02 Score 69.808 Data time: 0.2124, Forward time: 2.2672, Backward time: 3.1049, DDP time: 0.0050, Total iter time: 5.7851 [2020-11-08 15:59:08,303][root][INFO] - ===> Epoch[66](1691/26): Loss 1.3158, Sem 1.0729, dir -0.1151, norm 0.3580, swav 0.0000 LR: 8.465e-02 Score 65.611 Data time: 0.2600, Forward time: 2.2674, Backward time: 3.1043, DDP time: 0.0050, Total iter time: 4.8590 [2020-11-08 15:59:13,464][root][INFO] - ===> Epoch[66](1692/26): Loss 1.6084, Sem 1.1404, dir -0.0871, norm 0.5551, swav 0.0000 LR: 8.464e-02 Score 63.513 Data time: 0.2437, Forward time: 2.2675, Backward time: 3.1038, DDP time: 0.0050, Total iter time: 5.0207 [2020-11-08 15:59:19,988][root][INFO] - ===> Epoch[66](1693/26): Loss 1.6096, Sem 1.0226, dir -0.0187, norm 0.6056, swav 0.0000 LR: 8.463e-02 Score 69.384 Data time: 0.3626, Forward time: 2.2681, Backward time: 3.1035, DDP time: 0.0050, Total iter time: 6.4195 [2020-11-08 15:59:25,904][root][INFO] - ===> Epoch[66](1694/26): Loss 1.4492, Sem 1.0283, dir -0.0802, norm 0.5011, swav 0.0000 LR: 8.462e-02 Score 68.497 Data time: 0.2039, Forward time: 2.2681, Backward time: 3.1036, DDP time: 0.0050, Total iter time: 5.7850 [2020-11-08 15:59:31,524][root][INFO] - ===> Epoch[66](1695/26): Loss 1.1997, Sem 0.9815, dir -0.1201, norm 0.3383, swav 0.0000 LR: 8.461e-02 Score 69.994 Data time: 0.2639, Forward time: 2.2684, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 5.5031 [2020-11-08 15:59:37,807][root][INFO] - ===> Epoch[66](1696/26): Loss 1.4305, Sem 1.0524, dir -0.0843, norm 0.4623, swav 0.0000 LR: 8.460e-02 Score 65.033 Data time: 0.1636, Forward time: 2.2682, Backward time: 3.1037, DDP time: 0.0050, Total iter time: 6.1505 [2020-11-08 15:59:42,811][root][INFO] - ===> Epoch[66](1697/26): Loss 1.6300, Sem 1.1013, dir -0.0398, norm 0.5684, swav 0.0000 LR: 8.459e-02 Score 63.271 Data time: 0.2050, Forward time: 2.2681, Backward time: 3.1034, DDP time: 0.0050, Total iter time: 4.9105 [2020-11-08 15:59:48,897][root][INFO] - ===> Epoch[66](1698/26): Loss 1.4302, Sem 0.9477, dir -0.0655, norm 0.5479, swav 0.0000 LR: 8.458e-02 Score 70.326 Data time: 0.2840, Forward time: 2.2685, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 5.9811 [2020-11-08 15:59:54,979][root][INFO] - ===> Epoch[66](1699/26): Loss 1.4040, Sem 1.0451, dir -0.0899, norm 0.4487, swav 0.0000 LR: 8.457e-02 Score 66.196 Data time: 0.1517, Forward time: 2.2682, Backward time: 3.1037, DDP time: 0.0050, Total iter time: 5.9625 [2020-11-08 16:00:00,060][root][INFO] - ===> Epoch[66](1700/26): Loss 1.1936, Sem 0.9673, dir -0.0747, norm 0.3009, swav 0.0000 LR: 8.456e-02 Score 68.111 Data time: 0.1668, Forward time: 2.2678, Backward time: 3.1037, DDP time: 0.0050, Total iter time: 4.9867 [2020-11-08 16:00:04,793][root][INFO] - ===> Epoch[66](1701/26): Loss 1.5651, Sem 1.1209, dir -0.0613, norm 0.5056, swav 0.0000 LR: 8.455e-02 Score 65.310 Data time: 0.2065, Forward time: 2.2679, Backward time: 3.1030, DDP time: 0.0050, Total iter time: 4.6901 [2020-11-08 16:00:10,935][root][INFO] - ===> Epoch[66](1702/26): Loss 1.6966, Sem 1.1053, dir -0.0136, norm 0.6048, swav 0.0000 LR: 8.454e-02 Score 65.576 Data time: 0.1950, Forward time: 2.2678, Backward time: 3.1034, DDP time: 0.0050, Total iter time: 6.0409 [2020-11-08 16:00:16,621][root][INFO] - ===> Epoch[66](1703/26): Loss 1.7026, Sem 1.1242, dir -0.0363, norm 0.6147, swav 0.0000 LR: 8.454e-02 Score 65.759 Data time: 0.1789, Forward time: 2.2675, Backward time: 3.1036, DDP time: 0.0050, Total iter time: 5.6076 [2020-11-08 16:00:23,444][root][INFO] - ===> Epoch[66](1704/26): Loss 1.7194, Sem 1.0517, dir -0.0076, norm 0.6752, swav 0.0000 LR: 8.453e-02 Score 65.213 Data time: 0.3447, Forward time: 2.2682, Backward time: 3.1035, DDP time: 0.0050, Total iter time: 6.7227 [2020-11-08 16:00:28,476][root][INFO] - ===> Epoch[66](1705/26): Loss 1.4323, Sem 1.0034, dir -0.0410, norm 0.4699, swav 0.0000 LR: 8.452e-02 Score 70.334 Data time: 0.2482, Forward time: 2.2683, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 4.9044 [2020-11-08 16:00:33,985][root][INFO] - ===> Epoch[66](1706/26): Loss 1.3085, Sem 0.9798, dir -0.0537, norm 0.3823, swav 0.0000 LR: 8.451e-02 Score 71.594 Data time: 0.2572, Forward time: 2.2687, Backward time: 3.1024, DDP time: 0.0050, Total iter time: 5.3958 [2020-11-08 16:00:39,098][root][INFO] - ===> Epoch[66](1707/26): Loss 1.5496, Sem 1.1041, dir -0.0163, norm 0.4618, swav 0.0000 LR: 8.450e-02 Score 63.515 Data time: 0.1919, Forward time: 2.2685, Backward time: 3.1022, DDP time: 0.0050, Total iter time: 4.9983 [2020-11-08 16:00:44,705][root][INFO] - ===> Epoch[66](1708/26): Loss 1.5358, Sem 0.9602, dir -0.0047, norm 0.5804, swav 0.0000 LR: 8.449e-02 Score 68.703 Data time: 0.2054, Forward time: 2.2685, Backward time: 3.1021, DDP time: 0.0050, Total iter time: 5.5336 [2020-11-08 16:00:52,258][root][INFO] - ===> Epoch[66](1709/26): Loss 1.4387, Sem 1.0027, dir -0.0300, norm 0.4661, swav 0.0000 LR: 8.448e-02 Score 67.701 Data time: 0.1705, Forward time: 2.2683, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 7.4583 [2020-11-08 16:00:59,561][root][INFO] - ===> Epoch[66](1710/26): Loss 1.5014, Sem 1.1615, dir -0.0628, norm 0.4026, swav 0.0000 LR: 8.447e-02 Score 64.852 Data time: 0.2001, Forward time: 2.2682, Backward time: 3.1043, DDP time: 0.0050, Total iter time: 7.2224 [2020-11-08 16:01:04,966][root][INFO] - ===> Epoch[66](1711/26): Loss 1.5665, Sem 1.1465, dir -0.0534, norm 0.4733, swav 0.0000 LR: 8.446e-02 Score 66.593 Data time: 0.2253, Forward time: 2.2684, Backward time: 3.1039, DDP time: 0.0050, Total iter time: 5.3138 [2020-11-08 16:01:12,051][root][INFO] - ===> Epoch[66](1712/26): Loss 1.3567, Sem 1.0474, dir -0.0588, norm 0.3681, swav 0.0000 LR: 8.445e-02 Score 69.109 Data time: 0.1639, Forward time: 2.2682, Backward time: 3.1049, DDP time: 0.0050, Total iter time: 6.9581 [2020-11-08 16:01:18,611][root][INFO] - ===> Epoch[66](1713/26): Loss 1.4856, Sem 1.1085, dir -0.1297, norm 0.5068, swav 0.0000 LR: 8.444e-02 Score 67.417 Data time: 0.2382, Forward time: 2.2685, Backward time: 3.1051, DDP time: 0.0050, Total iter time: 6.4800 [2020-11-08 16:01:23,466][root][INFO] - ===> Epoch[66](1714/26): Loss 1.3902, Sem 1.1438, dir -0.1029, norm 0.3494, swav 0.0000 LR: 8.443e-02 Score 61.762 Data time: 0.1734, Forward time: 2.2682, Backward time: 3.1048, DDP time: 0.0050, Total iter time: 4.7314 [2020-11-08 16:01:28,108][root][INFO] - ===> Epoch[66](1715/26): Loss 1.4533, Sem 0.9647, dir -0.0735, norm 0.5621, swav 0.0000 LR: 8.443e-02 Score 69.739 Data time: 0.2254, Forward time: 2.2683, Backward time: 3.1041, DDP time: 0.0050, Total iter time: 4.5592 [2020-11-08 16:01:32,981][root][INFO] - ===> Epoch[66](1716/26): Loss 1.4358, Sem 1.1251, dir -0.0683, norm 0.3790, swav 0.0000 LR: 8.442e-02 Score 65.191 Data time: 0.2221, Forward time: 2.2684, Backward time: 3.1035, DDP time: 0.0050, Total iter time: 4.7615 [2020-11-08 16:01:38,994][root][INFO] - ===> Epoch[67](1717/26): Loss 1.3037, Sem 1.0211, dir -0.0995, norm 0.3821, swav 0.0000 LR: 8.441e-02 Score 66.962 Data time: 0.2083, Forward time: 2.2684, Backward time: 3.1037, DDP time: 0.0050, Total iter time: 5.9016 [2020-11-08 16:01:44,500][root][INFO] - ===> Epoch[67](1718/26): Loss 1.5076, Sem 1.0815, dir -0.1132, norm 0.5393, swav 0.0000 LR: 8.440e-02 Score 67.128 Data time: 0.2614, Forward time: 2.2687, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 5.3991 [2020-11-08 16:01:49,291][root][INFO] - ===> Epoch[67](1719/26): Loss 1.4983, Sem 1.0178, dir -0.0335, norm 0.5140, swav 0.0000 LR: 8.439e-02 Score 69.087 Data time: 0.2040, Forward time: 2.2686, Backward time: 3.1027, DDP time: 0.0050, Total iter time: 4.6636 [2020-11-08 16:01:55,183][root][INFO] - ===> Epoch[67](1720/26): Loss 1.6292, Sem 1.2864, dir -0.0979, norm 0.4407, swav 0.0000 LR: 8.438e-02 Score 58.091 Data time: 0.1855, Forward time: 2.2685, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 5.7832 [2020-11-08 16:02:01,094][root][INFO] - ===> Epoch[67](1721/26): Loss 1.5066, Sem 1.2377, dir -0.0815, norm 0.3504, swav 0.0000 LR: 8.437e-02 Score 62.668 Data time: 0.1559, Forward time: 2.2682, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 5.8120 [2020-11-08 16:02:07,736][root][INFO] - ===> Epoch[67](1722/26): Loss 1.3918, Sem 1.0640, dir -0.0790, norm 0.4068, swav 0.0000 LR: 8.436e-02 Score 67.229 Data time: 0.1997, Forward time: 2.2679, Backward time: 3.1041, DDP time: 0.0050, Total iter time: 6.5541 [2020-11-08 16:02:13,816][root][INFO] - ===> Epoch[67](1723/26): Loss 1.3259, Sem 1.0095, dir -0.0345, norm 0.3509, swav 0.0000 LR: 8.435e-02 Score 68.053 Data time: 0.2790, Forward time: 2.2683, Backward time: 3.1039, DDP time: 0.0050, Total iter time: 5.9959 [2020-11-08 16:02:18,618][root][INFO] - ===> Epoch[67](1724/26): Loss 1.3072, Sem 1.0256, dir -0.0595, norm 0.3412, swav 0.0000 LR: 8.434e-02 Score 66.648 Data time: 0.2131, Forward time: 2.2683, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 4.6574 [2020-11-08 16:02:24,934][root][INFO] - ===> Epoch[67](1725/26): Loss 1.2860, Sem 0.9641, dir -0.0557, norm 0.3776, swav 0.0000 LR: 8.433e-02 Score 71.675 Data time: 0.1885, Forward time: 2.2681, Backward time: 3.1038, DDP time: 0.0050, Total iter time: 6.2043 [2020-11-08 16:02:32,080][root][INFO] - ===> Epoch[67](1726/26): Loss 1.5473, Sem 1.0957, dir -0.0735, norm 0.5251, swav 0.0000 LR: 8.432e-02 Score 66.130 Data time: 0.1659, Forward time: 2.2678, Backward time: 3.1049, DDP time: 0.0050, Total iter time: 7.0604 [2020-11-08 16:02:37,826][root][INFO] - ===> Epoch[67](1727/26): Loss 1.4006, Sem 1.0091, dir -0.0411, norm 0.4325, swav 0.0000 LR: 8.432e-02 Score 67.100 Data time: 0.2767, Forward time: 2.2681, Backward time: 3.1046, DDP time: 0.0050, Total iter time: 5.6594 [2020-11-08 16:02:44,264][root][INFO] - ===> Epoch[67](1728/26): Loss 1.3784, Sem 1.0898, dir -0.0633, norm 0.3519, swav 0.0000 LR: 8.431e-02 Score 66.871 Data time: 0.2739, Forward time: 2.2686, Backward time: 3.1045, DDP time: 0.0050, Total iter time: 6.3265 [2020-11-08 16:02:50,139][root][INFO] - ===> Epoch[67](1729/26): Loss 1.4833, Sem 1.0018, dir -0.0247, norm 0.5062, swav 0.0000 LR: 8.430e-02 Score 66.450 Data time: 0.1811, Forward time: 2.2685, Backward time: 3.1046, DDP time: 0.0050, Total iter time: 5.7296 [2020-11-08 16:02:56,386][root][INFO] - ===> Epoch[67](1730/26): Loss 1.4965, Sem 0.9836, dir -0.0209, norm 0.5337, swav 0.0000 LR: 8.429e-02 Score 69.090 Data time: 0.1945, Forward time: 2.2684, Backward time: 3.1050, DDP time: 0.0050, Total iter time: 6.1165 [2020-11-08 16:03:02,234][root][INFO] - ===> Epoch[67](1731/26): Loss 1.3306, Sem 1.0136, dir -0.0606, norm 0.3775, swav 0.0000 LR: 8.428e-02 Score 68.460 Data time: 0.2226, Forward time: 2.2684, Backward time: 3.1050, DDP time: 0.0050, Total iter time: 5.7540 [2020-11-08 16:03:07,048][root][INFO] - ===> Epoch[67](1732/26): Loss 1.3245, Sem 1.0110, dir -0.0790, norm 0.3925, swav 0.0000 LR: 8.427e-02 Score 68.780 Data time: 0.2141, Forward time: 2.2684, Backward time: 3.1045, DDP time: 0.0050, Total iter time: 4.6925 [2020-11-08 16:03:12,216][root][INFO] - ===> Epoch[67](1733/26): Loss 1.6044, Sem 1.1080, dir -0.0434, norm 0.5397, swav 0.0000 LR: 8.426e-02 Score 67.324 Data time: 0.2296, Forward time: 2.2685, Backward time: 3.1041, DDP time: 0.0050, Total iter time: 5.0711 [2020-11-08 16:03:17,779][root][INFO] - ===> Epoch[67](1734/26): Loss 1.4788, Sem 1.1028, dir -0.0718, norm 0.4478, swav 0.0000 LR: 8.425e-02 Score 64.982 Data time: 0.2259, Forward time: 2.2686, Backward time: 3.1039, DDP time: 0.0050, Total iter time: 5.4291 [2020-11-08 16:03:23,787][root][INFO] - ===> Epoch[67](1735/26): Loss 1.3628, Sem 1.0598, dir -0.0996, norm 0.4027, swav 0.0000 LR: 8.424e-02 Score 65.989 Data time: 0.2139, Forward time: 2.2687, Backward time: 3.1039, DDP time: 0.0050, Total iter time: 5.8798 [2020-11-08 16:03:30,282][root][INFO] - ===> Epoch[67](1736/26): Loss 1.5483, Sem 1.0867, dir -0.0689, norm 0.5305, swav 0.0000 LR: 8.423e-02 Score 69.425 Data time: 0.1338, Forward time: 2.2683, Backward time: 3.1048, DDP time: 0.0050, Total iter time: 6.3480 [2020-11-08 16:03:35,513][root][INFO] - ===> Epoch[67](1737/26): Loss 1.4072, Sem 1.0305, dir -0.0924, norm 0.4692, swav 0.0000 LR: 8.422e-02 Score 66.216 Data time: 0.2166, Forward time: 2.2683, Backward time: 3.1044, DDP time: 0.0050, Total iter time: 5.1515 [2020-11-08 16:03:41,182][root][INFO] - ===> Epoch[67](1738/26): Loss 1.3189, Sem 0.9926, dir -0.1018, norm 0.4281, swav 0.0000 LR: 8.421e-02 Score 67.165 Data time: 0.1853, Forward time: 2.2681, Backward time: 3.1045, DDP time: 0.0050, Total iter time: 5.5686 [2020-11-08 16:03:47,132][root][INFO] - ===> Epoch[67](1739/26): Loss 1.4228, Sem 1.1378, dir -0.0754, norm 0.3604, swav 0.0000 LR: 8.420e-02 Score 64.269 Data time: 0.2057, Forward time: 2.2683, Backward time: 3.1045, DDP time: 0.0050, Total iter time: 5.8779 [2020-11-08 16:03:52,819][root][INFO] - ===> Epoch[67](1740/26): Loss 1.4693, Sem 1.1097, dir -0.0830, norm 0.4426, swav 0.0000 LR: 8.420e-02 Score 69.296 Data time: 0.2079, Forward time: 2.2683, Backward time: 3.1045, DDP time: 0.0050, Total iter time: 5.5530 [2020-11-08 16:03:58,050][root][INFO] - ===> Epoch[67](1741/26): Loss 1.5557, Sem 1.1105, dir -0.0719, norm 0.5171, swav 0.0000 LR: 8.419e-02 Score 64.524 Data time: 0.2132, Forward time: 2.2684, Backward time: 3.1041, DDP time: 0.0050, Total iter time: 5.1191 [2020-11-08 16:04:03,667][root][INFO] - ===> Epoch[67](1742/26): Loss 1.5486, Sem 1.0499, dir -0.0779, norm 0.5766, swav 0.0000 LR: 8.418e-02 Score 66.288 Data time: 0.2518, Forward time: 2.2686, Backward time: 3.1038, DDP time: 0.0050, Total iter time: 5.4973 [2020-11-08 16:04:09,230][root][INFO] - ===> Epoch[68](1743/26): Loss 1.2832, Sem 1.0324, dir -0.0760, norm 0.3268, swav 0.0000 LR: 8.417e-02 Score 66.454 Data time: 0.1993, Forward time: 2.2684, Backward time: 3.1038, DDP time: 0.0050, Total iter time: 5.4497 [2020-11-08 16:04:15,755][root][INFO] - ===> Epoch[68](1744/26): Loss 1.3031, Sem 0.9510, dir -0.0328, norm 0.3849, swav 0.0000 LR: 8.416e-02 Score 70.473 Data time: 0.2167, Forward time: 2.2684, Backward time: 3.1043, DDP time: 0.0050, Total iter time: 6.4291 [2020-11-08 16:04:21,939][root][INFO] - ===> Epoch[68](1745/26): Loss 1.3768, Sem 1.0044, dir -0.0520, norm 0.4245, swav 0.0000 LR: 8.415e-02 Score 68.889 Data time: 0.2832, Forward time: 2.2688, Backward time: 3.1041, DDP time: 0.0050, Total iter time: 6.0886 [2020-11-08 16:04:27,197][root][INFO] - ===> Epoch[68](1746/26): Loss 1.6351, Sem 1.1686, dir -0.0583, norm 0.5248, swav 0.0000 LR: 8.414e-02 Score 61.038 Data time: 0.1994, Forward time: 2.2688, Backward time: 3.1038, DDP time: 0.0050, Total iter time: 5.1307 [2020-11-08 16:04:32,104][root][INFO] - ===> Epoch[68](1747/26): Loss 1.1329, Sem 0.9292, dir -0.0768, norm 0.2805, swav 0.0000 LR: 8.413e-02 Score 73.310 Data time: 0.1582, Forward time: 2.2685, Backward time: 3.1037, DDP time: 0.0050, Total iter time: 4.7979 [2020-11-08 16:04:38,673][root][INFO] - ===> Epoch[68](1748/26): Loss 1.1783, Sem 0.8730, dir -0.0519, norm 0.3571, swav 0.0000 LR: 8.412e-02 Score 72.794 Data time: 0.2166, Forward time: 2.2685, Backward time: 3.1041, DDP time: 0.0050, Total iter time: 6.4803 [2020-11-08 16:04:43,780][root][INFO] - ===> Epoch[68](1749/26): Loss 1.3978, Sem 1.1206, dir -0.1053, norm 0.3825, swav 0.0000 LR: 8.411e-02 Score 65.428 Data time: 0.2251, Forward time: 2.2686, Backward time: 3.1036, DDP time: 0.0050, Total iter time: 4.9961 [2020-11-08 16:04:49,055][root][INFO] - ===> Epoch[68](1750/26): Loss 1.2213, Sem 0.8815, dir -0.0349, norm 0.3747, swav 0.0000 LR: 8.410e-02 Score 69.598 Data time: 0.2122, Forward time: 2.2687, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 5.1464 [2020-11-08 16:04:55,054][root][INFO] - ===> Epoch[68](1751/26): Loss 1.4976, Sem 1.0463, dir -0.0317, norm 0.4830, swav 0.0000 LR: 8.409e-02 Score 67.636 Data time: 0.1586, Forward time: 2.2685, Backward time: 3.1036, DDP time: 0.0050, Total iter time: 5.8759 [2020-11-08 16:05:00,140][root][INFO] - ===> Epoch[68](1752/26): Loss 1.6041, Sem 1.1097, dir -0.0206, norm 0.5150, swav 0.0000 LR: 8.409e-02 Score 62.650 Data time: 0.1573, Forward time: 2.2682, Backward time: 3.1035, DDP time: 0.0050, Total iter time: 4.9814 [2020-11-08 16:05:05,013][root][INFO] - ===> Epoch[68](1753/26): Loss 1.2417, Sem 0.9846, dir -0.0701, norm 0.3273, swav 0.0000 LR: 8.408e-02 Score 70.491 Data time: 0.1746, Forward time: 2.2678, Backward time: 3.1034, DDP time: 0.0050, Total iter time: 4.8037 [2020-11-08 16:05:10,190][root][INFO] - ===> Epoch[68](1754/26): Loss 1.5102, Sem 1.0736, dir -0.0409, norm 0.4775, swav 0.0000 LR: 8.407e-02 Score 67.514 Data time: 0.2527, Forward time: 2.2680, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 5.0948 [2020-11-08 16:05:16,916][root][INFO] - ===> Epoch[68](1755/26): Loss 1.6301, Sem 1.1831, dir -0.0165, norm 0.4635, swav 0.0000 LR: 8.406e-02 Score 63.211 Data time: 0.2724, Forward time: 2.2685, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 6.6123 [2020-11-08 16:05:22,474][root][INFO] - ===> Epoch[68](1756/26): Loss 1.4278, Sem 1.0302, dir -0.0395, norm 0.4371, swav 0.0000 LR: 8.405e-02 Score 68.331 Data time: 0.1690, Forward time: 2.2682, Backward time: 3.1031, DDP time: 0.0050, Total iter time: 5.4273 [2020-11-08 16:05:29,042][root][INFO] - ===> Epoch[68](1757/26): Loss 1.3973, Sem 1.0483, dir -0.0708, norm 0.4198, swav 0.0000 LR: 8.404e-02 Score 68.607 Data time: 0.1793, Forward time: 2.2680, Backward time: 3.1037, DDP time: 0.0050, Total iter time: 6.4799 [2020-11-08 16:05:34,242][root][INFO] - ===> Epoch[68](1758/26): Loss 1.4276, Sem 0.9748, dir -0.0282, norm 0.4810, swav 0.0000 LR: 8.403e-02 Score 72.075 Data time: 0.2107, Forward time: 2.2680, Backward time: 3.1034, DDP time: 0.0050, Total iter time: 5.0960 [2020-11-08 16:05:40,012][root][INFO] - ===> Epoch[68](1759/26): Loss 1.2932, Sem 0.9550, dir -0.0389, norm 0.3771, swav 0.0000 LR: 8.402e-02 Score 69.876 Data time: 0.2286, Forward time: 2.2681, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 5.6582 [2020-11-08 16:05:45,327][root][INFO] - ===> Epoch[68](1760/26): Loss 1.4017, Sem 0.9936, dir -0.0550, norm 0.4631, swav 0.0000 LR: 8.401e-02 Score 68.348 Data time: 0.2147, Forward time: 2.2681, Backward time: 3.1031, DDP time: 0.0050, Total iter time: 5.2091 [2020-11-08 16:05:51,325][root][INFO] - ===> Epoch[68](1761/26): Loss 1.4974, Sem 1.1546, dir -0.0612, norm 0.4039, swav 0.0000 LR: 8.400e-02 Score 62.607 Data time: 0.2621, Forward time: 2.2682, Backward time: 3.1030, DDP time: 0.0050, Total iter time: 5.9031 [2020-11-08 16:05:57,059][root][INFO] - ===> Epoch[68](1762/26): Loss 1.4558, Sem 1.0710, dir -0.1048, norm 0.4896, swav 0.0000 LR: 8.399e-02 Score 65.136 Data time: 0.2030, Forward time: 2.2680, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 5.6242 [2020-11-08 16:06:02,023][root][INFO] - ===> Epoch[68](1763/26): Loss 1.2596, Sem 1.0305, dir -0.1485, norm 0.3776, swav 0.0000 LR: 8.398e-02 Score 65.152 Data time: 0.2107, Forward time: 2.2680, Backward time: 3.1027, DDP time: 0.0050, Total iter time: 4.9074 [2020-11-08 16:06:10,374][root][INFO] - ===> Epoch[68](1764/26): Loss 1.4080, Sem 1.1037, dir -0.0798, norm 0.3841, swav 0.0000 LR: 8.398e-02 Score 67.043 Data time: 0.2252, Forward time: 2.2682, Backward time: 3.1039, DDP time: 0.0050, Total iter time: 8.2531 [2020-11-08 16:06:15,438][root][INFO] - ===> Epoch[68](1765/26): Loss 1.2305, Sem 0.9649, dir -0.0456, norm 0.3111, swav 0.0000 LR: 8.397e-02 Score 70.795 Data time: 0.2394, Forward time: 2.2684, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 4.9568 [2020-11-08 16:06:20,999][root][INFO] - ===> Epoch[68](1766/26): Loss 1.1257, Sem 0.9157, dir -0.0752, norm 0.2853, swav 0.0000 LR: 8.396e-02 Score 70.357 Data time: 0.2029, Forward time: 2.2684, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 5.4459 [2020-11-08 16:06:26,679][root][INFO] - ===> Epoch[68](1767/26): Loss 1.4512, Sem 1.1970, dir -0.1002, norm 0.3544, swav 0.0000 LR: 8.395e-02 Score 60.578 Data time: 0.2689, Forward time: 2.2687, Backward time: 3.1028, DDP time: 0.0050, Total iter time: 5.5849 [2020-11-08 16:06:32,975][root][INFO] - ===> Epoch[68](1768/26): Loss 1.2911, Sem 1.0466, dir -0.0788, norm 0.3233, swav 0.0000 LR: 8.394e-02 Score 68.281 Data time: 0.2609, Forward time: 2.2690, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 6.1801 [2020-11-08 16:06:39,178][root][INFO] - ===> Epoch[69](1769/26): Loss 1.4229, Sem 1.1445, dir -0.0921, norm 0.3705, swav 0.0000 LR: 8.393e-02 Score 64.010 Data time: 0.2681, Forward time: 2.2694, Backward time: 3.1026, DDP time: 0.0050, Total iter time: 6.0909 [2020-11-08 16:06:44,583][root][INFO] - ===> Epoch[69](1770/26): Loss 1.4660, Sem 1.1559, dir -0.1171, norm 0.4273, swav 0.0000 LR: 8.392e-02 Score 64.082 Data time: 0.1886, Forward time: 2.2693, Backward time: 3.1025, DDP time: 0.0050, Total iter time: 5.2731 [2020-11-08 16:06:51,295][root][INFO] - ===> Epoch[69](1771/26): Loss 1.5845, Sem 1.1355, dir -0.0565, norm 0.5055, swav 0.0000 LR: 8.391e-02 Score 65.659 Data time: 0.1867, Forward time: 2.2692, Backward time: 3.1031, DDP time: 0.0050, Total iter time: 6.6158 [2020-11-08 16:06:58,347][root][INFO] - ===> Epoch[69](1772/26): Loss 1.5662, Sem 1.1173, dir -0.0289, norm 0.4779, swav 0.0000 LR: 8.390e-02 Score 64.191 Data time: 0.1931, Forward time: 2.2692, Backward time: 3.1039, DDP time: 0.0050, Total iter time: 6.9591 [2020-11-08 16:07:04,045][root][INFO] - ===> Epoch[69](1773/26): Loss 1.2049, Sem 0.8228, dir -0.0814, norm 0.4635, swav 0.0000 LR: 8.389e-02 Score 74.334 Data time: 0.1934, Forward time: 2.2689, Backward time: 3.1041, DDP time: 0.0050, Total iter time: 5.5917 [2020-11-08 16:07:10,448][root][INFO] - ===> Epoch[69](1774/26): Loss 1.4257, Sem 1.0814, dir -0.0814, norm 0.4257, swav 0.0000 LR: 8.388e-02 Score 67.984 Data time: 0.2272, Forward time: 2.2689, Backward time: 3.1044, DDP time: 0.0050, Total iter time: 6.3221 [2020-11-08 16:07:15,970][root][INFO] - ===> Epoch[69](1775/26): Loss 1.7014, Sem 1.1439, dir -0.0453, norm 0.6029, swav 0.0000 LR: 8.387e-02 Score 68.393 Data time: 0.2321, Forward time: 2.2689, Backward time: 3.1042, DDP time: 0.0050, Total iter time: 5.3853 [2020-11-08 16:07:23,067][root][INFO] - ===> Epoch[69](1776/26): Loss 1.6355, Sem 1.0728, dir -0.0370, norm 0.5997, swav 0.0000 LR: 8.387e-02 Score 67.756 Data time: 0.3632, Forward time: 2.2697, Backward time: 3.1042, DDP time: 0.0050, Total iter time: 6.9970 [2020-11-08 16:07:28,585][root][INFO] - ===> Epoch[69](1777/26): Loss 1.5365, Sem 1.0255, dir -0.0573, norm 0.5682, swav 0.0000 LR: 8.386e-02 Score 68.027 Data time: 0.1682, Forward time: 2.2695, Backward time: 3.1043, DDP time: 0.0050, Total iter time: 5.3619 [2020-11-08 16:07:34,970][root][INFO] - ===> Epoch[69](1778/26): Loss 1.4224, Sem 0.9943, dir -0.0947, norm 0.5228, swav 0.0000 LR: 8.385e-02 Score 69.956 Data time: 0.1982, Forward time: 2.2694, Backward time: 3.1046, DDP time: 0.0050, Total iter time: 6.2727 [2020-11-08 16:07:40,709][root][INFO] - ===> Epoch[69](1779/26): Loss 1.5057, Sem 1.1116, dir -0.0952, norm 0.4893, swav 0.0000 LR: 8.384e-02 Score 66.617 Data time: 0.1952, Forward time: 2.2693, Backward time: 3.1047, DDP time: 0.0050, Total iter time: 5.6198 [2020-11-08 16:07:46,572][root][INFO] - ===> Epoch[69](1780/26): Loss 1.4382, Sem 0.9565, dir -0.0433, norm 0.5250, swav 0.0000 LR: 8.383e-02 Score 71.142 Data time: 0.1915, Forward time: 2.2692, Backward time: 3.1049, DDP time: 0.0050, Total iter time: 5.7645 [2020-11-08 16:07:51,375][root][INFO] - ===> Epoch[69](1781/26): Loss 1.3757, Sem 0.9392, dir -0.0538, norm 0.4904, swav 0.0000 LR: 8.382e-02 Score 70.677 Data time: 0.2052, Forward time: 2.2691, Backward time: 3.1045, DDP time: 0.0050, Total iter time: 4.7040 [2020-11-08 16:07:56,291][root][INFO] - ===> Epoch[69](1782/26): Loss 1.3416, Sem 1.0408, dir -0.1032, norm 0.4040, swav 0.0000 LR: 8.381e-02 Score 67.301 Data time: 0.2376, Forward time: 2.2691, Backward time: 3.1039, DDP time: 0.0050, Total iter time: 4.7771 [2020-11-08 16:08:01,751][root][INFO] - ===> Epoch[69](1783/26): Loss 1.3367, Sem 0.9942, dir -0.1030, norm 0.4455, swav 0.0000 LR: 8.380e-02 Score 69.670 Data time: 0.1695, Forward time: 2.2689, Backward time: 3.1040, DDP time: 0.0050, Total iter time: 5.3493 [2020-11-08 16:08:06,846][root][INFO] - ===> Epoch[69](1784/26): Loss 1.4921, Sem 1.0452, dir -0.0859, norm 0.5328, swav 0.0000 LR: 8.379e-02 Score 67.970 Data time: 0.1918, Forward time: 2.2687, Backward time: 3.1038, DDP time: 0.0050, Total iter time: 5.0131 [2020-11-08 16:08:12,180][root][INFO] - ===> Epoch[69](1785/26): Loss 1.4325, Sem 1.0862, dir -0.1036, norm 0.4499, swav 0.0000 LR: 8.378e-02 Score 66.271 Data time: 0.2054, Forward time: 2.2687, Backward time: 3.1036, DDP time: 0.0050, Total iter time: 5.2343 [2020-11-08 16:08:18,087][root][INFO] - ===> Epoch[69](1786/26): Loss 1.4204, Sem 1.0715, dir -0.0690, norm 0.4179, swav 0.0000 LR: 8.377e-02 Score 66.215 Data time: 0.2564, Forward time: 2.2688, Backward time: 3.1036, DDP time: 0.0050, Total iter time: 5.7889 [2020-11-08 16:08:23,748][root][INFO] - ===> Epoch[69](1787/26): Loss 1.2804, Sem 0.9835, dir -0.0657, norm 0.3626, swav 0.0000 LR: 8.376e-02 Score 68.920 Data time: 0.2097, Forward time: 2.2688, Backward time: 3.1035, DDP time: 0.0050, Total iter time: 5.5115 [2020-11-08 16:08:29,753][root][INFO] - ===> Epoch[69](1788/26): Loss 1.2965, Sem 0.9813, dir -0.0888, norm 0.4040, swav 0.0000 LR: 8.376e-02 Score 70.535 Data time: 0.2640, Forward time: 2.2691, Backward time: 3.1034, DDP time: 0.0050, Total iter time: 5.9128 [2020-11-08 16:08:35,348][root][INFO] - ===> Epoch[69](1789/26): Loss 1.3618, Sem 1.0747, dir -0.1143, norm 0.4013, swav 0.0000 LR: 8.375e-02 Score 65.592 Data time: 0.1983, Forward time: 2.2690, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 5.4460 [2020-11-08 16:08:40,533][root][INFO] - ===> Epoch[69](1790/26): Loss 1.3306, Sem 0.9553, dir -0.0121, norm 0.3875, swav 0.0000 LR: 8.374e-02 Score 71.680 Data time: 0.1922, Forward time: 2.2689, Backward time: 3.1031, DDP time: 0.0050, Total iter time: 5.0686 [2020-11-08 16:08:45,202][root][INFO] - ===> Epoch[69](1791/26): Loss 1.6657, Sem 1.1982, dir -0.0302, norm 0.4978, swav 0.0000 LR: 8.373e-02 Score 64.961 Data time: 0.2132, Forward time: 2.2689, Backward time: 3.1025, DDP time: 0.0050, Total iter time: 4.5885 [2020-11-08 16:08:50,936][root][INFO] - ===> Epoch[69](1792/26): Loss 1.6334, Sem 1.2232, dir -0.0697, norm 0.4799, swav 0.0000 LR: 8.372e-02 Score 63.608 Data time: 0.2083, Forward time: 2.2688, Backward time: 3.1026, DDP time: 0.0050, Total iter time: 5.5927 [2020-11-08 16:08:56,329][root][INFO] - ===> Epoch[69](1793/26): Loss 1.2252, Sem 0.9478, dir -0.0551, norm 0.3325, swav 0.0000 LR: 8.371e-02 Score 70.737 Data time: 0.1752, Forward time: 2.2686, Backward time: 3.1026, DDP time: 0.0050, Total iter time: 5.2844 [2020-11-08 16:09:02,553][root][INFO] - ===> Epoch[69](1794/26): Loss 1.4535, Sem 1.0326, dir -0.0602, norm 0.4811, swav 0.0000 LR: 8.370e-02 Score 68.436 Data time: 0.2140, Forward time: 2.2686, Backward time: 3.1028, DDP time: 0.0050, Total iter time: 6.1085 [2020-11-08 16:09:08,291][root][INFO] - ===> Epoch[70](1795/26): Loss 1.2401, Sem 0.9274, dir -0.0669, norm 0.3796, swav 0.0000 LR: 8.369e-02 Score 69.462 Data time: 0.2116, Forward time: 2.2686, Backward time: 3.1028, DDP time: 0.0050, Total iter time: 5.6101 [2020-11-08 16:09:13,191][root][INFO] - ===> Epoch[70](1796/26): Loss 1.4795, Sem 1.0795, dir -0.0742, norm 0.4742, swav 0.0000 LR: 8.368e-02 Score 69.199 Data time: 0.1947, Forward time: 2.2685, Backward time: 3.1024, DDP time: 0.0050, Total iter time: 4.7783 [2020-11-08 16:09:18,801][root][INFO] - ===> Epoch[70](1797/26): Loss 1.5855, Sem 1.2859, dir -0.1153, norm 0.4149, swav 0.0000 LR: 8.367e-02 Score 60.917 Data time: 0.1943, Forward time: 2.2684, Backward time: 3.1025, DDP time: 0.0050, Total iter time: 5.4937 [2020-11-08 16:09:24,611][root][INFO] - ===> Epoch[70](1798/26): Loss 1.3233, Sem 1.0015, dir -0.0882, norm 0.4100, swav 0.0000 LR: 8.366e-02 Score 67.591 Data time: 0.1945, Forward time: 2.2682, Backward time: 3.1026, DDP time: 0.0050, Total iter time: 5.6997 [2020-11-08 16:09:30,611][root][INFO] - ===> Epoch[70](1799/26): Loss 1.3712, Sem 1.1160, dir -0.0647, norm 0.3199, swav 0.0000 LR: 8.365e-02 Score 65.766 Data time: 0.2277, Forward time: 2.2681, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 5.8911 [2020-11-08 16:09:35,185][root][INFO] - ===> Epoch[70](1800/26): Loss 1.2007, Sem 0.9300, dir -0.1165, norm 0.3872, swav 0.0000 LR: 8.365e-02 Score 72.186 Data time: 0.1685, Forward time: 2.2679, Backward time: 3.1025, DDP time: 0.0050, Total iter time: 4.4945 [2020-11-08 16:09:40,470][root][INFO] - ===> Epoch[70](1801/26): Loss 1.4219, Sem 1.0636, dir -0.0713, norm 0.4297, swav 0.0000 LR: 8.364e-02 Score 68.737 Data time: 0.1993, Forward time: 2.2678, Backward time: 3.1023, DDP time: 0.0050, Total iter time: 5.1804 [2020-11-08 16:09:45,134][root][INFO] - ===> Epoch[70](1802/26): Loss 1.3383, Sem 1.0508, dir -0.0566, norm 0.3440, swav 0.0000 LR: 8.363e-02 Score 67.816 Data time: 0.2132, Forward time: 2.2678, Backward time: 3.1017, DDP time: 0.0050, Total iter time: 4.5543 [2020-11-08 16:09:51,106][root][INFO] - ===> Epoch[70](1803/26): Loss 1.4496, Sem 1.1452, dir -0.1011, norm 0.4055, swav 0.0000 LR: 8.362e-02 Score 64.369 Data time: 0.2268, Forward time: 2.2677, Backward time: 3.1020, DDP time: 0.0050, Total iter time: 5.8501 [2020-11-08 16:09:57,132][root][INFO] - ===> Epoch[70](1804/26): Loss 1.4075, Sem 1.1171, dir -0.0683, norm 0.3586, swav 0.0000 LR: 8.361e-02 Score 63.229 Data time: 0.2347, Forward time: 2.2678, Backward time: 3.1019, DDP time: 0.0050, Total iter time: 5.9380 [2020-11-08 16:10:02,684][root][INFO] - ===> Epoch[70](1805/26): Loss 1.3983, Sem 0.8742, dir 0.0115, norm 0.5125, swav 0.0000 LR: 8.360e-02 Score 73.548 Data time: 0.1783, Forward time: 2.2676, Backward time: 3.1020, DDP time: 0.0050, Total iter time: 5.4221 [2020-11-08 16:10:07,850][root][INFO] - ===> Epoch[70](1806/26): Loss 1.5853, Sem 1.0228, dir -0.0544, norm 0.6170, swav 0.0000 LR: 8.359e-02 Score 68.629 Data time: 0.1769, Forward time: 2.2675, Backward time: 3.1018, DDP time: 0.0050, Total iter time: 5.0975 [2020-11-08 16:10:12,608][root][INFO] - ===> Epoch[70](1807/26): Loss 1.4699, Sem 0.8927, dir -0.0266, norm 0.6039, swav 0.0000 LR: 8.358e-02 Score 72.864 Data time: 0.1818, Forward time: 2.2673, Backward time: 3.1015, DDP time: 0.0050, Total iter time: 4.6544 [2020-11-08 16:10:18,397][root][INFO] - ===> Epoch[70](1808/26): Loss 1.5239, Sem 1.0703, dir -0.0526, norm 0.5063, swav 0.0000 LR: 8.357e-02 Score 66.360 Data time: 0.2069, Forward time: 2.2673, Backward time: 3.1016, DDP time: 0.0050, Total iter time: 5.7030 [2020-11-08 16:10:24,088][root][INFO] - ===> Epoch[70](1809/26): Loss 1.3013, Sem 1.0865, dir -0.1073, norm 0.3220, swav 0.0000 LR: 8.356e-02 Score 66.648 Data time: 0.1717, Forward time: 2.2670, Backward time: 3.1018, DDP time: 0.0050, Total iter time: 5.5657 [2020-11-08 16:10:29,900][root][INFO] - ===> Epoch[70](1810/26): Loss 1.4901, Sem 1.0945, dir -0.0439, norm 0.4395, swav 0.0000 LR: 8.355e-02 Score 65.521 Data time: 0.2328, Forward time: 2.2671, Backward time: 3.1017, DDP time: 0.0050, Total iter time: 5.7237 [2020-11-08 16:10:35,533][root][INFO] - ===> Epoch[70](1811/26): Loss 1.4374, Sem 1.0084, dir -0.0559, norm 0.4849, swav 0.0000 LR: 8.354e-02 Score 69.456 Data time: 0.2084, Forward time: 2.2671, Backward time: 3.1017, DDP time: 0.0050, Total iter time: 5.5116 [2020-11-08 16:10:41,648][root][INFO] - ===> Epoch[70](1812/26): Loss 1.5020, Sem 1.1493, dir -0.0767, norm 0.4294, swav 0.0000 LR: 8.354e-02 Score 63.296 Data time: 0.1995, Forward time: 2.2670, Backward time: 3.1020, DDP time: 0.0050, Total iter time: 6.0144 [2020-11-08 16:10:47,986][root][INFO] - ===> Epoch[70](1813/26): Loss 1.4241, Sem 1.0966, dir -0.1412, norm 0.4687, swav 0.0000 LR: 8.353e-02 Score 64.437 Data time: 0.2017, Forward time: 2.2670, Backward time: 3.1023, DDP time: 0.0050, Total iter time: 6.2308 [2020-11-08 16:10:54,833][root][INFO] - ===> Epoch[70](1814/26): Loss 1.4609, Sem 1.1176, dir -0.1049, norm 0.4482, swav 0.0000 LR: 8.352e-02 Score 66.791 Data time: 0.1768, Forward time: 2.2668, Backward time: 3.1031, DDP time: 0.0050, Total iter time: 6.7349 [2020-11-08 16:11:01,010][root][INFO] - ===> Epoch[70](1815/26): Loss 1.6015, Sem 1.1930, dir -0.0507, norm 0.4592, swav 0.0000 LR: 8.351e-02 Score 62.348 Data time: 0.2148, Forward time: 2.2667, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 6.0893 [2020-11-08 16:11:07,548][root][INFO] - ===> Epoch[70](1816/26): Loss 1.3608, Sem 1.0672, dir -0.1144, norm 0.4081, swav 0.0000 LR: 8.350e-02 Score 67.224 Data time: 0.3597, Forward time: 2.2673, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 6.4247 [2020-11-08 16:11:12,724][root][INFO] - ===> Epoch[70](1817/26): Loss 1.4265, Sem 1.0641, dir -0.1019, norm 0.4643, swav 0.0000 LR: 8.349e-02 Score 65.594 Data time: 0.2191, Forward time: 2.2674, Backward time: 3.1027, DDP time: 0.0050, Total iter time: 5.0442 [2020-11-08 16:11:18,817][root][INFO] - ===> Epoch[70](1818/26): Loss 1.4767, Sem 1.1144, dir -0.1188, norm 0.4811, swav 0.0000 LR: 8.348e-02 Score 65.154 Data time: 0.2217, Forward time: 2.2674, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 5.9880 [2020-11-08 16:11:25,372][root][INFO] - ===> Epoch[70](1819/26): Loss 1.3393, Sem 1.0327, dir -0.1324, norm 0.4390, swav 0.0000 LR: 8.347e-02 Score 67.112 Data time: 0.2215, Forward time: 2.2675, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 6.4334 [2020-11-08 16:11:30,824][root][INFO] - ===> Epoch[70](1820/26): Loss 1.4065, Sem 1.0808, dir -0.0697, norm 0.3955, swav 0.0000 LR: 8.346e-02 Score 66.916 Data time: 0.1906, Forward time: 2.2674, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 5.3578 [2020-11-08 16:11:36,159][root][INFO] - ===> Epoch[71](1821/26): Loss 1.4016, Sem 1.0330, dir -0.0277, norm 0.3964, swav 0.0000 LR: 8.345e-02 Score 68.371 Data time: 0.1660, Forward time: 2.2671, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 5.2471 [2020-11-08 16:11:42,534][root][INFO] - ===> Epoch[71](1822/26): Loss 1.5224, Sem 1.1452, dir -0.1003, norm 0.4775, swav 0.0000 LR: 8.344e-02 Score 64.666 Data time: 0.2117, Forward time: 2.2671, Backward time: 3.1036, DDP time: 0.0050, Total iter time: 6.3245 [2020-11-08 16:11:48,776][root][INFO] - ===> Epoch[71](1823/26): Loss 1.2589, Sem 0.9819, dir -0.0679, norm 0.3449, swav 0.0000 LR: 8.343e-02 Score 67.480 Data time: 0.2237, Forward time: 2.2672, Backward time: 3.1038, DDP time: 0.0050, Total iter time: 6.1182 [2020-11-08 16:11:56,184][root][INFO] - ===> Epoch[71](1824/26): Loss 1.3175, Sem 0.9788, dir -0.0541, norm 0.3929, swav 0.0000 LR: 8.342e-02 Score 68.953 Data time: 0.2525, Forward time: 2.2673, Backward time: 3.1045, DDP time: 0.0050, Total iter time: 7.2969 [2020-11-08 16:12:02,576][root][INFO] - ===> Epoch[71](1825/26): Loss 1.3499, Sem 0.9811, dir -0.0294, norm 0.3983, swav 0.0000 LR: 8.342e-02 Score 71.686 Data time: 0.3471, Forward time: 2.2678, Backward time: 3.1043, DDP time: 0.0050, Total iter time: 6.2677 [2020-11-08 16:12:08,352][root][INFO] - ===> Epoch[71](1826/26): Loss 1.4766, Sem 1.0307, dir -0.0814, norm 0.5272, swav 0.0000 LR: 8.341e-02 Score 66.619 Data time: 0.2723, Forward time: 2.2681, Backward time: 3.1039, DDP time: 0.0050, Total iter time: 5.6483 [2020-11-08 16:12:14,739][root][INFO] - ===> Epoch[71](1827/26): Loss 1.3823, Sem 1.0247, dir -0.0887, norm 0.4463, swav 0.0000 LR: 8.340e-02 Score 67.047 Data time: 0.3263, Forward time: 2.2686, Backward time: 3.1037, DDP time: 0.0050, Total iter time: 6.2750 [2020-11-08 16:12:20,320][root][INFO] - ===> Epoch[71](1828/26): Loss 1.3419, Sem 1.0820, dir -0.1244, norm 0.3842, swav 0.0000 LR: 8.339e-02 Score 64.426 Data time: 0.2385, Forward time: 2.2688, Backward time: 3.1034, DDP time: 0.0050, Total iter time: 5.4596 [2020-11-08 16:12:25,410][root][INFO] - ===> Epoch[71](1829/26): Loss 1.2714, Sem 0.9697, dir -0.0495, norm 0.3513, swav 0.0000 LR: 8.338e-02 Score 69.294 Data time: 0.2210, Forward time: 2.2688, Backward time: 3.1030, DDP time: 0.0050, Total iter time: 4.9838 [2020-11-08 16:12:32,063][root][INFO] - ===> Epoch[71](1830/26): Loss 1.5298, Sem 1.0166, dir -0.0640, norm 0.5772, swav 0.0000 LR: 8.337e-02 Score 70.575 Data time: 0.1925, Forward time: 2.2688, Backward time: 3.1035, DDP time: 0.0050, Total iter time: 6.5657 [2020-11-08 16:12:36,875][root][INFO] - ===> Epoch[71](1831/26): Loss 1.6130, Sem 1.1159, dir -0.0299, norm 0.5270, swav 0.0000 LR: 8.336e-02 Score 67.509 Data time: 0.1888, Forward time: 2.2686, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 4.7137 [2020-11-08 16:12:41,840][root][INFO] - ===> Epoch[71](1832/26): Loss 1.4001, Sem 0.9962, dir -0.0657, norm 0.4696, swav 0.0000 LR: 8.335e-02 Score 68.536 Data time: 0.2107, Forward time: 2.2686, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 4.8907 [2020-11-08 16:12:48,148][root][INFO] - ===> Epoch[71](1833/26): Loss 1.3138, Sem 1.1409, dir -0.1813, norm 0.3542, swav 0.0000 LR: 8.334e-02 Score 65.344 Data time: 0.2025, Forward time: 2.2685, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 6.2036 [2020-11-08 16:12:53,338][root][INFO] - ===> Epoch[71](1834/26): Loss 1.3731, Sem 0.9801, dir -0.0387, norm 0.4318, swav 0.0000 LR: 8.333e-02 Score 69.864 Data time: 0.1988, Forward time: 2.2683, Backward time: 3.1031, DDP time: 0.0050, Total iter time: 5.0739 [2020-11-08 16:12:59,557][root][INFO] - ===> Epoch[71](1835/26): Loss 1.6070, Sem 0.9766, dir -0.0306, norm 0.6611, swav 0.0000 LR: 8.332e-02 Score 70.597 Data time: 0.2248, Forward time: 2.2685, Backward time: 3.1032, DDP time: 0.0050, Total iter time: 6.1283 [2020-11-08 16:13:04,121][root][INFO] - ===> Epoch[71](1836/26): Loss 1.5915, Sem 1.0361, dir -0.0281, norm 0.5835, swav 0.0000 LR: 8.331e-02 Score 67.328 Data time: 0.2001, Forward time: 2.2685, Backward time: 3.1026, DDP time: 0.0050, Total iter time: 4.4325 [2020-11-08 16:13:09,383][root][INFO] - ===> Epoch[71](1837/26): Loss 1.5407, Sem 1.0497, dir -0.0263, norm 0.5173, swav 0.0000 LR: 8.331e-02 Score 67.522 Data time: 0.1981, Forward time: 2.2683, Backward time: 3.1025, DDP time: 0.0050, Total iter time: 5.1466 [2020-11-08 16:13:15,666][root][INFO] - ===> Epoch[71](1838/26): Loss 1.3590, Sem 1.0231, dir -0.0684, norm 0.4043, swav 0.0000 LR: 8.330e-02 Score 67.024 Data time: 0.3467, Forward time: 2.2688, Backward time: 3.1022, DDP time: 0.0050, Total iter time: 6.1690 [2020-11-08 16:13:21,263][root][INFO] - ===> Epoch[71](1839/26): Loss 1.4018, Sem 1.0403, dir -0.0849, norm 0.4464, swav 0.0000 LR: 8.329e-02 Score 66.398 Data time: 0.1747, Forward time: 2.2686, Backward time: 3.1023, DDP time: 0.0050, Total iter time: 5.4669 [2020-11-08 16:13:27,860][root][INFO] - ===> Epoch[71](1840/26): Loss 1.2084, Sem 0.8554, dir -0.0248, norm 0.3778, swav 0.0000 LR: 8.328e-02 Score 73.065 Data time: 0.2094, Forward time: 2.2688, Backward time: 3.1026, DDP time: 0.0050, Total iter time: 6.4917 [2020-11-08 16:13:33,588][root][INFO] - ===> Epoch[71](1841/26): Loss 1.4680, Sem 1.0821, dir -0.0254, norm 0.4113, swav 0.0000 LR: 8.327e-02 Score 65.911 Data time: 0.1799, Forward time: 2.2686, Backward time: 3.1028, DDP time: 0.0050, Total iter time: 5.6099 [2020-11-08 16:13:39,829][root][INFO] - ===> Epoch[71](1842/26): Loss 1.3541, Sem 0.9803, dir -0.0509, norm 0.4247, swav 0.0000 LR: 8.326e-02 Score 68.169 Data time: 0.2731, Forward time: 2.2688, Backward time: 3.1028, DDP time: 0.0050, Total iter time: 6.1615 [2020-11-08 16:13:45,687][root][INFO] - ===> Epoch[71](1843/26): Loss 1.2853, Sem 1.0348, dir -0.1067, norm 0.3573, swav 0.0000 LR: 8.325e-02 Score 70.220 Data time: 0.2149, Forward time: 2.2689, Backward time: 3.1028, DDP time: 0.0050, Total iter time: 5.7478 [2020-11-08 16:13:51,927][root][INFO] - ===> Epoch[71](1844/26): Loss 1.2712, Sem 0.9594, dir -0.0364, norm 0.3483, swav 0.0000 LR: 8.324e-02 Score 70.555 Data time: 0.2229, Forward time: 2.2689, Backward time: 3.1030, DDP time: 0.0050, Total iter time: 6.1410 [2020-11-08 16:13:57,275][root][INFO] - ===> Epoch[71](1845/26): Loss 1.1680, Sem 0.9557, dir -0.0685, norm 0.2808, swav 0.0000 LR: 8.323e-02 Score 70.943 Data time: 0.2465, Forward time: 2.2691, Backward time: 3.1025, DDP time: 0.0050, Total iter time: 5.2362 [2020-11-08 16:14:03,578][root][INFO] - ===> Epoch[71](1846/26): Loss 1.2973, Sem 0.9417, dir -0.0589, norm 0.4145, swav 0.0000 LR: 8.322e-02 Score 69.057 Data time: 0.1854, Forward time: 2.2690, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 6.1679 [2020-11-08 16:14:09,446][root][INFO] - ===> Epoch[72](1847/26): Loss 1.3126, Sem 0.9657, dir -0.0430, norm 0.3899, swav 0.0000 LR: 8.321e-02 Score 70.428 Data time: 0.2121, Forward time: 2.2690, Backward time: 3.1029, DDP time: 0.0050, Total iter time: 5.7830 [2020-11-08 16:14:15,626][root][INFO] - ===> Epoch[72](1848/26): Loss 1.3251, Sem 1.0894, dir -0.1234, norm 0.3591, swav 0.0000 LR: 8.320e-02 Score 65.464 Data time: 0.1811, Forward time: 2.2689, Backward time: 3.1033, DDP time: 0.0050, Total iter time: 6.0643 [2020-11-08 16:14:20,866][root][INFO] - ===> Epoch[72](1849/26): Loss 1.3850, Sem 1.0003, dir -0.1276, norm 0.5122, swav 0.0000 LR: 8.320e-02 Score 67.277 Data time: 0.2269, Forward time: 2.2689, Backward time: 3.1030, DDP time: 0.0050, Total iter time: 5.1374 [2020-11-08 16:14:26,589][root][INFO] - ===> Epoch[72](1850/26): Loss 1.5409, Sem 1.1363, dir -0.0811, norm 0.4856, swav 0.0000 LR: 8.319e-02 Score 66.725 Data time: 0.2088, Forward time: 2.2689, Backward time: 3.1030, DDP time: 0.0050, Total iter time: 5.6117 [2020-11-08 16:14:31,476][root][INFO] - ===> Epoch[72](1851/26): Loss 1.4099, Sem 1.0385, dir -0.0569, norm 0.4283, swav 0.0000 LR: 8.318e-02 Score 69.002 Data time: 0.1612, Forward time: 2.2686, Backward time: 3.1028, DDP time: 0.0050, Total iter time: 4.7786 [2020-11-08 16:14:35,607][root][INFO] - ===> Epoch[72](1852/26): Loss 1.2229, Sem 0.8786, dir -0.0574, norm 0.4017, swav 0.0000 LR: 8.317e-02 Score 73.134 Data time: 0.2040, Forward time: 2.2685, Backward time: 3.1021, DDP time: 0.0050, Total iter time: 4.0542 [2020-11-08 16:14:41,599][root][INFO] - ===> Epoch[72](1853/26): Loss 1.4202, Sem 1.0348, dir -0.0810, norm 0.4665, swav 0.0000 LR: 8.316e-02 Score 66.324 Data time: 0.2760, Forward time: 2.2689, Backward time: 3.1018, DDP time: 0.0050, Total iter time: 5.8905 [2020-11-08 16:14:48,235][root][INFO] - ===> Epoch[72](1854/26): Loss 1.5109, Sem 1.1892, dir -0.1335, norm 0.4552, swav 0.0000 LR: 8.315e-02 Score 62.975 Data time: 0.2855, Forward time: 2.2693, Backward time: 3.1018, DDP time: 0.0050, Total iter time: 6.4902 [2020-11-08 16:14:53,818][root][INFO] - ===> Epoch[72](1855/26): Loss 1.3247, Sem 1.0341, dir -0.0856, norm 0.3762, swav 0.0000 LR: 8.314e-02 Score 65.917 Data time: 0.1818, Forward time: 2.2691, Backward time: 3.1019, DDP time: 0.0050, Total iter time: 5.4518 [2020-11-08 16:14:58,712][root][INFO] - ===> Epoch[72](1856/26): Loss 1.2503, Sem 0.9567, dir -0.0863, norm 0.3799, swav 0.0000 LR: 8.313e-02 Score 70.892 Data time: 0.2001, Forward time: 2.2691, Backward time: 3.1015, DDP time: 0.0050, Total iter time: 4.7918 [2020-11-08 16:15:04,543][root][INFO] - ===> Epoch[72](1857/26): Loss 1.3416, Sem 1.0237, dir -0.0960, norm 0.4139, swav 0.0000 LR: 8.312e-02 Score 67.177 Data time: 0.1674, Forward time: 2.2688, Backward time: 3.1018, DDP time: 0.0050, Total iter time: 5.7285 [2020-11-08 16:15:10,566][root][INFO] - ===> Epoch[72](1858/26): Loss 1.4835, Sem 1.0547, dir -0.0220, norm 0.4508, swav 0.0000 LR: 8.311e-02 Score 68.624 Data time: 0.2531, Forward time: 2.2692, Backward time: 3.1016, DDP time: 0.0050, Total iter time: 5.9531 [2020-11-08 16:15:16,021][root][INFO] - ===> Epoch[72](1859/26): Loss 1.4675, Sem 1.0864, dir -0.1006, norm 0.4816, swav 0.0000 LR: 8.310e-02 Score 65.644 Data time: 0.1725, Forward time: 2.2690, Backward time: 3.1016, DDP time: 0.0050, Total iter time: 5.3357 [2020-11-08 16:15:22,769][root][INFO] - ===> Epoch[72](1860/26): Loss 1.5758, Sem 1.1204, dir -0.0616, norm 0.5171, swav 0.0000 LR: 8.309e-02 Score 65.574 Data time: 0.1844, Forward time: 2.2688, Backward time: 3.1023, DDP time: 0.0050, Total iter time: 6.6762 [2020-11-08 16:15:28,584][root][INFO] - ===> Epoch[72](1861/26): Loss 1.4901, Sem 1.0622, dir -0.0502, norm 0.4780, swav 0.0000 LR: 8.309e-02 Score 66.757 Data time: 0.2318, Forward time: 2.2689, Backward time: 3.1022, DDP time: 0.0050, Total iter time: 5.7283 [2020-11-08 16:15:34,588][root][INFO] - ===> Epoch[72](1862/26): Loss 1.2994, Sem 0.9642, dir -0.0990, norm 0.4342, swav 0.0000 LR: 8.308e-02 Score 69.171 Data time: 0.2180, Forward time: 2.2688, Backward time: 3.1024, DDP time: 0.0050, Total iter time: 5.8817 [2020-11-08 16:15:40,997][root][INFO] - ===> Epoch[72](1863/26): Loss 1.4496, Sem 1.0607, dir -0.0681, norm 0.4571, swav 0.0000 LR: 8.307e-02 Score 66.073 Data time: 0.2304, Forward time: 2.2689, Backward time: 3.1026, DDP time: 0.0050, Total iter time: 6.2893 [2020-11-08 16:15:46,215][root][INFO] - ===> Epoch[72](1864/26): Loss 1.1864, Sem 0.8658, dir -0.0536, norm 0.3742, swav 0.0000 LR: 8.306e-02 Score 74.690 Data time: 0.2387, Forward time: 2.2690, Backward time: 3.1022, DDP time: 0.0050, Total iter time: 5.0933 [2020-11-08 16:15:51,758][root][INFO] - ===> Epoch[72](1865/26): Loss 1.4169, Sem 1.2211, dir -0.1293, norm 0.3251, swav 0.0000 LR: 8.305e-02 Score 60.563 Data time: 0.2837, Forward time: 2.2693, Backward time: 3.1017, DDP time: 0.0050, Total iter time: 5.4233 [2020-11-08 16:15:57,470][root][INFO] - ===> Epoch[72](1866/26): Loss 1.2868, Sem 0.9476, dir -0.1096, norm 0.4488, swav 0.0000 LR: 8.304e-02 Score 70.975 Data time: 0.3068, Forward time: 2.2696, Backward time: 3.1014, DDP time: 0.0050, Total iter time: 5.5592 [2020-11-08 16:16:03,551][root][INFO] - ===> Epoch[72](1867/26): Loss 1.4516, Sem 1.1276, dir -0.0995, norm 0.4236, swav 0.0000 LR: 8.303e-02 Score 64.263 Data time: 0.2381, Forward time: 2.2697, Backward time: 3.1015, DDP time: 0.0050, Total iter time: 5.9707 [2020-11-08 16:16:08,793][root][INFO] - ===> Epoch[72](1868/26): Loss 1.5664, Sem 1.1450, dir -0.0804, norm 0.5018, swav 0.0000 LR: 8.302e-02 Score 63.477 Data time: 0.2419, Forward time: 2.2698, Backward time: 3.1010, DDP time: 0.0050, Total iter time: 5.1351 [2020-11-08 16:16:13,635][root][INFO] - ===> Epoch[72](1869/26): Loss 1.2019, Sem 0.9074, dir -0.0765, norm 0.3710, swav 0.0000 LR: 8.301e-02 Score 72.920 Data time: 0.2659, Forward time: 2.2699, Backward time: 3.1004, DDP time: 0.0050, Total iter time: 4.7089 [2020-11-08 16:16:19,383][root][INFO] - ===> Epoch[72](1870/26): Loss 1.6342, Sem 1.2190, dir -0.0403, norm 0.4555, swav 0.0000 LR: 8.300e-02 Score 64.034 Data time: 0.2720, Forward time: 2.2701, Backward time: 3.1002, DDP time: 0.0050, Total iter time: 5.6508 [2020-11-08 16:16:24,298][root][INFO] - ===> Epoch[72](1871/26): Loss 1.1074, Sem 0.9269, dir -0.1171, norm 0.2976, swav 0.0000 LR: 8.299e-02 Score 73.633 Data time: 0.2090, Forward time: 2.2699, Backward time: 3.0999, DDP time: 0.0050, Total iter time: 4.7895 [2020-11-08 16:16:31,635][root][INFO] - ===> Epoch[72](1872/26): Loss 1.4910, Sem 1.2069, dir -0.1075, norm 0.3915, swav 0.0000 LR: 8.298e-02 Score 59.888 Data time: 0.2471, Forward time: 2.2702, Backward time: 3.1005, DDP time: 0.0050, Total iter time: 7.2309 [2020-11-08 16:16:36,536][root][INFO] - ===> Epoch[73](1873/26): Loss 1.4126, Sem 1.0213, dir -0.0780, norm 0.4693, swav 0.0000 LR: 8.297e-02 Score 67.301 Data time: 0.1600, Forward time: 2.2698, Backward time: 3.1004, DDP time: 0.0050, Total iter time: 4.7737 [2020-11-08 16:16:42,291][root][INFO] - ===> Epoch[73](1874/26): Loss 1.2989, Sem 1.0195, dir -0.0842, norm 0.3636, swav 0.0000 LR: 8.297e-02 Score 66.455 Data time: 0.2752, Forward time: 2.2701, Backward time: 3.1001, DDP time: 0.0050, Total iter time: 5.6959 [2020-11-08 16:16:47,896][root][INFO] - ===> Epoch[73](1875/26): Loss 1.1101, Sem 0.8615, dir -0.1310, norm 0.3795, swav 0.0000 LR: 8.296e-02 Score 73.386 Data time: 0.2457, Forward time: 2.2703, Backward time: 3.0998, DDP time: 0.0050, Total iter time: 5.4856 [2020-11-08 16:16:54,337][root][INFO] - ===> Epoch[73](1876/26): Loss 1.3317, Sem 1.0158, dir -0.0310, norm 0.3469, swav 0.0000 LR: 8.295e-02 Score 68.738 Data time: 0.1723, Forward time: 2.2702, Backward time: 3.1003, DDP time: 0.0050, Total iter time: 6.3269 [2020-11-08 16:17:00,146][root][INFO] - ===> Epoch[73](1877/26): Loss 1.2605, Sem 0.8870, dir -0.0111, norm 0.3847, swav 0.0000 LR: 8.294e-02 Score 72.968 Data time: 0.2207, Forward time: 2.2701, Backward time: 3.1003, DDP time: 0.0050, Total iter time: 5.6875 [2020-11-08 16:17:06,118][root][INFO] - ===> Epoch[73](1878/26): Loss 1.6393, Sem 1.1830, dir -0.0679, norm 0.5242, swav 0.0000 LR: 8.293e-02 Score 62.588 Data time: 0.2217, Forward time: 2.2702, Backward time: 3.1004, DDP time: 0.0050, Total iter time: 5.8521 [2020-11-08 16:17:11,330][root][INFO] - ===> Epoch[73](1879/26): Loss 1.3078, Sem 1.0084, dir -0.0837, norm 0.3831, swav 0.0000 LR: 8.292e-02 Score 67.654 Data time: 0.2548, Forward time: 2.2703, Backward time: 3.0999, DDP time: 0.0050, Total iter time: 5.1040 [2020-11-08 16:17:15,900][root][INFO] - ===> Epoch[73](1880/26): Loss 1.3584, Sem 1.0043, dir -0.0681, norm 0.4222, swav 0.0000 LR: 8.291e-02 Score 68.904 Data time: 0.1936, Forward time: 2.2703, Backward time: 3.0994, DDP time: 0.0050, Total iter time: 4.4455 [2020-11-08 16:17:21,532][root][INFO] - ===> Epoch[73](1881/26): Loss 1.3883, Sem 1.0578, dir -0.1451, norm 0.4756, swav 0.0000 LR: 8.290e-02 Score 66.653 Data time: 0.1687, Forward time: 2.2700, Backward time: 3.0996, DDP time: 0.0050, Total iter time: 5.5206 [2020-11-08 16:17:27,232][root][INFO] - ===> Epoch[73](1882/26): Loss 1.3588, Sem 1.0625, dir -0.1089, norm 0.4052, swav 0.0000 LR: 8.289e-02 Score 66.695 Data time: 0.1441, Forward time: 2.2697, Backward time: 3.0999, DDP time: 0.0050, Total iter time: 5.5881 [2020-11-08 16:17:33,792][root][INFO] - ===> Epoch[73](1883/26): Loss 1.4807, Sem 1.0714, dir -0.0543, norm 0.4636, swav 0.0000 LR: 8.288e-02 Score 67.814 Data time: 0.2603, Forward time: 2.2698, Backward time: 3.1002, DDP time: 0.0050, Total iter time: 6.4694 [2020-11-08 16:17:39,487][root][INFO] - ===> Epoch[73](1884/26): Loss 1.3198, Sem 0.9724, dir -0.0659, norm 0.4133, swav 0.0000 LR: 8.287e-02 Score 70.988 Data time: 0.2163, Forward time: 2.2698, Backward time: 3.1001, DDP time: 0.0050, Total iter time: 5.5623 [2020-11-08 16:17:45,098][root][INFO] - ===> Epoch[73](1885/26): Loss 1.4995, Sem 1.1362, dir -0.0919, norm 0.4553, swav 0.0000 LR: 8.286e-02 Score 62.069 Data time: 0.2309, Forward time: 2.2698, Backward time: 3.1000, DDP time: 0.0050, Total iter time: 5.4982 [2020-11-08 16:17:50,987][root][INFO] - ===> Epoch[73](1886/26): Loss 1.2644, Sem 1.0305, dir -0.0717, norm 0.3056, swav 0.0000 LR: 8.286e-02 Score 67.369 Data time: 0.2307, Forward time: 2.2699, Backward time: 3.1000, DDP time: 0.0050, Total iter time: 5.7679 [2020-11-08 16:17:56,228][root][INFO] - ===> Epoch[73](1887/26): Loss 1.2540, Sem 0.8370, dir -0.0460, norm 0.4630, swav 0.0000 LR: 8.285e-02 Score 75.666 Data time: 0.1935, Forward time: 2.2697, Backward time: 3.0998, DDP time: 0.0050, Total iter time: 5.0896 [2020-11-08 16:18:02,670][root][INFO] - ===> Epoch[73](1888/26): Loss 1.4598, Sem 1.1056, dir -0.0449, norm 0.3991, swav 0.0000 LR: 8.284e-02 Score 66.538 Data time: 0.2758, Forward time: 2.2699, Backward time: 3.1000, DDP time: 0.0050, Total iter time: 6.3528 [2020-11-08 16:18:08,061][root][INFO] - ===> Epoch[73](1889/26): Loss 1.3199, Sem 0.9258, dir -0.0456, norm 0.4398, swav 0.0000 LR: 8.283e-02 Score 68.941 Data time: 0.1789, Forward time: 2.2698, Backward time: 3.0999, DDP time: 0.0050, Total iter time: 5.2477 [2020-11-08 16:18:14,569][root][INFO] - ===> Epoch[73](1890/26): Loss 1.4879, Sem 1.1044, dir -0.0391, norm 0.4226, swav 0.0000 LR: 8.282e-02 Score 65.404 Data time: 0.2301, Forward time: 2.2698, Backward time: 3.1002, DDP time: 0.0050, Total iter time: 6.4247 [2020-11-08 16:18:21,925][root][INFO] - ===> Epoch[73](1891/26): Loss 1.2997, Sem 0.9612, dir -0.0695, norm 0.4079, swav 0.0000 LR: 8.281e-02 Score 72.515 Data time: 0.2803, Forward time: 2.2702, Backward time: 3.1006, DDP time: 0.0050, Total iter time: 7.2448 [2020-11-08 16:18:29,599][root][INFO] - ===> Epoch[73](1892/26): Loss 1.4248, Sem 1.0777, dir -0.0484, norm 0.3954, swav 0.0000 LR: 8.280e-02 Score 67.536 Data time: 0.1988, Forward time: 2.2701, Backward time: 3.1016, DDP time: 0.0050, Total iter time: 7.5186 [2020-11-08 16:18:35,757][root][INFO] - ===> Epoch[73](1893/26): Loss 1.3982, Sem 1.0614, dir -0.1180, norm 0.4547, swav 0.0000 LR: 8.279e-02 Score 67.402 Data time: 0.3148, Forward time: 2.2706, Backward time: 3.1014, DDP time: 0.0050, Total iter time: 6.0463 [2020-11-08 16:18:41,538][root][INFO] - ===> Epoch[73](1894/26): Loss 1.2113, Sem 1.0031, dir -0.0821, norm 0.2903, swav 0.0000 LR: 8.278e-02 Score 69.987 Data time: 0.1486, Forward time: 2.2703, Backward time: 3.1016, DDP time: 0.0050, Total iter time: 5.6646 [2020-11-08 16:18:47,332][root][INFO] - ===> Epoch[73](1895/26): Loss 1.3026, Sem 1.0766, dir -0.0876, norm 0.3136, swav 0.0000 LR: 8.277e-02 Score 67.620 Data time: 0.2055, Forward time: 2.2702, Backward time: 3.1017, DDP time: 0.0050, Total iter time: 5.6912 [2020-11-08 16:18:53,811][root][INFO] - ===> Epoch[73](1896/26): Loss 1.3984, Sem 1.1033, dir -0.0793, norm 0.3743, swav 0.0000 LR: 8.276e-02 Score 67.010 Data time: 0.2054, Forward time: 2.2701, Backward time: 3.1022, DDP time: 0.0050, Total iter time: 6.3565 [2020-11-08 16:18:58,802][root][INFO] - ===> Epoch[73](1897/26): Loss 1.4096, Sem 1.1366, dir -0.0623, norm 0.3353, swav 0.0000 LR: 8.275e-02 Score 63.981 Data time: 0.1955, Forward time: 2.2700, Backward time: 3.1019, DDP time: 0.0050, Total iter time: 4.8846 [2020-11-08 16:19:05,296][root][INFO] - ===> Epoch[73](1898/26): Loss 1.2478, Sem 0.9601, dir -0.0585, norm 0.3462, swav 0.0000 LR: 8.275e-02 Score 70.688 Data time: 0.2299, Forward time: 2.2699, Backward time: 3.1023, DDP time: 0.0050, Total iter time: 6.3963 [2020-11-08 16:19:11,386][root][INFO] - ===> Epoch[74](1899/26): Loss 1.1810, Sem 0.9791, dir -0.0742, norm 0.2760, swav 0.0000 LR: 8.274e-02 Score 70.508 Data time: 0.2303, Forward time: 2.2700, Backward time: 3.1024, DDP time: 0.0050, Total iter time: 6.0010 [2020-11-08 16:19:16,936][root][INFO] - ===> Epoch[74](1900/26): Loss 1.3558, Sem 1.0338, dir -0.1217, norm 0.4436, swav 0.0000 LR: 8.273e-02 Score 67.604 Data time: 0.2702, Forward time: 2.2703, Backward time: 3.1019, DDP time: 0.0050, Total iter time: 5.4059 [2020-11-08 16:19:21,826][root][INFO] - ===> Epoch[74](1901/26): Loss 1.2703, Sem 0.9814, dir -0.0814, norm 0.3703, swav 0.0000 LR: 8.272e-02 Score 69.547 Data time: 0.2370, Forward time: 2.2704, Backward time: 3.1015, DDP time: 0.0050, Total iter time: 4.7727 [2020-11-08 16:19:27,601][root][INFO] - ===> Epoch[74](1902/26): Loss 1.2709, Sem 0.9078, dir -0.0559, norm 0.4191, swav 0.0000 LR: 8.271e-02 Score 73.082 Data time: 0.1950, Forward time: 2.2702, Backward time: 3.1016, DDP time: 0.0050, Total iter time: 5.6637 [2020-11-08 16:19:33,532][root][INFO] - ===> Epoch[74](1903/26): Loss 1.1598, Sem 0.9431, dir -0.0993, norm 0.3160, swav 0.0000 LR: 8.270e-02 Score 71.877 Data time: 0.2260, Forward time: 2.2703, Backward time: 3.1016, DDP time: 0.0050, Total iter time: 5.8269 [2020-11-08 16:19:39,820][root][INFO] - ===> Epoch[74](1904/26): Loss 1.4360, Sem 1.1408, dir -0.1276, norm 0.4228, swav 0.0000 LR: 8.269e-02 Score 67.259 Data time: 0.2110, Forward time: 2.2704, Backward time: 3.1018, DDP time: 0.0050, Total iter time: 6.1570 [2020-11-08 16:19:45,283][root][INFO] - ===> Epoch[74](1905/26): Loss 1.3281, Sem 1.0385, dir -0.0842, norm 0.3737, swav 0.0000 LR: 8.268e-02 Score 67.146 Data time: 0.1399, Forward time: 2.2700, Backward time: 3.1020, DDP time: 0.0050, Total iter time: 5.3569 [2020-11-08 16:19:50,608][root][INFO] - ===> Epoch[74](1906/26): Loss 1.1219, Sem 0.9034, dir -0.0963, norm 0.3148, swav 0.0000 LR: 8.267e-02 Score 72.210 Data time: 0.2407, Forward time: 2.2702, Backward time: 3.1017, DDP time: 0.0050, Total iter time: 5.2680 [2020-11-08 16:19:57,714][root][INFO] - ===> Epoch[74](1907/26): Loss 1.2909, Sem 1.0041, dir -0.0523, norm 0.3390, swav 0.0000 LR: 8.266e-02 Score 69.872 Data time: 0.3781, Forward time: 2.2708, Backward time: 3.1017, DDP time: 0.0050, Total iter time: 6.9786 [2020-11-08 16:20:03,517][root][INFO] - ===> Epoch[74](1908/26): Loss 1.4250, Sem 1.0155, dir -0.0446, norm 0.4542, swav 0.0000 LR: 8.265e-02 Score 69.137 Data time: 0.1641, Forward time: 2.2706, Backward time: 3.1019, DDP time: 0.0050, Total iter time: 5.6524 [2020-11-08 16:20:09,464][root][INFO] - ===> Epoch[74](1909/26): Loss 1.4529, Sem 1.0932, dir -0.0577, norm 0.4174, swav 0.0000 LR: 8.264e-02 Score 68.414 Data time: 0.2488, Forward time: 2.2707, Backward time: 3.1019, DDP time: 0.0050, Total iter time: 5.8548 [2020-11-08 16:20:15,728][root][INFO] - ===> Epoch[74](1910/26): Loss 1.3890, Sem 1.0282, dir -0.0880, norm 0.4488, swav 0.0000 LR: 8.263e-02 Score 71.098 Data time: 0.2089, Forward time: 2.2707, Backward time: 3.1021, DDP time: 0.0050, Total iter time: 6.1662 [2020-11-08 16:20:20,439][root][INFO] - ===> Epoch[74](1911/26): Loss 1.3593, Sem 1.0652, dir -0.1054, norm 0.3995, swav 0.0000 LR: 8.263e-02 Score 66.544 Data time: 0.1423, Forward time: 2.2704, Backward time: 3.1019, DDP time: 0.0050, Total iter time: 4.6158 [2020-11-08 16:20:25,441][root][INFO] - ===> Epoch[74](1912/26): Loss 1.6620, Sem 1.3581, dir -0.1045, norm 0.4084, swav 0.0000 LR: 8.262e-02 Score 57.082 Data time: 0.1787, Forward time: 2.2702, Backward time: 3.1017, DDP time: 0.0050, Total iter time: 4.9422 [2020-11-08 16:20:30,087][root][INFO] - ===> Epoch[74](1913/26): Loss 1.3140, Sem 1.0081, dir -0.0421, norm 0.3480, swav 0.0000 LR: 8.261e-02 Score 66.750 Data time: 0.1903, Forward time: 2.2701, Backward time: 3.1013, DDP time: 0.0050, Total iter time: 4.5482 [2020-11-08 16:20:35,440][root][INFO] - ===> Epoch[74](1914/26): Loss 1.2707, Sem 0.9100, dir -0.0752, norm 0.4358, swav 0.0000 LR: 8.260e-02 Score 73.590 Data time: 0.1712, Forward time: 2.2700, Backward time: 3.1012, DDP time: 0.0050, Total iter time: 5.2498 [2020-11-08 16:20:40,760][root][INFO] - ===> Epoch[74](1915/26): Loss 1.4564, Sem 1.1579, dir -0.0885, norm 0.3870, swav 0.0000 LR: 8.259e-02 Score 65.657 Data time: 0.1746, Forward time: 2.2697, Backward time: 3.1013, DDP time: 0.0050, Total iter time: 5.2198 [2020-11-08 16:20:48,061][root][INFO] - ===> Epoch[74](1916/26): Loss 1.3883, Sem 0.9936, dir -0.1018, norm 0.4965, swav 0.0000 LR: 8.258e-02 Score 68.439 Data time: 0.2491, Forward time: 2.2700, Backward time: 3.1018, DDP time: 0.0050, Total iter time: 7.2147 [2020-11-08 16:20:54,344][root][INFO] - ===> Epoch[74](1917/26): Loss 1.5009, Sem 1.0595, dir -0.0564, norm 0.4978, swav 0.0000 LR: 8.257e-02 Score 65.497 Data time: 0.2144, Forward time: 2.2701, Backward time: 3.1019, DDP time: 0.0051, Total iter time: 6.1454 [2020-11-08 16:20:59,009][root][INFO] - ===> Epoch[74](1918/26): Loss 1.3676, Sem 1.0038, dir -0.0578, norm 0.4216, swav 0.0000 LR: 8.256e-02 Score 68.814 Data time: 0.1813, Forward time: 2.2699, Backward time: 3.1015, DDP time: 0.0051, Total iter time: 4.5511 [2020-11-08 16:21:04,246][root][INFO] - ===> Epoch[74](1919/26): Loss 1.2977, Sem 0.9716, dir -0.1088, norm 0.4349, swav 0.0000 LR: 8.255e-02 Score 67.962 Data time: 0.2187, Forward time: 2.2698, Backward time: 3.1013, DDP time: 0.0050, Total iter time: 5.1320 [2020-11-08 16:21:09,996][root][INFO] - ===> Epoch[74](1920/26): Loss 1.5182, Sem 1.0439, dir -0.0496, norm 0.5239, swav 0.0000 LR: 8.254e-02 Score 65.754 Data time: 0.1898, Forward time: 2.2697, Backward time: 3.1014, DDP time: 0.0050, Total iter time: 5.6409 [2020-11-08 16:21:16,842][root][INFO] - ===> Epoch[74](1921/26): Loss 1.3504, Sem 0.8493, dir -0.0331, norm 0.5342, swav 0.0000 LR: 8.253e-02 Score 72.492 Data time: 0.2576, Forward time: 2.2699, Backward time: 3.1018, DDP time: 0.0050, Total iter time: 6.7469 [2020-11-08 16:21:23,710][root][INFO] - ===> Epoch[74](1922/26): Loss 1.2865, Sem 0.8803, dir -0.0378, norm 0.4440, swav 0.0000 LR: 8.252e-02 Score 70.512 Data time: 0.2005, Forward time: 2.2700, Backward time: 3.1023, DDP time: 0.0051, Total iter time: 6.7245 [2020-11-08 16:21:29,142][root][INFO] - ===> Epoch[74](1923/26): Loss 1.4575, Sem 1.0806, dir -0.0974, norm 0.4743, swav 0.0000 LR: 8.252e-02 Score 67.826 Data time: 0.1711, Forward time: 2.2697, Backward time: 3.1023, DDP time: 0.0051, Total iter time: 5.3078 [2020-11-08 16:21:34,207][root][INFO] - ===> Epoch[74](1924/26): Loss 1.4429, Sem 1.0468, dir -0.0609, norm 0.4570, swav 0.0000 LR: 8.251e-02 Score 66.938 Data time: 0.1769, Forward time: 2.2695, Backward time: 3.1022, DDP time: 0.0051, Total iter time: 4.9710 [2020-11-08 16:21:40,162][root][INFO] - ===> Epoch[75](1925/26): Loss 1.3451, Sem 1.0221, dir -0.0423, norm 0.3652, swav 0.0000 LR: 8.250e-02 Score 68.782 Data time: 0.2407, Forward time: 2.2697, Backward time: 3.1021, DDP time: 0.0051, Total iter time: 5.8629 [2020-11-08 16:21:44,651][root][INFO] - ===> Epoch[75](1926/26): Loss 1.3952, Sem 1.1288, dir -0.1267, norm 0.3931, swav 0.0000 LR: 8.249e-02 Score 65.475 Data time: 0.2269, Forward time: 2.2697, Backward time: 3.1015, DDP time: 0.0051, Total iter time: 4.3594 [2020-11-08 16:21:49,370][root][INFO] - ===> Epoch[75](1927/26): Loss 1.5096, Sem 1.1855, dir -0.0832, norm 0.4073, swav 0.0000 LR: 8.248e-02 Score 63.007 Data time: 0.2192, Forward time: 2.2698, Backward time: 3.1009, DDP time: 0.0051, Total iter time: 4.6163 [2020-11-08 16:21:54,368][root][INFO] - ===> Epoch[75](1928/26): Loss 1.2298, Sem 1.0001, dir -0.1151, norm 0.3448, swav 0.0000 LR: 8.247e-02 Score 66.756 Data time: 0.2184, Forward time: 2.2698, Backward time: 3.1005, DDP time: 0.0051, Total iter time: 4.8726 [2020-11-08 16:22:00,059][root][INFO] - ===> Epoch[75](1929/26): Loss 1.1532, Sem 0.9235, dir -0.1049, norm 0.3346, swav 0.0000 LR: 8.246e-02 Score 69.468 Data time: 0.2815, Forward time: 2.2701, Backward time: 3.1001, DDP time: 0.0051, Total iter time: 5.6037 [2020-11-08 16:22:05,402][root][INFO] - ===> Epoch[75](1930/26): Loss 1.4880, Sem 1.0775, dir -0.0508, norm 0.4613, swav 0.0000 LR: 8.245e-02 Score 64.455 Data time: 0.2094, Forward time: 2.2701, Backward time: 3.0999, DDP time: 0.0051, Total iter time: 5.2262 [2020-11-08 16:22:12,524][root][INFO] - ===> Epoch[75](1931/26): Loss 1.5285, Sem 1.1043, dir -0.0712, norm 0.4954, swav 0.0000 LR: 8.244e-02 Score 66.422 Data time: 0.2651, Forward time: 2.2705, Backward time: 3.1002, DDP time: 0.0051, Total iter time: 7.0183 [2020-11-08 16:22:18,149][root][INFO] - ===> Epoch[75](1932/26): Loss 1.2932, Sem 1.0528, dir -0.1378, norm 0.3782, swav 0.0000 LR: 8.243e-02 Score 68.499 Data time: 0.2520, Forward time: 2.2708, Backward time: 3.0999, DDP time: 0.0051, Total iter time: 5.4912 [2020-11-08 16:22:22,679][root][INFO] - ===> Epoch[75](1933/26): Loss 1.4564, Sem 1.0359, dir -0.0597, norm 0.4803, swav 0.0000 LR: 8.242e-02 Score 68.203 Data time: 0.1673, Forward time: 2.2706, Backward time: 3.0994, DDP time: 0.0051, Total iter time: 4.4120 [2020-11-08 16:22:28,546][root][INFO] - ===> Epoch[75](1934/26): Loss 1.5194, Sem 1.0977, dir -0.0611, norm 0.4828, swav 0.0000 LR: 8.241e-02 Score 65.949 Data time: 0.1505, Forward time: 2.2703, Backward time: 3.0998, DDP time: 0.0051, Total iter time: 5.7759 [2020-11-08 16:22:33,779][root][INFO] - ===> Epoch[75](1935/26): Loss 1.5607, Sem 1.1283, dir -0.0924, norm 0.5249, swav 0.0000 LR: 8.240e-02 Score 66.771 Data time: 0.2194, Forward time: 2.2703, Backward time: 3.0995, DDP time: 0.0051, Total iter time: 5.1712 [2020-11-08 16:22:39,903][root][INFO] - ===> Epoch[75](1936/26): Loss 1.1969, Sem 0.9476, dir -0.1014, norm 0.3506, swav 0.0000 LR: 8.240e-02 Score 72.090 Data time: 0.2718, Forward time: 2.2706, Backward time: 3.0994, DDP time: 0.0051, Total iter time: 5.9962 [2020-11-08 16:22:47,252][root][INFO] - ===> Epoch[75](1937/26): Loss 1.5301, Sem 1.0927, dir -0.0850, norm 0.5224, swav 0.0000 LR: 8.239e-02 Score 64.939 Data time: 0.2181, Forward time: 2.2707, Backward time: 3.1001, DDP time: 0.0051, Total iter time: 7.2115 [2020-11-08 16:22:53,915][root][INFO] - ===> Epoch[75](1938/26): Loss 1.5355, Sem 1.0270, dir -0.0615, norm 0.5700, swav 0.0000 LR: 8.238e-02 Score 65.845 Data time: 0.2630, Forward time: 2.2709, Backward time: 3.1003, DDP time: 0.0051, Total iter time: 6.5264 [2020-11-08 16:22:58,703][root][INFO] - ===> Epoch[75](1939/26): Loss 1.5421, Sem 1.1113, dir -0.0890, norm 0.5198, swav 0.0000 LR: 8.237e-02 Score 65.183 Data time: 0.1778, Forward time: 2.2708, Backward time: 3.0999, DDP time: 0.0051, Total iter time: 4.6579 [2020-11-08 16:23:05,368][root][INFO] - ===> Epoch[75](1940/26): Loss 1.1370, Sem 0.9786, dir -0.1485, norm 0.3069, swav 0.0000 LR: 8.236e-02 Score 69.724 Data time: 0.1955, Forward time: 2.2707, Backward time: 3.1005, DDP time: 0.0051, Total iter time: 6.5609 [2020-11-08 16:23:10,412][root][INFO] - ===> Epoch[75](1941/26): Loss 1.4563, Sem 1.0789, dir -0.0754, norm 0.4527, swav 0.0000 LR: 8.235e-02 Score 65.863 Data time: 0.1642, Forward time: 2.2704, Backward time: 3.1003, DDP time: 0.0051, Total iter time: 4.9172 [2020-11-08 16:23:15,304][root][INFO] - ===> Epoch[75](1942/26): Loss 1.4399, Sem 0.9198, dir -0.0301, norm 0.5502, swav 0.0000 LR: 8.234e-02 Score 71.924 Data time: 0.1621, Forward time: 2.2701, Backward time: 3.1003, DDP time: 0.0051, Total iter time: 4.7904 [2020-11-08 16:23:21,250][root][INFO] - ===> Epoch[75](1943/26): Loss 1.3710, Sem 0.8560, dir -0.0434, norm 0.5583, swav 0.0000 LR: 8.233e-02 Score 73.400 Data time: 0.2839, Forward time: 2.2705, Backward time: 3.1000, DDP time: 0.0051, Total iter time: 5.8489 [2020-11-08 16:23:26,973][root][INFO] - ===> Epoch[75](1944/26): Loss 1.3953, Sem 1.0215, dir -0.0580, norm 0.4318, swav 0.0000 LR: 8.232e-02 Score 68.423 Data time: 0.2158, Forward time: 2.2705, Backward time: 3.0999, DDP time: 0.0051, Total iter time: 5.5583 [2020-11-08 16:23:31,974][root][INFO] - ===> Epoch[75](1945/26): Loss 1.1498, Sem 0.9268, dir -0.1247, norm 0.3477, swav 0.0000 LR: 8.231e-02 Score 70.045 Data time: 0.1929, Forward time: 2.2704, Backward time: 3.0996, DDP time: 0.0051, Total iter time: 4.8659 [2020-11-08 16:23:37,077][root][INFO] - ===> Epoch[75](1946/26): Loss 1.3907, Sem 1.0436, dir -0.0411, norm 0.3881, swav 0.0000 LR: 8.230e-02 Score 68.521 Data time: 0.2380, Forward time: 2.2705, Backward time: 3.0992, DDP time: 0.0051, Total iter time: 5.0054 [2020-11-08 16:23:43,820][root][INFO] - ===> Epoch[75](1947/26): Loss 1.2479, Sem 0.8833, dir -0.0252, norm 0.3899, swav 0.0000 LR: 8.229e-02 Score 70.892 Data time: 0.2662, Forward time: 2.2708, Backward time: 3.0994, DDP time: 0.0051, Total iter time: 6.6154 [2020-11-08 16:23:49,508][root][INFO] - ===> Epoch[75](1948/26): Loss 1.2462, Sem 0.8616, dir -0.0356, norm 0.4201, swav 0.0000 LR: 8.229e-02 Score 70.734 Data time: 0.2759, Forward time: 2.2711, Backward time: 3.0990, DDP time: 0.0051, Total iter time: 5.5561 [2020-11-08 16:23:55,349][root][INFO] - ===> Epoch[75](1949/26): Loss 1.2563, Sem 0.9864, dir -0.0705, norm 0.3404, swav 0.0000 LR: 8.228e-02 Score 70.884 Data time: 0.1879, Forward time: 2.2709, Backward time: 3.0992, DDP time: 0.0051, Total iter time: 5.7086 [2020-11-08 16:24:00,690][root][INFO] - ===> Epoch[75](1950/26): Loss 1.7174, Sem 1.2575, dir -0.0277, norm 0.4875, swav 0.0000 LR: 8.227e-02 Score 62.861 Data time: 0.2660, Forward time: 2.2712, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 5.2596 [2020-11-08 16:24:06,634][root][INFO] - ===> Epoch[76](1951/26): Loss 1.4085, Sem 1.0154, dir -0.0230, norm 0.4161, swav 0.0000 LR: 8.226e-02 Score 68.550 Data time: 0.2111, Forward time: 2.2712, Backward time: 3.0988, DDP time: 0.0051, Total iter time: 5.8244 [2020-11-08 16:24:14,477][root][INFO] - ===> Epoch[76](1952/26): Loss 1.4465, Sem 1.0423, dir -0.0199, norm 0.4241, swav 0.0000 LR: 8.225e-02 Score 67.708 Data time: 0.2509, Forward time: 2.2714, Backward time: 3.0996, DDP time: 0.0051, Total iter time: 7.7447 [2020-11-08 16:24:19,227][root][INFO] - ===> Epoch[76](1953/26): Loss 1.4631, Sem 1.0816, dir -0.0350, norm 0.4165, swav 0.0000 LR: 8.224e-02 Score 66.481 Data time: 0.2115, Forward time: 2.2715, Backward time: 3.0990, DDP time: 0.0051, Total iter time: 4.6408 [2020-11-08 16:24:23,788][root][INFO] - ===> Epoch[76](1954/26): Loss 1.5609, Sem 1.2066, dir -0.0657, norm 0.4200, swav 0.0000 LR: 8.223e-02 Score 66.038 Data time: 0.1994, Forward time: 2.2714, Backward time: 3.0985, DDP time: 0.0051, Total iter time: 4.4467 [2020-11-08 16:24:28,896][root][INFO] - ===> Epoch[76](1955/26): Loss 1.3238, Sem 0.9167, dir -0.0238, norm 0.4310, swav 0.0000 LR: 8.222e-02 Score 71.815 Data time: 0.1716, Forward time: 2.2712, Backward time: 3.0983, DDP time: 0.0051, Total iter time: 5.0180 [2020-11-08 16:24:34,316][root][INFO] - ===> Epoch[76](1956/26): Loss 1.5772, Sem 1.1269, dir -0.0292, norm 0.4794, swav 0.0000 LR: 8.221e-02 Score 68.355 Data time: 0.1689, Forward time: 2.2709, Backward time: 3.0985, DDP time: 0.0051, Total iter time: 5.3426 [2020-11-08 16:24:39,924][root][INFO] - ===> Epoch[76](1957/26): Loss 1.4126, Sem 1.0692, dir -0.0837, norm 0.4271, swav 0.0000 LR: 8.220e-02 Score 67.180 Data time: 0.2320, Forward time: 2.2711, Backward time: 3.0982, DDP time: 0.0051, Total iter time: 5.5526 [2020-11-08 16:24:44,578][root][INFO] - ===> Epoch[76](1958/26): Loss 1.2525, Sem 0.9638, dir -0.0907, norm 0.3794, swav 0.0000 LR: 8.219e-02 Score 70.280 Data time: 0.1879, Forward time: 2.2710, Backward time: 3.0978, DDP time: 0.0051, Total iter time: 4.5325 [2020-11-08 16:24:50,174][root][INFO] - ===> Epoch[76](1959/26): Loss 1.4766, Sem 1.1114, dir -0.1397, norm 0.5048, swav 0.0000 LR: 8.218e-02 Score 64.858 Data time: 0.1556, Forward time: 2.2707, Backward time: 3.0980, DDP time: 0.0051, Total iter time: 5.5133 [2020-11-08 16:24:56,597][root][INFO] - ===> Epoch[76](1960/26): Loss 1.3805, Sem 1.0561, dir -0.0973, norm 0.4217, swav 0.0000 LR: 8.218e-02 Score 66.610 Data time: 0.2345, Forward time: 2.2708, Backward time: 3.0983, DDP time: 0.0051, Total iter time: 6.3063 [2020-11-08 16:25:01,408][root][INFO] - ===> Epoch[76](1961/26): Loss 1.5012, Sem 1.0980, dir -0.0796, norm 0.4828, swav 0.0000 LR: 8.217e-02 Score 68.212 Data time: 0.2108, Forward time: 2.2708, Backward time: 3.0978, DDP time: 0.0051, Total iter time: 4.6758 [2020-11-08 16:25:06,294][root][INFO] - ===> Epoch[76](1962/26): Loss 1.3376, Sem 1.0337, dir -0.1408, norm 0.4447, swav 0.0000 LR: 8.216e-02 Score 69.540 Data time: 0.1541, Forward time: 2.2704, Backward time: 3.0977, DDP time: 0.0051, Total iter time: 4.7671 [2020-11-08 16:25:13,596][root][INFO] - ===> Epoch[76](1963/26): Loss 1.4074, Sem 1.0843, dir -0.0833, norm 0.4064, swav 0.0000 LR: 8.215e-02 Score 65.338 Data time: 0.1943, Forward time: 2.2703, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 7.2157 [2020-11-08 16:25:19,447][root][INFO] - ===> Epoch[76](1964/26): Loss 1.2585, Sem 0.9640, dir -0.1010, norm 0.3954, swav 0.0000 LR: 8.214e-02 Score 69.580 Data time: 0.2209, Forward time: 2.2703, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 5.7252 [2020-11-08 16:25:27,371][root][INFO] - ===> Epoch[76](1965/26): Loss 1.2436, Sem 0.9998, dir -0.1410, norm 0.3849, swav 0.0000 LR: 8.213e-02 Score 67.156 Data time: 0.4162, Forward time: 2.2711, Backward time: 3.0988, DDP time: 0.0051, Total iter time: 7.7926 [2020-11-08 16:25:33,528][root][INFO] - ===> Epoch[76](1966/26): Loss 1.1666, Sem 0.8799, dir -0.0502, norm 0.3369, swav 0.0000 LR: 8.212e-02 Score 73.697 Data time: 0.2342, Forward time: 2.2713, Backward time: 3.0988, DDP time: 0.0051, Total iter time: 6.0026 [2020-11-08 16:25:39,972][root][INFO] - ===> Epoch[76](1967/26): Loss 1.5125, Sem 1.0650, dir -0.0938, norm 0.5413, swav 0.0000 LR: 8.211e-02 Score 66.395 Data time: 0.2313, Forward time: 2.2713, Backward time: 3.0991, DDP time: 0.0051, Total iter time: 6.2971 [2020-11-08 16:25:46,982][root][INFO] - ===> Epoch[76](1968/26): Loss 1.3645, Sem 1.0328, dir -0.1278, norm 0.4595, swav 0.0000 LR: 8.210e-02 Score 65.740 Data time: 0.1563, Forward time: 2.2709, Backward time: 3.1000, DDP time: 0.0051, Total iter time: 6.8959 [2020-11-08 16:25:52,470][root][INFO] - ===> Epoch[76](1969/26): Loss 1.4789, Sem 1.0572, dir -0.1010, norm 0.5227, swav 0.0000 LR: 8.209e-02 Score 66.389 Data time: 0.2478, Forward time: 2.2712, Backward time: 3.0996, DDP time: 0.0051, Total iter time: 5.4029 [2020-11-08 16:25:57,458][root][INFO] - ===> Epoch[76](1970/26): Loss 1.4590, Sem 1.1168, dir -0.0606, norm 0.4028, swav 0.0000 LR: 8.208e-02 Score 64.819 Data time: 0.2195, Forward time: 2.2712, Backward time: 3.0993, DDP time: 0.0051, Total iter time: 4.8577 [2020-11-08 16:26:02,566][root][INFO] - ===> Epoch[76](1971/26): Loss 1.2060, Sem 0.9736, dir -0.1113, norm 0.3437, swav 0.0000 LR: 8.207e-02 Score 69.591 Data time: 0.1723, Forward time: 2.2710, Backward time: 3.0991, DDP time: 0.0051, Total iter time: 5.0040 [2020-11-08 16:26:08,825][root][INFO] - ===> Epoch[76](1972/26): Loss 1.2112, Sem 0.9087, dir -0.0629, norm 0.3655, swav 0.0000 LR: 8.206e-02 Score 71.451 Data time: 0.2186, Forward time: 2.2710, Backward time: 3.0993, DDP time: 0.0051, Total iter time: 6.1382 [2020-11-08 16:26:14,215][root][INFO] - ===> Epoch[76](1973/26): Loss 1.5206, Sem 1.1706, dir -0.0381, norm 0.3880, swav 0.0000 LR: 8.206e-02 Score 63.636 Data time: 0.2334, Forward time: 2.2712, Backward time: 3.0989, DDP time: 0.0051, Total iter time: 5.2771 [2020-11-08 16:26:19,843][root][INFO] - ===> Epoch[76](1974/26): Loss 1.2599, Sem 0.9592, dir -0.1269, norm 0.4275, swav 0.0000 LR: 8.205e-02 Score 71.180 Data time: 0.1888, Forward time: 2.2710, Backward time: 3.0991, DDP time: 0.0051, Total iter time: 5.4788 [2020-11-08 16:26:25,050][root][INFO] - ===> Epoch[76](1975/26): Loss 1.3858, Sem 0.9435, dir -0.0265, norm 0.4689, swav 0.0000 LR: 8.204e-02 Score 68.675 Data time: 0.2214, Forward time: 2.2710, Backward time: 3.0988, DDP time: 0.0051, Total iter time: 5.0842 [2020-11-08 16:26:31,146][root][INFO] - ===> Epoch[76](1976/26): Loss 1.7228, Sem 1.1013, dir -0.0271, norm 0.6486, swav 0.0000 LR: 8.203e-02 Score 66.042 Data time: 0.2191, Forward time: 2.2711, Backward time: 3.0989, DDP time: 0.0051, Total iter time: 5.9861 [2020-11-08 16:26:40,125][root][INFO] - ===> Epoch[77](1977/26): Loss 1.4556, Sem 0.9702, dir -0.0308, norm 0.5161, swav 0.0000 LR: 8.202e-02 Score 68.730 Data time: 0.2353, Forward time: 2.2711, Backward time: 3.1004, DDP time: 0.0051, Total iter time: 8.8615 [2020-11-08 16:26:45,784][root][INFO] - ===> Epoch[77](1978/26): Loss 1.3357, Sem 1.0004, dir -0.0389, norm 0.3743, swav 0.0000 LR: 8.201e-02 Score 68.488 Data time: 0.2720, Forward time: 2.2714, Backward time: 3.1000, DDP time: 0.0051, Total iter time: 5.5306 [2020-11-08 16:26:50,588][root][INFO] - ===> Epoch[77](1979/26): Loss 1.6314, Sem 1.2235, dir -0.0460, norm 0.4538, swav 0.0000 LR: 8.200e-02 Score 62.580 Data time: 0.2131, Forward time: 2.2713, Backward time: 3.0997, DDP time: 0.0051, Total iter time: 4.6828 [2020-11-08 16:26:56,380][root][INFO] - ===> Epoch[77](1980/26): Loss 1.4405, Sem 1.0670, dir -0.0507, norm 0.4241, swav 0.0000 LR: 8.199e-02 Score 67.245 Data time: 0.1919, Forward time: 2.2712, Backward time: 3.0998, DDP time: 0.0051, Total iter time: 5.7003 [2020-11-08 16:27:01,530][root][INFO] - ===> Epoch[77](1981/26): Loss 1.5172, Sem 1.0816, dir -0.0401, norm 0.4756, swav 0.0000 LR: 8.198e-02 Score 67.525 Data time: 0.2249, Forward time: 2.2712, Backward time: 3.0994, DDP time: 0.0051, Total iter time: 5.0203 [2020-11-08 16:27:07,895][root][INFO] - ===> Epoch[77](1982/26): Loss 1.4265, Sem 0.9805, dir -0.0258, norm 0.4717, swav 0.0000 LR: 8.197e-02 Score 69.666 Data time: 0.3177, Forward time: 2.2717, Backward time: 3.0992, DDP time: 0.0051, Total iter time: 6.2519 [2020-11-08 16:27:12,848][root][INFO] - ===> Epoch[77](1983/26): Loss 1.1814, Sem 0.8572, dir -0.0877, norm 0.4119, swav 0.0000 LR: 8.196e-02 Score 72.771 Data time: 0.2226, Forward time: 2.2718, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 4.8213 [2020-11-08 16:27:18,407][root][INFO] - ===> Epoch[77](1984/26): Loss 1.4923, Sem 1.1706, dir -0.1071, norm 0.4288, swav 0.0000 LR: 8.195e-02 Score 64.399 Data time: 0.2528, Forward time: 2.2720, Backward time: 3.0984, DDP time: 0.0051, Total iter time: 5.4582 [2020-11-08 16:27:23,317][root][INFO] - ===> Epoch[77](1985/26): Loss 1.2087, Sem 0.9328, dir -0.0864, norm 0.3624, swav 0.0000 LR: 8.195e-02 Score 72.696 Data time: 0.1758, Forward time: 2.2718, Backward time: 3.0981, DDP time: 0.0051, Total iter time: 4.7779 [2020-11-08 16:27:29,418][root][INFO] - ===> Epoch[77](1986/26): Loss 1.4254, Sem 0.9956, dir -0.0606, norm 0.4904, swav 0.0000 LR: 8.194e-02 Score 68.429 Data time: 0.2373, Forward time: 2.2717, Backward time: 3.0984, DDP time: 0.0051, Total iter time: 6.0100 [2020-11-08 16:27:34,111][root][INFO] - ===> Epoch[77](1987/26): Loss 1.3072, Sem 0.9736, dir -0.0751, norm 0.4087, swav 0.0000 LR: 8.193e-02 Score 68.779 Data time: 0.1393, Forward time: 2.2713, Backward time: 3.0983, DDP time: 0.0051, Total iter time: 4.5830 [2020-11-08 16:27:39,382][root][INFO] - ===> Epoch[77](1988/26): Loss 1.2930, Sem 0.9919, dir -0.0987, norm 0.3998, swav 0.0000 LR: 8.192e-02 Score 70.810 Data time: 0.2377, Forward time: 2.2715, Backward time: 3.0979, DDP time: 0.0051, Total iter time: 5.2050 [2020-11-08 16:27:45,127][root][INFO] - ===> Epoch[77](1989/26): Loss 1.3637, Sem 0.9323, dir -0.0753, norm 0.5067, swav 0.0000 LR: 8.191e-02 Score 72.894 Data time: 0.2494, Forward time: 2.2717, Backward time: 3.0977, DDP time: 0.0051, Total iter time: 5.6235 [2020-11-08 16:27:51,155][root][INFO] - ===> Epoch[77](1990/26): Loss 1.3917, Sem 0.9921, dir -0.0620, norm 0.4616, swav 0.0000 LR: 8.190e-02 Score 69.075 Data time: 0.1834, Forward time: 2.2715, Backward time: 3.0979, DDP time: 0.0051, Total iter time: 5.9200 [2020-11-08 16:27:56,966][root][INFO] - ===> Epoch[77](1991/26): Loss 1.4496, Sem 1.0273, dir -0.0741, norm 0.4964, swav 0.0000 LR: 8.189e-02 Score 65.807 Data time: 0.2134, Forward time: 2.2715, Backward time: 3.0980, DDP time: 0.0051, Total iter time: 5.7066 [2020-11-08 16:28:02,402][root][INFO] - ===> Epoch[77](1992/26): Loss 1.1626, Sem 0.9737, dir -0.1290, norm 0.3179, swav 0.0000 LR: 8.188e-02 Score 69.814 Data time: 0.2112, Forward time: 2.2715, Backward time: 3.0978, DDP time: 0.0051, Total iter time: 5.3336 [2020-11-08 16:28:09,810][root][INFO] - ===> Epoch[77](1993/26): Loss 1.6994, Sem 1.1675, dir -0.0555, norm 0.5875, swav 0.0000 LR: 8.187e-02 Score 65.079 Data time: 0.3269, Forward time: 2.2719, Backward time: 3.0982, DDP time: 0.0051, Total iter time: 7.3288 [2020-11-08 16:28:14,538][root][INFO] - ===> Epoch[77](1994/26): Loss 1.5009, Sem 0.9618, dir -0.0377, norm 0.5768, swav 0.0000 LR: 8.186e-02 Score 72.657 Data time: 0.1864, Forward time: 2.2719, Backward time: 3.0977, DDP time: 0.0051, Total iter time: 4.5992 [2020-11-08 16:28:19,858][root][INFO] - ===> Epoch[77](1995/26): Loss 1.7057, Sem 1.1973, dir -0.0398, norm 0.5483, swav 0.0000 LR: 8.185e-02 Score 61.983 Data time: 0.1273, Forward time: 2.2715, Backward time: 3.0979, DDP time: 0.0051, Total iter time: 5.2192 [2020-11-08 16:28:24,528][root][INFO] - ===> Epoch[77](1996/26): Loss 1.3829, Sem 1.0011, dir -0.0540, norm 0.4358, swav 0.0000 LR: 8.184e-02 Score 67.524 Data time: 0.1649, Forward time: 2.2712, Backward time: 3.0977, DDP time: 0.0051, Total iter time: 4.6185 [2020-11-08 16:28:29,538][root][INFO] - ===> Epoch[77](1997/26): Loss 1.2535, Sem 0.9920, dir -0.0583, norm 0.3198, swav 0.0000 LR: 8.183e-02 Score 69.319 Data time: 0.2365, Forward time: 2.2712, Backward time: 3.0973, DDP time: 0.0051, Total iter time: 4.9083 [2020-11-08 16:28:35,722][root][INFO] - ===> Epoch[77](1998/26): Loss 1.5238, Sem 1.0342, dir -0.0308, norm 0.5204, swav 0.0000 LR: 8.183e-02 Score 66.067 Data time: 0.2901, Forward time: 2.2717, Backward time: 3.0970, DDP time: 0.0051, Total iter time: 6.0554 [2020-11-08 16:28:41,465][root][INFO] - ===> Epoch[77](1999/26): Loss 1.2558, Sem 0.8448, dir -0.0274, norm 0.4384, swav 0.0000 LR: 8.182e-02 Score 71.649 Data time: 0.2586, Forward time: 2.2720, Backward time: 3.0967, DDP time: 0.0051, Total iter time: 5.5988 [2020-11-08 16:28:47,456][root][INFO] - ===> Epoch[77](2000/26): Loss 1.4150, Sem 1.1302, dir -0.0823, norm 0.3671, swav 0.0000 LR: 8.181e-02 Score 66.875 Data time: 0.2080, Forward time: 2.2720, Backward time: 3.0968, DDP time: 0.0051, Total iter time: 5.8596 [2020-11-08 16:28:48,186][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 16:28:48,413][root][INFO] - ===> Start testing [2020-11-08 16:30:12,008][root][INFO] - 101/312: Data time: 0.0054, Iter time: 0.3448 Loss 1.166 (AVG: 0.975) Score 58.211 (AVG: 70.344) mIOU 21.932 mAP 42.701 mAcc 30.547 IOU: 65.587 94.726 23.379 12.140 60.414 8.809 41.007 0.480 18.439 14.705 0.000 10.286 12.388 24.428 0.000 0.535 20.734 5.020 15.920 9.637 mAP: 65.062 95.875 34.421 45.643 74.847 51.522 54.453 25.280 32.414 44.446 5.787 30.838 33.435 48.225 6.768 48.576 68.867 31.403 38.063 18.088 mAcc: 93.849 97.455 38.719 16.687 85.570 9.825 62.904 0.493 23.317 18.157 0.000 11.949 19.674 27.538 0.000 0.566 46.303 6.167 36.037 15.728 [2020-11-08 16:31:36,290][root][INFO] - 201/312: Data time: 0.0344, Iter time: 0.2061 Loss 1.352 (AVG: 1.021) Score 58.810 (AVG: 69.124) mIOU 21.579 mAP 41.532 mAcc 30.106 IOU: 64.350 94.721 21.889 12.031 63.544 8.668 42.290 0.549 18.269 13.758 0.000 7.645 12.226 16.644 0.000 2.759 17.405 3.143 20.186 11.499 mAP: 67.265 95.610 34.363 39.445 72.868 45.403 52.404 25.556 33.636 38.950 5.137 34.172 29.852 47.275 7.260 49.493 62.010 26.592 44.041 19.307 mAcc: 94.084 97.460 37.699 15.064 84.262 10.078 62.392 0.560 23.166 17.142 0.000 8.899 20.879 18.473 0.000 3.005 44.605 3.949 41.689 18.714 [2020-11-08 16:33:06,000][root][INFO] - 301/312: Data time: 0.0064, Iter time: 0.2592 Loss 0.725 (AVG: 1.021) Score 74.101 (AVG: 68.891) mIOU 21.631 mAP 41.485 mAcc 30.384 IOU: 64.044 94.899 20.971 12.129 63.143 8.308 42.622 0.512 17.564 15.407 0.000 7.051 12.818 17.737 0.000 3.571 16.946 3.473 19.991 11.427 mAP: 66.327 95.974 33.625 39.068 72.475 48.191 53.484 24.169 32.328 39.254 5.563 36.882 32.394 47.332 7.506 43.347 60.444 25.325 45.649 20.371 mAcc: 93.972 97.701 38.666 15.643 83.830 9.676 63.063 0.522 22.105 19.444 0.000 8.285 21.799 19.963 0.000 3.985 45.280 4.445 42.287 17.012 [2020-11-08 16:33:12,776][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.1496 Loss 0.843 (AVG: 1.013) Score 73.513 (AVG: 69.177) mIOU 21.795 mAP 41.592 mAcc 30.546 IOU: 64.442 94.937 20.637 12.444 63.416 8.287 43.269 0.532 17.532 15.679 0.000 7.042 13.317 17.798 0.000 3.518 17.346 3.590 20.410 11.704 mAP: 66.617 96.042 33.192 40.041 71.691 48.191 53.580 23.844 31.980 39.158 5.522 36.882 32.435 47.100 7.369 43.329 61.480 26.131 46.377 20.876 mAcc: 93.986 97.722 38.523 15.964 83.780 9.676 63.688 0.542 22.034 19.787 0.000 8.285 22.452 20.081 0.000 3.944 45.723 4.587 42.738 17.415 [2020-11-08 16:33:12,776][root][INFO] - Finished test. Elapsed time: 264.3629 [2020-11-08 16:33:29,308][root][INFO] - [2020-11-08 16:33:29,309][root][INFO] - ################################################################ [2020-11-08 16:33:29,309][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 16:33:29,309][root][INFO] - ################################################################ [2020-11-08 16:33:29,309][root][INFO] - cabinet : 0.001 0.005 0.052 [2020-11-08 16:33:29,309][root][INFO] - bed : 0.000 0.000 0.000 [2020-11-08 16:33:29,309][root][INFO] - chair : 0.279 0.467 0.630 [2020-11-08 16:33:29,309][root][INFO] - sofa : 0.000 0.000 0.000 [2020-11-08 16:33:29,309][root][INFO] - table : 0.089 0.264 0.423 [2020-11-08 16:33:29,309][root][INFO] - door : 0.000 0.000 0.000 [2020-11-08 16:33:29,309][root][INFO] - window : 0.000 0.001 0.027 [2020-11-08 16:33:29,309][root][INFO] - bookshelf : 0.000 0.000 0.000 [2020-11-08 16:33:29,309][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 16:33:29,310][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-08 16:33:29,310][root][INFO] - desk : 0.000 0.000 0.013 [2020-11-08 16:33:29,310][root][INFO] - curtain : 0.004 0.009 0.024 [2020-11-08 16:33:29,310][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 16:33:29,310][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 16:33:29,310][root][INFO] - toilet : 0.023 0.138 0.417 [2020-11-08 16:33:29,310][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-08 16:33:29,310][root][INFO] - bathtub : 0.000 0.003 0.295 [2020-11-08 16:33:29,310][root][INFO] - otherfurniture : 0.002 0.008 0.066 [2020-11-08 16:33:29,310][root][INFO] - ---------------------------------------------------------------- [2020-11-08 16:33:29,310][root][INFO] - average : 0.022 0.050 0.108 [2020-11-08 16:33:29,310][root][INFO] - [2020-11-08 16:33:29,716][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 16:33:30,419][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 16:33:30,687][root][INFO] - Current best mIoU: 21.795 at iter 2000 [2020-11-08 16:33:34,726][root][INFO] - ===> Epoch[77](2001/26): Loss 1.6526, Sem 1.1757, dir -0.0251, norm 0.5020, swav 0.0000 LR: 8.180e-02 Score 62.417 Data time: 0.1887, Forward time: 2.2718, Backward time: 3.0962, DDP time: 0.0051, Total iter time: 4.0318 [2020-11-08 16:33:42,125][root][INFO] - ===> Epoch[77](2002/26): Loss 1.4406, Sem 0.9189, dir -0.0152, norm 0.5368, swav 0.0000 LR: 8.179e-02 Score 71.089 Data time: 0.2350, Forward time: 2.2719, Backward time: 3.0969, DDP time: 0.0051, Total iter time: 7.2766 [2020-11-08 16:33:48,607][root][INFO] - ===> Epoch[78](2003/26): Loss 1.5941, Sem 1.0005, dir -0.0179, norm 0.6115, swav 0.0000 LR: 8.178e-02 Score 67.668 Data time: 0.3447, Forward time: 2.2724, Backward time: 3.0967, DDP time: 0.0051, Total iter time: 6.3618 [2020-11-08 16:33:53,925][root][INFO] - ===> Epoch[78](2004/26): Loss 1.4237, Sem 1.0539, dir -0.0891, norm 0.4589, swav 0.0000 LR: 8.177e-02 Score 67.408 Data time: 0.2339, Forward time: 2.2726, Backward time: 3.0962, DDP time: 0.0051, Total iter time: 5.1745 [2020-11-08 16:33:59,962][root][INFO] - ===> Epoch[78](2005/26): Loss 1.5040, Sem 1.0692, dir -0.0335, norm 0.4684, swav 0.0000 LR: 8.176e-02 Score 68.318 Data time: 0.3008, Forward time: 2.2730, Backward time: 3.0959, DDP time: 0.0051, Total iter time: 5.9249 [2020-11-08 16:34:07,439][root][INFO] - ===> Epoch[78](2006/26): Loss 1.5995, Sem 1.1111, dir -0.0414, norm 0.5298, swav 0.0000 LR: 8.175e-02 Score 63.786 Data time: 0.1684, Forward time: 2.2728, Backward time: 3.0970, DDP time: 0.0051, Total iter time: 7.3504 [2020-11-08 16:34:14,687][root][INFO] - ===> Epoch[78](2007/26): Loss 1.5624, Sem 1.0507, dir -0.0595, norm 0.5712, swav 0.0000 LR: 8.174e-02 Score 65.910 Data time: 0.2454, Forward time: 2.2730, Backward time: 3.0975, DDP time: 0.0051, Total iter time: 7.1908 [2020-11-08 16:34:20,750][root][INFO] - ===> Epoch[78](2008/26): Loss 1.3606, Sem 1.0604, dir -0.1671, norm 0.4673, swav 0.0000 LR: 8.173e-02 Score 65.633 Data time: 0.1738, Forward time: 2.2728, Backward time: 3.0978, DDP time: 0.0051, Total iter time: 5.9307 [2020-11-08 16:34:26,755][root][INFO] - ===> Epoch[78](2009/26): Loss 1.5045, Sem 1.0682, dir -0.0980, norm 0.5343, swav 0.0000 LR: 8.172e-02 Score 66.212 Data time: 0.1876, Forward time: 2.2727, Backward time: 3.0981, DDP time: 0.0051, Total iter time: 5.9350 [2020-11-08 16:34:33,171][root][INFO] - ===> Epoch[78](2010/26): Loss 1.4750, Sem 0.9276, dir -0.0562, norm 0.6035, swav 0.0000 LR: 8.172e-02 Score 70.674 Data time: 0.1921, Forward time: 2.2725, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 6.3286 [2020-11-08 16:34:38,362][root][INFO] - ===> Epoch[78](2011/26): Loss 1.5925, Sem 1.0831, dir -0.0756, norm 0.5850, swav 0.0000 LR: 8.171e-02 Score 64.407 Data time: 0.2472, Forward time: 2.2727, Backward time: 3.0982, DDP time: 0.0051, Total iter time: 5.1094 [2020-11-08 16:34:44,000][root][INFO] - ===> Epoch[78](2012/26): Loss 1.0673, Sem 0.8992, dir -0.1370, norm 0.3051, swav 0.0000 LR: 8.170e-02 Score 72.723 Data time: 0.2182, Forward time: 2.2728, Backward time: 3.0980, DDP time: 0.0051, Total iter time: 5.5271 [2020-11-08 16:34:50,742][root][INFO] - ===> Epoch[78](2013/26): Loss 1.5389, Sem 1.0273, dir -0.0144, norm 0.5260, swav 0.0000 LR: 8.169e-02 Score 70.117 Data time: 0.2091, Forward time: 2.2726, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 6.6402 [2020-11-08 16:34:57,271][root][INFO] - ===> Epoch[78](2014/26): Loss 1.5049, Sem 0.8696, dir -0.0406, norm 0.6760, swav 0.0000 LR: 8.168e-02 Score 72.088 Data time: 0.3308, Forward time: 2.2731, Backward time: 3.0985, DDP time: 0.0051, Total iter time: 6.4542 [2020-11-08 16:35:04,180][root][INFO] - ===> Epoch[78](2015/26): Loss 1.5437, Sem 0.9963, dir -0.0335, norm 0.5809, swav 0.0000 LR: 8.167e-02 Score 68.845 Data time: 0.1913, Forward time: 2.2730, Backward time: 3.0991, DDP time: 0.0051, Total iter time: 6.7584 [2020-11-08 16:35:10,080][root][INFO] - ===> Epoch[78](2016/26): Loss 1.1652, Sem 0.8093, dir -0.0443, norm 0.4001, swav 0.0000 LR: 8.166e-02 Score 76.129 Data time: 0.1412, Forward time: 2.2726, Backward time: 3.0996, DDP time: 0.0051, Total iter time: 5.7920 [2020-11-08 16:35:15,183][root][INFO] - ===> Epoch[78](2017/26): Loss 1.3117, Sem 1.0151, dir -0.0777, norm 0.3743, swav 0.0000 LR: 8.165e-02 Score 69.649 Data time: 0.2292, Forward time: 2.2727, Backward time: 3.0992, DDP time: 0.0051, Total iter time: 5.0483 [2020-11-08 16:35:21,080][root][INFO] - ===> Epoch[78](2018/26): Loss 1.5055, Sem 1.0228, dir -0.0214, norm 0.5041, swav 0.0000 LR: 8.164e-02 Score 69.473 Data time: 0.1507, Forward time: 2.2724, Backward time: 3.0996, DDP time: 0.0051, Total iter time: 5.7849 [2020-11-08 16:35:26,274][root][INFO] - ===> Epoch[78](2019/26): Loss 1.6822, Sem 1.1112, dir -0.0314, norm 0.6025, swav 0.0000 LR: 8.163e-02 Score 67.516 Data time: 0.2071, Forward time: 2.2723, Backward time: 3.0994, DDP time: 0.0051, Total iter time: 5.1305 [2020-11-08 16:35:31,435][root][INFO] - ===> Epoch[78](2020/26): Loss 1.6131, Sem 1.0125, dir -0.0178, norm 0.6184, swav 0.0000 LR: 8.162e-02 Score 68.952 Data time: 0.2693, Forward time: 2.2725, Backward time: 3.0989, DDP time: 0.0051, Total iter time: 5.0369 [2020-11-08 16:35:37,218][root][INFO] - ===> Epoch[78](2021/26): Loss 1.4296, Sem 0.9726, dir -0.0223, norm 0.4793, swav 0.0000 LR: 8.161e-02 Score 69.348 Data time: 0.2463, Forward time: 2.2727, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 5.6661 [2020-11-08 16:35:43,113][root][INFO] - ===> Epoch[78](2022/26): Loss 1.2464, Sem 0.8176, dir -0.0150, norm 0.4438, swav 0.0000 LR: 8.160e-02 Score 75.141 Data time: 0.1711, Forward time: 2.2725, Backward time: 3.0990, DDP time: 0.0051, Total iter time: 5.7740 [2020-11-08 16:35:48,839][root][INFO] - ===> Epoch[78](2023/26): Loss 1.4917, Sem 1.0212, dir -0.0289, norm 0.4994, swav 0.0000 LR: 8.160e-02 Score 66.159 Data time: 0.1809, Forward time: 2.2723, Backward time: 3.0991, DDP time: 0.0051, Total iter time: 5.6599 [2020-11-08 16:35:55,485][root][INFO] - ===> Epoch[78](2024/26): Loss 1.5412, Sem 1.1381, dir -0.0545, norm 0.4576, swav 0.0000 LR: 8.159e-02 Score 64.832 Data time: 0.2249, Forward time: 2.2724, Backward time: 3.0995, DDP time: 0.0051, Total iter time: 6.5338 [2020-11-08 16:36:00,593][root][INFO] - ===> Epoch[78](2025/26): Loss 1.5404, Sem 1.0303, dir -0.0283, norm 0.5385, swav 0.0000 LR: 8.158e-02 Score 68.123 Data time: 0.2195, Forward time: 2.2724, Backward time: 3.0992, DDP time: 0.0051, Total iter time: 4.9803 [2020-11-08 16:36:06,444][root][INFO] - ===> Epoch[78](2026/26): Loss 1.5088, Sem 1.0332, dir -0.0341, norm 0.5098, swav 0.0000 LR: 8.157e-02 Score 67.347 Data time: 0.2909, Forward time: 2.2727, Backward time: 3.0989, DDP time: 0.0051, Total iter time: 5.7388 [2020-11-08 16:36:11,595][root][INFO] - ===> Epoch[78](2027/26): Loss 1.2839, Sem 1.0080, dir -0.0513, norm 0.3272, swav 0.0000 LR: 8.156e-02 Score 66.525 Data time: 0.1880, Forward time: 2.2726, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 5.0177 [2020-11-08 16:36:17,642][root][INFO] - ===> Epoch[78](2028/26): Loss 1.6001, Sem 1.1963, dir -0.0552, norm 0.4590, swav 0.0000 LR: 8.155e-02 Score 64.654 Data time: 0.2722, Forward time: 2.2729, Backward time: 3.0985, DDP time: 0.0051, Total iter time: 5.9204 [2020-11-08 16:36:23,407][root][INFO] - ===> Epoch[79](2029/26): Loss 1.3841, Sem 0.9579, dir -0.0639, norm 0.4901, swav 0.0000 LR: 8.154e-02 Score 70.513 Data time: 0.2538, Forward time: 2.2729, Backward time: 3.0985, DDP time: 0.0051, Total iter time: 5.6351 [2020-11-08 16:36:29,100][root][INFO] - ===> Epoch[79](2030/26): Loss 1.4572, Sem 0.9598, dir -0.0315, norm 0.5289, swav 0.0000 LR: 8.153e-02 Score 72.097 Data time: 0.2090, Forward time: 2.2729, Backward time: 3.0984, DDP time: 0.0051, Total iter time: 5.5938 [2020-11-08 16:36:34,360][root][INFO] - ===> Epoch[79](2031/26): Loss 1.6234, Sem 1.0947, dir -0.0687, norm 0.5974, swav 0.0000 LR: 8.152e-02 Score 65.262 Data time: 0.1831, Forward time: 2.2727, Backward time: 3.0984, DDP time: 0.0051, Total iter time: 5.1383 [2020-11-08 16:36:40,248][root][INFO] - ===> Epoch[79](2032/26): Loss 1.4788, Sem 1.0943, dir -0.1071, norm 0.4916, swav 0.0000 LR: 8.151e-02 Score 66.487 Data time: 0.2223, Forward time: 2.2727, Backward time: 3.0985, DDP time: 0.0051, Total iter time: 5.7778 [2020-11-08 16:36:45,715][root][INFO] - ===> Epoch[79](2033/26): Loss 1.4574, Sem 1.0103, dir -0.0553, norm 0.5024, swav 0.0000 LR: 8.150e-02 Score 69.184 Data time: 0.2432, Forward time: 2.2727, Backward time: 3.0983, DDP time: 0.0051, Total iter time: 5.3365 [2020-11-08 16:36:51,229][root][INFO] - ===> Epoch[79](2034/26): Loss 1.4372, Sem 1.0105, dir -0.0346, norm 0.4614, swav 0.0000 LR: 8.149e-02 Score 69.314 Data time: 0.1662, Forward time: 2.2724, Backward time: 3.0984, DDP time: 0.0051, Total iter time: 5.3878 [2020-11-08 16:36:56,336][root][INFO] - ===> Epoch[79](2035/26): Loss 1.4846, Sem 1.0199, dir -0.0597, norm 0.5244, swav 0.0000 LR: 8.148e-02 Score 68.151 Data time: 0.2068, Forward time: 2.2724, Backward time: 3.0981, DDP time: 0.0051, Total iter time: 5.0535 [2020-11-08 16:37:01,700][root][INFO] - ===> Epoch[79](2036/26): Loss 1.4792, Sem 1.0914, dir -0.1019, norm 0.4898, swav 0.0000 LR: 8.148e-02 Score 65.021 Data time: 0.2442, Forward time: 2.2724, Backward time: 3.0979, DDP time: 0.0051, Total iter time: 5.2497 [2020-11-08 16:37:07,712][root][INFO] - ===> Epoch[79](2037/26): Loss 1.4957, Sem 0.9737, dir -0.0615, norm 0.5836, swav 0.0000 LR: 8.147e-02 Score 69.807 Data time: 0.2172, Forward time: 2.2725, Backward time: 3.0979, DDP time: 0.0051, Total iter time: 5.9166 [2020-11-08 16:37:12,915][root][INFO] - ===> Epoch[79](2038/26): Loss 1.5170, Sem 1.0475, dir -0.0417, norm 0.5112, swav 0.0000 LR: 8.146e-02 Score 65.527 Data time: 0.2489, Forward time: 2.2727, Backward time: 3.0973, DDP time: 0.0051, Total iter time: 4.8999 [2020-11-08 16:37:17,775][root][INFO] - ===> Epoch[79](2039/26): Loss 1.2897, Sem 0.9591, dir -0.0863, norm 0.4169, swav 0.0000 LR: 8.145e-02 Score 71.849 Data time: 0.2072, Forward time: 2.2727, Backward time: 3.0969, DDP time: 0.0051, Total iter time: 4.7245 [2020-11-08 16:37:23,389][root][INFO] - ===> Epoch[79](2040/26): Loss 1.1617, Sem 0.8837, dir -0.0857, norm 0.3637, swav 0.0000 LR: 8.144e-02 Score 72.632 Data time: 0.2391, Forward time: 2.2726, Backward time: 3.0969, DDP time: 0.0051, Total iter time: 5.5097 [2020-11-08 16:37:30,757][root][INFO] - ===> Epoch[79](2041/26): Loss 1.5759, Sem 1.1063, dir -0.0755, norm 0.5451, swav 0.0000 LR: 8.143e-02 Score 65.791 Data time: 0.2251, Forward time: 2.2728, Backward time: 3.0975, DDP time: 0.0051, Total iter time: 7.2433 [2020-11-08 16:37:36,225][root][INFO] - ===> Epoch[79](2042/26): Loss 1.3631, Sem 0.9372, dir -0.0821, norm 0.5080, swav 0.0000 LR: 8.142e-02 Score 69.545 Data time: 0.1565, Forward time: 2.2725, Backward time: 3.0976, DDP time: 0.0051, Total iter time: 5.3484 [2020-11-08 16:37:41,109][root][INFO] - ===> Epoch[79](2043/26): Loss 1.3504, Sem 1.0110, dir -0.1039, norm 0.4433, swav 0.0000 LR: 8.141e-02 Score 69.698 Data time: 0.1574, Forward time: 2.2722, Backward time: 3.0975, DDP time: 0.0051, Total iter time: 4.8204 [2020-11-08 16:37:47,896][root][INFO] - ===> Epoch[79](2044/26): Loss 1.4224, Sem 1.0100, dir -0.0181, norm 0.4305, swav 0.0000 LR: 8.140e-02 Score 67.805 Data time: 0.1836, Forward time: 2.2722, Backward time: 3.0981, DDP time: 0.0051, Total iter time: 6.7319 [2020-11-08 16:37:53,535][root][INFO] - ===> Epoch[79](2045/26): Loss 1.5038, Sem 1.1488, dir -0.0994, norm 0.4544, swav 0.0000 LR: 8.139e-02 Score 66.234 Data time: 0.1764, Forward time: 2.2719, Backward time: 3.0983, DDP time: 0.0051, Total iter time: 5.5228 [2020-11-08 16:37:58,993][root][INFO] - ===> Epoch[79](2046/26): Loss 1.3518, Sem 1.0229, dir -0.0450, norm 0.3740, swav 0.0000 LR: 8.138e-02 Score 69.955 Data time: 0.1691, Forward time: 2.2717, Backward time: 3.0984, DDP time: 0.0051, Total iter time: 5.3828 [2020-11-08 16:38:04,810][root][INFO] - ===> Epoch[79](2047/26): Loss 1.5132, Sem 1.0846, dir -0.0693, norm 0.4979, swav 0.0000 LR: 8.137e-02 Score 65.040 Data time: 0.2493, Forward time: 2.2719, Backward time: 3.0982, DDP time: 0.0051, Total iter time: 5.7177 [2020-11-08 16:38:11,514][root][INFO] - ===> Epoch[79](2048/26): Loss 1.3610, Sem 1.1280, dir -0.0925, norm 0.3255, swav 0.0000 LR: 8.137e-02 Score 65.400 Data time: 0.1962, Forward time: 2.2718, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 6.5765 [2020-11-08 16:38:16,861][root][INFO] - ===> Epoch[79](2049/26): Loss 1.3168, Sem 1.0218, dir -0.0700, norm 0.3650, swav 0.0000 LR: 8.136e-02 Score 69.143 Data time: 0.1920, Forward time: 2.2717, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 5.2288 [2020-11-08 16:38:22,568][root][INFO] - ===> Epoch[79](2050/26): Loss 1.3470, Sem 0.9989, dir -0.0974, norm 0.4455, swav 0.0000 LR: 8.135e-02 Score 68.144 Data time: 0.1428, Forward time: 2.2713, Backward time: 3.0990, DDP time: 0.0051, Total iter time: 5.6279 [2020-11-08 16:38:27,296][root][INFO] - ===> Epoch[79](2051/26): Loss 1.0899, Sem 0.8757, dir -0.0690, norm 0.2833, swav 0.0000 LR: 8.134e-02 Score 74.769 Data time: 0.2268, Forward time: 2.2713, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 4.6440 [2020-11-08 16:38:32,686][root][INFO] - ===> Epoch[79](2052/26): Loss 1.3552, Sem 1.0293, dir -0.0795, norm 0.4053, swav 0.0000 LR: 8.133e-02 Score 67.166 Data time: 0.2606, Forward time: 2.2715, Backward time: 3.0982, DDP time: 0.0051, Total iter time: 5.2901 [2020-11-08 16:38:41,215][root][INFO] - ===> Epoch[79](2053/26): Loss 1.2368, Sem 0.9469, dir -0.0526, norm 0.3425, swav 0.0000 LR: 8.132e-02 Score 70.486 Data time: 0.1820, Forward time: 2.2715, Backward time: 3.0995, DDP time: 0.0051, Total iter time: 8.4074 [2020-11-08 16:38:46,244][root][INFO] - ===> Epoch[79](2054/26): Loss 1.1914, Sem 0.8777, dir -0.0560, norm 0.3698, swav 0.0000 LR: 8.131e-02 Score 74.255 Data time: 0.2340, Forward time: 2.2715, Backward time: 3.0992, DDP time: 0.0051, Total iter time: 4.9308 [2020-11-08 16:38:50,778][root][INFO] - ===> Epoch[80](2055/26): Loss 1.2121, Sem 0.9344, dir -0.1035, norm 0.3811, swav 0.0000 LR: 8.130e-02 Score 69.645 Data time: 0.1929, Forward time: 2.2713, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 4.4041 [2020-11-08 16:38:57,412][root][INFO] - ===> Epoch[80](2056/26): Loss 1.3884, Sem 1.1084, dir -0.1182, norm 0.3982, swav 0.0000 LR: 8.129e-02 Score 64.317 Data time: 0.2150, Forward time: 2.2713, Backward time: 3.0992, DDP time: 0.0051, Total iter time: 6.5236 [2020-11-08 16:39:03,823][root][INFO] - ===> Epoch[80](2057/26): Loss 1.2112, Sem 0.8462, dir -0.0926, norm 0.4576, swav 0.0000 LR: 8.128e-02 Score 71.265 Data time: 0.1723, Forward time: 2.2711, Backward time: 3.0996, DDP time: 0.0051, Total iter time: 6.2867 [2020-11-08 16:39:09,117][root][INFO] - ===> Epoch[80](2058/26): Loss 1.2388, Sem 0.9094, dir -0.0604, norm 0.3897, swav 0.0000 LR: 8.127e-02 Score 71.600 Data time: 0.1546, Forward time: 2.2708, Backward time: 3.0997, DDP time: 0.0051, Total iter time: 5.1950 [2020-11-08 16:39:14,377][root][INFO] - ===> Epoch[80](2059/26): Loss 1.0828, Sem 0.8859, dir -0.1243, norm 0.3212, swav 0.0000 LR: 8.126e-02 Score 71.926 Data time: 0.2113, Forward time: 2.2708, Backward time: 3.0995, DDP time: 0.0051, Total iter time: 5.1713 [2020-11-08 16:39:19,200][root][INFO] - ===> Epoch[80](2060/26): Loss 1.3175, Sem 0.9066, dir -0.0855, norm 0.4964, swav 0.0000 LR: 8.125e-02 Score 71.426 Data time: 0.1682, Forward time: 2.2706, Backward time: 3.0992, DDP time: 0.0051, Total iter time: 4.7103 [2020-11-08 16:39:24,930][root][INFO] - ===> Epoch[80](2061/26): Loss 1.3824, Sem 1.0422, dir -0.1257, norm 0.4660, swav 0.0000 LR: 8.125e-02 Score 68.557 Data time: 0.1690, Forward time: 2.2703, Backward time: 3.0995, DDP time: 0.0051, Total iter time: 5.6513 [2020-11-08 16:39:30,495][root][INFO] - ===> Epoch[80](2062/26): Loss 1.3742, Sem 1.0907, dir -0.0887, norm 0.3722, swav 0.0000 LR: 8.124e-02 Score 64.783 Data time: 0.2063, Forward time: 2.2701, Backward time: 3.0996, DDP time: 0.0051, Total iter time: 5.4685 [2020-11-08 16:39:36,996][root][INFO] - ===> Epoch[80](2063/26): Loss 1.3314, Sem 0.9206, dir -0.0717, norm 0.4825, swav 0.0000 LR: 8.123e-02 Score 72.007 Data time: 0.3337, Forward time: 2.2706, Backward time: 3.0994, DDP time: 0.0051, Total iter time: 6.3935 [2020-11-08 16:39:42,554][root][INFO] - ===> Epoch[80](2064/26): Loss 1.5042, Sem 1.0513, dir -0.0432, norm 0.4960, swav 0.0000 LR: 8.122e-02 Score 66.277 Data time: 0.2354, Forward time: 2.2707, Backward time: 3.0992, DDP time: 0.0051, Total iter time: 5.4014 [2020-11-08 16:39:48,556][root][INFO] - ===> Epoch[80](2065/26): Loss 1.2814, Sem 0.9652, dir -0.0793, norm 0.3956, swav 0.0000 LR: 8.121e-02 Score 69.870 Data time: 0.1786, Forward time: 2.2705, Backward time: 3.0995, DDP time: 0.0051, Total iter time: 5.8782 [2020-11-08 16:39:54,285][root][INFO] - ===> Epoch[80](2066/26): Loss 1.3489, Sem 1.0342, dir -0.1243, norm 0.4390, swav 0.0000 LR: 8.120e-02 Score 66.265 Data time: 0.2134, Forward time: 2.2706, Backward time: 3.0994, DDP time: 0.0051, Total iter time: 5.6168 [2020-11-08 16:39:59,490][root][INFO] - ===> Epoch[80](2067/26): Loss 1.3144, Sem 0.9345, dir -0.0446, norm 0.4245, swav 0.0000 LR: 8.119e-02 Score 72.101 Data time: 0.1798, Forward time: 2.2705, Backward time: 3.0993, DDP time: 0.0051, Total iter time: 5.0793 [2020-11-08 16:40:05,044][root][INFO] - ===> Epoch[80](2068/26): Loss 1.3552, Sem 0.9905, dir -0.0458, norm 0.4105, swav 0.0000 LR: 8.118e-02 Score 69.540 Data time: 0.1584, Forward time: 2.2702, Backward time: 3.0994, DDP time: 0.0051, Total iter time: 5.4651 [2020-11-08 16:40:09,054][root][INFO] - ===> Epoch[80](2069/26): Loss 1.6033, Sem 1.0806, dir -0.0363, norm 0.5590, swav 0.0000 LR: 8.117e-02 Score 65.632 Data time: 0.1981, Forward time: 2.2701, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 3.9191 [2020-11-08 16:40:15,065][root][INFO] - ===> Epoch[80](2070/26): Loss 1.2949, Sem 1.0216, dir -0.1170, norm 0.3902, swav 0.0000 LR: 8.116e-02 Score 69.611 Data time: 0.2410, Forward time: 2.2700, Backward time: 3.0989, DDP time: 0.0051, Total iter time: 5.9184 [2020-11-08 16:40:21,737][root][INFO] - ===> Epoch[80](2071/26): Loss 1.2222, Sem 0.9422, dir -0.1004, norm 0.3804, swav 0.0000 LR: 8.115e-02 Score 70.454 Data time: 0.2226, Forward time: 2.2700, Backward time: 3.0993, DDP time: 0.0051, Total iter time: 6.5588 [2020-11-08 16:40:27,669][root][INFO] - ===> Epoch[80](2072/26): Loss 1.3711, Sem 1.0748, dir -0.1490, norm 0.4453, swav 0.0000 LR: 8.114e-02 Score 67.516 Data time: 0.3029, Forward time: 2.2703, Backward time: 3.0990, DDP time: 0.0051, Total iter time: 5.8056 [2020-11-08 16:40:33,087][root][INFO] - ===> Epoch[80](2073/26): Loss 1.3861, Sem 1.0724, dir -0.0642, norm 0.3778, swav 0.0000 LR: 8.113e-02 Score 66.210 Data time: 0.1942, Forward time: 2.2703, Backward time: 3.0988, DDP time: 0.0051, Total iter time: 5.2834 [2020-11-08 16:40:38,742][root][INFO] - ===> Epoch[80](2074/26): Loss 1.0350, Sem 0.7737, dir -0.0766, norm 0.3379, swav 0.0000 LR: 8.113e-02 Score 77.580 Data time: 0.2049, Forward time: 2.2703, Backward time: 3.0988, DDP time: 0.0051, Total iter time: 5.5588 [2020-11-08 16:40:44,509][root][INFO] - ===> Epoch[80](2075/26): Loss 1.2934, Sem 1.0099, dir -0.0836, norm 0.3671, swav 0.0000 LR: 8.112e-02 Score 66.715 Data time: 0.1898, Forward time: 2.2702, Backward time: 3.0988, DDP time: 0.0051, Total iter time: 5.6554 [2020-11-08 16:40:49,401][root][INFO] - ===> Epoch[80](2076/26): Loss 1.3694, Sem 1.1048, dir -0.0362, norm 0.3008, swav 0.0000 LR: 8.111e-02 Score 66.059 Data time: 0.1775, Forward time: 2.2700, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 4.7829 [2020-11-08 16:40:55,394][root][INFO] - ===> Epoch[80](2077/26): Loss 1.3595, Sem 1.0142, dir -0.0670, norm 0.4123, swav 0.0000 LR: 8.110e-02 Score 66.919 Data time: 0.2537, Forward time: 2.2701, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 5.9039 [2020-11-08 16:41:01,574][root][INFO] - ===> Epoch[80](2078/26): Loss 1.3796, Sem 1.0173, dir -0.0674, norm 0.4298, swav 0.0000 LR: 8.109e-02 Score 69.055 Data time: 0.3110, Forward time: 2.2706, Backward time: 3.0984, DDP time: 0.0051, Total iter time: 6.0645 [2020-11-08 16:41:06,820][root][INFO] - ===> Epoch[80](2079/26): Loss 1.2982, Sem 0.9405, dir -0.0892, norm 0.4468, swav 0.0000 LR: 8.108e-02 Score 72.578 Data time: 0.2232, Forward time: 2.2707, Backward time: 3.0980, DDP time: 0.0051, Total iter time: 5.1007 [2020-11-08 16:41:13,345][root][INFO] - ===> Epoch[80](2080/26): Loss 1.2721, Sem 0.9785, dir -0.0979, norm 0.3916, swav 0.0000 LR: 8.107e-02 Score 69.325 Data time: 0.1901, Forward time: 2.2705, Backward time: 3.0985, DDP time: 0.0051, Total iter time: 6.4048 [2020-11-08 16:41:19,689][root][INFO] - ===> Epoch[81](2081/26): Loss 1.1903, Sem 0.9013, dir -0.0757, norm 0.3647, swav 0.0000 LR: 8.106e-02 Score 72.311 Data time: 0.2107, Forward time: 2.2705, Backward time: 3.0989, DDP time: 0.0051, Total iter time: 6.2780 [2020-11-08 16:41:25,540][root][INFO] - ===> Epoch[81](2082/26): Loss 1.2435, Sem 1.0122, dir -0.1010, norm 0.3323, swav 0.0000 LR: 8.105e-02 Score 67.235 Data time: 0.2715, Forward time: 2.2708, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 5.7572 [2020-11-08 16:41:31,327][root][INFO] - ===> Epoch[81](2083/26): Loss 1.2561, Sem 0.9739, dir -0.1030, norm 0.3852, swav 0.0000 LR: 8.104e-02 Score 73.122 Data time: 0.1772, Forward time: 2.2707, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 5.6551 [2020-11-08 16:41:36,850][root][INFO] - ===> Epoch[81](2084/26): Loss 1.4932, Sem 1.0793, dir -0.0661, norm 0.4800, swav 0.0000 LR: 8.103e-02 Score 67.738 Data time: 0.1776, Forward time: 2.2705, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 5.4279 [2020-11-08 16:41:43,851][root][INFO] - ===> Epoch[81](2085/26): Loss 1.0372, Sem 0.8661, dir -0.0832, norm 0.2542, swav 0.0000 LR: 8.102e-02 Score 72.598 Data time: 0.2697, Forward time: 2.2708, Backward time: 3.0990, DDP time: 0.0051, Total iter time: 6.9411 [2020-11-08 16:41:50,421][root][INFO] - ===> Epoch[81](2086/26): Loss 1.3339, Sem 1.0192, dir -0.0985, norm 0.4131, swav 0.0000 LR: 8.102e-02 Score 67.272 Data time: 0.2667, Forward time: 2.2711, Backward time: 3.0991, DDP time: 0.0051, Total iter time: 6.4635 [2020-11-08 16:41:56,107][root][INFO] - ===> Epoch[81](2087/26): Loss 1.4819, Sem 1.0488, dir -0.0702, norm 0.5033, swav 0.0000 LR: 8.101e-02 Score 67.036 Data time: 0.2867, Forward time: 2.2714, Backward time: 3.0987, DDP time: 0.0051, Total iter time: 5.5572 [2020-11-08 16:42:01,723][root][INFO] - ===> Epoch[81](2088/26): Loss 1.3483, Sem 0.9391, dir -0.0566, norm 0.4657, swav 0.0000 LR: 8.100e-02 Score 70.935 Data time: 0.2394, Forward time: 2.2716, Backward time: 3.0984, DDP time: 0.0051, Total iter time: 5.4876 [2020-11-08 16:42:07,266][root][INFO] - ===> Epoch[81](2089/26): Loss 1.2777, Sem 0.9650, dir -0.0664, norm 0.3791, swav 0.0000 LR: 8.099e-02 Score 69.821 Data time: 0.2776, Forward time: 2.2718, Backward time: 3.0981, DDP time: 0.0051, Total iter time: 5.4462 [2020-11-08 16:42:13,411][root][INFO] - ===> Epoch[81](2090/26): Loss 1.3314, Sem 0.9752, dir -0.0508, norm 0.4070, swav 0.0000 LR: 8.098e-02 Score 68.650 Data time: 0.2614, Forward time: 2.2722, Backward time: 3.0979, DDP time: 0.0051, Total iter time: 6.0308 [2020-11-08 16:42:19,384][root][INFO] - ===> Epoch[81](2091/26): Loss 1.5212, Sem 1.0557, dir -0.0455, norm 0.5109, swav 0.0000 LR: 8.097e-02 Score 69.480 Data time: 0.1561, Forward time: 2.2719, Backward time: 3.0983, DDP time: 0.0051, Total iter time: 5.8519 [2020-11-08 16:42:24,394][root][INFO] - ===> Epoch[81](2092/26): Loss 1.7195, Sem 1.1823, dir -0.0343, norm 0.5716, swav 0.0000 LR: 8.096e-02 Score 62.760 Data time: 0.1679, Forward time: 2.2716, Backward time: 3.0982, DDP time: 0.0051, Total iter time: 4.9306 [2020-11-08 16:42:29,470][root][INFO] - ===> Epoch[81](2093/26): Loss 1.4028, Sem 1.0028, dir -0.0467, norm 0.4467, swav 0.0000 LR: 8.095e-02 Score 71.287 Data time: 0.2585, Forward time: 2.2718, Backward time: 3.0978, DDP time: 0.0051, Total iter time: 5.0033 [2020-11-08 16:42:36,103][root][INFO] - ===> Epoch[81](2094/26): Loss 1.1243, Sem 0.8320, dir -0.0823, norm 0.3746, swav 0.0000 LR: 8.094e-02 Score 75.109 Data time: 0.1953, Forward time: 2.2717, Backward time: 3.0982, DDP time: 0.0051, Total iter time: 6.5217 [2020-11-08 16:42:41,434][root][INFO] - ===> Epoch[81](2095/26): Loss 1.3590, Sem 0.9341, dir -0.0389, norm 0.4638, swav 0.0000 LR: 8.093e-02 Score 72.648 Data time: 0.2293, Forward time: 2.2717, Backward time: 3.0980, DDP time: 0.0051, Total iter time: 5.2371 [2020-11-08 16:42:45,982][root][INFO] - ===> Epoch[81](2096/26): Loss 1.4452, Sem 0.9833, dir -0.0393, norm 0.5012, swav 0.0000 LR: 8.092e-02 Score 71.613 Data time: 0.1877, Forward time: 2.2716, Backward time: 3.0975, DDP time: 0.0051, Total iter time: 4.4308 [2020-11-08 16:42:50,795][root][INFO] - ===> Epoch[81](2097/26): Loss 1.4002, Sem 0.8937, dir -0.0317, norm 0.5381, swav 0.0000 LR: 8.091e-02 Score 70.474 Data time: 0.2598, Forward time: 2.2717, Backward time: 3.0970, DDP time: 0.0051, Total iter time: 4.7235 [2020-11-08 16:42:56,425][root][INFO] - ===> Epoch[81](2098/26): Loss 1.5725, Sem 1.1171, dir -0.0634, norm 0.5188, swav 0.0000 LR: 8.090e-02 Score 65.125 Data time: 0.2672, Forward time: 2.2719, Backward time: 3.0967, DDP time: 0.0051, Total iter time: 5.5065 [2020-11-08 16:43:01,688][root][INFO] - ===> Epoch[81](2099/26): Loss 1.3164, Sem 0.9746, dir -0.0771, norm 0.4189, swav 0.0000 LR: 8.090e-02 Score 68.860 Data time: 0.1816, Forward time: 2.2718, Backward time: 3.0966, DDP time: 0.0051, Total iter time: 5.1414 [2020-11-08 16:43:07,145][root][INFO] - ===> Epoch[81](2100/26): Loss 1.2809, Sem 0.9672, dir -0.0592, norm 0.3730, swav 0.0000 LR: 8.089e-02 Score 68.555 Data time: 0.1663, Forward time: 2.2716, Backward time: 3.0967, DDP time: 0.0051, Total iter time: 5.3692 [2020-11-08 16:43:13,859][root][INFO] - ===> Epoch[81](2101/26): Loss 1.4023, Sem 1.0433, dir -0.0590, norm 0.4180, swav 0.0000 LR: 8.088e-02 Score 67.633 Data time: 0.1817, Forward time: 2.2714, Backward time: 3.0973, DDP time: 0.0051, Total iter time: 6.6339 [2020-11-08 16:43:19,075][root][INFO] - ===> Epoch[81](2102/26): Loss 1.4494, Sem 1.0654, dir -0.0578, norm 0.4419, swav 0.0000 LR: 8.087e-02 Score 66.853 Data time: 0.1755, Forward time: 2.2712, Backward time: 3.0973, DDP time: 0.0051, Total iter time: 5.1121 [2020-11-08 16:43:24,790][root][INFO] - ===> Epoch[81](2103/26): Loss 1.3657, Sem 0.9692, dir -0.0636, norm 0.4601, swav 0.0000 LR: 8.086e-02 Score 69.055 Data time: 0.2474, Forward time: 2.2713, Backward time: 3.0971, DDP time: 0.0051, Total iter time: 5.6313 [2020-11-08 16:43:30,258][root][INFO] - ===> Epoch[81](2104/26): Loss 1.5983, Sem 1.2644, dir -0.1014, norm 0.4354, swav 0.0000 LR: 8.085e-02 Score 58.474 Data time: 0.2674, Forward time: 2.2715, Backward time: 3.0968, DDP time: 0.0051, Total iter time: 5.3404 [2020-11-08 16:43:35,535][root][INFO] - ===> Epoch[81](2105/26): Loss 1.2982, Sem 0.8834, dir -0.0370, norm 0.4518, swav 0.0000 LR: 8.084e-02 Score 74.089 Data time: 0.2579, Forward time: 2.2717, Backward time: 3.0963, DDP time: 0.0051, Total iter time: 5.1411 [2020-11-08 16:43:40,548][root][INFO] - ===> Epoch[81](2106/26): Loss 1.6981, Sem 1.1080, dir -0.0327, norm 0.6228, swav 0.0000 LR: 8.083e-02 Score 65.242 Data time: 0.1768, Forward time: 2.2715, Backward time: 3.0962, DDP time: 0.0051, Total iter time: 4.8868 [2020-11-08 16:43:46,188][root][INFO] - ===> Epoch[82](2107/26): Loss 1.4209, Sem 0.8949, dir -0.0538, norm 0.5798, swav 0.0000 LR: 8.082e-02 Score 76.319 Data time: 0.2218, Forward time: 2.2714, Backward time: 3.0962, DDP time: 0.0051, Total iter time: 5.5608 [2020-11-08 16:43:51,485][root][INFO] - ===> Epoch[82](2108/26): Loss 1.3549, Sem 1.0488, dir -0.1334, norm 0.4395, swav 0.0000 LR: 8.081e-02 Score 68.242 Data time: 0.2064, Forward time: 2.2714, Backward time: 3.0960, DDP time: 0.0051, Total iter time: 5.1808 [2020-11-08 16:43:57,721][root][INFO] - ===> Epoch[82](2109/26): Loss 1.4146, Sem 0.9825, dir -0.0670, norm 0.4992, swav 0.0000 LR: 8.080e-02 Score 69.614 Data time: 0.2182, Forward time: 2.2713, Backward time: 3.0963, DDP time: 0.0051, Total iter time: 6.1278 [2020-11-08 16:44:03,215][root][INFO] - ===> Epoch[82](2110/26): Loss 1.2268, Sem 0.8435, dir -0.0382, norm 0.4215, swav 0.0000 LR: 8.079e-02 Score 72.516 Data time: 0.2233, Forward time: 2.2714, Backward time: 3.0961, DDP time: 0.0051, Total iter time: 5.3906 [2020-11-08 16:44:09,226][root][INFO] - ===> Epoch[82](2111/26): Loss 1.4620, Sem 1.0001, dir -0.0779, norm 0.5397, swav 0.0000 LR: 8.078e-02 Score 69.139 Data time: 0.2103, Forward time: 2.2714, Backward time: 3.0962, DDP time: 0.0051, Total iter time: 5.9062 [2020-11-08 16:44:16,031][root][INFO] - ===> Epoch[82](2112/26): Loss 1.2591, Sem 0.9837, dir -0.1214, norm 0.3969, swav 0.0000 LR: 8.078e-02 Score 68.994 Data time: 0.1794, Forward time: 2.2712, Backward time: 3.0969, DDP time: 0.0051, Total iter time: 6.6893 [2020-11-08 16:44:21,600][root][INFO] - ===> Epoch[82](2113/26): Loss 1.3815, Sem 1.0854, dir -0.0848, norm 0.3809, swav 0.0000 LR: 8.077e-02 Score 65.300 Data time: 0.2551, Forward time: 2.2714, Backward time: 3.0966, DDP time: 0.0051, Total iter time: 5.4726 [2020-11-08 16:44:28,111][root][INFO] - ===> Epoch[82](2114/26): Loss 1.5519, Sem 1.1045, dir -0.0275, norm 0.4749, swav 0.0000 LR: 8.076e-02 Score 66.203 Data time: 0.1695, Forward time: 2.2712, Backward time: 3.0971, DDP time: 0.0051, Total iter time: 6.3732 [2020-11-08 16:44:34,206][root][INFO] - ===> Epoch[82](2115/26): Loss 1.4756, Sem 1.0402, dir -0.0649, norm 0.5002, swav 0.0000 LR: 8.075e-02 Score 66.127 Data time: 0.1977, Forward time: 2.2710, Backward time: 3.0975, DDP time: 0.0051, Total iter time: 6.0033 [2020-11-08 16:44:40,480][root][INFO] - ===> Epoch[82](2116/26): Loss 1.2326, Sem 0.9083, dir -0.0900, norm 0.4143, swav 0.0000 LR: 8.074e-02 Score 70.470 Data time: 0.3190, Forward time: 2.2714, Backward time: 3.0973, DDP time: 0.0051, Total iter time: 6.1842 [2020-11-08 16:44:46,838][root][INFO] - ===> Epoch[82](2117/26): Loss 1.3416, Sem 0.9974, dir -0.0874, norm 0.4316, swav 0.0000 LR: 8.073e-02 Score 70.270 Data time: 0.1680, Forward time: 2.2712, Backward time: 3.0978, DDP time: 0.0051, Total iter time: 6.2126 [2020-11-08 16:44:53,192][root][INFO] - ===> Epoch[82](2118/26): Loss 1.5387, Sem 1.0069, dir -0.0421, norm 0.5739, swav 0.0000 LR: 8.072e-02 Score 67.797 Data time: 0.3790, Forward time: 2.2716, Backward time: 3.0976, DDP time: 0.0051, Total iter time: 6.2955 [2020-11-08 16:44:58,755][root][INFO] - ===> Epoch[82](2119/26): Loss 1.2003, Sem 0.8047, dir -0.0422, norm 0.4378, swav 0.0000 LR: 8.071e-02 Score 76.356 Data time: 0.2488, Forward time: 2.2718, Backward time: 3.0973, DDP time: 0.0051, Total iter time: 5.4298 [2020-11-08 16:45:02,997][root][INFO] - ===> Epoch[82](2120/26): Loss 1.3449, Sem 1.0094, dir -0.0973, norm 0.4328, swav 0.0000 LR: 8.070e-02 Score 70.457 Data time: 0.1998, Forward time: 2.2717, Backward time: 3.0967, DDP time: 0.0051, Total iter time: 4.1258 [2020-11-08 16:45:08,382][root][INFO] - ===> Epoch[82](2121/26): Loss 1.3339, Sem 0.9668, dir -0.0647, norm 0.4318, swav 0.0000 LR: 8.069e-02 Score 69.679 Data time: 0.2311, Forward time: 2.2719, Backward time: 3.0963, DDP time: 0.0051, Total iter time: 5.3092 [2020-11-08 16:45:12,841][root][INFO] - ===> Epoch[82](2122/26): Loss 1.4119, Sem 0.9936, dir -0.0449, norm 0.4632, swav 0.0000 LR: 8.068e-02 Score 68.554 Data time: 0.1755, Forward time: 2.2717, Backward time: 3.0960, DDP time: 0.0051, Total iter time: 4.3440 [2020-11-08 16:45:20,662][root][INFO] - ===> Epoch[82](2123/26): Loss 1.4266, Sem 1.0706, dir -0.0591, norm 0.4151, swav 0.0000 LR: 8.067e-02 Score 65.476 Data time: 0.3921, Forward time: 2.2724, Backward time: 3.0962, DDP time: 0.0051, Total iter time: 7.7577 [2020-11-08 16:45:26,772][root][INFO] - ===> Epoch[82](2124/26): Loss 1.3169, Sem 1.0920, dir -0.1030, norm 0.3279, swav 0.0000 LR: 8.067e-02 Score 64.798 Data time: 0.2782, Forward time: 2.2728, Backward time: 3.0959, DDP time: 0.0051, Total iter time: 5.9717 [2020-11-08 16:45:32,181][root][INFO] - ===> Epoch[82](2125/26): Loss 1.2160, Sem 0.8013, dir -0.0305, norm 0.4452, swav 0.0000 LR: 8.066e-02 Score 75.783 Data time: 0.2830, Forward time: 2.2731, Backward time: 3.0955, DDP time: 0.0051, Total iter time: 5.2850 [2020-11-08 16:45:38,622][root][INFO] - ===> Epoch[82](2126/26): Loss 1.4875, Sem 0.9540, dir -0.0341, norm 0.5676, swav 0.0000 LR: 8.065e-02 Score 68.471 Data time: 0.1828, Forward time: 2.2730, Backward time: 3.0959, DDP time: 0.0051, Total iter time: 6.3372 [2020-11-08 16:45:43,983][root][INFO] - ===> Epoch[82](2127/26): Loss 1.3961, Sem 0.8747, dir -0.0384, norm 0.5598, swav 0.0000 LR: 8.064e-02 Score 72.090 Data time: 0.2661, Forward time: 2.2732, Backward time: 3.0955, DDP time: 0.0051, Total iter time: 5.2849 [2020-11-08 16:45:50,022][root][INFO] - ===> Epoch[82](2128/26): Loss 1.3749, Sem 0.9613, dir -0.0714, norm 0.4850, swav 0.0000 LR: 8.063e-02 Score 70.620 Data time: 0.1659, Forward time: 2.2730, Backward time: 3.0958, DDP time: 0.0051, Total iter time: 5.9276 [2020-11-08 16:45:55,906][root][INFO] - ===> Epoch[82](2129/26): Loss 1.2174, Sem 0.9059, dir -0.0727, norm 0.3842, swav 0.0000 LR: 8.062e-02 Score 71.030 Data time: 0.1670, Forward time: 2.2728, Backward time: 3.0961, DDP time: 0.0051, Total iter time: 5.8215 [2020-11-08 16:46:02,199][root][INFO] - ===> Epoch[82](2130/26): Loss 1.4062, Sem 0.9922, dir -0.0619, norm 0.4759, swav 0.0000 LR: 8.061e-02 Score 71.225 Data time: 0.1557, Forward time: 2.2725, Backward time: 3.0966, DDP time: 0.0051, Total iter time: 6.2292 [2020-11-08 16:46:08,042][root][INFO] - ===> Epoch[82](2131/26): Loss 1.3230, Sem 0.9318, dir -0.0778, norm 0.4690, swav 0.0000 LR: 8.060e-02 Score 72.384 Data time: 0.1979, Forward time: 2.2725, Backward time: 3.0967, DDP time: 0.0051, Total iter time: 5.7717 [2020-11-08 16:46:13,859][root][INFO] - ===> Epoch[82](2132/26): Loss 1.2929, Sem 0.9181, dir -0.0995, norm 0.4743, swav 0.0000 LR: 8.059e-02 Score 71.517 Data time: 0.1680, Forward time: 2.2723, Backward time: 3.0969, DDP time: 0.0051, Total iter time: 5.7174 [2020-11-08 16:46:18,669][root][INFO] - ===> Epoch[83](2133/26): Loss 1.4032, Sem 1.0942, dir -0.0653, norm 0.3743, swav 0.0000 LR: 8.058e-02 Score 67.499 Data time: 0.2515, Forward time: 2.2723, Backward time: 3.0965, DDP time: 0.0051, Total iter time: 4.7275 [2020-11-08 16:46:24,779][root][INFO] - ===> Epoch[83](2134/26): Loss 1.5567, Sem 1.1023, dir -0.0720, norm 0.5265, swav 0.0000 LR: 8.057e-02 Score 63.328 Data time: 0.2993, Forward time: 2.2727, Backward time: 3.0962, DDP time: 0.0051, Total iter time: 6.0062 [2020-11-08 16:46:31,332][root][INFO] - ===> Epoch[83](2135/26): Loss 1.6306, Sem 1.2305, dir -0.0873, norm 0.4873, swav 0.0000 LR: 8.056e-02 Score 64.877 Data time: 0.1928, Forward time: 2.2726, Backward time: 3.0967, DDP time: 0.0051, Total iter time: 6.4083 [2020-11-08 16:46:36,799][root][INFO] - ===> Epoch[83](2136/26): Loss 1.3426, Sem 0.9916, dir -0.1053, norm 0.4563, swav 0.0000 LR: 8.055e-02 Score 69.119 Data time: 0.1530, Forward time: 2.2723, Backward time: 3.0969, DDP time: 0.0051, Total iter time: 5.3633 [2020-11-08 16:46:42,938][root][INFO] - ===> Epoch[83](2137/26): Loss 1.5580, Sem 1.2241, dir -0.1006, norm 0.4346, swav 0.0000 LR: 8.055e-02 Score 62.249 Data time: 0.1649, Forward time: 2.2721, Backward time: 3.0972, DDP time: 0.0051, Total iter time: 6.1056 [2020-11-08 16:46:50,033][root][INFO] - ===> Epoch[83](2138/26): Loss 1.2174, Sem 0.8898, dir -0.0578, norm 0.3855, swav 0.0000 LR: 8.054e-02 Score 71.335 Data time: 0.2084, Forward time: 2.2720, Backward time: 3.0979, DDP time: 0.0051, Total iter time: 7.0352 [2020-11-08 16:46:55,765][root][INFO] - ===> Epoch[83](2139/26): Loss 1.3964, Sem 0.9876, dir -0.0958, norm 0.5045, swav 0.0000 LR: 8.053e-02 Score 70.905 Data time: 0.2206, Forward time: 2.2720, Backward time: 3.0979, DDP time: 0.0051, Total iter time: 5.5829 [2020-11-08 16:47:01,295][root][INFO] - ===> Epoch[83](2140/26): Loss 1.2898, Sem 1.0355, dir -0.0558, norm 0.3102, swav 0.0000 LR: 8.052e-02 Score 66.655 Data time: 0.2619, Forward time: 2.2721, Backward time: 3.0976, DDP time: 0.0051, Total iter time: 5.4232 [2020-11-08 16:47:07,776][root][INFO] - ===> Epoch[83](2141/26): Loss 1.0949, Sem 0.8925, dir -0.1293, norm 0.3318, swav 0.0000 LR: 8.051e-02 Score 72.346 Data time: 0.3608, Forward time: 2.2725, Backward time: 3.0975, DDP time: 0.0051, Total iter time: 6.3674 [2020-11-08 16:47:14,810][root][INFO] - ===> Epoch[83](2142/26): Loss 1.2651, Sem 0.9967, dir -0.0895, norm 0.3579, swav 0.0000 LR: 8.050e-02 Score 71.339 Data time: 0.2009, Forward time: 2.2725, Backward time: 3.0981, DDP time: 0.0051, Total iter time: 6.8942 [2020-11-08 16:47:19,965][root][INFO] - ===> Epoch[83](2143/26): Loss 1.2630, Sem 0.9956, dir -0.1097, norm 0.3771, swav 0.0000 LR: 8.049e-02 Score 67.504 Data time: 0.1394, Forward time: 2.2721, Backward time: 3.0983, DDP time: 0.0051, Total iter time: 5.0548 [2020-11-08 16:47:25,953][root][INFO] - ===> Epoch[83](2144/26): Loss 1.2816, Sem 1.1189, dir -0.1446, norm 0.3074, swav 0.0000 LR: 8.048e-02 Score 64.119 Data time: 0.2396, Forward time: 2.2722, Backward time: 3.0983, DDP time: 0.0051, Total iter time: 5.9292 [2020-11-08 16:47:32,202][root][INFO] - ===> Epoch[83](2145/26): Loss 1.2412, Sem 0.9255, dir -0.0438, norm 0.3595, swav 0.0000 LR: 8.047e-02 Score 72.309 Data time: 0.2615, Forward time: 2.2724, Backward time: 3.0983, DDP time: 0.0051, Total iter time: 6.1123 [2020-11-08 16:47:37,854][root][INFO] - ===> Epoch[83](2146/26): Loss 1.4221, Sem 1.0026, dir -0.0579, norm 0.4774, swav 0.0000 LR: 8.046e-02 Score 68.426 Data time: 0.2747, Forward time: 2.2726, Backward time: 3.0980, DDP time: 0.0051, Total iter time: 5.5371 [2020-11-08 16:47:42,869][root][INFO] - ===> Epoch[83](2147/26): Loss 1.1811, Sem 0.9047, dir -0.0651, norm 0.3415, swav 0.0000 LR: 8.045e-02 Score 73.662 Data time: 0.2479, Forward time: 2.2728, Backward time: 3.0975, DDP time: 0.0051, Total iter time: 4.8983 [2020-11-08 16:47:48,403][root][INFO] - ===> Epoch[83](2148/26): Loss 1.3032, Sem 1.0082, dir -0.0840, norm 0.3790, swav 0.0000 LR: 8.044e-02 Score 69.229 Data time: 0.2099, Forward time: 2.2728, Backward time: 3.0974, DDP time: 0.0051, Total iter time: 5.4116 [2020-11-08 16:47:53,292][root][INFO] - ===> Epoch[83](2149/26): Loss 1.1857, Sem 0.8394, dir -0.0552, norm 0.4016, swav 0.0000 LR: 8.043e-02 Score 75.524 Data time: 0.1983, Forward time: 2.2727, Backward time: 3.0971, DDP time: 0.0051, Total iter time: 4.7707 [2020-11-08 16:47:58,986][root][INFO] - ===> Epoch[83](2150/26): Loss 1.2958, Sem 1.0335, dir -0.0795, norm 0.3418, swav 0.0000 LR: 8.043e-02 Score 68.168 Data time: 0.1915, Forward time: 2.2726, Backward time: 3.0971, DDP time: 0.0051, Total iter time: 5.6068 [2020-11-08 16:48:05,210][root][INFO] - ===> Epoch[83](2151/26): Loss 1.3173, Sem 0.9581, dir -0.0464, norm 0.4055, swav 0.0000 LR: 8.042e-02 Score 70.625 Data time: 0.1403, Forward time: 2.2723, Backward time: 3.0977, DDP time: 0.0051, Total iter time: 6.1108 [2020-11-08 16:48:11,161][root][INFO] - ===> Epoch[83](2152/26): Loss 1.4900, Sem 1.0994, dir -0.0389, norm 0.4296, swav 0.0000 LR: 8.041e-02 Score 66.430 Data time: 0.1430, Forward time: 2.2720, Backward time: 3.0981, DDP time: 0.0051, Total iter time: 5.8664 [2020-11-08 16:48:17,026][root][INFO] - ===> Epoch[83](2153/26): Loss 1.3807, Sem 1.0394, dir -0.0577, norm 0.3990, swav 0.0000 LR: 8.040e-02 Score 67.798 Data time: 0.1446, Forward time: 2.2716, Backward time: 3.0986, DDP time: 0.0051, Total iter time: 5.7711 [2020-11-08 16:48:23,194][root][INFO] - ===> Epoch[83](2154/26): Loss 1.3929, Sem 1.0209, dir -0.0857, norm 0.4577, swav 0.0000 LR: 8.039e-02 Score 67.238 Data time: 0.2062, Forward time: 2.2716, Backward time: 3.0988, DDP time: 0.0051, Total iter time: 6.1115 [2020-11-08 16:48:29,168][root][INFO] - ===> Epoch[83](2155/26): Loss 1.4868, Sem 1.0046, dir -0.0751, norm 0.5572, swav 0.0000 LR: 8.038e-02 Score 67.153 Data time: 0.2389, Forward time: 2.2717, Backward time: 3.0988, DDP time: 0.0051, Total iter time: 5.8597 [2020-11-08 16:48:34,788][root][INFO] - ===> Epoch[83](2156/26): Loss 1.3511, Sem 0.9483, dir -0.0515, norm 0.4542, swav 0.0000 LR: 8.037e-02 Score 72.389 Data time: 0.1751, Forward time: 2.2715, Backward time: 3.0989, DDP time: 0.0051, Total iter time: 5.4903 [2020-11-08 16:48:42,180][root][INFO] - ===> Epoch[83](2157/26): Loss 1.4136, Sem 0.8763, dir -0.0394, norm 0.5767, swav 0.0000 LR: 8.036e-02 Score 73.500 Data time: 0.2595, Forward time: 2.2717, Backward time: 3.0994, DDP time: 0.0051, Total iter time: 7.3085 [2020-11-08 16:48:48,999][root][INFO] - ===> Epoch[83](2158/26): Loss 1.4452, Sem 1.0234, dir -0.0564, norm 0.4782, swav 0.0000 LR: 8.035e-02 Score 67.125 Data time: 0.1192, Forward time: 2.2713, Backward time: 3.1004, DDP time: 0.0051, Total iter time: 6.6976 [2020-11-08 16:48:54,830][root][INFO] - ===> Epoch[84](2159/26): Loss 1.4522, Sem 1.0426, dir -0.0981, norm 0.5076, swav 0.0000 LR: 8.034e-02 Score 66.997 Data time: 0.1871, Forward time: 2.2711, Backward time: 3.1006, DDP time: 0.0051, Total iter time: 5.7755 [2020-11-08 16:49:00,127][root][INFO] - ===> Epoch[84](2160/26): Loss 1.3109, Sem 0.9373, dir -0.0723, norm 0.4459, swav 0.0000 LR: 8.033e-02 Score 68.508 Data time: 0.2050, Forward time: 2.2711, Backward time: 3.1004, DDP time: 0.0051, Total iter time: 5.2065 [2020-11-08 16:49:05,245][root][INFO] - ===> Epoch[84](2161/26): Loss 1.4050, Sem 1.0022, dir -0.0714, norm 0.4742, swav 0.0000 LR: 8.032e-02 Score 72.701 Data time: 0.1512, Forward time: 2.2708, Backward time: 3.1004, DDP time: 0.0051, Total iter time: 5.0079 [2020-11-08 16:49:10,226][root][INFO] - ===> Epoch[84](2162/26): Loss 1.2963, Sem 0.9152, dir -0.0548, norm 0.4360, swav 0.0000 LR: 8.031e-02 Score 71.865 Data time: 0.1477, Forward time: 2.2705, Backward time: 3.1004, DDP time: 0.0051, Total iter time: 4.9014 [2020-11-08 16:49:15,741][root][INFO] - ===> Epoch[84](2163/26): Loss 1.4428, Sem 1.1713, dir -0.0992, norm 0.3708, swav 0.0000 LR: 8.031e-02 Score 64.564 Data time: 0.1674, Forward time: 2.2703, Backward time: 3.1005, DDP time: 0.0051, Total iter time: 5.4232 [2020-11-08 16:49:22,375][root][INFO] - ===> Epoch[84](2164/26): Loss 1.2627, Sem 0.9348, dir -0.0663, norm 0.3942, swav 0.0000 LR: 8.030e-02 Score 70.066 Data time: 0.2340, Forward time: 2.2704, Backward time: 3.1009, DDP time: 0.0051, Total iter time: 6.5350 [2020-11-08 16:49:28,653][root][INFO] - ===> Epoch[84](2165/26): Loss 1.3261, Sem 0.9800, dir -0.0532, norm 0.3993, swav 0.0000 LR: 8.029e-02 Score 67.396 Data time: 0.1929, Forward time: 2.2703, Backward time: 3.1011, DDP time: 0.0051, Total iter time: 6.1530 [2020-11-08 16:49:34,501][root][INFO] - ===> Epoch[84](2166/26): Loss 1.2227, Sem 0.9210, dir -0.1176, norm 0.4192, swav 0.0000 LR: 8.028e-02 Score 71.100 Data time: 0.1530, Forward time: 2.2700, Backward time: 3.1015, DDP time: 0.0051, Total iter time: 5.7292 [2020-11-08 16:49:40,300][root][INFO] - ===> Epoch[84](2167/26): Loss 1.3612, Sem 1.0671, dir -0.0688, norm 0.3629, swav 0.0000 LR: 8.027e-02 Score 66.512 Data time: 0.2036, Forward time: 2.2700, Backward time: 3.1015, DDP time: 0.0051, Total iter time: 5.7010 [2020-11-08 16:49:45,078][root][INFO] - ===> Epoch[84](2168/26): Loss 1.2221, Sem 0.9578, dir -0.1084, norm 0.3726, swav 0.0000 LR: 8.026e-02 Score 68.458 Data time: 0.2017, Forward time: 2.2698, Backward time: 3.1013, DDP time: 0.0051, Total iter time: 4.6632 [2020-11-08 16:49:51,543][root][INFO] - ===> Epoch[84](2169/26): Loss 1.2002, Sem 0.9144, dir -0.0210, norm 0.3068, swav 0.0000 LR: 8.025e-02 Score 71.976 Data time: 0.3016, Forward time: 2.2702, Backward time: 3.1011, DDP time: 0.0051, Total iter time: 6.3475 [2020-11-08 16:49:57,908][root][INFO] - ===> Epoch[84](2170/26): Loss 1.3500, Sem 1.0372, dir -0.0744, norm 0.3872, swav 0.0000 LR: 8.024e-02 Score 69.827 Data time: 0.1619, Forward time: 2.2701, Backward time: 3.1015, DDP time: 0.0051, Total iter time: 6.2218 [2020-11-08 16:50:03,005][root][INFO] - ===> Epoch[84](2171/26): Loss 1.2578, Sem 0.9627, dir -0.0939, norm 0.3889, swav 0.0000 LR: 8.023e-02 Score 70.128 Data time: 0.1894, Forward time: 2.2699, Backward time: 3.1014, DDP time: 0.0051, Total iter time: 4.9860 [2020-11-08 16:50:09,139][root][INFO] - ===> Epoch[84](2172/26): Loss 1.3898, Sem 1.0558, dir -0.0984, norm 0.4324, swav 0.0000 LR: 8.022e-02 Score 65.360 Data time: 0.3266, Forward time: 2.2703, Backward time: 3.1012, DDP time: 0.0051, Total iter time: 6.0394 [2020-11-08 16:50:14,631][root][INFO] - ===> Epoch[84](2173/26): Loss 1.2663, Sem 0.9373, dir -0.0676, norm 0.3966, swav 0.0000 LR: 8.021e-02 Score 71.228 Data time: 0.1873, Forward time: 2.2702, Backward time: 3.1011, DDP time: 0.0051, Total iter time: 5.3467 [2020-11-08 16:50:20,300][root][INFO] - ===> Epoch[84](2174/26): Loss 1.3417, Sem 0.9798, dir -0.0770, norm 0.4389, swav 0.0000 LR: 8.020e-02 Score 68.233 Data time: 0.2073, Forward time: 2.2701, Backward time: 3.1011, DDP time: 0.0051, Total iter time: 5.5719 [2020-11-08 16:50:26,893][root][INFO] - ===> Epoch[84](2175/26): Loss 1.1875, Sem 0.9251, dir -0.0811, norm 0.3435, swav 0.0000 LR: 8.019e-02 Score 69.240 Data time: 0.2078, Forward time: 2.2701, Backward time: 3.1015, DDP time: 0.0051, Total iter time: 6.4812 [2020-11-08 16:50:34,203][root][INFO] - ===> Epoch[84](2176/26): Loss 1.3650, Sem 0.9307, dir -0.0950, norm 0.5293, swav 0.0000 LR: 8.019e-02 Score 71.135 Data time: 0.2898, Forward time: 2.2705, Backward time: 3.1017, DDP time: 0.0051, Total iter time: 7.1699 [2020-11-08 16:50:39,614][root][INFO] - ===> Epoch[84](2177/26): Loss 1.4258, Sem 1.0464, dir -0.1034, norm 0.4828, swav 0.0000 LR: 8.018e-02 Score 68.194 Data time: 0.2002, Forward time: 2.2704, Backward time: 3.1017, DDP time: 0.0051, Total iter time: 5.2818 [2020-11-08 16:50:46,337][root][INFO] - ===> Epoch[84](2178/26): Loss 1.2734, Sem 0.9353, dir -0.0911, norm 0.4292, swav 0.0000 LR: 8.017e-02 Score 70.547 Data time: 0.2049, Forward time: 2.2703, Backward time: 3.1022, DDP time: 0.0051, Total iter time: 6.5939 [2020-11-08 16:50:52,424][root][INFO] - ===> Epoch[84](2179/26): Loss 1.3470, Sem 1.0388, dir -0.0938, norm 0.4020, swav 0.0000 LR: 8.016e-02 Score 64.977 Data time: 0.1759, Forward time: 2.2700, Backward time: 3.1026, DDP time: 0.0051, Total iter time: 5.9851 [2020-11-08 16:50:57,931][root][INFO] - ===> Epoch[84](2180/26): Loss 1.4687, Sem 1.0269, dir -0.0637, norm 0.5055, swav 0.0000 LR: 8.015e-02 Score 66.930 Data time: 0.2298, Forward time: 2.2700, Backward time: 3.1025, DDP time: 0.0051, Total iter time: 5.4321 [2020-11-08 16:51:04,750][root][INFO] - ===> Epoch[84](2181/26): Loss 1.3310, Sem 0.9414, dir -0.0557, norm 0.4453, swav 0.0000 LR: 8.014e-02 Score 71.304 Data time: 0.2559, Forward time: 2.2702, Backward time: 3.1028, DDP time: 0.0051, Total iter time: 6.7090 [2020-11-08 16:51:10,221][root][INFO] - ===> Epoch[84](2182/26): Loss 1.3411, Sem 0.9256, dir -0.0726, norm 0.4882, swav 0.0000 LR: 8.013e-02 Score 71.076 Data time: 0.1643, Forward time: 2.2699, Backward time: 3.1029, DDP time: 0.0051, Total iter time: 5.3413 [2020-11-08 16:51:15,340][root][INFO] - ===> Epoch[84](2183/26): Loss 1.2719, Sem 0.9509, dir -0.0370, norm 0.3580, swav 0.0000 LR: 8.012e-02 Score 69.964 Data time: 0.2151, Forward time: 2.2699, Backward time: 3.1026, DDP time: 0.0051, Total iter time: 5.0122 [2020-11-08 16:51:20,899][root][INFO] - ===> Epoch[84](2184/26): Loss 1.2717, Sem 0.9613, dir -0.0314, norm 0.3418, swav 0.0000 LR: 8.011e-02 Score 70.495 Data time: 0.2333, Forward time: 2.2700, Backward time: 3.1025, DDP time: 0.0051, Total iter time: 5.4368 [2020-11-08 16:51:26,250][root][INFO] - ===> Epoch[85](2185/26): Loss 1.4339, Sem 1.1014, dir -0.1080, norm 0.4404, swav 0.0000 LR: 8.010e-02 Score 68.180 Data time: 0.2017, Forward time: 2.2699, Backward time: 3.1023, DDP time: 0.0051, Total iter time: 5.2385 [2020-11-08 16:51:31,089][root][INFO] - ===> Epoch[85](2186/26): Loss 1.3241, Sem 1.0305, dir -0.0965, norm 0.3901, swav 0.0000 LR: 8.009e-02 Score 70.912 Data time: 0.1970, Forward time: 2.2698, Backward time: 3.1020, DDP time: 0.0051, Total iter time: 4.7454 [2020-11-08 16:51:36,798][root][INFO] - ===> Epoch[85](2187/26): Loss 1.2396, Sem 0.9356, dir -0.1150, norm 0.4190, swav 0.0000 LR: 8.008e-02 Score 69.734 Data time: 0.2131, Forward time: 2.2698, Backward time: 3.1019, DDP time: 0.0051, Total iter time: 5.6245 [2020-11-08 16:51:42,559][root][INFO] - ===> Epoch[85](2188/26): Loss 1.2224, Sem 0.9103, dir -0.0582, norm 0.3704, swav 0.0000 LR: 8.008e-02 Score 71.405 Data time: 0.1869, Forward time: 2.2697, Backward time: 3.1021, DDP time: 0.0051, Total iter time: 5.6445 [2020-11-08 16:51:48,123][root][INFO] - ===> Epoch[85](2189/26): Loss 1.2280, Sem 0.9090, dir -0.0671, norm 0.3860, swav 0.0000 LR: 8.007e-02 Score 70.570 Data time: 0.2014, Forward time: 2.2696, Backward time: 3.1020, DDP time: 0.0051, Total iter time: 5.4618 [2020-11-08 16:51:53,922][root][INFO] - ===> Epoch[85](2190/26): Loss 1.4047, Sem 1.0298, dir -0.0672, norm 0.4422, swav 0.0000 LR: 8.006e-02 Score 67.317 Data time: 0.1940, Forward time: 2.2695, Backward time: 3.1022, DDP time: 0.0051, Total iter time: 5.6807 [2020-11-08 16:51:58,350][root][INFO] - ===> Epoch[85](2191/26): Loss 1.3116, Sem 0.9784, dir -0.1070, norm 0.4402, swav 0.0000 LR: 8.005e-02 Score 68.811 Data time: 0.2060, Forward time: 2.2694, Backward time: 3.1017, DDP time: 0.0051, Total iter time: 4.3194 [2020-11-08 16:52:04,537][root][INFO] - ===> Epoch[85](2192/26): Loss 1.3850, Sem 1.0789, dir -0.0536, norm 0.3597, swav 0.0000 LR: 8.004e-02 Score 63.951 Data time: 0.1785, Forward time: 2.2692, Backward time: 3.1020, DDP time: 0.0051, Total iter time: 6.1044 [2020-11-08 16:52:10,047][root][INFO] - ===> Epoch[85](2193/26): Loss 1.1083, Sem 0.9242, dir -0.0900, norm 0.2742, swav 0.0000 LR: 8.003e-02 Score 68.585 Data time: 0.1614, Forward time: 2.2690, Backward time: 3.1022, DDP time: 0.0051, Total iter time: 5.4017 [2020-11-08 16:52:17,174][root][INFO] - ===> Epoch[85](2194/26): Loss 1.4081, Sem 1.0279, dir -0.0634, norm 0.4435, swav 0.0000 LR: 8.002e-02 Score 66.875 Data time: 0.1961, Forward time: 2.2689, Backward time: 3.1029, DDP time: 0.0051, Total iter time: 7.0450 [2020-11-08 16:52:22,037][root][INFO] - ===> Epoch[85](2195/26): Loss 1.2824, Sem 0.9630, dir -0.0668, norm 0.3862, swav 0.0000 LR: 8.001e-02 Score 69.245 Data time: 0.1604, Forward time: 2.2686, Backward time: 3.1027, DDP time: 0.0051, Total iter time: 4.7423 [2020-11-08 16:52:27,933][root][INFO] - ===> Epoch[85](2196/26): Loss 1.3803, Sem 1.0523, dir -0.0804, norm 0.4084, swav 0.0000 LR: 8.000e-02 Score 66.869 Data time: 0.2118, Forward time: 2.2684, Backward time: 3.1030, DDP time: 0.0051, Total iter time: 5.7853 [2020-11-08 16:52:33,738][root][INFO] - ===> Epoch[85](2197/26): Loss 1.3206, Sem 1.0050, dir -0.0841, norm 0.3998, swav 0.0000 LR: 7.999e-02 Score 67.990 Data time: 0.2155, Forward time: 2.2684, Backward time: 3.1031, DDP time: 0.0051, Total iter time: 5.6968 [2020-11-08 16:52:40,136][root][INFO] - ===> Epoch[85](2198/26): Loss 1.2746, Sem 0.9161, dir -0.0639, norm 0.4225, swav 0.0000 LR: 7.998e-02 Score 71.206 Data time: 0.2860, Forward time: 2.2687, Backward time: 3.1030, DDP time: 0.0051, Total iter time: 6.2859 [2020-11-08 16:52:45,210][root][INFO] - ===> Epoch[85](2199/26): Loss 1.3199, Sem 1.0155, dir -0.0787, norm 0.3831, swav 0.0000 LR: 7.997e-02 Score 69.159 Data time: 0.2332, Forward time: 2.2688, Backward time: 3.1026, DDP time: 0.0051, Total iter time: 4.9385 [2020-11-08 16:52:51,289][root][INFO] - ===> Epoch[85](2200/26): Loss 1.3355, Sem 0.9489, dir -0.0790, norm 0.4656, swav 0.0000 LR: 7.996e-02 Score 69.099 Data time: 0.2385, Forward time: 2.2689, Backward time: 3.1026, DDP time: 0.0051, Total iter time: 5.9514 [2020-11-08 16:52:57,537][root][INFO] - ===> Epoch[85](2201/26): Loss 1.4078, Sem 0.9398, dir -0.0480, norm 0.5160, swav 0.0000 LR: 7.996e-02 Score 71.625 Data time: 0.2677, Forward time: 2.2693, Backward time: 3.1025, DDP time: 0.0051, Total iter time: 6.1325 [2020-11-08 16:53:03,532][root][INFO] - ===> Epoch[85](2202/26): Loss 1.1350, Sem 0.7735, dir -0.0666, norm 0.4281, swav 0.0000 LR: 7.995e-02 Score 75.204 Data time: 0.1247, Forward time: 2.2689, Backward time: 3.1030, DDP time: 0.0051, Total iter time: 5.8769 [2020-11-08 16:53:09,882][root][INFO] - ===> Epoch[85](2203/26): Loss 1.4990, Sem 1.1818, dir -0.1063, norm 0.4235, swav 0.0000 LR: 7.994e-02 Score 62.263 Data time: 0.1828, Forward time: 2.2688, Backward time: 3.1034, DDP time: 0.0051, Total iter time: 6.2812 [2020-11-08 16:53:15,357][root][INFO] - ===> Epoch[85](2204/26): Loss 1.3709, Sem 1.0673, dir -0.1053, norm 0.4090, swav 0.0000 LR: 7.993e-02 Score 65.523 Data time: 0.2489, Forward time: 2.2689, Backward time: 3.1032, DDP time: 0.0051, Total iter time: 5.3880 [2020-11-08 16:53:21,538][root][INFO] - ===> Epoch[85](2205/26): Loss 1.2274, Sem 0.9375, dir -0.0802, norm 0.3701, swav 0.0000 LR: 7.992e-02 Score 70.717 Data time: 0.3098, Forward time: 2.2693, Backward time: 3.1030, DDP time: 0.0051, Total iter time: 6.0566 [2020-11-08 16:53:27,094][root][INFO] - ===> Epoch[85](2206/26): Loss 1.3062, Sem 1.0645, dir -0.1640, norm 0.4057, swav 0.0000 LR: 7.991e-02 Score 66.386 Data time: 0.2849, Forward time: 2.2695, Backward time: 3.1026, DDP time: 0.0051, Total iter time: 5.4411 [2020-11-08 16:53:32,886][root][INFO] - ===> Epoch[85](2207/26): Loss 1.4185, Sem 1.0035, dir -0.0456, norm 0.4606, swav 0.0000 LR: 7.990e-02 Score 71.515 Data time: 0.2607, Forward time: 2.2698, Backward time: 3.1023, DDP time: 0.0051, Total iter time: 5.6788 [2020-11-08 16:53:38,625][root][INFO] - ===> Epoch[85](2208/26): Loss 1.3476, Sem 0.8836, dir -0.0821, norm 0.5461, swav 0.0000 LR: 7.989e-02 Score 70.151 Data time: 0.2527, Forward time: 2.2700, Backward time: 3.1021, DDP time: 0.0051, Total iter time: 5.6185 [2020-11-08 16:53:43,921][root][INFO] - ===> Epoch[85](2209/26): Loss 1.3169, Sem 0.9790, dir -0.0790, norm 0.4169, swav 0.0000 LR: 7.988e-02 Score 66.605 Data time: 0.1445, Forward time: 2.2697, Backward time: 3.1022, DDP time: 0.0051, Total iter time: 5.1980 [2020-11-08 16:53:48,894][root][INFO] - ===> Epoch[85](2210/26): Loss 1.2657, Sem 0.9843, dir -0.0734, norm 0.3548, swav 0.0000 LR: 7.987e-02 Score 68.892 Data time: 0.1853, Forward time: 2.2695, Backward time: 3.1021, DDP time: 0.0051, Total iter time: 4.8908 [2020-11-08 16:53:55,501][root][INFO] - ===> Epoch[86](2211/26): Loss 1.1888, Sem 0.8529, dir -0.1230, norm 0.4589, swav 0.0000 LR: 7.986e-02 Score 74.091 Data time: 0.2111, Forward time: 2.2694, Backward time: 3.1026, DDP time: 0.0051, Total iter time: 6.5149 [2020-11-08 16:54:02,511][root][INFO] - ===> Epoch[86](2212/26): Loss 1.3068, Sem 0.9690, dir -0.0457, norm 0.3835, swav 0.0000 LR: 7.985e-02 Score 70.320 Data time: 0.2049, Forward time: 2.2693, Backward time: 3.1031, DDP time: 0.0051, Total iter time: 6.9041 [2020-11-08 16:54:09,190][root][INFO] - ===> Epoch[86](2213/26): Loss 1.0871, Sem 0.8652, dir -0.1149, norm 0.3369, swav 0.0000 LR: 7.984e-02 Score 73.462 Data time: 0.1837, Forward time: 2.2691, Backward time: 3.1037, DDP time: 0.0051, Total iter time: 6.5636 [2020-11-08 16:54:14,993][root][INFO] - ===> Epoch[86](2214/26): Loss 1.2199, Sem 0.9107, dir -0.0593, norm 0.3685, swav 0.0000 LR: 7.984e-02 Score 71.999 Data time: 0.2593, Forward time: 2.2695, Backward time: 3.1034, DDP time: 0.0051, Total iter time: 5.7125 [2020-11-08 16:54:20,316][root][INFO] - ===> Epoch[86](2215/26): Loss 1.2237, Sem 0.9615, dir -0.0294, norm 0.2916, swav 0.0000 LR: 7.983e-02 Score 72.265 Data time: 0.1526, Forward time: 2.2692, Backward time: 3.1034, DDP time: 0.0051, Total iter time: 5.2060 [2020-11-08 16:54:26,048][root][INFO] - ===> Epoch[86](2216/26): Loss 1.1906, Sem 0.8691, dir -0.0823, norm 0.4037, swav 0.0000 LR: 7.982e-02 Score 74.044 Data time: 0.1579, Forward time: 2.2690, Backward time: 3.1037, DDP time: 0.0051, Total iter time: 5.6396 [2020-11-08 16:54:31,260][root][INFO] - ===> Epoch[86](2217/26): Loss 1.2781, Sem 0.9235, dir -0.0902, norm 0.4448, swav 0.0000 LR: 7.981e-02 Score 71.802 Data time: 0.1757, Forward time: 2.2688, Backward time: 3.1037, DDP time: 0.0051, Total iter time: 5.1250 [2020-11-08 16:54:37,089][root][INFO] - ===> Epoch[86](2218/26): Loss 1.4139, Sem 1.0561, dir -0.0528, norm 0.4107, swav 0.0000 LR: 7.980e-02 Score 67.986 Data time: 0.2166, Forward time: 2.2685, Backward time: 3.1039, DDP time: 0.0051, Total iter time: 5.7526 [2020-11-08 16:54:42,872][root][INFO] - ===> Epoch[86](2219/26): Loss 1.1508, Sem 0.9531, dir -0.0766, norm 0.2742, swav 0.0000 LR: 7.979e-02 Score 70.196 Data time: 0.2431, Forward time: 2.2687, Backward time: 3.1038, DDP time: 0.0051, Total iter time: 5.6813 [2020-11-08 16:54:48,541][root][INFO] - ===> Epoch[86](2220/26): Loss 1.1626, Sem 0.8800, dir -0.0651, norm 0.3476, swav 0.0000 LR: 7.978e-02 Score 73.987 Data time: 0.1939, Forward time: 2.2686, Backward time: 3.1038, DDP time: 0.0051, Total iter time: 5.5331 [2020-11-08 16:54:54,313][root][INFO] - ===> Epoch[86](2221/26): Loss 1.4992, Sem 1.1593, dir -0.0916, norm 0.4314, swav 0.0000 LR: 7.977e-02 Score 64.420 Data time: 0.2203, Forward time: 2.2685, Backward time: 3.1038, DDP time: 0.0051, Total iter time: 5.6757 [2020-11-08 16:54:59,965][root][INFO] - ===> Epoch[86](2222/26): Loss 1.2437, Sem 0.9726, dir -0.0585, norm 0.3296, swav 0.0000 LR: 7.976e-02 Score 68.409 Data time: 0.1820, Forward time: 2.2684, Backward time: 3.1039, DDP time: 0.0051, Total iter time: 5.5359 [2020-11-08 16:55:06,386][root][INFO] - ===> Epoch[86](2223/26): Loss 1.3229, Sem 1.0165, dir -0.0680, norm 0.3744, swav 0.0000 LR: 7.975e-02 Score 67.389 Data time: 0.1547, Forward time: 2.2682, Backward time: 3.1044, DDP time: 0.0051, Total iter time: 6.3192 [2020-11-08 16:55:11,597][root][INFO] - ===> Epoch[86](2224/26): Loss 1.4838, Sem 1.0953, dir -0.0305, norm 0.4190, swav 0.0000 LR: 7.974e-02 Score 67.298 Data time: 0.1753, Forward time: 2.2680, Backward time: 3.1044, DDP time: 0.0051, Total iter time: 5.1413 [2020-11-08 16:55:16,547][root][INFO] - ===> Epoch[86](2225/26): Loss 1.5069, Sem 1.1007, dir -0.0462, norm 0.4523, swav 0.0000 LR: 7.973e-02 Score 61.672 Data time: 0.2094, Forward time: 2.2680, Backward time: 3.1041, DDP time: 0.0051, Total iter time: 4.8276 [2020-11-08 16:55:22,095][root][INFO] - ===> Epoch[86](2226/26): Loss 1.2048, Sem 0.9909, dir -0.0842, norm 0.2981, swav 0.0000 LR: 7.972e-02 Score 66.983 Data time: 0.2816, Forward time: 2.2682, Backward time: 3.1037, DDP time: 0.0051, Total iter time: 5.4428 [2020-11-08 16:55:27,862][root][INFO] - ===> Epoch[86](2227/26): Loss 1.5265, Sem 1.1005, dir -0.0542, norm 0.4802, swav 0.0000 LR: 7.972e-02 Score 63.573 Data time: 0.2676, Forward time: 2.2685, Backward time: 3.1035, DDP time: 0.0051, Total iter time: 5.6448 [2020-11-08 16:55:34,313][root][INFO] - ===> Epoch[86](2228/26): Loss 1.5420, Sem 1.0666, dir -0.0780, norm 0.5535, swav 0.0000 LR: 7.971e-02 Score 68.364 Data time: 0.2201, Forward time: 2.2686, Backward time: 3.1036, DDP time: 0.0051, Total iter time: 6.3400 [2020-11-08 16:55:39,785][root][INFO] - ===> Epoch[86](2229/26): Loss 1.3072, Sem 1.0550, dir -0.0611, norm 0.3133, swav 0.0000 LR: 7.970e-02 Score 64.493 Data time: 0.1975, Forward time: 2.2685, Backward time: 3.1036, DDP time: 0.0051, Total iter time: 5.3612 [2020-11-08 16:55:44,722][root][INFO] - ===> Epoch[86](2230/26): Loss 1.2640, Sem 0.9407, dir -0.0404, norm 0.3637, swav 0.0000 LR: 7.969e-02 Score 71.041 Data time: 0.2229, Forward time: 2.2685, Backward time: 3.1032, DDP time: 0.0051, Total iter time: 4.8673 [2020-11-08 16:55:51,069][root][INFO] - ===> Epoch[86](2231/26): Loss 1.4995, Sem 1.0732, dir -0.0347, norm 0.4610, swav 0.0000 LR: 7.968e-02 Score 69.114 Data time: 0.2822, Forward time: 2.2688, Backward time: 3.1032, DDP time: 0.0051, Total iter time: 6.2287 [2020-11-08 16:55:56,241][root][INFO] - ===> Epoch[86](2232/26): Loss 1.5587, Sem 1.1784, dir -0.0636, norm 0.4439, swav 0.0000 LR: 7.967e-02 Score 65.537 Data time: 0.1681, Forward time: 2.2686, Backward time: 3.1031, DDP time: 0.0051, Total iter time: 5.0535 [2020-11-08 16:56:02,219][root][INFO] - ===> Epoch[86](2233/26): Loss 1.2743, Sem 0.9550, dir -0.0915, norm 0.4107, swav 0.0000 LR: 7.966e-02 Score 70.906 Data time: 0.2103, Forward time: 2.2684, Backward time: 3.1034, DDP time: 0.0051, Total iter time: 5.9090 [2020-11-08 16:56:09,456][root][INFO] - ===> Epoch[86](2234/26): Loss 1.4570, Sem 1.0545, dir -0.0444, norm 0.4469, swav 0.0000 LR: 7.965e-02 Score 66.812 Data time: 0.1962, Forward time: 2.2683, Backward time: 3.1041, DDP time: 0.0051, Total iter time: 7.1558 [2020-11-08 16:56:14,765][root][INFO] - ===> Epoch[86](2235/26): Loss 1.5467, Sem 1.0034, dir -0.0173, norm 0.5607, swav 0.0000 LR: 7.964e-02 Score 69.023 Data time: 0.2130, Forward time: 2.2683, Backward time: 3.1039, DDP time: 0.0051, Total iter time: 5.1918 [2020-11-08 16:56:19,818][root][INFO] - ===> Epoch[86](2236/26): Loss 1.4435, Sem 0.9708, dir -0.0518, norm 0.5246, swav 0.0000 LR: 7.963e-02 Score 71.590 Data time: 0.2284, Forward time: 2.2684, Backward time: 3.1036, DDP time: 0.0051, Total iter time: 4.9355 [2020-11-08 16:56:24,972][root][INFO] - ===> Epoch[87](2237/26): Loss 1.6483, Sem 1.1982, dir -0.0600, norm 0.5101, swav 0.0000 LR: 7.962e-02 Score 62.612 Data time: 0.2057, Forward time: 2.2684, Backward time: 3.1033, DDP time: 0.0051, Total iter time: 5.0255 [2020-11-08 16:56:31,203][root][INFO] - ===> Epoch[87](2238/26): Loss 1.1717, Sem 0.9647, dir -0.0582, norm 0.2652, swav 0.0000 LR: 7.961e-02 Score 70.465 Data time: 0.1635, Forward time: 2.2681, Backward time: 3.1038, DDP time: 0.0051, Total iter time: 6.1235 [2020-11-08 16:56:37,093][root][INFO] - ===> Epoch[87](2239/26): Loss 1.4354, Sem 1.0650, dir -0.0542, norm 0.4245, swav 0.0000 LR: 7.960e-02 Score 66.300 Data time: 0.2154, Forward time: 2.2682, Backward time: 3.1038, DDP time: 0.0051, Total iter time: 5.8116 [2020-11-08 16:56:43,440][root][INFO] - ===> Epoch[87](2240/26): Loss 1.5646, Sem 1.1022, dir -0.0304, norm 0.4928, swav 0.0000 LR: 7.960e-02 Score 63.598 Data time: 0.2195, Forward time: 2.2681, Backward time: 3.1041, DDP time: 0.0051, Total iter time: 6.2162 [2020-11-08 16:56:49,347][root][INFO] - ===> Epoch[87](2241/26): Loss 1.2546, Sem 0.8618, dir -0.0164, norm 0.4091, swav 0.0000 LR: 7.959e-02 Score 75.328 Data time: 0.2864, Forward time: 2.2685, Backward time: 3.1038, DDP time: 0.0051, Total iter time: 5.7868 [2020-11-08 16:56:54,846][root][INFO] - ===> Epoch[87](2242/26): Loss 1.3186, Sem 0.9681, dir -0.0575, norm 0.4080, swav 0.0000 LR: 7.958e-02 Score 70.739 Data time: 0.2343, Forward time: 2.2684, Backward time: 3.1037, DDP time: 0.0051, Total iter time: 5.3356 [2020-11-08 16:56:59,391][root][INFO] - ===> Epoch[87](2243/26): Loss 1.4021, Sem 0.9746, dir -0.0621, norm 0.4896, swav 0.0000 LR: 7.957e-02 Score 69.680 Data time: 0.2038, Forward time: 2.2684, Backward time: 3.1032, DDP time: 0.0051, Total iter time: 4.4554 [2020-11-08 16:57:05,295][root][INFO] - ===> Epoch[87](2244/26): Loss 1.2030, Sem 0.8797, dir -0.0369, norm 0.3602, swav 0.0000 LR: 7.956e-02 Score 74.316 Data time: 0.1754, Forward time: 2.2682, Backward time: 3.1034, DDP time: 0.0051, Total iter time: 5.7822 [2020-11-08 16:57:10,831][root][INFO] - ===> Epoch[87](2245/26): Loss 1.3902, Sem 0.9787, dir -0.0488, norm 0.4602, swav 0.0000 LR: 7.955e-02 Score 70.232 Data time: 0.1474, Forward time: 2.2679, Backward time: 3.1037, DDP time: 0.0051, Total iter time: 5.4771 [2020-11-08 16:57:16,409][root][INFO] - ===> Epoch[87](2246/26): Loss 1.1310, Sem 0.9621, dir -0.0968, norm 0.2657, swav 0.0000 LR: 7.954e-02 Score 67.518 Data time: 0.1971, Forward time: 2.2677, Backward time: 3.1038, DDP time: 0.0051, Total iter time: 5.5373 [2020-11-08 16:57:20,922][root][INFO] - ===> Epoch[87](2247/26): Loss 1.5787, Sem 1.1009, dir -0.0249, norm 0.5027, swav 0.0000 LR: 7.953e-02 Score 65.826 Data time: 0.1983, Forward time: 2.2676, Backward time: 3.1034, DDP time: 0.0051, Total iter time: 4.4138 [2020-11-08 16:57:26,243][root][INFO] - ===> Epoch[87](2248/26): Loss 1.6746, Sem 1.1645, dir -0.0325, norm 0.5426, swav 0.0000 LR: 7.952e-02 Score 65.335 Data time: 0.2097, Forward time: 2.2674, Backward time: 3.1033, DDP time: 0.0051, Total iter time: 5.2207 [2020-11-08 16:57:31,678][root][INFO] - ===> Epoch[87](2249/26): Loss 1.5626, Sem 1.0540, dir -0.0230, norm 0.5315, swav 0.0000 LR: 7.951e-02 Score 67.819 Data time: 0.2589, Forward time: 2.2677, Backward time: 3.1030, DDP time: 0.0051, Total iter time: 5.3213 [2020-11-08 16:57:36,962][root][INFO] - ===> Epoch[87](2250/26): Loss 1.4392, Sem 0.9527, dir -0.0429, norm 0.5294, swav 0.0000 LR: 7.950e-02 Score 69.609 Data time: 0.2103, Forward time: 2.2675, Backward time: 3.1029, DDP time: 0.0051, Total iter time: 5.1565 [2020-11-08 16:57:43,430][root][INFO] - ===> Epoch[87](2251/26): Loss 1.5557, Sem 1.1519, dir -0.0648, norm 0.4685, swav 0.0000 LR: 7.949e-02 Score 64.735 Data time: 0.2582, Forward time: 2.2677, Backward time: 3.1030, DDP time: 0.0051, Total iter time: 6.3644 [2020-11-08 16:57:49,922][root][INFO] - ===> Epoch[87](2252/26): Loss 1.2341, Sem 0.8871, dir -0.0665, norm 0.4135, swav 0.0000 LR: 7.948e-02 Score 74.600 Data time: 0.2336, Forward time: 2.2678, Backward time: 3.1032, DDP time: 0.0051, Total iter time: 6.3408 [2020-11-08 16:57:55,897][root][INFO] - ===> Epoch[87](2253/26): Loss 1.5108, Sem 1.0143, dir -0.0238, norm 0.5203, swav 0.0000 LR: 7.948e-02 Score 67.331 Data time: 0.2411, Forward time: 2.2679, Backward time: 3.1032, DDP time: 0.0051, Total iter time: 5.8662 [2020-11-08 16:58:01,067][root][INFO] - ===> Epoch[87](2254/26): Loss 1.6370, Sem 1.1113, dir -0.0427, norm 0.5685, swav 0.0000 LR: 7.947e-02 Score 65.734 Data time: 0.2393, Forward time: 2.2681, Backward time: 3.1027, DDP time: 0.0051, Total iter time: 5.0764 [2020-11-08 16:58:06,598][root][INFO] - ===> Epoch[87](2255/26): Loss 1.3513, Sem 0.9421, dir -0.0202, norm 0.4294, swav 0.0000 LR: 7.946e-02 Score 70.065 Data time: 0.2768, Forward time: 2.2683, Backward time: 3.1023, DDP time: 0.0051, Total iter time: 5.4288 [2020-11-08 16:58:12,814][root][INFO] - ===> Epoch[87](2256/26): Loss 1.3233, Sem 1.0054, dir -0.0901, norm 0.4081, swav 0.0000 LR: 7.945e-02 Score 67.874 Data time: 0.2475, Forward time: 2.2685, Backward time: 3.1023, DDP time: 0.0051, Total iter time: 6.0801 [2020-11-08 16:58:18,247][root][INFO] - ===> Epoch[87](2257/26): Loss 1.2303, Sem 0.9020, dir -0.0638, norm 0.3920, swav 0.0000 LR: 7.944e-02 Score 73.653 Data time: 0.2179, Forward time: 2.2686, Backward time: 3.1022, DDP time: 0.0051, Total iter time: 5.3270 [2020-11-08 16:58:23,559][root][INFO] - ===> Epoch[87](2258/26): Loss 1.4855, Sem 0.9841, dir -0.0131, norm 0.5145, swav 0.0000 LR: 7.943e-02 Score 71.160 Data time: 0.1786, Forward time: 2.2684, Backward time: 3.1021, DDP time: 0.0051, Total iter time: 5.2104 [2020-11-08 16:58:30,416][root][INFO] - ===> Epoch[87](2259/26): Loss 1.5778, Sem 1.0538, dir -0.0077, norm 0.5318, swav 0.0000 LR: 7.942e-02 Score 69.503 Data time: 0.2292, Forward time: 2.2685, Backward time: 3.1025, DDP time: 0.0051, Total iter time: 6.7665 [2020-11-08 16:58:35,701][root][INFO] - ===> Epoch[87](2260/26): Loss 1.4320, Sem 1.0465, dir -0.0549, norm 0.4404, swav 0.0000 LR: 7.941e-02 Score 67.260 Data time: 0.1691, Forward time: 2.2683, Backward time: 3.1025, DDP time: 0.0051, Total iter time: 5.1794 [2020-11-08 16:58:41,812][root][INFO] - ===> Epoch[87](2261/26): Loss 1.1881, Sem 0.9359, dir -0.0449, norm 0.2971, swav 0.0000 LR: 7.940e-02 Score 72.240 Data time: 0.1949, Forward time: 2.2681, Backward time: 3.1028, DDP time: 0.0051, Total iter time: 5.9922 [2020-11-08 16:58:47,107][root][INFO] - ===> Epoch[87](2262/26): Loss 1.4194, Sem 0.9789, dir -0.0541, norm 0.4946, swav 0.0000 LR: 7.939e-02 Score 68.564 Data time: 0.2272, Forward time: 2.2683, Backward time: 3.1024, DDP time: 0.0051, Total iter time: 5.2144 [2020-11-08 16:58:53,779][root][INFO] - ===> Epoch[88](2263/26): Loss 1.4331, Sem 0.9605, dir -0.0383, norm 0.5108, swav 0.0000 LR: 7.938e-02 Score 72.358 Data time: 0.1859, Forward time: 2.2682, Backward time: 3.1029, DDP time: 0.0051, Total iter time: 6.5496 [2020-11-08 16:58:59,729][root][INFO] - ===> Epoch[88](2264/26): Loss 1.6152, Sem 1.1235, dir -0.0209, norm 0.5126, swav 0.0000 LR: 7.937e-02 Score 63.294 Data time: 0.2185, Forward time: 2.2682, Backward time: 3.1030, DDP time: 0.0051, Total iter time: 5.8621 [2020-11-08 16:59:05,187][root][INFO] - ===> Epoch[88](2265/26): Loss 1.5869, Sem 1.0116, dir -0.0567, norm 0.6320, swav 0.0000 LR: 7.936e-02 Score 69.510 Data time: 0.2035, Forward time: 2.2682, Backward time: 3.1029, DDP time: 0.0051, Total iter time: 5.3575 [2020-11-08 16:59:11,323][root][INFO] - ===> Epoch[88](2266/26): Loss 1.3363, Sem 0.9783, dir -0.0531, norm 0.4110, swav 0.0000 LR: 7.936e-02 Score 69.378 Data time: 0.2896, Forward time: 2.2685, Backward time: 3.1027, DDP time: 0.0051, Total iter time: 6.0191 [2020-11-08 16:59:16,323][root][INFO] - ===> Epoch[88](2267/26): Loss 1.2448, Sem 0.9719, dir -0.0717, norm 0.3446, swav 0.0000 LR: 7.935e-02 Score 70.859 Data time: 0.2320, Forward time: 2.2686, Backward time: 3.1022, DDP time: 0.0051, Total iter time: 4.8820 [2020-11-08 16:59:21,713][root][INFO] - ===> Epoch[88](2268/26): Loss 1.5365, Sem 1.0732, dir -0.0543, norm 0.5176, swav 0.0000 LR: 7.934e-02 Score 65.907 Data time: 0.2492, Forward time: 2.2688, Backward time: 3.1019, DDP time: 0.0051, Total iter time: 5.2837 [2020-11-08 16:59:28,036][root][INFO] - ===> Epoch[88](2269/26): Loss 1.2455, Sem 0.8955, dir -0.0507, norm 0.4006, swav 0.0000 LR: 7.933e-02 Score 73.281 Data time: 0.2569, Forward time: 2.2689, Backward time: 3.1020, DDP time: 0.0051, Total iter time: 6.2035 [2020-11-08 16:59:33,720][root][INFO] - ===> Epoch[88](2270/26): Loss 1.2581, Sem 1.0821, dir -0.0963, norm 0.2724, swav 0.0000 LR: 7.932e-02 Score 65.098 Data time: 0.2346, Forward time: 2.2690, Backward time: 3.1019, DDP time: 0.0051, Total iter time: 5.5581 [2020-11-08 16:59:39,110][root][INFO] - ===> Epoch[88](2271/26): Loss 1.3739, Sem 1.0578, dir -0.0491, norm 0.3652, swav 0.0000 LR: 7.931e-02 Score 68.266 Data time: 0.2504, Forward time: 2.2692, Backward time: 3.1015, DDP time: 0.0051, Total iter time: 5.2837 [2020-11-08 16:59:45,711][root][INFO] - ===> Epoch[88](2272/26): Loss 1.4453, Sem 1.0449, dir -0.0563, norm 0.4568, swav 0.0000 LR: 7.930e-02 Score 63.283 Data time: 0.1920, Forward time: 2.2692, Backward time: 3.1019, DDP time: 0.0051, Total iter time: 6.4974 [2020-11-08 16:59:51,143][root][INFO] - ===> Epoch[88](2273/26): Loss 1.3349, Sem 0.9732, dir -0.0736, norm 0.4353, swav 0.0000 LR: 7.929e-02 Score 70.400 Data time: 0.1749, Forward time: 2.2690, Backward time: 3.1019, DDP time: 0.0051, Total iter time: 5.3289 [2020-11-08 16:59:57,796][root][INFO] - ===> Epoch[88](2274/26): Loss 1.2225, Sem 0.8904, dir -0.0851, norm 0.4172, swav 0.0000 LR: 7.928e-02 Score 73.393 Data time: 0.1593, Forward time: 2.2688, Backward time: 3.1025, DDP time: 0.0051, Total iter time: 6.5502 [2020-11-08 17:00:03,538][root][INFO] - ===> Epoch[88](2275/26): Loss 1.2755, Sem 0.9451, dir -0.0605, norm 0.3909, swav 0.0000 LR: 7.927e-02 Score 74.680 Data time: 0.1817, Forward time: 2.2687, Backward time: 3.1027, DDP time: 0.0051, Total iter time: 5.6587 [2020-11-08 17:00:09,308][root][INFO] - ===> Epoch[88](2276/26): Loss 1.5133, Sem 1.1149, dir -0.0490, norm 0.4473, swav 0.0000 LR: 7.926e-02 Score 64.273 Data time: 0.2021, Forward time: 2.2687, Backward time: 3.1026, DDP time: 0.0051, Total iter time: 5.6738 [2020-11-08 17:00:15,599][root][INFO] - ===> Epoch[88](2277/26): Loss 1.5946, Sem 1.1349, dir -0.0593, norm 0.5191, swav 0.0000 LR: 7.925e-02 Score 66.916 Data time: 0.1310, Forward time: 2.2683, Backward time: 3.1032, DDP time: 0.0051, Total iter time: 6.1929 [2020-11-08 17:00:22,859][root][INFO] - ===> Epoch[88](2278/26): Loss 1.2295, Sem 0.9568, dir -0.0944, norm 0.3672, swav 0.0000 LR: 7.924e-02 Score 68.650 Data time: 0.1617, Forward time: 2.2681, Backward time: 3.1041, DDP time: 0.0051, Total iter time: 7.1791 [2020-11-08 17:00:28,105][root][INFO] - ===> Epoch[88](2279/26): Loss 1.4437, Sem 1.0614, dir -0.0699, norm 0.4522, swav 0.0000 LR: 7.924e-02 Score 66.970 Data time: 0.2339, Forward time: 2.2681, Backward time: 3.1039, DDP time: 0.0051, Total iter time: 5.1590 [2020-11-08 17:00:34,623][root][INFO] - ===> Epoch[88](2280/26): Loss 1.3808, Sem 0.9838, dir -0.0522, norm 0.4493, swav 0.0000 LR: 7.923e-02 Score 70.310 Data time: 0.2093, Forward time: 2.2681, Backward time: 3.1042, DDP time: 0.0051, Total iter time: 6.4216 [2020-11-08 17:00:40,227][root][INFO] - ===> Epoch[88](2281/26): Loss 1.4872, Sem 1.0575, dir -0.0777, norm 0.5074, swav 0.0000 LR: 7.922e-02 Score 67.067 Data time: 0.2238, Forward time: 2.2680, Backward time: 3.1042, DDP time: 0.0051, Total iter time: 5.4814 [2020-11-08 17:00:46,362][root][INFO] - ===> Epoch[88](2282/26): Loss 1.2254, Sem 1.0144, dir -0.0827, norm 0.2937, swav 0.0000 LR: 7.921e-02 Score 70.124 Data time: 0.2712, Forward time: 2.2682, Backward time: 3.1042, DDP time: 0.0051, Total iter time: 6.0522 [2020-11-08 17:00:52,514][root][INFO] - ===> Epoch[88](2283/26): Loss 1.1889, Sem 0.8428, dir -0.0584, norm 0.4045, swav 0.0000 LR: 7.920e-02 Score 71.464 Data time: 0.1625, Forward time: 2.2680, Backward time: 3.1045, DDP time: 0.0051, Total iter time: 6.0317 [2020-11-08 17:00:58,388][root][INFO] - ===> Epoch[88](2284/26): Loss 1.4469, Sem 0.9669, dir -0.0575, norm 0.5374, swav 0.0000 LR: 7.919e-02 Score 67.957 Data time: 0.1827, Forward time: 2.2678, Backward time: 3.1048, DDP time: 0.0051, Total iter time: 5.7937 [2020-11-08 17:01:02,845][root][INFO] - ===> Epoch[88](2285/26): Loss 1.2835, Sem 0.9125, dir -0.0847, norm 0.4558, swav 0.0000 LR: 7.918e-02 Score 74.002 Data time: 0.1607, Forward time: 2.2676, Backward time: 3.1045, DDP time: 0.0051, Total iter time: 4.3603 [2020-11-08 17:01:08,378][root][INFO] - ===> Epoch[88](2286/26): Loss 1.3414, Sem 1.0100, dir -0.0560, norm 0.3874, swav 0.0000 LR: 7.917e-02 Score 69.768 Data time: 0.1709, Forward time: 2.2674, Backward time: 3.1045, DDP time: 0.0051, Total iter time: 5.4343 [2020-11-08 17:01:14,074][root][INFO] - ===> Epoch[88](2287/26): Loss 1.1266, Sem 0.8112, dir -0.0481, norm 0.3634, swav 0.0000 LR: 7.916e-02 Score 76.520 Data time: 0.1948, Forward time: 2.2673, Backward time: 3.1046, DDP time: 0.0051, Total iter time: 5.6074 [2020-11-08 17:01:20,070][root][INFO] - ===> Epoch[88](2288/26): Loss 1.5014, Sem 1.0127, dir -0.0623, norm 0.5510, swav 0.0000 LR: 7.915e-02 Score 68.675 Data time: 0.1845, Forward time: 2.2672, Backward time: 3.1048, DDP time: 0.0051, Total iter time: 5.8721 [2020-11-08 17:01:24,812][root][INFO] - ===> Epoch[89](2289/26): Loss 1.6029, Sem 1.1170, dir -0.0446, norm 0.5305, swav 0.0000 LR: 7.914e-02 Score 64.606 Data time: 0.1884, Forward time: 2.2670, Backward time: 3.1045, DDP time: 0.0051, Total iter time: 4.6181 [2020-11-08 17:01:30,283][root][INFO] - ===> Epoch[89](2290/26): Loss 1.4047, Sem 1.0152, dir -0.0790, norm 0.4686, swav 0.0000 LR: 7.913e-02 Score 67.686 Data time: 0.2472, Forward time: 2.2671, Backward time: 3.1043, DDP time: 0.0051, Total iter time: 5.3620 [2020-11-08 17:01:36,688][root][INFO] - ===> Epoch[89](2291/26): Loss 1.2227, Sem 0.8986, dir -0.0396, norm 0.3637, swav 0.0000 LR: 7.912e-02 Score 73.930 Data time: 0.1635, Forward time: 2.2669, Backward time: 3.1048, DDP time: 0.0051, Total iter time: 6.2750 [2020-11-08 17:01:43,253][root][INFO] - ===> Epoch[89](2292/26): Loss 1.3514, Sem 0.9446, dir -0.0555, norm 0.4623, swav 0.0000 LR: 7.912e-02 Score 70.945 Data time: 0.3224, Forward time: 2.2673, Backward time: 3.1047, DDP time: 0.0051, Total iter time: 6.4662 [2020-11-08 17:01:49,640][root][INFO] - ===> Epoch[89](2293/26): Loss 1.3520, Sem 0.8759, dir -0.0326, norm 0.5087, swav 0.0000 LR: 7.911e-02 Score 72.394 Data time: 0.2364, Forward time: 2.2675, Backward time: 3.1047, DDP time: 0.0051, Total iter time: 6.2426 [2020-11-08 17:01:55,851][root][INFO] - ===> Epoch[89](2294/26): Loss 1.5507, Sem 1.0515, dir -0.0342, norm 0.5334, swav 0.0000 LR: 7.910e-02 Score 65.502 Data time: 0.2129, Forward time: 2.2674, Backward time: 3.1050, DDP time: 0.0051, Total iter time: 6.0808 [2020-11-08 17:02:02,714][root][INFO] - ===> Epoch[89](2295/26): Loss 1.3901, Sem 0.9059, dir -0.0382, norm 0.5224, swav 0.0000 LR: 7.909e-02 Score 72.189 Data time: 0.1882, Forward time: 2.2671, Backward time: 3.1057, DDP time: 0.0051, Total iter time: 6.7757 [2020-11-08 17:02:06,975][root][INFO] - ===> Epoch[89](2296/26): Loss 1.2754, Sem 0.9413, dir -0.0626, norm 0.3968, swav 0.0000 LR: 7.908e-02 Score 67.989 Data time: 0.1807, Forward time: 2.2669, Backward time: 3.1053, DDP time: 0.0051, Total iter time: 4.1777 [2020-11-08 17:02:13,071][root][INFO] - ===> Epoch[89](2297/26): Loss 1.2200, Sem 0.9448, dir -0.0655, norm 0.3407, swav 0.0000 LR: 7.907e-02 Score 70.115 Data time: 0.2059, Forward time: 2.2668, Backward time: 3.1055, DDP time: 0.0051, Total iter time: 6.0059 [2020-11-08 17:02:18,917][root][INFO] - ===> Epoch[89](2298/26): Loss 1.2344, Sem 0.8825, dir -0.0441, norm 0.3960, swav 0.0000 LR: 7.906e-02 Score 74.473 Data time: 0.2370, Forward time: 2.2670, Backward time: 3.1054, DDP time: 0.0051, Total iter time: 5.7231 [2020-11-08 17:02:23,769][root][INFO] - ===> Epoch[89](2299/26): Loss 1.3392, Sem 0.9212, dir -0.0378, norm 0.4558, swav 0.0000 LR: 7.905e-02 Score 72.467 Data time: 0.2538, Forward time: 2.2670, Backward time: 3.1049, DDP time: 0.0051, Total iter time: 4.7171 [2020-11-08 17:02:29,452][root][INFO] - ===> Epoch[89](2300/26): Loss 1.5089, Sem 1.0959, dir -0.0804, norm 0.4934, swav 0.0000 LR: 7.904e-02 Score 66.865 Data time: 0.2655, Forward time: 2.2673, Backward time: 3.1046, DDP time: 0.0051, Total iter time: 5.5800 [2020-11-08 17:02:35,361][root][INFO] - ===> Epoch[89](2301/26): Loss 1.1388, Sem 0.8447, dir -0.1116, norm 0.4057, swav 0.0000 LR: 7.903e-02 Score 73.436 Data time: 0.2177, Forward time: 2.2673, Backward time: 3.1047, DDP time: 0.0051, Total iter time: 5.7812 [2020-11-08 17:02:40,936][root][INFO] - ===> Epoch[89](2302/26): Loss 1.0262, Sem 0.7710, dir -0.0460, norm 0.3013, swav 0.0000 LR: 7.902e-02 Score 75.436 Data time: 0.2181, Forward time: 2.2673, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.4590 [2020-11-08 17:02:46,150][root][INFO] - ===> Epoch[89](2303/26): Loss 1.1157, Sem 0.8598, dir -0.1185, norm 0.3744, swav 0.0000 LR: 7.901e-02 Score 75.426 Data time: 0.2548, Forward time: 2.2675, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.0926 [2020-11-08 17:02:51,162][root][INFO] - ===> Epoch[89](2304/26): Loss 1.4764, Sem 1.0530, dir -0.0789, norm 0.5023, swav 0.0000 LR: 7.900e-02 Score 67.965 Data time: 0.2154, Forward time: 2.2675, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 4.8904 [2020-11-08 17:02:56,550][root][INFO] - ===> Epoch[89](2305/26): Loss 1.2060, Sem 0.9247, dir -0.1029, norm 0.3842, swav 0.0000 LR: 7.899e-02 Score 71.830 Data time: 0.2546, Forward time: 2.2676, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.2820 [2020-11-08 17:03:01,435][root][INFO] - ===> Epoch[89](2306/26): Loss 1.2049, Sem 0.9346, dir -0.1163, norm 0.3867, swav 0.0000 LR: 7.899e-02 Score 72.149 Data time: 0.2319, Forward time: 2.2678, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 4.7665 [2020-11-08 17:03:08,328][root][INFO] - ===> Epoch[89](2307/26): Loss 1.3062, Sem 1.0571, dir -0.1110, norm 0.3602, swav 0.0000 LR: 7.898e-02 Score 65.540 Data time: 0.2625, Forward time: 2.2679, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.7716 [2020-11-08 17:03:13,587][root][INFO] - ===> Epoch[89](2308/26): Loss 1.2138, Sem 0.9204, dir -0.1184, norm 0.4118, swav 0.0000 LR: 7.897e-02 Score 71.714 Data time: 0.2465, Forward time: 2.2680, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.1376 [2020-11-08 17:03:19,357][root][INFO] - ===> Epoch[89](2309/26): Loss 1.3344, Sem 1.0216, dir -0.0884, norm 0.4012, swav 0.0000 LR: 7.896e-02 Score 67.943 Data time: 0.1856, Forward time: 2.2678, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.6349 [2020-11-08 17:03:23,832][root][INFO] - ===> Epoch[89](2310/26): Loss 1.1444, Sem 0.8754, dir -0.0934, norm 0.3623, swav 0.0000 LR: 7.895e-02 Score 72.015 Data time: 0.1552, Forward time: 2.2675, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 4.3770 [2020-11-08 17:03:29,465][root][INFO] - ===> Epoch[89](2311/26): Loss 1.3066, Sem 0.9359, dir -0.0828, norm 0.4535, swav 0.0000 LR: 7.894e-02 Score 69.961 Data time: 0.1952, Forward time: 2.2675, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.5754 [2020-11-08 17:03:36,182][root][INFO] - ===> Epoch[89](2312/26): Loss 1.1818, Sem 0.9343, dir -0.0985, norm 0.3461, swav 0.0000 LR: 7.893e-02 Score 72.755 Data time: 0.2070, Forward time: 2.2675, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.6130 [2020-11-08 17:03:43,010][root][INFO] - ===> Epoch[89](2313/26): Loss 1.2012, Sem 0.9195, dir -0.0632, norm 0.3450, swav 0.0000 LR: 7.892e-02 Score 75.138 Data time: 0.1671, Forward time: 2.2673, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 6.7204 [2020-11-08 17:03:49,235][root][INFO] - ===> Epoch[89](2314/26): Loss 1.3070, Sem 0.9572, dir -0.0478, norm 0.3976, swav 0.0000 LR: 7.891e-02 Score 71.102 Data time: 0.2108, Forward time: 2.2672, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 6.1199 [2020-11-08 17:03:54,311][root][INFO] - ===> Epoch[90](2315/26): Loss 1.2559, Sem 0.9200, dir -0.1307, norm 0.4666, swav 0.0000 LR: 7.890e-02 Score 70.605 Data time: 0.1848, Forward time: 2.2671, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 4.9699 [2020-11-08 17:04:01,021][root][INFO] - ===> Epoch[90](2316/26): Loss 1.1890, Sem 0.8186, dir -0.0574, norm 0.4277, swav 0.0000 LR: 7.889e-02 Score 76.948 Data time: 0.1795, Forward time: 2.2670, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 6.6127 [2020-11-08 17:04:06,411][root][INFO] - ===> Epoch[90](2317/26): Loss 1.3408, Sem 0.8896, dir -0.0300, norm 0.4812, swav 0.0000 LR: 7.888e-02 Score 72.227 Data time: 0.1667, Forward time: 2.2668, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.3037 [2020-11-08 17:04:12,462][root][INFO] - ===> Epoch[90](2318/26): Loss 1.3819, Sem 0.9289, dir -0.0478, norm 0.5008, swav 0.0000 LR: 7.887e-02 Score 72.153 Data time: 0.3122, Forward time: 2.2671, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.9580 [2020-11-08 17:04:19,452][root][INFO] - ===> Epoch[90](2319/26): Loss 1.3442, Sem 0.9293, dir -0.0920, norm 0.5068, swav 0.0000 LR: 7.887e-02 Score 72.668 Data time: 0.2124, Forward time: 2.2672, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.8525 [2020-11-08 17:04:24,907][root][INFO] - ===> Epoch[90](2320/26): Loss 1.2781, Sem 0.9902, dir -0.0574, norm 0.3453, swav 0.0000 LR: 7.886e-02 Score 67.319 Data time: 0.2324, Forward time: 2.2673, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.3374 [2020-11-08 17:04:31,309][root][INFO] - ===> Epoch[90](2321/26): Loss 1.3539, Sem 0.8884, dir -0.0510, norm 0.5165, swav 0.0000 LR: 7.885e-02 Score 72.561 Data time: 0.2408, Forward time: 2.2675, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.2609 [2020-11-08 17:04:37,216][root][INFO] - ===> Epoch[90](2322/26): Loss 1.4733, Sem 1.0509, dir -0.0341, norm 0.4565, swav 0.0000 LR: 7.884e-02 Score 66.691 Data time: 0.2107, Forward time: 2.2674, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.7793 [2020-11-08 17:04:42,603][root][INFO] - ===> Epoch[90](2323/26): Loss 1.1212, Sem 0.8285, dir -0.0706, norm 0.3633, swav 0.0000 LR: 7.883e-02 Score 73.816 Data time: 0.1837, Forward time: 2.2674, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.3024 [2020-11-08 17:04:48,099][root][INFO] - ===> Epoch[90](2324/26): Loss 1.3020, Sem 1.0099, dir -0.1291, norm 0.4211, swav 0.0000 LR: 7.882e-02 Score 66.370 Data time: 0.1320, Forward time: 2.2670, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.3646 [2020-11-08 17:04:53,430][root][INFO] - ===> Epoch[90](2325/26): Loss 1.3488, Sem 1.0134, dir -0.1164, norm 0.4518, swav 0.0000 LR: 7.881e-02 Score 68.208 Data time: 0.1936, Forward time: 2.2668, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.2769 [2020-11-08 17:04:59,661][root][INFO] - ===> Epoch[90](2326/26): Loss 1.2522, Sem 0.9356, dir -0.0911, norm 0.4076, swav 0.0000 LR: 7.880e-02 Score 71.558 Data time: 0.3163, Forward time: 2.2672, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.1296 [2020-11-08 17:05:05,499][root][INFO] - ===> Epoch[90](2327/26): Loss 1.4194, Sem 1.0586, dir -0.0734, norm 0.4342, swav 0.0000 LR: 7.879e-02 Score 65.482 Data time: 0.2056, Forward time: 2.2672, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.7152 [2020-11-08 17:05:11,037][root][INFO] - ===> Epoch[90](2328/26): Loss 1.3340, Sem 1.0384, dir -0.1274, norm 0.4230, swav 0.0000 LR: 7.878e-02 Score 66.302 Data time: 0.2100, Forward time: 2.2671, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.4363 [2020-11-08 17:05:16,869][root][INFO] - ===> Epoch[90](2329/26): Loss 1.3531, Sem 1.0615, dir -0.1269, norm 0.4186, swav 0.0000 LR: 7.877e-02 Score 65.542 Data time: 0.2672, Forward time: 2.2674, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.7472 [2020-11-08 17:05:24,814][root][INFO] - ===> Epoch[90](2330/26): Loss 1.4267, Sem 1.0784, dir -0.0996, norm 0.4479, swav 0.0000 LR: 7.876e-02 Score 66.443 Data time: 0.2098, Forward time: 2.2674, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 7.8223 [2020-11-08 17:05:31,027][root][INFO] - ===> Epoch[90](2331/26): Loss 1.1751, Sem 0.9020, dir -0.0868, norm 0.3599, swav 0.0000 LR: 7.875e-02 Score 70.974 Data time: 0.1692, Forward time: 2.2672, Backward time: 3.1058, DDP time: 0.0052, Total iter time: 6.0972 [2020-11-08 17:05:35,968][root][INFO] - ===> Epoch[90](2332/26): Loss 1.1721, Sem 0.9699, dir -0.1322, norm 0.3345, swav 0.0000 LR: 7.875e-02 Score 69.610 Data time: 0.2232, Forward time: 2.2673, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 4.8739 [2020-11-08 17:05:41,236][root][INFO] - ===> Epoch[90](2333/26): Loss 1.2041, Sem 0.9580, dir -0.0746, norm 0.3207, swav 0.0000 LR: 7.874e-02 Score 68.693 Data time: 0.1863, Forward time: 2.2670, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 5.1585 [2020-11-08 17:05:47,094][root][INFO] - ===> Epoch[90](2334/26): Loss 1.1034, Sem 0.9045, dir -0.1000, norm 0.2989, swav 0.0000 LR: 7.873e-02 Score 70.327 Data time: 0.2117, Forward time: 2.2670, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 5.8016 [2020-11-08 17:05:53,597][root][INFO] - ===> Epoch[90](2335/26): Loss 1.1315, Sem 0.8608, dir -0.1125, norm 0.3833, swav 0.0000 LR: 7.872e-02 Score 72.485 Data time: 0.2580, Forward time: 2.2672, Backward time: 3.1057, DDP time: 0.0052, Total iter time: 6.4030 [2020-11-08 17:05:59,863][root][INFO] - ===> Epoch[90](2336/26): Loss 1.2534, Sem 0.8925, dir -0.0519, norm 0.4128, swav 0.0000 LR: 7.871e-02 Score 70.283 Data time: 0.2860, Forward time: 2.2675, Backward time: 3.1056, DDP time: 0.0052, Total iter time: 6.1539 [2020-11-08 17:06:05,336][root][INFO] - ===> Epoch[90](2337/26): Loss 1.0211, Sem 0.8125, dir -0.0623, norm 0.2709, swav 0.0000 LR: 7.870e-02 Score 77.100 Data time: 0.1955, Forward time: 2.2674, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 5.3334 [2020-11-08 17:06:11,470][root][INFO] - ===> Epoch[90](2338/26): Loss 1.4038, Sem 1.0149, dir -0.1123, norm 0.5012, swav 0.0000 LR: 7.869e-02 Score 67.583 Data time: 0.3387, Forward time: 2.2677, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 6.0608 [2020-11-08 17:06:16,376][root][INFO] - ===> Epoch[90](2339/26): Loss 1.2620, Sem 0.9013, dir -0.0464, norm 0.4071, swav 0.0000 LR: 7.868e-02 Score 72.528 Data time: 0.2278, Forward time: 2.2678, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 4.7781 [2020-11-08 17:06:22,083][root][INFO] - ===> Epoch[90](2340/26): Loss 1.1787, Sem 0.8640, dir -0.0800, norm 0.3946, swav 0.0000 LR: 7.867e-02 Score 73.937 Data time: 0.2191, Forward time: 2.2678, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.6208 [2020-11-08 17:06:26,689][root][INFO] - ===> Epoch[91](2341/26): Loss 1.2203, Sem 0.8488, dir -0.0539, norm 0.4254, swav 0.0000 LR: 7.866e-02 Score 73.312 Data time: 0.1277, Forward time: 2.2674, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 4.5063 [2020-11-08 17:06:32,837][root][INFO] - ===> Epoch[91](2342/26): Loss 1.4290, Sem 1.0375, dir -0.0436, norm 0.4351, swav 0.0000 LR: 7.865e-02 Score 67.108 Data time: 0.2092, Forward time: 2.2674, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.0899 [2020-11-08 17:06:38,640][root][INFO] - ===> Epoch[91](2343/26): Loss 1.2817, Sem 0.9391, dir -0.0945, norm 0.4371, swav 0.0000 LR: 7.864e-02 Score 68.498 Data time: 0.1974, Forward time: 2.2673, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.7006 [2020-11-08 17:06:44,540][root][INFO] - ===> Epoch[91](2344/26): Loss 1.1362, Sem 0.8626, dir -0.1044, norm 0.3780, swav 0.0000 LR: 7.863e-02 Score 74.964 Data time: 0.2274, Forward time: 2.2674, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.8025 [2020-11-08 17:06:49,582][root][INFO] - ===> Epoch[91](2345/26): Loss 1.3428, Sem 1.0073, dir -0.0811, norm 0.4166, swav 0.0000 LR: 7.863e-02 Score 70.045 Data time: 0.2561, Forward time: 2.2675, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.9208 [2020-11-08 17:06:54,548][root][INFO] - ===> Epoch[91](2346/26): Loss 1.1774, Sem 0.8643, dir -0.0832, norm 0.3963, swav 0.0000 LR: 7.862e-02 Score 71.579 Data time: 0.1090, Forward time: 2.2671, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 4.8616 [2020-11-08 17:06:59,961][root][INFO] - ===> Epoch[91](2347/26): Loss 1.2667, Sem 0.9790, dir -0.1113, norm 0.3990, swav 0.0000 LR: 7.861e-02 Score 66.978 Data time: 0.1399, Forward time: 2.2667, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.3446 [2020-11-08 17:07:05,176][root][INFO] - ===> Epoch[91](2348/26): Loss 1.1488, Sem 0.9066, dir -0.1379, norm 0.3801, swav 0.0000 LR: 7.860e-02 Score 74.172 Data time: 0.1990, Forward time: 2.2668, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.1671 [2020-11-08 17:07:10,765][root][INFO] - ===> Epoch[91](2349/26): Loss 1.1726, Sem 0.9175, dir -0.1200, norm 0.3751, swav 0.0000 LR: 7.859e-02 Score 74.395 Data time: 0.1750, Forward time: 2.2666, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.4819 [2020-11-08 17:07:16,275][root][INFO] - ===> Epoch[91](2350/26): Loss 1.1719, Sem 0.9235, dir -0.0829, norm 0.3314, swav 0.0000 LR: 7.858e-02 Score 71.921 Data time: 0.2451, Forward time: 2.2669, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.3969 [2020-11-08 17:07:21,421][root][INFO] - ===> Epoch[91](2351/26): Loss 1.3172, Sem 0.9334, dir -0.0444, norm 0.4282, swav 0.0000 LR: 7.857e-02 Score 69.061 Data time: 0.1739, Forward time: 2.2667, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.0143 [2020-11-08 17:07:27,305][root][INFO] - ===> Epoch[91](2352/26): Loss 1.3563, Sem 0.8996, dir -0.0740, norm 0.5307, swav 0.0000 LR: 7.856e-02 Score 73.099 Data time: 0.1460, Forward time: 2.2664, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.8135 [2020-11-08 17:07:33,960][root][INFO] - ===> Epoch[91](2353/26): Loss 1.2125, Sem 0.8780, dir -0.0674, norm 0.4019, swav 0.0000 LR: 7.855e-02 Score 75.133 Data time: 0.2008, Forward time: 2.2664, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 6.5815 [2020-11-08 17:07:40,025][root][INFO] - ===> Epoch[91](2354/26): Loss 1.1008, Sem 0.8506, dir -0.0191, norm 0.2692, swav 0.0000 LR: 7.854e-02 Score 73.104 Data time: 0.2677, Forward time: 2.2665, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 5.9556 [2020-11-08 17:07:45,397][root][INFO] - ===> Epoch[91](2355/26): Loss 1.2406, Sem 0.9248, dir -0.0876, norm 0.4035, swav 0.0000 LR: 7.853e-02 Score 70.630 Data time: 0.1500, Forward time: 2.2662, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.2717 [2020-11-08 17:07:50,668][root][INFO] - ===> Epoch[91](2356/26): Loss 1.1874, Sem 0.9519, dir -0.0706, norm 0.3062, swav 0.0000 LR: 7.852e-02 Score 67.188 Data time: 0.2215, Forward time: 2.2663, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.2146 [2020-11-08 17:07:55,585][root][INFO] - ===> Epoch[91](2357/26): Loss 1.2918, Sem 0.9477, dir -0.0799, norm 0.4240, swav 0.0000 LR: 7.851e-02 Score 71.695 Data time: 0.2969, Forward time: 2.2664, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.8217 [2020-11-08 17:08:00,801][root][INFO] - ===> Epoch[91](2358/26): Loss 1.2902, Sem 1.0234, dir -0.0872, norm 0.3539, swav 0.0000 LR: 7.851e-02 Score 67.526 Data time: 0.2229, Forward time: 2.2664, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.1071 [2020-11-08 17:08:06,059][root][INFO] - ===> Epoch[91](2359/26): Loss 1.2324, Sem 0.9854, dir -0.0845, norm 0.3315, swav 0.0000 LR: 7.850e-02 Score 70.123 Data time: 0.2419, Forward time: 2.2665, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.1545 [2020-11-08 17:08:11,490][root][INFO] - ===> Epoch[91](2360/26): Loss 1.2923, Sem 0.9151, dir -0.0277, norm 0.4049, swav 0.0000 LR: 7.849e-02 Score 70.305 Data time: 0.2468, Forward time: 2.2666, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.2869 [2020-11-08 17:08:17,299][root][INFO] - ===> Epoch[91](2361/26): Loss 1.3983, Sem 1.0004, dir -0.0392, norm 0.4372, swav 0.0000 LR: 7.848e-02 Score 69.978 Data time: 0.2081, Forward time: 2.2667, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.6844 [2020-11-08 17:08:22,656][root][INFO] - ===> Epoch[91](2362/26): Loss 1.4273, Sem 1.0243, dir -0.0591, norm 0.4622, swav 0.0000 LR: 7.847e-02 Score 65.866 Data time: 0.2034, Forward time: 2.2666, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.2445 [2020-11-08 17:08:28,551][root][INFO] - ===> Epoch[91](2363/26): Loss 1.1716, Sem 0.8732, dir -0.0897, norm 0.3880, swav 0.0000 LR: 7.846e-02 Score 74.412 Data time: 0.2747, Forward time: 2.2669, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.7983 [2020-11-08 17:08:33,877][root][INFO] - ===> Epoch[91](2364/26): Loss 1.3980, Sem 0.9710, dir -0.0733, norm 0.5002, swav 0.0000 LR: 7.845e-02 Score 70.280 Data time: 0.1766, Forward time: 2.2667, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.2129 [2020-11-08 17:08:39,687][root][INFO] - ===> Epoch[91](2365/26): Loss 1.3134, Sem 0.8658, dir -0.0463, norm 0.4940, swav 0.0000 LR: 7.844e-02 Score 70.570 Data time: 0.2583, Forward time: 2.2669, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.7418 [2020-11-08 17:08:46,613][root][INFO] - ===> Epoch[91](2366/26): Loss 1.3346, Sem 0.8888, dir -0.0807, norm 0.5266, swav 0.0000 LR: 7.843e-02 Score 70.892 Data time: 0.2105, Forward time: 2.2669, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 6.7992 [2020-11-08 17:08:52,120][root][INFO] - ===> Epoch[92](2367/26): Loss 1.3350, Sem 0.9184, dir -0.0895, norm 0.5060, swav 0.0000 LR: 7.842e-02 Score 69.816 Data time: 0.1888, Forward time: 2.2667, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.4095 [2020-11-08 17:08:57,772][root][INFO] - ===> Epoch[92](2368/26): Loss 1.0922, Sem 0.8283, dir -0.1279, norm 0.3918, swav 0.0000 LR: 7.841e-02 Score 74.992 Data time: 0.2644, Forward time: 2.2670, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.5744 [2020-11-08 17:09:04,615][root][INFO] - ===> Epoch[92](2369/26): Loss 1.3061, Sem 1.0193, dir -0.1194, norm 0.4062, swav 0.0000 LR: 7.840e-02 Score 69.552 Data time: 0.2070, Forward time: 2.2670, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.7236 [2020-11-08 17:09:10,415][root][INFO] - ===> Epoch[92](2370/26): Loss 1.4188, Sem 1.0313, dir -0.0556, norm 0.4432, swav 0.0000 LR: 7.839e-02 Score 70.304 Data time: 0.2323, Forward time: 2.2670, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.6884 [2020-11-08 17:09:15,641][root][INFO] - ===> Epoch[92](2371/26): Loss 1.2027, Sem 0.9028, dir -0.0965, norm 0.3963, swav 0.0000 LR: 7.839e-02 Score 72.957 Data time: 0.2456, Forward time: 2.2671, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.1143 [2020-11-08 17:09:22,760][root][INFO] - ===> Epoch[92](2372/26): Loss 1.0663, Sem 0.7667, dir -0.0261, norm 0.3257, swav 0.0000 LR: 7.838e-02 Score 77.493 Data time: 0.2124, Forward time: 2.2671, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 7.0077 [2020-11-08 17:09:28,033][root][INFO] - ===> Epoch[92](2373/26): Loss 1.1871, Sem 0.9229, dir -0.0971, norm 0.3613, swav 0.0000 LR: 7.837e-02 Score 69.818 Data time: 0.2016, Forward time: 2.2671, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.1708 [2020-11-08 17:09:34,108][root][INFO] - ===> Epoch[92](2374/26): Loss 1.3561, Sem 0.9056, dir -0.0774, norm 0.5279, swav 0.0000 LR: 7.836e-02 Score 73.576 Data time: 0.1907, Forward time: 2.2669, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.9688 [2020-11-08 17:09:40,065][root][INFO] - ===> Epoch[92](2375/26): Loss 1.2878, Sem 0.8244, dir -0.0533, norm 0.5167, swav 0.0000 LR: 7.835e-02 Score 72.937 Data time: 0.2891, Forward time: 2.2672, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.8653 [2020-11-08 17:09:46,090][root][INFO] - ===> Epoch[92](2376/26): Loss 1.3506, Sem 0.9150, dir -0.0684, norm 0.5040, swav 0.0000 LR: 7.834e-02 Score 71.944 Data time: 0.2836, Forward time: 2.2676, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.8899 [2020-11-08 17:09:51,122][root][INFO] - ===> Epoch[92](2377/26): Loss 1.2794, Sem 0.9512, dir -0.0789, norm 0.4070, swav 0.0000 LR: 7.833e-02 Score 69.563 Data time: 0.2013, Forward time: 2.2676, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 4.9192 [2020-11-08 17:09:57,150][root][INFO] - ===> Epoch[92](2378/26): Loss 1.1779, Sem 0.8062, dir -0.0451, norm 0.4169, swav 0.0000 LR: 7.832e-02 Score 76.359 Data time: 0.1678, Forward time: 2.2674, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.9137 [2020-11-08 17:10:02,301][root][INFO] - ===> Epoch[92](2379/26): Loss 1.4402, Sem 0.9442, dir -0.0767, norm 0.5728, swav 0.0000 LR: 7.831e-02 Score 66.904 Data time: 0.1939, Forward time: 2.2674, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.0804 [2020-11-08 17:10:08,857][root][INFO] - ===> Epoch[92](2380/26): Loss 1.4887, Sem 0.9964, dir -0.0568, norm 0.5491, swav 0.0000 LR: 7.830e-02 Score 71.492 Data time: 0.1425, Forward time: 2.2671, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 6.4498 [2020-11-08 17:10:14,506][root][INFO] - ===> Epoch[92](2381/26): Loss 1.4782, Sem 1.0405, dir -0.0827, norm 0.5204, swav 0.0000 LR: 7.829e-02 Score 67.392 Data time: 0.1439, Forward time: 2.2669, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.5908 [2020-11-08 17:10:21,626][root][INFO] - ===> Epoch[92](2382/26): Loss 1.3731, Sem 1.0187, dir -0.0955, norm 0.4499, swav 0.0000 LR: 7.828e-02 Score 69.775 Data time: 0.1849, Forward time: 2.2667, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 7.0244 [2020-11-08 17:10:27,543][root][INFO] - ===> Epoch[92](2383/26): Loss 1.2443, Sem 0.8343, dir -0.0510, norm 0.4610, swav 0.0000 LR: 7.827e-02 Score 72.802 Data time: 0.2782, Forward time: 2.2670, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.8121 [2020-11-08 17:10:33,752][root][INFO] - ===> Epoch[92](2384/26): Loss 1.3271, Sem 0.9949, dir -0.0868, norm 0.4190, swav 0.0000 LR: 7.826e-02 Score 68.822 Data time: 0.1688, Forward time: 2.2669, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 6.0925 [2020-11-08 17:10:39,796][root][INFO] - ===> Epoch[92](2385/26): Loss 1.2828, Sem 0.9929, dir -0.0561, norm 0.3461, swav 0.0000 LR: 7.826e-02 Score 70.879 Data time: 0.1669, Forward time: 2.2665, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 5.9432 [2020-11-08 17:10:45,195][root][INFO] - ===> Epoch[92](2386/26): Loss 1.5234, Sem 1.1677, dir -0.0654, norm 0.4210, swav 0.0000 LR: 7.825e-02 Score 63.489 Data time: 0.1971, Forward time: 2.2665, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.3488 [2020-11-08 17:10:51,342][root][INFO] - ===> Epoch[92](2387/26): Loss 1.2743, Sem 0.9699, dir -0.0722, norm 0.3766, swav 0.0000 LR: 7.824e-02 Score 69.000 Data time: 0.1849, Forward time: 2.2664, Backward time: 3.1056, DDP time: 0.0052, Total iter time: 6.0372 [2020-11-08 17:10:57,383][root][INFO] - ===> Epoch[92](2388/26): Loss 1.3081, Sem 0.9923, dir -0.0507, norm 0.3665, swav 0.0000 LR: 7.823e-02 Score 67.959 Data time: 0.2434, Forward time: 2.2666, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 5.9439 [2020-11-08 17:11:03,808][root][INFO] - ===> Epoch[92](2389/26): Loss 1.2922, Sem 0.9010, dir -0.0853, norm 0.4765, swav 0.0000 LR: 7.822e-02 Score 72.752 Data time: 0.2353, Forward time: 2.2666, Backward time: 3.1056, DDP time: 0.0052, Total iter time: 6.3050 [2020-11-08 17:11:08,887][root][INFO] - ===> Epoch[92](2390/26): Loss 1.2387, Sem 0.9345, dir -0.0501, norm 0.3542, swav 0.0000 LR: 7.821e-02 Score 71.831 Data time: 0.2094, Forward time: 2.2666, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 4.9587 [2020-11-08 17:11:13,787][root][INFO] - ===> Epoch[92](2391/26): Loss 1.2613, Sem 0.8933, dir -0.0785, norm 0.4465, swav 0.0000 LR: 7.820e-02 Score 70.355 Data time: 0.2391, Forward time: 2.2668, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 4.7886 [2020-11-08 17:11:18,867][root][INFO] - ===> Epoch[92](2392/26): Loss 1.2745, Sem 0.9479, dir -0.0832, norm 0.4099, swav 0.0000 LR: 7.819e-02 Score 71.447 Data time: 0.1703, Forward time: 2.2665, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 4.9610 [2020-11-08 17:11:24,973][root][INFO] - ===> Epoch[93](2393/26): Loss 1.3046, Sem 1.0459, dir -0.1008, norm 0.3595, swav 0.0000 LR: 7.818e-02 Score 69.320 Data time: 0.2248, Forward time: 2.2665, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 6.0196 [2020-11-08 17:11:30,144][root][INFO] - ===> Epoch[93](2394/26): Loss 1.3925, Sem 1.0203, dir -0.0585, norm 0.4307, swav 0.0000 LR: 7.817e-02 Score 67.131 Data time: 0.2040, Forward time: 2.2665, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.0611 [2020-11-08 17:11:36,364][root][INFO] - ===> Epoch[93](2395/26): Loss 1.1736, Sem 0.8480, dir -0.0742, norm 0.3998, swav 0.0000 LR: 7.816e-02 Score 72.051 Data time: 0.2014, Forward time: 2.2664, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 6.1198 [2020-11-08 17:11:45,034][root][INFO] - ===> Epoch[93](2396/26): Loss 1.2695, Sem 0.9242, dir -0.1115, norm 0.4568, swav 0.0000 LR: 7.815e-02 Score 71.529 Data time: 0.2622, Forward time: 2.2667, Backward time: 3.1059, DDP time: 0.0052, Total iter time: 8.5598 [2020-11-08 17:11:50,767][root][INFO] - ===> Epoch[93](2397/26): Loss 1.2057, Sem 0.9554, dir -0.0833, norm 0.3336, swav 0.0000 LR: 7.814e-02 Score 68.973 Data time: 0.2594, Forward time: 2.2669, Backward time: 3.1056, DDP time: 0.0052, Total iter time: 5.5864 [2020-11-08 17:11:56,262][root][INFO] - ===> Epoch[93](2398/26): Loss 1.3081, Sem 0.9327, dir -0.0934, norm 0.4688, swav 0.0000 LR: 7.814e-02 Score 71.776 Data time: 0.1912, Forward time: 2.2669, Backward time: 3.1056, DDP time: 0.0052, Total iter time: 5.3528 [2020-11-08 17:12:01,828][root][INFO] - ===> Epoch[93](2399/26): Loss 1.1163, Sem 0.8724, dir -0.0738, norm 0.3177, swav 0.0000 LR: 7.813e-02 Score 71.816 Data time: 0.2299, Forward time: 2.2669, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 5.4595 [2020-11-08 17:12:07,379][root][INFO] - ===> Epoch[93](2400/26): Loss 1.1421, Sem 0.8933, dir -0.0553, norm 0.3041, swav 0.0000 LR: 7.812e-02 Score 71.398 Data time: 0.2435, Forward time: 2.2671, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.4350 [2020-11-08 17:12:16,005][root][INFO] - ===> Epoch[93](2401/26): Loss 1.3340, Sem 1.0349, dir -0.0586, norm 0.3576, swav 0.0000 LR: 7.811e-02 Score 68.421 Data time: 0.2773, Forward time: 2.2674, Backward time: 3.1060, DDP time: 0.0052, Total iter time: 8.5227 [2020-11-08 17:12:21,259][root][INFO] - ===> Epoch[93](2402/26): Loss 1.1914, Sem 0.9056, dir -0.1014, norm 0.3872, swav 0.0000 LR: 7.810e-02 Score 71.272 Data time: 0.2294, Forward time: 2.2675, Backward time: 3.1056, DDP time: 0.0052, Total iter time: 5.1252 [2020-11-08 17:12:27,030][root][INFO] - ===> Epoch[93](2403/26): Loss 1.2645, Sem 1.0071, dir -0.0966, norm 0.3540, swav 0.0000 LR: 7.809e-02 Score 69.257 Data time: 0.2779, Forward time: 2.2678, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 5.6616 [2020-11-08 17:12:32,424][root][INFO] - ===> Epoch[93](2404/26): Loss 1.2908, Sem 0.9990, dir -0.0932, norm 0.3850, swav 0.0000 LR: 7.808e-02 Score 67.862 Data time: 0.2414, Forward time: 2.2680, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.2785 [2020-11-08 17:12:38,421][root][INFO] - ===> Epoch[93](2405/26): Loss 1.1504, Sem 0.8612, dir -0.0770, norm 0.3662, swav 0.0000 LR: 7.807e-02 Score 73.343 Data time: 0.1835, Forward time: 2.2679, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.8988 [2020-11-08 17:12:43,263][root][INFO] - ===> Epoch[93](2406/26): Loss 1.1777, Sem 0.9233, dir -0.1009, norm 0.3553, swav 0.0000 LR: 7.806e-02 Score 69.433 Data time: 0.1346, Forward time: 2.2676, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 4.7769 [2020-11-08 17:12:49,357][root][INFO] - ===> Epoch[93](2407/26): Loss 1.5155, Sem 1.1522, dir -0.0631, norm 0.4264, swav 0.0000 LR: 7.805e-02 Score 66.446 Data time: 0.2076, Forward time: 2.2673, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 6.0275 [2020-11-08 17:12:54,937][root][INFO] - ===> Epoch[93](2408/26): Loss 1.6145, Sem 1.1677, dir -0.0615, norm 0.5083, swav 0.0000 LR: 7.804e-02 Score 62.624 Data time: 0.2080, Forward time: 2.2673, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 5.4921 [2020-11-08 17:13:00,726][root][INFO] - ===> Epoch[93](2409/26): Loss 1.3886, Sem 1.0273, dir -0.1106, norm 0.4719, swav 0.0000 LR: 7.803e-02 Score 67.671 Data time: 0.1842, Forward time: 2.2672, Backward time: 3.1056, DDP time: 0.0052, Total iter time: 5.6767 [2020-11-08 17:13:06,328][root][INFO] - ===> Epoch[93](2410/26): Loss 1.0485, Sem 0.8177, dir -0.0610, norm 0.2919, swav 0.0000 LR: 7.802e-02 Score 75.137 Data time: 0.2341, Forward time: 2.2673, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 5.5344 [2020-11-08 17:13:10,796][root][INFO] - ===> Epoch[93](2411/26): Loss 1.3678, Sem 0.9576, dir -0.0560, norm 0.4662, swav 0.0000 LR: 7.802e-02 Score 69.291 Data time: 0.1973, Forward time: 2.2673, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 4.3388 [2020-11-08 17:13:16,866][root][INFO] - ===> Epoch[93](2412/26): Loss 1.2591, Sem 0.9600, dir -0.1412, norm 0.4403, swav 0.0000 LR: 7.801e-02 Score 70.729 Data time: 0.1995, Forward time: 2.2673, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 5.9902 [2020-11-08 17:13:21,804][root][INFO] - ===> Epoch[93](2413/26): Loss 1.0364, Sem 0.8268, dir -0.1211, norm 0.3307, swav 0.0000 LR: 7.800e-02 Score 73.989 Data time: 0.1826, Forward time: 2.2671, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 4.8334 [2020-11-08 17:13:26,683][root][INFO] - ===> Epoch[93](2414/26): Loss 1.4110, Sem 0.9964, dir -0.0301, norm 0.4447, swav 0.0000 LR: 7.799e-02 Score 67.169 Data time: 0.2091, Forward time: 2.2671, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 4.7933 [2020-11-08 17:13:33,246][root][INFO] - ===> Epoch[93](2415/26): Loss 1.2269, Sem 0.9175, dir -0.0337, norm 0.3431, swav 0.0000 LR: 7.798e-02 Score 70.015 Data time: 0.2304, Forward time: 2.2672, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.4534 [2020-11-08 17:13:39,104][root][INFO] - ===> Epoch[93](2416/26): Loss 1.2495, Sem 0.9119, dir -0.0868, norm 0.4243, swav 0.0000 LR: 7.797e-02 Score 73.594 Data time: 0.1936, Forward time: 2.2671, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.7320 [2020-11-08 17:13:43,876][root][INFO] - ===> Epoch[93](2417/26): Loss 1.3226, Sem 0.9208, dir -0.0702, norm 0.4720, swav 0.0000 LR: 7.796e-02 Score 73.325 Data time: 0.1809, Forward time: 2.2670, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 4.6872 [2020-11-08 17:13:49,771][root][INFO] - ===> Epoch[93](2418/26): Loss 1.2914, Sem 0.9248, dir -0.0337, norm 0.4003, swav 0.0000 LR: 7.795e-02 Score 74.035 Data time: 0.2016, Forward time: 2.2669, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.7914 [2020-11-08 17:13:54,584][root][INFO] - ===> Epoch[94](2419/26): Loss 1.2820, Sem 0.9149, dir -0.0704, norm 0.4375, swav 0.0000 LR: 7.794e-02 Score 72.599 Data time: 0.2179, Forward time: 2.2669, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 4.7087 [2020-11-08 17:13:59,756][root][INFO] - ===> Epoch[94](2420/26): Loss 1.2222, Sem 0.9400, dir -0.1358, norm 0.4180, swav 0.0000 LR: 7.793e-02 Score 70.295 Data time: 0.1727, Forward time: 2.2667, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.0479 [2020-11-08 17:14:04,928][root][INFO] - ===> Epoch[94](2421/26): Loss 1.4317, Sem 1.0744, dir -0.0696, norm 0.4268, swav 0.0000 LR: 7.792e-02 Score 66.472 Data time: 0.1897, Forward time: 2.2666, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.0806 [2020-11-08 17:14:10,969][root][INFO] - ===> Epoch[94](2422/26): Loss 1.3919, Sem 0.9409, dir -0.0558, norm 0.5068, swav 0.0000 LR: 7.791e-02 Score 69.795 Data time: 0.2524, Forward time: 2.2667, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.9507 [2020-11-08 17:14:16,102][root][INFO] - ===> Epoch[94](2423/26): Loss 1.2731, Sem 0.9846, dir -0.1012, norm 0.3897, swav 0.0000 LR: 7.790e-02 Score 70.345 Data time: 0.2093, Forward time: 2.2667, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 4.9829 [2020-11-08 17:14:22,132][root][INFO] - ===> Epoch[94](2424/26): Loss 1.3298, Sem 0.9976, dir -0.0998, norm 0.4320, swav 0.0000 LR: 7.789e-02 Score 70.255 Data time: 0.1591, Forward time: 2.2664, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.9061 [2020-11-08 17:14:27,453][root][INFO] - ===> Epoch[94](2425/26): Loss 1.2497, Sem 0.9496, dir -0.0732, norm 0.3734, swav 0.0000 LR: 7.789e-02 Score 68.858 Data time: 0.2236, Forward time: 2.2664, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.2632 [2020-11-08 17:14:35,254][root][INFO] - ===> Epoch[94](2426/26): Loss 1.3330, Sem 1.0628, dir -0.0864, norm 0.3566, swav 0.0000 LR: 7.788e-02 Score 66.838 Data time: 0.2320, Forward time: 2.2667, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 7.6947 [2020-11-08 17:14:40,606][root][INFO] - ===> Epoch[94](2427/26): Loss 1.1524, Sem 0.8809, dir -0.0918, norm 0.3634, swav 0.0000 LR: 7.787e-02 Score 71.296 Data time: 0.2392, Forward time: 2.2668, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.2213 [2020-11-08 17:14:45,373][root][INFO] - ===> Epoch[94](2428/26): Loss 1.4077, Sem 1.0215, dir -0.0638, norm 0.4500, swav 0.0000 LR: 7.786e-02 Score 66.407 Data time: 0.2306, Forward time: 2.2668, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 4.6672 [2020-11-08 17:14:50,895][root][INFO] - ===> Epoch[94](2429/26): Loss 1.2668, Sem 1.0050, dir -0.0839, norm 0.3457, swav 0.0000 LR: 7.785e-02 Score 67.728 Data time: 0.2311, Forward time: 2.2670, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.4164 [2020-11-08 17:14:56,256][root][INFO] - ===> Epoch[94](2430/26): Loss 1.2691, Sem 1.0205, dir -0.1271, norm 0.3758, swav 0.0000 LR: 7.784e-02 Score 66.611 Data time: 0.2205, Forward time: 2.2671, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.2360 [2020-11-08 17:15:03,028][root][INFO] - ===> Epoch[94](2431/26): Loss 1.2964, Sem 1.0366, dir -0.0872, norm 0.3470, swav 0.0000 LR: 7.783e-02 Score 69.177 Data time: 0.2092, Forward time: 2.2671, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 6.6730 [2020-11-08 17:15:08,386][root][INFO] - ===> Epoch[94](2432/26): Loss 1.2510, Sem 0.9646, dir -0.0603, norm 0.3467, swav 0.0000 LR: 7.782e-02 Score 71.527 Data time: 0.2084, Forward time: 2.2670, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.2793 [2020-11-08 17:15:15,056][root][INFO] - ===> Epoch[94](2433/26): Loss 1.1027, Sem 0.7948, dir -0.0853, norm 0.3933, swav 0.0000 LR: 7.781e-02 Score 76.616 Data time: 0.1788, Forward time: 2.2670, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 6.5889 [2020-11-08 17:15:20,134][root][INFO] - ===> Epoch[94](2434/26): Loss 1.3121, Sem 1.0406, dir -0.1033, norm 0.3748, swav 0.0000 LR: 7.780e-02 Score 66.650 Data time: 0.1778, Forward time: 2.2668, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 4.9874 [2020-11-08 17:15:24,976][root][INFO] - ===> Epoch[94](2435/26): Loss 1.2146, Sem 0.8195, dir -0.0604, norm 0.4555, swav 0.0000 LR: 7.779e-02 Score 74.146 Data time: 0.1918, Forward time: 2.2667, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 4.7518 [2020-11-08 17:15:29,923][root][INFO] - ===> Epoch[94](2436/26): Loss 1.3394, Sem 1.0380, dir -0.0906, norm 0.3920, swav 0.0000 LR: 7.778e-02 Score 69.779 Data time: 0.2258, Forward time: 2.2668, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 4.8665 [2020-11-08 17:15:37,070][root][INFO] - ===> Epoch[94](2437/26): Loss 1.4111, Sem 1.1295, dir -0.1128, norm 0.3944, swav 0.0000 LR: 7.777e-02 Score 66.364 Data time: 0.3590, Forward time: 2.2673, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 7.0170 [2020-11-08 17:15:42,562][root][INFO] - ===> Epoch[94](2438/26): Loss 1.1822, Sem 0.8937, dir -0.0628, norm 0.3514, swav 0.0000 LR: 7.777e-02 Score 73.170 Data time: 0.2835, Forward time: 2.2675, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.3621 [2020-11-08 17:15:46,989][root][INFO] - ===> Epoch[94](2439/26): Loss 1.0170, Sem 0.8230, dir -0.1008, norm 0.2948, swav 0.0000 LR: 7.776e-02 Score 74.047 Data time: 0.2049, Forward time: 2.2675, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 4.3150 [2020-11-08 17:15:51,625][root][INFO] - ===> Epoch[94](2440/26): Loss 1.2590, Sem 0.9212, dir -0.0455, norm 0.3833, swav 0.0000 LR: 7.775e-02 Score 70.672 Data time: 0.2207, Forward time: 2.2675, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 4.5425 [2020-11-08 17:15:56,771][root][INFO] - ===> Epoch[94](2441/26): Loss 1.2226, Sem 0.9292, dir -0.0604, norm 0.3539, swav 0.0000 LR: 7.774e-02 Score 72.013 Data time: 0.1658, Forward time: 2.2673, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 5.0309 [2020-11-08 17:16:01,868][root][INFO] - ===> Epoch[94](2442/26): Loss 1.1611, Sem 0.9278, dir -0.1165, norm 0.3498, swav 0.0000 LR: 7.773e-02 Score 69.961 Data time: 0.1886, Forward time: 2.2672, Backward time: 3.1020, DDP time: 0.0052, Total iter time: 5.0338 [2020-11-08 17:16:07,888][root][INFO] - ===> Epoch[94](2443/26): Loss 1.4101, Sem 1.0483, dir -0.1035, norm 0.4653, swav 0.0000 LR: 7.772e-02 Score 67.515 Data time: 0.2885, Forward time: 2.2675, Backward time: 3.1018, DDP time: 0.0052, Total iter time: 5.9364 [2020-11-08 17:16:13,694][root][INFO] - ===> Epoch[94](2444/26): Loss 1.1693, Sem 0.8397, dir -0.0961, norm 0.4256, swav 0.0000 LR: 7.771e-02 Score 73.995 Data time: 0.1975, Forward time: 2.2674, Backward time: 3.1019, DDP time: 0.0052, Total iter time: 5.6528 [2020-11-08 17:16:18,090][root][INFO] - ===> Epoch[95](2445/26): Loss 1.3193, Sem 0.9881, dir -0.0677, norm 0.3989, swav 0.0000 LR: 7.770e-02 Score 67.673 Data time: 0.1543, Forward time: 2.2672, Backward time: 3.1016, DDP time: 0.0052, Total iter time: 4.2839 [2020-11-08 17:16:25,416][root][INFO] - ===> Epoch[95](2446/26): Loss 1.0734, Sem 0.8441, dir -0.1154, norm 0.3447, swav 0.0000 LR: 7.769e-02 Score 71.017 Data time: 0.1902, Forward time: 2.2671, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 7.2549 [2020-11-08 17:16:32,786][root][INFO] - ===> Epoch[95](2447/26): Loss 1.4930, Sem 0.9376, dir -0.0466, norm 0.6019, swav 0.0000 LR: 7.768e-02 Score 71.749 Data time: 0.3534, Forward time: 2.2677, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 7.2461 [2020-11-08 17:16:38,590][root][INFO] - ===> Epoch[95](2448/26): Loss 1.9006, Sem 1.1839, dir -0.0263, norm 0.7430, swav 0.0000 LR: 7.767e-02 Score 64.017 Data time: 0.2343, Forward time: 2.2679, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 5.6814 [2020-11-08 17:16:44,074][root][INFO] - ===> Epoch[95](2449/26): Loss 1.6210, Sem 0.9571, dir -0.0138, norm 0.6777, swav 0.0000 LR: 7.766e-02 Score 69.875 Data time: 0.2212, Forward time: 2.2679, Backward time: 3.1020, DDP time: 0.0052, Total iter time: 5.3565 [2020-11-08 17:16:50,472][root][INFO] - ===> Epoch[95](2450/26): Loss 1.7264, Sem 1.1943, dir -0.0195, norm 0.5517, swav 0.0000 LR: 7.765e-02 Score 66.598 Data time: 0.2483, Forward time: 2.2681, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 6.2979 [2020-11-08 17:16:55,944][root][INFO] - ===> Epoch[95](2451/26): Loss 1.4024, Sem 1.0212, dir -0.0874, norm 0.4686, swav 0.0000 LR: 7.764e-02 Score 69.045 Data time: 0.1702, Forward time: 2.2679, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 5.3524 [2020-11-08 17:17:01,575][root][INFO] - ===> Epoch[95](2452/26): Loss 1.3817, Sem 0.9454, dir -0.0460, norm 0.4822, swav 0.0000 LR: 7.764e-02 Score 72.884 Data time: 0.1716, Forward time: 2.2677, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 5.5694 [2020-11-08 17:17:08,038][root][INFO] - ===> Epoch[95](2453/26): Loss 1.7904, Sem 1.0778, dir -0.0080, norm 0.7206, swav 0.0000 LR: 7.763e-02 Score 63.400 Data time: 0.2376, Forward time: 2.2677, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 6.3979 [2020-11-08 17:17:14,657][root][INFO] - ===> Epoch[95](2454/26): Loss 1.5845, Sem 0.9667, dir -0.0034, norm 0.6211, swav 0.0000 LR: 7.762e-02 Score 72.373 Data time: 0.1810, Forward time: 2.2676, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.5282 [2020-11-08 17:17:20,748][root][INFO] - ===> Epoch[95](2455/26): Loss 1.6798, Sem 1.0809, dir -0.0030, norm 0.6020, swav 0.0000 LR: 7.761e-02 Score 67.958 Data time: 0.2068, Forward time: 2.2676, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 6.0287 [2020-11-08 17:17:26,167][root][INFO] - ===> Epoch[95](2456/26): Loss 1.3762, Sem 0.9349, dir -0.0281, norm 0.4694, swav 0.0000 LR: 7.760e-02 Score 68.407 Data time: 0.1822, Forward time: 2.2675, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.3352 [2020-11-08 17:17:31,496][root][INFO] - ===> Epoch[95](2457/26): Loss 1.2535, Sem 0.8760, dir -0.0804, norm 0.4579, swav 0.0000 LR: 7.759e-02 Score 72.968 Data time: 0.1805, Forward time: 2.2673, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.2332 [2020-11-08 17:17:35,998][root][INFO] - ===> Epoch[95](2458/26): Loss 1.5787, Sem 1.0616, dir -0.0454, norm 0.5626, swav 0.0000 LR: 7.758e-02 Score 66.457 Data time: 0.1981, Forward time: 2.2671, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 4.4313 [2020-11-08 17:17:40,568][root][INFO] - ===> Epoch[95](2459/26): Loss 1.4779, Sem 0.9973, dir -0.0441, norm 0.5247, swav 0.0000 LR: 7.757e-02 Score 71.835 Data time: 0.1736, Forward time: 2.2669, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 4.4964 [2020-11-08 17:17:45,717][root][INFO] - ===> Epoch[95](2460/26): Loss 1.4616, Sem 1.0173, dir -0.0160, norm 0.4602, swav 0.0000 LR: 7.756e-02 Score 68.633 Data time: 0.2253, Forward time: 2.2670, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 5.0561 [2020-11-08 17:17:51,837][root][INFO] - ===> Epoch[95](2461/26): Loss 1.2982, Sem 1.0214, dir -0.0775, norm 0.3543, swav 0.0000 LR: 7.755e-02 Score 70.329 Data time: 0.1952, Forward time: 2.2669, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 6.0011 [2020-11-08 17:17:56,307][root][INFO] - ===> Epoch[95](2462/26): Loss 1.3973, Sem 1.0139, dir -0.0909, norm 0.4743, swav 0.0000 LR: 7.754e-02 Score 69.073 Data time: 0.2006, Forward time: 2.2668, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 4.3505 [2020-11-08 17:18:01,341][root][INFO] - ===> Epoch[95](2463/26): Loss 1.4435, Sem 0.9703, dir -0.0352, norm 0.5084, swav 0.0000 LR: 7.753e-02 Score 72.325 Data time: 0.2217, Forward time: 2.2668, Backward time: 3.1018, DDP time: 0.0052, Total iter time: 4.9335 [2020-11-08 17:18:08,476][root][INFO] - ===> Epoch[95](2464/26): Loss 1.4589, Sem 0.9127, dir -0.0056, norm 0.5518, swav 0.0000 LR: 7.752e-02 Score 73.310 Data time: 0.2609, Forward time: 2.2670, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 7.0170 [2020-11-08 17:18:15,118][root][INFO] - ===> Epoch[95](2465/26): Loss 1.3331, Sem 0.9656, dir -0.0581, norm 0.4257, swav 0.0000 LR: 7.752e-02 Score 68.966 Data time: 0.2573, Forward time: 2.2672, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 6.4993 [2020-11-08 17:18:22,483][root][INFO] - ===> Epoch[95](2466/26): Loss 1.3720, Sem 1.0298, dir -0.0656, norm 0.4078, swav 0.0000 LR: 7.751e-02 Score 64.952 Data time: 0.2173, Forward time: 2.2672, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 7.2363 [2020-11-08 17:18:29,997][root][INFO] - ===> Epoch[95](2467/26): Loss 1.5310, Sem 0.9656, dir -0.0058, norm 0.5712, swav 0.0000 LR: 7.750e-02 Score 68.409 Data time: 0.3007, Forward time: 2.2676, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 7.4242 [2020-11-08 17:18:35,362][root][INFO] - ===> Epoch[95](2468/26): Loss 1.2093, Sem 0.8003, dir -0.0238, norm 0.4327, swav 0.0000 LR: 7.749e-02 Score 76.166 Data time: 0.2190, Forward time: 2.2677, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.2218 [2020-11-08 17:18:40,368][root][INFO] - ===> Epoch[95](2469/26): Loss 1.6881, Sem 1.2440, dir -0.0683, norm 0.5124, swav 0.0000 LR: 7.748e-02 Score 64.347 Data time: 0.1794, Forward time: 2.2675, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 4.9017 [2020-11-08 17:18:45,854][root][INFO] - ===> Epoch[95](2470/26): Loss 1.2161, Sem 0.9125, dir -0.0801, norm 0.3837, swav 0.0000 LR: 7.747e-02 Score 73.116 Data time: 0.2110, Forward time: 2.2675, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.4186 [2020-11-08 17:18:51,332][root][INFO] - ===> Epoch[96](2471/26): Loss 1.2831, Sem 0.9191, dir -0.0312, norm 0.3952, swav 0.0000 LR: 7.746e-02 Score 72.209 Data time: 0.2535, Forward time: 2.2677, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.3655 [2020-11-08 17:18:56,338][root][INFO] - ===> Epoch[96](2472/26): Loss 1.5070, Sem 1.0824, dir -0.0097, norm 0.4343, swav 0.0000 LR: 7.745e-02 Score 65.431 Data time: 0.1673, Forward time: 2.2675, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 4.8775 [2020-11-08 17:19:01,508][root][INFO] - ===> Epoch[96](2473/26): Loss 1.1357, Sem 0.8143, dir -0.0306, norm 0.3520, swav 0.0000 LR: 7.744e-02 Score 75.837 Data time: 0.1274, Forward time: 2.2672, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.0749 [2020-11-08 17:19:07,268][root][INFO] - ===> Epoch[96](2474/26): Loss 1.2209, Sem 0.9343, dir -0.1007, norm 0.3873, swav 0.0000 LR: 7.743e-02 Score 67.789 Data time: 0.1807, Forward time: 2.2670, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.6913 [2020-11-08 17:19:13,093][root][INFO] - ===> Epoch[96](2475/26): Loss 1.1901, Sem 0.9358, dir -0.1063, norm 0.3606, swav 0.0000 LR: 7.742e-02 Score 73.024 Data time: 0.1786, Forward time: 2.2669, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.7298 [2020-11-08 17:19:19,546][root][INFO] - ===> Epoch[96](2476/26): Loss 1.3265, Sem 1.0405, dir -0.0443, norm 0.3303, swav 0.0000 LR: 7.741e-02 Score 65.357 Data time: 0.1662, Forward time: 2.2667, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.3721 [2020-11-08 17:19:25,274][root][INFO] - ===> Epoch[96](2477/26): Loss 1.2295, Sem 0.8560, dir -0.1085, norm 0.4820, swav 0.0000 LR: 7.740e-02 Score 70.815 Data time: 0.2224, Forward time: 2.2667, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.6493 [2020-11-08 17:19:31,496][root][INFO] - ===> Epoch[96](2478/26): Loss 1.2358, Sem 1.0201, dir -0.1391, norm 0.3548, swav 0.0000 LR: 7.739e-02 Score 71.039 Data time: 0.2815, Forward time: 2.2671, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.1204 [2020-11-08 17:19:38,135][root][INFO] - ===> Epoch[96](2479/26): Loss 1.3053, Sem 0.8977, dir -0.0392, norm 0.4468, swav 0.0000 LR: 7.739e-02 Score 72.456 Data time: 0.2037, Forward time: 2.2670, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 6.5138 [2020-11-08 17:19:44,864][root][INFO] - ===> Epoch[96](2480/26): Loss 1.1435, Sem 0.7851, dir -0.0395, norm 0.3978, swav 0.0000 LR: 7.738e-02 Score 73.962 Data time: 0.2320, Forward time: 2.2670, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 6.6002 [2020-11-08 17:19:50,187][root][INFO] - ===> Epoch[96](2481/26): Loss 1.4743, Sem 1.1249, dir -0.0709, norm 0.4203, swav 0.0000 LR: 7.737e-02 Score 63.900 Data time: 0.2716, Forward time: 2.2671, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.2134 [2020-11-08 17:19:57,458][root][INFO] - ===> Epoch[96](2482/26): Loss 1.5079, Sem 1.1611, dir -0.1432, norm 0.4900, swav 0.0000 LR: 7.736e-02 Score 62.242 Data time: 0.1513, Forward time: 2.2668, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 7.1639 [2020-11-08 17:20:04,482][root][INFO] - ===> Epoch[96](2483/26): Loss 1.4612, Sem 1.0615, dir -0.0504, norm 0.4501, swav 0.0000 LR: 7.735e-02 Score 66.806 Data time: 0.2319, Forward time: 2.2670, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.9718 [2020-11-08 17:20:10,333][root][INFO] - ===> Epoch[96](2484/26): Loss 1.2297, Sem 0.8867, dir -0.0279, norm 0.3709, swav 0.0000 LR: 7.734e-02 Score 73.210 Data time: 0.2203, Forward time: 2.2670, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.7334 [2020-11-08 17:20:16,089][root][INFO] - ===> Epoch[96](2485/26): Loss 1.1882, Sem 0.8728, dir -0.0697, norm 0.3852, swav 0.0000 LR: 7.733e-02 Score 73.180 Data time: 0.1946, Forward time: 2.2669, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.6721 [2020-11-08 17:20:20,885][root][INFO] - ===> Epoch[96](2486/26): Loss 1.3999, Sem 1.0257, dir -0.0551, norm 0.4293, swav 0.0000 LR: 7.732e-02 Score 68.306 Data time: 0.2377, Forward time: 2.2670, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 4.7028 [2020-11-08 17:20:26,332][root][INFO] - ===> Epoch[96](2487/26): Loss 1.4028, Sem 0.9110, dir -0.0604, norm 0.5521, swav 0.0000 LR: 7.731e-02 Score 73.140 Data time: 0.2270, Forward time: 2.2671, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.3286 [2020-11-08 17:20:33,517][root][INFO] - ===> Epoch[96](2488/26): Loss 1.3640, Sem 0.9548, dir -0.0485, norm 0.4576, swav 0.0000 LR: 7.730e-02 Score 70.088 Data time: 0.1865, Forward time: 2.2670, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 7.0603 [2020-11-08 17:20:38,882][root][INFO] - ===> Epoch[96](2489/26): Loss 1.1524, Sem 0.8484, dir -0.0864, norm 0.3904, swav 0.0000 LR: 7.729e-02 Score 75.172 Data time: 0.2531, Forward time: 2.2670, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.2633 [2020-11-08 17:20:43,944][root][INFO] - ===> Epoch[96](2490/26): Loss 1.3743, Sem 0.9939, dir -0.0587, norm 0.4392, swav 0.0000 LR: 7.728e-02 Score 70.298 Data time: 0.1943, Forward time: 2.2669, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.9539 [2020-11-08 17:20:50,170][root][INFO] - ===> Epoch[96](2491/26): Loss 1.5570, Sem 1.0460, dir -0.0258, norm 0.5368, swav 0.0000 LR: 7.727e-02 Score 67.384 Data time: 0.2110, Forward time: 2.2669, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 6.1397 [2020-11-08 17:20:55,135][root][INFO] - ===> Epoch[96](2492/26): Loss 1.3891, Sem 0.9589, dir -0.0575, norm 0.4878, swav 0.0000 LR: 7.727e-02 Score 69.988 Data time: 0.2170, Forward time: 2.2669, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 4.8502 [2020-11-08 17:21:01,755][root][INFO] - ===> Epoch[96](2493/26): Loss 1.2591, Sem 0.9117, dir -0.0856, norm 0.4330, swav 0.0000 LR: 7.726e-02 Score 72.045 Data time: 0.1584, Forward time: 2.2667, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 6.4923 [2020-11-08 17:21:06,457][root][INFO] - ===> Epoch[96](2494/26): Loss 1.3276, Sem 1.0564, dir -0.0949, norm 0.3660, swav 0.0000 LR: 7.725e-02 Score 66.277 Data time: 0.1978, Forward time: 2.2667, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.6537 [2020-11-08 17:21:11,896][root][INFO] - ===> Epoch[96](2495/26): Loss 1.3178, Sem 0.9609, dir -0.0692, norm 0.4262, swav 0.0000 LR: 7.724e-02 Score 67.631 Data time: 0.2785, Forward time: 2.2669, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.3345 [2020-11-08 17:21:17,114][root][INFO] - ===> Epoch[96](2496/26): Loss 1.3469, Sem 0.9633, dir -0.0403, norm 0.4239, swav 0.0000 LR: 7.723e-02 Score 68.975 Data time: 0.1998, Forward time: 2.2669, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.0885 [2020-11-08 17:21:22,848][root][INFO] - ===> Epoch[97](2497/26): Loss 1.3175, Sem 0.9427, dir -0.0626, norm 0.4373, swav 0.0000 LR: 7.722e-02 Score 66.145 Data time: 0.1527, Forward time: 2.2666, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.6329 [2020-11-08 17:21:28,982][root][INFO] - ===> Epoch[97](2498/26): Loss 1.2149, Sem 0.9159, dir -0.0754, norm 0.3745, swav 0.0000 LR: 7.721e-02 Score 73.277 Data time: 0.2659, Forward time: 2.2669, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 6.0752 [2020-11-08 17:21:34,271][root][INFO] - ===> Epoch[97](2499/26): Loss 1.1622, Sem 0.8188, dir -0.0679, norm 0.4112, swav 0.0000 LR: 7.720e-02 Score 72.910 Data time: 0.2490, Forward time: 2.2671, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.1620 [2020-11-08 17:21:40,310][root][INFO] - ===> Epoch[97](2500/26): Loss 1.4856, Sem 1.0565, dir -0.0604, norm 0.4895, swav 0.0000 LR: 7.719e-02 Score 69.709 Data time: 0.1966, Forward time: 2.2670, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.9277 [2020-11-08 17:21:41,112][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 17:21:41,664][root][INFO] - ===> Start testing [2020-11-08 17:23:12,708][root][INFO] - 101/312: Data time: 0.0717, Iter time: 0.4435 Loss 0.874 (AVG: 1.016) Score 72.018 (AVG: 69.394) mIOU 24.215 mAP 44.310 mAcc 33.555 IOU: 64.147 94.931 18.670 16.574 67.145 23.525 41.134 0.590 17.475 22.220 0.000 6.161 10.397 31.377 0.000 7.119 19.697 2.659 28.407 12.081 mAP: 65.334 96.226 29.926 39.677 72.286 59.158 53.114 29.888 31.839 40.809 6.895 48.289 30.510 57.983 8.505 48.011 61.813 24.317 56.533 25.090 mAcc: 92.122 98.199 34.528 33.310 85.535 33.059 61.510 0.599 20.276 31.649 0.000 6.700 13.949 33.142 0.000 8.372 51.420 3.336 46.436 16.967 [2020-11-08 17:24:33,394][root][INFO] - 201/312: Data time: 0.0097, Iter time: 0.2136 Loss 1.024 (AVG: 1.010) Score 62.729 (AVG: 69.835) mIOU 24.978 mAP 44.464 mAcc 33.993 IOU: 64.135 94.749 19.421 21.953 67.757 23.424 44.826 0.937 17.187 24.219 0.000 6.356 10.989 33.102 0.000 2.971 23.021 2.848 29.740 11.919 mAP: 65.490 95.982 30.309 43.466 76.642 54.166 54.982 27.717 33.174 44.117 7.490 46.724 33.984 58.305 7.778 46.535 59.486 28.140 52.154 22.637 mAcc: 91.785 98.327 35.739 38.109 85.975 34.082 64.220 0.958 20.503 34.656 0.000 6.999 14.202 35.685 0.000 3.232 51.886 3.589 42.852 17.066 [2020-11-08 17:25:57,337][root][INFO] - 301/312: Data time: 0.0079, Iter time: 0.5626 Loss 0.828 (AVG: 0.985) Score 72.964 (AVG: 70.634) mIOU 25.408 mAP 44.679 mAcc 34.430 IOU: 65.491 94.753 19.390 22.937 67.064 25.175 45.661 0.959 18.117 23.993 0.000 5.962 11.402 32.339 0.000 4.163 23.283 3.022 32.371 12.086 mAP: 66.894 96.161 30.162 42.917 78.025 57.284 55.329 27.531 33.691 43.808 7.560 44.438 34.830 58.986 7.096 43.851 59.093 26.447 58.197 21.285 mAcc: 91.771 98.480 35.286 38.344 87.010 35.359 64.297 0.981 21.870 33.324 0.000 6.765 14.564 34.965 0.000 4.620 52.801 3.885 46.187 18.092 [2020-11-08 17:26:06,807][root][INFO] - 312/312: Data time: 0.0030, Iter time: 0.2926 Loss 1.213 (AVG: 0.988) Score 66.825 (AVG: 70.618) mIOU 25.356 mAP 44.537 mAcc 34.406 IOU: 65.562 94.693 19.617 22.921 67.194 25.097 45.570 0.934 17.487 24.014 0.000 6.058 11.406 31.854 0.000 4.065 23.095 3.128 32.080 12.354 mAP: 66.644 96.194 30.539 43.167 77.606 57.196 54.712 26.853 33.205 43.772 7.473 43.811 34.899 58.839 6.978 42.925 59.129 27.077 58.197 21.535 mAcc: 91.847 98.481 35.492 38.556 87.172 35.316 64.270 0.955 20.965 33.492 0.000 6.841 14.606 34.474 0.000 4.517 52.542 3.995 46.187 18.416 [2020-11-08 17:26:06,808][root][INFO] - Finished test. Elapsed time: 265.1419 [2020-11-08 17:26:23,544][root][INFO] - [2020-11-08 17:26:23,545][root][INFO] - ################################################################ [2020-11-08 17:26:23,545][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 17:26:23,545][root][INFO] - ################################################################ [2020-11-08 17:26:23,545][root][INFO] - cabinet : 0.001 0.003 0.047 [2020-11-08 17:26:23,545][root][INFO] - bed : 0.000 0.000 0.035 [2020-11-08 17:26:23,545][root][INFO] - chair : 0.215 0.396 0.568 [2020-11-08 17:26:23,545][root][INFO] - sofa : 0.000 0.001 0.031 [2020-11-08 17:26:23,545][root][INFO] - table : 0.086 0.256 0.487 [2020-11-08 17:26:23,545][root][INFO] - door : 0.000 0.000 0.000 [2020-11-08 17:26:23,545][root][INFO] - window : 0.000 0.001 0.021 [2020-11-08 17:26:23,545][root][INFO] - bookshelf : 0.000 0.000 0.007 [2020-11-08 17:26:23,545][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 17:26:23,545][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-08 17:26:23,546][root][INFO] - desk : 0.000 0.000 0.002 [2020-11-08 17:26:23,546][root][INFO] - curtain : 0.021 0.045 0.112 [2020-11-08 17:26:23,546][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 17:26:23,546][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 17:26:23,546][root][INFO] - toilet : 0.007 0.039 0.429 [2020-11-08 17:26:23,546][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-08 17:26:23,546][root][INFO] - bathtub : 0.001 0.007 0.279 [2020-11-08 17:26:23,546][root][INFO] - otherfurniture : 0.001 0.007 0.078 [2020-11-08 17:26:23,546][root][INFO] - ---------------------------------------------------------------- [2020-11-08 17:26:23,546][root][INFO] - average : 0.018 0.042 0.117 [2020-11-08 17:26:23,546][root][INFO] - [2020-11-08 17:26:23,949][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 17:26:24,798][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 17:26:25,057][root][INFO] - Current best mIoU: 25.356 at iter 2500 [2020-11-08 17:26:29,855][root][INFO] - ===> Epoch[97](2501/26): Loss 1.3730, Sem 1.1210, dir -0.1015, norm 0.3535, swav 0.0000 LR: 7.718e-02 Score 61.925 Data time: 0.2258, Forward time: 2.2670, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 4.7920 [2020-11-08 17:26:36,999][root][INFO] - ===> Epoch[97](2502/26): Loss 1.2683, Sem 0.9334, dir -0.0950, norm 0.4298, swav 0.0000 LR: 7.717e-02 Score 70.954 Data time: 0.3836, Forward time: 2.2675, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 7.0133 [2020-11-08 17:26:41,841][root][INFO] - ===> Epoch[97](2503/26): Loss 1.2086, Sem 0.8444, dir -0.0447, norm 0.4089, swav 0.0000 LR: 7.716e-02 Score 73.647 Data time: 0.1791, Forward time: 2.2675, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 4.6938 [2020-11-08 17:26:48,716][root][INFO] - ===> Epoch[97](2504/26): Loss 1.3022, Sem 1.0212, dir -0.0853, norm 0.3664, swav 0.0000 LR: 7.715e-02 Score 70.239 Data time: 0.1764, Forward time: 2.2673, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 6.7630 [2020-11-08 17:26:54,229][root][INFO] - ===> Epoch[97](2505/26): Loss 1.2144, Sem 0.9375, dir -0.0699, norm 0.3469, swav 0.0000 LR: 7.714e-02 Score 68.795 Data time: 0.2174, Forward time: 2.2673, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.4410 [2020-11-08 17:27:00,739][root][INFO] - ===> Epoch[97](2506/26): Loss 1.2258, Sem 0.8802, dir -0.0855, norm 0.4311, swav 0.0000 LR: 7.714e-02 Score 74.090 Data time: 0.2501, Forward time: 2.2673, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 6.3812 [2020-11-08 17:27:06,820][root][INFO] - ===> Epoch[97](2507/26): Loss 1.3871, Sem 1.0068, dir -0.0645, norm 0.4448, swav 0.0000 LR: 7.713e-02 Score 67.277 Data time: 0.2367, Forward time: 2.2675, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.9656 [2020-11-08 17:27:12,727][root][INFO] - ===> Epoch[97](2508/26): Loss 1.2870, Sem 0.9813, dir -0.0998, norm 0.4055, swav 0.0000 LR: 7.712e-02 Score 68.655 Data time: 0.2415, Forward time: 2.2676, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.7636 [2020-11-08 17:27:18,214][root][INFO] - ===> Epoch[97](2509/26): Loss 1.3734, Sem 1.0226, dir -0.1048, norm 0.4557, swav 0.0000 LR: 7.711e-02 Score 70.085 Data time: 0.1812, Forward time: 2.2675, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.3465 [2020-11-08 17:27:23,398][root][INFO] - ===> Epoch[97](2510/26): Loss 1.3242, Sem 0.8551, dir -0.0471, norm 0.5163, swav 0.0000 LR: 7.710e-02 Score 74.491 Data time: 0.2387, Forward time: 2.2676, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.0737 [2020-11-08 17:27:28,884][root][INFO] - ===> Epoch[97](2511/26): Loss 1.4940, Sem 0.8842, dir -0.0151, norm 0.6249, swav 0.0000 LR: 7.709e-02 Score 73.097 Data time: 0.1414, Forward time: 2.2673, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.3780 [2020-11-08 17:27:33,790][root][INFO] - ===> Epoch[97](2512/26): Loss 1.4844, Sem 0.8372, dir -0.0264, norm 0.6735, swav 0.0000 LR: 7.708e-02 Score 77.018 Data time: 0.2414, Forward time: 2.2673, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 4.7972 [2020-11-08 17:27:39,582][root][INFO] - ===> Epoch[97](2513/26): Loss 1.2868, Sem 0.9453, dir -0.1080, norm 0.4495, swav 0.0000 LR: 7.707e-02 Score 71.908 Data time: 0.2249, Forward time: 2.2673, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.6706 [2020-11-08 17:27:45,415][root][INFO] - ===> Epoch[97](2514/26): Loss 1.0909, Sem 0.8194, dir -0.1142, norm 0.3856, swav 0.0000 LR: 7.706e-02 Score 73.566 Data time: 0.3179, Forward time: 2.2676, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.7127 [2020-11-08 17:27:51,388][root][INFO] - ===> Epoch[97](2515/26): Loss 1.2962, Sem 0.9197, dir -0.0656, norm 0.4421, swav 0.0000 LR: 7.705e-02 Score 73.768 Data time: 0.2420, Forward time: 2.2675, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.8434 [2020-11-08 17:27:56,989][root][INFO] - ===> Epoch[97](2516/26): Loss 1.3938, Sem 0.9642, dir -0.0543, norm 0.4840, swav 0.0000 LR: 7.704e-02 Score 68.341 Data time: 0.2527, Forward time: 2.2678, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.4812 [2020-11-08 17:28:02,959][root][INFO] - ===> Epoch[97](2517/26): Loss 1.0051, Sem 0.7845, dir -0.0804, norm 0.3009, swav 0.0000 LR: 7.703e-02 Score 76.169 Data time: 0.1712, Forward time: 2.2677, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.8494 [2020-11-08 17:28:08,502][root][INFO] - ===> Epoch[97](2518/26): Loss 1.3086, Sem 0.9510, dir -0.0872, norm 0.4448, swav 0.0000 LR: 7.702e-02 Score 67.766 Data time: 0.1967, Forward time: 2.2676, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.4749 [2020-11-08 17:28:13,871][root][INFO] - ===> Epoch[97](2519/26): Loss 1.3643, Sem 1.0010, dir -0.0640, norm 0.4272, swav 0.0000 LR: 7.702e-02 Score 68.467 Data time: 0.1768, Forward time: 2.2674, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.2585 [2020-11-08 17:28:18,776][root][INFO] - ===> Epoch[97](2520/26): Loss 1.1499, Sem 0.8068, dir -0.0948, norm 0.4379, swav 0.0000 LR: 7.701e-02 Score 73.728 Data time: 0.1337, Forward time: 2.2671, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 4.8044 [2020-11-08 17:28:24,166][root][INFO] - ===> Epoch[97](2521/26): Loss 1.1936, Sem 0.9028, dir -0.0727, norm 0.3636, swav 0.0000 LR: 7.700e-02 Score 72.902 Data time: 0.1892, Forward time: 2.2671, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.3464 [2020-11-08 17:28:29,126][root][INFO] - ===> Epoch[97](2522/26): Loss 1.2240, Sem 0.8896, dir -0.0539, norm 0.3883, swav 0.0000 LR: 7.699e-02 Score 72.098 Data time: 0.1670, Forward time: 2.2669, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 4.8690 [2020-11-08 17:28:34,489][root][INFO] - ===> Epoch[98](2523/26): Loss 1.3560, Sem 1.0083, dir -0.0812, norm 0.4289, swav 0.0000 LR: 7.698e-02 Score 69.446 Data time: 0.1915, Forward time: 2.2669, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.3071 [2020-11-08 17:28:41,310][root][INFO] - ===> Epoch[98](2524/26): Loss 1.2279, Sem 0.9195, dir -0.1196, norm 0.4280, swav 0.0000 LR: 7.697e-02 Score 69.935 Data time: 0.2855, Forward time: 2.2673, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 6.7172 [2020-11-08 17:28:46,909][root][INFO] - ===> Epoch[98](2525/26): Loss 1.3331, Sem 1.0131, dir -0.1024, norm 0.4224, swav 0.0000 LR: 7.696e-02 Score 65.627 Data time: 0.2078, Forward time: 2.2673, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.4449 [2020-11-08 17:28:51,607][root][INFO] - ===> Epoch[98](2526/26): Loss 1.3027, Sem 0.9436, dir -0.0634, norm 0.4226, swav 0.0000 LR: 7.695e-02 Score 70.396 Data time: 0.1847, Forward time: 2.2672, Backward time: 3.1024, DDP time: 0.0052, Total iter time: 4.5945 [2020-11-08 17:28:56,590][root][INFO] - ===> Epoch[98](2527/26): Loss 1.2731, Sem 0.9251, dir -0.0507, norm 0.3988, swav 0.0000 LR: 7.694e-02 Score 71.845 Data time: 0.2036, Forward time: 2.2672, Backward time: 3.1020, DDP time: 0.0052, Total iter time: 4.8992 [2020-11-08 17:29:02,824][root][INFO] - ===> Epoch[98](2528/26): Loss 1.1465, Sem 0.9363, dir -0.1111, norm 0.3212, swav 0.0000 LR: 7.693e-02 Score 71.054 Data time: 0.2144, Forward time: 2.2672, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 6.1189 [2020-11-08 17:29:07,869][root][INFO] - ===> Epoch[98](2529/26): Loss 1.3456, Sem 1.0339, dir -0.0285, norm 0.3401, swav 0.0000 LR: 7.692e-02 Score 68.181 Data time: 0.2252, Forward time: 2.2672, Backward time: 3.1020, DDP time: 0.0052, Total iter time: 4.9434 [2020-11-08 17:29:13,731][root][INFO] - ===> Epoch[98](2530/26): Loss 1.2853, Sem 0.9237, dir -0.0910, norm 0.4526, swav 0.0000 LR: 7.691e-02 Score 72.237 Data time: 0.2872, Forward time: 2.2675, Backward time: 3.1017, DDP time: 0.0052, Total iter time: 5.7413 [2020-11-08 17:29:19,115][root][INFO] - ===> Epoch[98](2531/26): Loss 1.2526, Sem 0.8224, dir -0.0788, norm 0.5090, swav 0.0000 LR: 7.690e-02 Score 73.113 Data time: 0.1767, Forward time: 2.2674, Backward time: 3.1017, DDP time: 0.0052, Total iter time: 5.2536 [2020-11-08 17:29:25,792][root][INFO] - ===> Epoch[98](2532/26): Loss 1.3241, Sem 0.9896, dir -0.0737, norm 0.4082, swav 0.0000 LR: 7.689e-02 Score 67.089 Data time: 0.3031, Forward time: 2.2677, Backward time: 3.1016, DDP time: 0.0052, Total iter time: 6.5820 [2020-11-08 17:29:32,250][root][INFO] - ===> Epoch[98](2533/26): Loss 1.3140, Sem 0.9478, dir -0.0676, norm 0.4339, swav 0.0000 LR: 7.689e-02 Score 71.322 Data time: 0.3311, Forward time: 2.2681, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 6.3274 [2020-11-08 17:29:38,625][root][INFO] - ===> Epoch[98](2534/26): Loss 1.0956, Sem 0.8067, dir -0.1421, norm 0.4310, swav 0.0000 LR: 7.688e-02 Score 76.891 Data time: 0.1935, Forward time: 2.2681, Backward time: 3.1017, DDP time: 0.0052, Total iter time: 6.2429 [2020-11-08 17:29:44,049][root][INFO] - ===> Epoch[98](2535/26): Loss 1.3790, Sem 1.0116, dir -0.0556, norm 0.4230, swav 0.0000 LR: 7.687e-02 Score 67.905 Data time: 0.1900, Forward time: 2.2680, Backward time: 3.1017, DDP time: 0.0052, Total iter time: 5.3298 [2020-11-08 17:29:49,452][root][INFO] - ===> Epoch[98](2536/26): Loss 1.4659, Sem 0.9967, dir -0.0297, norm 0.4989, swav 0.0000 LR: 7.686e-02 Score 71.274 Data time: 0.1956, Forward time: 2.2680, Backward time: 3.1016, DDP time: 0.0052, Total iter time: 5.3194 [2020-11-08 17:29:54,536][root][INFO] - ===> Epoch[98](2537/26): Loss 1.3714, Sem 0.9234, dir -0.0381, norm 0.4861, swav 0.0000 LR: 7.685e-02 Score 71.234 Data time: 0.1804, Forward time: 2.2678, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 4.9794 [2020-11-08 17:30:00,224][root][INFO] - ===> Epoch[98](2538/26): Loss 1.3993, Sem 0.9689, dir -0.0485, norm 0.4790, swav 0.0000 LR: 7.684e-02 Score 67.277 Data time: 0.2744, Forward time: 2.2681, Backward time: 3.1012, DDP time: 0.0052, Total iter time: 5.5889 [2020-11-08 17:30:04,907][root][INFO] - ===> Epoch[98](2539/26): Loss 1.1088, Sem 0.8708, dir -0.1021, norm 0.3400, swav 0.0000 LR: 7.683e-02 Score 72.769 Data time: 0.2034, Forward time: 2.2680, Backward time: 3.1009, DDP time: 0.0052, Total iter time: 4.5692 [2020-11-08 17:30:10,847][root][INFO] - ===> Epoch[98](2540/26): Loss 1.3285, Sem 0.9510, dir -0.0545, norm 0.4319, swav 0.0000 LR: 7.682e-02 Score 69.331 Data time: 0.2875, Forward time: 2.2682, Backward time: 3.1007, DDP time: 0.0052, Total iter time: 5.8290 [2020-11-08 17:30:16,477][root][INFO] - ===> Epoch[98](2541/26): Loss 1.4266, Sem 0.9479, dir -0.0662, norm 0.5449, swav 0.0000 LR: 7.681e-02 Score 72.176 Data time: 0.2113, Forward time: 2.2682, Backward time: 3.1007, DDP time: 0.0052, Total iter time: 5.4948 [2020-11-08 17:30:21,795][root][INFO] - ===> Epoch[98](2542/26): Loss 1.3577, Sem 0.8712, dir -0.0449, norm 0.5314, swav 0.0000 LR: 7.680e-02 Score 71.101 Data time: 0.2306, Forward time: 2.2682, Backward time: 3.1005, DDP time: 0.0052, Total iter time: 5.2257 [2020-11-08 17:30:27,727][root][INFO] - ===> Epoch[98](2543/26): Loss 1.2093, Sem 0.8649, dir -0.0700, norm 0.4144, swav 0.0000 LR: 7.679e-02 Score 70.643 Data time: 0.2333, Forward time: 2.2683, Backward time: 3.1004, DDP time: 0.0052, Total iter time: 5.8204 [2020-11-08 17:30:33,246][root][INFO] - ===> Epoch[98](2544/26): Loss 1.3384, Sem 0.9848, dir -0.1266, norm 0.4802, swav 0.0000 LR: 7.678e-02 Score 68.655 Data time: 0.1897, Forward time: 2.2682, Backward time: 3.1004, DDP time: 0.0052, Total iter time: 5.3936 [2020-11-08 17:30:38,461][root][INFO] - ===> Epoch[98](2545/26): Loss 1.1871, Sem 0.9119, dir -0.0804, norm 0.3557, swav 0.0000 LR: 7.677e-02 Score 75.652 Data time: 0.2143, Forward time: 2.2681, Backward time: 3.1003, DDP time: 0.0052, Total iter time: 5.1176 [2020-11-08 17:30:43,396][root][INFO] - ===> Epoch[98](2546/26): Loss 1.0650, Sem 0.8220, dir -0.0841, norm 0.3270, swav 0.0000 LR: 7.677e-02 Score 74.536 Data time: 0.2110, Forward time: 2.2681, Backward time: 3.1000, DDP time: 0.0052, Total iter time: 4.8529 [2020-11-08 17:30:49,283][root][INFO] - ===> Epoch[98](2547/26): Loss 1.1667, Sem 0.8819, dir -0.1201, norm 0.4050, swav 0.0000 LR: 7.676e-02 Score 72.981 Data time: 0.1446, Forward time: 2.2678, Backward time: 3.1003, DDP time: 0.0052, Total iter time: 5.7832 [2020-11-08 17:30:55,188][root][INFO] - ===> Epoch[98](2548/26): Loss 1.2806, Sem 0.9057, dir -0.0627, norm 0.4376, swav 0.0000 LR: 7.675e-02 Score 70.603 Data time: 0.2402, Forward time: 2.2679, Backward time: 3.1003, DDP time: 0.0052, Total iter time: 5.8588 [2020-11-08 17:31:01,266][root][INFO] - ===> Epoch[99](2549/26): Loss 1.2042, Sem 0.9102, dir -0.0562, norm 0.3502, swav 0.0000 LR: 7.674e-02 Score 71.967 Data time: 0.3034, Forward time: 2.2682, Backward time: 3.1001, DDP time: 0.0052, Total iter time: 5.9673 [2020-11-08 17:31:06,602][root][INFO] - ===> Epoch[99](2550/26): Loss 1.1374, Sem 0.9523, dir -0.1157, norm 0.3008, swav 0.0000 LR: 7.673e-02 Score 72.638 Data time: 0.2121, Forward time: 2.2684, Backward time: 3.0998, DDP time: 0.0052, Total iter time: 5.2311 [2020-11-08 17:31:12,261][root][INFO] - ===> Epoch[99](2551/26): Loss 1.1037, Sem 0.7993, dir -0.0753, norm 0.3797, swav 0.0000 LR: 7.672e-02 Score 73.359 Data time: 0.1103, Forward time: 2.2679, Backward time: 3.1003, DDP time: 0.0052, Total iter time: 5.5406 [2020-11-08 17:31:17,204][root][INFO] - ===> Epoch[99](2552/26): Loss 1.2821, Sem 0.9413, dir -0.0529, norm 0.3938, swav 0.0000 LR: 7.671e-02 Score 70.600 Data time: 0.2078, Forward time: 2.2679, Backward time: 3.1000, DDP time: 0.0052, Total iter time: 4.8897 [2020-11-08 17:31:22,726][root][INFO] - ===> Epoch[99](2553/26): Loss 1.3300, Sem 1.0428, dir -0.0754, norm 0.3625, swav 0.0000 LR: 7.670e-02 Score 69.453 Data time: 0.2367, Forward time: 2.2680, Backward time: 3.0999, DDP time: 0.0052, Total iter time: 5.4304 [2020-11-08 17:31:28,394][root][INFO] - ===> Epoch[99](2554/26): Loss 1.1118, Sem 0.8704, dir -0.1143, norm 0.3557, swav 0.0000 LR: 7.669e-02 Score 71.239 Data time: 0.2213, Forward time: 2.2680, Backward time: 3.0998, DDP time: 0.0052, Total iter time: 5.5483 [2020-11-08 17:31:33,799][root][INFO] - ===> Epoch[99](2555/26): Loss 1.1967, Sem 0.8414, dir -0.1041, norm 0.4594, swav 0.0000 LR: 7.668e-02 Score 74.034 Data time: 0.2532, Forward time: 2.2682, Backward time: 3.0994, DDP time: 0.0052, Total iter time: 5.2925 [2020-11-08 17:31:40,064][root][INFO] - ===> Epoch[99](2556/26): Loss 1.1865, Sem 0.9003, dir -0.1054, norm 0.3916, swav 0.0000 LR: 7.667e-02 Score 70.837 Data time: 0.1914, Forward time: 2.2681, Backward time: 3.0997, DDP time: 0.0052, Total iter time: 6.1471 [2020-11-08 17:31:45,299][root][INFO] - ===> Epoch[99](2557/26): Loss 1.3305, Sem 1.0328, dir -0.1016, norm 0.3993, swav 0.0000 LR: 7.666e-02 Score 69.104 Data time: 0.1679, Forward time: 2.2680, Backward time: 3.0997, DDP time: 0.0052, Total iter time: 5.1352 [2020-11-08 17:31:50,690][root][INFO] - ===> Epoch[99](2558/26): Loss 1.2431, Sem 0.9139, dir -0.0793, norm 0.4085, swav 0.0000 LR: 7.665e-02 Score 72.896 Data time: 0.2061, Forward time: 2.2679, Backward time: 3.0997, DDP time: 0.0052, Total iter time: 5.2991 [2020-11-08 17:31:57,367][root][INFO] - ===> Epoch[99](2559/26): Loss 1.2021, Sem 0.9118, dir -0.0742, norm 0.3645, swav 0.0000 LR: 7.664e-02 Score 67.491 Data time: 0.3445, Forward time: 2.2683, Backward time: 3.0995, DDP time: 0.0052, Total iter time: 6.5815 [2020-11-08 17:32:02,080][root][INFO] - ===> Epoch[99](2560/26): Loss 1.3663, Sem 0.9620, dir -0.0661, norm 0.4704, swav 0.0000 LR: 7.664e-02 Score 70.663 Data time: 0.1508, Forward time: 2.2682, Backward time: 3.0993, DDP time: 0.0052, Total iter time: 4.5837 [2020-11-08 17:32:08,670][root][INFO] - ===> Epoch[99](2561/26): Loss 1.2204, Sem 1.0292, dir -0.1034, norm 0.2946, swav 0.0000 LR: 7.663e-02 Score 66.552 Data time: 0.2032, Forward time: 2.2681, Backward time: 3.0997, DDP time: 0.0052, Total iter time: 6.5010 [2020-11-08 17:32:12,982][root][INFO] - ===> Epoch[99](2562/26): Loss 1.7689, Sem 1.1836, dir -0.0244, norm 0.6097, swav 0.0000 LR: 7.662e-02 Score 66.349 Data time: 0.1963, Forward time: 2.2680, Backward time: 3.0992, DDP time: 0.0052, Total iter time: 4.2073 [2020-11-08 17:32:19,317][root][INFO] - ===> Epoch[99](2563/26): Loss 1.6528, Sem 1.0466, dir -0.0168, norm 0.6229, swav 0.0000 LR: 7.661e-02 Score 70.002 Data time: 0.2224, Forward time: 2.2680, Backward time: 3.0994, DDP time: 0.0052, Total iter time: 6.2561 [2020-11-08 17:32:24,223][root][INFO] - ===> Epoch[99](2564/26): Loss 1.6275, Sem 0.9583, dir -0.0136, norm 0.6828, swav 0.0000 LR: 7.660e-02 Score 68.612 Data time: 0.2323, Forward time: 2.2681, Backward time: 3.0990, DDP time: 0.0052, Total iter time: 4.8126 [2020-11-08 17:32:29,715][root][INFO] - ===> Epoch[99](2565/26): Loss 1.6161, Sem 0.9538, dir -0.0453, norm 0.7076, swav 0.0000 LR: 7.659e-02 Score 67.353 Data time: 0.2133, Forward time: 2.2681, Backward time: 3.0989, DDP time: 0.0052, Total iter time: 5.3685 [2020-11-08 17:32:35,448][root][INFO] - ===> Epoch[99](2566/26): Loss 1.4919, Sem 0.9522, dir -0.0370, norm 0.5768, swav 0.0000 LR: 7.658e-02 Score 69.072 Data time: 0.2467, Forward time: 2.2682, Backward time: 3.0988, DDP time: 0.0052, Total iter time: 5.6493 [2020-11-08 17:32:42,681][root][INFO] - ===> Epoch[99](2567/26): Loss 1.3166, Sem 0.9236, dir -0.0184, norm 0.4115, swav 0.0000 LR: 7.657e-02 Score 71.230 Data time: 0.2987, Forward time: 2.2685, Backward time: 3.0990, DDP time: 0.0052, Total iter time: 7.1212 [2020-11-08 17:32:48,604][root][INFO] - ===> Epoch[99](2568/26): Loss 1.1966, Sem 0.8799, dir -0.0541, norm 0.3708, swav 0.0000 LR: 7.656e-02 Score 72.034 Data time: 0.2778, Forward time: 2.2689, Backward time: 3.0987, DDP time: 0.0052, Total iter time: 5.7833 [2020-11-08 17:32:53,324][root][INFO] - ===> Epoch[99](2569/26): Loss 1.4742, Sem 0.9813, dir -0.0383, norm 0.5312, swav 0.0000 LR: 7.655e-02 Score 68.658 Data time: 0.1456, Forward time: 2.2686, Backward time: 3.0986, DDP time: 0.0052, Total iter time: 4.6022 [2020-11-08 17:32:57,963][root][INFO] - ===> Epoch[99](2570/26): Loss 1.4910, Sem 0.9155, dir -0.0142, norm 0.5897, swav 0.0000 LR: 7.654e-02 Score 69.682 Data time: 0.2529, Forward time: 2.2686, Backward time: 3.0982, DDP time: 0.0052, Total iter time: 4.5650 [2020-11-08 17:33:04,216][root][INFO] - ===> Epoch[99](2571/26): Loss 1.4720, Sem 0.8780, dir -0.0221, norm 0.6161, swav 0.0000 LR: 7.653e-02 Score 71.462 Data time: 0.3168, Forward time: 2.2689, Backward time: 3.0980, DDP time: 0.0052, Total iter time: 6.1561 [2020-11-08 17:33:10,382][root][INFO] - ===> Epoch[99](2572/26): Loss 1.6488, Sem 1.0384, dir -0.0140, norm 0.6244, swav 0.0000 LR: 7.652e-02 Score 68.887 Data time: 0.2375, Forward time: 2.2691, Backward time: 3.0980, DDP time: 0.0052, Total iter time: 6.0182 [2020-11-08 17:33:15,559][root][INFO] - ===> Epoch[99](2573/26): Loss 1.3787, Sem 0.8954, dir -0.0396, norm 0.5229, swav 0.0000 LR: 7.651e-02 Score 71.747 Data time: 0.2156, Forward time: 2.2692, Backward time: 3.0977, DDP time: 0.0052, Total iter time: 5.0644 [2020-11-08 17:33:21,528][root][INFO] - ===> Epoch[99](2574/26): Loss 1.3460, Sem 0.9216, dir -0.0417, norm 0.4661, swav 0.0000 LR: 7.651e-02 Score 68.887 Data time: 0.2372, Forward time: 2.2692, Backward time: 3.0978, DDP time: 0.0052, Total iter time: 5.8629 [2020-11-08 17:33:27,288][root][INFO] - ===> Epoch[100](2575/26): Loss 1.2353, Sem 0.9390, dir -0.0639, norm 0.3602, swav 0.0000 LR: 7.650e-02 Score 72.109 Data time: 0.2050, Forward time: 2.2692, Backward time: 3.0978, DDP time: 0.0052, Total iter time: 5.6460 [2020-11-08 17:33:32,101][root][INFO] - ===> Epoch[100](2576/26): Loss 1.3745, Sem 0.9304, dir -0.0163, norm 0.4604, swav 0.0000 LR: 7.649e-02 Score 71.128 Data time: 0.2133, Forward time: 2.2691, Backward time: 3.0975, DDP time: 0.0052, Total iter time: 4.6944 [2020-11-08 17:33:37,854][root][INFO] - ===> Epoch[100](2577/26): Loss 1.4068, Sem 0.8825, dir -0.0344, norm 0.5587, swav 0.0000 LR: 7.648e-02 Score 73.051 Data time: 0.2745, Forward time: 2.2694, Backward time: 3.0972, DDP time: 0.0052, Total iter time: 5.6460 [2020-11-08 17:33:43,008][root][INFO] - ===> Epoch[100](2578/26): Loss 1.2006, Sem 0.7894, dir -0.0308, norm 0.4419, swav 0.0000 LR: 7.647e-02 Score 74.564 Data time: 0.2151, Forward time: 2.2694, Backward time: 3.0969, DDP time: 0.0052, Total iter time: 4.9833 [2020-11-08 17:33:49,337][root][INFO] - ===> Epoch[100](2579/26): Loss 1.2182, Sem 0.9564, dir -0.0624, norm 0.3242, swav 0.0000 LR: 7.646e-02 Score 71.703 Data time: 0.2196, Forward time: 2.2695, Backward time: 3.0971, DDP time: 0.0052, Total iter time: 6.2312 [2020-11-08 17:33:54,650][root][INFO] - ===> Epoch[100](2580/26): Loss 1.4467, Sem 1.0496, dir -0.0508, norm 0.4478, swav 0.0000 LR: 7.645e-02 Score 64.679 Data time: 0.1109, Forward time: 2.2690, Backward time: 3.0974, DDP time: 0.0052, Total iter time: 5.1977 [2020-11-08 17:34:00,461][root][INFO] - ===> Epoch[100](2581/26): Loss 1.3457, Sem 0.9228, dir -0.0411, norm 0.4640, swav 0.0000 LR: 7.644e-02 Score 67.966 Data time: 0.1304, Forward time: 2.2687, Backward time: 3.0977, DDP time: 0.0052, Total iter time: 5.7581 [2020-11-08 17:34:05,576][root][INFO] - ===> Epoch[100](2582/26): Loss 1.1678, Sem 0.7810, dir -0.0562, norm 0.4430, swav 0.0000 LR: 7.643e-02 Score 77.296 Data time: 0.2434, Forward time: 2.2688, Backward time: 3.0974, DDP time: 0.0052, Total iter time: 5.0494 [2020-11-08 17:34:11,289][root][INFO] - ===> Epoch[100](2583/26): Loss 1.4046, Sem 1.0311, dir -0.0587, norm 0.4322, swav 0.0000 LR: 7.642e-02 Score 67.687 Data time: 0.2207, Forward time: 2.2689, Backward time: 3.0973, DDP time: 0.0052, Total iter time: 5.5932 [2020-11-08 17:34:16,862][root][INFO] - ===> Epoch[100](2584/26): Loss 1.2719, Sem 1.0061, dir -0.0980, norm 0.3639, swav 0.0000 LR: 7.641e-02 Score 67.912 Data time: 0.1883, Forward time: 2.2688, Backward time: 3.0973, DDP time: 0.0052, Total iter time: 5.4472 [2020-11-08 17:34:23,700][root][INFO] - ===> Epoch[100](2585/26): Loss 1.2194, Sem 0.9105, dir -0.0894, norm 0.3984, swav 0.0000 LR: 7.640e-02 Score 72.962 Data time: 0.2266, Forward time: 2.2688, Backward time: 3.0977, DDP time: 0.0052, Total iter time: 6.7137 [2020-11-08 17:34:30,654][root][INFO] - ===> Epoch[100](2586/26): Loss 1.2618, Sem 0.8719, dir -0.0976, norm 0.4875, swav 0.0000 LR: 7.639e-02 Score 72.250 Data time: 0.3110, Forward time: 2.2692, Backward time: 3.0977, DDP time: 0.0052, Total iter time: 6.8495 [2020-11-08 17:34:36,172][root][INFO] - ===> Epoch[100](2587/26): Loss 1.1595, Sem 0.8908, dir -0.1183, norm 0.3870, swav 0.0000 LR: 7.639e-02 Score 72.811 Data time: 0.2324, Forward time: 2.2694, Backward time: 3.0975, DDP time: 0.0052, Total iter time: 5.3532 [2020-11-08 17:34:41,310][root][INFO] - ===> Epoch[100](2588/26): Loss 0.9630, Sem 0.8152, dir -0.1557, norm 0.3036, swav 0.0000 LR: 7.638e-02 Score 74.665 Data time: 0.2698, Forward time: 2.2695, Backward time: 3.0971, DDP time: 0.0052, Total iter time: 5.0215 [2020-11-08 17:34:49,337][root][INFO] - ===> Epoch[100](2589/26): Loss 1.1331, Sem 0.8050, dir -0.0789, norm 0.4069, swav 0.0000 LR: 7.637e-02 Score 74.753 Data time: 0.3796, Forward time: 2.2702, Backward time: 3.0973, DDP time: 0.0052, Total iter time: 7.9038 [2020-11-08 17:34:54,493][root][INFO] - ===> Epoch[100](2590/26): Loss 1.2799, Sem 0.9181, dir -0.1060, norm 0.4678, swav 0.0000 LR: 7.636e-02 Score 71.225 Data time: 0.1892, Forward time: 2.2702, Backward time: 3.0970, DDP time: 0.0052, Total iter time: 4.9965 [2020-11-08 17:35:01,060][root][INFO] - ===> Epoch[100](2591/26): Loss 1.1474, Sem 0.8728, dir -0.0795, norm 0.3541, swav 0.0000 LR: 7.635e-02 Score 71.477 Data time: 0.2189, Forward time: 2.2702, Backward time: 3.0973, DDP time: 0.0052, Total iter time: 6.4575 [2020-11-08 17:35:06,660][root][INFO] - ===> Epoch[100](2592/26): Loss 1.3466, Sem 0.9907, dir -0.0595, norm 0.4154, swav 0.0000 LR: 7.634e-02 Score 70.442 Data time: 0.2197, Forward time: 2.2703, Backward time: 3.0971, DDP time: 0.0052, Total iter time: 5.4701 [2020-11-08 17:35:12,421][root][INFO] - ===> Epoch[100](2593/26): Loss 1.4716, Sem 1.0790, dir -0.0750, norm 0.4676, swav 0.0000 LR: 7.633e-02 Score 66.406 Data time: 0.2042, Forward time: 2.2703, Backward time: 3.0971, DDP time: 0.0052, Total iter time: 5.6164 [2020-11-08 17:35:19,242][root][INFO] - ===> Epoch[100](2594/26): Loss 1.1310, Sem 0.9083, dir -0.1365, norm 0.3592, swav 0.0000 LR: 7.632e-02 Score 71.489 Data time: 0.1670, Forward time: 2.2701, Backward time: 3.0977, DDP time: 0.0052, Total iter time: 6.7170 [2020-11-08 17:35:24,199][root][INFO] - ===> Epoch[100](2595/26): Loss 1.1601, Sem 0.8744, dir -0.0722, norm 0.3579, swav 0.0000 LR: 7.631e-02 Score 72.495 Data time: 0.1474, Forward time: 2.2699, Backward time: 3.0976, DDP time: 0.0052, Total iter time: 4.8895 [2020-11-08 17:35:29,959][root][INFO] - ===> Epoch[100](2596/26): Loss 1.3378, Sem 0.9983, dir -0.0585, norm 0.3980, swav 0.0000 LR: 7.630e-02 Score 66.284 Data time: 0.2256, Forward time: 2.2700, Backward time: 3.0975, DDP time: 0.0052, Total iter time: 5.6412 [2020-11-08 17:35:35,840][root][INFO] - ===> Epoch[100](2597/26): Loss 1.2276, Sem 0.9547, dir -0.0702, norm 0.3431, swav 0.0000 LR: 7.629e-02 Score 70.282 Data time: 0.1870, Forward time: 2.2699, Backward time: 3.0976, DDP time: 0.0052, Total iter time: 5.7207 [2020-11-08 17:35:40,966][root][INFO] - ===> Epoch[100](2598/26): Loss 1.3715, Sem 1.0531, dir -0.0816, norm 0.3999, swav 0.0000 LR: 7.628e-02 Score 67.648 Data time: 0.1613, Forward time: 2.2697, Backward time: 3.0977, DDP time: 0.0052, Total iter time: 4.9959 [2020-11-08 17:35:46,931][root][INFO] - ===> Epoch[100](2599/26): Loss 1.2899, Sem 0.9406, dir -0.0674, norm 0.4167, swav 0.0000 LR: 7.627e-02 Score 70.377 Data time: 0.3055, Forward time: 2.2699, Backward time: 3.0974, DDP time: 0.0052, Total iter time: 5.8658 [2020-11-08 17:35:52,160][root][INFO] - ===> Epoch[100](2600/26): Loss 1.2657, Sem 0.9600, dir -0.1011, norm 0.4067, swav 0.0000 LR: 7.626e-02 Score 70.686 Data time: 0.1761, Forward time: 2.2699, Backward time: 3.0973, DDP time: 0.0052, Total iter time: 5.1003 [2020-11-08 17:35:58,027][root][INFO] - ===> Epoch[101](2601/26): Loss 1.3969, Sem 0.9763, dir -0.0615, norm 0.4821, swav 0.0000 LR: 7.626e-02 Score 69.559 Data time: 0.1626, Forward time: 2.2697, Backward time: 3.0975, DDP time: 0.0052, Total iter time: 5.7464 [2020-11-08 17:36:03,477][root][INFO] - ===> Epoch[101](2602/26): Loss 1.1774, Sem 0.7987, dir -0.0625, norm 0.4412, swav 0.0000 LR: 7.625e-02 Score 75.261 Data time: 0.2122, Forward time: 2.2697, Backward time: 3.0974, DDP time: 0.0052, Total iter time: 5.3466 [2020-11-08 17:36:09,437][root][INFO] - ===> Epoch[101](2603/26): Loss 1.3091, Sem 0.9882, dir -0.0859, norm 0.4068, swav 0.0000 LR: 7.624e-02 Score 71.590 Data time: 0.1683, Forward time: 2.2696, Backward time: 3.0976, DDP time: 0.0052, Total iter time: 5.8149 [2020-11-08 17:36:16,163][root][INFO] - ===> Epoch[101](2604/26): Loss 1.2347, Sem 0.9264, dir -0.0910, norm 0.3992, swav 0.0000 LR: 7.623e-02 Score 68.333 Data time: 0.3602, Forward time: 2.2700, Backward time: 3.0975, DDP time: 0.0052, Total iter time: 6.6182 [2020-11-08 17:36:21,274][root][INFO] - ===> Epoch[101](2605/26): Loss 1.1564, Sem 0.7690, dir -0.0794, norm 0.4667, swav 0.0000 LR: 7.622e-02 Score 75.879 Data time: 0.2100, Forward time: 2.2701, Backward time: 3.0971, DDP time: 0.0052, Total iter time: 4.9827 [2020-11-08 17:36:26,126][root][INFO] - ===> Epoch[101](2606/26): Loss 1.1700, Sem 0.8774, dir -0.0826, norm 0.3752, swav 0.0000 LR: 7.621e-02 Score 75.475 Data time: 0.2061, Forward time: 2.2701, Backward time: 3.0968, DDP time: 0.0052, Total iter time: 4.7180 [2020-11-08 17:36:31,065][root][INFO] - ===> Epoch[101](2607/26): Loss 0.9703, Sem 0.7768, dir -0.0866, norm 0.2800, swav 0.0000 LR: 7.620e-02 Score 77.338 Data time: 0.1735, Forward time: 2.2699, Backward time: 3.0967, DDP time: 0.0052, Total iter time: 4.8084 [2020-11-08 17:36:36,694][root][INFO] - ===> Epoch[101](2608/26): Loss 1.1775, Sem 0.9306, dir -0.0569, norm 0.3038, swav 0.0000 LR: 7.619e-02 Score 69.521 Data time: 0.2227, Forward time: 2.2700, Backward time: 3.0966, DDP time: 0.0052, Total iter time: 5.5359 [2020-11-08 17:36:41,814][root][INFO] - ===> Epoch[101](2609/26): Loss 1.1220, Sem 0.8220, dir -0.0328, norm 0.3328, swav 0.0000 LR: 7.618e-02 Score 74.977 Data time: 0.1863, Forward time: 2.2699, Backward time: 3.0964, DDP time: 0.0052, Total iter time: 5.0021 [2020-11-08 17:36:47,161][root][INFO] - ===> Epoch[101](2610/26): Loss 1.1649, Sem 0.8857, dir -0.1238, norm 0.4029, swav 0.0000 LR: 7.617e-02 Score 72.280 Data time: 0.2010, Forward time: 2.2699, Backward time: 3.0963, DDP time: 0.0052, Total iter time: 5.2518 [2020-11-08 17:36:52,408][root][INFO] - ===> Epoch[101](2611/26): Loss 1.3103, Sem 0.9362, dir -0.0670, norm 0.4411, swav 0.0000 LR: 7.616e-02 Score 69.155 Data time: 0.2269, Forward time: 2.2700, Backward time: 3.0960, DDP time: 0.0052, Total iter time: 5.1565 [2020-11-08 17:36:58,728][root][INFO] - ===> Epoch[101](2612/26): Loss 1.4116, Sem 0.9823, dir -0.0807, norm 0.5100, swav 0.0000 LR: 7.615e-02 Score 68.456 Data time: 0.2033, Forward time: 2.2700, Backward time: 3.0962, DDP time: 0.0052, Total iter time: 6.1833 [2020-11-08 17:37:05,085][root][INFO] - ===> Epoch[101](2613/26): Loss 1.2762, Sem 0.9204, dir -0.0837, norm 0.4395, swav 0.0000 LR: 7.614e-02 Score 71.013 Data time: 0.2046, Forward time: 2.2700, Backward time: 3.0964, DDP time: 0.0052, Total iter time: 6.2468 [2020-11-08 17:37:11,652][root][INFO] - ===> Epoch[101](2614/26): Loss 1.2534, Sem 0.9220, dir -0.1204, norm 0.4517, swav 0.0000 LR: 7.613e-02 Score 70.954 Data time: 0.1680, Forward time: 2.2699, Backward time: 3.0969, DDP time: 0.0052, Total iter time: 6.4565 [2020-11-08 17:37:16,420][root][INFO] - ===> Epoch[101](2615/26): Loss 1.2429, Sem 0.9061, dir -0.0818, norm 0.4186, swav 0.0000 LR: 7.613e-02 Score 72.982 Data time: 0.2002, Forward time: 2.2699, Backward time: 3.0965, DDP time: 0.0052, Total iter time: 4.6782 [2020-11-08 17:37:21,698][root][INFO] - ===> Epoch[101](2616/26): Loss 1.3061, Sem 0.9536, dir -0.1137, norm 0.4661, swav 0.0000 LR: 7.612e-02 Score 68.284 Data time: 0.1584, Forward time: 2.2697, Backward time: 3.0965, DDP time: 0.0052, Total iter time: 5.1717 [2020-11-08 17:37:28,535][root][INFO] - ===> Epoch[101](2617/26): Loss 1.1587, Sem 0.8620, dir -0.0817, norm 0.3783, swav 0.0000 LR: 7.611e-02 Score 73.468 Data time: 0.1903, Forward time: 2.2696, Backward time: 3.0970, DDP time: 0.0052, Total iter time: 6.7383 [2020-11-08 17:37:33,672][root][INFO] - ===> Epoch[101](2618/26): Loss 1.3325, Sem 0.9890, dir -0.0894, norm 0.4329, swav 0.0000 LR: 7.610e-02 Score 71.349 Data time: 0.2443, Forward time: 2.2697, Backward time: 3.0966, DDP time: 0.0052, Total iter time: 5.0359 [2020-11-08 17:37:39,135][root][INFO] - ===> Epoch[101](2619/26): Loss 1.3035, Sem 0.9830, dir -0.0692, norm 0.3897, swav 0.0000 LR: 7.609e-02 Score 72.352 Data time: 0.2378, Forward time: 2.2699, Backward time: 3.0963, DDP time: 0.0052, Total iter time: 5.3421 [2020-11-08 17:37:44,161][root][INFO] - ===> Epoch[101](2620/26): Loss 1.2237, Sem 0.9805, dir -0.1163, norm 0.3595, swav 0.0000 LR: 7.608e-02 Score 70.510 Data time: 0.2137, Forward time: 2.2699, Backward time: 3.0960, DDP time: 0.0052, Total iter time: 4.8913 [2020-11-08 17:37:49,180][root][INFO] - ===> Epoch[101](2621/26): Loss 1.4096, Sem 0.9607, dir -0.0751, norm 0.5240, swav 0.0000 LR: 7.607e-02 Score 68.664 Data time: 0.1986, Forward time: 2.2699, Backward time: 3.0958, DDP time: 0.0052, Total iter time: 4.8990 [2020-11-08 17:37:55,322][root][INFO] - ===> Epoch[101](2622/26): Loss 1.2404, Sem 0.8867, dir -0.0620, norm 0.4157, swav 0.0000 LR: 7.606e-02 Score 72.858 Data time: 0.1689, Forward time: 2.2697, Backward time: 3.0961, DDP time: 0.0052, Total iter time: 6.0367 [2020-11-08 17:38:02,632][root][INFO] - ===> Epoch[101](2623/26): Loss 1.0894, Sem 0.8151, dir -0.1007, norm 0.3751, swav 0.0000 LR: 7.605e-02 Score 71.796 Data time: 0.1568, Forward time: 2.2695, Backward time: 3.0969, DDP time: 0.0052, Total iter time: 7.2100 [2020-11-08 17:38:08,112][root][INFO] - ===> Epoch[101](2624/26): Loss 1.2261, Sem 0.9191, dir -0.1210, norm 0.4280, swav 0.0000 LR: 7.604e-02 Score 71.259 Data time: 0.2084, Forward time: 2.2693, Backward time: 3.0970, DDP time: 0.0052, Total iter time: 5.4005 [2020-11-08 17:38:14,093][root][INFO] - ===> Epoch[101](2625/26): Loss 1.1761, Sem 0.8575, dir -0.0778, norm 0.3965, swav 0.0000 LR: 7.603e-02 Score 71.793 Data time: 0.1929, Forward time: 2.2692, Backward time: 3.0971, DDP time: 0.0052, Total iter time: 5.9037 [2020-11-08 17:38:19,358][root][INFO] - ===> Epoch[101](2626/26): Loss 1.1525, Sem 0.9168, dir -0.0870, norm 0.3226, swav 0.0000 LR: 7.602e-02 Score 72.359 Data time: 0.2150, Forward time: 2.2692, Backward time: 3.0970, DDP time: 0.0052, Total iter time: 5.1688 [2020-11-08 17:38:24,029][root][INFO] - ===> Epoch[102](2627/26): Loss 1.1567, Sem 0.8487, dir -0.1138, norm 0.4218, swav 0.0000 LR: 7.601e-02 Score 75.773 Data time: 0.2324, Forward time: 2.2692, Backward time: 3.0965, DDP time: 0.0052, Total iter time: 4.5581 [2020-11-08 17:38:30,357][root][INFO] - ===> Epoch[102](2628/26): Loss 1.1534, Sem 0.8194, dir -0.0611, norm 0.3951, swav 0.0000 LR: 7.600e-02 Score 74.867 Data time: 0.3024, Forward time: 2.2696, Backward time: 3.0964, DDP time: 0.0052, Total iter time: 6.2037 [2020-11-08 17:38:35,469][root][INFO] - ===> Epoch[102](2629/26): Loss 1.2507, Sem 0.9601, dir -0.0846, norm 0.3751, swav 0.0000 LR: 7.600e-02 Score 71.639 Data time: 0.1841, Forward time: 2.2695, Backward time: 3.0962, DDP time: 0.0052, Total iter time: 4.9851 [2020-11-08 17:38:41,143][root][INFO] - ===> Epoch[102](2630/26): Loss 1.2604, Sem 0.9615, dir -0.0525, norm 0.3514, swav 0.0000 LR: 7.599e-02 Score 72.350 Data time: 0.2173, Forward time: 2.2695, Backward time: 3.0962, DDP time: 0.0052, Total iter time: 5.5631 [2020-11-08 17:38:46,922][root][INFO] - ===> Epoch[102](2631/26): Loss 1.3802, Sem 0.8663, dir -0.0397, norm 0.5537, swav 0.0000 LR: 7.598e-02 Score 72.896 Data time: 0.1891, Forward time: 2.2695, Backward time: 3.0962, DDP time: 0.0052, Total iter time: 5.6733 [2020-11-08 17:38:52,096][root][INFO] - ===> Epoch[102](2632/26): Loss 1.4319, Sem 1.0990, dir -0.0801, norm 0.4129, swav 0.0000 LR: 7.597e-02 Score 64.483 Data time: 0.2044, Forward time: 2.2694, Backward time: 3.0961, DDP time: 0.0052, Total iter time: 5.0698 [2020-11-08 17:38:57,911][root][INFO] - ===> Epoch[102](2633/26): Loss 1.3444, Sem 0.9358, dir -0.0863, norm 0.4949, swav 0.0000 LR: 7.596e-02 Score 69.979 Data time: 0.2739, Forward time: 2.2697, Backward time: 3.0958, DDP time: 0.0052, Total iter time: 5.7177 [2020-11-08 17:39:03,046][root][INFO] - ===> Epoch[102](2634/26): Loss 1.3297, Sem 0.9321, dir -0.0349, norm 0.4325, swav 0.0000 LR: 7.595e-02 Score 71.042 Data time: 0.1629, Forward time: 2.2695, Backward time: 3.0957, DDP time: 0.0052, Total iter time: 4.9819 [2020-11-08 17:39:08,860][root][INFO] - ===> Epoch[102](2635/26): Loss 1.2741, Sem 0.9633, dir -0.0827, norm 0.3935, swav 0.0000 LR: 7.594e-02 Score 68.449 Data time: 0.1977, Forward time: 2.2694, Backward time: 3.0959, DDP time: 0.0052, Total iter time: 5.7076 [2020-11-08 17:39:14,519][root][INFO] - ===> Epoch[102](2636/26): Loss 1.2232, Sem 1.0066, dir -0.1476, norm 0.3642, swav 0.0000 LR: 7.593e-02 Score 67.685 Data time: 0.2699, Forward time: 2.2696, Backward time: 3.0956, DDP time: 0.0052, Total iter time: 5.5602 [2020-11-08 17:39:21,526][root][INFO] - ===> Epoch[102](2637/26): Loss 1.0843, Sem 0.8232, dir -0.0697, norm 0.3309, swav 0.0000 LR: 7.592e-02 Score 75.033 Data time: 0.3526, Forward time: 2.2701, Backward time: 3.0956, DDP time: 0.0052, Total iter time: 6.8776 [2020-11-08 17:39:27,846][root][INFO] - ===> Epoch[102](2638/26): Loss 1.2461, Sem 0.9128, dir -0.0543, norm 0.3876, swav 0.0000 LR: 7.591e-02 Score 71.914 Data time: 0.2556, Forward time: 2.2704, Backward time: 3.0955, DDP time: 0.0052, Total iter time: 6.1845 [2020-11-08 17:39:33,646][root][INFO] - ===> Epoch[102](2639/26): Loss 1.1682, Sem 0.8910, dir -0.1038, norm 0.3811, swav 0.0000 LR: 7.590e-02 Score 71.734 Data time: 0.1541, Forward time: 2.2702, Backward time: 3.0957, DDP time: 0.0052, Total iter time: 5.6795 [2020-11-08 17:39:38,686][root][INFO] - ===> Epoch[102](2640/26): Loss 1.3411, Sem 0.9491, dir -0.0991, norm 0.4912, swav 0.0000 LR: 7.589e-02 Score 71.467 Data time: 0.1969, Forward time: 2.2702, Backward time: 3.0954, DDP time: 0.0052, Total iter time: 4.9297 [2020-11-08 17:39:45,282][root][INFO] - ===> Epoch[102](2641/26): Loss 1.1341, Sem 0.8403, dir -0.0643, norm 0.3581, swav 0.0000 LR: 7.588e-02 Score 73.281 Data time: 0.2103, Forward time: 2.2701, Backward time: 3.0958, DDP time: 0.0052, Total iter time: 6.4818 [2020-11-08 17:39:52,402][root][INFO] - ===> Epoch[102](2642/26): Loss 1.0765, Sem 0.8833, dir -0.0880, norm 0.2812, swav 0.0000 LR: 7.587e-02 Score 70.777 Data time: 0.2110, Forward time: 2.2702, Backward time: 3.0962, DDP time: 0.0052, Total iter time: 7.0186 [2020-11-08 17:39:57,793][root][INFO] - ===> Epoch[102](2643/26): Loss 1.3569, Sem 1.0028, dir -0.0677, norm 0.4218, swav 0.0000 LR: 7.587e-02 Score 69.124 Data time: 0.2046, Forward time: 2.2702, Backward time: 3.0961, DDP time: 0.0052, Total iter time: 5.2829 [2020-11-08 17:40:03,384][root][INFO] - ===> Epoch[102](2644/26): Loss 1.3318, Sem 0.9989, dir -0.0803, norm 0.4132, swav 0.0000 LR: 7.586e-02 Score 70.007 Data time: 0.1969, Forward time: 2.2701, Backward time: 3.0961, DDP time: 0.0052, Total iter time: 5.4892 [2020-11-08 17:40:10,628][root][INFO] - ===> Epoch[102](2645/26): Loss 0.9943, Sem 0.8750, dir -0.1679, norm 0.2872, swav 0.0000 LR: 7.585e-02 Score 71.670 Data time: 0.1750, Forward time: 2.2700, Backward time: 3.0968, DDP time: 0.0052, Total iter time: 7.1388 [2020-11-08 17:40:17,302][root][INFO] - ===> Epoch[102](2646/26): Loss 1.3542, Sem 0.9602, dir -0.0490, norm 0.4430, swav 0.0000 LR: 7.584e-02 Score 71.629 Data time: 0.2046, Forward time: 2.2700, Backward time: 3.0972, DDP time: 0.0052, Total iter time: 6.5957 [2020-11-08 17:40:22,128][root][INFO] - ===> Epoch[102](2647/26): Loss 1.3512, Sem 0.9571, dir -0.0383, norm 0.4324, swav 0.0000 LR: 7.583e-02 Score 70.270 Data time: 0.1769, Forward time: 2.2699, Backward time: 3.0969, DDP time: 0.0052, Total iter time: 4.7208 [2020-11-08 17:40:27,246][root][INFO] - ===> Epoch[102](2648/26): Loss 1.2085, Sem 0.9030, dir -0.0471, norm 0.3526, swav 0.0000 LR: 7.582e-02 Score 69.567 Data time: 0.1620, Forward time: 2.2696, Backward time: 3.0970, DDP time: 0.0052, Total iter time: 5.0137 [2020-11-08 17:40:32,885][root][INFO] - ===> Epoch[102](2649/26): Loss 1.1328, Sem 0.8734, dir -0.0707, norm 0.3301, swav 0.0000 LR: 7.581e-02 Score 73.261 Data time: 0.2162, Forward time: 2.2694, Backward time: 3.0971, DDP time: 0.0052, Total iter time: 5.5710 [2020-11-08 17:40:39,029][root][INFO] - ===> Epoch[102](2650/26): Loss 1.2840, Sem 0.9013, dir -0.0554, norm 0.4381, swav 0.0000 LR: 7.580e-02 Score 73.925 Data time: 0.2153, Forward time: 2.2694, Backward time: 3.0972, DDP time: 0.0052, Total iter time: 6.0580 [2020-11-08 17:40:44,537][root][INFO] - ===> Epoch[102](2651/26): Loss 1.3071, Sem 0.9826, dir -0.0882, norm 0.4127, swav 0.0000 LR: 7.579e-02 Score 68.424 Data time: 0.2039, Forward time: 2.2694, Backward time: 3.0972, DDP time: 0.0052, Total iter time: 5.3808 [2020-11-08 17:40:52,232][root][INFO] - ===> Epoch[102](2652/26): Loss 1.2504, Sem 0.8922, dir -0.0475, norm 0.4057, swav 0.0000 LR: 7.578e-02 Score 72.781 Data time: 0.2412, Forward time: 2.2695, Backward time: 3.0978, DDP time: 0.0052, Total iter time: 7.5933 [2020-11-08 17:40:58,575][root][INFO] - ===> Epoch[103](2653/26): Loss 1.2249, Sem 0.8918, dir -0.0268, norm 0.3599, swav 0.0000 LR: 7.577e-02 Score 73.543 Data time: 0.2170, Forward time: 2.2695, Backward time: 3.0979, DDP time: 0.0052, Total iter time: 6.2211 [2020-11-08 17:41:04,389][root][INFO] - ===> Epoch[103](2654/26): Loss 1.3312, Sem 0.9330, dir -0.0658, norm 0.4640, swav 0.0000 LR: 7.576e-02 Score 71.259 Data time: 0.2759, Forward time: 2.2698, Backward time: 3.0977, DDP time: 0.0052, Total iter time: 5.6856 [2020-11-08 17:41:10,168][root][INFO] - ===> Epoch[103](2655/26): Loss 1.0165, Sem 0.8298, dir -0.1479, norm 0.3346, swav 0.0000 LR: 7.575e-02 Score 73.899 Data time: 0.1807, Forward time: 2.2696, Backward time: 3.0978, DDP time: 0.0052, Total iter time: 5.6379 [2020-11-08 17:41:16,877][root][INFO] - ===> Epoch[103](2656/26): Loss 1.5291, Sem 1.0737, dir -0.0954, norm 0.5507, swav 0.0000 LR: 7.574e-02 Score 66.762 Data time: 0.2356, Forward time: 2.2697, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 6.6213 [2020-11-08 17:41:23,387][root][INFO] - ===> Epoch[103](2657/26): Loss 1.2524, Sem 0.8584, dir -0.0737, norm 0.4677, swav 0.0000 LR: 7.574e-02 Score 74.090 Data time: 0.1963, Forward time: 2.2696, Backward time: 3.0984, DDP time: 0.0052, Total iter time: 6.3884 [2020-11-08 17:41:28,483][root][INFO] - ===> Epoch[103](2658/26): Loss 1.2427, Sem 0.9144, dir -0.0859, norm 0.4143, swav 0.0000 LR: 7.573e-02 Score 72.172 Data time: 0.1301, Forward time: 2.2693, Backward time: 3.0985, DDP time: 0.0052, Total iter time: 4.9777 [2020-11-08 17:41:34,058][root][INFO] - ===> Epoch[103](2659/26): Loss 1.1664, Sem 0.8711, dir -0.0337, norm 0.3290, swav 0.0000 LR: 7.572e-02 Score 75.534 Data time: 0.1826, Forward time: 2.2693, Backward time: 3.0986, DDP time: 0.0052, Total iter time: 5.5188 [2020-11-08 17:41:39,605][root][INFO] - ===> Epoch[103](2660/26): Loss 1.1617, Sem 0.8296, dir -0.1065, norm 0.4385, swav 0.0000 LR: 7.571e-02 Score 71.904 Data time: 0.1958, Forward time: 2.2691, Backward time: 3.0986, DDP time: 0.0052, Total iter time: 5.4590 [2020-11-08 17:41:45,760][root][INFO] - ===> Epoch[103](2661/26): Loss 1.3739, Sem 0.9905, dir -0.0949, norm 0.4783, swav 0.0000 LR: 7.570e-02 Score 71.220 Data time: 0.2267, Forward time: 2.2693, Backward time: 3.0986, DDP time: 0.0052, Total iter time: 6.0613 [2020-11-08 17:41:50,531][root][INFO] - ===> Epoch[103](2662/26): Loss 1.1524, Sem 0.8442, dir -0.0929, norm 0.4012, swav 0.0000 LR: 7.569e-02 Score 73.154 Data time: 0.1633, Forward time: 2.2691, Backward time: 3.0985, DDP time: 0.0052, Total iter time: 4.6587 [2020-11-08 17:41:56,390][root][INFO] - ===> Epoch[103](2663/26): Loss 1.3069, Sem 0.9103, dir -0.0480, norm 0.4447, swav 0.0000 LR: 7.568e-02 Score 68.716 Data time: 0.2412, Forward time: 2.2692, Backward time: 3.0984, DDP time: 0.0052, Total iter time: 5.7747 [2020-11-08 17:42:01,957][root][INFO] - ===> Epoch[103](2664/26): Loss 1.1309, Sem 0.8435, dir -0.0923, norm 0.3797, swav 0.0000 LR: 7.567e-02 Score 74.349 Data time: 0.2162, Forward time: 2.2692, Backward time: 3.0983, DDP time: 0.0052, Total iter time: 5.4527 [2020-11-08 17:42:07,545][root][INFO] - ===> Epoch[103](2665/26): Loss 1.3101, Sem 0.9775, dir -0.0652, norm 0.3978, swav 0.0000 LR: 7.566e-02 Score 67.725 Data time: 0.1992, Forward time: 2.2692, Backward time: 3.0983, DDP time: 0.0052, Total iter time: 5.4932 [2020-11-08 17:42:12,319][root][INFO] - ===> Epoch[103](2666/26): Loss 1.3709, Sem 0.9938, dir -0.0951, norm 0.4723, swav 0.0000 LR: 7.565e-02 Score 66.978 Data time: 0.1668, Forward time: 2.2690, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 4.6706 [2020-11-08 17:42:18,256][root][INFO] - ===> Epoch[103](2667/26): Loss 1.0375, Sem 0.8020, dir -0.0794, norm 0.3148, swav 0.0000 LR: 7.564e-02 Score 76.649 Data time: 0.1455, Forward time: 2.2687, Backward time: 3.0984, DDP time: 0.0052, Total iter time: 5.8273 [2020-11-08 17:42:23,602][root][INFO] - ===> Epoch[103](2668/26): Loss 1.1331, Sem 0.9236, dir -0.1476, norm 0.3570, swav 0.0000 LR: 7.563e-02 Score 70.209 Data time: 0.2396, Forward time: 2.2689, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 5.2930 [2020-11-08 17:42:29,757][root][INFO] - ===> Epoch[103](2669/26): Loss 1.3228, Sem 0.9718, dir -0.0731, norm 0.4241, swav 0.0000 LR: 7.562e-02 Score 69.419 Data time: 0.2236, Forward time: 2.2690, Backward time: 3.0982, DDP time: 0.0052, Total iter time: 6.0521 [2020-11-08 17:42:34,905][root][INFO] - ===> Epoch[103](2670/26): Loss 1.2517, Sem 0.9628, dir -0.0834, norm 0.3724, swav 0.0000 LR: 7.561e-02 Score 69.225 Data time: 0.2173, Forward time: 2.2691, Backward time: 3.0979, DDP time: 0.0052, Total iter time: 5.0387 [2020-11-08 17:42:40,648][root][INFO] - ===> Epoch[103](2671/26): Loss 1.1826, Sem 0.9452, dir -0.1191, norm 0.3565, swav 0.0000 LR: 7.561e-02 Score 72.038 Data time: 0.1868, Forward time: 2.2690, Backward time: 3.0980, DDP time: 0.0052, Total iter time: 5.6275 [2020-11-08 17:42:46,641][root][INFO] - ===> Epoch[103](2672/26): Loss 1.2886, Sem 0.9527, dir -0.0974, norm 0.4332, swav 0.0000 LR: 7.560e-02 Score 69.209 Data time: 0.1956, Forward time: 2.2689, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 5.8937 [2020-11-08 17:42:51,489][root][INFO] - ===> Epoch[103](2673/26): Loss 1.2557, Sem 0.9445, dir -0.0785, norm 0.3897, swav 0.0000 LR: 7.559e-02 Score 71.834 Data time: 0.2064, Forward time: 2.2689, Backward time: 3.0979, DDP time: 0.0052, Total iter time: 4.7424 [2020-11-08 17:42:57,861][root][INFO] - ===> Epoch[103](2674/26): Loss 1.3662, Sem 0.9519, dir -0.0371, norm 0.4514, swav 0.0000 LR: 7.558e-02 Score 68.960 Data time: 0.2243, Forward time: 2.2689, Backward time: 3.0980, DDP time: 0.0052, Total iter time: 6.2759 [2020-11-08 17:43:05,066][root][INFO] - ===> Epoch[103](2675/26): Loss 1.2006, Sem 0.8460, dir -0.0634, norm 0.4180, swav 0.0000 LR: 7.557e-02 Score 73.964 Data time: 0.2764, Forward time: 2.2692, Backward time: 3.0983, DDP time: 0.0052, Total iter time: 7.0755 [2020-11-08 17:43:10,529][root][INFO] - ===> Epoch[103](2676/26): Loss 1.3850, Sem 1.0094, dir -0.0816, norm 0.4572, swav 0.0000 LR: 7.556e-02 Score 67.080 Data time: 0.2410, Forward time: 2.2693, Backward time: 3.0980, DDP time: 0.0052, Total iter time: 5.3152 [2020-11-08 17:43:17,435][root][INFO] - ===> Epoch[103](2677/26): Loss 1.3632, Sem 0.9307, dir -0.0584, norm 0.4909, swav 0.0000 LR: 7.555e-02 Score 76.140 Data time: 0.3114, Forward time: 2.2697, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 6.8103 [2020-11-08 17:43:23,366][root][INFO] - ===> Epoch[103](2678/26): Loss 1.1583, Sem 0.7965, dir -0.0356, norm 0.3973, swav 0.0000 LR: 7.554e-02 Score 74.039 Data time: 0.2142, Forward time: 2.2697, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 5.8006 [2020-11-08 17:43:28,243][root][INFO] - ===> Epoch[104](2679/26): Loss 1.3854, Sem 1.0053, dir -0.0506, norm 0.4307, swav 0.0000 LR: 7.553e-02 Score 68.116 Data time: 0.2190, Forward time: 2.2697, Backward time: 3.0977, DDP time: 0.0052, Total iter time: 4.7631 [2020-11-08 17:43:34,364][root][INFO] - ===> Epoch[104](2680/26): Loss 1.4032, Sem 1.0639, dir -0.0574, norm 0.3967, swav 0.0000 LR: 7.552e-02 Score 68.238 Data time: 0.2142, Forward time: 2.2697, Backward time: 3.0978, DDP time: 0.0052, Total iter time: 6.0217 [2020-11-08 17:43:39,374][root][INFO] - ===> Epoch[104](2681/26): Loss 1.1933, Sem 0.9273, dir -0.1006, norm 0.3666, swav 0.0000 LR: 7.551e-02 Score 71.888 Data time: 0.1895, Forward time: 2.2697, Backward time: 3.0976, DDP time: 0.0052, Total iter time: 4.9208 [2020-11-08 17:43:44,659][root][INFO] - ===> Epoch[104](2682/26): Loss 1.3567, Sem 1.0002, dir -0.0613, norm 0.4178, swav 0.0000 LR: 7.550e-02 Score 67.395 Data time: 0.1969, Forward time: 2.2696, Backward time: 3.0975, DDP time: 0.0052, Total iter time: 5.1951 [2020-11-08 17:43:50,372][root][INFO] - ===> Epoch[104](2683/26): Loss 1.1617, Sem 0.9394, dir -0.0849, norm 0.3072, swav 0.0000 LR: 7.549e-02 Score 72.225 Data time: 0.2242, Forward time: 2.2697, Backward time: 3.0974, DDP time: 0.0052, Total iter time: 5.6301 [2020-11-08 17:43:57,804][root][INFO] - ===> Epoch[104](2684/26): Loss 1.1707, Sem 0.8201, dir -0.0801, norm 0.4307, swav 0.0000 LR: 7.549e-02 Score 73.278 Data time: 0.1844, Forward time: 2.2696, Backward time: 3.0982, DDP time: 0.0052, Total iter time: 7.3282 [2020-11-08 17:44:04,018][root][INFO] - ===> Epoch[104](2685/26): Loss 1.1665, Sem 0.7845, dir -0.0490, norm 0.4310, swav 0.0000 LR: 7.548e-02 Score 74.066 Data time: 0.2800, Forward time: 2.2698, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 6.1149 [2020-11-08 17:44:10,417][root][INFO] - ===> Epoch[104](2686/26): Loss 1.2573, Sem 0.9256, dir -0.0593, norm 0.3911, swav 0.0000 LR: 7.547e-02 Score 73.530 Data time: 0.3049, Forward time: 2.2701, Backward time: 3.0980, DDP time: 0.0052, Total iter time: 6.2501 [2020-11-08 17:44:16,217][root][INFO] - ===> Epoch[104](2687/26): Loss 1.1737, Sem 0.9430, dir -0.0868, norm 0.3175, swav 0.0000 LR: 7.546e-02 Score 72.331 Data time: 0.1515, Forward time: 2.2700, Backward time: 3.0982, DDP time: 0.0052, Total iter time: 5.6650 [2020-11-08 17:44:22,132][root][INFO] - ===> Epoch[104](2688/26): Loss 1.4820, Sem 1.0818, dir -0.0438, norm 0.4441, swav 0.0000 LR: 7.545e-02 Score 66.741 Data time: 0.1814, Forward time: 2.2698, Backward time: 3.0984, DDP time: 0.0052, Total iter time: 5.8250 [2020-11-08 17:44:27,968][root][INFO] - ===> Epoch[104](2689/26): Loss 1.4164, Sem 0.9799, dir -0.0827, norm 0.5191, swav 0.0000 LR: 7.544e-02 Score 71.098 Data time: 0.2857, Forward time: 2.2701, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 5.7332 [2020-11-08 17:44:33,117][root][INFO] - ===> Epoch[104](2690/26): Loss 1.4732, Sem 0.9862, dir -0.0483, norm 0.5353, swav 0.0000 LR: 7.543e-02 Score 69.317 Data time: 0.2362, Forward time: 2.2702, Backward time: 3.0978, DDP time: 0.0052, Total iter time: 5.0360 [2020-11-08 17:44:40,272][root][INFO] - ===> Epoch[104](2691/26): Loss 1.3298, Sem 1.0322, dir -0.0715, norm 0.3691, swav 0.0000 LR: 7.542e-02 Score 68.194 Data time: 0.2506, Forward time: 2.2702, Backward time: 3.0982, DDP time: 0.0052, Total iter time: 7.0447 [2020-11-08 17:44:45,204][root][INFO] - ===> Epoch[104](2692/26): Loss 1.0597, Sem 0.8081, dir -0.0476, norm 0.2992, swav 0.0000 LR: 7.541e-02 Score 74.440 Data time: 0.1496, Forward time: 2.2700, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 4.8283 [2020-11-08 17:44:50,763][root][INFO] - ===> Epoch[104](2693/26): Loss 1.0603, Sem 0.7907, dir -0.1038, norm 0.3734, swav 0.0000 LR: 7.540e-02 Score 76.815 Data time: 0.2173, Forward time: 2.2698, Backward time: 3.0983, DDP time: 0.0052, Total iter time: 5.4831 [2020-11-08 17:44:56,658][root][INFO] - ===> Epoch[104](2694/26): Loss 1.1397, Sem 0.8037, dir -0.0932, norm 0.4292, swav 0.0000 LR: 7.539e-02 Score 76.805 Data time: 0.2723, Forward time: 2.2701, Backward time: 3.0981, DDP time: 0.0052, Total iter time: 5.8216 [2020-11-08 17:45:02,471][root][INFO] - ===> Epoch[104](2695/26): Loss 1.1493, Sem 0.8192, dir -0.0603, norm 0.3903, swav 0.0000 LR: 7.538e-02 Score 74.888 Data time: 0.1044, Forward time: 2.2698, Backward time: 3.0985, DDP time: 0.0052, Total iter time: 5.6879 [2020-11-08 17:45:07,770][root][INFO] - ===> Epoch[104](2696/26): Loss 1.2347, Sem 0.8991, dir -0.0951, norm 0.4308, swav 0.0000 LR: 7.537e-02 Score 75.665 Data time: 0.1511, Forward time: 2.2695, Backward time: 3.0986, DDP time: 0.0052, Total iter time: 5.2309 [2020-11-08 17:45:13,706][root][INFO] - ===> Epoch[104](2697/26): Loss 1.3058, Sem 0.8931, dir -0.0705, norm 0.4832, swav 0.0000 LR: 7.536e-02 Score 70.994 Data time: 0.1686, Forward time: 2.2694, Backward time: 3.0988, DDP time: 0.0052, Total iter time: 5.9033 [2020-11-08 17:45:20,556][root][INFO] - ===> Epoch[104](2698/26): Loss 1.4614, Sem 1.0054, dir -0.0537, norm 0.5096, swav 0.0000 LR: 7.536e-02 Score 67.842 Data time: 0.1750, Forward time: 2.2693, Backward time: 3.0993, DDP time: 0.0052, Total iter time: 6.7683 [2020-11-08 17:45:26,177][root][INFO] - ===> Epoch[104](2699/26): Loss 1.2841, Sem 0.9265, dir -0.1012, norm 0.4588, swav 0.0000 LR: 7.535e-02 Score 71.592 Data time: 0.2605, Forward time: 2.2695, Backward time: 3.0991, DDP time: 0.0052, Total iter time: 5.5471 [2020-11-08 17:45:32,882][root][INFO] - ===> Epoch[104](2700/26): Loss 1.1883, Sem 0.8740, dir -0.0857, norm 0.4000, swav 0.0000 LR: 7.534e-02 Score 71.525 Data time: 0.2116, Forward time: 2.2696, Backward time: 3.0993, DDP time: 0.0052, Total iter time: 6.5752 [2020-11-08 17:45:38,778][root][INFO] - ===> Epoch[104](2701/26): Loss 1.3036, Sem 0.9926, dir -0.0846, norm 0.3955, swav 0.0000 LR: 7.533e-02 Score 66.821 Data time: 0.1628, Forward time: 2.2694, Backward time: 3.0996, DDP time: 0.0052, Total iter time: 5.7857 [2020-11-08 17:45:44,347][root][INFO] - ===> Epoch[104](2702/26): Loss 1.2715, Sem 0.9264, dir -0.0872, norm 0.4323, swav 0.0000 LR: 7.532e-02 Score 71.749 Data time: 0.2592, Forward time: 2.2696, Backward time: 3.0993, DDP time: 0.0052, Total iter time: 5.5159 [2020-11-08 17:45:50,798][root][INFO] - ===> Epoch[104](2703/26): Loss 1.1957, Sem 1.0010, dir -0.1831, norm 0.3779, swav 0.0000 LR: 7.531e-02 Score 66.219 Data time: 0.2323, Forward time: 2.2697, Backward time: 3.0995, DDP time: 0.0052, Total iter time: 6.3391 [2020-11-08 17:45:58,854][root][INFO] - ===> Epoch[104](2704/26): Loss 1.3243, Sem 1.0202, dir -0.1334, norm 0.4375, swav 0.0000 LR: 7.530e-02 Score 69.370 Data time: 0.2065, Forward time: 2.2697, Backward time: 3.1003, DDP time: 0.0052, Total iter time: 7.9522 [2020-11-08 17:46:04,343][root][INFO] - ===> Epoch[105](2705/26): Loss 1.2731, Sem 0.9177, dir -0.0669, norm 0.4223, swav 0.0000 LR: 7.529e-02 Score 70.468 Data time: 0.1693, Forward time: 2.2695, Backward time: 3.1004, DDP time: 0.0052, Total iter time: 5.3932 [2020-11-08 17:46:10,961][root][INFO] - ===> Epoch[105](2706/26): Loss 1.2336, Sem 0.9045, dir -0.0778, norm 0.4069, swav 0.0000 LR: 7.528e-02 Score 77.439 Data time: 0.1859, Forward time: 2.2694, Backward time: 3.1008, DDP time: 0.0052, Total iter time: 6.5296 [2020-11-08 17:46:16,039][root][INFO] - ===> Epoch[105](2707/26): Loss 1.4797, Sem 1.1407, dir -0.1296, norm 0.4685, swav 0.0000 LR: 7.527e-02 Score 65.293 Data time: 0.1903, Forward time: 2.2693, Backward time: 3.1006, DDP time: 0.0052, Total iter time: 4.9829 [2020-11-08 17:46:20,894][root][INFO] - ===> Epoch[105](2708/26): Loss 1.1588, Sem 0.8380, dir -0.0898, norm 0.4106, swav 0.0000 LR: 7.526e-02 Score 72.910 Data time: 0.1487, Forward time: 2.2691, Backward time: 3.1005, DDP time: 0.0052, Total iter time: 4.7569 [2020-11-08 17:46:25,697][root][INFO] - ===> Epoch[105](2709/26): Loss 1.3479, Sem 0.9198, dir -0.0657, norm 0.4938, swav 0.0000 LR: 7.525e-02 Score 71.926 Data time: 0.2032, Forward time: 2.2690, Backward time: 3.1003, DDP time: 0.0052, Total iter time: 4.7052 [2020-11-08 17:46:30,967][root][INFO] - ===> Epoch[105](2710/26): Loss 1.1440, Sem 0.9294, dir -0.1236, norm 0.3382, swav 0.0000 LR: 7.524e-02 Score 69.343 Data time: 0.1923, Forward time: 2.2690, Backward time: 3.1001, DDP time: 0.0052, Total iter time: 5.1537 [2020-11-08 17:46:37,591][root][INFO] - ===> Epoch[105](2711/26): Loss 1.2116, Sem 0.8974, dir -0.0628, norm 0.3770, swav 0.0000 LR: 7.523e-02 Score 72.627 Data time: 0.1761, Forward time: 2.2688, Backward time: 3.1006, DDP time: 0.0052, Total iter time: 6.5087 [2020-11-08 17:46:43,933][root][INFO] - ===> Epoch[105](2712/26): Loss 1.4432, Sem 0.9462, dir -0.0527, norm 0.5497, swav 0.0000 LR: 7.522e-02 Score 66.906 Data time: 0.2605, Forward time: 2.2690, Backward time: 3.1006, DDP time: 0.0052, Total iter time: 6.2427 [2020-11-08 17:46:50,373][root][INFO] - ===> Epoch[105](2713/26): Loss 1.3976, Sem 1.0176, dir -0.0405, norm 0.4206, swav 0.0000 LR: 7.522e-02 Score 67.457 Data time: 0.2503, Forward time: 2.2692, Backward time: 3.1007, DDP time: 0.0052, Total iter time: 6.3280 [2020-11-08 17:46:56,835][root][INFO] - ===> Epoch[105](2714/26): Loss 1.1737, Sem 0.9109, dir -0.0388, norm 0.3016, swav 0.0000 LR: 7.521e-02 Score 72.153 Data time: 0.2144, Forward time: 2.2692, Backward time: 3.1009, DDP time: 0.0052, Total iter time: 6.3560 [2020-11-08 17:47:02,735][root][INFO] - ===> Epoch[105](2715/26): Loss 1.4266, Sem 1.0294, dir -0.0749, norm 0.4721, swav 0.0000 LR: 7.520e-02 Score 68.282 Data time: 0.1765, Forward time: 2.2691, Backward time: 3.1011, DDP time: 0.0052, Total iter time: 5.8022 [2020-11-08 17:47:07,418][root][INFO] - ===> Epoch[105](2716/26): Loss 1.3643, Sem 0.9379, dir -0.0507, norm 0.4771, swav 0.0000 LR: 7.519e-02 Score 71.796 Data time: 0.1793, Forward time: 2.2690, Backward time: 3.1008, DDP time: 0.0052, Total iter time: 4.6068 [2020-11-08 17:47:12,648][root][INFO] - ===> Epoch[105](2717/26): Loss 1.4754, Sem 1.0535, dir -0.0507, norm 0.4726, swav 0.0000 LR: 7.518e-02 Score 66.081 Data time: 0.2169, Forward time: 2.2690, Backward time: 3.1006, DDP time: 0.0052, Total iter time: 5.1399 [2020-11-08 17:47:18,904][root][INFO] - ===> Epoch[105](2718/26): Loss 1.2608, Sem 0.9868, dir -0.0982, norm 0.3722, swav 0.0000 LR: 7.517e-02 Score 68.088 Data time: 0.1482, Forward time: 2.2688, Backward time: 3.1010, DDP time: 0.0052, Total iter time: 6.1480 [2020-11-08 17:47:25,131][root][INFO] - ===> Epoch[105](2719/26): Loss 1.3947, Sem 0.9789, dir -0.1151, norm 0.5308, swav 0.0000 LR: 7.516e-02 Score 68.099 Data time: 0.2441, Forward time: 2.2689, Backward time: 3.1010, DDP time: 0.0052, Total iter time: 6.1487 [2020-11-08 17:47:31,448][root][INFO] - ===> Epoch[105](2720/26): Loss 1.2973, Sem 0.9221, dir -0.1065, norm 0.4816, swav 0.0000 LR: 7.515e-02 Score 72.673 Data time: 0.3221, Forward time: 2.2693, Backward time: 3.1009, DDP time: 0.0052, Total iter time: 6.1888 [2020-11-08 17:47:37,363][root][INFO] - ===> Epoch[105](2721/26): Loss 1.1690, Sem 0.8655, dir -0.1038, norm 0.4073, swav 0.0000 LR: 7.514e-02 Score 74.248 Data time: 0.1552, Forward time: 2.2691, Backward time: 3.1011, DDP time: 0.0052, Total iter time: 5.7874 [2020-11-08 17:47:42,949][root][INFO] - ===> Epoch[105](2722/26): Loss 1.0703, Sem 0.7961, dir -0.0809, norm 0.3551, swav 0.0000 LR: 7.513e-02 Score 74.693 Data time: 0.1703, Forward time: 2.2690, Backward time: 3.1012, DDP time: 0.0052, Total iter time: 5.5076 [2020-11-08 17:47:48,361][root][INFO] - ===> Epoch[105](2723/26): Loss 1.2890, Sem 0.9009, dir -0.1443, norm 0.5324, swav 0.0000 LR: 7.512e-02 Score 71.676 Data time: 0.1737, Forward time: 2.2688, Backward time: 3.1012, DDP time: 0.0052, Total iter time: 5.2985 [2020-11-08 17:47:54,375][root][INFO] - ===> Epoch[105](2724/26): Loss 1.4333, Sem 1.0558, dir -0.0638, norm 0.4414, swav 0.0000 LR: 7.511e-02 Score 68.794 Data time: 0.1913, Forward time: 2.2688, Backward time: 3.1013, DDP time: 0.0052, Total iter time: 5.8912 [2020-11-08 17:48:01,394][root][INFO] - ===> Epoch[105](2725/26): Loss 1.3462, Sem 1.0507, dir -0.1286, norm 0.4241, swav 0.0000 LR: 7.510e-02 Score 67.243 Data time: 0.2785, Forward time: 2.2690, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 6.9034 [2020-11-08 17:48:08,447][root][INFO] - ===> Epoch[105](2726/26): Loss 1.2446, Sem 0.8705, dir -0.1108, norm 0.4849, swav 0.0000 LR: 7.509e-02 Score 74.866 Data time: 0.3502, Forward time: 2.2695, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 6.8811 [2020-11-08 17:48:15,158][root][INFO] - ===> Epoch[105](2727/26): Loss 1.3164, Sem 0.9436, dir -0.0551, norm 0.4279, swav 0.0000 LR: 7.509e-02 Score 69.759 Data time: 0.1698, Forward time: 2.2693, Backward time: 3.1019, DDP time: 0.0052, Total iter time: 6.5666 [2020-11-08 17:48:19,986][root][INFO] - ===> Epoch[105](2728/26): Loss 1.1220, Sem 0.9041, dir -0.1003, norm 0.3182, swav 0.0000 LR: 7.508e-02 Score 70.753 Data time: 0.2035, Forward time: 2.2693, Backward time: 3.1016, DDP time: 0.0052, Total iter time: 4.7336 [2020-11-08 17:48:25,047][root][INFO] - ===> Epoch[105](2729/26): Loss 0.9987, Sem 0.8487, dir -0.1540, norm 0.3040, swav 0.0000 LR: 7.507e-02 Score 74.619 Data time: 0.1711, Forward time: 2.2692, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 4.9468 [2020-11-08 17:48:31,114][root][INFO] - ===> Epoch[105](2730/26): Loss 1.3268, Sem 1.0112, dir -0.0811, norm 0.3966, swav 0.0000 LR: 7.506e-02 Score 68.775 Data time: 0.1755, Forward time: 2.2690, Backward time: 3.1017, DDP time: 0.0052, Total iter time: 5.9836 [2020-11-08 17:48:36,319][root][INFO] - ===> Epoch[106](2731/26): Loss 1.3567, Sem 1.1126, dir -0.1225, norm 0.3666, swav 0.0000 LR: 7.505e-02 Score 65.521 Data time: 0.2002, Forward time: 2.2690, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 5.1294 [2020-11-08 17:48:41,800][root][INFO] - ===> Epoch[106](2732/26): Loss 1.1418, Sem 0.7752, dir -0.0719, norm 0.4385, swav 0.0000 LR: 7.504e-02 Score 76.171 Data time: 0.1757, Forward time: 2.2689, Backward time: 3.1016, DDP time: 0.0052, Total iter time: 5.3752 [2020-11-08 17:48:47,815][root][INFO] - ===> Epoch[106](2733/26): Loss 1.2663, Sem 0.8876, dir -0.0412, norm 0.4199, swav 0.0000 LR: 7.503e-02 Score 71.619 Data time: 0.1864, Forward time: 2.2688, Backward time: 3.1018, DDP time: 0.0052, Total iter time: 5.9222 [2020-11-08 17:48:52,306][root][INFO] - ===> Epoch[106](2734/26): Loss 1.0988, Sem 0.9073, dir -0.1329, norm 0.3245, swav 0.0000 LR: 7.502e-02 Score 73.500 Data time: 0.1653, Forward time: 2.2686, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 4.3921 [2020-11-08 17:48:57,982][root][INFO] - ===> Epoch[106](2735/26): Loss 1.3536, Sem 0.9800, dir -0.0601, norm 0.4337, swav 0.0000 LR: 7.501e-02 Score 68.392 Data time: 0.2577, Forward time: 2.2688, Backward time: 3.1012, DDP time: 0.0052, Total iter time: 5.5707 [2020-11-08 17:49:03,378][root][INFO] - ===> Epoch[106](2736/26): Loss 1.2612, Sem 0.8983, dir -0.0426, norm 0.4055, swav 0.0000 LR: 7.500e-02 Score 72.100 Data time: 0.1592, Forward time: 2.2686, Backward time: 3.1013, DDP time: 0.0052, Total iter time: 5.2743 [2020-11-08 17:49:10,501][root][INFO] - ===> Epoch[106](2737/26): Loss 1.3053, Sem 1.0152, dir -0.0756, norm 0.3658, swav 0.0000 LR: 7.499e-02 Score 65.777 Data time: 0.1937, Forward time: 2.2685, Backward time: 3.1019, DDP time: 0.0052, Total iter time: 7.0251 [2020-11-08 17:49:17,142][root][INFO] - ===> Epoch[106](2738/26): Loss 1.2950, Sem 0.8901, dir -0.0640, norm 0.4689, swav 0.0000 LR: 7.498e-02 Score 73.279 Data time: 0.3172, Forward time: 2.2689, Backward time: 3.1018, DDP time: 0.0052, Total iter time: 6.5363 [2020-11-08 17:49:23,690][root][INFO] - ===> Epoch[106](2739/26): Loss 1.3849, Sem 0.9855, dir -0.0739, norm 0.4732, swav 0.0000 LR: 7.497e-02 Score 69.904 Data time: 0.1991, Forward time: 2.2689, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 6.4155 [2020-11-08 17:49:30,492][root][INFO] - ===> Epoch[106](2740/26): Loss 1.1084, Sem 0.7328, dir -0.0522, norm 0.4278, swav 0.0000 LR: 7.496e-02 Score 76.676 Data time: 0.2281, Forward time: 2.2690, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 6.6857 [2020-11-08 17:49:36,158][root][INFO] - ===> Epoch[106](2741/26): Loss 1.2256, Sem 0.9463, dir -0.0936, norm 0.3730, swav 0.0000 LR: 7.496e-02 Score 70.387 Data time: 0.2511, Forward time: 2.2691, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 5.5291 [2020-11-08 17:49:42,296][root][INFO] - ===> Epoch[106](2742/26): Loss 1.2893, Sem 0.9341, dir -0.0333, norm 0.3886, swav 0.0000 LR: 7.495e-02 Score 70.915 Data time: 0.3128, Forward time: 2.2695, Backward time: 3.1019, DDP time: 0.0052, Total iter time: 6.0016 [2020-11-08 17:49:47,049][root][INFO] - ===> Epoch[106](2743/26): Loss 1.3650, Sem 0.8698, dir -0.0393, norm 0.5345, swav 0.0000 LR: 7.494e-02 Score 72.413 Data time: 0.2025, Forward time: 2.2695, Backward time: 3.1016, DDP time: 0.0052, Total iter time: 4.6082 [2020-11-08 17:49:52,314][root][INFO] - ===> Epoch[106](2744/26): Loss 1.2101, Sem 0.7992, dir -0.0484, norm 0.4593, swav 0.0000 LR: 7.493e-02 Score 77.553 Data time: 0.1832, Forward time: 2.2694, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 5.1488 [2020-11-08 17:49:58,445][root][INFO] - ===> Epoch[106](2745/26): Loss 1.2236, Sem 0.9317, dir -0.0908, norm 0.3828, swav 0.0000 LR: 7.492e-02 Score 71.525 Data time: 0.2079, Forward time: 2.2694, Backward time: 3.1016, DDP time: 0.0052, Total iter time: 6.0546 [2020-11-08 17:50:03,873][root][INFO] - ===> Epoch[106](2746/26): Loss 1.1539, Sem 0.8829, dir -0.0617, norm 0.3327, swav 0.0000 LR: 7.491e-02 Score 71.598 Data time: 0.2449, Forward time: 2.2694, Backward time: 3.1014, DDP time: 0.0052, Total iter time: 5.3320 [2020-11-08 17:50:09,260][root][INFO] - ===> Epoch[106](2747/26): Loss 1.4127, Sem 0.9750, dir -0.0336, norm 0.4714, swav 0.0000 LR: 7.490e-02 Score 71.363 Data time: 0.1603, Forward time: 2.2692, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 5.2944 [2020-11-08 17:50:15,640][root][INFO] - ===> Epoch[106](2748/26): Loss 1.3515, Sem 0.9891, dir -0.0651, norm 0.4274, swav 0.0000 LR: 7.489e-02 Score 70.998 Data time: 0.1769, Forward time: 2.2691, Backward time: 3.1019, DDP time: 0.0052, Total iter time: 6.2944 [2020-11-08 17:50:21,728][root][INFO] - ===> Epoch[106](2749/26): Loss 1.1586, Sem 0.9418, dir -0.1058, norm 0.3226, swav 0.0000 LR: 7.488e-02 Score 70.035 Data time: 0.1933, Forward time: 2.2690, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 5.9762 [2020-11-08 17:50:27,487][root][INFO] - ===> Epoch[106](2750/26): Loss 1.4332, Sem 1.0533, dir -0.0427, norm 0.4226, swav 0.0000 LR: 7.487e-02 Score 67.989 Data time: 0.2580, Forward time: 2.2692, Backward time: 3.1018, DDP time: 0.0052, Total iter time: 5.6720 [2020-11-08 17:50:32,866][root][INFO] - ===> Epoch[106](2751/26): Loss 1.1795, Sem 0.7949, dir -0.0465, norm 0.4310, swav 0.0000 LR: 7.486e-02 Score 76.173 Data time: 0.2171, Forward time: 2.2692, Backward time: 3.1017, DDP time: 0.0052, Total iter time: 5.2531 [2020-11-08 17:50:38,564][root][INFO] - ===> Epoch[106](2752/26): Loss 1.2308, Sem 0.8214, dir -0.0557, norm 0.4651, swav 0.0000 LR: 7.485e-02 Score 74.647 Data time: 0.2901, Forward time: 2.2695, Backward time: 3.1014, DDP time: 0.0052, Total iter time: 5.6044 [2020-11-08 17:50:44,225][root][INFO] - ===> Epoch[106](2753/26): Loss 1.1043, Sem 0.8320, dir -0.0901, norm 0.3624, swav 0.0000 LR: 7.484e-02 Score 72.878 Data time: 0.2560, Forward time: 2.2697, Backward time: 3.1011, DDP time: 0.0052, Total iter time: 5.5518 [2020-11-08 17:50:49,862][root][INFO] - ===> Epoch[106](2754/26): Loss 1.2440, Sem 0.9373, dir -0.0912, norm 0.3979, swav 0.0000 LR: 7.483e-02 Score 66.945 Data time: 0.1965, Forward time: 2.2697, Backward time: 3.1011, DDP time: 0.0052, Total iter time: 5.5033 [2020-11-08 17:50:55,061][root][INFO] - ===> Epoch[106](2755/26): Loss 1.2912, Sem 0.9717, dir -0.0834, norm 0.4029, swav 0.0000 LR: 7.483e-02 Score 69.949 Data time: 0.1824, Forward time: 2.2696, Backward time: 3.1010, DDP time: 0.0052, Total iter time: 5.1076 [2020-11-08 17:51:00,354][root][INFO] - ===> Epoch[106](2756/26): Loss 1.3704, Sem 0.8897, dir -0.0637, norm 0.5444, swav 0.0000 LR: 7.482e-02 Score 72.396 Data time: 0.2092, Forward time: 2.2695, Backward time: 3.1009, DDP time: 0.0052, Total iter time: 5.2076 [2020-11-08 17:51:05,823][root][INFO] - ===> Epoch[107](2757/26): Loss 1.1617, Sem 0.9257, dir -0.0998, norm 0.3357, swav 0.0000 LR: 7.481e-02 Score 72.322 Data time: 0.2653, Forward time: 2.2697, Backward time: 3.1006, DDP time: 0.0052, Total iter time: 5.3415 [2020-11-08 17:51:10,385][root][INFO] - ===> Epoch[107](2758/26): Loss 1.2668, Sem 0.8416, dir -0.0443, norm 0.4695, swav 0.0000 LR: 7.480e-02 Score 73.940 Data time: 0.1840, Forward time: 2.2696, Backward time: 3.1003, DDP time: 0.0052, Total iter time: 4.4394 [2020-11-08 17:51:15,653][root][INFO] - ===> Epoch[107](2759/26): Loss 1.3105, Sem 0.8864, dir -0.0754, norm 0.4995, swav 0.0000 LR: 7.479e-02 Score 72.986 Data time: 0.1731, Forward time: 2.2695, Backward time: 3.1003, DDP time: 0.0052, Total iter time: 5.1897 [2020-11-08 17:51:23,037][root][INFO] - ===> Epoch[107](2760/26): Loss 1.3807, Sem 0.9066, dir -0.0652, norm 0.5393, swav 0.0000 LR: 7.478e-02 Score 72.109 Data time: 0.1974, Forward time: 2.2694, Backward time: 3.1009, DDP time: 0.0052, Total iter time: 7.3323 [2020-11-08 17:51:28,777][root][INFO] - ===> Epoch[107](2761/26): Loss 1.1473, Sem 0.8867, dir -0.0541, norm 0.3147, swav 0.0000 LR: 7.477e-02 Score 73.207 Data time: 0.2361, Forward time: 2.2695, Backward time: 3.1008, DDP time: 0.0052, Total iter time: 5.6223 [2020-11-08 17:51:34,206][root][INFO] - ===> Epoch[107](2762/26): Loss 1.2029, Sem 0.9791, dir -0.1377, norm 0.3615, swav 0.0000 LR: 7.476e-02 Score 68.378 Data time: 0.2635, Forward time: 2.2697, Backward time: 3.1005, DDP time: 0.0052, Total iter time: 5.3297 [2020-11-08 17:51:40,675][root][INFO] - ===> Epoch[107](2763/26): Loss 1.1781, Sem 0.8243, dir -0.0586, norm 0.4123, swav 0.0000 LR: 7.475e-02 Score 74.023 Data time: 0.2330, Forward time: 2.2697, Backward time: 3.1007, DDP time: 0.0052, Total iter time: 6.3426 [2020-11-08 17:51:47,428][root][INFO] - ===> Epoch[107](2764/26): Loss 1.2320, Sem 0.7927, dir -0.0916, norm 0.5308, swav 0.0000 LR: 7.474e-02 Score 77.039 Data time: 0.3438, Forward time: 2.2701, Backward time: 3.1007, DDP time: 0.0052, Total iter time: 6.6448 [2020-11-08 17:51:52,827][root][INFO] - ===> Epoch[107](2765/26): Loss 1.0972, Sem 0.9486, dir -0.1375, norm 0.2862, swav 0.0000 LR: 7.473e-02 Score 71.357 Data time: 0.1809, Forward time: 2.2700, Backward time: 3.1006, DDP time: 0.0052, Total iter time: 5.2600 [2020-11-08 17:51:59,379][root][INFO] - ===> Epoch[107](2766/26): Loss 1.3689, Sem 0.8732, dir -0.0575, norm 0.5532, swav 0.0000 LR: 7.472e-02 Score 73.079 Data time: 0.1547, Forward time: 2.2698, Backward time: 3.1011, DDP time: 0.0052, Total iter time: 6.4455 [2020-11-08 17:52:04,379][root][INFO] - ===> Epoch[107](2767/26): Loss 1.1863, Sem 0.7580, dir -0.0662, norm 0.4945, swav 0.0000 LR: 7.471e-02 Score 75.375 Data time: 0.2018, Forward time: 2.2698, Backward time: 3.1009, DDP time: 0.0052, Total iter time: 4.9369 [2020-11-08 17:52:12,071][root][INFO] - ===> Epoch[107](2768/26): Loss 1.3666, Sem 0.9727, dir -0.0616, norm 0.4555, swav 0.0000 LR: 7.470e-02 Score 68.808 Data time: 0.1814, Forward time: 2.2697, Backward time: 3.1016, DDP time: 0.0052, Total iter time: 7.5732 [2020-11-08 17:52:16,964][root][INFO] - ===> Epoch[107](2769/26): Loss 1.0817, Sem 0.8163, dir -0.0814, norm 0.3468, swav 0.0000 LR: 7.470e-02 Score 74.832 Data time: 0.1810, Forward time: 2.2696, Backward time: 3.1015, DDP time: 0.0052, Total iter time: 4.7872 [2020-11-08 17:52:22,225][root][INFO] - ===> Epoch[107](2770/26): Loss 1.3722, Sem 0.9795, dir -0.0458, norm 0.4385, swav 0.0000 LR: 7.469e-02 Score 67.305 Data time: 0.2677, Forward time: 2.2696, Backward time: 3.1012, DDP time: 0.0052, Total iter time: 5.1653 [2020-11-08 17:52:28,799][root][INFO] - ===> Epoch[107](2771/26): Loss 1.4221, Sem 0.9158, dir -0.0300, norm 0.5363, swav 0.0000 LR: 7.468e-02 Score 74.177 Data time: 0.2293, Forward time: 2.2697, Backward time: 3.1014, DDP time: 0.0052, Total iter time: 6.4577 [2020-11-08 17:52:34,880][root][INFO] - ===> Epoch[107](2772/26): Loss 1.1717, Sem 0.8117, dir -0.0369, norm 0.3970, swav 0.0000 LR: 7.467e-02 Score 75.062 Data time: 0.1891, Forward time: 2.2697, Backward time: 3.1016, DDP time: 0.0052, Total iter time: 5.9812 [2020-11-08 17:52:41,360][root][INFO] - ===> Epoch[107](2773/26): Loss 1.3087, Sem 0.9463, dir -0.0517, norm 0.4142, swav 0.0000 LR: 7.466e-02 Score 70.240 Data time: 0.1581, Forward time: 2.2694, Backward time: 3.1020, DDP time: 0.0052, Total iter time: 6.3764 [2020-11-08 17:52:47,005][root][INFO] - ===> Epoch[107](2774/26): Loss 1.1054, Sem 0.7840, dir -0.0683, norm 0.3897, swav 0.0000 LR: 7.465e-02 Score 76.429 Data time: 0.1758, Forward time: 2.2693, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 5.5573 [2020-11-08 17:52:52,413][root][INFO] - ===> Epoch[107](2775/26): Loss 1.3164, Sem 0.9570, dir -0.0867, norm 0.4461, swav 0.0000 LR: 7.464e-02 Score 71.108 Data time: 0.2112, Forward time: 2.2693, Backward time: 3.1020, DDP time: 0.0052, Total iter time: 5.3211 [2020-11-08 17:52:58,104][root][INFO] - ===> Epoch[107](2776/26): Loss 1.2526, Sem 0.9816, dir -0.0575, norm 0.3285, swav 0.0000 LR: 7.463e-02 Score 68.556 Data time: 0.1331, Forward time: 2.2690, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 5.5727 [2020-11-08 17:53:03,949][root][INFO] - ===> Epoch[107](2777/26): Loss 1.2891, Sem 0.9790, dir -0.1452, norm 0.4553, swav 0.0000 LR: 7.462e-02 Score 67.629 Data time: 0.1614, Forward time: 2.2688, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.7783 [2020-11-08 17:53:09,891][root][INFO] - ===> Epoch[107](2778/26): Loss 1.2307, Sem 0.8937, dir -0.0747, norm 0.4117, swav 0.0000 LR: 7.461e-02 Score 71.718 Data time: 0.2232, Forward time: 2.2689, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.8548 [2020-11-08 17:53:14,742][root][INFO] - ===> Epoch[107](2779/26): Loss 1.1609, Sem 0.9220, dir -0.1348, norm 0.3737, swav 0.0000 LR: 7.460e-02 Score 70.518 Data time: 0.1659, Forward time: 2.2688, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 4.7059 [2020-11-08 17:53:19,609][root][INFO] - ===> Epoch[107](2780/26): Loss 1.2931, Sem 0.9416, dir -0.0924, norm 0.4439, swav 0.0000 LR: 7.459e-02 Score 70.543 Data time: 0.1791, Forward time: 2.2686, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 4.7924 [2020-11-08 17:53:25,477][root][INFO] - ===> Epoch[107](2781/26): Loss 1.3429, Sem 0.9296, dir -0.0782, norm 0.4914, swav 0.0000 LR: 7.458e-02 Score 72.178 Data time: 0.2136, Forward time: 2.2686, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 5.7835 [2020-11-08 17:53:31,338][root][INFO] - ===> Epoch[107](2782/26): Loss 1.4036, Sem 0.9599, dir -0.0881, norm 0.5318, swav 0.0000 LR: 7.457e-02 Score 68.796 Data time: 0.2071, Forward time: 2.2686, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 5.7552 [2020-11-08 17:53:38,521][root][INFO] - ===> Epoch[108](2783/26): Loss 1.2991, Sem 0.9476, dir -0.1331, norm 0.4846, swav 0.0000 LR: 7.457e-02 Score 71.651 Data time: 0.3295, Forward time: 2.2691, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 7.0903 [2020-11-08 17:53:45,357][root][INFO] - ===> Epoch[108](2784/26): Loss 1.3618, Sem 0.9915, dir -0.0850, norm 0.4553, swav 0.0000 LR: 7.456e-02 Score 69.287 Data time: 0.1987, Forward time: 2.2690, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 6.6822 [2020-11-08 17:53:51,976][root][INFO] - ===> Epoch[108](2785/26): Loss 1.1175, Sem 0.9010, dir -0.0709, norm 0.2874, swav 0.0000 LR: 7.455e-02 Score 70.255 Data time: 0.2274, Forward time: 2.2691, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 6.5142 [2020-11-08 17:53:59,000][root][INFO] - ===> Epoch[108](2786/26): Loss 1.1313, Sem 0.7904, dir -0.0987, norm 0.4396, swav 0.0000 LR: 7.454e-02 Score 75.639 Data time: 0.1720, Forward time: 2.2690, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 6.9126 [2020-11-08 17:54:04,764][root][INFO] - ===> Epoch[108](2787/26): Loss 1.1773, Sem 0.8798, dir -0.0783, norm 0.3759, swav 0.0000 LR: 7.453e-02 Score 72.993 Data time: 0.1276, Forward time: 2.2686, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.6839 [2020-11-08 17:54:10,050][root][INFO] - ===> Epoch[108](2788/26): Loss 1.0118, Sem 0.8145, dir -0.1215, norm 0.3188, swav 0.0000 LR: 7.452e-02 Score 73.081 Data time: 0.1637, Forward time: 2.2685, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.2332 [2020-11-08 17:54:15,493][root][INFO] - ===> Epoch[108](2789/26): Loss 1.3799, Sem 1.0446, dir -0.0710, norm 0.4063, swav 0.0000 LR: 7.451e-02 Score 65.814 Data time: 0.1432, Forward time: 2.2682, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.3749 [2020-11-08 17:54:20,559][root][INFO] - ===> Epoch[108](2790/26): Loss 1.1935, Sem 0.8428, dir -0.0718, norm 0.4225, swav 0.0000 LR: 7.450e-02 Score 71.833 Data time: 0.1421, Forward time: 2.2679, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 4.9836 [2020-11-08 17:54:25,697][root][INFO] - ===> Epoch[108](2791/26): Loss 1.0867, Sem 0.8384, dir -0.1300, norm 0.3784, swav 0.0000 LR: 7.449e-02 Score 72.779 Data time: 0.2381, Forward time: 2.2681, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.0786 [2020-11-08 17:54:32,131][root][INFO] - ===> Epoch[108](2792/26): Loss 1.1639, Sem 0.8844, dir -0.1172, norm 0.3967, swav 0.0000 LR: 7.448e-02 Score 71.376 Data time: 0.2115, Forward time: 2.2681, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 6.3284 [2020-11-08 17:54:38,017][root][INFO] - ===> Epoch[108](2793/26): Loss 1.2610, Sem 0.9535, dir -0.0882, norm 0.3956, swav 0.0000 LR: 7.447e-02 Score 68.480 Data time: 0.1947, Forward time: 2.2679, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.7879 [2020-11-08 17:54:44,467][root][INFO] - ===> Epoch[108](2794/26): Loss 0.9908, Sem 0.7838, dir -0.0979, norm 0.3050, swav 0.0000 LR: 7.446e-02 Score 76.032 Data time: 0.3185, Forward time: 2.2682, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 6.3928 [2020-11-08 17:54:49,686][root][INFO] - ===> Epoch[108](2795/26): Loss 1.1130, Sem 0.8191, dir -0.0624, norm 0.3563, swav 0.0000 LR: 7.445e-02 Score 75.650 Data time: 0.2454, Forward time: 2.2684, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.0838 [2020-11-08 17:54:55,209][root][INFO] - ===> Epoch[108](2796/26): Loss 1.4566, Sem 1.0137, dir -0.0412, norm 0.4842, swav 0.0000 LR: 7.444e-02 Score 69.078 Data time: 0.2463, Forward time: 2.2685, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.3992 [2020-11-08 17:55:01,790][root][INFO] - ===> Epoch[108](2797/26): Loss 1.2841, Sem 0.7798, dir -0.0336, norm 0.5379, swav 0.0000 LR: 7.444e-02 Score 76.668 Data time: 0.2642, Forward time: 2.2687, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 6.4718 [2020-11-08 17:55:07,256][root][INFO] - ===> Epoch[108](2798/26): Loss 1.3364, Sem 1.0166, dir -0.0475, norm 0.3673, swav 0.0000 LR: 7.443e-02 Score 68.086 Data time: 0.2464, Forward time: 2.2689, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.2943 [2020-11-08 17:55:13,920][root][INFO] - ===> Epoch[108](2799/26): Loss 1.2746, Sem 0.9206, dir -0.0689, norm 0.4229, swav 0.0000 LR: 7.442e-02 Score 72.759 Data time: 0.1942, Forward time: 2.2689, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 6.5412 [2020-11-08 17:55:21,130][root][INFO] - ===> Epoch[108](2800/26): Loss 1.3240, Sem 0.9051, dir -0.0434, norm 0.4623, swav 0.0000 LR: 7.441e-02 Score 72.394 Data time: 0.1871, Forward time: 2.2688, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 7.1275 [2020-11-08 17:55:27,222][root][INFO] - ===> Epoch[108](2801/26): Loss 1.4570, Sem 1.0754, dir -0.0762, norm 0.4578, swav 0.0000 LR: 7.440e-02 Score 65.821 Data time: 0.2255, Forward time: 2.2689, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 6.0024 [2020-11-08 17:55:33,791][root][INFO] - ===> Epoch[108](2802/26): Loss 1.2481, Sem 0.9399, dir -0.0627, norm 0.3710, swav 0.0000 LR: 7.439e-02 Score 72.264 Data time: 0.2538, Forward time: 2.2690, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 6.4290 [2020-11-08 17:55:39,261][root][INFO] - ===> Epoch[108](2803/26): Loss 1.3049, Sem 0.9660, dir -0.0345, norm 0.3734, swav 0.0000 LR: 7.438e-02 Score 69.422 Data time: 0.1833, Forward time: 2.2690, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.3427 [2020-11-08 17:55:43,960][root][INFO] - ===> Epoch[108](2804/26): Loss 1.2884, Sem 0.8217, dir -0.0269, norm 0.4936, swav 0.0000 LR: 7.437e-02 Score 75.273 Data time: 0.1983, Forward time: 2.2689, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 4.6007 [2020-11-08 17:55:49,649][root][INFO] - ===> Epoch[108](2805/26): Loss 1.1825, Sem 0.7572, dir -0.0231, norm 0.4484, swav 0.0000 LR: 7.436e-02 Score 73.300 Data time: 0.2021, Forward time: 2.2688, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.6028 [2020-11-08 17:55:55,839][root][INFO] - ===> Epoch[108](2806/26): Loss 1.3062, Sem 0.9208, dir -0.0863, norm 0.4717, swav 0.0000 LR: 7.435e-02 Score 71.143 Data time: 0.2079, Forward time: 2.2687, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 6.0769 [2020-11-08 17:56:01,402][root][INFO] - ===> Epoch[108](2807/26): Loss 1.1831, Sem 0.9230, dir -0.1226, norm 0.3827, swav 0.0000 LR: 7.434e-02 Score 71.721 Data time: 0.2270, Forward time: 2.2686, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.5068 [2020-11-08 17:56:07,070][root][INFO] - ===> Epoch[108](2808/26): Loss 1.2023, Sem 0.8761, dir -0.0731, norm 0.3993, swav 0.0000 LR: 7.433e-02 Score 74.570 Data time: 0.1536, Forward time: 2.2684, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.5602 [2020-11-08 17:56:13,749][root][INFO] - ===> Epoch[109](2809/26): Loss 1.2550, Sem 1.0473, dir -0.1077, norm 0.3154, swav 0.0000 LR: 7.432e-02 Score 65.296 Data time: 0.2176, Forward time: 2.2684, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.6273 [2020-11-08 17:56:19,081][root][INFO] - ===> Epoch[109](2810/26): Loss 1.2496, Sem 0.8972, dir -0.0809, norm 0.4334, swav 0.0000 LR: 7.431e-02 Score 69.770 Data time: 0.1990, Forward time: 2.2685, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.2195 [2020-11-08 17:56:26,014][root][INFO] - ===> Epoch[109](2811/26): Loss 1.1676, Sem 0.7789, dir -0.0419, norm 0.4306, swav 0.0000 LR: 7.430e-02 Score 76.602 Data time: 0.1522, Forward time: 2.2682, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 6.8078 [2020-11-08 17:56:31,745][root][INFO] - ===> Epoch[109](2812/26): Loss 1.3005, Sem 0.9098, dir -0.0651, norm 0.4558, swav 0.0000 LR: 7.430e-02 Score 70.507 Data time: 0.2014, Forward time: 2.2682, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 5.6275 [2020-11-08 17:56:37,637][root][INFO] - ===> Epoch[109](2813/26): Loss 1.0360, Sem 0.7691, dir -0.1137, norm 0.3806, swav 0.0000 LR: 7.429e-02 Score 76.594 Data time: 0.1704, Forward time: 2.2681, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 5.7841 [2020-11-08 17:56:42,747][root][INFO] - ===> Epoch[109](2814/26): Loss 1.2433, Sem 0.9154, dir -0.0752, norm 0.4031, swav 0.0000 LR: 7.428e-02 Score 73.279 Data time: 0.1370, Forward time: 2.2678, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 5.0190 [2020-11-08 17:56:48,223][root][INFO] - ===> Epoch[109](2815/26): Loss 1.2407, Sem 0.8485, dir -0.0598, norm 0.4519, swav 0.0000 LR: 7.427e-02 Score 73.887 Data time: 0.2312, Forward time: 2.2679, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 5.4231 [2020-11-08 17:56:53,341][root][INFO] - ===> Epoch[109](2816/26): Loss 1.3021, Sem 0.8742, dir -0.0483, norm 0.4763, swav 0.0000 LR: 7.426e-02 Score 72.100 Data time: 0.1852, Forward time: 2.2677, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.0146 [2020-11-08 17:56:58,796][root][INFO] - ===> Epoch[109](2817/26): Loss 1.1008, Sem 0.7958, dir -0.0932, norm 0.3982, swav 0.0000 LR: 7.425e-02 Score 75.361 Data time: 0.1850, Forward time: 2.2676, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.3666 [2020-11-08 17:57:04,158][root][INFO] - ===> Epoch[109](2818/26): Loss 1.2676, Sem 0.9749, dir -0.0667, norm 0.3594, swav 0.0000 LR: 7.424e-02 Score 71.024 Data time: 0.2115, Forward time: 2.2677, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.2553 [2020-11-08 17:57:08,848][root][INFO] - ===> Epoch[109](2819/26): Loss 1.2561, Sem 0.9180, dir -0.0858, norm 0.4238, swav 0.0000 LR: 7.423e-02 Score 70.834 Data time: 0.1468, Forward time: 2.2674, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 4.5607 [2020-11-08 17:57:13,789][root][INFO] - ===> Epoch[109](2820/26): Loss 1.2326, Sem 0.9227, dir -0.0730, norm 0.3830, swav 0.0000 LR: 7.422e-02 Score 72.626 Data time: 0.1706, Forward time: 2.2673, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 4.8841 [2020-11-08 17:57:19,103][root][INFO] - ===> Epoch[109](2821/26): Loss 1.0670, Sem 0.8725, dir -0.0952, norm 0.2897, swav 0.0000 LR: 7.421e-02 Score 71.655 Data time: 0.1927, Forward time: 2.2672, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.2034 [2020-11-08 17:57:25,370][root][INFO] - ===> Epoch[109](2822/26): Loss 1.0445, Sem 0.7508, dir -0.0473, norm 0.3410, swav 0.0000 LR: 7.420e-02 Score 77.486 Data time: 0.1817, Forward time: 2.2671, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 6.1828 [2020-11-08 17:57:30,077][root][INFO] - ===> Epoch[109](2823/26): Loss 1.5393, Sem 1.0344, dir -0.0415, norm 0.5464, swav 0.0000 LR: 7.419e-02 Score 67.362 Data time: 0.1992, Forward time: 2.2670, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 4.6450 [2020-11-08 17:57:36,086][root][INFO] - ===> Epoch[109](2824/26): Loss 1.1545, Sem 0.8377, dir -0.0524, norm 0.3692, swav 0.0000 LR: 7.418e-02 Score 75.068 Data time: 0.2035, Forward time: 2.2670, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.8901 [2020-11-08 17:57:41,471][root][INFO] - ===> Epoch[109](2825/26): Loss 1.2421, Sem 0.9107, dir -0.0514, norm 0.3828, swav 0.0000 LR: 7.417e-02 Score 71.297 Data time: 0.1969, Forward time: 2.2670, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.2852 [2020-11-08 17:57:47,579][root][INFO] - ===> Epoch[109](2826/26): Loss 1.2142, Sem 0.9136, dir -0.0489, norm 0.3496, swav 0.0000 LR: 7.417e-02 Score 73.003 Data time: 0.1867, Forward time: 2.2669, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.9831 [2020-11-08 17:57:52,428][root][INFO] - ===> Epoch[109](2827/26): Loss 1.3115, Sem 0.9641, dir -0.0739, norm 0.4214, swav 0.0000 LR: 7.416e-02 Score 71.546 Data time: 0.1760, Forward time: 2.2668, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 4.7629 [2020-11-08 17:57:58,782][root][INFO] - ===> Epoch[109](2828/26): Loss 1.2235, Sem 0.8879, dir -0.0315, norm 0.3671, swav 0.0000 LR: 7.415e-02 Score 73.311 Data time: 0.1928, Forward time: 2.2667, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 6.2470 [2020-11-08 17:58:05,970][root][INFO] - ===> Epoch[109](2829/26): Loss 1.2213, Sem 0.9111, dir -0.0423, norm 0.3525, swav 0.0000 LR: 7.414e-02 Score 71.678 Data time: 0.1978, Forward time: 2.2666, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 7.0696 [2020-11-08 17:58:12,432][root][INFO] - ===> Epoch[109](2830/26): Loss 1.2664, Sem 0.8914, dir -0.0721, norm 0.4470, swav 0.0000 LR: 7.413e-02 Score 72.341 Data time: 0.1720, Forward time: 2.2665, Backward time: 3.1059, DDP time: 0.0052, Total iter time: 6.3715 [2020-11-08 17:58:18,109][root][INFO] - ===> Epoch[109](2831/26): Loss 1.1899, Sem 0.8704, dir -0.0345, norm 0.3541, swav 0.0000 LR: 7.412e-02 Score 73.707 Data time: 0.2726, Forward time: 2.2666, Backward time: 3.1058, DDP time: 0.0052, Total iter time: 5.5977 [2020-11-08 17:58:23,614][root][INFO] - ===> Epoch[109](2832/26): Loss 1.2733, Sem 0.9309, dir -0.0523, norm 0.3948, swav 0.0000 LR: 7.411e-02 Score 71.724 Data time: 0.2265, Forward time: 2.2668, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 5.3953 [2020-11-08 17:58:28,980][root][INFO] - ===> Epoch[109](2833/26): Loss 1.4189, Sem 1.0751, dir -0.1213, norm 0.4651, swav 0.0000 LR: 7.410e-02 Score 68.122 Data time: 0.1562, Forward time: 2.2666, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 5.2404 [2020-11-08 17:58:33,779][root][INFO] - ===> Epoch[109](2834/26): Loss 1.2926, Sem 1.0530, dir -0.0837, norm 0.3233, swav 0.0000 LR: 7.409e-02 Score 65.975 Data time: 0.2113, Forward time: 2.2665, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 4.7376 [2020-11-08 17:58:40,877][root][INFO] - ===> Epoch[110](2835/26): Loss 1.1472, Sem 0.8439, dir -0.1131, norm 0.4164, swav 0.0000 LR: 7.408e-02 Score 73.328 Data time: 0.1841, Forward time: 2.2663, Backward time: 3.1059, DDP time: 0.0052, Total iter time: 7.0029 [2020-11-08 17:58:47,582][root][INFO] - ===> Epoch[110](2836/26): Loss 1.0096, Sem 0.7193, dir -0.1123, norm 0.4027, swav 0.0000 LR: 7.407e-02 Score 78.112 Data time: 0.2040, Forward time: 2.2663, Backward time: 3.1063, DDP time: 0.0052, Total iter time: 6.6047 [2020-11-08 17:58:52,416][root][INFO] - ===> Epoch[110](2837/26): Loss 1.2788, Sem 0.9053, dir -0.0810, norm 0.4545, swav 0.0000 LR: 7.406e-02 Score 70.565 Data time: 0.1469, Forward time: 2.2661, Backward time: 3.1062, DDP time: 0.0052, Total iter time: 4.7296 [2020-11-08 17:58:57,288][root][INFO] - ===> Epoch[110](2838/26): Loss 1.2447, Sem 0.8141, dir -0.0735, norm 0.5040, swav 0.0000 LR: 7.405e-02 Score 75.678 Data time: 0.2762, Forward time: 2.2661, Backward time: 3.1059, DDP time: 0.0052, Total iter time: 4.8125 [2020-11-08 17:59:03,206][root][INFO] - ===> Epoch[110](2839/26): Loss 1.3853, Sem 0.9022, dir -0.0463, norm 0.5294, swav 0.0000 LR: 7.404e-02 Score 73.276 Data time: 0.2518, Forward time: 2.2662, Backward time: 3.1058, DDP time: 0.0052, Total iter time: 5.8145 [2020-11-08 17:59:09,228][root][INFO] - ===> Epoch[110](2840/26): Loss 1.3614, Sem 0.9427, dir -0.0744, norm 0.4931, swav 0.0000 LR: 7.404e-02 Score 70.785 Data time: 0.2604, Forward time: 2.2664, Backward time: 3.1057, DDP time: 0.0052, Total iter time: 5.8951 [2020-11-08 17:59:15,619][root][INFO] - ===> Epoch[110](2841/26): Loss 1.2645, Sem 0.8987, dir -0.0774, norm 0.4432, swav 0.0000 LR: 7.403e-02 Score 68.340 Data time: 0.1892, Forward time: 2.2663, Backward time: 3.1060, DDP time: 0.0052, Total iter time: 6.2490 [2020-11-08 17:59:22,404][root][INFO] - ===> Epoch[110](2842/26): Loss 1.1185, Sem 0.8118, dir -0.0636, norm 0.3704, swav 0.0000 LR: 7.402e-02 Score 74.892 Data time: 0.2476, Forward time: 2.2665, Backward time: 3.1062, DDP time: 0.0052, Total iter time: 6.6946 [2020-11-08 17:59:27,671][root][INFO] - ===> Epoch[110](2843/26): Loss 1.2156, Sem 0.8840, dir -0.1017, norm 0.4332, swav 0.0000 LR: 7.401e-02 Score 74.736 Data time: 0.1746, Forward time: 2.2664, Backward time: 3.1061, DDP time: 0.0052, Total iter time: 5.1220 [2020-11-08 17:59:32,755][root][INFO] - ===> Epoch[110](2844/26): Loss 1.1165, Sem 0.8723, dir -0.1168, norm 0.3610, swav 0.0000 LR: 7.400e-02 Score 74.574 Data time: 0.2137, Forward time: 2.2663, Backward time: 3.1059, DDP time: 0.0052, Total iter time: 5.0144 [2020-11-08 17:59:38,089][root][INFO] - ===> Epoch[110](2845/26): Loss 1.2494, Sem 0.9003, dir -0.0684, norm 0.4175, swav 0.0000 LR: 7.399e-02 Score 73.142 Data time: 0.2326, Forward time: 2.2663, Backward time: 3.1057, DDP time: 0.0052, Total iter time: 5.2257 [2020-11-08 17:59:45,020][root][INFO] - ===> Epoch[110](2846/26): Loss 1.1988, Sem 0.8192, dir -0.0338, norm 0.4134, swav 0.0000 LR: 7.398e-02 Score 73.382 Data time: 0.2342, Forward time: 2.2664, Backward time: 3.1061, DDP time: 0.0052, Total iter time: 6.8158 [2020-11-08 17:59:50,423][root][INFO] - ===> Epoch[110](2847/26): Loss 1.3022, Sem 0.9182, dir -0.0449, norm 0.4289, swav 0.0000 LR: 7.397e-02 Score 69.807 Data time: 0.2624, Forward time: 2.2665, Backward time: 3.1058, DDP time: 0.0052, Total iter time: 5.2860 [2020-11-08 17:59:56,345][root][INFO] - ===> Epoch[110](2848/26): Loss 1.3157, Sem 1.0033, dir -0.0706, norm 0.3831, swav 0.0000 LR: 7.396e-02 Score 64.940 Data time: 0.2098, Forward time: 2.2666, Backward time: 3.1058, DDP time: 0.0052, Total iter time: 5.8010 [2020-11-08 18:00:01,006][root][INFO] - ===> Epoch[110](2849/26): Loss 1.1710, Sem 0.8052, dir -0.0876, norm 0.4534, swav 0.0000 LR: 7.395e-02 Score 73.736 Data time: 0.2415, Forward time: 2.2665, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 4.5473 [2020-11-08 18:00:06,643][root][INFO] - ===> Epoch[110](2850/26): Loss 1.2875, Sem 0.9233, dir -0.0670, norm 0.4313, swav 0.0000 LR: 7.394e-02 Score 70.279 Data time: 0.2183, Forward time: 2.2666, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 5.5412 [2020-11-08 18:00:11,822][root][INFO] - ===> Epoch[110](2851/26): Loss 1.1776, Sem 0.8863, dir -0.0657, norm 0.3570, swav 0.0000 LR: 7.393e-02 Score 73.346 Data time: 0.2179, Forward time: 2.2666, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 5.0538 [2020-11-08 18:00:17,058][root][INFO] - ===> Epoch[110](2852/26): Loss 1.1846, Sem 0.9269, dir -0.0774, norm 0.3351, swav 0.0000 LR: 7.392e-02 Score 69.944 Data time: 0.2187, Forward time: 2.2666, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.1287 [2020-11-08 18:00:22,756][root][INFO] - ===> Epoch[110](2853/26): Loss 1.1709, Sem 0.9057, dir -0.0689, norm 0.3342, swav 0.0000 LR: 7.391e-02 Score 73.451 Data time: 0.2182, Forward time: 2.2666, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.5841 [2020-11-08 18:00:27,358][root][INFO] - ===> Epoch[110](2854/26): Loss 1.3414, Sem 0.8483, dir -0.0370, norm 0.5302, swav 0.0000 LR: 7.390e-02 Score 73.503 Data time: 0.2296, Forward time: 2.2666, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.5074 [2020-11-08 18:00:32,836][root][INFO] - ===> Epoch[110](2855/26): Loss 1.3396, Sem 0.9381, dir -0.0453, norm 0.4467, swav 0.0000 LR: 7.390e-02 Score 70.206 Data time: 0.2712, Forward time: 2.2668, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.3574 [2020-11-08 18:00:38,843][root][INFO] - ===> Epoch[110](2856/26): Loss 1.4648, Sem 1.0388, dir -0.0554, norm 0.4814, swav 0.0000 LR: 7.389e-02 Score 68.740 Data time: 0.2794, Forward time: 2.2671, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.8921 [2020-11-08 18:00:43,861][root][INFO] - ===> Epoch[110](2857/26): Loss 1.1499, Sem 0.8703, dir -0.0813, norm 0.3609, swav 0.0000 LR: 7.388e-02 Score 73.100 Data time: 0.2242, Forward time: 2.2671, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 4.8901 [2020-11-08 18:00:49,075][root][INFO] - ===> Epoch[110](2858/26): Loss 1.1596, Sem 0.8586, dir -0.0833, norm 0.3843, swav 0.0000 LR: 7.387e-02 Score 69.911 Data time: 0.2128, Forward time: 2.2671, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.1066 [2020-11-08 18:00:54,179][root][INFO] - ===> Epoch[110](2859/26): Loss 1.0576, Sem 0.7075, dir -0.1113, norm 0.4614, swav 0.0000 LR: 7.386e-02 Score 77.572 Data time: 0.2134, Forward time: 2.2671, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 4.9994 [2020-11-08 18:00:59,824][root][INFO] - ===> Epoch[110](2860/26): Loss 1.0954, Sem 0.8103, dir -0.1168, norm 0.4019, swav 0.0000 LR: 7.385e-02 Score 75.597 Data time: 0.2454, Forward time: 2.2673, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.5444 [2020-11-08 18:01:06,240][root][INFO] - ===> Epoch[111](2861/26): Loss 1.1310, Sem 0.8757, dir -0.0956, norm 0.3509, swav 0.0000 LR: 7.384e-02 Score 73.778 Data time: 0.1945, Forward time: 2.2673, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.2955 [2020-11-08 18:01:11,575][root][INFO] - ===> Epoch[111](2862/26): Loss 1.2545, Sem 0.9293, dir -0.1102, norm 0.4354, swav 0.0000 LR: 7.383e-02 Score 73.012 Data time: 0.2690, Forward time: 2.2674, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.2425 [2020-11-08 18:01:18,465][root][INFO] - ===> Epoch[111](2863/26): Loss 1.2201, Sem 0.8916, dir -0.0592, norm 0.3877, swav 0.0000 LR: 7.382e-02 Score 73.064 Data time: 0.2663, Forward time: 2.2677, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.7776 [2020-11-08 18:01:23,979][root][INFO] - ===> Epoch[111](2864/26): Loss 1.5244, Sem 1.0867, dir -0.0731, norm 0.5108, swav 0.0000 LR: 7.381e-02 Score 66.944 Data time: 0.2463, Forward time: 2.2679, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.3881 [2020-11-08 18:01:29,710][root][INFO] - ===> Epoch[111](2865/26): Loss 1.3845, Sem 0.9938, dir -0.0800, norm 0.4707, swav 0.0000 LR: 7.380e-02 Score 70.518 Data time: 0.1543, Forward time: 2.2677, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.6022 [2020-11-08 18:01:36,340][root][INFO] - ===> Epoch[111](2866/26): Loss 1.0681, Sem 0.8569, dir -0.0748, norm 0.2860, swav 0.0000 LR: 7.379e-02 Score 72.956 Data time: 0.1916, Forward time: 2.2677, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 6.5730 [2020-11-08 18:01:41,470][root][INFO] - ===> Epoch[111](2867/26): Loss 1.4514, Sem 0.9878, dir -0.0714, norm 0.5350, swav 0.0000 LR: 7.378e-02 Score 67.963 Data time: 0.2234, Forward time: 2.2677, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.0155 [2020-11-08 18:01:47,064][root][INFO] - ===> Epoch[111](2868/26): Loss 1.2380, Sem 0.9187, dir -0.0656, norm 0.3849, swav 0.0000 LR: 7.377e-02 Score 70.738 Data time: 0.1860, Forward time: 2.2677, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.4686 [2020-11-08 18:01:52,384][root][INFO] - ===> Epoch[111](2869/26): Loss 1.3293, Sem 0.9366, dir -0.0704, norm 0.4632, swav 0.0000 LR: 7.377e-02 Score 72.713 Data time: 0.2035, Forward time: 2.2676, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.2166 [2020-11-08 18:01:57,420][root][INFO] - ===> Epoch[111](2870/26): Loss 1.1023, Sem 0.8605, dir -0.0687, norm 0.3105, swav 0.0000 LR: 7.376e-02 Score 72.023 Data time: 0.1599, Forward time: 2.2674, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 4.9182 [2020-11-08 18:02:02,792][root][INFO] - ===> Epoch[111](2871/26): Loss 1.3849, Sem 0.9764, dir -0.0476, norm 0.4561, swav 0.0000 LR: 7.375e-02 Score 68.875 Data time: 0.2188, Forward time: 2.2674, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.2893 [2020-11-08 18:02:07,907][root][INFO] - ===> Epoch[111](2872/26): Loss 1.4437, Sem 0.9592, dir -0.0475, norm 0.5320, swav 0.0000 LR: 7.374e-02 Score 71.939 Data time: 0.2504, Forward time: 2.2676, Backward time: 3.1024, DDP time: 0.0052, Total iter time: 5.0067 [2020-11-08 18:02:14,716][root][INFO] - ===> Epoch[111](2873/26): Loss 1.4624, Sem 0.9634, dir -0.0315, norm 0.5304, swav 0.0000 LR: 7.373e-02 Score 66.940 Data time: 0.2905, Forward time: 2.2678, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 6.6743 [2020-11-08 18:02:21,386][root][INFO] - ===> Epoch[111](2874/26): Loss 1.3292, Sem 0.9182, dir -0.0445, norm 0.4554, swav 0.0000 LR: 7.372e-02 Score 74.167 Data time: 0.3609, Forward time: 2.2682, Backward time: 3.1024, DDP time: 0.0052, Total iter time: 6.5174 [2020-11-08 18:02:29,494][root][INFO] - ===> Epoch[111](2875/26): Loss 1.3075, Sem 0.8841, dir -0.0221, norm 0.4454, swav 0.0000 LR: 7.371e-02 Score 73.861 Data time: 0.2497, Forward time: 2.2683, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 7.9640 [2020-11-08 18:02:35,381][root][INFO] - ===> Epoch[111](2876/26): Loss 1.0295, Sem 0.7923, dir -0.0517, norm 0.2889, swav 0.0000 LR: 7.370e-02 Score 77.471 Data time: 0.2066, Forward time: 2.2683, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.7794 [2020-11-08 18:02:41,199][root][INFO] - ===> Epoch[111](2877/26): Loss 1.4490, Sem 0.9978, dir -0.0443, norm 0.4955, swav 0.0000 LR: 7.369e-02 Score 68.848 Data time: 0.2927, Forward time: 2.2685, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.7167 [2020-11-08 18:02:46,222][root][INFO] - ===> Epoch[111](2878/26): Loss 1.2639, Sem 0.8885, dir -0.0810, norm 0.4564, swav 0.0000 LR: 7.368e-02 Score 68.524 Data time: 0.2768, Forward time: 2.2686, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 4.8870 [2020-11-08 18:02:51,427][root][INFO] - ===> Epoch[111](2879/26): Loss 1.0836, Sem 0.8270, dir -0.0622, norm 0.3188, swav 0.0000 LR: 7.367e-02 Score 71.128 Data time: 0.2575, Forward time: 2.2688, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 5.0908 [2020-11-08 18:02:56,388][root][INFO] - ===> Epoch[111](2880/26): Loss 1.0678, Sem 0.8407, dir -0.1051, norm 0.3321, swav 0.0000 LR: 7.366e-02 Score 72.525 Data time: 0.1975, Forward time: 2.2687, Backward time: 3.1019, DDP time: 0.0052, Total iter time: 4.8594 [2020-11-08 18:03:02,615][root][INFO] - ===> Epoch[111](2881/26): Loss 1.2199, Sem 0.9606, dir -0.1022, norm 0.3615, swav 0.0000 LR: 7.365e-02 Score 71.031 Data time: 0.2027, Forward time: 2.2685, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 6.1324 [2020-11-08 18:03:09,184][root][INFO] - ===> Epoch[111](2882/26): Loss 1.2749, Sem 0.9555, dir -0.1112, norm 0.4306, swav 0.0000 LR: 7.364e-02 Score 69.332 Data time: 0.1959, Forward time: 2.2685, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 6.4764 [2020-11-08 18:03:14,292][root][INFO] - ===> Epoch[111](2883/26): Loss 1.2329, Sem 0.8789, dir -0.1079, norm 0.4619, swav 0.0000 LR: 7.363e-02 Score 70.116 Data time: 0.1709, Forward time: 2.2684, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 4.9952 [2020-11-08 18:03:19,789][root][INFO] - ===> Epoch[111](2884/26): Loss 1.3141, Sem 0.9820, dir -0.0886, norm 0.4207, swav 0.0000 LR: 7.363e-02 Score 70.362 Data time: 0.2559, Forward time: 2.2685, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 5.4006 [2020-11-08 18:03:24,990][root][INFO] - ===> Epoch[111](2885/26): Loss 0.9539, Sem 0.7949, dir -0.0779, norm 0.2369, swav 0.0000 LR: 7.362e-02 Score 73.994 Data time: 0.2495, Forward time: 2.2687, Backward time: 3.1019, DDP time: 0.0052, Total iter time: 5.0826 [2020-11-08 18:03:32,058][root][INFO] - ===> Epoch[111](2886/26): Loss 1.1158, Sem 0.7785, dir -0.0845, norm 0.4218, swav 0.0000 LR: 7.361e-02 Score 73.912 Data time: 0.1913, Forward time: 2.2686, Backward time: 3.1024, DDP time: 0.0052, Total iter time: 6.9407 [2020-11-08 18:03:38,609][root][INFO] - ===> Epoch[112](2887/26): Loss 1.4130, Sem 0.8813, dir -0.0577, norm 0.5894, swav 0.0000 LR: 7.360e-02 Score 74.356 Data time: 0.1649, Forward time: 2.2684, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 6.4449 [2020-11-08 18:03:43,247][root][INFO] - ===> Epoch[112](2888/26): Loss 1.4193, Sem 0.9843, dir -0.0728, norm 0.5078, swav 0.0000 LR: 7.359e-02 Score 72.024 Data time: 0.1781, Forward time: 2.2683, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 4.5498 [2020-11-08 18:03:49,038][root][INFO] - ===> Epoch[112](2889/26): Loss 1.2065, Sem 0.9306, dir -0.0998, norm 0.3757, swav 0.0000 LR: 7.358e-02 Score 71.689 Data time: 0.2107, Forward time: 2.2683, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.6907 [2020-11-08 18:03:54,565][root][INFO] - ===> Epoch[112](2890/26): Loss 1.2251, Sem 0.9219, dir -0.0853, norm 0.3886, swav 0.0000 LR: 7.357e-02 Score 71.689 Data time: 0.2606, Forward time: 2.2685, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 5.4126 [2020-11-08 18:04:00,407][root][INFO] - ===> Epoch[112](2891/26): Loss 1.2343, Sem 0.8964, dir -0.0256, norm 0.3635, swav 0.0000 LR: 7.356e-02 Score 72.343 Data time: 0.2046, Forward time: 2.2685, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 5.7100 [2020-11-08 18:04:05,308][root][INFO] - ===> Epoch[112](2892/26): Loss 1.3713, Sem 1.0033, dir -0.0731, norm 0.4410, swav 0.0000 LR: 7.355e-02 Score 69.261 Data time: 0.1981, Forward time: 2.2684, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 4.7904 [2020-11-08 18:04:11,947][root][INFO] - ===> Epoch[112](2893/26): Loss 1.4109, Sem 0.9456, dir -0.0751, norm 0.5404, swav 0.0000 LR: 7.354e-02 Score 70.015 Data time: 0.1355, Forward time: 2.2682, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 6.5708 [2020-11-08 18:04:16,580][root][INFO] - ===> Epoch[112](2894/26): Loss 1.1927, Sem 0.8714, dir -0.0737, norm 0.3950, swav 0.0000 LR: 7.353e-02 Score 75.295 Data time: 0.1693, Forward time: 2.2680, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 4.5371 [2020-11-08 18:04:21,842][root][INFO] - ===> Epoch[112](2895/26): Loss 1.2908, Sem 0.9295, dir -0.0444, norm 0.4057, swav 0.0000 LR: 7.352e-02 Score 72.018 Data time: 0.1685, Forward time: 2.2679, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.1754 [2020-11-08 18:04:27,542][root][INFO] - ===> Epoch[112](2896/26): Loss 1.3620, Sem 0.9721, dir -0.0597, norm 0.4496, swav 0.0000 LR: 7.351e-02 Score 69.281 Data time: 0.2027, Forward time: 2.2678, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.6121 [2020-11-08 18:04:34,032][root][INFO] - ===> Epoch[112](2897/26): Loss 1.0301, Sem 0.7568, dir -0.0679, norm 0.3412, swav 0.0000 LR: 7.350e-02 Score 76.411 Data time: 0.2765, Forward time: 2.2681, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 6.3629 [2020-11-08 18:04:39,643][root][INFO] - ===> Epoch[112](2898/26): Loss 1.0856, Sem 0.7264, dir -0.0851, norm 0.4444, swav 0.0000 LR: 7.350e-02 Score 77.418 Data time: 0.2109, Forward time: 2.2681, Backward time: 3.1024, DDP time: 0.0052, Total iter time: 5.4764 [2020-11-08 18:04:45,305][root][INFO] - ===> Epoch[112](2899/26): Loss 1.0950, Sem 0.7949, dir -0.0953, norm 0.3955, swav 0.0000 LR: 7.349e-02 Score 75.609 Data time: 0.2265, Forward time: 2.2681, Backward time: 3.1024, DDP time: 0.0052, Total iter time: 5.5495 [2020-11-08 18:04:52,372][root][INFO] - ===> Epoch[112](2900/26): Loss 1.0538, Sem 0.7949, dir -0.1163, norm 0.3751, swav 0.0000 LR: 7.348e-02 Score 73.302 Data time: 0.3876, Forward time: 2.2685, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 6.9608 [2020-11-08 18:04:58,712][root][INFO] - ===> Epoch[112](2901/26): Loss 1.2737, Sem 0.9110, dir -0.0736, norm 0.4363, swav 0.0000 LR: 7.347e-02 Score 71.056 Data time: 0.1571, Forward time: 2.2684, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 6.1600 [2020-11-08 18:05:05,080][root][INFO] - ===> Epoch[112](2902/26): Loss 1.4283, Sem 1.0422, dir -0.1266, norm 0.5127, swav 0.0000 LR: 7.346e-02 Score 68.813 Data time: 0.1736, Forward time: 2.2682, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 6.2623 [2020-11-08 18:05:11,005][root][INFO] - ===> Epoch[112](2903/26): Loss 1.2260, Sem 0.8111, dir -0.0767, norm 0.4915, swav 0.0000 LR: 7.345e-02 Score 73.785 Data time: 0.1822, Forward time: 2.2681, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.8276 [2020-11-08 18:05:17,036][root][INFO] - ===> Epoch[112](2904/26): Loss 0.9799, Sem 0.7569, dir -0.1354, norm 0.3584, swav 0.0000 LR: 7.344e-02 Score 78.146 Data time: 0.2122, Forward time: 2.2681, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.9263 [2020-11-08 18:05:23,684][root][INFO] - ===> Epoch[112](2905/26): Loss 1.2575, Sem 0.9083, dir -0.0988, norm 0.4480, swav 0.0000 LR: 7.343e-02 Score 71.933 Data time: 0.1849, Forward time: 2.2680, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.5408 [2020-11-08 18:05:31,567][root][INFO] - ===> Epoch[112](2906/26): Loss 1.2951, Sem 0.9214, dir -0.0901, norm 0.4638, swav 0.0000 LR: 7.342e-02 Score 70.745 Data time: 0.1850, Forward time: 2.2679, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 7.7936 [2020-11-08 18:05:37,308][root][INFO] - ===> Epoch[112](2907/26): Loss 1.3538, Sem 1.0422, dir -0.1314, norm 0.4429, swav 0.0000 LR: 7.341e-02 Score 65.297 Data time: 0.2155, Forward time: 2.2680, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.6488 [2020-11-08 18:05:42,138][root][INFO] - ===> Epoch[112](2908/26): Loss 1.0348, Sem 0.8113, dir -0.1310, norm 0.3545, swav 0.0000 LR: 7.340e-02 Score 74.987 Data time: 0.1732, Forward time: 2.2679, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 4.7156 [2020-11-08 18:05:47,321][root][INFO] - ===> Epoch[112](2909/26): Loss 1.1199, Sem 0.8369, dir -0.0497, norm 0.3327, swav 0.0000 LR: 7.339e-02 Score 72.499 Data time: 0.2602, Forward time: 2.2680, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.0954 [2020-11-08 18:05:53,166][root][INFO] - ===> Epoch[112](2910/26): Loss 1.2125, Sem 0.8673, dir -0.0679, norm 0.4131, swav 0.0000 LR: 7.338e-02 Score 76.578 Data time: 0.2613, Forward time: 2.2681, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.7246 [2020-11-08 18:05:58,219][root][INFO] - ===> Epoch[112](2911/26): Loss 1.1292, Sem 0.8254, dir -0.1576, norm 0.4614, swav 0.0000 LR: 7.337e-02 Score 74.517 Data time: 0.2124, Forward time: 2.2682, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 4.9342 [2020-11-08 18:06:03,775][root][INFO] - ===> Epoch[112](2912/26): Loss 1.4383, Sem 1.0881, dir -0.0836, norm 0.4339, swav 0.0000 LR: 7.336e-02 Score 64.935 Data time: 0.1821, Forward time: 2.2681, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.4330 [2020-11-08 18:06:08,963][root][INFO] - ===> Epoch[113](2913/26): Loss 1.4273, Sem 0.9746, dir -0.0637, norm 0.5163, swav 0.0000 LR: 7.336e-02 Score 67.918 Data time: 0.1701, Forward time: 2.2678, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.1080 [2020-11-08 18:06:14,776][root][INFO] - ===> Epoch[113](2914/26): Loss 1.2070, Sem 0.8891, dir -0.0611, norm 0.3790, swav 0.0000 LR: 7.335e-02 Score 69.749 Data time: 0.1804, Forward time: 2.2677, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.7399 [2020-11-08 18:06:20,073][root][INFO] - ===> Epoch[113](2915/26): Loss 1.1062, Sem 0.8490, dir -0.0738, norm 0.3310, swav 0.0000 LR: 7.334e-02 Score 73.137 Data time: 0.2483, Forward time: 2.2678, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.2140 [2020-11-08 18:06:25,351][root][INFO] - ===> Epoch[113](2916/26): Loss 1.1839, Sem 0.8508, dir -0.0234, norm 0.3564, swav 0.0000 LR: 7.333e-02 Score 74.528 Data time: 0.2084, Forward time: 2.2678, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.1532 [2020-11-08 18:06:31,116][root][INFO] - ===> Epoch[113](2917/26): Loss 1.0847, Sem 0.8383, dir -0.0532, norm 0.2996, swav 0.0000 LR: 7.332e-02 Score 76.372 Data time: 0.2988, Forward time: 2.2680, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.6513 [2020-11-08 18:06:35,666][root][INFO] - ===> Epoch[113](2918/26): Loss 1.3507, Sem 1.0448, dir -0.0947, norm 0.4007, swav 0.0000 LR: 7.331e-02 Score 70.049 Data time: 0.1904, Forward time: 2.2681, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 4.4126 [2020-11-08 18:06:40,585][root][INFO] - ===> Epoch[113](2919/26): Loss 1.3761, Sem 1.0163, dir -0.0235, norm 0.3833, swav 0.0000 LR: 7.330e-02 Score 68.742 Data time: 0.1637, Forward time: 2.2679, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 4.8244 [2020-11-08 18:06:45,901][root][INFO] - ===> Epoch[113](2920/26): Loss 1.2654, Sem 0.9115, dir -0.0471, norm 0.4010, swav 0.0000 LR: 7.329e-02 Score 72.987 Data time: 0.2112, Forward time: 2.2678, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.2442 [2020-11-08 18:06:52,148][root][INFO] - ===> Epoch[113](2921/26): Loss 1.0618, Sem 0.8368, dir -0.0719, norm 0.2969, swav 0.0000 LR: 7.328e-02 Score 71.219 Data time: 0.2370, Forward time: 2.2678, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 6.1473 [2020-11-08 18:06:57,174][root][INFO] - ===> Epoch[113](2922/26): Loss 1.2170, Sem 0.9825, dir -0.0706, norm 0.3052, swav 0.0000 LR: 7.327e-02 Score 68.442 Data time: 0.2247, Forward time: 2.2679, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 4.9195 [2020-11-08 18:07:03,978][root][INFO] - ===> Epoch[113](2923/26): Loss 1.2236, Sem 0.9386, dir -0.0877, norm 0.3727, swav 0.0000 LR: 7.326e-02 Score 70.979 Data time: 0.1675, Forward time: 2.2677, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 6.6923 [2020-11-08 18:07:09,682][root][INFO] - ===> Epoch[113](2924/26): Loss 1.1343, Sem 0.8737, dir -0.1157, norm 0.3763, swav 0.0000 LR: 7.325e-02 Score 74.911 Data time: 0.1979, Forward time: 2.2677, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.6258 [2020-11-08 18:07:14,812][root][INFO] - ===> Epoch[113](2925/26): Loss 1.3804, Sem 1.0331, dir -0.0991, norm 0.4464, swav 0.0000 LR: 7.324e-02 Score 67.529 Data time: 0.2072, Forward time: 2.2677, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.0232 [2020-11-08 18:07:20,452][root][INFO] - ===> Epoch[113](2926/26): Loss 1.1171, Sem 0.8027, dir -0.0707, norm 0.3851, swav 0.0000 LR: 7.323e-02 Score 76.281 Data time: 0.1867, Forward time: 2.2676, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.5324 [2020-11-08 18:07:26,762][root][INFO] - ===> Epoch[113](2927/26): Loss 1.3388, Sem 1.0834, dir -0.1276, norm 0.3829, swav 0.0000 LR: 7.323e-02 Score 68.914 Data time: 0.2378, Forward time: 2.2676, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 6.2217 [2020-11-08 18:07:33,107][root][INFO] - ===> Epoch[113](2928/26): Loss 1.0281, Sem 0.8249, dir -0.0996, norm 0.3028, swav 0.0000 LR: 7.322e-02 Score 73.448 Data time: 0.3676, Forward time: 2.2679, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 6.2327 [2020-11-08 18:07:38,558][root][INFO] - ===> Epoch[113](2929/26): Loss 1.3486, Sem 1.0427, dir -0.1183, norm 0.4242, swav 0.0000 LR: 7.321e-02 Score 68.653 Data time: 0.2266, Forward time: 2.2680, Backward time: 3.1024, DDP time: 0.0052, Total iter time: 5.3181 [2020-11-08 18:07:44,379][root][INFO] - ===> Epoch[113](2930/26): Loss 1.0499, Sem 0.7697, dir -0.0778, norm 0.3581, swav 0.0000 LR: 7.320e-02 Score 76.522 Data time: 0.2505, Forward time: 2.2681, Backward time: 3.1024, DDP time: 0.0052, Total iter time: 5.7329 [2020-11-08 18:07:49,937][root][INFO] - ===> Epoch[113](2931/26): Loss 1.1410, Sem 0.9171, dir -0.0979, norm 0.3219, swav 0.0000 LR: 7.319e-02 Score 73.144 Data time: 0.2721, Forward time: 2.2682, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 5.4407 [2020-11-08 18:07:55,975][root][INFO] - ===> Epoch[113](2932/26): Loss 1.2721, Sem 0.8939, dir -0.0512, norm 0.4293, swav 0.0000 LR: 7.318e-02 Score 73.086 Data time: 0.2204, Forward time: 2.2682, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 5.9148 [2020-11-08 18:08:01,969][root][INFO] - ===> Epoch[113](2933/26): Loss 1.0866, Sem 0.9090, dir -0.0583, norm 0.2360, swav 0.0000 LR: 7.317e-02 Score 72.515 Data time: 0.2206, Forward time: 2.2682, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 5.8931 [2020-11-08 18:08:07,670][root][INFO] - ===> Epoch[113](2934/26): Loss 1.2074, Sem 0.7928, dir -0.0612, norm 0.4757, swav 0.0000 LR: 7.316e-02 Score 73.259 Data time: 0.1904, Forward time: 2.2682, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 5.5654 [2020-11-08 18:08:13,918][root][INFO] - ===> Epoch[113](2935/26): Loss 1.3763, Sem 0.8902, dir -0.0461, norm 0.5322, swav 0.0000 LR: 7.315e-02 Score 73.671 Data time: 0.2090, Forward time: 2.2682, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 6.1452 [2020-11-08 18:08:19,091][root][INFO] - ===> Epoch[113](2936/26): Loss 1.3842, Sem 0.9827, dir -0.0610, norm 0.4626, swav 0.0000 LR: 7.314e-02 Score 71.255 Data time: 0.2597, Forward time: 2.2683, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 5.0587 [2020-11-08 18:08:25,362][root][INFO] - ===> Epoch[113](2937/26): Loss 1.1307, Sem 0.8606, dir -0.1099, norm 0.3800, swav 0.0000 LR: 7.313e-02 Score 70.754 Data time: 0.2195, Forward time: 2.2683, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 6.1504 [2020-11-08 18:08:31,530][root][INFO] - ===> Epoch[113](2938/26): Loss 1.3509, Sem 0.9772, dir -0.0799, norm 0.4535, swav 0.0000 LR: 7.312e-02 Score 72.040 Data time: 0.1495, Forward time: 2.2681, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 6.0535 [2020-11-08 18:08:37,755][root][INFO] - ===> Epoch[114](2939/26): Loss 1.3224, Sem 0.8645, dir -0.0657, norm 0.5237, swav 0.0000 LR: 7.311e-02 Score 71.625 Data time: 0.2018, Forward time: 2.2681, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 6.1485 [2020-11-08 18:08:43,527][root][INFO] - ===> Epoch[114](2940/26): Loss 1.3466, Sem 0.9720, dir -0.0527, norm 0.4273, swav 0.0000 LR: 7.310e-02 Score 70.062 Data time: 0.2116, Forward time: 2.2681, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.6799 [2020-11-08 18:08:48,765][root][INFO] - ===> Epoch[114](2941/26): Loss 1.3124, Sem 0.9873, dir -0.0475, norm 0.3725, swav 0.0000 LR: 7.309e-02 Score 71.168 Data time: 0.1929, Forward time: 2.2680, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.1370 [2020-11-08 18:08:55,685][root][INFO] - ===> Epoch[114](2942/26): Loss 1.1043, Sem 0.8400, dir -0.1017, norm 0.3659, swav 0.0000 LR: 7.309e-02 Score 75.578 Data time: 0.1560, Forward time: 2.2678, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 6.8237 [2020-11-08 18:09:00,445][root][INFO] - ===> Epoch[114](2943/26): Loss 1.2736, Sem 0.9180, dir -0.1008, norm 0.4563, swav 0.0000 LR: 7.308e-02 Score 71.040 Data time: 0.1760, Forward time: 2.2677, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 4.7075 [2020-11-08 18:09:07,285][root][INFO] - ===> Epoch[114](2944/26): Loss 1.2584, Sem 0.9384, dir -0.1126, norm 0.4325, swav 0.0000 LR: 7.307e-02 Score 71.643 Data time: 0.2056, Forward time: 2.2676, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 6.7499 [2020-11-08 18:09:13,914][root][INFO] - ===> Epoch[114](2945/26): Loss 1.0300, Sem 0.8341, dir -0.1519, norm 0.3479, swav 0.0000 LR: 7.306e-02 Score 69.615 Data time: 0.1719, Forward time: 2.2675, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 6.5367 [2020-11-08 18:09:19,950][root][INFO] - ===> Epoch[114](2946/26): Loss 1.0732, Sem 0.7549, dir -0.0766, norm 0.3949, swav 0.0000 LR: 7.305e-02 Score 75.213 Data time: 0.1816, Forward time: 2.2673, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.9545 [2020-11-08 18:09:25,674][root][INFO] - ===> Epoch[114](2947/26): Loss 1.0444, Sem 0.7708, dir -0.0469, norm 0.3205, swav 0.0000 LR: 7.304e-02 Score 74.826 Data time: 0.2060, Forward time: 2.2674, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.6524 [2020-11-08 18:09:33,206][root][INFO] - ===> Epoch[114](2948/26): Loss 1.3877, Sem 1.0238, dir -0.0934, norm 0.4574, swav 0.0000 LR: 7.303e-02 Score 67.506 Data time: 0.2048, Forward time: 2.2674, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 7.4073 [2020-11-08 18:09:39,045][root][INFO] - ===> Epoch[114](2949/26): Loss 1.0450, Sem 0.8043, dir -0.0690, norm 0.3098, swav 0.0000 LR: 7.302e-02 Score 74.152 Data time: 0.2331, Forward time: 2.2674, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.7355 [2020-11-08 18:09:44,798][root][INFO] - ===> Epoch[114](2950/26): Loss 1.2724, Sem 1.0299, dir -0.1373, norm 0.3798, swav 0.0000 LR: 7.301e-02 Score 68.347 Data time: 0.2779, Forward time: 2.2676, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.6129 [2020-11-08 18:09:50,331][root][INFO] - ===> Epoch[114](2951/26): Loss 1.1894, Sem 0.8244, dir -0.0656, norm 0.4307, swav 0.0000 LR: 7.300e-02 Score 72.148 Data time: 0.2232, Forward time: 2.2677, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.3899 [2020-11-08 18:09:56,459][root][INFO] - ===> Epoch[114](2952/26): Loss 1.3190, Sem 0.9493, dir -0.0312, norm 0.4008, swav 0.0000 LR: 7.299e-02 Score 73.581 Data time: 0.2992, Forward time: 2.2680, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 6.0222 [2020-11-08 18:10:02,182][root][INFO] - ===> Epoch[114](2953/26): Loss 1.1648, Sem 0.8622, dir -0.0917, norm 0.3944, swav 0.0000 LR: 7.298e-02 Score 72.001 Data time: 0.2577, Forward time: 2.2680, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.5811 [2020-11-08 18:10:09,069][root][INFO] - ===> Epoch[114](2954/26): Loss 1.0121, Sem 0.7411, dir -0.0877, norm 0.3587, swav 0.0000 LR: 7.297e-02 Score 77.530 Data time: 0.3679, Forward time: 2.2684, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 6.7761 [2020-11-08 18:10:16,720][root][INFO] - ===> Epoch[114](2955/26): Loss 1.2564, Sem 0.8934, dir -0.0435, norm 0.4065, swav 0.0000 LR: 7.296e-02 Score 71.488 Data time: 0.4044, Forward time: 2.2690, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 7.4927 [2020-11-08 18:10:21,953][root][INFO] - ===> Epoch[114](2956/26): Loss 1.2366, Sem 0.9309, dir -0.0650, norm 0.3707, swav 0.0000 LR: 7.295e-02 Score 68.986 Data time: 0.1686, Forward time: 2.2689, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.1013 [2020-11-08 18:10:27,822][root][INFO] - ===> Epoch[114](2957/26): Loss 1.1819, Sem 0.8751, dir -0.0731, norm 0.3798, swav 0.0000 LR: 7.295e-02 Score 72.562 Data time: 0.2088, Forward time: 2.2689, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.7462 [2020-11-08 18:10:33,739][root][INFO] - ===> Epoch[114](2958/26): Loss 1.2735, Sem 0.9317, dir -0.0646, norm 0.4064, swav 0.0000 LR: 7.294e-02 Score 70.802 Data time: 0.1531, Forward time: 2.2687, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.8139 [2020-11-08 18:10:38,470][root][INFO] - ===> Epoch[114](2959/26): Loss 1.3694, Sem 1.0153, dir -0.0875, norm 0.4416, swav 0.0000 LR: 7.293e-02 Score 72.044 Data time: 0.1871, Forward time: 2.2686, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 4.6536 [2020-11-08 18:10:44,591][root][INFO] - ===> Epoch[114](2960/26): Loss 1.1177, Sem 0.8926, dir -0.0932, norm 0.3182, swav 0.0000 LR: 7.292e-02 Score 72.124 Data time: 0.2179, Forward time: 2.2687, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 6.0257 [2020-11-08 18:10:50,361][root][INFO] - ===> Epoch[114](2961/26): Loss 1.2422, Sem 0.9942, dir -0.0924, norm 0.3404, swav 0.0000 LR: 7.291e-02 Score 70.080 Data time: 0.2110, Forward time: 2.2687, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.6479 [2020-11-08 18:10:55,232][root][INFO] - ===> Epoch[114](2962/26): Loss 1.1939, Sem 0.9945, dir -0.1056, norm 0.3050, swav 0.0000 LR: 7.290e-02 Score 67.035 Data time: 0.2267, Forward time: 2.2687, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 4.7657 [2020-11-08 18:10:59,843][root][INFO] - ===> Epoch[114](2963/26): Loss 1.2457, Sem 0.8899, dir -0.0438, norm 0.3995, swav 0.0000 LR: 7.289e-02 Score 71.553 Data time: 0.2036, Forward time: 2.2687, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 4.4896 [2020-11-08 18:11:05,462][root][INFO] - ===> Epoch[114](2964/26): Loss 1.1329, Sem 0.7783, dir -0.0592, norm 0.4138, swav 0.0000 LR: 7.288e-02 Score 74.258 Data time: 0.2654, Forward time: 2.2687, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.5210 [2020-11-08 18:11:10,808][root][INFO] - ===> Epoch[115](2965/26): Loss 1.3166, Sem 0.9399, dir -0.0632, norm 0.4398, swav 0.0000 LR: 7.287e-02 Score 69.472 Data time: 0.2264, Forward time: 2.2687, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.2475 [2020-11-08 18:11:16,585][root][INFO] - ===> Epoch[115](2966/26): Loss 1.2402, Sem 0.9244, dir -0.0579, norm 0.3737, swav 0.0000 LR: 7.286e-02 Score 72.507 Data time: 0.2322, Forward time: 2.2689, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.6733 [2020-11-08 18:11:23,326][root][INFO] - ===> Epoch[115](2967/26): Loss 1.3096, Sem 1.0411, dir -0.0751, norm 0.3436, swav 0.0000 LR: 7.285e-02 Score 69.698 Data time: 0.1183, Forward time: 2.2685, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.6288 [2020-11-08 18:11:28,738][root][INFO] - ===> Epoch[115](2968/26): Loss 1.1008, Sem 0.8358, dir -0.1180, norm 0.3830, swav 0.0000 LR: 7.284e-02 Score 74.368 Data time: 0.2060, Forward time: 2.2685, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.3329 [2020-11-08 18:11:34,564][root][INFO] - ===> Epoch[115](2969/26): Loss 1.3660, Sem 0.9267, dir -0.1027, norm 0.5420, swav 0.0000 LR: 7.283e-02 Score 69.558 Data time: 0.2883, Forward time: 2.2688, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.7243 [2020-11-08 18:11:39,949][root][INFO] - ===> Epoch[115](2970/26): Loss 1.2720, Sem 0.9474, dir -0.0971, norm 0.4217, swav 0.0000 LR: 7.282e-02 Score 70.880 Data time: 0.2019, Forward time: 2.2687, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.2315 [2020-11-08 18:11:45,361][root][INFO] - ===> Epoch[115](2971/26): Loss 1.2196, Sem 0.9417, dir -0.0986, norm 0.3765, swav 0.0000 LR: 7.281e-02 Score 71.845 Data time: 0.2858, Forward time: 2.2689, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.2938 [2020-11-08 18:11:51,788][root][INFO] - ===> Epoch[115](2972/26): Loss 1.1301, Sem 0.8907, dir -0.1170, norm 0.3565, swav 0.0000 LR: 7.281e-02 Score 73.304 Data time: 0.2573, Forward time: 2.2690, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.3033 [2020-11-08 18:11:58,221][root][INFO] - ===> Epoch[115](2973/26): Loss 1.0958, Sem 0.7853, dir -0.0643, norm 0.3748, swav 0.0000 LR: 7.280e-02 Score 76.405 Data time: 0.1244, Forward time: 2.2687, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.3083 [2020-11-08 18:12:04,187][root][INFO] - ===> Epoch[115](2974/26): Loss 1.2802, Sem 0.9695, dir -0.1386, norm 0.4493, swav 0.0000 LR: 7.279e-02 Score 67.695 Data time: 0.2635, Forward time: 2.2689, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.9205 [2020-11-08 18:12:09,389][root][INFO] - ===> Epoch[115](2975/26): Loss 1.0793, Sem 0.7828, dir -0.0793, norm 0.3758, swav 0.0000 LR: 7.278e-02 Score 75.804 Data time: 0.1949, Forward time: 2.2689, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.0751 [2020-11-08 18:12:15,503][root][INFO] - ===> Epoch[115](2976/26): Loss 1.0205, Sem 0.7001, dir -0.0886, norm 0.4091, swav 0.0000 LR: 7.277e-02 Score 78.578 Data time: 0.1538, Forward time: 2.2687, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.0105 [2020-11-08 18:12:20,459][root][INFO] - ===> Epoch[115](2977/26): Loss 1.0985, Sem 0.8146, dir -0.0837, norm 0.3676, swav 0.0000 LR: 7.276e-02 Score 74.150 Data time: 0.1811, Forward time: 2.2686, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 4.8825 [2020-11-08 18:12:26,973][root][INFO] - ===> Epoch[115](2978/26): Loss 1.0230, Sem 0.8298, dir -0.0809, norm 0.2740, swav 0.0000 LR: 7.275e-02 Score 74.101 Data time: 0.2301, Forward time: 2.2687, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.4277 [2020-11-08 18:12:34,558][root][INFO] - ===> Epoch[115](2979/26): Loss 1.2741, Sem 0.8971, dir -0.1027, norm 0.4797, swav 0.0000 LR: 7.274e-02 Score 71.256 Data time: 0.1962, Forward time: 2.2686, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 7.4822 [2020-11-08 18:12:39,533][root][INFO] - ===> Epoch[115](2980/26): Loss 1.1389, Sem 0.9076, dir -0.1377, norm 0.3689, swav 0.0000 LR: 7.273e-02 Score 72.010 Data time: 0.2171, Forward time: 2.2687, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 4.8766 [2020-11-08 18:12:44,516][root][INFO] - ===> Epoch[115](2981/26): Loss 1.1958, Sem 0.9446, dir -0.1113, norm 0.3625, swav 0.0000 LR: 7.272e-02 Score 70.908 Data time: 0.2866, Forward time: 2.2687, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 4.8628 [2020-11-08 18:12:51,062][root][INFO] - ===> Epoch[115](2982/26): Loss 1.3125, Sem 0.9069, dir -0.0771, norm 0.4826, swav 0.0000 LR: 7.271e-02 Score 70.141 Data time: 0.2181, Forward time: 2.2688, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 6.4364 [2020-11-08 18:12:58,930][root][INFO] - ===> Epoch[115](2983/26): Loss 1.1669, Sem 0.8419, dir -0.0766, norm 0.4017, swav 0.0000 LR: 7.270e-02 Score 73.658 Data time: 0.1709, Forward time: 2.2687, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 7.7500 [2020-11-08 18:13:03,961][root][INFO] - ===> Epoch[115](2984/26): Loss 1.3124, Sem 0.8988, dir -0.0989, norm 0.5125, swav 0.0000 LR: 7.269e-02 Score 72.205 Data time: 0.1793, Forward time: 2.2686, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 4.9505 [2020-11-08 18:13:09,102][root][INFO] - ===> Epoch[115](2985/26): Loss 0.9509, Sem 0.7404, dir -0.0783, norm 0.2889, swav 0.0000 LR: 7.268e-02 Score 79.181 Data time: 0.2380, Forward time: 2.2685, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.0556 [2020-11-08 18:13:16,748][root][INFO] - ===> Epoch[115](2986/26): Loss 1.1511, Sem 0.7899, dir -0.0930, norm 0.4542, swav 0.0000 LR: 7.268e-02 Score 73.705 Data time: 0.3910, Forward time: 2.2690, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 7.5606 [2020-11-08 18:13:21,963][root][INFO] - ===> Epoch[115](2987/26): Loss 1.2002, Sem 0.8496, dir -0.0965, norm 0.4470, swav 0.0000 LR: 7.267e-02 Score 70.726 Data time: 0.2373, Forward time: 2.2692, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.0782 [2020-11-08 18:13:27,063][root][INFO] - ===> Epoch[115](2988/26): Loss 1.1266, Sem 0.7945, dir -0.0640, norm 0.3960, swav 0.0000 LR: 7.266e-02 Score 73.909 Data time: 0.2346, Forward time: 2.2692, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 4.9864 [2020-11-08 18:13:33,332][root][INFO] - ===> Epoch[115](2989/26): Loss 1.0772, Sem 0.8449, dir -0.1050, norm 0.3373, swav 0.0000 LR: 7.265e-02 Score 75.372 Data time: 0.3018, Forward time: 2.2695, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 6.1683 [2020-11-08 18:13:39,483][root][INFO] - ===> Epoch[115](2990/26): Loss 1.2773, Sem 0.8527, dir -0.0705, norm 0.4951, swav 0.0000 LR: 7.264e-02 Score 72.546 Data time: 0.1723, Forward time: 2.2694, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 6.0218 [2020-11-08 18:13:44,736][root][INFO] - ===> Epoch[116](2991/26): Loss 1.2319, Sem 0.8706, dir -0.0562, norm 0.4176, swav 0.0000 LR: 7.263e-02 Score 72.921 Data time: 0.1753, Forward time: 2.2693, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.1669 [2020-11-08 18:13:50,005][root][INFO] - ===> Epoch[116](2992/26): Loss 1.2414, Sem 0.9036, dir -0.0717, norm 0.4095, swav 0.0000 LR: 7.262e-02 Score 71.414 Data time: 0.1623, Forward time: 2.2691, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.1582 [2020-11-08 18:13:55,690][root][INFO] - ===> Epoch[116](2993/26): Loss 1.3421, Sem 1.0166, dir -0.1352, norm 0.4607, swav 0.0000 LR: 7.261e-02 Score 67.588 Data time: 0.2346, Forward time: 2.2692, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.5913 [2020-11-08 18:14:01,725][root][INFO] - ===> Epoch[116](2994/26): Loss 1.2931, Sem 0.9529, dir -0.0802, norm 0.4203, swav 0.0000 LR: 7.260e-02 Score 69.876 Data time: 0.2056, Forward time: 2.2692, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.8978 [2020-11-08 18:14:07,066][root][INFO] - ===> Epoch[116](2995/26): Loss 1.1287, Sem 0.7503, dir -0.0779, norm 0.4563, swav 0.0000 LR: 7.259e-02 Score 77.708 Data time: 0.2191, Forward time: 2.2692, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.2359 [2020-11-08 18:14:13,017][root][INFO] - ===> Epoch[116](2996/26): Loss 1.1712, Sem 0.9009, dir -0.1242, norm 0.3944, swav 0.0000 LR: 7.258e-02 Score 72.558 Data time: 0.2247, Forward time: 2.2692, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.8240 [2020-11-08 18:14:18,423][root][INFO] - ===> Epoch[116](2997/26): Loss 1.1745, Sem 0.8959, dir -0.0665, norm 0.3451, swav 0.0000 LR: 7.257e-02 Score 72.061 Data time: 0.1947, Forward time: 2.2691, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.3080 [2020-11-08 18:14:23,593][root][INFO] - ===> Epoch[116](2998/26): Loss 1.0508, Sem 0.7724, dir -0.1353, norm 0.4137, swav 0.0000 LR: 7.256e-02 Score 75.307 Data time: 0.2241, Forward time: 2.2691, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.0545 [2020-11-08 18:14:29,597][root][INFO] - ===> Epoch[116](2999/26): Loss 0.9724, Sem 0.7565, dir -0.0275, norm 0.2435, swav 0.0000 LR: 7.255e-02 Score 76.661 Data time: 0.1849, Forward time: 2.2690, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.9240 [2020-11-08 18:14:34,351][root][INFO] - ===> Epoch[116](3000/26): Loss 1.1695, Sem 0.8455, dir -0.1184, norm 0.4424, swav 0.0000 LR: 7.254e-02 Score 73.286 Data time: 0.2108, Forward time: 2.2690, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 4.6545 [2020-11-08 18:14:35,085][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 18:14:35,341][root][INFO] - ===> Start testing [2020-11-08 18:16:02,222][root][INFO] - 101/312: Data time: 0.0097, Iter time: 0.5711 Loss 1.233 (AVG: 0.936) Score 60.247 (AVG: 71.383) mIOU 28.246 mAP 47.487 mAcc 39.596 IOU: 66.053 94.958 22.128 26.908 63.799 24.171 47.484 2.911 21.830 31.288 0.000 15.032 22.111 26.175 0.000 13.713 33.092 1.404 37.712 14.147 mAP: 65.931 94.959 34.391 45.751 77.238 54.421 54.234 30.659 39.865 53.045 8.848 39.703 42.632 49.656 5.730 51.503 72.060 38.709 67.597 22.798 mAcc: 92.912 98.024 32.311 39.077 87.206 30.350 74.628 3.000 25.834 36.619 0.000 24.502 29.750 41.796 0.000 31.607 51.475 1.464 69.721 21.638 [2020-11-08 18:17:26,571][root][INFO] - 201/312: Data time: 0.0047, Iter time: 0.2405 Loss 0.462 (AVG: 0.921) Score 88.550 (AVG: 72.109) mIOU 28.494 mAP 47.766 mAcc 40.553 IOU: 67.073 94.795 21.286 30.080 64.533 24.882 46.127 2.396 23.436 31.118 0.000 18.054 22.064 40.037 0.000 11.757 27.671 1.128 29.599 13.842 mAP: 67.356 95.666 32.398 48.694 78.077 55.708 59.258 28.640 38.294 48.373 7.001 40.787 43.365 62.187 9.696 53.502 70.097 31.088 59.247 25.876 mAcc: 92.582 98.030 32.338 42.677 88.554 31.694 69.998 2.471 27.630 37.307 0.000 26.102 30.540 57.890 0.000 29.314 51.191 1.173 70.693 20.877 [2020-11-08 18:18:47,741][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.3030 Loss 0.445 (AVG: 0.908) Score 87.068 (AVG: 72.527) mIOU 29.464 mAP 48.104 mAcc 40.863 IOU: 67.061 94.850 22.596 28.729 67.015 24.417 48.023 2.284 22.342 31.651 0.000 20.220 20.486 39.852 0.000 16.150 30.121 1.103 37.711 14.670 mAP: 66.995 95.370 34.573 46.755 78.589 54.778 59.411 27.718 38.272 49.441 7.200 43.263 42.618 63.264 10.060 54.119 69.245 29.792 64.647 25.964 mAcc: 92.473 97.909 33.741 40.741 88.238 32.488 70.221 2.359 26.971 38.657 0.000 28.874 29.899 57.200 0.000 35.923 49.559 1.148 69.403 21.454 [2020-11-08 18:18:59,119][root][INFO] - 312/312: Data time: 0.0065, Iter time: 0.8047 Loss 0.881 (AVG: 0.912) Score 71.904 (AVG: 72.375) mIOU 29.529 mAP 47.787 mAcc 40.887 IOU: 67.084 94.857 23.186 28.572 66.526 24.042 47.247 2.224 22.497 31.435 0.000 20.841 20.710 40.990 0.000 16.898 29.962 1.047 37.904 14.552 mAP: 67.087 95.339 34.405 47.240 78.293 54.089 58.495 27.477 38.165 48.224 7.033 43.313 42.021 64.834 9.617 52.788 68.366 28.883 64.330 25.744 mAcc: 92.421 97.902 34.509 39.948 87.964 32.082 69.703 2.298 27.325 38.670 0.000 29.246 30.534 57.058 0.000 37.524 49.364 1.089 68.720 21.382 [2020-11-08 18:18:59,120][root][INFO] - Finished test. Elapsed time: 263.7777 [2020-11-08 18:19:15,471][root][INFO] - [2020-11-08 18:19:15,472][root][INFO] - ################################################################ [2020-11-08 18:19:15,472][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 18:19:15,472][root][INFO] - ################################################################ [2020-11-08 18:19:15,472][root][INFO] - cabinet : 0.002 0.006 0.087 [2020-11-08 18:19:15,472][root][INFO] - bed : 0.000 0.002 0.043 [2020-11-08 18:19:15,472][root][INFO] - chair : 0.203 0.413 0.611 [2020-11-08 18:19:15,472][root][INFO] - sofa : 0.000 0.000 0.004 [2020-11-08 18:19:15,472][root][INFO] - table : 0.113 0.302 0.471 [2020-11-08 18:19:15,472][root][INFO] - door : 0.000 0.000 0.000 [2020-11-08 18:19:15,472][root][INFO] - window : 0.001 0.003 0.029 [2020-11-08 18:19:15,472][root][INFO] - bookshelf : 0.000 0.000 0.010 [2020-11-08 18:19:15,472][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 18:19:15,472][root][INFO] - counter : 0.000 0.000 0.002 [2020-11-08 18:19:15,472][root][INFO] - desk : 0.000 0.000 0.031 [2020-11-08 18:19:15,472][root][INFO] - curtain : 0.036 0.089 0.216 [2020-11-08 18:19:15,472][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 18:19:15,473][root][INFO] - shower curtain : 0.002 0.016 0.087 [2020-11-08 18:19:15,473][root][INFO] - toilet : 0.018 0.081 0.566 [2020-11-08 18:19:15,473][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-08 18:19:15,473][root][INFO] - bathtub : 0.014 0.033 0.246 [2020-11-08 18:19:15,473][root][INFO] - otherfurniture : 0.014 0.047 0.138 [2020-11-08 18:19:15,473][root][INFO] - ---------------------------------------------------------------- [2020-11-08 18:19:15,473][root][INFO] - average : 0.022 0.055 0.141 [2020-11-08 18:19:15,473][root][INFO] - [2020-11-08 18:19:15,861][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 18:19:16,702][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 18:19:17,011][root][INFO] - Current best mIoU: 29.529 at iter 3000 [2020-11-08 18:19:20,593][root][INFO] - ===> Epoch[116](3001/26): Loss 1.2524, Sem 0.9132, dir -0.0808, norm 0.4200, swav 0.0000 LR: 7.254e-02 Score 70.585 Data time: 0.1647, Forward time: 2.2688, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 3.5778 [2020-11-08 18:19:27,229][root][INFO] - ===> Epoch[116](3002/26): Loss 1.1045, Sem 0.7752, dir -0.0939, norm 0.4232, swav 0.0000 LR: 7.253e-02 Score 74.229 Data time: 0.2449, Forward time: 2.2690, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 6.5419 [2020-11-08 18:19:34,711][root][INFO] - ===> Epoch[116](3003/26): Loss 1.1262, Sem 0.8444, dir -0.0781, norm 0.3598, swav 0.0000 LR: 7.252e-02 Score 74.843 Data time: 0.3532, Forward time: 2.2695, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 7.3437 [2020-11-08 18:19:40,177][root][INFO] - ===> Epoch[116](3004/26): Loss 1.1922, Sem 1.0056, dir -0.0782, norm 0.2648, swav 0.0000 LR: 7.251e-02 Score 68.002 Data time: 0.2214, Forward time: 2.2696, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.3310 [2020-11-08 18:19:45,615][root][INFO] - ===> Epoch[116](3005/26): Loss 1.0914, Sem 0.8019, dir -0.0708, norm 0.3603, swav 0.0000 LR: 7.250e-02 Score 76.154 Data time: 0.2562, Forward time: 2.2698, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.3301 [2020-11-08 18:19:51,194][root][INFO] - ===> Epoch[116](3006/26): Loss 1.1327, Sem 0.9150, dir -0.1221, norm 0.3398, swav 0.0000 LR: 7.249e-02 Score 69.377 Data time: 0.1803, Forward time: 2.2696, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.4474 [2020-11-08 18:19:56,714][root][INFO] - ===> Epoch[116](3007/26): Loss 1.1990, Sem 0.9021, dir -0.0995, norm 0.3964, swav 0.0000 LR: 7.248e-02 Score 70.180 Data time: 0.1767, Forward time: 2.2695, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.4436 [2020-11-08 18:20:02,228][root][INFO] - ===> Epoch[116](3008/26): Loss 1.2792, Sem 1.0284, dir -0.0845, norm 0.3352, swav 0.0000 LR: 7.247e-02 Score 69.169 Data time: 0.1633, Forward time: 2.2693, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.4083 [2020-11-08 18:20:08,323][root][INFO] - ===> Epoch[116](3009/26): Loss 0.9730, Sem 0.8373, dir -0.1441, norm 0.2797, swav 0.0000 LR: 7.246e-02 Score 74.124 Data time: 0.2559, Forward time: 2.2694, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 6.0317 [2020-11-08 18:20:15,767][root][INFO] - ===> Epoch[116](3010/26): Loss 1.2812, Sem 0.9674, dir -0.0710, norm 0.3849, swav 0.0000 LR: 7.245e-02 Score 69.726 Data time: 0.1917, Forward time: 2.2693, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 7.3468 [2020-11-08 18:20:22,756][root][INFO] - ===> Epoch[116](3011/26): Loss 1.2915, Sem 0.8947, dir -0.0625, norm 0.4593, swav 0.0000 LR: 7.244e-02 Score 73.929 Data time: 0.1600, Forward time: 2.2691, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 6.9193 [2020-11-08 18:20:27,520][root][INFO] - ===> Epoch[116](3012/26): Loss 1.0343, Sem 0.7583, dir -0.0880, norm 0.3640, swav 0.0000 LR: 7.243e-02 Score 73.912 Data time: 0.1693, Forward time: 2.2690, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 4.7193 [2020-11-08 18:20:32,832][root][INFO] - ===> Epoch[116](3013/26): Loss 1.2486, Sem 1.0057, dir -0.1353, norm 0.3781, swav 0.0000 LR: 7.242e-02 Score 67.011 Data time: 0.2055, Forward time: 2.2690, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.2260 [2020-11-08 18:20:38,101][root][INFO] - ===> Epoch[116](3014/26): Loss 1.1814, Sem 0.8384, dir -0.0787, norm 0.4217, swav 0.0000 LR: 7.241e-02 Score 72.687 Data time: 0.1594, Forward time: 2.2688, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.1571 [2020-11-08 18:20:43,723][root][INFO] - ===> Epoch[116](3015/26): Loss 1.3667, Sem 0.9396, dir -0.1005, norm 0.5275, swav 0.0000 LR: 7.240e-02 Score 71.378 Data time: 0.1902, Forward time: 2.2687, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.5490 [2020-11-08 18:20:50,233][root][INFO] - ===> Epoch[116](3016/26): Loss 1.2447, Sem 0.9324, dir -0.1077, norm 0.4200, swav 0.0000 LR: 7.240e-02 Score 71.426 Data time: 0.2521, Forward time: 2.2689, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 6.4323 [2020-11-08 18:20:56,292][root][INFO] - ===> Epoch[117](3017/26): Loss 0.9846, Sem 0.7599, dir -0.0630, norm 0.2877, swav 0.0000 LR: 7.239e-02 Score 77.590 Data time: 0.2753, Forward time: 2.2690, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.9410 [2020-11-08 18:21:02,899][root][INFO] - ===> Epoch[117](3018/26): Loss 1.1678, Sem 0.8949, dir -0.0923, norm 0.3652, swav 0.0000 LR: 7.238e-02 Score 71.482 Data time: 0.1947, Forward time: 2.2689, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 6.5057 [2020-11-08 18:21:08,829][root][INFO] - ===> Epoch[117](3019/26): Loss 1.1878, Sem 0.8944, dir -0.1131, norm 0.4064, swav 0.0000 LR: 7.237e-02 Score 73.325 Data time: 0.1897, Forward time: 2.2689, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.8497 [2020-11-08 18:21:17,473][root][INFO] - ===> Epoch[117](3020/26): Loss 1.1886, Sem 0.8903, dir -0.1143, norm 0.4127, swav 0.0000 LR: 7.236e-02 Score 74.999 Data time: 0.2077, Forward time: 2.2688, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 8.5542 [2020-11-08 18:21:22,659][root][INFO] - ===> Epoch[117](3021/26): Loss 1.0168, Sem 0.8255, dir -0.0964, norm 0.2876, swav 0.0000 LR: 7.235e-02 Score 73.949 Data time: 0.2800, Forward time: 2.2689, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.0860 [2020-11-08 18:21:27,900][root][INFO] - ===> Epoch[117](3022/26): Loss 1.3604, Sem 0.9885, dir -0.1367, norm 0.5087, swav 0.0000 LR: 7.234e-02 Score 70.836 Data time: 0.2352, Forward time: 2.2690, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.1337 [2020-11-08 18:21:33,300][root][INFO] - ===> Epoch[117](3023/26): Loss 0.8974, Sem 0.7591, dir -0.1142, norm 0.2524, swav 0.0000 LR: 7.233e-02 Score 77.994 Data time: 0.2907, Forward time: 2.2691, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.2960 [2020-11-08 18:21:39,381][root][INFO] - ===> Epoch[117](3024/26): Loss 1.0885, Sem 0.7866, dir -0.0167, norm 0.3187, swav 0.0000 LR: 7.232e-02 Score 72.869 Data time: 0.2014, Forward time: 2.2691, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.9712 [2020-11-08 18:21:44,890][root][INFO] - ===> Epoch[117](3025/26): Loss 1.0784, Sem 0.6717, dir -0.0512, norm 0.4579, swav 0.0000 LR: 7.231e-02 Score 78.588 Data time: 0.2219, Forward time: 2.2692, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.4102 [2020-11-08 18:21:48,938][root][INFO] - ===> Epoch[117](3026/26): Loss 1.3937, Sem 0.8864, dir -0.0599, norm 0.5672, swav 0.0000 LR: 7.230e-02 Score 72.848 Data time: 0.1931, Forward time: 2.2691, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 3.9517 [2020-11-08 18:21:55,674][root][INFO] - ===> Epoch[117](3027/26): Loss 1.2243, Sem 0.8581, dir -0.0717, norm 0.4379, swav 0.0000 LR: 7.229e-02 Score 74.503 Data time: 0.2060, Forward time: 2.2690, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 6.6470 [2020-11-08 18:22:01,569][root][INFO] - ===> Epoch[117](3028/26): Loss 1.2012, Sem 0.8031, dir -0.0682, norm 0.4662, swav 0.0000 LR: 7.228e-02 Score 75.497 Data time: 0.2898, Forward time: 2.2693, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.8115 [2020-11-08 18:22:06,657][root][INFO] - ===> Epoch[117](3029/26): Loss 1.2827, Sem 0.8791, dir -0.0389, norm 0.4424, swav 0.0000 LR: 7.227e-02 Score 73.187 Data time: 0.1806, Forward time: 2.2691, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 4.9624 [2020-11-08 18:22:12,926][root][INFO] - ===> Epoch[117](3030/26): Loss 1.1487, Sem 0.7720, dir -0.0642, norm 0.4409, swav 0.0000 LR: 7.226e-02 Score 76.846 Data time: 0.3298, Forward time: 2.2694, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 6.1857 [2020-11-08 18:22:19,577][root][INFO] - ===> Epoch[117](3031/26): Loss 1.3272, Sem 0.9576, dir -0.0578, norm 0.4274, swav 0.0000 LR: 7.226e-02 Score 67.803 Data time: 0.1941, Forward time: 2.2694, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 6.5254 [2020-11-08 18:22:25,108][root][INFO] - ===> Epoch[117](3032/26): Loss 1.2719, Sem 0.9549, dir -0.0613, norm 0.3783, swav 0.0000 LR: 7.225e-02 Score 69.950 Data time: 0.2045, Forward time: 2.2693, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.4239 [2020-11-08 18:22:30,361][root][INFO] - ===> Epoch[117](3033/26): Loss 1.3560, Sem 0.9926, dir -0.0885, norm 0.4519, swav 0.0000 LR: 7.224e-02 Score 68.309 Data time: 0.2035, Forward time: 2.2693, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.1553 [2020-11-08 18:22:37,193][root][INFO] - ===> Epoch[117](3034/26): Loss 1.1998, Sem 0.8440, dir -0.0332, norm 0.3889, swav 0.0000 LR: 7.223e-02 Score 74.077 Data time: 0.1529, Forward time: 2.2691, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.7115 [2020-11-08 18:22:43,389][root][INFO] - ===> Epoch[117](3035/26): Loss 1.1744, Sem 0.9538, dir -0.1225, norm 0.3431, swav 0.0000 LR: 7.222e-02 Score 70.249 Data time: 0.2383, Forward time: 2.2691, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.1168 [2020-11-08 18:22:48,902][root][INFO] - ===> Epoch[117](3036/26): Loss 1.1539, Sem 0.8454, dir -0.0903, norm 0.3988, swav 0.0000 LR: 7.221e-02 Score 71.525 Data time: 0.2258, Forward time: 2.2691, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.4107 [2020-11-08 18:22:54,824][root][INFO] - ===> Epoch[117](3037/26): Loss 1.4010, Sem 0.9866, dir -0.0661, norm 0.4805, swav 0.0000 LR: 7.220e-02 Score 71.271 Data time: 0.3074, Forward time: 2.2694, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.8264 [2020-11-08 18:23:00,915][root][INFO] - ===> Epoch[117](3038/26): Loss 1.2705, Sem 0.8626, dir -0.0762, norm 0.4842, swav 0.0000 LR: 7.219e-02 Score 72.833 Data time: 0.2967, Forward time: 2.2696, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.9632 [2020-11-08 18:23:06,762][root][INFO] - ===> Epoch[117](3039/26): Loss 1.0895, Sem 0.8309, dir -0.0792, norm 0.3378, swav 0.0000 LR: 7.218e-02 Score 74.234 Data time: 0.2694, Forward time: 2.2697, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.7221 [2020-11-08 18:23:12,097][root][INFO] - ===> Epoch[117](3040/26): Loss 1.3117, Sem 0.9799, dir -0.1079, norm 0.4398, swav 0.0000 LR: 7.217e-02 Score 69.864 Data time: 0.2713, Forward time: 2.2699, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.2294 [2020-11-08 18:23:17,267][root][INFO] - ===> Epoch[117](3041/26): Loss 1.1133, Sem 0.7367, dir -0.0455, norm 0.4221, swav 0.0000 LR: 7.216e-02 Score 76.309 Data time: 0.1754, Forward time: 2.2697, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.0584 [2020-11-08 18:23:23,488][root][INFO] - ===> Epoch[117](3042/26): Loss 1.2094, Sem 0.8017, dir -0.0547, norm 0.4624, swav 0.0000 LR: 7.215e-02 Score 74.790 Data time: 0.3099, Forward time: 2.2700, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 6.1441 [2020-11-08 18:23:29,693][root][INFO] - ===> Epoch[118](3043/26): Loss 1.1283, Sem 0.8114, dir -0.0785, norm 0.3954, swav 0.0000 LR: 7.214e-02 Score 74.378 Data time: 0.1699, Forward time: 2.2699, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 6.0521 [2020-11-08 18:23:34,993][root][INFO] - ===> Epoch[118](3044/26): Loss 1.3311, Sem 0.9994, dir -0.0958, norm 0.4276, swav 0.0000 LR: 7.213e-02 Score 69.682 Data time: 0.1986, Forward time: 2.2697, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.1921 [2020-11-08 18:23:41,059][root][INFO] - ===> Epoch[118](3045/26): Loss 1.2009, Sem 0.8351, dir -0.0402, norm 0.4060, swav 0.0000 LR: 7.212e-02 Score 72.018 Data time: 0.2548, Forward time: 2.2699, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 6.0256 [2020-11-08 18:23:48,577][root][INFO] - ===> Epoch[118](3046/26): Loss 1.0977, Sem 0.7383, dir -0.0573, norm 0.4166, swav 0.0000 LR: 7.212e-02 Score 77.113 Data time: 0.2307, Forward time: 2.2699, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 7.3943 [2020-11-08 18:23:55,258][root][INFO] - ===> Epoch[118](3047/26): Loss 1.2247, Sem 0.8806, dir -0.1092, norm 0.4533, swav 0.0000 LR: 7.211e-02 Score 74.588 Data time: 0.1765, Forward time: 2.2699, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.5675 [2020-11-08 18:23:59,963][root][INFO] - ===> Epoch[118](3048/26): Loss 1.2841, Sem 0.9752, dir -0.0909, norm 0.3999, swav 0.0000 LR: 7.210e-02 Score 70.657 Data time: 0.1298, Forward time: 2.2696, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 4.6208 [2020-11-08 18:24:08,078][root][INFO] - ===> Epoch[118](3049/26): Loss 1.3541, Sem 0.9397, dir -0.0635, norm 0.4778, swav 0.0000 LR: 7.209e-02 Score 70.329 Data time: 0.2257, Forward time: 2.2695, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 8.0368 [2020-11-08 18:24:13,881][root][INFO] - ===> Epoch[118](3050/26): Loss 1.1066, Sem 0.7569, dir -0.0501, norm 0.3998, swav 0.0000 LR: 7.208e-02 Score 78.122 Data time: 0.2436, Forward time: 2.2696, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 5.6947 [2020-11-08 18:24:19,409][root][INFO] - ===> Epoch[118](3051/26): Loss 1.1204, Sem 0.7869, dir -0.0618, norm 0.3953, swav 0.0000 LR: 7.207e-02 Score 75.454 Data time: 0.2609, Forward time: 2.2698, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.3995 [2020-11-08 18:24:24,340][root][INFO] - ===> Epoch[118](3052/26): Loss 1.4845, Sem 1.1023, dir -0.0481, norm 0.4303, swav 0.0000 LR: 7.206e-02 Score 67.963 Data time: 0.1475, Forward time: 2.2696, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 4.8028 [2020-11-08 18:24:29,143][root][INFO] - ===> Epoch[118](3053/26): Loss 1.1575, Sem 0.8935, dir -0.1091, norm 0.3731, swav 0.0000 LR: 7.205e-02 Score 71.275 Data time: 0.1893, Forward time: 2.2696, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 4.7048 [2020-11-08 18:24:35,040][root][INFO] - ===> Epoch[118](3054/26): Loss 1.2773, Sem 0.8508, dir -0.0960, norm 0.5225, swav 0.0000 LR: 7.204e-02 Score 75.020 Data time: 0.1959, Forward time: 2.2695, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.7976 [2020-11-08 18:24:41,949][root][INFO] - ===> Epoch[118](3055/26): Loss 1.1030, Sem 0.8367, dir -0.0874, norm 0.3536, swav 0.0000 LR: 7.203e-02 Score 72.010 Data time: 0.2540, Forward time: 2.2695, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 6.8143 [2020-11-08 18:24:47,440][root][INFO] - ===> Epoch[118](3056/26): Loss 1.0221, Sem 0.7816, dir -0.0903, norm 0.3308, swav 0.0000 LR: 7.202e-02 Score 75.751 Data time: 0.2426, Forward time: 2.2696, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 5.3658 [2020-11-08 18:24:53,879][root][INFO] - ===> Epoch[118](3057/26): Loss 1.1467, Sem 0.8364, dir -0.0871, norm 0.3975, swav 0.0000 LR: 7.201e-02 Score 73.919 Data time: 0.2533, Forward time: 2.2698, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 6.3162 [2020-11-08 18:24:59,268][root][INFO] - ===> Epoch[118](3058/26): Loss 1.2059, Sem 0.8169, dir -0.0383, norm 0.4273, swav 0.0000 LR: 7.200e-02 Score 74.342 Data time: 0.2725, Forward time: 2.2699, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.2820 [2020-11-08 18:25:04,710][root][INFO] - ===> Epoch[118](3059/26): Loss 1.0121, Sem 0.6798, dir -0.0535, norm 0.3857, swav 0.0000 LR: 7.199e-02 Score 79.220 Data time: 0.2354, Forward time: 2.2700, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.3121 [2020-11-08 18:25:10,238][root][INFO] - ===> Epoch[118](3060/26): Loss 1.1503, Sem 0.8481, dir -0.1095, norm 0.4117, swav 0.0000 LR: 7.198e-02 Score 71.518 Data time: 0.2636, Forward time: 2.2701, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.4278 [2020-11-08 18:25:16,651][root][INFO] - ===> Epoch[118](3061/26): Loss 1.2325, Sem 0.8981, dir -0.0863, norm 0.4207, swav 0.0000 LR: 7.198e-02 Score 73.148 Data time: 0.2528, Forward time: 2.2703, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 6.2947 [2020-11-08 18:25:22,402][root][INFO] - ===> Epoch[118](3062/26): Loss 1.0916, Sem 0.8701, dir -0.1255, norm 0.3470, swav 0.0000 LR: 7.197e-02 Score 71.919 Data time: 0.2174, Forward time: 2.2702, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.6494 [2020-11-08 18:25:28,961][root][INFO] - ===> Epoch[118](3063/26): Loss 1.2927, Sem 0.9392, dir -0.0506, norm 0.4042, swav 0.0000 LR: 7.196e-02 Score 71.912 Data time: 0.3035, Forward time: 2.2705, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 6.4874 [2020-11-08 18:25:35,111][root][INFO] - ===> Epoch[118](3064/26): Loss 1.1653, Sem 0.8700, dir -0.0889, norm 0.3843, swav 0.0000 LR: 7.195e-02 Score 72.535 Data time: 0.2493, Forward time: 2.2705, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 6.0322 [2020-11-08 18:25:40,482][root][INFO] - ===> Epoch[118](3065/26): Loss 1.0983, Sem 0.8223, dir -0.0788, norm 0.3547, swav 0.0000 LR: 7.194e-02 Score 75.864 Data time: 0.2763, Forward time: 2.2706, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.2771 [2020-11-08 18:25:45,749][root][INFO] - ===> Epoch[118](3066/26): Loss 1.1214, Sem 0.7813, dir -0.0974, norm 0.4375, swav 0.0000 LR: 7.193e-02 Score 76.491 Data time: 0.2554, Forward time: 2.2707, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.1478 [2020-11-08 18:25:50,485][root][INFO] - ===> Epoch[118](3067/26): Loss 1.3091, Sem 0.9878, dir -0.0918, norm 0.4131, swav 0.0000 LR: 7.192e-02 Score 70.679 Data time: 0.1621, Forward time: 2.2705, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 4.6303 [2020-11-08 18:25:55,417][root][INFO] - ===> Epoch[118](3068/26): Loss 1.0709, Sem 0.8368, dir -0.0956, norm 0.3297, swav 0.0000 LR: 7.191e-02 Score 74.445 Data time: 0.2109, Forward time: 2.2704, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 4.8310 [2020-11-08 18:26:01,916][root][INFO] - ===> Epoch[119](3069/26): Loss 1.1032, Sem 0.8395, dir -0.0645, norm 0.3282, swav 0.0000 LR: 7.190e-02 Score 73.769 Data time: 0.2062, Forward time: 2.2704, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 6.3872 [2020-11-08 18:26:07,853][root][INFO] - ===> Epoch[119](3070/26): Loss 1.1881, Sem 0.8814, dir -0.0770, norm 0.3837, swav 0.0000 LR: 7.189e-02 Score 72.772 Data time: 0.1995, Forward time: 2.2704, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.8432 [2020-11-08 18:26:14,324][root][INFO] - ===> Epoch[119](3071/26): Loss 1.2354, Sem 0.9469, dir -0.1040, norm 0.3925, swav 0.0000 LR: 7.188e-02 Score 70.435 Data time: 0.1836, Forward time: 2.2703, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 6.3710 [2020-11-08 18:26:19,785][root][INFO] - ===> Epoch[119](3072/26): Loss 1.3028, Sem 0.9794, dir -0.0941, norm 0.4175, swav 0.0000 LR: 7.187e-02 Score 72.039 Data time: 0.2510, Forward time: 2.2703, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.3645 [2020-11-08 18:26:26,718][root][INFO] - ===> Epoch[119](3073/26): Loss 1.2007, Sem 0.8426, dir -0.0998, norm 0.4579, swav 0.0000 LR: 7.186e-02 Score 73.667 Data time: 0.1986, Forward time: 2.2702, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.8177 [2020-11-08 18:26:31,276][root][INFO] - ===> Epoch[119](3074/26): Loss 1.1955, Sem 0.9273, dir -0.0931, norm 0.3613, swav 0.0000 LR: 7.185e-02 Score 72.265 Data time: 0.2159, Forward time: 2.2703, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 4.4697 [2020-11-08 18:26:37,113][root][INFO] - ===> Epoch[119](3075/26): Loss 1.3148, Sem 0.9016, dir -0.0772, norm 0.4904, swav 0.0000 LR: 7.184e-02 Score 68.517 Data time: 0.2742, Forward time: 2.2704, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.7263 [2020-11-08 18:26:44,045][root][INFO] - ===> Epoch[119](3076/26): Loss 1.1609, Sem 0.8256, dir -0.1126, norm 0.4480, swav 0.0000 LR: 7.184e-02 Score 76.323 Data time: 0.2504, Forward time: 2.2704, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 6.8083 [2020-11-08 18:26:49,083][root][INFO] - ===> Epoch[119](3077/26): Loss 1.1088, Sem 0.8186, dir -0.1091, norm 0.3993, swav 0.0000 LR: 7.183e-02 Score 76.802 Data time: 0.2339, Forward time: 2.2705, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 4.9314 [2020-11-08 18:26:55,484][root][INFO] - ===> Epoch[119](3078/26): Loss 1.2497, Sem 0.8850, dir -0.1048, norm 0.4695, swav 0.0000 LR: 7.182e-02 Score 73.476 Data time: 0.2543, Forward time: 2.2707, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 6.2898 [2020-11-08 18:27:02,054][root][INFO] - ===> Epoch[119](3079/26): Loss 1.1641, Sem 0.8700, dir -0.1293, norm 0.4234, swav 0.0000 LR: 7.181e-02 Score 70.338 Data time: 0.1844, Forward time: 2.2706, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 6.4340 [2020-11-08 18:27:08,237][root][INFO] - ===> Epoch[119](3080/26): Loss 1.0680, Sem 0.8558, dir -0.1217, norm 0.3340, swav 0.0000 LR: 7.180e-02 Score 75.861 Data time: 0.2794, Forward time: 2.2709, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 6.1166 [2020-11-08 18:27:12,814][root][INFO] - ===> Epoch[119](3081/26): Loss 1.1052, Sem 0.7865, dir -0.0858, norm 0.4044, swav 0.0000 LR: 7.179e-02 Score 73.742 Data time: 0.1410, Forward time: 2.2707, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 4.4631 [2020-11-08 18:27:17,654][root][INFO] - ===> Epoch[119](3082/26): Loss 1.3156, Sem 0.9075, dir -0.0656, norm 0.4737, swav 0.0000 LR: 7.178e-02 Score 72.630 Data time: 0.1791, Forward time: 2.2706, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 4.7579 [2020-11-08 18:27:23,178][root][INFO] - ===> Epoch[119](3083/26): Loss 1.1138, Sem 0.7800, dir -0.1027, norm 0.4365, swav 0.0000 LR: 7.177e-02 Score 75.587 Data time: 0.2279, Forward time: 2.2705, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.4242 [2020-11-08 18:27:30,158][root][INFO] - ===> Epoch[119](3084/26): Loss 1.1611, Sem 0.7823, dir -0.0986, norm 0.4773, swav 0.0000 LR: 7.176e-02 Score 74.752 Data time: 0.2155, Forward time: 2.2705, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 6.8932 [2020-11-08 18:27:35,982][root][INFO] - ===> Epoch[119](3085/26): Loss 0.9802, Sem 0.7268, dir -0.0771, norm 0.3305, swav 0.0000 LR: 7.175e-02 Score 78.190 Data time: 0.2804, Forward time: 2.2707, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.7098 [2020-11-08 18:27:40,830][root][INFO] - ===> Epoch[119](3086/26): Loss 1.0053, Sem 0.7873, dir -0.0719, norm 0.2899, swav 0.0000 LR: 7.174e-02 Score 72.986 Data time: 0.1952, Forward time: 2.2707, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 4.7327 [2020-11-08 18:27:46,579][root][INFO] - ===> Epoch[119](3087/26): Loss 1.1320, Sem 0.9114, dir -0.0535, norm 0.2741, swav 0.0000 LR: 7.173e-02 Score 72.085 Data time: 0.3026, Forward time: 2.2709, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.6479 [2020-11-08 18:27:52,373][root][INFO] - ===> Epoch[119](3088/26): Loss 1.2151, Sem 0.8264, dir -0.0747, norm 0.4635, swav 0.0000 LR: 7.172e-02 Score 75.890 Data time: 0.2195, Forward time: 2.2709, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.6706 [2020-11-08 18:27:59,519][root][INFO] - ===> Epoch[119](3089/26): Loss 1.2204, Sem 0.8786, dir -0.1462, norm 0.4879, swav 0.0000 LR: 7.171e-02 Score 73.750 Data time: 0.1636, Forward time: 2.2707, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 7.0271 [2020-11-08 18:28:05,986][root][INFO] - ===> Epoch[119](3090/26): Loss 1.2122, Sem 0.8655, dir -0.0549, norm 0.4016, swav 0.0000 LR: 7.170e-02 Score 73.009 Data time: 0.2233, Forward time: 2.2708, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 6.4082 [2020-11-08 18:28:12,603][root][INFO] - ===> Epoch[119](3091/26): Loss 1.2597, Sem 0.9007, dir -0.0797, norm 0.4387, swav 0.0000 LR: 7.170e-02 Score 74.071 Data time: 0.3253, Forward time: 2.2711, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 6.5042 [2020-11-08 18:28:19,092][root][INFO] - ===> Epoch[119](3092/26): Loss 1.1565, Sem 0.8380, dir -0.0818, norm 0.4003, swav 0.0000 LR: 7.169e-02 Score 75.301 Data time: 0.1757, Forward time: 2.2710, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.3698 [2020-11-08 18:28:25,240][root][INFO] - ===> Epoch[119](3093/26): Loss 1.1587, Sem 0.8425, dir -0.0890, norm 0.4053, swav 0.0000 LR: 7.168e-02 Score 72.358 Data time: 0.3251, Forward time: 2.2713, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 6.0566 [2020-11-08 18:28:32,854][root][INFO] - ===> Epoch[119](3094/26): Loss 1.1792, Sem 0.8783, dir -0.0900, norm 0.3910, swav 0.0000 LR: 7.167e-02 Score 72.233 Data time: 0.3997, Forward time: 2.2718, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 7.4951 [2020-11-08 18:28:38,086][root][INFO] - ===> Epoch[120](3095/26): Loss 1.2902, Sem 0.9836, dir -0.0876, norm 0.3941, swav 0.0000 LR: 7.166e-02 Score 72.079 Data time: 0.2567, Forward time: 2.2720, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.1147 [2020-11-08 18:28:45,182][root][INFO] - ===> Epoch[120](3096/26): Loss 1.3972, Sem 1.0956, dir -0.0880, norm 0.3895, swav 0.0000 LR: 7.165e-02 Score 67.026 Data time: 0.1937, Forward time: 2.2719, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 7.0040 [2020-11-08 18:28:49,952][root][INFO] - ===> Epoch[120](3097/26): Loss 1.3335, Sem 0.9674, dir -0.0619, norm 0.4279, swav 0.0000 LR: 7.164e-02 Score 70.657 Data time: 0.1966, Forward time: 2.2719, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.6922 [2020-11-08 18:28:55,658][root][INFO] - ===> Epoch[120](3098/26): Loss 1.1025, Sem 0.8354, dir -0.0951, norm 0.3622, swav 0.0000 LR: 7.163e-02 Score 71.921 Data time: 0.1646, Forward time: 2.2717, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.6043 [2020-11-08 18:29:01,982][root][INFO] - ===> Epoch[120](3099/26): Loss 0.9964, Sem 0.7261, dir -0.0686, norm 0.3389, swav 0.0000 LR: 7.162e-02 Score 77.929 Data time: 0.2133, Forward time: 2.2717, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.2464 [2020-11-08 18:29:07,549][root][INFO] - ===> Epoch[120](3100/26): Loss 1.2102, Sem 0.8918, dir -0.0765, norm 0.3949, swav 0.0000 LR: 7.161e-02 Score 72.563 Data time: 0.2066, Forward time: 2.2716, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.4482 [2020-11-08 18:29:13,277][root][INFO] - ===> Epoch[120](3101/26): Loss 1.2879, Sem 0.9239, dir -0.0860, norm 0.4500, swav 0.0000 LR: 7.160e-02 Score 70.472 Data time: 0.2748, Forward time: 2.2718, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.6186 [2020-11-08 18:29:19,379][root][INFO] - ===> Epoch[120](3102/26): Loss 1.2315, Sem 0.8927, dir -0.0597, norm 0.3985, swav 0.0000 LR: 7.159e-02 Score 72.237 Data time: 0.2333, Forward time: 2.2719, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.9705 [2020-11-08 18:29:26,700][root][INFO] - ===> Epoch[120](3103/26): Loss 1.2131, Sem 0.8102, dir -0.0564, norm 0.4593, swav 0.0000 LR: 7.158e-02 Score 75.403 Data time: 0.2085, Forward time: 2.2719, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 7.2152 [2020-11-08 18:29:32,047][root][INFO] - ===> Epoch[120](3104/26): Loss 1.1141, Sem 0.8345, dir -0.0803, norm 0.3599, swav 0.0000 LR: 7.157e-02 Score 75.807 Data time: 0.2108, Forward time: 2.2718, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.2490 [2020-11-08 18:29:38,483][root][INFO] - ===> Epoch[120](3105/26): Loss 1.2750, Sem 0.9297, dir -0.0738, norm 0.4191, swav 0.0000 LR: 7.156e-02 Score 72.219 Data time: 0.3237, Forward time: 2.2722, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 6.3311 [2020-11-08 18:29:45,117][root][INFO] - ===> Epoch[120](3106/26): Loss 1.3067, Sem 0.9688, dir -0.0834, norm 0.4212, swav 0.0000 LR: 7.156e-02 Score 69.446 Data time: 0.2288, Forward time: 2.2722, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 6.4860 [2020-11-08 18:29:51,287][root][INFO] - ===> Epoch[120](3107/26): Loss 1.1938, Sem 0.9123, dir -0.0765, norm 0.3579, swav 0.0000 LR: 7.155e-02 Score 71.209 Data time: 0.2591, Forward time: 2.2723, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 6.0702 [2020-11-08 18:29:57,276][root][INFO] - ===> Epoch[120](3108/26): Loss 1.2328, Sem 0.9037, dir -0.0755, norm 0.4046, swav 0.0000 LR: 7.154e-02 Score 74.409 Data time: 0.2576, Forward time: 2.2725, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.8869 [2020-11-08 18:30:02,308][root][INFO] - ===> Epoch[120](3109/26): Loss 1.1877, Sem 0.8844, dir -0.0795, norm 0.3828, swav 0.0000 LR: 7.153e-02 Score 72.957 Data time: 0.2512, Forward time: 2.2726, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 4.9040 [2020-11-08 18:30:08,488][root][INFO] - ===> Epoch[120](3110/26): Loss 1.1379, Sem 0.7746, dir -0.0956, norm 0.4589, swav 0.0000 LR: 7.152e-02 Score 79.043 Data time: 0.2600, Forward time: 2.2727, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.0663 [2020-11-08 18:30:13,903][root][INFO] - ===> Epoch[120](3111/26): Loss 1.2950, Sem 0.9372, dir -0.1334, norm 0.4912, swav 0.0000 LR: 7.151e-02 Score 70.925 Data time: 0.2450, Forward time: 2.2728, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.3085 [2020-11-08 18:30:20,213][root][INFO] - ===> Epoch[120](3112/26): Loss 1.1805, Sem 0.8295, dir -0.1078, norm 0.4589, swav 0.0000 LR: 7.150e-02 Score 76.555 Data time: 0.1548, Forward time: 2.2726, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.2127 [2020-11-08 18:30:26,095][root][INFO] - ===> Epoch[120](3113/26): Loss 1.0541, Sem 0.8607, dir -0.0980, norm 0.2915, swav 0.0000 LR: 7.149e-02 Score 73.780 Data time: 0.2471, Forward time: 2.2727, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.8276 [2020-11-08 18:30:31,392][root][INFO] - ===> Epoch[120](3114/26): Loss 1.1639, Sem 0.8394, dir -0.0697, norm 0.3942, swav 0.0000 LR: 7.148e-02 Score 73.635 Data time: 0.2583, Forward time: 2.2729, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.1829 [2020-11-08 18:30:37,330][root][INFO] - ===> Epoch[120](3115/26): Loss 1.2488, Sem 0.8244, dir -0.0813, norm 0.5057, swav 0.0000 LR: 7.147e-02 Score 72.252 Data time: 0.1331, Forward time: 2.2726, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.8390 [2020-11-08 18:30:42,374][root][INFO] - ===> Epoch[120](3116/26): Loss 1.2130, Sem 0.9017, dir -0.0489, norm 0.3602, swav 0.0000 LR: 7.146e-02 Score 73.580 Data time: 0.2084, Forward time: 2.2726, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.0151 [2020-11-08 18:30:48,457][root][INFO] - ===> Epoch[120](3117/26): Loss 1.0988, Sem 0.7639, dir -0.0474, norm 0.3823, swav 0.0000 LR: 7.145e-02 Score 75.885 Data time: 0.2299, Forward time: 2.2727, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.0008 [2020-11-08 18:30:54,296][root][INFO] - ===> Epoch[120](3118/26): Loss 1.2692, Sem 0.9503, dir -0.0974, norm 0.4163, swav 0.0000 LR: 7.144e-02 Score 68.618 Data time: 0.1494, Forward time: 2.2725, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.7464 [2020-11-08 18:30:59,672][root][INFO] - ===> Epoch[120](3119/26): Loss 1.1871, Sem 0.7359, dir -0.0453, norm 0.4965, swav 0.0000 LR: 7.143e-02 Score 78.695 Data time: 0.2336, Forward time: 2.2725, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.3309 [2020-11-08 18:31:05,843][root][INFO] - ===> Epoch[120](3120/26): Loss 1.1941, Sem 0.9075, dir -0.0680, norm 0.3546, swav 0.0000 LR: 7.142e-02 Score 71.153 Data time: 0.2994, Forward time: 2.2728, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 6.0756 [2020-11-08 18:31:12,524][root][INFO] - ===> Epoch[121](3121/26): Loss 1.3008, Sem 1.0772, dir -0.1101, norm 0.3337, swav 0.0000 LR: 7.142e-02 Score 70.403 Data time: 0.2633, Forward time: 2.2729, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.5739 [2020-11-08 18:31:19,917][root][INFO] - ===> Epoch[121](3122/26): Loss 1.3204, Sem 0.9728, dir -0.0804, norm 0.4280, swav 0.0000 LR: 7.141e-02 Score 71.971 Data time: 0.2200, Forward time: 2.2730, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 7.2849 [2020-11-08 18:31:25,517][root][INFO] - ===> Epoch[121](3123/26): Loss 1.1409, Sem 0.6769, dir -0.0359, norm 0.5000, swav 0.0000 LR: 7.140e-02 Score 78.073 Data time: 0.1661, Forward time: 2.2728, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 5.5286 [2020-11-08 18:31:30,315][root][INFO] - ===> Epoch[121](3124/26): Loss 1.2406, Sem 0.8490, dir -0.0375, norm 0.4292, swav 0.0000 LR: 7.139e-02 Score 72.806 Data time: 0.1752, Forward time: 2.2727, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 4.7588 [2020-11-08 18:31:35,655][root][INFO] - ===> Epoch[121](3125/26): Loss 1.3589, Sem 0.8760, dir -0.0483, norm 0.5312, swav 0.0000 LR: 7.138e-02 Score 74.818 Data time: 0.2512, Forward time: 2.2729, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.2711 [2020-11-08 18:31:40,806][root][INFO] - ===> Epoch[121](3126/26): Loss 1.1761, Sem 0.8299, dir -0.1043, norm 0.4506, swav 0.0000 LR: 7.137e-02 Score 73.506 Data time: 0.2585, Forward time: 2.2730, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.0413 [2020-11-08 18:31:45,874][root][INFO] - ===> Epoch[121](3127/26): Loss 1.2707, Sem 0.7947, dir -0.0576, norm 0.5336, swav 0.0000 LR: 7.136e-02 Score 76.897 Data time: 0.2308, Forward time: 2.2731, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 4.9721 [2020-11-08 18:31:52,052][root][INFO] - ===> Epoch[121](3128/26): Loss 1.2545, Sem 0.8259, dir -0.0463, norm 0.4749, swav 0.0000 LR: 7.135e-02 Score 75.586 Data time: 0.2368, Forward time: 2.2732, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 6.0693 [2020-11-08 18:31:57,047][root][INFO] - ===> Epoch[121](3129/26): Loss 1.1242, Sem 0.8307, dir -0.0939, norm 0.3874, swav 0.0000 LR: 7.134e-02 Score 73.364 Data time: 0.2221, Forward time: 2.2732, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 4.8912 [2020-11-08 18:32:03,099][root][INFO] - ===> Epoch[121](3130/26): Loss 1.1332, Sem 0.8205, dir -0.0532, norm 0.3659, swav 0.0000 LR: 7.133e-02 Score 74.911 Data time: 0.2588, Forward time: 2.2733, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.9699 [2020-11-08 18:32:08,623][root][INFO] - ===> Epoch[121](3131/26): Loss 1.1283, Sem 0.7649, dir -0.0559, norm 0.4192, swav 0.0000 LR: 7.132e-02 Score 77.626 Data time: 0.2649, Forward time: 2.2735, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.4168 [2020-11-08 18:32:13,211][root][INFO] - ===> Epoch[121](3132/26): Loss 1.0376, Sem 0.7342, dir -0.0915, norm 0.3950, swav 0.0000 LR: 7.131e-02 Score 76.331 Data time: 0.2116, Forward time: 2.2735, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 4.4751 [2020-11-08 18:32:19,496][root][INFO] - ===> Epoch[121](3133/26): Loss 1.2836, Sem 0.9017, dir -0.0698, norm 0.4517, swav 0.0000 LR: 7.130e-02 Score 71.962 Data time: 0.1580, Forward time: 2.2733, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.1885 [2020-11-08 18:32:25,975][root][INFO] - ===> Epoch[121](3134/26): Loss 1.1136, Sem 0.8465, dir -0.0424, norm 0.3095, swav 0.0000 LR: 7.129e-02 Score 71.642 Data time: 0.1583, Forward time: 2.2731, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 6.4179 [2020-11-08 18:32:31,037][root][INFO] - ===> Epoch[121](3135/26): Loss 1.2617, Sem 0.9463, dir -0.0545, norm 0.3699, swav 0.0000 LR: 7.128e-02 Score 70.365 Data time: 0.1996, Forward time: 2.2731, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 4.9947 [2020-11-08 18:32:36,230][root][INFO] - ===> Epoch[121](3136/26): Loss 1.2485, Sem 0.9062, dir -0.0813, norm 0.4236, swav 0.0000 LR: 7.128e-02 Score 72.570 Data time: 0.1756, Forward time: 2.2729, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.0782 [2020-11-08 18:32:41,230][root][INFO] - ===> Epoch[121](3137/26): Loss 1.2274, Sem 0.9058, dir -0.0781, norm 0.3997, swav 0.0000 LR: 7.127e-02 Score 74.240 Data time: 0.2343, Forward time: 2.2729, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 4.9489 [2020-11-08 18:32:48,019][root][INFO] - ===> Epoch[121](3138/26): Loss 1.1690, Sem 0.9248, dir -0.0837, norm 0.3279, swav 0.0000 LR: 7.126e-02 Score 69.273 Data time: 0.3302, Forward time: 2.2732, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.6633 [2020-11-08 18:32:53,523][root][INFO] - ===> Epoch[121](3139/26): Loss 1.0469, Sem 0.7883, dir -0.0794, norm 0.3380, swav 0.0000 LR: 7.125e-02 Score 73.818 Data time: 0.1652, Forward time: 2.2731, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.3696 [2020-11-08 18:32:59,416][root][INFO] - ===> Epoch[121](3140/26): Loss 1.1259, Sem 0.8345, dir -0.0893, norm 0.3807, swav 0.0000 LR: 7.124e-02 Score 74.226 Data time: 0.1953, Forward time: 2.2730, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.7758 [2020-11-08 18:33:05,483][root][INFO] - ===> Epoch[121](3141/26): Loss 1.2113, Sem 0.9211, dir -0.0807, norm 0.3709, swav 0.0000 LR: 7.123e-02 Score 74.083 Data time: 0.1600, Forward time: 2.2728, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.9663 [2020-11-08 18:33:10,729][root][INFO] - ===> Epoch[121](3142/26): Loss 1.3120, Sem 0.9749, dir -0.0730, norm 0.4101, swav 0.0000 LR: 7.122e-02 Score 68.766 Data time: 0.2466, Forward time: 2.2729, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.1490 [2020-11-08 18:33:15,792][root][INFO] - ===> Epoch[121](3143/26): Loss 1.0976, Sem 0.8093, dir -0.1009, norm 0.3892, swav 0.0000 LR: 7.121e-02 Score 73.581 Data time: 0.2256, Forward time: 2.2729, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 4.9246 [2020-11-08 18:33:21,952][root][INFO] - ===> Epoch[121](3144/26): Loss 1.0841, Sem 0.8804, dir -0.0915, norm 0.2953, swav 0.0000 LR: 7.120e-02 Score 74.169 Data time: 0.2505, Forward time: 2.2730, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.0134 [2020-11-08 18:33:27,751][root][INFO] - ===> Epoch[121](3145/26): Loss 1.2668, Sem 0.8596, dir -0.0544, norm 0.4615, swav 0.0000 LR: 7.119e-02 Score 73.507 Data time: 0.3158, Forward time: 2.2732, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.6719 [2020-11-08 18:33:32,397][root][INFO] - ===> Epoch[121](3146/26): Loss 1.2379, Sem 0.8720, dir -0.0964, norm 0.4623, swav 0.0000 LR: 7.118e-02 Score 69.889 Data time: 0.1598, Forward time: 2.2730, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 4.4950 [2020-11-08 18:33:38,651][root][INFO] - ===> Epoch[122](3147/26): Loss 1.1563, Sem 0.8313, dir -0.0805, norm 0.4055, swav 0.0000 LR: 7.117e-02 Score 74.872 Data time: 0.2375, Forward time: 2.2730, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 6.1535 [2020-11-08 18:33:44,142][root][INFO] - ===> Epoch[122](3148/26): Loss 1.2033, Sem 0.8034, dir -0.0797, norm 0.4796, swav 0.0000 LR: 7.116e-02 Score 73.316 Data time: 0.2396, Forward time: 2.2730, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.3543 [2020-11-08 18:33:49,087][root][INFO] - ===> Epoch[122](3149/26): Loss 1.2701, Sem 0.8776, dir -0.0925, norm 0.4850, swav 0.0000 LR: 7.115e-02 Score 73.513 Data time: 0.2313, Forward time: 2.2731, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 4.8265 [2020-11-08 18:33:54,225][root][INFO] - ===> Epoch[122](3150/26): Loss 1.1430, Sem 0.8522, dir -0.0655, norm 0.3564, swav 0.0000 LR: 7.114e-02 Score 73.075 Data time: 0.2211, Forward time: 2.2731, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 4.9902 [2020-11-08 18:33:59,801][root][INFO] - ===> Epoch[122](3151/26): Loss 1.0060, Sem 0.7833, dir -0.1485, norm 0.3712, swav 0.0000 LR: 7.113e-02 Score 74.297 Data time: 0.2367, Forward time: 2.2732, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.4603 [2020-11-08 18:34:04,469][root][INFO] - ===> Epoch[122](3152/26): Loss 1.0949, Sem 0.6822, dir -0.0529, norm 0.4657, swav 0.0000 LR: 7.113e-02 Score 79.687 Data time: 0.2212, Forward time: 2.2732, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 4.5494 [2020-11-08 18:34:12,053][root][INFO] - ===> Epoch[122](3153/26): Loss 1.1335, Sem 0.8517, dir -0.0712, norm 0.3530, swav 0.0000 LR: 7.112e-02 Score 74.653 Data time: 0.1337, Forward time: 2.2729, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 7.4939 [2020-11-08 18:34:17,046][root][INFO] - ===> Epoch[122](3154/26): Loss 1.1399, Sem 0.8722, dir -0.0765, norm 0.3443, swav 0.0000 LR: 7.111e-02 Score 70.809 Data time: 0.1487, Forward time: 2.2727, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 4.9463 [2020-11-08 18:34:22,751][root][INFO] - ===> Epoch[122](3155/26): Loss 1.1564, Sem 0.7620, dir -0.0556, norm 0.4501, swav 0.0000 LR: 7.110e-02 Score 77.064 Data time: 0.1764, Forward time: 2.2726, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.6733 [2020-11-08 18:34:29,182][root][INFO] - ===> Epoch[122](3156/26): Loss 1.2391, Sem 0.6943, dir -0.0357, norm 0.5805, swav 0.0000 LR: 7.109e-02 Score 78.900 Data time: 0.2047, Forward time: 2.2725, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 6.3242 [2020-11-08 18:34:37,382][root][INFO] - ===> Epoch[122](3157/26): Loss 1.4357, Sem 0.8718, dir -0.0495, norm 0.6134, swav 0.0000 LR: 7.108e-02 Score 69.947 Data time: 0.2116, Forward time: 2.2725, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 8.1148 [2020-11-08 18:34:43,834][root][INFO] - ===> Epoch[122](3158/26): Loss 1.2726, Sem 0.9277, dir -0.0706, norm 0.4155, swav 0.0000 LR: 7.107e-02 Score 70.180 Data time: 0.2532, Forward time: 2.2726, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 6.3245 [2020-11-08 18:34:49,448][root][INFO] - ===> Epoch[122](3159/26): Loss 1.4153, Sem 0.9997, dir -0.0296, norm 0.4453, swav 0.0000 LR: 7.106e-02 Score 68.442 Data time: 0.2213, Forward time: 2.2726, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.4825 [2020-11-08 18:34:55,810][root][INFO] - ===> Epoch[122](3160/26): Loss 1.2903, Sem 0.8809, dir -0.0560, norm 0.4655, swav 0.0000 LR: 7.105e-02 Score 71.226 Data time: 0.1808, Forward time: 2.2725, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 6.2464 [2020-11-08 18:35:01,383][root][INFO] - ===> Epoch[122](3161/26): Loss 1.3675, Sem 0.9330, dir -0.0714, norm 0.5059, swav 0.0000 LR: 7.104e-02 Score 71.766 Data time: 0.2301, Forward time: 2.2726, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.4918 [2020-11-08 18:35:07,655][root][INFO] - ===> Epoch[122](3162/26): Loss 1.1163, Sem 0.8346, dir -0.0923, norm 0.3741, swav 0.0000 LR: 7.103e-02 Score 75.388 Data time: 0.2118, Forward time: 2.2725, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 6.1626 [2020-11-08 18:35:13,533][root][INFO] - ===> Epoch[122](3163/26): Loss 1.2279, Sem 0.7619, dir -0.0629, norm 0.5289, swav 0.0000 LR: 7.102e-02 Score 73.682 Data time: 0.1872, Forward time: 2.2725, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.7813 [2020-11-08 18:35:18,654][root][INFO] - ===> Epoch[122](3164/26): Loss 1.3234, Sem 0.8394, dir -0.0434, norm 0.5274, swav 0.0000 LR: 7.101e-02 Score 74.547 Data time: 0.1859, Forward time: 2.2723, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.0271 [2020-11-08 18:35:24,502][root][INFO] - ===> Epoch[122](3165/26): Loss 1.3321, Sem 0.9080, dir -0.0899, norm 0.5141, swav 0.0000 LR: 7.100e-02 Score 72.358 Data time: 0.1727, Forward time: 2.2722, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.7685 [2020-11-08 18:35:30,976][root][INFO] - ===> Epoch[122](3166/26): Loss 1.0984, Sem 0.8570, dir -0.0858, norm 0.3273, swav 0.0000 LR: 7.099e-02 Score 71.987 Data time: 0.1979, Forward time: 2.2721, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 6.3737 [2020-11-08 18:35:36,771][root][INFO] - ===> Epoch[122](3167/26): Loss 1.2400, Sem 0.8885, dir -0.0559, norm 0.4074, swav 0.0000 LR: 7.099e-02 Score 71.414 Data time: 0.2896, Forward time: 2.2723, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.7235 [2020-11-08 18:35:44,514][root][INFO] - ===> Epoch[122](3168/26): Loss 1.4445, Sem 0.9591, dir -0.0487, norm 0.5341, swav 0.0000 LR: 7.098e-02 Score 69.049 Data time: 0.3347, Forward time: 2.2726, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 7.6142 [2020-11-08 18:35:49,402][root][INFO] - ===> Epoch[122](3169/26): Loss 1.3784, Sem 0.8917, dir -0.0958, norm 0.5824, swav 0.0000 LR: 7.097e-02 Score 73.147 Data time: 0.2111, Forward time: 2.2726, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 4.7392 [2020-11-08 18:35:54,645][root][INFO] - ===> Epoch[122](3170/26): Loss 1.1803, Sem 0.8901, dir -0.0703, norm 0.3606, swav 0.0000 LR: 7.096e-02 Score 70.506 Data time: 0.1712, Forward time: 2.2724, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.1344 [2020-11-08 18:36:00,581][root][INFO] - ===> Epoch[122](3171/26): Loss 1.2547, Sem 0.8714, dir -0.0685, norm 0.4517, swav 0.0000 LR: 7.095e-02 Score 72.615 Data time: 0.2806, Forward time: 2.2726, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.8798 [2020-11-08 18:36:05,494][root][INFO] - ===> Epoch[122](3172/26): Loss 1.2547, Sem 0.7953, dir -0.0760, norm 0.5353, swav 0.0000 LR: 7.094e-02 Score 74.052 Data time: 0.1932, Forward time: 2.2726, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 4.8115 [2020-11-08 18:36:11,233][root][INFO] - ===> Epoch[123](3173/26): Loss 1.2287, Sem 0.7689, dir -0.0699, norm 0.5297, swav 0.0000 LR: 7.093e-02 Score 75.733 Data time: 0.2661, Forward time: 2.2728, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.6401 [2020-11-08 18:36:16,746][root][INFO] - ===> Epoch[123](3174/26): Loss 1.0338, Sem 0.7886, dir -0.1310, norm 0.3761, swav 0.0000 LR: 7.092e-02 Score 73.748 Data time: 0.2157, Forward time: 2.2727, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.3904 [2020-11-08 18:36:22,953][root][INFO] - ===> Epoch[123](3175/26): Loss 1.2041, Sem 0.8271, dir -0.0472, norm 0.4242, swav 0.0000 LR: 7.091e-02 Score 72.166 Data time: 0.3174, Forward time: 2.2730, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 6.1276 [2020-11-08 18:36:27,681][root][INFO] - ===> Epoch[123](3176/26): Loss 1.4068, Sem 0.8953, dir -0.0448, norm 0.5563, swav 0.0000 LR: 7.090e-02 Score 72.758 Data time: 0.2044, Forward time: 2.2730, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 4.6024 [2020-11-08 18:36:31,962][root][INFO] - ===> Epoch[123](3177/26): Loss 1.3191, Sem 0.7994, dir -0.0464, norm 0.5661, swav 0.0000 LR: 7.089e-02 Score 74.321 Data time: 0.2228, Forward time: 2.2729, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 4.1816 [2020-11-08 18:36:38,783][root][INFO] - ===> Epoch[123](3178/26): Loss 1.2541, Sem 0.8076, dir -0.0475, norm 0.4941, swav 0.0000 LR: 7.088e-02 Score 76.989 Data time: 0.2969, Forward time: 2.2732, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 6.7291 [2020-11-08 18:36:45,441][root][INFO] - ===> Epoch[123](3179/26): Loss 1.1855, Sem 0.9432, dir -0.1204, norm 0.3627, swav 0.0000 LR: 7.087e-02 Score 69.610 Data time: 0.2532, Forward time: 2.2734, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 6.5345 [2020-11-08 18:36:52,134][root][INFO] - ===> Epoch[123](3180/26): Loss 1.4472, Sem 0.9859, dir -0.0534, norm 0.5146, swav 0.0000 LR: 7.086e-02 Score 69.247 Data time: 0.2541, Forward time: 2.2735, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.5622 [2020-11-08 18:36:57,285][root][INFO] - ===> Epoch[123](3181/26): Loss 1.1746, Sem 0.7285, dir -0.0324, norm 0.4785, swav 0.0000 LR: 7.085e-02 Score 77.666 Data time: 0.2442, Forward time: 2.2736, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.0489 [2020-11-08 18:37:02,616][root][INFO] - ===> Epoch[123](3182/26): Loss 1.2954, Sem 0.8828, dir -0.0338, norm 0.4464, swav 0.0000 LR: 7.085e-02 Score 74.648 Data time: 0.2334, Forward time: 2.2736, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.2188 [2020-11-08 18:37:07,971][root][INFO] - ===> Epoch[123](3183/26): Loss 1.3459, Sem 0.9512, dir -0.0250, norm 0.4197, swav 0.0000 LR: 7.084e-02 Score 69.197 Data time: 0.1766, Forward time: 2.2735, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.2574 [2020-11-08 18:37:13,301][root][INFO] - ===> Epoch[123](3184/26): Loss 1.0354, Sem 0.7559, dir -0.1010, norm 0.3806, swav 0.0000 LR: 7.083e-02 Score 76.346 Data time: 0.2181, Forward time: 2.2735, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.2480 [2020-11-08 18:37:18,689][root][INFO] - ===> Epoch[123](3185/26): Loss 1.3753, Sem 0.8863, dir -0.0434, norm 0.5325, swav 0.0000 LR: 7.082e-02 Score 73.240 Data time: 0.1859, Forward time: 2.2735, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.2859 [2020-11-08 18:37:24,710][root][INFO] - ===> Epoch[123](3186/26): Loss 1.3545, Sem 0.8162, dir -0.0135, norm 0.5518, swav 0.0000 LR: 7.081e-02 Score 76.256 Data time: 0.1619, Forward time: 2.2733, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.9370 [2020-11-08 18:37:30,293][root][INFO] - ===> Epoch[123](3187/26): Loss 1.5198, Sem 0.9788, dir -0.0407, norm 0.5817, swav 0.0000 LR: 7.080e-02 Score 71.298 Data time: 0.1865, Forward time: 2.2732, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.5201 [2020-11-08 18:37:35,502][root][INFO] - ===> Epoch[123](3188/26): Loss 1.4333, Sem 0.8604, dir -0.0138, norm 0.5867, swav 0.0000 LR: 7.079e-02 Score 73.009 Data time: 0.1675, Forward time: 2.2730, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.1259 [2020-11-08 18:37:40,666][root][INFO] - ===> Epoch[123](3189/26): Loss 1.1696, Sem 0.7577, dir -0.0586, norm 0.4705, swav 0.0000 LR: 7.078e-02 Score 75.928 Data time: 0.2675, Forward time: 2.2731, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.1056 [2020-11-08 18:37:46,404][root][INFO] - ===> Epoch[123](3190/26): Loss 1.3051, Sem 0.9315, dir -0.0568, norm 0.4305, swav 0.0000 LR: 7.077e-02 Score 68.709 Data time: 0.2735, Forward time: 2.2733, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.6281 [2020-11-08 18:37:51,979][root][INFO] - ===> Epoch[123](3191/26): Loss 1.2574, Sem 0.9190, dir -0.0838, norm 0.4222, swav 0.0000 LR: 7.076e-02 Score 72.208 Data time: 0.1366, Forward time: 2.2731, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.4526 [2020-11-08 18:37:57,713][root][INFO] - ===> Epoch[123](3192/26): Loss 1.3534, Sem 0.9505, dir -0.0464, norm 0.4493, swav 0.0000 LR: 7.075e-02 Score 71.612 Data time: 0.2016, Forward time: 2.2730, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.6639 [2020-11-08 18:38:02,706][root][INFO] - ===> Epoch[123](3193/26): Loss 1.2984, Sem 0.9051, dir -0.0663, norm 0.4597, swav 0.0000 LR: 7.074e-02 Score 69.789 Data time: 0.2340, Forward time: 2.2731, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 4.9040 [2020-11-08 18:38:09,386][root][INFO] - ===> Epoch[123](3194/26): Loss 1.2377, Sem 0.8528, dir -0.0637, norm 0.4487, swav 0.0000 LR: 7.073e-02 Score 74.842 Data time: 0.1936, Forward time: 2.2730, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 6.5453 [2020-11-08 18:38:15,296][root][INFO] - ===> Epoch[123](3195/26): Loss 1.0427, Sem 0.8199, dir -0.0858, norm 0.3086, swav 0.0000 LR: 7.072e-02 Score 74.309 Data time: 0.2883, Forward time: 2.2732, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.8158 [2020-11-08 18:38:21,447][root][INFO] - ===> Epoch[123](3196/26): Loss 1.2176, Sem 0.8519, dir -0.0582, norm 0.4239, swav 0.0000 LR: 7.071e-02 Score 74.587 Data time: 0.1840, Forward time: 2.2731, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 6.0232 [2020-11-08 18:38:26,824][root][INFO] - ===> Epoch[123](3197/26): Loss 1.4164, Sem 0.9380, dir -0.0430, norm 0.5213, swav 0.0000 LR: 7.070e-02 Score 70.905 Data time: 0.2404, Forward time: 2.2732, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.2776 [2020-11-08 18:38:32,323][root][INFO] - ===> Epoch[123](3198/26): Loss 1.4031, Sem 0.9440, dir -0.0762, norm 0.5352, swav 0.0000 LR: 7.070e-02 Score 72.549 Data time: 0.2321, Forward time: 2.2732, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.3757 [2020-11-08 18:38:37,582][root][INFO] - ===> Epoch[124](3199/26): Loss 1.2641, Sem 0.8906, dir -0.0336, norm 0.4071, swav 0.0000 LR: 7.069e-02 Score 71.522 Data time: 0.2589, Forward time: 2.2733, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.1550 [2020-11-08 18:38:43,734][root][INFO] - ===> Epoch[124](3200/26): Loss 1.1834, Sem 0.8958, dir -0.1604, norm 0.4480, swav 0.0000 LR: 7.068e-02 Score 69.573 Data time: 0.3356, Forward time: 2.2736, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 6.0146 [2020-11-08 18:38:49,839][root][INFO] - ===> Epoch[124](3201/26): Loss 1.3281, Sem 0.9123, dir -0.0899, norm 0.5057, swav 0.0000 LR: 7.067e-02 Score 69.875 Data time: 0.2098, Forward time: 2.2736, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.9877 [2020-11-08 18:38:55,199][root][INFO] - ===> Epoch[124](3202/26): Loss 1.2595, Sem 0.8510, dir -0.0372, norm 0.4456, swav 0.0000 LR: 7.066e-02 Score 75.149 Data time: 0.1761, Forward time: 2.2734, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.2596 [2020-11-08 18:39:00,638][root][INFO] - ===> Epoch[124](3203/26): Loss 1.2378, Sem 0.7312, dir -0.0252, norm 0.5319, swav 0.0000 LR: 7.065e-02 Score 79.337 Data time: 0.2176, Forward time: 2.2734, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.3535 [2020-11-08 18:39:06,705][root][INFO] - ===> Epoch[124](3204/26): Loss 1.2024, Sem 0.8573, dir -0.0865, norm 0.4316, swav 0.0000 LR: 7.064e-02 Score 74.382 Data time: 0.2193, Forward time: 2.2734, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.9384 [2020-11-08 18:39:13,467][root][INFO] - ===> Epoch[124](3205/26): Loss 1.0769, Sem 0.8302, dir -0.0903, norm 0.3370, swav 0.0000 LR: 7.063e-02 Score 74.485 Data time: 0.1751, Forward time: 2.2733, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 6.6493 [2020-11-08 18:39:18,835][root][INFO] - ===> Epoch[124](3206/26): Loss 1.3437, Sem 0.8445, dir -0.0305, norm 0.5297, swav 0.0000 LR: 7.062e-02 Score 75.844 Data time: 0.2040, Forward time: 2.2732, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.2883 [2020-11-08 18:39:24,296][root][INFO] - ===> Epoch[124](3207/26): Loss 1.2433, Sem 0.7214, dir -0.0485, norm 0.5704, swav 0.0000 LR: 7.061e-02 Score 76.025 Data time: 0.2280, Forward time: 2.2733, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.3714 [2020-11-08 18:39:29,751][root][INFO] - ===> Epoch[124](3208/26): Loss 1.2465, Sem 0.8532, dir -0.0609, norm 0.4542, swav 0.0000 LR: 7.060e-02 Score 76.040 Data time: 0.1561, Forward time: 2.2731, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.3160 [2020-11-08 18:39:35,046][root][INFO] - ===> Epoch[124](3209/26): Loss 1.2688, Sem 0.8294, dir -0.0300, norm 0.4695, swav 0.0000 LR: 7.059e-02 Score 74.492 Data time: 0.1258, Forward time: 2.2728, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.2142 [2020-11-08 18:39:41,025][root][INFO] - ===> Epoch[124](3210/26): Loss 1.1060, Sem 0.8272, dir -0.0724, norm 0.3512, swav 0.0000 LR: 7.058e-02 Score 74.005 Data time: 0.2662, Forward time: 2.2730, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.9500 [2020-11-08 18:39:47,311][root][INFO] - ===> Epoch[124](3211/26): Loss 1.4148, Sem 0.9669, dir -0.0586, norm 0.5066, swav 0.0000 LR: 7.057e-02 Score 69.427 Data time: 0.2127, Forward time: 2.2731, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.1754 [2020-11-08 18:39:55,015][root][INFO] - ===> Epoch[124](3212/26): Loss 1.4065, Sem 0.8963, dir -0.0511, norm 0.5613, swav 0.0000 LR: 7.056e-02 Score 72.285 Data time: 0.1687, Forward time: 2.2729, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 7.5979 [2020-11-08 18:40:00,715][root][INFO] - ===> Epoch[124](3213/26): Loss 1.2591, Sem 0.7713, dir -0.0415, norm 0.5292, swav 0.0000 LR: 7.056e-02 Score 76.566 Data time: 0.2395, Forward time: 2.2730, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.6216 [2020-11-08 18:40:05,121][root][INFO] - ===> Epoch[124](3214/26): Loss 1.0627, Sem 0.7736, dir -0.0673, norm 0.3564, swav 0.0000 LR: 7.055e-02 Score 76.533 Data time: 0.2060, Forward time: 2.2730, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 4.2855 [2020-11-08 18:40:11,349][root][INFO] - ===> Epoch[124](3215/26): Loss 1.0268, Sem 0.8476, dir -0.0657, norm 0.2449, swav 0.0000 LR: 7.054e-02 Score 74.927 Data time: 0.1775, Forward time: 2.2728, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 6.1373 [2020-11-08 18:40:16,389][root][INFO] - ===> Epoch[124](3216/26): Loss 1.1408, Sem 0.7743, dir -0.0564, norm 0.4230, swav 0.0000 LR: 7.053e-02 Score 75.826 Data time: 0.2408, Forward time: 2.2728, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 4.9469 [2020-11-08 18:40:23,217][root][INFO] - ===> Epoch[124](3217/26): Loss 1.2403, Sem 0.8056, dir -0.0560, norm 0.4907, swav 0.0000 LR: 7.052e-02 Score 75.683 Data time: 0.2168, Forward time: 2.2728, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 6.6913 [2020-11-08 18:40:28,690][root][INFO] - ===> Epoch[124](3218/26): Loss 1.1709, Sem 0.8149, dir -0.0626, norm 0.4185, swav 0.0000 LR: 7.051e-02 Score 74.336 Data time: 0.1912, Forward time: 2.2728, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.3570 [2020-11-08 18:40:33,666][root][INFO] - ===> Epoch[124](3219/26): Loss 1.0267, Sem 0.7751, dir -0.0890, norm 0.3406, swav 0.0000 LR: 7.050e-02 Score 73.691 Data time: 0.2066, Forward time: 2.2727, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 4.8651 [2020-11-08 18:40:40,357][root][INFO] - ===> Epoch[124](3220/26): Loss 1.0687, Sem 0.7644, dir -0.0655, norm 0.3699, swav 0.0000 LR: 7.049e-02 Score 75.206 Data time: 0.2067, Forward time: 2.2727, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.5859 [2020-11-08 18:40:46,095][root][INFO] - ===> Epoch[124](3221/26): Loss 1.1487, Sem 0.7705, dir -0.0840, norm 0.4623, swav 0.0000 LR: 7.048e-02 Score 74.392 Data time: 0.1832, Forward time: 2.2726, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.6307 [2020-11-08 18:40:51,399][root][INFO] - ===> Epoch[124](3222/26): Loss 1.2717, Sem 1.0194, dir -0.1231, norm 0.3754, swav 0.0000 LR: 7.047e-02 Score 71.593 Data time: 0.1842, Forward time: 2.2725, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.2073 [2020-11-08 18:40:57,580][root][INFO] - ===> Epoch[124](3223/26): Loss 1.0459, Sem 0.8343, dir -0.0791, norm 0.2906, swav 0.0000 LR: 7.046e-02 Score 76.628 Data time: 0.2297, Forward time: 2.2726, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 6.0909 [2020-11-08 18:41:03,044][root][INFO] - ===> Epoch[124](3224/26): Loss 1.2051, Sem 0.8629, dir -0.0585, norm 0.4007, swav 0.0000 LR: 7.045e-02 Score 73.968 Data time: 0.1963, Forward time: 2.2726, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.3448 [2020-11-08 18:41:07,745][root][INFO] - ===> Epoch[125](3225/26): Loss 1.0715, Sem 0.8071, dir -0.0827, norm 0.3470, swav 0.0000 LR: 7.044e-02 Score 75.502 Data time: 0.2186, Forward time: 2.2726, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 4.6194 [2020-11-08 18:41:12,822][root][INFO] - ===> Epoch[125](3226/26): Loss 1.0771, Sem 0.8087, dir -0.1175, norm 0.3859, swav 0.0000 LR: 7.043e-02 Score 78.552 Data time: 0.2632, Forward time: 2.2727, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 4.9577 [2020-11-08 18:41:17,870][root][INFO] - ===> Epoch[125](3227/26): Loss 1.2668, Sem 0.7470, dir -0.0426, norm 0.5625, swav 0.0000 LR: 7.042e-02 Score 75.731 Data time: 0.1929, Forward time: 2.2726, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 4.9470 [2020-11-08 18:41:23,064][root][INFO] - ===> Epoch[125](3228/26): Loss 1.3880, Sem 0.7938, dir -0.0420, norm 0.6362, swav 0.0000 LR: 7.041e-02 Score 74.704 Data time: 0.1569, Forward time: 2.2724, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.0893 [2020-11-08 18:41:28,488][root][INFO] - ===> Epoch[125](3229/26): Loss 1.4989, Sem 0.8951, dir -0.0166, norm 0.6204, swav 0.0000 LR: 7.041e-02 Score 71.008 Data time: 0.1878, Forward time: 2.2723, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.3595 [2020-11-08 18:41:33,102][root][INFO] - ===> Epoch[125](3230/26): Loss 1.2929, Sem 0.7906, dir -0.0312, norm 0.5334, swav 0.0000 LR: 7.040e-02 Score 74.173 Data time: 0.2030, Forward time: 2.2722, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 4.5205 [2020-11-08 18:41:40,854][root][INFO] - ===> Epoch[125](3231/26): Loss 1.3558, Sem 0.9725, dir -0.0689, norm 0.4522, swav 0.0000 LR: 7.039e-02 Score 71.895 Data time: 0.2100, Forward time: 2.2722, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 7.6736 [2020-11-08 18:41:47,344][root][INFO] - ===> Epoch[125](3232/26): Loss 1.1726, Sem 0.7831, dir -0.0118, norm 0.4013, swav 0.0000 LR: 7.038e-02 Score 74.192 Data time: 0.1979, Forward time: 2.2721, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.3889 [2020-11-08 18:41:52,738][root][INFO] - ===> Epoch[125](3233/26): Loss 1.2358, Sem 0.9240, dir -0.0775, norm 0.3894, swav 0.0000 LR: 7.037e-02 Score 71.612 Data time: 0.2019, Forward time: 2.2721, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.3186 [2020-11-08 18:41:58,385][root][INFO] - ===> Epoch[125](3234/26): Loss 1.1187, Sem 0.7585, dir -0.0423, norm 0.4025, swav 0.0000 LR: 7.036e-02 Score 75.801 Data time: 0.1978, Forward time: 2.2721, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.5359 [2020-11-08 18:42:04,018][root][INFO] - ===> Epoch[125](3235/26): Loss 1.2599, Sem 0.7688, dir -0.0411, norm 0.5323, swav 0.0000 LR: 7.035e-02 Score 76.857 Data time: 0.1894, Forward time: 2.2720, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.5527 [2020-11-08 18:42:08,654][root][INFO] - ===> Epoch[125](3236/26): Loss 1.1014, Sem 0.7688, dir -0.0652, norm 0.3979, swav 0.0000 LR: 7.034e-02 Score 75.054 Data time: 0.1753, Forward time: 2.2719, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 4.5496 [2020-11-08 18:42:13,977][root][INFO] - ===> Epoch[125](3237/26): Loss 0.9461, Sem 0.6751, dir -0.0935, norm 0.3645, swav 0.0000 LR: 7.033e-02 Score 79.103 Data time: 0.2251, Forward time: 2.2719, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.2446 [2020-11-08 18:42:19,938][root][INFO] - ===> Epoch[125](3238/26): Loss 1.2857, Sem 0.9347, dir -0.0789, norm 0.4299, swav 0.0000 LR: 7.032e-02 Score 71.095 Data time: 0.2073, Forward time: 2.2719, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.8345 [2020-11-08 18:42:25,303][root][INFO] - ===> Epoch[125](3239/26): Loss 1.0719, Sem 0.7435, dir -0.0736, norm 0.4021, swav 0.0000 LR: 7.031e-02 Score 77.127 Data time: 0.2086, Forward time: 2.2718, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.2809 [2020-11-08 18:42:30,595][root][INFO] - ===> Epoch[125](3240/26): Loss 1.0095, Sem 0.7880, dir -0.1047, norm 0.3262, swav 0.0000 LR: 7.030e-02 Score 74.178 Data time: 0.2192, Forward time: 2.2718, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.2187 [2020-11-08 18:42:36,825][root][INFO] - ===> Epoch[125](3241/26): Loss 0.9870, Sem 0.7257, dir -0.1059, norm 0.3671, swav 0.0000 LR: 7.029e-02 Score 75.924 Data time: 0.2091, Forward time: 2.2717, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 6.1095 [2020-11-08 18:42:43,414][root][INFO] - ===> Epoch[125](3242/26): Loss 1.2410, Sem 0.8861, dir -0.0661, norm 0.4210, swav 0.0000 LR: 7.028e-02 Score 73.521 Data time: 0.2544, Forward time: 2.2719, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 6.4920 [2020-11-08 18:42:48,771][root][INFO] - ===> Epoch[125](3243/26): Loss 1.3268, Sem 0.9760, dir -0.0588, norm 0.4096, swav 0.0000 LR: 7.027e-02 Score 71.185 Data time: 0.2153, Forward time: 2.2718, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.2133 [2020-11-08 18:42:54,575][root][INFO] - ===> Epoch[125](3244/26): Loss 1.1085, Sem 0.8442, dir -0.0793, norm 0.3436, swav 0.0000 LR: 7.027e-02 Score 71.842 Data time: 0.2875, Forward time: 2.2721, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.6912 [2020-11-08 18:43:00,295][root][INFO] - ===> Epoch[125](3245/26): Loss 1.1041, Sem 0.7862, dir -0.1183, norm 0.4361, swav 0.0000 LR: 7.026e-02 Score 75.094 Data time: 0.2598, Forward time: 2.2722, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.5909 [2020-11-08 18:43:06,137][root][INFO] - ===> Epoch[125](3246/26): Loss 1.2270, Sem 0.9158, dir -0.0679, norm 0.3791, swav 0.0000 LR: 7.025e-02 Score 70.970 Data time: 0.3012, Forward time: 2.2724, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.7444 [2020-11-08 18:43:12,091][root][INFO] - ===> Epoch[125](3247/26): Loss 1.0357, Sem 0.8069, dir -0.0726, norm 0.3014, swav 0.0000 LR: 7.024e-02 Score 73.372 Data time: 0.2274, Forward time: 2.2725, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.8236 [2020-11-08 18:43:17,276][root][INFO] - ===> Epoch[125](3248/26): Loss 1.1951, Sem 0.9185, dir -0.0754, norm 0.3520, swav 0.0000 LR: 7.023e-02 Score 70.877 Data time: 0.1946, Forward time: 2.2725, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.1018 [2020-11-08 18:43:22,896][root][INFO] - ===> Epoch[125](3249/26): Loss 1.1591, Sem 0.7906, dir -0.0455, norm 0.4139, swav 0.0000 LR: 7.022e-02 Score 74.173 Data time: 0.1933, Forward time: 2.2723, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.5001 [2020-11-08 18:43:28,507][root][INFO] - ===> Epoch[125](3250/26): Loss 1.1765, Sem 0.7865, dir -0.0475, norm 0.4375, swav 0.0000 LR: 7.021e-02 Score 76.628 Data time: 0.1909, Forward time: 2.2722, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.5475 [2020-11-08 18:43:33,752][root][INFO] - ===> Epoch[126](3251/26): Loss 1.2844, Sem 0.7881, dir -0.0947, norm 0.5910, swav 0.0000 LR: 7.020e-02 Score 77.664 Data time: 0.1906, Forward time: 2.2721, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.1433 [2020-11-08 18:43:40,560][root][INFO] - ===> Epoch[126](3252/26): Loss 1.1997, Sem 0.8738, dir -0.0889, norm 0.4149, swav 0.0000 LR: 7.019e-02 Score 71.968 Data time: 0.2045, Forward time: 2.2721, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.7171 [2020-11-08 18:43:46,111][root][INFO] - ===> Epoch[126](3253/26): Loss 1.4560, Sem 1.0682, dir -0.0499, norm 0.4378, swav 0.0000 LR: 7.018e-02 Score 69.685 Data time: 0.2898, Forward time: 2.2722, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.4321 [2020-11-08 18:43:51,630][root][INFO] - ===> Epoch[126](3254/26): Loss 1.1528, Sem 0.8265, dir -0.0794, norm 0.4058, swav 0.0000 LR: 7.017e-02 Score 74.035 Data time: 0.2148, Forward time: 2.2723, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.4189 [2020-11-08 18:43:58,195][root][INFO] - ===> Epoch[126](3255/26): Loss 1.1019, Sem 0.9078, dir -0.1134, norm 0.3075, swav 0.0000 LR: 7.016e-02 Score 72.872 Data time: 0.1989, Forward time: 2.2723, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 6.4539 [2020-11-08 18:44:04,149][root][INFO] - ===> Epoch[126](3256/26): Loss 1.0470, Sem 0.7850, dir -0.1096, norm 0.3716, swav 0.0000 LR: 7.015e-02 Score 77.603 Data time: 0.2235, Forward time: 2.2723, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.8612 [2020-11-08 18:44:10,051][root][INFO] - ===> Epoch[126](3257/26): Loss 1.2057, Sem 0.8815, dir -0.0471, norm 0.3712, swav 0.0000 LR: 7.014e-02 Score 74.591 Data time: 0.1394, Forward time: 2.2720, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.7756 [2020-11-08 18:44:17,092][root][INFO] - ===> Epoch[126](3258/26): Loss 1.3347, Sem 0.9218, dir -0.0463, norm 0.4592, swav 0.0000 LR: 7.013e-02 Score 69.983 Data time: 0.2255, Forward time: 2.2721, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 6.9822 [2020-11-08 18:44:22,141][root][INFO] - ===> Epoch[126](3259/26): Loss 1.1556, Sem 0.8512, dir -0.1019, norm 0.4064, swav 0.0000 LR: 7.012e-02 Score 72.761 Data time: 0.2253, Forward time: 2.2721, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 4.9199 [2020-11-08 18:44:26,808][root][INFO] - ===> Epoch[126](3260/26): Loss 1.0623, Sem 0.7371, dir -0.0781, norm 0.4033, swav 0.0000 LR: 7.012e-02 Score 76.752 Data time: 0.2149, Forward time: 2.2721, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 4.5613 [2020-11-08 18:44:33,502][root][INFO] - ===> Epoch[126](3261/26): Loss 1.1312, Sem 0.7983, dir -0.0817, norm 0.4145, swav 0.0000 LR: 7.011e-02 Score 75.638 Data time: 0.2087, Forward time: 2.2721, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.5871 [2020-11-08 18:44:39,872][root][INFO] - ===> Epoch[126](3262/26): Loss 1.2589, Sem 0.8445, dir -0.0566, norm 0.4710, swav 0.0000 LR: 7.010e-02 Score 74.622 Data time: 0.0970, Forward time: 2.2717, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 6.2781 [2020-11-08 18:44:44,702][root][INFO] - ===> Epoch[126](3263/26): Loss 1.2119, Sem 0.9219, dir -0.1076, norm 0.3976, swav 0.0000 LR: 7.009e-02 Score 70.326 Data time: 0.2143, Forward time: 2.2718, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 4.7813 [2020-11-08 18:44:50,411][root][INFO] - ===> Epoch[126](3264/26): Loss 1.1239, Sem 0.9175, dir -0.1316, norm 0.3381, swav 0.0000 LR: 7.008e-02 Score 71.849 Data time: 0.1737, Forward time: 2.2717, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.6042 [2020-11-08 18:44:56,079][root][INFO] - ===> Epoch[126](3265/26): Loss 1.1788, Sem 0.8879, dir -0.0879, norm 0.3788, swav 0.0000 LR: 7.007e-02 Score 72.162 Data time: 0.2241, Forward time: 2.2717, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.5876 [2020-11-08 18:45:01,303][root][INFO] - ===> Epoch[126](3266/26): Loss 1.0429, Sem 0.7598, dir -0.0913, norm 0.3744, swav 0.0000 LR: 7.006e-02 Score 76.215 Data time: 0.2318, Forward time: 2.2717, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.1185 [2020-11-08 18:45:08,654][root][INFO] - ===> Epoch[126](3267/26): Loss 1.1736, Sem 0.8555, dir -0.0730, norm 0.3911, swav 0.0000 LR: 7.005e-02 Score 72.204 Data time: 0.3613, Forward time: 2.2721, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 7.2426 [2020-11-08 18:45:14,720][root][INFO] - ===> Epoch[126](3268/26): Loss 1.0585, Sem 0.7469, dir -0.0471, norm 0.3587, swav 0.0000 LR: 7.004e-02 Score 79.322 Data time: 0.1654, Forward time: 2.2720, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.9071 [2020-11-08 18:45:19,933][root][INFO] - ===> Epoch[126](3269/26): Loss 1.0141, Sem 0.8119, dir -0.1008, norm 0.3030, swav 0.0000 LR: 7.003e-02 Score 75.052 Data time: 0.1985, Forward time: 2.2719, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.1452 [2020-11-08 18:45:24,673][root][INFO] - ===> Epoch[126](3270/26): Loss 1.1452, Sem 0.7983, dir -0.0680, norm 0.4149, swav 0.0000 LR: 7.002e-02 Score 76.789 Data time: 0.2128, Forward time: 2.2719, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 4.6269 [2020-11-08 18:45:32,097][root][INFO] - ===> Epoch[126](3271/26): Loss 1.3318, Sem 0.8981, dir -0.0625, norm 0.4961, swav 0.0000 LR: 7.001e-02 Score 72.340 Data time: 0.1986, Forward time: 2.2719, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 7.3250 [2020-11-08 18:45:37,895][root][INFO] - ===> Epoch[126](3272/26): Loss 1.2849, Sem 0.9281, dir -0.0737, norm 0.4306, swav 0.0000 LR: 7.000e-02 Score 74.087 Data time: 0.1745, Forward time: 2.2718, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.7236 [2020-11-08 18:45:43,658][root][INFO] - ===> Epoch[126](3273/26): Loss 1.2181, Sem 0.9005, dir -0.0953, norm 0.4129, swav 0.0000 LR: 6.999e-02 Score 71.372 Data time: 0.2038, Forward time: 2.2718, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.7163 [2020-11-08 18:45:49,171][root][INFO] - ===> Epoch[126](3274/26): Loss 1.0810, Sem 0.7776, dir -0.0646, norm 0.3681, swav 0.0000 LR: 6.998e-02 Score 78.293 Data time: 0.1946, Forward time: 2.2717, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.4030 [2020-11-08 18:45:54,278][root][INFO] - ===> Epoch[126](3275/26): Loss 1.2277, Sem 0.8294, dir -0.0814, norm 0.4798, swav 0.0000 LR: 6.997e-02 Score 74.788 Data time: 0.2226, Forward time: 2.2717, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.0075 [2020-11-08 18:45:59,535][root][INFO] - ===> Epoch[126](3276/26): Loss 1.2504, Sem 0.8258, dir -0.0208, norm 0.4454, swav 0.0000 LR: 6.997e-02 Score 75.673 Data time: 0.2252, Forward time: 2.2717, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.1450 [2020-11-08 18:46:05,159][root][INFO] - ===> Epoch[127](3277/26): Loss 1.1559, Sem 0.8645, dir -0.0715, norm 0.3628, swav 0.0000 LR: 6.996e-02 Score 72.352 Data time: 0.1849, Forward time: 2.2716, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.4899 [2020-11-08 18:46:10,375][root][INFO] - ===> Epoch[127](3278/26): Loss 1.2338, Sem 0.8573, dir -0.0515, norm 0.4280, swav 0.0000 LR: 6.995e-02 Score 69.900 Data time: 0.1725, Forward time: 2.2715, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.1144 [2020-11-08 18:46:16,281][root][INFO] - ===> Epoch[127](3279/26): Loss 1.1479, Sem 0.7769, dir -0.0922, norm 0.4633, swav 0.0000 LR: 6.994e-02 Score 75.083 Data time: 0.1031, Forward time: 2.2711, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.7980 [2020-11-08 18:46:22,588][root][INFO] - ===> Epoch[127](3280/26): Loss 1.2701, Sem 0.8427, dir -0.0695, norm 0.4969, swav 0.0000 LR: 6.993e-02 Score 73.929 Data time: 0.1878, Forward time: 2.2711, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 6.2723 [2020-11-08 18:46:27,951][root][INFO] - ===> Epoch[127](3281/26): Loss 1.3349, Sem 1.0477, dir -0.1268, norm 0.4140, swav 0.0000 LR: 6.992e-02 Score 67.739 Data time: 0.2651, Forward time: 2.2713, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.2569 [2020-11-08 18:46:34,190][root][INFO] - ===> Epoch[127](3282/26): Loss 0.9630, Sem 0.7319, dir -0.1164, norm 0.3475, swav 0.0000 LR: 6.991e-02 Score 77.950 Data time: 0.2290, Forward time: 2.2714, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 6.0998 [2020-11-08 18:46:39,193][root][INFO] - ===> Epoch[127](3283/26): Loss 1.2733, Sem 0.9305, dir -0.0690, norm 0.4118, swav 0.0000 LR: 6.990e-02 Score 71.136 Data time: 0.2024, Forward time: 2.2713, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 4.8828 [2020-11-08 18:46:46,378][root][INFO] - ===> Epoch[127](3284/26): Loss 1.2402, Sem 0.8624, dir -0.0747, norm 0.4526, swav 0.0000 LR: 6.989e-02 Score 70.727 Data time: 0.1971, Forward time: 2.2712, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 7.0858 [2020-11-08 18:46:51,666][root][INFO] - ===> Epoch[127](3285/26): Loss 1.1874, Sem 0.8689, dir -0.0728, norm 0.3913, swav 0.0000 LR: 6.988e-02 Score 73.168 Data time: 0.2749, Forward time: 2.2712, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 5.1725 [2020-11-08 18:46:57,659][root][INFO] - ===> Epoch[127](3286/26): Loss 1.0619, Sem 0.8257, dir -0.0603, norm 0.2964, swav 0.0000 LR: 6.987e-02 Score 75.246 Data time: 0.2748, Forward time: 2.2715, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.8724 [2020-11-08 18:47:04,563][root][INFO] - ===> Epoch[127](3287/26): Loss 1.1652, Sem 0.8152, dir -0.0620, norm 0.4120, swav 0.0000 LR: 6.986e-02 Score 74.457 Data time: 0.2505, Forward time: 2.2715, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 6.7771 [2020-11-08 18:47:10,503][root][INFO] - ===> Epoch[127](3288/26): Loss 1.2219, Sem 0.8991, dir -0.0685, norm 0.3913, swav 0.0000 LR: 6.985e-02 Score 72.172 Data time: 0.1920, Forward time: 2.2715, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 5.8309 [2020-11-08 18:47:16,811][root][INFO] - ===> Epoch[127](3289/26): Loss 0.9937, Sem 0.7347, dir -0.0891, norm 0.3481, swav 0.0000 LR: 6.984e-02 Score 77.272 Data time: 0.2661, Forward time: 2.2716, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 6.2117 [2020-11-08 18:47:24,418][root][INFO] - ===> Epoch[127](3290/26): Loss 1.1380, Sem 0.8031, dir -0.0770, norm 0.4119, swav 0.0000 LR: 6.983e-02 Score 72.142 Data time: 0.2225, Forward time: 2.2718, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 7.4810 [2020-11-08 18:47:29,981][root][INFO] - ===> Epoch[127](3291/26): Loss 1.0487, Sem 0.8650, dir -0.0849, norm 0.2686, swav 0.0000 LR: 6.983e-02 Score 77.255 Data time: 0.2170, Forward time: 2.2718, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.4315 [2020-11-08 18:47:35,045][root][INFO] - ===> Epoch[127](3292/26): Loss 1.0778, Sem 0.8261, dir -0.0696, norm 0.3213, swav 0.0000 LR: 6.982e-02 Score 73.919 Data time: 0.2448, Forward time: 2.2718, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 4.9605 [2020-11-08 18:47:41,011][root][INFO] - ===> Epoch[127](3293/26): Loss 1.2375, Sem 0.9003, dir -0.0738, norm 0.4110, swav 0.0000 LR: 6.981e-02 Score 73.637 Data time: 0.2866, Forward time: 2.2721, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.8349 [2020-11-08 18:47:46,613][root][INFO] - ===> Epoch[127](3294/26): Loss 1.2250, Sem 0.8969, dir -0.0970, norm 0.4251, swav 0.0000 LR: 6.980e-02 Score 73.149 Data time: 0.2226, Forward time: 2.2722, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.4818 [2020-11-08 18:47:52,761][root][INFO] - ===> Epoch[127](3295/26): Loss 1.0711, Sem 0.7977, dir -0.0796, norm 0.3530, swav 0.0000 LR: 6.979e-02 Score 74.149 Data time: 0.1119, Forward time: 2.2719, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 6.0354 [2020-11-08 18:47:57,825][root][INFO] - ===> Epoch[127](3296/26): Loss 1.1605, Sem 0.9961, dir -0.1254, norm 0.2897, swav 0.0000 LR: 6.978e-02 Score 67.850 Data time: 0.1570, Forward time: 2.2717, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.0102 [2020-11-08 18:48:03,661][root][INFO] - ===> Epoch[127](3297/26): Loss 1.2306, Sem 0.9564, dir -0.1029, norm 0.3771, swav 0.0000 LR: 6.977e-02 Score 71.399 Data time: 0.1884, Forward time: 2.2716, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.7348 [2020-11-08 18:48:08,581][root][INFO] - ===> Epoch[127](3298/26): Loss 0.9957, Sem 0.7711, dir -0.1245, norm 0.3491, swav 0.0000 LR: 6.976e-02 Score 74.877 Data time: 0.1896, Forward time: 2.2715, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 4.7967 [2020-11-08 18:48:13,686][root][INFO] - ===> Epoch[127](3299/26): Loss 1.2567, Sem 0.9500, dir -0.0787, norm 0.3854, swav 0.0000 LR: 6.975e-02 Score 69.884 Data time: 0.2356, Forward time: 2.2716, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 4.9897 [2020-11-08 18:48:19,824][root][INFO] - ===> Epoch[127](3300/26): Loss 1.1919, Sem 0.7866, dir -0.0534, norm 0.4587, swav 0.0000 LR: 6.974e-02 Score 75.763 Data time: 0.2067, Forward time: 2.2716, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 6.0113 [2020-11-08 18:48:25,114][root][INFO] - ===> Epoch[127](3301/26): Loss 0.8886, Sem 0.7629, dir -0.0922, norm 0.2179, swav 0.0000 LR: 6.973e-02 Score 76.653 Data time: 0.2418, Forward time: 2.2717, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 5.1580 [2020-11-08 18:48:30,642][root][INFO] - ===> Epoch[127](3302/26): Loss 1.1828, Sem 0.8034, dir -0.0643, norm 0.4437, swav 0.0000 LR: 6.972e-02 Score 74.486 Data time: 0.2139, Forward time: 2.2717, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.4059 [2020-11-08 18:48:36,678][root][INFO] - ===> Epoch[128](3303/26): Loss 1.1618, Sem 0.7340, dir -0.0649, norm 0.4927, swav 0.0000 LR: 6.971e-02 Score 79.446 Data time: 0.3039, Forward time: 2.2720, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.9235 [2020-11-08 18:48:43,300][root][INFO] - ===> Epoch[128](3304/26): Loss 1.3983, Sem 0.8946, dir -0.0490, norm 0.5526, swav 0.0000 LR: 6.970e-02 Score 71.849 Data time: 0.2328, Forward time: 2.2721, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 6.5082 [2020-11-08 18:48:48,478][root][INFO] - ===> Epoch[128](3305/26): Loss 1.2956, Sem 0.9295, dir -0.0860, norm 0.4520, swav 0.0000 LR: 6.969e-02 Score 74.011 Data time: 0.2173, Forward time: 2.2721, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.0431 [2020-11-08 18:48:55,712][root][INFO] - ===> Epoch[128](3306/26): Loss 1.0580, Sem 0.8616, dir -0.1179, norm 0.3142, swav 0.0000 LR: 6.968e-02 Score 73.280 Data time: 0.1728, Forward time: 2.2719, Backward time: 3.1043, DDP time: 0.0052, Total iter time: 7.1122 [2020-11-08 18:49:02,012][root][INFO] - ===> Epoch[128](3307/26): Loss 1.2444, Sem 0.8643, dir -0.0667, norm 0.4468, swav 0.0000 LR: 6.968e-02 Score 71.036 Data time: 0.1698, Forward time: 2.2717, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 6.2252 [2020-11-08 18:49:08,752][root][INFO] - ===> Epoch[128](3308/26): Loss 1.3909, Sem 0.8988, dir -0.0493, norm 0.5415, swav 0.0000 LR: 6.967e-02 Score 72.743 Data time: 0.2481, Forward time: 2.2718, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.6611 [2020-11-08 18:49:14,121][root][INFO] - ===> Epoch[128](3309/26): Loss 1.2681, Sem 0.8434, dir -0.0432, norm 0.4679, swav 0.0000 LR: 6.966e-02 Score 72.627 Data time: 0.2027, Forward time: 2.2719, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.2358 [2020-11-08 18:49:19,828][root][INFO] - ===> Epoch[128](3310/26): Loss 1.3542, Sem 0.8661, dir -0.0658, norm 0.5540, swav 0.0000 LR: 6.965e-02 Score 72.153 Data time: 0.1905, Forward time: 2.2718, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.5914 [2020-11-08 18:49:27,949][root][INFO] - ===> Epoch[128](3311/26): Loss 1.1129, Sem 0.8581, dir -0.0976, norm 0.3525, swav 0.0000 LR: 6.964e-02 Score 73.103 Data time: 0.1722, Forward time: 2.2716, Backward time: 3.1056, DDP time: 0.0052, Total iter time: 8.0276 [2020-11-08 18:49:33,235][root][INFO] - ===> Epoch[128](3312/26): Loss 1.2938, Sem 0.9175, dir -0.0628, norm 0.4392, swav 0.0000 LR: 6.963e-02 Score 71.694 Data time: 0.2684, Forward time: 2.2716, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 5.1893 [2020-11-08 18:49:39,816][root][INFO] - ===> Epoch[128](3313/26): Loss 1.0976, Sem 0.7817, dir -0.0484, norm 0.3644, swav 0.0000 LR: 6.962e-02 Score 77.984 Data time: 0.1742, Forward time: 2.2715, Backward time: 3.1057, DDP time: 0.0052, Total iter time: 6.4597 [2020-11-08 18:49:45,628][root][INFO] - ===> Epoch[128](3314/26): Loss 1.2443, Sem 0.8030, dir -0.0767, norm 0.5180, swav 0.0000 LR: 6.961e-02 Score 74.532 Data time: 0.2362, Forward time: 2.2715, Backward time: 3.1057, DDP time: 0.0052, Total iter time: 5.7315 [2020-11-08 18:49:52,350][root][INFO] - ===> Epoch[128](3315/26): Loss 1.3772, Sem 0.9403, dir -0.0473, norm 0.4842, swav 0.0000 LR: 6.960e-02 Score 68.469 Data time: 0.3212, Forward time: 2.2718, Backward time: 3.1057, DDP time: 0.0052, Total iter time: 6.5995 [2020-11-08 18:49:58,534][root][INFO] - ===> Epoch[128](3316/26): Loss 1.0785, Sem 0.8332, dir -0.0931, norm 0.3384, swav 0.0000 LR: 6.959e-02 Score 74.089 Data time: 0.1219, Forward time: 2.2716, Backward time: 3.1060, DDP time: 0.0052, Total iter time: 6.0258 [2020-11-08 18:50:03,270][root][INFO] - ===> Epoch[128](3317/26): Loss 1.2088, Sem 0.8363, dir -0.0893, norm 0.4618, swav 0.0000 LR: 6.958e-02 Score 72.371 Data time: 0.1413, Forward time: 2.2713, Backward time: 3.1060, DDP time: 0.0052, Total iter time: 4.6515 [2020-11-08 18:50:08,567][root][INFO] - ===> Epoch[128](3318/26): Loss 1.4301, Sem 0.9527, dir -0.0750, norm 0.5524, swav 0.0000 LR: 6.957e-02 Score 68.088 Data time: 0.2116, Forward time: 2.2713, Backward time: 3.1059, DDP time: 0.0052, Total iter time: 5.2180 [2020-11-08 18:50:13,515][root][INFO] - ===> Epoch[128](3319/26): Loss 1.1181, Sem 0.7119, dir -0.0477, norm 0.4539, swav 0.0000 LR: 6.956e-02 Score 77.168 Data time: 0.2511, Forward time: 2.2714, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 4.8426 [2020-11-08 18:50:19,314][root][INFO] - ===> Epoch[128](3320/26): Loss 1.2233, Sem 0.8520, dir -0.0272, norm 0.3986, swav 0.0000 LR: 6.955e-02 Score 72.699 Data time: 0.2052, Forward time: 2.2714, Backward time: 3.1056, DDP time: 0.0052, Total iter time: 5.6816 [2020-11-08 18:50:24,662][root][INFO] - ===> Epoch[128](3321/26): Loss 1.0555, Sem 0.7156, dir -0.1119, norm 0.4518, swav 0.0000 LR: 6.954e-02 Score 77.939 Data time: 0.2488, Forward time: 2.2715, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 5.2324 [2020-11-08 18:50:31,054][root][INFO] - ===> Epoch[128](3322/26): Loss 1.2284, Sem 0.8381, dir -0.0555, norm 0.4459, swav 0.0000 LR: 6.953e-02 Score 73.394 Data time: 0.2329, Forward time: 2.2716, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 6.2692 [2020-11-08 18:50:36,416][root][INFO] - ===> Epoch[128](3323/26): Loss 1.2336, Sem 0.7534, dir -0.0370, norm 0.5172, swav 0.0000 LR: 6.953e-02 Score 78.556 Data time: 0.1731, Forward time: 2.2715, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 5.2407 [2020-11-08 18:50:41,419][root][INFO] - ===> Epoch[128](3324/26): Loss 1.2579, Sem 0.7867, dir -0.0500, norm 0.5212, swav 0.0000 LR: 6.952e-02 Score 76.203 Data time: 0.2120, Forward time: 2.2715, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 4.9058 [2020-11-08 18:50:46,840][root][INFO] - ===> Epoch[128](3325/26): Loss 1.1932, Sem 0.7666, dir -0.0332, norm 0.4598, swav 0.0000 LR: 6.951e-02 Score 77.810 Data time: 0.1909, Forward time: 2.2714, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.3056 [2020-11-08 18:50:51,718][root][INFO] - ===> Epoch[128](3326/26): Loss 1.5389, Sem 1.0497, dir -0.0807, norm 0.5699, swav 0.0000 LR: 6.950e-02 Score 68.275 Data time: 0.2314, Forward time: 2.2714, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 4.7721 [2020-11-08 18:50:58,104][root][INFO] - ===> Epoch[128](3327/26): Loss 1.2799, Sem 0.9623, dir -0.0598, norm 0.3773, swav 0.0000 LR: 6.949e-02 Score 70.897 Data time: 0.3225, Forward time: 2.2717, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.2668 [2020-11-08 18:51:04,334][root][INFO] - ===> Epoch[128](3328/26): Loss 1.0604, Sem 0.8112, dir -0.0633, norm 0.3125, swav 0.0000 LR: 6.948e-02 Score 75.643 Data time: 0.2264, Forward time: 2.2718, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.0954 [2020-11-08 18:51:11,435][root][INFO] - ===> Epoch[129](3329/26): Loss 1.2982, Sem 0.8876, dir -0.0595, norm 0.4700, swav 0.0000 LR: 6.947e-02 Score 71.372 Data time: 0.2390, Forward time: 2.2719, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 6.9717 [2020-11-08 18:51:18,005][root][INFO] - ===> Epoch[129](3330/26): Loss 1.1308, Sem 0.8364, dir -0.0418, norm 0.3361, swav 0.0000 LR: 6.946e-02 Score 72.378 Data time: 0.2256, Forward time: 2.2719, Backward time: 3.1053, DDP time: 0.0052, Total iter time: 6.4592 [2020-11-08 18:51:23,590][root][INFO] - ===> Epoch[129](3331/26): Loss 1.0794, Sem 0.7268, dir -0.0566, norm 0.4092, swav 0.0000 LR: 6.945e-02 Score 77.650 Data time: 0.2571, Forward time: 2.2721, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 5.4574 [2020-11-08 18:51:29,845][root][INFO] - ===> Epoch[129](3332/26): Loss 1.2204, Sem 0.7745, dir -0.0749, norm 0.5208, swav 0.0000 LR: 6.944e-02 Score 74.622 Data time: 0.2902, Forward time: 2.2723, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 6.1262 [2020-11-08 18:51:35,689][root][INFO] - ===> Epoch[129](3333/26): Loss 1.3807, Sem 0.9724, dir -0.0729, norm 0.4812, swav 0.0000 LR: 6.943e-02 Score 73.779 Data time: 0.2171, Forward time: 2.2723, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.7369 [2020-11-08 18:51:43,623][root][INFO] - ===> Epoch[129](3334/26): Loss 1.0703, Sem 0.8375, dir -0.0995, norm 0.3323, swav 0.0000 LR: 6.942e-02 Score 74.456 Data time: 0.2290, Forward time: 2.2724, Backward time: 3.1055, DDP time: 0.0052, Total iter time: 7.8328 [2020-11-08 18:51:48,838][root][INFO] - ===> Epoch[129](3335/26): Loss 1.0391, Sem 0.7138, dir -0.0459, norm 0.3712, swav 0.0000 LR: 6.941e-02 Score 77.820 Data time: 0.2296, Forward time: 2.2724, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 5.1125 [2020-11-08 18:51:53,992][root][INFO] - ===> Epoch[129](3336/26): Loss 1.2189, Sem 0.8189, dir -0.0519, norm 0.4518, swav 0.0000 LR: 6.940e-02 Score 74.604 Data time: 0.2786, Forward time: 2.2725, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.0315 [2020-11-08 18:51:59,878][root][INFO] - ===> Epoch[129](3337/26): Loss 1.2362, Sem 0.8324, dir -0.0454, norm 0.4493, swav 0.0000 LR: 6.939e-02 Score 76.230 Data time: 0.2714, Forward time: 2.2725, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.7725 [2020-11-08 18:52:05,044][root][INFO] - ===> Epoch[129](3338/26): Loss 1.1017, Sem 0.8236, dir -0.1051, norm 0.3833, swav 0.0000 LR: 6.938e-02 Score 72.862 Data time: 0.2308, Forward time: 2.2726, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.0639 [2020-11-08 18:52:11,316][root][INFO] - ===> Epoch[129](3339/26): Loss 1.1154, Sem 0.8014, dir -0.1209, norm 0.4349, swav 0.0000 LR: 6.938e-02 Score 75.943 Data time: 0.2019, Forward time: 2.2725, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 6.1753 [2020-11-08 18:52:17,554][root][INFO] - ===> Epoch[129](3340/26): Loss 1.2394, Sem 0.8529, dir -0.0785, norm 0.4650, swav 0.0000 LR: 6.937e-02 Score 72.022 Data time: 0.1947, Forward time: 2.2725, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 6.1264 [2020-11-08 18:52:23,002][root][INFO] - ===> Epoch[129](3341/26): Loss 1.2782, Sem 0.8748, dir -0.0685, norm 0.4720, swav 0.0000 LR: 6.936e-02 Score 74.008 Data time: 0.2559, Forward time: 2.2726, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.3470 [2020-11-08 18:52:29,121][root][INFO] - ===> Epoch[129](3342/26): Loss 1.1980, Sem 0.9055, dir -0.0833, norm 0.3758, swav 0.0000 LR: 6.935e-02 Score 71.947 Data time: 0.2028, Forward time: 2.2725, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 6.0003 [2020-11-08 18:52:34,967][root][INFO] - ===> Epoch[129](3343/26): Loss 1.1593, Sem 0.7261, dir -0.0866, norm 0.5199, swav 0.0000 LR: 6.934e-02 Score 77.365 Data time: 0.2120, Forward time: 2.2726, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.7614 [2020-11-08 18:52:40,634][root][INFO] - ===> Epoch[129](3344/26): Loss 1.2700, Sem 0.8167, dir -0.0311, norm 0.4845, swav 0.0000 LR: 6.933e-02 Score 73.905 Data time: 0.1654, Forward time: 2.2725, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.5598 [2020-11-08 18:52:45,748][root][INFO] - ===> Epoch[129](3345/26): Loss 1.1649, Sem 0.8077, dir -0.0692, norm 0.4264, swav 0.0000 LR: 6.932e-02 Score 72.700 Data time: 0.1659, Forward time: 2.2723, Backward time: 3.1052, DDP time: 0.0052, Total iter time: 5.0180 [2020-11-08 18:52:51,397][root][INFO] - ===> Epoch[129](3346/26): Loss 1.1543, Sem 0.8691, dir -0.1548, norm 0.4399, swav 0.0000 LR: 6.931e-02 Score 72.500 Data time: 0.2235, Forward time: 2.2724, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 5.5984 [2020-11-08 18:52:56,416][root][INFO] - ===> Epoch[129](3347/26): Loss 1.2998, Sem 0.8976, dir -0.0916, norm 0.4939, swav 0.0000 LR: 6.930e-02 Score 71.322 Data time: 0.2233, Forward time: 2.2724, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 4.9048 [2020-11-08 18:53:02,666][root][INFO] - ===> Epoch[129](3348/26): Loss 1.1935, Sem 0.8076, dir -0.0521, norm 0.4380, swav 0.0000 LR: 6.929e-02 Score 77.592 Data time: 0.2302, Forward time: 2.2724, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 6.1471 [2020-11-08 18:53:08,271][root][INFO] - ===> Epoch[129](3349/26): Loss 1.2037, Sem 0.8391, dir -0.0525, norm 0.4172, swav 0.0000 LR: 6.928e-02 Score 75.448 Data time: 0.2113, Forward time: 2.2725, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.5022 [2020-11-08 18:53:13,981][root][INFO] - ===> Epoch[129](3350/26): Loss 1.1326, Sem 0.7596, dir -0.0682, norm 0.4412, swav 0.0000 LR: 6.927e-02 Score 73.906 Data time: 0.2670, Forward time: 2.2726, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.6131 [2020-11-08 18:53:19,567][root][INFO] - ===> Epoch[129](3351/26): Loss 1.2184, Sem 0.8088, dir -0.0407, norm 0.4503, swav 0.0000 LR: 6.926e-02 Score 71.818 Data time: 0.2162, Forward time: 2.2726, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.4559 [2020-11-08 18:53:25,645][root][INFO] - ===> Epoch[129](3352/26): Loss 1.2740, Sem 0.9164, dir -0.1027, norm 0.4603, swav 0.0000 LR: 6.925e-02 Score 69.503 Data time: 0.2088, Forward time: 2.2725, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.9663 [2020-11-08 18:53:30,679][root][INFO] - ===> Epoch[129](3353/26): Loss 1.1357, Sem 0.7422, dir -0.0988, norm 0.4924, swav 0.0000 LR: 6.924e-02 Score 76.971 Data time: 0.2605, Forward time: 2.2726, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 4.9544 [2020-11-08 18:53:37,141][root][INFO] - ===> Epoch[129](3354/26): Loss 1.1940, Sem 0.8326, dir -0.0648, norm 0.4261, swav 0.0000 LR: 6.923e-02 Score 74.393 Data time: 0.2225, Forward time: 2.2726, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 6.3425 [2020-11-08 18:53:42,708][root][INFO] - ===> Epoch[130](3355/26): Loss 1.1036, Sem 0.8405, dir -0.0938, norm 0.3569, swav 0.0000 LR: 6.923e-02 Score 73.418 Data time: 0.1954, Forward time: 2.2726, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.4542 [2020-11-08 18:53:47,948][root][INFO] - ===> Epoch[130](3356/26): Loss 1.0443, Sem 0.6705, dir -0.0545, norm 0.4284, swav 0.0000 LR: 6.922e-02 Score 79.183 Data time: 0.2381, Forward time: 2.2726, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.1283 [2020-11-08 18:53:53,894][root][INFO] - ===> Epoch[130](3357/26): Loss 1.1693, Sem 0.8362, dir -0.0769, norm 0.4101, swav 0.0000 LR: 6.921e-02 Score 73.195 Data time: 0.2128, Forward time: 2.2726, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.8271 [2020-11-08 18:53:58,552][root][INFO] - ===> Epoch[130](3358/26): Loss 1.0612, Sem 0.7851, dir -0.0918, norm 0.3678, swav 0.0000 LR: 6.920e-02 Score 76.234 Data time: 0.1463, Forward time: 2.2724, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 4.5556 [2020-11-08 18:54:04,254][root][INFO] - ===> Epoch[130](3359/26): Loss 1.1548, Sem 0.8767, dir -0.0644, norm 0.3425, swav 0.0000 LR: 6.919e-02 Score 71.943 Data time: 0.1898, Forward time: 2.2724, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.6275 [2020-11-08 18:54:10,118][root][INFO] - ===> Epoch[130](3360/26): Loss 1.2507, Sem 0.8528, dir -0.0643, norm 0.4622, swav 0.0000 LR: 6.918e-02 Score 70.721 Data time: 0.2028, Forward time: 2.2723, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.7638 [2020-11-08 18:54:16,467][root][INFO] - ===> Epoch[130](3361/26): Loss 1.1420, Sem 0.9445, dir -0.1385, norm 0.3360, swav 0.0000 LR: 6.917e-02 Score 69.056 Data time: 0.2232, Forward time: 2.2723, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.2570 [2020-11-08 18:54:23,594][root][INFO] - ===> Epoch[130](3362/26): Loss 1.3794, Sem 0.9992, dir -0.0601, norm 0.4403, swav 0.0000 LR: 6.916e-02 Score 71.282 Data time: 0.3633, Forward time: 2.2726, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 7.0132 [2020-11-08 18:54:29,331][root][INFO] - ===> Epoch[130](3363/26): Loss 1.3510, Sem 0.8975, dir -0.0424, norm 0.4959, swav 0.0000 LR: 6.915e-02 Score 70.929 Data time: 0.2579, Forward time: 2.2728, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.5938 [2020-11-08 18:54:36,265][root][INFO] - ===> Epoch[130](3364/26): Loss 1.2005, Sem 0.8023, dir -0.0567, norm 0.4548, swav 0.0000 LR: 6.914e-02 Score 76.222 Data time: 0.2062, Forward time: 2.2728, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 6.8252 [2020-11-08 18:54:41,470][root][INFO] - ===> Epoch[130](3365/26): Loss 1.1865, Sem 0.8526, dir -0.0949, norm 0.4288, swav 0.0000 LR: 6.913e-02 Score 74.669 Data time: 0.2020, Forward time: 2.2727, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 5.1239 [2020-11-08 18:54:47,426][root][INFO] - ===> Epoch[130](3366/26): Loss 1.1633, Sem 0.8233, dir -0.0618, norm 0.4018, swav 0.0000 LR: 6.912e-02 Score 75.818 Data time: 0.2756, Forward time: 2.2729, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.8551 [2020-11-08 18:54:52,204][root][INFO] - ===> Epoch[130](3367/26): Loss 1.2962, Sem 0.9458, dir -0.0996, norm 0.4500, swav 0.0000 LR: 6.911e-02 Score 73.431 Data time: 0.1988, Forward time: 2.2728, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.6401 [2020-11-08 18:54:57,547][root][INFO] - ===> Epoch[130](3368/26): Loss 1.2568, Sem 0.8383, dir -0.0606, norm 0.4791, swav 0.0000 LR: 6.910e-02 Score 73.597 Data time: 0.1428, Forward time: 2.2726, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.2606 [2020-11-08 18:55:02,346][root][INFO] - ===> Epoch[130](3369/26): Loss 1.0643, Sem 0.8492, dir -0.1559, norm 0.3710, swav 0.0000 LR: 6.909e-02 Score 72.715 Data time: 0.1554, Forward time: 2.2724, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.7259 [2020-11-08 18:55:08,165][root][INFO] - ===> Epoch[130](3370/26): Loss 1.1822, Sem 0.8839, dir -0.1198, norm 0.4181, swav 0.0000 LR: 6.908e-02 Score 71.090 Data time: 0.2339, Forward time: 2.2724, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.7451 [2020-11-08 18:55:13,768][root][INFO] - ===> Epoch[130](3371/26): Loss 1.3234, Sem 0.8461, dir -0.1008, norm 0.5781, swav 0.0000 LR: 6.908e-02 Score 74.209 Data time: 0.2664, Forward time: 2.2725, Backward time: 3.1044, DDP time: 0.0052, Total iter time: 5.4760 [2020-11-08 18:55:21,858][root][INFO] - ===> Epoch[130](3372/26): Loss 1.1830, Sem 0.8168, dir -0.1029, norm 0.4692, swav 0.0000 LR: 6.907e-02 Score 71.178 Data time: 0.3375, Forward time: 2.2729, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 7.9561 [2020-11-08 18:55:27,393][root][INFO] - ===> Epoch[130](3373/26): Loss 1.2829, Sem 0.9909, dir -0.1023, norm 0.3943, swav 0.0000 LR: 6.906e-02 Score 69.246 Data time: 0.1799, Forward time: 2.2728, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 5.3985 [2020-11-08 18:55:33,225][root][INFO] - ===> Epoch[130](3374/26): Loss 1.1729, Sem 0.7806, dir -0.1121, norm 0.5044, swav 0.0000 LR: 6.905e-02 Score 77.511 Data time: 0.2089, Forward time: 2.2728, Backward time: 3.1047, DDP time: 0.0052, Total iter time: 5.7415 [2020-11-08 18:55:39,746][root][INFO] - ===> Epoch[130](3375/26): Loss 1.2530, Sem 0.8274, dir -0.0603, norm 0.4859, swav 0.0000 LR: 6.904e-02 Score 76.420 Data time: 0.2230, Forward time: 2.2728, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 6.4134 [2020-11-08 18:55:46,004][root][INFO] - ===> Epoch[130](3376/26): Loss 1.1892, Sem 0.8491, dir -0.0625, norm 0.4027, swav 0.0000 LR: 6.903e-02 Score 74.435 Data time: 0.2885, Forward time: 2.2731, Backward time: 3.1048, DDP time: 0.0052, Total iter time: 6.1449 [2020-11-08 18:55:51,114][root][INFO] - ===> Epoch[130](3377/26): Loss 0.9958, Sem 0.7522, dir -0.1209, norm 0.3646, swav 0.0000 LR: 6.902e-02 Score 78.477 Data time: 0.2264, Forward time: 2.2731, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.9801 [2020-11-08 18:55:58,759][root][INFO] - ===> Epoch[130](3378/26): Loss 1.2545, Sem 0.9235, dir -0.0948, norm 0.4258, swav 0.0000 LR: 6.901e-02 Score 69.275 Data time: 0.2806, Forward time: 2.2731, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 7.5503 [2020-11-08 18:56:06,627][root][INFO] - ===> Epoch[130](3379/26): Loss 1.2318, Sem 0.8522, dir -0.0382, norm 0.4179, swav 0.0000 LR: 6.900e-02 Score 73.712 Data time: 0.2661, Forward time: 2.2734, Backward time: 3.1054, DDP time: 0.0052, Total iter time: 7.7259 [2020-11-08 18:56:11,662][root][INFO] - ===> Epoch[130](3380/26): Loss 1.2868, Sem 0.8468, dir -0.0229, norm 0.4628, swav 0.0000 LR: 6.899e-02 Score 74.686 Data time: 0.2411, Forward time: 2.2734, Backward time: 3.1051, DDP time: 0.0052, Total iter time: 4.9135 [2020-11-08 18:56:16,857][root][INFO] - ===> Epoch[131](3381/26): Loss 1.1561, Sem 0.7105, dir -0.0588, norm 0.5043, swav 0.0000 LR: 6.898e-02 Score 78.987 Data time: 0.2080, Forward time: 2.2734, Backward time: 3.1050, DDP time: 0.0052, Total iter time: 5.0719 [2020-11-08 18:56:22,411][root][INFO] - ===> Epoch[131](3382/26): Loss 0.9833, Sem 0.7276, dir -0.1513, norm 0.4071, swav 0.0000 LR: 6.897e-02 Score 80.667 Data time: 0.2290, Forward time: 2.2734, Backward time: 3.1049, DDP time: 0.0052, Total iter time: 5.4866 [2020-11-08 18:56:27,329][root][INFO] - ===> Epoch[131](3383/26): Loss 1.1155, Sem 0.7120, dir -0.0567, norm 0.4602, swav 0.0000 LR: 6.896e-02 Score 77.058 Data time: 0.2360, Forward time: 2.2735, Backward time: 3.1046, DDP time: 0.0052, Total iter time: 4.8224 [2020-11-08 18:56:33,097][root][INFO] - ===> Epoch[131](3384/26): Loss 1.3578, Sem 0.8638, dir -0.0143, norm 0.5084, swav 0.0000 LR: 6.895e-02 Score 72.426 Data time: 0.2472, Forward time: 2.2736, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 5.6588 [2020-11-08 18:56:40,577][root][INFO] - ===> Epoch[131](3385/26): Loss 1.4542, Sem 0.7852, dir -0.0203, norm 0.6893, swav 0.0000 LR: 6.894e-02 Score 78.690 Data time: 0.3629, Forward time: 2.2740, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 7.3675 [2020-11-08 18:56:45,720][root][INFO] - ===> Epoch[131](3386/26): Loss 1.4099, Sem 0.8755, dir -0.0536, norm 0.5880, swav 0.0000 LR: 6.893e-02 Score 76.358 Data time: 0.1827, Forward time: 2.2739, Backward time: 3.1045, DDP time: 0.0052, Total iter time: 4.9997 [2020-11-08 18:56:50,886][root][INFO] - ===> Epoch[131](3387/26): Loss 1.2616, Sem 0.7963, dir -0.0186, norm 0.4839, swav 0.0000 LR: 6.893e-02 Score 72.930 Data time: 0.2317, Forward time: 2.2740, Backward time: 3.1042, DDP time: 0.0052, Total iter time: 5.0775 [2020-11-08 18:56:56,128][root][INFO] - ===> Epoch[131](3388/26): Loss 1.1649, Sem 0.8970, dir -0.0625, norm 0.3304, swav 0.0000 LR: 6.892e-02 Score 70.371 Data time: 0.2604, Forward time: 2.2741, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.1399 [2020-11-08 18:57:01,443][root][INFO] - ===> Epoch[131](3389/26): Loss 1.1317, Sem 0.7971, dir -0.0774, norm 0.4120, swav 0.0000 LR: 6.891e-02 Score 72.901 Data time: 0.2536, Forward time: 2.2742, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.1823 [2020-11-08 18:57:05,584][root][INFO] - ===> Epoch[131](3390/26): Loss 1.4462, Sem 0.9280, dir -0.0118, norm 0.5299, swav 0.0000 LR: 6.890e-02 Score 70.838 Data time: 0.1880, Forward time: 2.2741, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 4.0172 [2020-11-08 18:57:10,362][root][INFO] - ===> Epoch[131](3391/26): Loss 1.4927, Sem 0.9422, dir -0.0423, norm 0.5928, swav 0.0000 LR: 6.889e-02 Score 70.584 Data time: 0.2159, Forward time: 2.2741, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 4.6992 [2020-11-08 18:57:15,565][root][INFO] - ===> Epoch[131](3392/26): Loss 1.3184, Sem 0.8310, dir -0.0452, norm 0.5325, swav 0.0000 LR: 6.888e-02 Score 76.794 Data time: 0.2852, Forward time: 2.2742, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.1044 [2020-11-08 18:57:20,772][root][INFO] - ===> Epoch[131](3393/26): Loss 1.1852, Sem 0.7759, dir -0.0511, norm 0.4604, swav 0.0000 LR: 6.887e-02 Score 74.447 Data time: 0.2325, Forward time: 2.2742, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.0883 [2020-11-08 18:57:27,127][root][INFO] - ===> Epoch[131](3394/26): Loss 1.0453, Sem 0.8082, dir -0.0982, norm 0.3353, swav 0.0000 LR: 6.886e-02 Score 72.803 Data time: 0.3474, Forward time: 2.2745, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 6.2648 [2020-11-08 18:57:33,963][root][INFO] - ===> Epoch[131](3395/26): Loss 1.2155, Sem 0.6942, dir -0.0417, norm 0.5630, swav 0.0000 LR: 6.885e-02 Score 77.908 Data time: 0.2023, Forward time: 2.2744, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 6.7092 [2020-11-08 18:57:39,519][root][INFO] - ===> Epoch[131](3396/26): Loss 1.4491, Sem 0.8639, dir -0.0160, norm 0.6011, swav 0.0000 LR: 6.884e-02 Score 71.494 Data time: 0.2447, Forward time: 2.2746, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.4589 [2020-11-08 18:57:45,096][root][INFO] - ===> Epoch[131](3397/26): Loss 1.4576, Sem 0.8681, dir -0.0121, norm 0.6016, swav 0.0000 LR: 6.883e-02 Score 74.917 Data time: 0.1548, Forward time: 2.2744, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.4624 [2020-11-08 18:57:50,230][root][INFO] - ===> Epoch[131](3398/26): Loss 1.6470, Sem 1.0128, dir -0.0653, norm 0.6996, swav 0.0000 LR: 6.882e-02 Score 67.206 Data time: 0.2170, Forward time: 2.2745, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.0985 [2020-11-08 18:57:56,185][root][INFO] - ===> Epoch[131](3399/26): Loss 1.4296, Sem 0.8557, dir -0.0396, norm 0.6134, swav 0.0000 LR: 6.881e-02 Score 71.142 Data time: 0.2094, Forward time: 2.2745, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.8669 [2020-11-08 18:58:02,153][root][INFO] - ===> Epoch[131](3400/26): Loss 1.0961, Sem 0.7271, dir -0.0365, norm 0.4055, swav 0.0000 LR: 6.880e-02 Score 75.656 Data time: 0.2164, Forward time: 2.2744, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.8732 [2020-11-08 18:58:07,286][root][INFO] - ===> Epoch[131](3401/26): Loss 1.0064, Sem 0.8045, dir -0.1137, norm 0.3157, swav 0.0000 LR: 6.879e-02 Score 75.191 Data time: 0.2079, Forward time: 2.2743, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 5.0302 [2020-11-08 18:58:14,079][root][INFO] - ===> Epoch[131](3402/26): Loss 1.1577, Sem 0.7886, dir -0.0574, norm 0.4265, swav 0.0000 LR: 6.878e-02 Score 76.318 Data time: 0.2522, Forward time: 2.2745, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 6.6967 [2020-11-08 18:58:21,043][root][INFO] - ===> Epoch[131](3403/26): Loss 1.2791, Sem 0.8524, dir -0.0345, norm 0.4611, swav 0.0000 LR: 6.878e-02 Score 73.183 Data time: 0.1798, Forward time: 2.2744, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.8209 [2020-11-08 18:58:26,659][root][INFO] - ===> Epoch[131](3404/26): Loss 1.2723, Sem 0.8545, dir -0.0613, norm 0.4791, swav 0.0000 LR: 6.877e-02 Score 71.967 Data time: 0.2110, Forward time: 2.2744, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.5284 [2020-11-08 18:58:31,393][root][INFO] - ===> Epoch[131](3405/26): Loss 1.1067, Sem 0.7400, dir -0.0810, norm 0.4478, swav 0.0000 LR: 6.876e-02 Score 76.877 Data time: 0.2226, Forward time: 2.2743, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 4.6030 [2020-11-08 18:58:37,110][root][INFO] - ===> Epoch[131](3406/26): Loss 1.2387, Sem 0.9161, dir -0.1169, norm 0.4395, swav 0.0000 LR: 6.875e-02 Score 69.449 Data time: 0.2886, Forward time: 2.2745, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.6090 [2020-11-08 18:58:43,520][root][INFO] - ===> Epoch[132](3407/26): Loss 1.2998, Sem 0.8442, dir -0.0900, norm 0.5456, swav 0.0000 LR: 6.874e-02 Score 74.255 Data time: 0.2384, Forward time: 2.2745, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 6.2894 [2020-11-08 18:58:48,984][root][INFO] - ===> Epoch[132](3408/26): Loss 1.1264, Sem 0.7593, dir -0.0783, norm 0.4454, swav 0.0000 LR: 6.873e-02 Score 76.614 Data time: 0.1670, Forward time: 2.2744, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.3428 [2020-11-08 18:58:55,012][root][INFO] - ===> Epoch[132](3409/26): Loss 1.1243, Sem 0.7308, dir -0.1185, norm 0.5120, swav 0.0000 LR: 6.872e-02 Score 75.420 Data time: 0.2790, Forward time: 2.2746, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 5.9848 [2020-11-08 18:59:01,516][root][INFO] - ===> Epoch[132](3410/26): Loss 1.1252, Sem 0.8566, dir -0.1014, norm 0.3700, swav 0.0000 LR: 6.871e-02 Score 73.110 Data time: 0.2172, Forward time: 2.2746, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 6.3735 [2020-11-08 18:59:07,337][root][INFO] - ===> Epoch[132](3411/26): Loss 1.0878, Sem 0.8072, dir -0.0807, norm 0.3613, swav 0.0000 LR: 6.870e-02 Score 76.484 Data time: 0.2280, Forward time: 2.2747, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.7272 [2020-11-08 18:59:13,681][root][INFO] - ===> Epoch[132](3412/26): Loss 1.3075, Sem 0.9734, dir -0.1171, norm 0.4512, swav 0.0000 LR: 6.869e-02 Score 66.480 Data time: 0.1836, Forward time: 2.2746, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.2523 [2020-11-08 18:59:20,306][root][INFO] - ===> Epoch[132](3413/26): Loss 1.1244, Sem 0.8974, dir -0.0919, norm 0.3190, swav 0.0000 LR: 6.868e-02 Score 72.000 Data time: 0.2294, Forward time: 2.2746, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.5439 [2020-11-08 18:59:25,205][root][INFO] - ===> Epoch[132](3414/26): Loss 1.0042, Sem 0.8613, dir -0.1339, norm 0.2768, swav 0.0000 LR: 6.867e-02 Score 73.818 Data time: 0.2445, Forward time: 2.2747, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 4.7897 [2020-11-08 18:59:31,140][root][INFO] - ===> Epoch[132](3415/26): Loss 1.1085, Sem 0.8339, dir -0.0518, norm 0.3264, swav 0.0000 LR: 6.866e-02 Score 76.762 Data time: 0.2795, Forward time: 2.2750, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.8401 [2020-11-08 18:59:37,476][root][INFO] - ===> Epoch[132](3416/26): Loss 1.2807, Sem 0.9924, dir -0.1419, norm 0.4303, swav 0.0000 LR: 6.865e-02 Score 67.681 Data time: 0.2842, Forward time: 2.2751, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 6.2123 [2020-11-08 18:59:43,095][root][INFO] - ===> Epoch[132](3417/26): Loss 1.0827, Sem 0.7714, dir -0.0434, norm 0.3547, swav 0.0000 LR: 6.864e-02 Score 73.162 Data time: 0.1866, Forward time: 2.2751, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.4871 [2020-11-08 18:59:48,723][root][INFO] - ===> Epoch[132](3418/26): Loss 1.0981, Sem 0.8294, dir -0.0737, norm 0.3424, swav 0.0000 LR: 6.863e-02 Score 72.595 Data time: 0.1814, Forward time: 2.2750, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.5286 [2020-11-08 18:59:55,898][root][INFO] - ===> Epoch[132](3419/26): Loss 0.8928, Sem 0.6714, dir -0.0964, norm 0.3178, swav 0.0000 LR: 6.863e-02 Score 80.112 Data time: 0.2478, Forward time: 2.2750, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 7.1257 [2020-11-08 19:00:02,357][root][INFO] - ===> Epoch[132](3420/26): Loss 1.3159, Sem 0.9708, dir -0.0860, norm 0.4312, swav 0.0000 LR: 6.862e-02 Score 69.914 Data time: 0.2493, Forward time: 2.2751, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 6.3637 [2020-11-08 19:00:07,896][root][INFO] - ===> Epoch[132](3421/26): Loss 1.1150, Sem 0.7966, dir -0.0553, norm 0.3737, swav 0.0000 LR: 6.861e-02 Score 73.741 Data time: 0.2436, Forward time: 2.2752, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.4245 [2020-11-08 19:00:14,191][root][INFO] - ===> Epoch[132](3422/26): Loss 1.1888, Sem 0.9207, dir -0.1283, norm 0.3964, swav 0.0000 LR: 6.860e-02 Score 72.771 Data time: 0.2305, Forward time: 2.2752, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.1581 [2020-11-08 19:00:20,664][root][INFO] - ===> Epoch[132](3423/26): Loss 1.2602, Sem 0.8821, dir -0.0564, norm 0.4346, swav 0.0000 LR: 6.859e-02 Score 72.806 Data time: 0.1911, Forward time: 2.2752, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 6.3693 [2020-11-08 19:00:25,139][root][INFO] - ===> Epoch[132](3424/26): Loss 1.1582, Sem 0.7853, dir -0.0490, norm 0.4219, swav 0.0000 LR: 6.858e-02 Score 77.036 Data time: 0.1685, Forward time: 2.2750, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 4.3892 [2020-11-08 19:00:31,224][root][INFO] - ===> Epoch[132](3425/26): Loss 1.0509, Sem 0.7006, dir -0.0923, norm 0.4426, swav 0.0000 LR: 6.857e-02 Score 78.335 Data time: 0.1798, Forward time: 2.2749, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.9951 [2020-11-08 19:00:37,029][root][INFO] - ===> Epoch[132](3426/26): Loss 1.0716, Sem 0.8378, dir -0.0873, norm 0.3212, swav 0.0000 LR: 6.856e-02 Score 75.872 Data time: 0.1908, Forward time: 2.2748, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.6950 [2020-11-08 19:00:42,405][root][INFO] - ===> Epoch[132](3427/26): Loss 1.1483, Sem 0.8054, dir -0.0701, norm 0.4130, swav 0.0000 LR: 6.855e-02 Score 78.129 Data time: 0.2461, Forward time: 2.2748, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 5.2918 [2020-11-08 19:00:48,664][root][INFO] - ===> Epoch[132](3428/26): Loss 1.0759, Sem 0.8329, dir -0.0869, norm 0.3300, swav 0.0000 LR: 6.854e-02 Score 75.151 Data time: 0.3380, Forward time: 2.2751, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 6.1405 [2020-11-08 19:00:55,622][root][INFO] - ===> Epoch[132](3429/26): Loss 1.1119, Sem 0.8374, dir -0.1062, norm 0.3807, swav 0.0000 LR: 6.853e-02 Score 71.906 Data time: 0.2277, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 6.8300 [2020-11-08 19:01:01,509][root][INFO] - ===> Epoch[132](3430/26): Loss 1.0564, Sem 0.7836, dir -0.0879, norm 0.3607, swav 0.0000 LR: 6.852e-02 Score 74.833 Data time: 0.1986, Forward time: 2.2751, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.7607 [2020-11-08 19:01:06,687][root][INFO] - ===> Epoch[132](3431/26): Loss 1.2067, Sem 0.8501, dir -0.0586, norm 0.4151, swav 0.0000 LR: 6.851e-02 Score 71.777 Data time: 0.1758, Forward time: 2.2750, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.0781 [2020-11-08 19:01:11,933][root][INFO] - ===> Epoch[132](3432/26): Loss 1.1471, Sem 0.8818, dir -0.1246, norm 0.3899, swav 0.0000 LR: 6.850e-02 Score 72.445 Data time: 0.1953, Forward time: 2.2749, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.1422 [2020-11-08 19:01:18,094][root][INFO] - ===> Epoch[133](3433/26): Loss 1.2634, Sem 0.9914, dir -0.0457, norm 0.3178, swav 0.0000 LR: 6.849e-02 Score 67.510 Data time: 0.1675, Forward time: 2.2748, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 6.0235 [2020-11-08 19:01:24,347][root][INFO] - ===> Epoch[133](3434/26): Loss 1.1902, Sem 0.8814, dir -0.0356, norm 0.3444, swav 0.0000 LR: 6.848e-02 Score 73.205 Data time: 0.3064, Forward time: 2.2751, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.1481 [2020-11-08 19:01:29,362][root][INFO] - ===> Epoch[133](3435/26): Loss 1.0258, Sem 0.7656, dir -0.0953, norm 0.3556, swav 0.0000 LR: 6.847e-02 Score 74.392 Data time: 0.1561, Forward time: 2.2749, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 4.8724 [2020-11-08 19:01:36,309][root][INFO] - ===> Epoch[133](3436/26): Loss 1.0900, Sem 0.8953, dir -0.1730, norm 0.3677, swav 0.0000 LR: 6.847e-02 Score 74.684 Data time: 0.2856, Forward time: 2.2751, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.8212 [2020-11-08 19:01:42,235][root][INFO] - ===> Epoch[133](3437/26): Loss 1.3565, Sem 0.9646, dir -0.0383, norm 0.4302, swav 0.0000 LR: 6.846e-02 Score 68.697 Data time: 0.2234, Forward time: 2.2751, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.7672 [2020-11-08 19:01:47,843][root][INFO] - ===> Epoch[133](3438/26): Loss 1.1395, Sem 0.8312, dir -0.1151, norm 0.4235, swav 0.0000 LR: 6.845e-02 Score 76.333 Data time: 0.1869, Forward time: 2.2750, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.4853 [2020-11-08 19:01:53,516][root][INFO] - ===> Epoch[133](3439/26): Loss 1.1312, Sem 0.8237, dir -0.0546, norm 0.3621, swav 0.0000 LR: 6.844e-02 Score 72.516 Data time: 0.2625, Forward time: 2.2751, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.5788 [2020-11-08 19:01:59,289][root][INFO] - ===> Epoch[133](3440/26): Loss 1.0984, Sem 0.7757, dir -0.0867, norm 0.4093, swav 0.0000 LR: 6.843e-02 Score 75.526 Data time: 0.2337, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.6334 [2020-11-08 19:02:06,159][root][INFO] - ===> Epoch[133](3441/26): Loss 1.2732, Sem 0.9956, dir -0.1310, norm 0.4086, swav 0.0000 LR: 6.842e-02 Score 68.164 Data time: 0.2171, Forward time: 2.2752, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 6.7390 [2020-11-08 19:02:11,297][root][INFO] - ===> Epoch[133](3442/26): Loss 1.0642, Sem 0.7624, dir -0.0706, norm 0.3724, swav 0.0000 LR: 6.841e-02 Score 76.049 Data time: 0.2011, Forward time: 2.2751, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.0287 [2020-11-08 19:02:16,230][root][INFO] - ===> Epoch[133](3443/26): Loss 1.1510, Sem 0.8467, dir -0.0652, norm 0.3694, swav 0.0000 LR: 6.840e-02 Score 72.953 Data time: 0.2394, Forward time: 2.2752, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 4.8268 [2020-11-08 19:02:21,952][root][INFO] - ===> Epoch[133](3444/26): Loss 1.2133, Sem 0.8567, dir -0.1162, norm 0.4729, swav 0.0000 LR: 6.839e-02 Score 71.297 Data time: 0.2262, Forward time: 2.2752, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.6013 [2020-11-08 19:02:27,362][root][INFO] - ===> Epoch[133](3445/26): Loss 1.0159, Sem 0.7194, dir -0.0913, norm 0.3878, swav 0.0000 LR: 6.838e-02 Score 79.573 Data time: 0.1996, Forward time: 2.2751, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.3018 [2020-11-08 19:02:32,405][root][INFO] - ===> Epoch[133](3446/26): Loss 1.0707, Sem 0.7501, dir -0.0895, norm 0.4101, swav 0.0000 LR: 6.837e-02 Score 77.372 Data time: 0.2446, Forward time: 2.2752, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 4.9526 [2020-11-08 19:02:38,866][root][INFO] - ===> Epoch[133](3447/26): Loss 1.0400, Sem 0.7956, dir -0.1262, norm 0.3706, swav 0.0000 LR: 6.836e-02 Score 74.208 Data time: 0.3344, Forward time: 2.2755, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 6.3351 [2020-11-08 19:02:44,536][root][INFO] - ===> Epoch[133](3448/26): Loss 1.1468, Sem 0.8908, dir -0.1006, norm 0.3566, swav 0.0000 LR: 6.835e-02 Score 74.612 Data time: 0.1996, Forward time: 2.2755, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 5.5399 [2020-11-08 19:02:49,970][root][INFO] - ===> Epoch[133](3449/26): Loss 0.8838, Sem 0.6816, dir -0.1399, norm 0.3421, swav 0.0000 LR: 6.834e-02 Score 77.942 Data time: 0.2168, Forward time: 2.2756, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 5.3398 [2020-11-08 19:02:56,368][root][INFO] - ===> Epoch[133](3450/26): Loss 1.1619, Sem 0.8924, dir -0.1450, norm 0.4145, swav 0.0000 LR: 6.833e-02 Score 73.813 Data time: 0.1889, Forward time: 2.2755, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.2895 [2020-11-08 19:03:02,819][root][INFO] - ===> Epoch[133](3451/26): Loss 1.0903, Sem 0.8568, dir -0.1370, norm 0.3705, swav 0.0000 LR: 6.832e-02 Score 72.230 Data time: 0.3203, Forward time: 2.2757, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 6.3617 [2020-11-08 19:03:12,074][root][INFO] - ===> Epoch[133](3452/26): Loss 1.0926, Sem 0.8881, dir -0.0830, norm 0.2875, swav 0.0000 LR: 6.832e-02 Score 73.097 Data time: 0.2109, Forward time: 2.2758, Backward time: 3.1040, DDP time: 0.0052, Total iter time: 9.1400 [2020-11-08 19:03:18,319][root][INFO] - ===> Epoch[133](3453/26): Loss 1.0210, Sem 0.7514, dir -0.0739, norm 0.3434, swav 0.0000 LR: 6.831e-02 Score 76.403 Data time: 0.2200, Forward time: 2.2757, Backward time: 3.1041, DDP time: 0.0052, Total iter time: 6.1533 [2020-11-08 19:03:24,253][root][INFO] - ===> Epoch[133](3454/26): Loss 1.2341, Sem 0.9029, dir -0.0883, norm 0.4195, swav 0.0000 LR: 6.830e-02 Score 69.924 Data time: 0.2751, Forward time: 2.2760, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.8524 [2020-11-08 19:03:29,110][root][INFO] - ===> Epoch[133](3455/26): Loss 1.2416, Sem 0.9591, dir -0.0863, norm 0.3688, swav 0.0000 LR: 6.829e-02 Score 71.810 Data time: 0.2008, Forward time: 2.2759, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 4.7434 [2020-11-08 19:03:34,889][root][INFO] - ===> Epoch[133](3456/26): Loss 1.1107, Sem 0.8247, dir -0.0735, norm 0.3594, swav 0.0000 LR: 6.828e-02 Score 76.144 Data time: 0.1870, Forward time: 2.2758, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.6790 [2020-11-08 19:03:40,747][root][INFO] - ===> Epoch[133](3457/26): Loss 1.2443, Sem 0.8752, dir -0.0396, norm 0.4087, swav 0.0000 LR: 6.827e-02 Score 72.570 Data time: 0.2177, Forward time: 2.2757, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.7792 [2020-11-08 19:03:45,492][root][INFO] - ===> Epoch[133](3458/26): Loss 1.3477, Sem 0.9612, dir -0.0965, norm 0.4830, swav 0.0000 LR: 6.826e-02 Score 69.305 Data time: 0.2152, Forward time: 2.2757, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 4.6578 [2020-11-08 19:03:51,263][root][INFO] - ===> Epoch[134](3459/26): Loss 1.0553, Sem 0.7556, dir -0.0981, norm 0.3977, swav 0.0000 LR: 6.825e-02 Score 74.902 Data time: 0.2493, Forward time: 2.2758, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 5.6811 [2020-11-08 19:03:56,437][root][INFO] - ===> Epoch[134](3460/26): Loss 1.1433, Sem 0.7479, dir -0.0453, norm 0.4408, swav 0.0000 LR: 6.824e-02 Score 73.979 Data time: 0.2351, Forward time: 2.2758, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.0476 [2020-11-08 19:04:03,189][root][INFO] - ===> Epoch[134](3461/26): Loss 0.9969, Sem 0.6994, dir -0.0613, norm 0.3588, swav 0.0000 LR: 6.823e-02 Score 80.417 Data time: 0.2635, Forward time: 2.2759, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 6.6557 [2020-11-08 19:04:09,411][root][INFO] - ===> Epoch[134](3462/26): Loss 1.1078, Sem 0.8350, dir -0.0999, norm 0.3727, swav 0.0000 LR: 6.822e-02 Score 74.172 Data time: 0.2009, Forward time: 2.2759, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.1168 [2020-11-08 19:04:15,754][root][INFO] - ===> Epoch[134](3463/26): Loss 1.1577, Sem 0.7502, dir -0.0419, norm 0.4494, swav 0.0000 LR: 6.821e-02 Score 75.671 Data time: 0.2204, Forward time: 2.2759, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 6.2502 [2020-11-08 19:04:21,103][root][INFO] - ===> Epoch[134](3464/26): Loss 1.2740, Sem 0.8500, dir -0.0691, norm 0.4931, swav 0.0000 LR: 6.820e-02 Score 72.758 Data time: 0.1686, Forward time: 2.2758, Backward time: 3.1039, DDP time: 0.0052, Total iter time: 5.2691 [2020-11-08 19:04:26,700][root][INFO] - ===> Epoch[134](3465/26): Loss 1.1593, Sem 0.8860, dir -0.1354, norm 0.4088, swav 0.0000 LR: 6.819e-02 Score 71.876 Data time: 0.2146, Forward time: 2.2758, Backward time: 3.1038, DDP time: 0.0052, Total iter time: 5.5300 [2020-11-08 19:04:31,600][root][INFO] - ===> Epoch[134](3466/26): Loss 1.2597, Sem 0.8839, dir -0.0604, norm 0.4362, swav 0.0000 LR: 6.818e-02 Score 74.644 Data time: 0.2166, Forward time: 2.2758, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 4.8068 [2020-11-08 19:04:36,514][root][INFO] - ===> Epoch[134](3467/26): Loss 1.3110, Sem 0.7928, dir -0.0357, norm 0.5539, swav 0.0000 LR: 6.817e-02 Score 74.067 Data time: 0.2652, Forward time: 2.2759, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 4.8106 [2020-11-08 19:04:43,477][root][INFO] - ===> Epoch[134](3468/26): Loss 1.2313, Sem 0.7997, dir -0.0603, norm 0.4919, swav 0.0000 LR: 6.817e-02 Score 73.388 Data time: 0.2773, Forward time: 2.2761, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 6.8573 [2020-11-08 19:04:48,884][root][INFO] - ===> Epoch[134](3469/26): Loss 1.2456, Sem 0.8475, dir -0.1203, norm 0.5183, swav 0.0000 LR: 6.816e-02 Score 72.993 Data time: 0.2398, Forward time: 2.2762, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.2950 [2020-11-08 19:04:55,342][root][INFO] - ===> Epoch[134](3470/26): Loss 1.2013, Sem 0.7889, dir -0.0928, norm 0.5051, swav 0.0000 LR: 6.815e-02 Score 78.323 Data time: 0.1734, Forward time: 2.2761, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 6.3492 [2020-11-08 19:05:01,572][root][INFO] - ===> Epoch[134](3471/26): Loss 1.2400, Sem 0.8871, dir -0.0718, norm 0.4247, swav 0.0000 LR: 6.814e-02 Score 72.733 Data time: 0.2516, Forward time: 2.2761, Backward time: 3.1035, DDP time: 0.0052, Total iter time: 6.1641 [2020-11-08 19:05:06,597][root][INFO] - ===> Epoch[134](3472/26): Loss 1.3631, Sem 0.8936, dir -0.0310, norm 0.5005, swav 0.0000 LR: 6.813e-02 Score 73.615 Data time: 0.2101, Forward time: 2.2761, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 4.9046 [2020-11-08 19:05:13,130][root][INFO] - ===> Epoch[134](3473/26): Loss 1.1140, Sem 0.7597, dir -0.0369, norm 0.3912, swav 0.0000 LR: 6.812e-02 Score 76.396 Data time: 0.1656, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 6.4141 [2020-11-08 19:05:18,984][root][INFO] - ===> Epoch[134](3474/26): Loss 1.0170, Sem 0.6664, dir -0.0676, norm 0.4183, swav 0.0000 LR: 6.811e-02 Score 79.033 Data time: 0.2457, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.7420 [2020-11-08 19:05:24,506][root][INFO] - ===> Epoch[134](3475/26): Loss 1.0041, Sem 0.7019, dir -0.0694, norm 0.3715, swav 0.0000 LR: 6.810e-02 Score 77.761 Data time: 0.2182, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.3779 [2020-11-08 19:05:30,489][root][INFO] - ===> Epoch[134](3476/26): Loss 1.2294, Sem 0.7728, dir -0.0448, norm 0.5014, swav 0.0000 LR: 6.809e-02 Score 75.853 Data time: 0.2561, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0052, Total iter time: 5.8709 [2020-11-08 19:05:37,069][root][INFO] - ===> Epoch[134](3477/26): Loss 1.3288, Sem 0.9905, dir -0.0758, norm 0.4141, swav 0.0000 LR: 6.808e-02 Score 69.978 Data time: 0.3549, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0052, Total iter time: 6.4567 [2020-11-08 19:05:41,646][root][INFO] - ===> Epoch[134](3478/26): Loss 1.0586, Sem 0.7275, dir -0.0739, norm 0.4050, swav 0.0000 LR: 6.807e-02 Score 77.298 Data time: 0.1624, Forward time: 2.2761, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 4.4566 [2020-11-08 19:05:46,335][root][INFO] - ===> Epoch[134](3479/26): Loss 1.0207, Sem 0.7080, dir -0.0656, norm 0.3782, swav 0.0000 LR: 6.806e-02 Score 78.057 Data time: 0.2166, Forward time: 2.2761, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 4.6019 [2020-11-08 19:05:52,068][root][INFO] - ===> Epoch[134](3480/26): Loss 1.0899, Sem 0.7620, dir -0.0289, norm 0.3567, swav 0.0000 LR: 6.805e-02 Score 76.106 Data time: 0.2008, Forward time: 2.2761, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 5.6266 [2020-11-08 19:05:56,661][root][INFO] - ===> Epoch[134](3481/26): Loss 1.3883, Sem 0.9769, dir -0.0532, norm 0.4647, swav 0.0000 LR: 6.804e-02 Score 72.092 Data time: 0.1639, Forward time: 2.2759, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 4.4842 [2020-11-08 19:06:02,894][root][INFO] - ===> Epoch[134](3482/26): Loss 1.2705, Sem 0.8603, dir -0.0715, norm 0.4817, swav 0.0000 LR: 6.803e-02 Score 73.012 Data time: 0.1487, Forward time: 2.2757, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.1707 [2020-11-08 19:06:08,303][root][INFO] - ===> Epoch[134](3483/26): Loss 1.1509, Sem 0.7496, dir -0.0434, norm 0.4448, swav 0.0000 LR: 6.802e-02 Score 75.598 Data time: 0.1586, Forward time: 2.2756, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.3513 [2020-11-08 19:06:13,670][root][INFO] - ===> Epoch[134](3484/26): Loss 1.1840, Sem 0.7998, dir -0.0529, norm 0.4371, swav 0.0000 LR: 6.801e-02 Score 74.788 Data time: 0.1756, Forward time: 2.2755, Backward time: 3.1034, DDP time: 0.0052, Total iter time: 5.2796 [2020-11-08 19:06:18,798][root][INFO] - ===> Epoch[135](3485/26): Loss 1.1133, Sem 0.9050, dir -0.1148, norm 0.3231, swav 0.0000 LR: 6.801e-02 Score 72.908 Data time: 0.1993, Forward time: 2.2754, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 5.0240 [2020-11-08 19:06:25,752][root][INFO] - ===> Epoch[135](3486/26): Loss 1.2405, Sem 0.9180, dir -0.0633, norm 0.3859, swav 0.0000 LR: 6.800e-02 Score 72.046 Data time: 0.3876, Forward time: 2.2757, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.8358 [2020-11-08 19:06:31,182][root][INFO] - ===> Epoch[135](3487/26): Loss 1.0577, Sem 0.7471, dir -0.0936, norm 0.4042, swav 0.0000 LR: 6.799e-02 Score 76.134 Data time: 0.2433, Forward time: 2.2758, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.2722 [2020-11-08 19:06:36,234][root][INFO] - ===> Epoch[135](3488/26): Loss 1.2096, Sem 0.9984, dir -0.1144, norm 0.3257, swav 0.0000 LR: 6.798e-02 Score 69.464 Data time: 0.2443, Forward time: 2.2759, Backward time: 3.1027, DDP time: 0.0052, Total iter time: 4.9313 [2020-11-08 19:06:41,230][root][INFO] - ===> Epoch[135](3489/26): Loss 1.3501, Sem 0.9864, dir -0.0946, norm 0.4583, swav 0.0000 LR: 6.797e-02 Score 71.570 Data time: 0.1861, Forward time: 2.2758, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 4.8797 [2020-11-08 19:06:47,050][root][INFO] - ===> Epoch[135](3490/26): Loss 1.1091, Sem 0.7832, dir -0.1293, norm 0.4552, swav 0.0000 LR: 6.796e-02 Score 74.657 Data time: 0.2565, Forward time: 2.2759, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.7562 [2020-11-08 19:06:53,454][root][INFO] - ===> Epoch[135](3491/26): Loss 1.3483, Sem 1.0243, dir -0.1271, norm 0.4511, swav 0.0000 LR: 6.795e-02 Score 65.927 Data time: 0.3064, Forward time: 2.2762, Backward time: 3.1024, DDP time: 0.0052, Total iter time: 6.2908 [2020-11-08 19:07:00,719][root][INFO] - ===> Epoch[135](3492/26): Loss 1.2239, Sem 0.9192, dir -0.1071, norm 0.4119, swav 0.0000 LR: 6.794e-02 Score 72.449 Data time: 0.1637, Forward time: 2.2761, Backward time: 3.1029, DDP time: 0.0052, Total iter time: 7.1477 [2020-11-08 19:07:06,639][root][INFO] - ===> Epoch[135](3493/26): Loss 1.1560, Sem 0.9106, dir -0.1079, norm 0.3532, swav 0.0000 LR: 6.793e-02 Score 70.622 Data time: 0.2024, Forward time: 2.2761, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.8286 [2020-11-08 19:07:13,635][root][INFO] - ===> Epoch[135](3494/26): Loss 1.2688, Sem 0.8925, dir -0.0558, norm 0.4321, swav 0.0000 LR: 6.792e-02 Score 74.370 Data time: 0.2719, Forward time: 2.2762, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 6.8635 [2020-11-08 19:07:20,925][root][INFO] - ===> Epoch[135](3495/26): Loss 1.2218, Sem 0.8770, dir -0.0965, norm 0.4413, swav 0.0000 LR: 6.791e-02 Score 74.607 Data time: 0.3664, Forward time: 2.2766, Backward time: 3.1032, DDP time: 0.0052, Total iter time: 7.1647 [2020-11-08 19:07:27,091][root][INFO] - ===> Epoch[135](3496/26): Loss 1.1530, Sem 0.8541, dir -0.1065, norm 0.4054, swav 0.0000 LR: 6.790e-02 Score 73.718 Data time: 0.2249, Forward time: 2.2766, Backward time: 3.1033, DDP time: 0.0052, Total iter time: 6.0521 [2020-11-08 19:07:33,337][root][INFO] - ===> Epoch[135](3497/26): Loss 1.1027, Sem 0.7626, dir -0.0732, norm 0.4133, swav 0.0000 LR: 6.789e-02 Score 75.710 Data time: 0.3067, Forward time: 2.2769, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 6.1264 [2020-11-08 19:07:38,787][root][INFO] - ===> Epoch[135](3498/26): Loss 1.1690, Sem 0.7905, dir -0.0929, norm 0.4714, swav 0.0000 LR: 6.788e-02 Score 75.910 Data time: 0.2178, Forward time: 2.2769, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.3095 [2020-11-08 19:07:44,515][root][INFO] - ===> Epoch[135](3499/26): Loss 1.1819, Sem 0.8124, dir -0.1208, norm 0.4904, swav 0.0000 LR: 6.787e-02 Score 73.462 Data time: 0.1957, Forward time: 2.2769, Backward time: 3.1030, DDP time: 0.0052, Total iter time: 5.6323 [2020-11-08 19:07:50,528][root][INFO] - ===> Epoch[135](3500/26): Loss 1.1661, Sem 0.9026, dir -0.0860, norm 0.3495, swav 0.0000 LR: 6.786e-02 Score 70.393 Data time: 0.1997, Forward time: 2.2769, Backward time: 3.1031, DDP time: 0.0052, Total iter time: 5.9384 [2020-11-08 19:07:51,201][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 19:07:51,480][root][INFO] - ===> Start testing [2020-11-08 19:09:19,660][root][INFO] - 101/312: Data time: 0.0109, Iter time: 0.2903 Loss 0.412 (AVG: 0.920) Score 88.847 (AVG: 72.466) mIOU 30.241 mAP 47.648 mAcc 41.434 IOU: 67.190 95.438 23.188 50.145 68.431 40.611 47.428 1.126 14.570 23.986 0.000 10.732 23.975 30.761 0.000 20.042 30.684 9.880 35.595 11.033 mAP: 66.599 95.693 34.889 58.738 74.953 55.243 54.101 28.723 37.568 47.727 4.714 37.998 44.463 53.380 12.075 58.065 69.694 30.085 65.071 23.176 mAcc: 94.521 98.008 42.676 72.993 78.341 49.720 67.386 1.146 16.262 26.207 0.000 19.087 35.717 55.049 0.000 35.068 44.206 15.926 56.168 20.205 [2020-11-08 19:10:47,124][root][INFO] - 201/312: Data time: 0.0069, Iter time: 0.1978 Loss 0.832 (AVG: 0.908) Score 77.260 (AVG: 73.193) mIOU 30.439 mAP 47.675 mAcc 41.238 IOU: 68.204 94.848 24.048 47.518 68.735 39.438 48.622 1.482 16.062 23.654 0.000 11.468 24.065 36.766 0.000 18.579 29.145 9.961 34.314 11.864 mAP: 67.855 95.409 34.897 57.060 76.542 59.896 54.726 28.212 35.002 47.653 4.975 36.871 44.538 64.316 8.894 54.555 69.249 30.696 59.484 22.670 mAcc: 94.346 97.800 43.505 67.831 78.958 47.113 69.304 1.516 17.700 27.169 0.000 21.039 36.036 60.347 0.000 30.329 46.940 15.751 50.867 18.216 [2020-11-08 19:12:10,391][root][INFO] - 301/312: Data time: 0.0052, Iter time: 0.2430 Loss 0.721 (AVG: 0.919) Score 78.881 (AVG: 72.811) mIOU 30.942 mAP 48.241 mAcc 41.970 IOU: 67.420 94.852 25.961 43.303 68.858 38.285 49.111 1.529 18.570 22.749 0.000 17.912 23.732 42.121 0.000 18.207 30.401 9.078 33.965 12.793 mAP: 67.832 95.731 35.304 54.600 76.266 61.178 55.459 27.480 36.992 46.175 5.669 43.766 45.351 63.408 9.278 55.100 71.502 28.883 61.973 22.879 mAcc: 93.937 97.805 46.809 64.850 78.512 46.317 69.484 1.568 20.623 26.130 0.000 26.624 36.598 62.552 0.000 32.554 49.719 14.206 52.157 18.963 [2020-11-08 19:12:16,663][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.1202 Loss 0.708 (AVG: 0.917) Score 77.968 (AVG: 72.911) mIOU 31.028 mAP 48.413 mAcc 42.017 IOU: 67.659 94.818 26.082 43.262 69.078 38.233 49.326 1.515 18.997 22.104 0.000 17.952 23.440 41.890 0.000 18.258 31.302 9.335 34.726 12.587 mAP: 68.193 95.642 36.223 54.396 76.618 61.502 56.050 27.039 37.269 46.267 5.761 44.451 45.058 63.408 9.191 54.067 72.637 29.079 62.737 22.664 mAcc: 93.973 97.792 47.128 64.898 78.643 46.232 69.837 1.554 21.090 25.351 0.000 26.709 36.354 62.552 0.000 32.842 50.066 14.468 52.194 18.661 [2020-11-08 19:12:16,663][root][INFO] - Finished test. Elapsed time: 265.1825 [2020-11-08 19:12:33,979][root][INFO] - [2020-11-08 19:12:33,979][root][INFO] - ################################################################ [2020-11-08 19:12:33,980][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 19:12:33,980][root][INFO] - ################################################################ [2020-11-08 19:12:33,980][root][INFO] - cabinet : 0.002 0.012 0.098 [2020-11-08 19:12:33,980][root][INFO] - bed : 0.027 0.122 0.243 [2020-11-08 19:12:33,980][root][INFO] - chair : 0.208 0.419 0.623 [2020-11-08 19:12:33,980][root][INFO] - sofa : 0.002 0.008 0.096 [2020-11-08 19:12:33,980][root][INFO] - table : 0.066 0.169 0.275 [2020-11-08 19:12:33,980][root][INFO] - door : 0.000 0.000 0.000 [2020-11-08 19:12:33,980][root][INFO] - window : 0.000 0.002 0.036 [2020-11-08 19:12:33,980][root][INFO] - bookshelf : 0.000 0.000 0.001 [2020-11-08 19:12:33,980][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 19:12:33,980][root][INFO] - counter : 0.000 0.000 0.002 [2020-11-08 19:12:33,980][root][INFO] - desk : 0.000 0.000 0.051 [2020-11-08 19:12:33,980][root][INFO] - curtain : 0.037 0.096 0.208 [2020-11-08 19:12:33,980][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 19:12:33,980][root][INFO] - shower curtain : 0.000 0.001 0.174 [2020-11-08 19:12:33,980][root][INFO] - toilet : 0.017 0.096 0.482 [2020-11-08 19:12:33,980][root][INFO] - sink : 0.000 0.000 0.003 [2020-11-08 19:12:33,980][root][INFO] - bathtub : 0.000 0.000 0.003 [2020-11-08 19:12:33,981][root][INFO] - otherfurniture : 0.003 0.010 0.064 [2020-11-08 19:12:33,981][root][INFO] - ---------------------------------------------------------------- [2020-11-08 19:12:33,981][root][INFO] - average : 0.020 0.052 0.131 [2020-11-08 19:12:33,981][root][INFO] - [2020-11-08 19:12:34,329][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 19:12:35,034][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 19:12:35,298][root][INFO] - Current best mIoU: 31.028 at iter 3500 [2020-11-08 19:12:38,777][root][INFO] - ===> Epoch[135](3501/26): Loss 1.0166, Sem 0.7659, dir -0.0921, norm 0.3429, swav 0.0000 LR: 6.786e-02 Score 76.280 Data time: 0.1143, Forward time: 2.2766, Backward time: 3.1028, DDP time: 0.0052, Total iter time: 3.4693 [2020-11-08 19:12:43,733][root][INFO] - ===> Epoch[135](3502/26): Loss 0.9717, Sem 0.7670, dir -0.0601, norm 0.2648, swav 0.0000 LR: 6.785e-02 Score 76.228 Data time: 0.1793, Forward time: 2.2766, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 4.9263 [2020-11-08 19:12:50,743][root][INFO] - ===> Epoch[135](3503/26): Loss 1.2507, Sem 0.8329, dir -0.0277, norm 0.4454, swav 0.0000 LR: 6.784e-02 Score 75.243 Data time: 0.4187, Forward time: 2.2769, Backward time: 3.1026, DDP time: 0.0052, Total iter time: 6.9148 [2020-11-08 19:12:56,735][root][INFO] - ===> Epoch[135](3504/26): Loss 1.1886, Sem 0.8336, dir -0.0540, norm 0.4090, swav 0.0000 LR: 6.783e-02 Score 76.200 Data time: 0.2529, Forward time: 2.2771, Backward time: 3.1025, DDP time: 0.0052, Total iter time: 5.8787 [2020-11-08 19:13:02,314][root][INFO] - ===> Epoch[135](3505/26): Loss 1.1430, Sem 0.8644, dir -0.0970, norm 0.3755, swav 0.0000 LR: 6.782e-02 Score 71.816 Data time: 0.2657, Forward time: 2.2772, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 5.4626 [2020-11-08 19:13:07,765][root][INFO] - ===> Epoch[135](3506/26): Loss 1.1252, Sem 0.7973, dir -0.0621, norm 0.3900, swav 0.0000 LR: 6.781e-02 Score 76.461 Data time: 0.2282, Forward time: 2.2773, Backward time: 3.1021, DDP time: 0.0052, Total iter time: 5.3517 [2020-11-08 19:13:13,536][root][INFO] - ===> Epoch[135](3507/26): Loss 1.2151, Sem 0.8195, dir -0.0432, norm 0.4388, swav 0.0000 LR: 6.780e-02 Score 73.011 Data time: 0.1761, Forward time: 2.2773, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 5.6671 [2020-11-08 19:13:20,129][root][INFO] - ===> Epoch[135](3508/26): Loss 1.1388, Sem 0.7903, dir -0.0661, norm 0.4145, swav 0.0000 LR: 6.779e-02 Score 75.419 Data time: 0.2132, Forward time: 2.2773, Backward time: 3.1023, DDP time: 0.0052, Total iter time: 6.5059 [2020-11-08 19:13:25,977][root][INFO] - ===> Epoch[135](3509/26): Loss 1.0610, Sem 0.8070, dir -0.0837, norm 0.3376, swav 0.0000 LR: 6.778e-02 Score 75.216 Data time: 0.2465, Forward time: 2.2774, Backward time: 3.1022, DDP time: 0.0052, Total iter time: 5.7117 [2020-11-08 19:13:32,011][root][INFO] - ===> Epoch[135](3510/26): Loss 0.8260, Sem 0.5822, dir -0.0625, norm 0.3063, swav 0.0000 LR: 6.777e-02 Score 80.590 Data time: 0.1691, Forward time: 2.2773, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.9110 [2020-11-08 19:13:38,135][root][INFO] - ===> Epoch[136](3511/26): Loss 0.9715, Sem 0.6371, dir -0.0389, norm 0.3733, swav 0.0000 LR: 6.776e-02 Score 77.209 Data time: 0.2356, Forward time: 2.2774, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 6.0563 [2020-11-08 19:13:43,291][root][INFO] - ===> Epoch[136](3512/26): Loss 1.1019, Sem 0.6459, dir -0.0780, norm 0.5340, swav 0.0000 LR: 6.775e-02 Score 79.059 Data time: 0.1620, Forward time: 2.2772, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.0352 [2020-11-08 19:13:48,505][root][INFO] - ===> Epoch[136](3513/26): Loss 1.1779, Sem 0.8811, dir -0.0613, norm 0.3582, swav 0.0000 LR: 6.774e-02 Score 72.332 Data time: 0.2330, Forward time: 2.2772, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.1352 [2020-11-08 19:13:55,459][root][INFO] - ===> Epoch[136](3514/26): Loss 1.3429, Sem 0.9966, dir -0.0809, norm 0.4272, swav 0.0000 LR: 6.773e-02 Score 68.471 Data time: 0.2215, Forward time: 2.2772, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 6.8458 [2020-11-08 19:14:01,680][root][INFO] - ===> Epoch[136](3515/26): Loss 1.0716, Sem 0.7642, dir -0.0726, norm 0.3800, swav 0.0000 LR: 6.772e-02 Score 75.499 Data time: 0.2052, Forward time: 2.2772, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 6.1179 [2020-11-08 19:14:07,857][root][INFO] - ===> Epoch[136](3516/26): Loss 1.2227, Sem 0.9027, dir -0.1041, norm 0.4241, swav 0.0000 LR: 6.771e-02 Score 69.121 Data time: 0.2221, Forward time: 2.2772, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 6.0594 [2020-11-08 19:14:13,392][root][INFO] - ===> Epoch[136](3517/26): Loss 1.0638, Sem 0.7785, dir -0.1039, norm 0.3892, swav 0.0000 LR: 6.770e-02 Score 77.468 Data time: 0.2580, Forward time: 2.2774, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 5.4288 [2020-11-08 19:14:18,032][root][INFO] - ===> Epoch[136](3518/26): Loss 1.2715, Sem 0.9741, dir -0.0743, norm 0.3717, swav 0.0000 LR: 6.770e-02 Score 69.695 Data time: 0.1973, Forward time: 2.2773, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 4.5178 [2020-11-08 19:14:23,435][root][INFO] - ===> Epoch[136](3519/26): Loss 1.0993, Sem 0.8788, dir -0.0883, norm 0.3089, swav 0.0000 LR: 6.769e-02 Score 72.150 Data time: 0.1802, Forward time: 2.2772, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.3010 [2020-11-08 19:14:29,026][root][INFO] - ===> Epoch[136](3520/26): Loss 0.9684, Sem 0.6723, dir -0.1004, norm 0.3965, swav 0.0000 LR: 6.768e-02 Score 77.960 Data time: 0.2484, Forward time: 2.2772, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.4968 [2020-11-08 19:14:34,545][root][INFO] - ===> Epoch[136](3521/26): Loss 1.4173, Sem 1.0294, dir -0.1080, norm 0.4959, swav 0.0000 LR: 6.767e-02 Score 67.600 Data time: 0.1705, Forward time: 2.2771, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.3744 [2020-11-08 19:14:39,396][root][INFO] - ===> Epoch[136](3522/26): Loss 1.1089, Sem 0.8254, dir -0.0840, norm 0.3675, swav 0.0000 LR: 6.766e-02 Score 75.362 Data time: 0.1379, Forward time: 2.2769, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 4.7563 [2020-11-08 19:14:45,272][root][INFO] - ===> Epoch[136](3523/26): Loss 1.2610, Sem 0.8799, dir -0.1071, norm 0.4883, swav 0.0000 LR: 6.765e-02 Score 74.525 Data time: 0.1792, Forward time: 2.2768, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 5.8189 [2020-11-08 19:14:51,258][root][INFO] - ===> Epoch[136](3524/26): Loss 1.2872, Sem 0.9452, dir -0.1609, norm 0.5029, swav 0.0000 LR: 6.764e-02 Score 72.351 Data time: 0.2568, Forward time: 2.2768, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 5.8888 [2020-11-08 19:14:57,136][root][INFO] - ===> Epoch[136](3525/26): Loss 1.2578, Sem 0.8926, dir -0.0447, norm 0.4099, swav 0.0000 LR: 6.763e-02 Score 73.134 Data time: 0.2692, Forward time: 2.2769, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.7532 [2020-11-08 19:15:02,913][root][INFO] - ===> Epoch[136](3526/26): Loss 1.1309, Sem 0.7819, dir -0.0727, norm 0.4218, swav 0.0000 LR: 6.762e-02 Score 77.494 Data time: 0.2134, Forward time: 2.2769, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.6543 [2020-11-08 19:15:09,072][root][INFO] - ===> Epoch[136](3527/26): Loss 1.2688, Sem 0.9275, dir -0.1187, norm 0.4600, swav 0.0000 LR: 6.761e-02 Score 67.760 Data time: 0.1869, Forward time: 2.2769, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 6.0589 [2020-11-08 19:15:14,264][root][INFO] - ===> Epoch[136](3528/26): Loss 1.1065, Sem 0.8039, dir -0.1052, norm 0.4077, swav 0.0000 LR: 6.760e-02 Score 75.390 Data time: 0.1931, Forward time: 2.2768, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.1073 [2020-11-08 19:15:19,475][root][INFO] - ===> Epoch[136](3529/26): Loss 1.1704, Sem 0.8523, dir -0.1438, norm 0.4619, swav 0.0000 LR: 6.759e-02 Score 73.645 Data time: 0.2854, Forward time: 2.2769, Backward time: 3.1021, DDP time: 0.0053, Total iter time: 5.0840 [2020-11-08 19:15:27,055][root][INFO] - ===> Epoch[136](3530/26): Loss 1.2076, Sem 0.8317, dir -0.0733, norm 0.4491, swav 0.0000 LR: 6.758e-02 Score 73.644 Data time: 0.2059, Forward time: 2.2769, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 7.4431 [2020-11-08 19:15:33,427][root][INFO] - ===> Epoch[136](3531/26): Loss 1.1450, Sem 0.8514, dir -0.0642, norm 0.3579, swav 0.0000 LR: 6.757e-02 Score 72.879 Data time: 0.2622, Forward time: 2.2770, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 6.2579 [2020-11-08 19:15:38,493][root][INFO] - ===> Epoch[136](3532/26): Loss 1.1265, Sem 0.8110, dir -0.1083, norm 0.4238, swav 0.0000 LR: 6.756e-02 Score 75.757 Data time: 0.2289, Forward time: 2.2770, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 4.9285 [2020-11-08 19:15:44,531][root][INFO] - ===> Epoch[136](3533/26): Loss 1.1471, Sem 0.8465, dir -0.0726, norm 0.3732, swav 0.0000 LR: 6.755e-02 Score 72.985 Data time: 0.2869, Forward time: 2.2772, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.9223 [2020-11-08 19:15:49,379][root][INFO] - ===> Epoch[136](3534/26): Loss 1.0724, Sem 0.8332, dir -0.1236, norm 0.3628, swav 0.0000 LR: 6.755e-02 Score 76.842 Data time: 0.1681, Forward time: 2.2771, Backward time: 3.1021, DDP time: 0.0053, Total iter time: 4.7071 [2020-11-08 19:15:55,755][root][INFO] - ===> Epoch[136](3535/26): Loss 1.0196, Sem 0.7142, dir -0.0902, norm 0.3956, swav 0.0000 LR: 6.754e-02 Score 77.382 Data time: 0.1448, Forward time: 2.2769, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 6.2877 [2020-11-08 19:16:02,373][root][INFO] - ===> Epoch[136](3536/26): Loss 1.0995, Sem 0.8064, dir -0.0979, norm 0.3910, swav 0.0000 LR: 6.753e-02 Score 71.751 Data time: 0.1703, Forward time: 2.2768, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 6.5428 [2020-11-08 19:16:07,886][root][INFO] - ===> Epoch[137](3537/26): Loss 1.0861, Sem 0.7913, dir -0.0488, norm 0.3436, swav 0.0000 LR: 6.752e-02 Score 75.562 Data time: 0.1694, Forward time: 2.2767, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.4207 [2020-11-08 19:16:13,383][root][INFO] - ===> Epoch[137](3538/26): Loss 1.1169, Sem 0.8176, dir -0.0601, norm 0.3594, swav 0.0000 LR: 6.751e-02 Score 72.721 Data time: 0.1866, Forward time: 2.2766, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.4013 [2020-11-08 19:16:19,193][root][INFO] - ===> Epoch[137](3539/26): Loss 1.1532, Sem 0.8985, dir -0.0631, norm 0.3178, swav 0.0000 LR: 6.750e-02 Score 73.767 Data time: 0.1786, Forward time: 2.2765, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 5.6983 [2020-11-08 19:16:26,302][root][INFO] - ===> Epoch[137](3540/26): Loss 1.2585, Sem 0.9046, dir -0.0929, norm 0.4469, swav 0.0000 LR: 6.749e-02 Score 69.290 Data time: 0.3745, Forward time: 2.2769, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 7.0324 [2020-11-08 19:16:31,504][root][INFO] - ===> Epoch[137](3541/26): Loss 1.1324, Sem 0.8043, dir -0.0886, norm 0.4167, swav 0.0000 LR: 6.748e-02 Score 73.802 Data time: 0.2466, Forward time: 2.2770, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 5.0727 [2020-11-08 19:16:37,685][root][INFO] - ===> Epoch[137](3542/26): Loss 1.0988, Sem 0.7641, dir -0.0991, norm 0.4338, swav 0.0000 LR: 6.747e-02 Score 76.703 Data time: 0.3103, Forward time: 2.2772, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 6.0794 [2020-11-08 19:16:43,386][root][INFO] - ===> Epoch[137](3543/26): Loss 1.0382, Sem 0.7048, dir -0.0744, norm 0.4079, swav 0.0000 LR: 6.746e-02 Score 78.286 Data time: 0.2700, Forward time: 2.2774, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.5698 [2020-11-08 19:16:48,167][root][INFO] - ===> Epoch[137](3544/26): Loss 1.1375, Sem 0.8034, dir -0.0593, norm 0.3934, swav 0.0000 LR: 6.745e-02 Score 74.703 Data time: 0.2103, Forward time: 2.2774, Backward time: 3.1021, DDP time: 0.0053, Total iter time: 4.6513 [2020-11-08 19:16:53,298][root][INFO] - ===> Epoch[137](3545/26): Loss 1.2150, Sem 0.8960, dir -0.1224, norm 0.4415, swav 0.0000 LR: 6.744e-02 Score 71.182 Data time: 0.2319, Forward time: 2.2775, Backward time: 3.1019, DDP time: 0.0053, Total iter time: 5.0126 [2020-11-08 19:16:58,704][root][INFO] - ===> Epoch[137](3546/26): Loss 0.9308, Sem 0.7288, dir -0.1269, norm 0.3289, swav 0.0000 LR: 6.743e-02 Score 75.848 Data time: 0.1618, Forward time: 2.2772, Backward time: 3.1020, DDP time: 0.0053, Total iter time: 5.2925 [2020-11-08 19:17:04,637][root][INFO] - ===> Epoch[137](3547/26): Loss 1.2420, Sem 0.9819, dir -0.0967, norm 0.3568, swav 0.0000 LR: 6.742e-02 Score 67.750 Data time: 0.2262, Forward time: 2.2773, Backward time: 3.1019, DDP time: 0.0053, Total iter time: 5.8588 [2020-11-08 19:17:10,052][root][INFO] - ===> Epoch[137](3548/26): Loss 1.0877, Sem 0.7585, dir -0.0959, norm 0.4251, swav 0.0000 LR: 6.741e-02 Score 76.014 Data time: 0.1685, Forward time: 2.2772, Backward time: 3.1020, DDP time: 0.0053, Total iter time: 5.3266 [2020-11-08 19:17:16,096][root][INFO] - ===> Epoch[137](3549/26): Loss 1.0653, Sem 0.7241, dir -0.1022, norm 0.4434, swav 0.0000 LR: 6.740e-02 Score 76.699 Data time: 0.2329, Forward time: 2.2773, Backward time: 3.1020, DDP time: 0.0053, Total iter time: 5.9289 [2020-11-08 19:17:20,714][root][INFO] - ===> Epoch[137](3550/26): Loss 1.0906, Sem 0.8040, dir -0.0611, norm 0.3476, swav 0.0000 LR: 6.739e-02 Score 74.390 Data time: 0.1889, Forward time: 2.2772, Backward time: 3.1017, DDP time: 0.0053, Total iter time: 4.4882 [2020-11-08 19:17:25,905][root][INFO] - ===> Epoch[137](3551/26): Loss 1.0852, Sem 0.8142, dir -0.0772, norm 0.3482, swav 0.0000 LR: 6.739e-02 Score 73.778 Data time: 0.1746, Forward time: 2.2771, Backward time: 3.1017, DDP time: 0.0053, Total iter time: 5.1099 [2020-11-08 19:17:32,461][root][INFO] - ===> Epoch[137](3552/26): Loss 1.1745, Sem 0.7837, dir -0.0782, norm 0.4690, swav 0.0000 LR: 6.738e-02 Score 76.178 Data time: 0.1682, Forward time: 2.2770, Backward time: 3.1020, DDP time: 0.0053, Total iter time: 6.4658 [2020-11-08 19:17:38,616][root][INFO] - ===> Epoch[137](3553/26): Loss 1.1541, Sem 0.7822, dir -0.0523, norm 0.4242, swav 0.0000 LR: 6.737e-02 Score 74.682 Data time: 0.1692, Forward time: 2.2769, Backward time: 3.1022, DDP time: 0.0053, Total iter time: 6.0707 [2020-11-08 19:17:44,508][root][INFO] - ===> Epoch[137](3554/26): Loss 1.2647, Sem 0.7655, dir -0.0423, norm 0.5415, swav 0.0000 LR: 6.736e-02 Score 78.007 Data time: 0.2097, Forward time: 2.2769, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.7814 [2020-11-08 19:17:50,007][root][INFO] - ===> Epoch[137](3555/26): Loss 1.0219, Sem 0.7691, dir -0.1126, norm 0.3654, swav 0.0000 LR: 6.735e-02 Score 76.828 Data time: 0.1916, Forward time: 2.2768, Backward time: 3.1022, DDP time: 0.0053, Total iter time: 5.3732 [2020-11-08 19:17:55,593][root][INFO] - ===> Epoch[137](3556/26): Loss 1.1361, Sem 0.8209, dir -0.0752, norm 0.3904, swav 0.0000 LR: 6.734e-02 Score 73.038 Data time: 0.1778, Forward time: 2.2767, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.4626 [2020-11-08 19:18:00,970][root][INFO] - ===> Epoch[137](3557/26): Loss 1.1319, Sem 0.8290, dir -0.1117, norm 0.4146, swav 0.0000 LR: 6.733e-02 Score 75.322 Data time: 0.2047, Forward time: 2.2766, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.2831 [2020-11-08 19:18:06,336][root][INFO] - ===> Epoch[137](3558/26): Loss 1.1053, Sem 0.7600, dir -0.1116, norm 0.4569, swav 0.0000 LR: 6.732e-02 Score 77.720 Data time: 0.1726, Forward time: 2.2765, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.2659 [2020-11-08 19:18:12,109][root][INFO] - ===> Epoch[137](3559/26): Loss 1.0162, Sem 0.7665, dir -0.1279, norm 0.3776, swav 0.0000 LR: 6.731e-02 Score 76.601 Data time: 0.1990, Forward time: 2.2764, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.6706 [2020-11-08 19:18:17,899][root][INFO] - ===> Epoch[137](3560/26): Loss 1.1795, Sem 0.8297, dir -0.0856, norm 0.4354, swav 0.0000 LR: 6.730e-02 Score 75.868 Data time: 0.2889, Forward time: 2.2766, Backward time: 3.1022, DDP time: 0.0053, Total iter time: 5.6693 [2020-11-08 19:18:22,886][root][INFO] - ===> Epoch[137](3561/26): Loss 1.0727, Sem 0.7809, dir -0.0894, norm 0.3813, swav 0.0000 LR: 6.729e-02 Score 74.982 Data time: 0.2026, Forward time: 2.2766, Backward time: 3.1020, DDP time: 0.0053, Total iter time: 4.8612 [2020-11-08 19:18:28,819][root][INFO] - ===> Epoch[137](3562/26): Loss 1.0443, Sem 0.7627, dir -0.0794, norm 0.3610, swav 0.0000 LR: 6.728e-02 Score 77.310 Data time: 0.2077, Forward time: 2.2766, Backward time: 3.1020, DDP time: 0.0053, Total iter time: 5.8218 [2020-11-08 19:18:35,122][root][INFO] - ===> Epoch[138](3563/26): Loss 1.2252, Sem 0.8817, dir -0.0634, norm 0.4069, swav 0.0000 LR: 6.727e-02 Score 70.027 Data time: 0.1898, Forward time: 2.2765, Backward time: 3.1022, DDP time: 0.0053, Total iter time: 6.1906 [2020-11-08 19:18:40,290][root][INFO] - ===> Epoch[138](3564/26): Loss 1.1868, Sem 0.8279, dir -0.0565, norm 0.4153, swav 0.0000 LR: 6.726e-02 Score 76.167 Data time: 0.2279, Forward time: 2.2766, Backward time: 3.1020, DDP time: 0.0053, Total iter time: 5.0572 [2020-11-08 19:18:45,099][root][INFO] - ===> Epoch[138](3565/26): Loss 0.9272, Sem 0.6311, dir -0.0774, norm 0.3735, swav 0.0000 LR: 6.725e-02 Score 80.285 Data time: 0.2397, Forward time: 2.2766, Backward time: 3.1017, DDP time: 0.0053, Total iter time: 4.6779 [2020-11-08 19:18:51,279][root][INFO] - ===> Epoch[138](3566/26): Loss 0.9672, Sem 0.7360, dir -0.0826, norm 0.3137, swav 0.0000 LR: 6.724e-02 Score 75.674 Data time: 0.2946, Forward time: 2.2769, Backward time: 3.1016, DDP time: 0.0053, Total iter time: 6.0796 [2020-11-08 19:18:56,736][root][INFO] - ===> Epoch[138](3567/26): Loss 1.1088, Sem 0.7945, dir -0.0902, norm 0.4046, swav 0.0000 LR: 6.723e-02 Score 73.234 Data time: 0.2372, Forward time: 2.2770, Backward time: 3.1014, DDP time: 0.0053, Total iter time: 5.3531 [2020-11-08 19:19:02,604][root][INFO] - ===> Epoch[138](3568/26): Loss 1.1866, Sem 0.9314, dir -0.1015, norm 0.3566, swav 0.0000 LR: 6.723e-02 Score 71.052 Data time: 0.2172, Forward time: 2.2770, Backward time: 3.1014, DDP time: 0.0053, Total iter time: 5.7499 [2020-11-08 19:19:08,959][root][INFO] - ===> Epoch[138](3569/26): Loss 1.0941, Sem 0.7932, dir -0.0782, norm 0.3790, swav 0.0000 LR: 6.722e-02 Score 73.788 Data time: 0.1809, Forward time: 2.2769, Backward time: 3.1016, DDP time: 0.0053, Total iter time: 6.2442 [2020-11-08 19:19:15,594][root][INFO] - ===> Epoch[138](3570/26): Loss 1.0643, Sem 0.8280, dir -0.1235, norm 0.3599, swav 0.0000 LR: 6.721e-02 Score 74.681 Data time: 0.3774, Forward time: 2.2772, Backward time: 3.1015, DDP time: 0.0053, Total iter time: 6.5498 [2020-11-08 19:19:21,589][root][INFO] - ===> Epoch[138](3571/26): Loss 1.1079, Sem 0.7608, dir -0.0465, norm 0.3937, swav 0.0000 LR: 6.720e-02 Score 76.407 Data time: 0.2606, Forward time: 2.2774, Backward time: 3.1014, DDP time: 0.0053, Total iter time: 5.8773 [2020-11-08 19:19:28,338][root][INFO] - ===> Epoch[138](3572/26): Loss 1.3257, Sem 0.8762, dir -0.0423, norm 0.4918, swav 0.0000 LR: 6.719e-02 Score 73.367 Data time: 0.2166, Forward time: 2.2774, Backward time: 3.1017, DDP time: 0.0053, Total iter time: 6.6380 [2020-11-08 19:19:33,418][root][INFO] - ===> Epoch[138](3573/26): Loss 1.3036, Sem 0.8625, dir -0.0600, norm 0.5012, swav 0.0000 LR: 6.718e-02 Score 76.889 Data time: 0.2216, Forward time: 2.2774, Backward time: 3.1015, DDP time: 0.0053, Total iter time: 4.9747 [2020-11-08 19:19:38,562][root][INFO] - ===> Epoch[138](3574/26): Loss 1.0622, Sem 0.7574, dir -0.0572, norm 0.3620, swav 0.0000 LR: 6.717e-02 Score 76.941 Data time: 0.2481, Forward time: 2.2774, Backward time: 3.1013, DDP time: 0.0053, Total iter time: 5.0122 [2020-11-08 19:19:44,167][root][INFO] - ===> Epoch[138](3575/26): Loss 1.1253, Sem 0.7996, dir -0.0646, norm 0.3903, swav 0.0000 LR: 6.716e-02 Score 73.589 Data time: 0.2621, Forward time: 2.2776, Backward time: 3.1010, DDP time: 0.0053, Total iter time: 5.4718 [2020-11-08 19:19:49,661][root][INFO] - ===> Epoch[138](3576/26): Loss 1.1707, Sem 0.8201, dir -0.0588, norm 0.4093, swav 0.0000 LR: 6.715e-02 Score 75.512 Data time: 0.2508, Forward time: 2.2777, Backward time: 3.1008, DDP time: 0.0053, Total iter time: 5.3547 [2020-11-08 19:19:55,783][root][INFO] - ===> Epoch[138](3577/26): Loss 1.1409, Sem 0.7876, dir -0.0460, norm 0.3992, swav 0.0000 LR: 6.714e-02 Score 75.389 Data time: 0.1578, Forward time: 2.2775, Backward time: 3.1011, DDP time: 0.0053, Total iter time: 6.0165 [2020-11-08 19:20:00,940][root][INFO] - ===> Epoch[138](3578/26): Loss 1.0119, Sem 0.7556, dir -0.0937, norm 0.3501, swav 0.0000 LR: 6.713e-02 Score 72.674 Data time: 0.2186, Forward time: 2.2775, Backward time: 3.1010, DDP time: 0.0053, Total iter time: 5.0611 [2020-11-08 19:20:05,554][root][INFO] - ===> Epoch[138](3579/26): Loss 1.0500, Sem 0.7074, dir -0.0471, norm 0.3897, swav 0.0000 LR: 6.712e-02 Score 78.817 Data time: 0.2084, Forward time: 2.2774, Backward time: 3.1007, DDP time: 0.0053, Total iter time: 4.5215 [2020-11-08 19:20:11,071][root][INFO] - ===> Epoch[138](3580/26): Loss 1.2397, Sem 0.9267, dir -0.0662, norm 0.3793, swav 0.0000 LR: 6.711e-02 Score 72.347 Data time: 0.2359, Forward time: 2.2774, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 5.4060 [2020-11-08 19:20:16,929][root][INFO] - ===> Epoch[138](3581/26): Loss 1.1340, Sem 0.8463, dir -0.0664, norm 0.3540, swav 0.0000 LR: 6.710e-02 Score 71.494 Data time: 0.2663, Forward time: 2.2775, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 5.7458 [2020-11-08 19:20:22,463][root][INFO] - ===> Epoch[138](3582/26): Loss 1.1212, Sem 0.8447, dir -0.1088, norm 0.3853, swav 0.0000 LR: 6.709e-02 Score 73.664 Data time: 0.1675, Forward time: 2.2774, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 5.4189 [2020-11-08 19:20:27,411][root][INFO] - ===> Epoch[138](3583/26): Loss 1.1272, Sem 0.7932, dir -0.0568, norm 0.3909, swav 0.0000 LR: 6.708e-02 Score 73.934 Data time: 0.1387, Forward time: 2.2772, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 4.8850 [2020-11-08 19:20:34,307][root][INFO] - ===> Epoch[138](3584/26): Loss 1.1982, Sem 0.8379, dir -0.1045, norm 0.4648, swav 0.0000 LR: 6.707e-02 Score 75.320 Data time: 0.1938, Forward time: 2.2771, Backward time: 3.1010, DDP time: 0.0053, Total iter time: 6.8513 [2020-11-08 19:20:40,054][root][INFO] - ===> Epoch[138](3585/26): Loss 1.2538, Sem 0.8409, dir -0.0594, norm 0.4723, swav 0.0000 LR: 6.707e-02 Score 72.087 Data time: 0.2083, Forward time: 2.2772, Backward time: 3.1010, DDP time: 0.0053, Total iter time: 5.6632 [2020-11-08 19:20:45,269][root][INFO] - ===> Epoch[138](3586/26): Loss 1.3407, Sem 0.9344, dir -0.1013, norm 0.5077, swav 0.0000 LR: 6.706e-02 Score 70.808 Data time: 0.2375, Forward time: 2.2771, Backward time: 3.1008, DDP time: 0.0053, Total iter time: 5.0919 [2020-11-08 19:20:50,813][root][INFO] - ===> Epoch[138](3587/26): Loss 0.9525, Sem 0.6366, dir -0.1346, norm 0.4506, swav 0.0000 LR: 6.705e-02 Score 79.594 Data time: 0.2513, Forward time: 2.2772, Backward time: 3.1007, DDP time: 0.0053, Total iter time: 5.4437 [2020-11-08 19:20:56,592][root][INFO] - ===> Epoch[138](3588/26): Loss 1.1253, Sem 0.7210, dir -0.0829, norm 0.4872, swav 0.0000 LR: 6.704e-02 Score 78.157 Data time: 0.2038, Forward time: 2.2772, Backward time: 3.1007, DDP time: 0.0053, Total iter time: 5.6565 [2020-11-08 19:21:01,893][root][INFO] - ===> Epoch[139](3589/26): Loss 1.1103, Sem 0.8084, dir -0.0666, norm 0.3685, swav 0.0000 LR: 6.703e-02 Score 76.747 Data time: 0.2024, Forward time: 2.2772, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 5.1791 [2020-11-08 19:21:08,640][root][INFO] - ===> Epoch[139](3590/26): Loss 1.2191, Sem 0.8654, dir -0.1362, norm 0.4898, swav 0.0000 LR: 6.702e-02 Score 71.406 Data time: 0.2608, Forward time: 2.2773, Backward time: 3.1007, DDP time: 0.0053, Total iter time: 6.6518 [2020-11-08 19:21:14,898][root][INFO] - ===> Epoch[139](3591/26): Loss 1.1905, Sem 0.8357, dir -0.0558, norm 0.4106, swav 0.0000 LR: 6.701e-02 Score 72.467 Data time: 0.1523, Forward time: 2.2772, Backward time: 3.1010, DDP time: 0.0053, Total iter time: 6.1119 [2020-11-08 19:21:20,124][root][INFO] - ===> Epoch[139](3592/26): Loss 1.1627, Sem 0.8179, dir -0.1050, norm 0.4498, swav 0.0000 LR: 6.700e-02 Score 74.655 Data time: 0.2423, Forward time: 2.2773, Backward time: 3.1008, DDP time: 0.0053, Total iter time: 5.1406 [2020-11-08 19:21:25,304][root][INFO] - ===> Epoch[139](3593/26): Loss 1.0907, Sem 0.8001, dir -0.0662, norm 0.3567, swav 0.0000 LR: 6.699e-02 Score 78.174 Data time: 0.1685, Forward time: 2.2771, Backward time: 3.1007, DDP time: 0.0053, Total iter time: 5.0577 [2020-11-08 19:21:31,585][root][INFO] - ===> Epoch[139](3594/26): Loss 1.1670, Sem 0.8177, dir -0.1486, norm 0.4978, swav 0.0000 LR: 6.698e-02 Score 73.606 Data time: 0.2006, Forward time: 2.2771, Backward time: 3.1009, DDP time: 0.0053, Total iter time: 6.2030 [2020-11-08 19:21:37,923][root][INFO] - ===> Epoch[139](3595/26): Loss 1.0673, Sem 0.7325, dir -0.0437, norm 0.3785, swav 0.0000 LR: 6.697e-02 Score 81.422 Data time: 0.3218, Forward time: 2.2773, Backward time: 3.1008, DDP time: 0.0053, Total iter time: 6.2149 [2020-11-08 19:21:44,536][root][INFO] - ===> Epoch[139](3596/26): Loss 1.1284, Sem 0.7624, dir -0.0541, norm 0.4201, swav 0.0000 LR: 6.696e-02 Score 75.564 Data time: 0.2682, Forward time: 2.2775, Backward time: 3.1009, DDP time: 0.0053, Total iter time: 6.4643 [2020-11-08 19:21:50,712][root][INFO] - ===> Epoch[139](3597/26): Loss 1.1152, Sem 0.7084, dir -0.0773, norm 0.4840, swav 0.0000 LR: 6.695e-02 Score 80.234 Data time: 0.3020, Forward time: 2.2777, Backward time: 3.1007, DDP time: 0.0053, Total iter time: 6.0647 [2020-11-08 19:21:56,497][root][INFO] - ===> Epoch[139](3598/26): Loss 1.2171, Sem 0.8921, dir -0.0481, norm 0.3731, swav 0.0000 LR: 6.694e-02 Score 73.085 Data time: 0.2722, Forward time: 2.2779, Backward time: 3.1005, DDP time: 0.0053, Total iter time: 5.6589 [2020-11-08 19:22:01,870][root][INFO] - ===> Epoch[139](3599/26): Loss 0.9953, Sem 0.7822, dir -0.1072, norm 0.3203, swav 0.0000 LR: 6.693e-02 Score 70.958 Data time: 0.2261, Forward time: 2.2780, Backward time: 3.1004, DDP time: 0.0053, Total iter time: 5.2733 [2020-11-08 19:22:07,479][root][INFO] - ===> Epoch[139](3600/26): Loss 1.1332, Sem 0.8341, dir -0.0805, norm 0.3796, swav 0.0000 LR: 6.692e-02 Score 73.444 Data time: 0.1698, Forward time: 2.2779, Backward time: 3.1004, DDP time: 0.0053, Total iter time: 5.5187 [2020-11-08 19:22:13,676][root][INFO] - ===> Epoch[139](3601/26): Loss 1.3142, Sem 0.8719, dir -0.0589, norm 0.5011, swav 0.0000 LR: 6.691e-02 Score 74.409 Data time: 0.1903, Forward time: 2.2778, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 5.9181 [2020-11-08 19:22:18,611][root][INFO] - ===> Epoch[139](3602/26): Loss 1.1814, Sem 0.7861, dir -0.0690, norm 0.4643, swav 0.0000 LR: 6.691e-02 Score 75.465 Data time: 0.2010, Forward time: 2.2778, Backward time: 3.1004, DDP time: 0.0053, Total iter time: 4.8545 [2020-11-08 19:22:24,043][root][INFO] - ===> Epoch[139](3603/26): Loss 1.1787, Sem 0.8078, dir -0.0866, norm 0.4575, swav 0.0000 LR: 6.690e-02 Score 75.426 Data time: 0.2294, Forward time: 2.2779, Backward time: 3.1002, DDP time: 0.0053, Total iter time: 5.3409 [2020-11-08 19:22:30,568][root][INFO] - ===> Epoch[139](3604/26): Loss 1.4490, Sem 1.0639, dir -0.0776, norm 0.4627, swav 0.0000 LR: 6.689e-02 Score 66.382 Data time: 0.1370, Forward time: 2.2777, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 6.3810 [2020-11-08 19:22:35,884][root][INFO] - ===> Epoch[139](3605/26): Loss 1.2398, Sem 0.8649, dir -0.0899, norm 0.4648, swav 0.0000 LR: 6.688e-02 Score 73.901 Data time: 0.2140, Forward time: 2.2776, Backward time: 3.1005, DDP time: 0.0053, Total iter time: 5.2484 [2020-11-08 19:22:42,889][root][INFO] - ===> Epoch[139](3606/26): Loss 1.3469, Sem 0.9004, dir -0.0559, norm 0.5023, swav 0.0000 LR: 6.687e-02 Score 71.978 Data time: 0.3216, Forward time: 2.2779, Backward time: 3.1005, DDP time: 0.0053, Total iter time: 6.9191 [2020-11-08 19:22:49,646][root][INFO] - ===> Epoch[139](3607/26): Loss 1.2050, Sem 0.8160, dir -0.0713, norm 0.4603, swav 0.0000 LR: 6.686e-02 Score 75.244 Data time: 0.2132, Forward time: 2.2780, Backward time: 3.1007, DDP time: 0.0053, Total iter time: 6.6456 [2020-11-08 19:22:55,540][root][INFO] - ===> Epoch[139](3608/26): Loss 1.1045, Sem 0.8028, dir -0.1019, norm 0.4036, swav 0.0000 LR: 6.685e-02 Score 71.675 Data time: 0.1876, Forward time: 2.2779, Backward time: 3.1009, DDP time: 0.0053, Total iter time: 5.7897 [2020-11-08 19:23:01,617][root][INFO] - ===> Epoch[139](3609/26): Loss 0.9534, Sem 0.7689, dir -0.0797, norm 0.2642, swav 0.0000 LR: 6.684e-02 Score 75.859 Data time: 0.2336, Forward time: 2.2781, Backward time: 3.1008, DDP time: 0.0053, Total iter time: 6.0236 [2020-11-08 19:23:07,410][root][INFO] - ===> Epoch[139](3610/26): Loss 1.1002, Sem 0.7947, dir -0.0917, norm 0.3972, swav 0.0000 LR: 6.683e-02 Score 75.591 Data time: 0.1568, Forward time: 2.2779, Backward time: 3.1010, DDP time: 0.0053, Total iter time: 5.6942 [2020-11-08 19:23:13,677][root][INFO] - ===> Epoch[139](3611/26): Loss 1.1774, Sem 0.8046, dir -0.0758, norm 0.4486, swav 0.0000 LR: 6.682e-02 Score 75.118 Data time: 0.1406, Forward time: 2.2777, Backward time: 3.1013, DDP time: 0.0053, Total iter time: 6.2035 [2020-11-08 19:23:18,383][root][INFO] - ===> Epoch[139](3612/26): Loss 1.1252, Sem 0.8436, dir -0.1097, norm 0.3913, swav 0.0000 LR: 6.681e-02 Score 73.134 Data time: 0.1425, Forward time: 2.2775, Backward time: 3.1012, DDP time: 0.0053, Total iter time: 4.6708 [2020-11-08 19:23:23,806][root][INFO] - ===> Epoch[139](3613/26): Loss 1.1470, Sem 0.7881, dir -0.0452, norm 0.4041, swav 0.0000 LR: 6.680e-02 Score 73.208 Data time: 0.2022, Forward time: 2.2775, Backward time: 3.1012, DDP time: 0.0053, Total iter time: 5.3484 [2020-11-08 19:23:29,376][root][INFO] - ===> Epoch[139](3614/26): Loss 1.2612, Sem 0.8058, dir -0.0198, norm 0.4752, swav 0.0000 LR: 6.679e-02 Score 74.238 Data time: 0.1860, Forward time: 2.2775, Backward time: 3.1012, DDP time: 0.0053, Total iter time: 5.4663 [2020-11-08 19:23:34,810][root][INFO] - ===> Epoch[140](3615/26): Loss 1.2754, Sem 0.8574, dir -0.0484, norm 0.4665, swav 0.0000 LR: 6.678e-02 Score 72.884 Data time: 0.1901, Forward time: 2.2774, Backward time: 3.1011, DDP time: 0.0053, Total iter time: 5.3282 [2020-11-08 19:23:40,059][root][INFO] - ===> Epoch[140](3616/26): Loss 1.2076, Sem 0.7849, dir -0.0637, norm 0.4864, swav 0.0000 LR: 6.677e-02 Score 77.028 Data time: 0.1441, Forward time: 2.2772, Backward time: 3.1012, DDP time: 0.0053, Total iter time: 5.1652 [2020-11-08 19:23:45,908][root][INFO] - ===> Epoch[140](3617/26): Loss 1.0514, Sem 0.7723, dir -0.0948, norm 0.3739, swav 0.0000 LR: 6.676e-02 Score 74.444 Data time: 0.2635, Forward time: 2.2773, Backward time: 3.1011, DDP time: 0.0053, Total iter time: 5.7680 [2020-11-08 19:23:52,415][root][INFO] - ===> Epoch[140](3618/26): Loss 1.2698, Sem 0.8303, dir -0.0470, norm 0.4865, swav 0.0000 LR: 6.675e-02 Score 72.945 Data time: 0.2732, Forward time: 2.2775, Backward time: 3.1011, DDP time: 0.0053, Total iter time: 6.3952 [2020-11-08 19:23:58,104][root][INFO] - ===> Epoch[140](3619/26): Loss 1.3552, Sem 0.8206, dir -0.0368, norm 0.5714, swav 0.0000 LR: 6.675e-02 Score 75.958 Data time: 0.2707, Forward time: 2.2777, Backward time: 3.1009, DDP time: 0.0053, Total iter time: 5.5499 [2020-11-08 19:24:03,273][root][INFO] - ===> Epoch[140](3620/26): Loss 1.3022, Sem 0.7818, dir -0.0397, norm 0.5601, swav 0.0000 LR: 6.674e-02 Score 75.013 Data time: 0.1969, Forward time: 2.2776, Backward time: 3.1008, DDP time: 0.0053, Total iter time: 5.0484 [2020-11-08 19:24:10,228][root][INFO] - ===> Epoch[140](3621/26): Loss 1.2841, Sem 0.8006, dir -0.0580, norm 0.5414, swav 0.0000 LR: 6.673e-02 Score 75.164 Data time: 0.1894, Forward time: 2.2776, Backward time: 3.1012, DDP time: 0.0053, Total iter time: 6.8492 [2020-11-08 19:24:16,417][root][INFO] - ===> Epoch[140](3622/26): Loss 1.0748, Sem 0.6994, dir -0.0637, norm 0.4391, swav 0.0000 LR: 6.672e-02 Score 78.404 Data time: 0.2518, Forward time: 2.2776, Backward time: 3.1012, DDP time: 0.0053, Total iter time: 6.0856 [2020-11-08 19:24:23,204][root][INFO] - ===> Epoch[140](3623/26): Loss 1.0034, Sem 0.7403, dir -0.0724, norm 0.3354, swav 0.0000 LR: 6.671e-02 Score 76.954 Data time: 0.2397, Forward time: 2.2778, Backward time: 3.1013, DDP time: 0.0053, Total iter time: 6.6561 [2020-11-08 19:24:29,839][root][INFO] - ===> Epoch[140](3624/26): Loss 1.0893, Sem 0.7484, dir -0.0430, norm 0.3838, swav 0.0000 LR: 6.670e-02 Score 76.971 Data time: 0.1627, Forward time: 2.2777, Backward time: 3.1017, DDP time: 0.0053, Total iter time: 6.4855 [2020-11-08 19:24:35,339][root][INFO] - ===> Epoch[140](3625/26): Loss 1.1193, Sem 0.7232, dir -0.0582, norm 0.4543, swav 0.0000 LR: 6.669e-02 Score 77.586 Data time: 0.1605, Forward time: 2.2775, Backward time: 3.1018, DDP time: 0.0053, Total iter time: 5.4207 [2020-11-08 19:24:40,715][root][INFO] - ===> Epoch[140](3626/26): Loss 1.1143, Sem 0.8259, dir -0.1043, norm 0.3927, swav 0.0000 LR: 6.668e-02 Score 73.762 Data time: 0.1379, Forward time: 2.2773, Backward time: 3.1019, DDP time: 0.0053, Total iter time: 5.2860 [2020-11-08 19:24:45,650][root][INFO] - ===> Epoch[140](3627/26): Loss 0.9306, Sem 0.6716, dir -0.0910, norm 0.3500, swav 0.0000 LR: 6.667e-02 Score 80.264 Data time: 0.1624, Forward time: 2.2771, Backward time: 3.1018, DDP time: 0.0053, Total iter time: 4.8589 [2020-11-08 19:24:50,498][root][INFO] - ===> Epoch[140](3628/26): Loss 1.1541, Sem 0.8323, dir -0.0487, norm 0.3705, swav 0.0000 LR: 6.666e-02 Score 73.061 Data time: 0.1919, Forward time: 2.2770, Backward time: 3.1017, DDP time: 0.0053, Total iter time: 4.7548 [2020-11-08 19:24:57,029][root][INFO] - ===> Epoch[140](3629/26): Loss 1.2526, Sem 0.8500, dir -0.0917, norm 0.4942, swav 0.0000 LR: 6.665e-02 Score 71.299 Data time: 0.2286, Forward time: 2.2771, Backward time: 3.1018, DDP time: 0.0053, Total iter time: 6.4212 [2020-11-08 19:25:02,623][root][INFO] - ===> Epoch[140](3630/26): Loss 1.0217, Sem 0.7547, dir -0.0599, norm 0.3269, swav 0.0000 LR: 6.664e-02 Score 79.133 Data time: 0.2416, Forward time: 2.2772, Backward time: 3.1017, DDP time: 0.0053, Total iter time: 5.4469 [2020-11-08 19:25:07,966][root][INFO] - ===> Epoch[140](3631/26): Loss 1.2320, Sem 0.9006, dir -0.0693, norm 0.4007, swav 0.0000 LR: 6.663e-02 Score 73.725 Data time: 0.2097, Forward time: 2.2772, Backward time: 3.1016, DDP time: 0.0053, Total iter time: 5.2089 [2020-11-08 19:25:12,224][root][INFO] - ===> Epoch[140](3632/26): Loss 1.0229, Sem 0.6963, dir -0.0628, norm 0.3894, swav 0.0000 LR: 6.662e-02 Score 78.190 Data time: 0.1625, Forward time: 2.2771, Backward time: 3.1013, DDP time: 0.0053, Total iter time: 4.1430 [2020-11-08 19:25:16,849][root][INFO] - ===> Epoch[140](3633/26): Loss 1.1235, Sem 0.7569, dir -0.0491, norm 0.4156, swav 0.0000 LR: 6.661e-02 Score 76.508 Data time: 0.1728, Forward time: 2.2769, Backward time: 3.1011, DDP time: 0.0053, Total iter time: 4.5301 [2020-11-08 19:25:23,049][root][INFO] - ===> Epoch[140](3634/26): Loss 0.9676, Sem 0.7015, dir -0.1219, norm 0.3880, swav 0.0000 LR: 6.660e-02 Score 78.286 Data time: 0.2498, Forward time: 2.2770, Backward time: 3.1011, DDP time: 0.0053, Total iter time: 6.0873 [2020-11-08 19:25:28,401][root][INFO] - ===> Epoch[140](3635/26): Loss 1.1194, Sem 0.7273, dir -0.0451, norm 0.4372, swav 0.0000 LR: 6.659e-02 Score 77.502 Data time: 0.1961, Forward time: 2.2770, Backward time: 3.1010, DDP time: 0.0053, Total iter time: 5.2271 [2020-11-08 19:25:33,503][root][INFO] - ===> Epoch[140](3636/26): Loss 1.3500, Sem 0.8426, dir -0.0465, norm 0.5540, swav 0.0000 LR: 6.659e-02 Score 73.696 Data time: 0.1906, Forward time: 2.2769, Backward time: 3.1009, DDP time: 0.0053, Total iter time: 4.9743 [2020-11-08 19:25:38,959][root][INFO] - ===> Epoch[140](3637/26): Loss 1.0662, Sem 0.5940, dir -0.0265, norm 0.4988, swav 0.0000 LR: 6.658e-02 Score 82.569 Data time: 0.2062, Forward time: 2.2769, Backward time: 3.1008, DDP time: 0.0053, Total iter time: 5.3888 [2020-11-08 19:25:43,241][root][INFO] - ===> Epoch[140](3638/26): Loss 1.0969, Sem 0.6870, dir -0.0458, norm 0.4557, swav 0.0000 LR: 6.657e-02 Score 79.742 Data time: 0.1565, Forward time: 2.2768, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 4.1601 [2020-11-08 19:25:48,423][root][INFO] - ===> Epoch[140](3639/26): Loss 1.2165, Sem 0.8766, dir -0.0828, norm 0.4227, swav 0.0000 LR: 6.656e-02 Score 73.527 Data time: 0.1870, Forward time: 2.2767, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 5.0900 [2020-11-08 19:25:53,929][root][INFO] - ===> Epoch[140](3640/26): Loss 1.2209, Sem 0.8990, dir -0.0818, norm 0.4037, swav 0.0000 LR: 6.655e-02 Score 72.116 Data time: 0.2549, Forward time: 2.2768, Backward time: 3.1003, DDP time: 0.0053, Total iter time: 5.3881 [2020-11-08 19:26:00,970][root][INFO] - ===> Epoch[141](3641/26): Loss 1.1471, Sem 0.7791, dir -0.0584, norm 0.4265, swav 0.0000 LR: 6.654e-02 Score 75.998 Data time: 0.1727, Forward time: 2.2767, Backward time: 3.1008, DDP time: 0.0053, Total iter time: 6.9214 [2020-11-08 19:26:06,619][root][INFO] - ===> Epoch[141](3642/26): Loss 1.0137, Sem 0.7216, dir -0.0690, norm 0.3611, swav 0.0000 LR: 6.653e-02 Score 79.494 Data time: 0.2652, Forward time: 2.2769, Backward time: 3.1006, DDP time: 0.0053, Total iter time: 5.5577 [2020-11-08 19:26:13,142][root][INFO] - ===> Epoch[141](3643/26): Loss 1.1695, Sem 0.9084, dir -0.1393, norm 0.4004, swav 0.0000 LR: 6.652e-02 Score 71.198 Data time: 0.2101, Forward time: 2.2769, Backward time: 3.1007, DDP time: 0.0053, Total iter time: 6.4215 [2020-11-08 19:26:19,269][root][INFO] - ===> Epoch[141](3644/26): Loss 0.9642, Sem 0.7090, dir -0.0564, norm 0.3117, swav 0.0000 LR: 6.651e-02 Score 78.524 Data time: 0.2348, Forward time: 2.2770, Backward time: 3.1008, DDP time: 0.0053, Total iter time: 6.0138 [2020-11-08 19:26:26,451][root][INFO] - ===> Epoch[141](3645/26): Loss 1.1379, Sem 0.7702, dir -0.0507, norm 0.4184, swav 0.0000 LR: 6.650e-02 Score 73.099 Data time: 0.2163, Forward time: 2.2770, Backward time: 3.1011, DDP time: 0.0053, Total iter time: 7.0661 [2020-11-08 19:26:33,969][root][INFO] - ===> Epoch[141](3646/26): Loss 1.1551, Sem 0.8402, dir -0.0761, norm 0.3911, swav 0.0000 LR: 6.649e-02 Score 74.040 Data time: 0.2560, Forward time: 2.2771, Backward time: 3.1015, DDP time: 0.0053, Total iter time: 7.4223 [2020-11-08 19:26:40,752][root][INFO] - ===> Epoch[141](3647/26): Loss 1.0055, Sem 0.7821, dir -0.1090, norm 0.3324, swav 0.0000 LR: 6.648e-02 Score 74.646 Data time: 0.2017, Forward time: 2.2770, Backward time: 3.1018, DDP time: 0.0053, Total iter time: 6.6557 [2020-11-08 19:26:47,214][root][INFO] - ===> Epoch[141](3648/26): Loss 1.0517, Sem 0.7447, dir -0.0762, norm 0.3832, swav 0.0000 LR: 6.647e-02 Score 77.811 Data time: 0.2272, Forward time: 2.2770, Backward time: 3.1020, DDP time: 0.0053, Total iter time: 6.3464 [2020-11-08 19:26:56,295][root][INFO] - ===> Epoch[141](3649/26): Loss 1.3593, Sem 0.9247, dir -0.0361, norm 0.4706, swav 0.0000 LR: 6.646e-02 Score 71.160 Data time: 0.2014, Forward time: 2.2769, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 8.9835 [2020-11-08 19:27:01,737][root][INFO] - ===> Epoch[141](3650/26): Loss 1.1734, Sem 0.8639, dir -0.0854, norm 0.3948, swav 0.0000 LR: 6.645e-02 Score 71.949 Data time: 0.2461, Forward time: 2.2770, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 5.3387 [2020-11-08 19:27:06,698][root][INFO] - ===> Epoch[141](3651/26): Loss 1.1454, Sem 0.9120, dir -0.1177, norm 0.3512, swav 0.0000 LR: 6.644e-02 Score 72.513 Data time: 0.1816, Forward time: 2.2769, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 4.8360 [2020-11-08 19:27:11,753][root][INFO] - ===> Epoch[141](3652/26): Loss 1.3082, Sem 0.8390, dir -0.0759, norm 0.5451, swav 0.0000 LR: 6.643e-02 Score 74.748 Data time: 0.1989, Forward time: 2.2769, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 4.9621 [2020-11-08 19:27:17,997][root][INFO] - ===> Epoch[141](3653/26): Loss 1.2704, Sem 0.8715, dir -0.0308, norm 0.4297, swav 0.0000 LR: 6.643e-02 Score 71.674 Data time: 0.1864, Forward time: 2.2768, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 6.1248 [2020-11-08 19:27:23,218][root][INFO] - ===> Epoch[141](3654/26): Loss 1.2334, Sem 0.8548, dir -0.0601, norm 0.4387, swav 0.0000 LR: 6.642e-02 Score 72.981 Data time: 0.2595, Forward time: 2.2769, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.1327 [2020-11-08 19:27:30,389][root][INFO] - ===> Epoch[141](3655/26): Loss 1.1161, Sem 0.8575, dir -0.0848, norm 0.3434, swav 0.0000 LR: 6.641e-02 Score 72.955 Data time: 0.2476, Forward time: 2.2770, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 7.0341 [2020-11-08 19:27:35,932][root][INFO] - ===> Epoch[141](3656/26): Loss 1.0294, Sem 0.7248, dir -0.0778, norm 0.3825, swav 0.0000 LR: 6.640e-02 Score 77.916 Data time: 0.2244, Forward time: 2.2770, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 5.4209 [2020-11-08 19:27:41,106][root][INFO] - ===> Epoch[141](3657/26): Loss 0.9568, Sem 0.6083, dir -0.0879, norm 0.4364, swav 0.0000 LR: 6.639e-02 Score 82.507 Data time: 0.2081, Forward time: 2.2770, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 5.0567 [2020-11-08 19:27:47,529][root][INFO] - ===> Epoch[141](3658/26): Loss 1.0480, Sem 0.7291, dir -0.0705, norm 0.3895, swav 0.0000 LR: 6.638e-02 Score 76.356 Data time: 0.2620, Forward time: 2.2770, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 6.3154 [2020-11-08 19:27:54,072][root][INFO] - ===> Epoch[141](3659/26): Loss 1.0589, Sem 0.7899, dir -0.1259, norm 0.3949, swav 0.0000 LR: 6.637e-02 Score 77.352 Data time: 0.2170, Forward time: 2.2771, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 6.4064 [2020-11-08 19:27:59,190][root][INFO] - ===> Epoch[141](3660/26): Loss 1.0606, Sem 0.7752, dir -0.0772, norm 0.3627, swav 0.0000 LR: 6.636e-02 Score 78.283 Data time: 0.1878, Forward time: 2.2770, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 5.0138 [2020-11-08 19:28:04,877][root][INFO] - ===> Epoch[141](3661/26): Loss 1.2361, Sem 0.9433, dir -0.0892, norm 0.3821, swav 0.0000 LR: 6.635e-02 Score 72.233 Data time: 0.2726, Forward time: 2.2771, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.5815 [2020-11-08 19:28:10,334][root][INFO] - ===> Epoch[141](3662/26): Loss 1.0582, Sem 0.8226, dir -0.1519, norm 0.3874, swav 0.0000 LR: 6.634e-02 Score 74.995 Data time: 0.2433, Forward time: 2.2772, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.3152 [2020-11-08 19:28:16,934][root][INFO] - ===> Epoch[141](3663/26): Loss 1.0581, Sem 0.7706, dir -0.0827, norm 0.3701, swav 0.0000 LR: 6.633e-02 Score 76.110 Data time: 0.2162, Forward time: 2.2772, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 6.4857 [2020-11-08 19:28:22,082][root][INFO] - ===> Epoch[141](3664/26): Loss 1.0997, Sem 0.8263, dir -0.1119, norm 0.3853, swav 0.0000 LR: 6.632e-02 Score 73.291 Data time: 0.2257, Forward time: 2.2772, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.0460 [2020-11-08 19:28:28,305][root][INFO] - ===> Epoch[141](3665/26): Loss 1.1677, Sem 0.8915, dir -0.1191, norm 0.3953, swav 0.0000 LR: 6.631e-02 Score 71.267 Data time: 0.2511, Forward time: 2.2773, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 6.1003 [2020-11-08 19:28:34,204][root][INFO] - ===> Epoch[141](3666/26): Loss 1.1303, Sem 0.9046, dir -0.0885, norm 0.3142, swav 0.0000 LR: 6.630e-02 Score 72.343 Data time: 0.2546, Forward time: 2.2774, Backward time: 3.1022, DDP time: 0.0053, Total iter time: 5.7688 [2020-11-08 19:28:39,486][root][INFO] - ===> Epoch[142](3667/26): Loss 1.1264, Sem 0.8249, dir -0.0973, norm 0.3988, swav 0.0000 LR: 6.629e-02 Score 74.610 Data time: 0.2162, Forward time: 2.2775, Backward time: 3.1021, DDP time: 0.0053, Total iter time: 5.1644 [2020-11-08 19:28:44,940][root][INFO] - ===> Epoch[142](3668/26): Loss 1.0474, Sem 0.7766, dir -0.1273, norm 0.3981, swav 0.0000 LR: 6.628e-02 Score 75.667 Data time: 0.2304, Forward time: 2.2775, Backward time: 3.1019, DDP time: 0.0053, Total iter time: 5.3407 [2020-11-08 19:28:50,204][root][INFO] - ===> Epoch[142](3669/26): Loss 0.9476, Sem 0.7467, dir -0.0910, norm 0.2919, swav 0.0000 LR: 6.627e-02 Score 76.901 Data time: 0.2240, Forward time: 2.2775, Backward time: 3.1018, DDP time: 0.0053, Total iter time: 5.1467 [2020-11-08 19:28:56,219][root][INFO] - ===> Epoch[142](3670/26): Loss 0.8811, Sem 0.6313, dir -0.0639, norm 0.3137, swav 0.0000 LR: 6.627e-02 Score 80.658 Data time: 0.1840, Forward time: 2.2775, Backward time: 3.1019, DDP time: 0.0053, Total iter time: 5.9081 [2020-11-08 19:29:01,278][root][INFO] - ===> Epoch[142](3671/26): Loss 1.0688, Sem 0.8091, dir -0.0743, norm 0.3340, swav 0.0000 LR: 6.626e-02 Score 74.292 Data time: 0.2052, Forward time: 2.2774, Backward time: 3.1018, DDP time: 0.0053, Total iter time: 4.9624 [2020-11-08 19:29:06,538][root][INFO] - ===> Epoch[142](3672/26): Loss 1.0070, Sem 0.7557, dir -0.1105, norm 0.3618, swav 0.0000 LR: 6.625e-02 Score 75.811 Data time: 0.2349, Forward time: 2.2774, Backward time: 3.1016, DDP time: 0.0053, Total iter time: 5.1609 [2020-11-08 19:29:11,857][root][INFO] - ===> Epoch[142](3673/26): Loss 1.1746, Sem 0.8635, dir -0.0751, norm 0.3862, swav 0.0000 LR: 6.624e-02 Score 73.254 Data time: 0.2084, Forward time: 2.2775, Backward time: 3.1015, DDP time: 0.0053, Total iter time: 5.2224 [2020-11-08 19:29:17,792][root][INFO] - ===> Epoch[142](3674/26): Loss 0.9679, Sem 0.7164, dir -0.0607, norm 0.3123, swav 0.0000 LR: 6.623e-02 Score 77.768 Data time: 0.1708, Forward time: 2.2774, Backward time: 3.1016, DDP time: 0.0053, Total iter time: 5.8187 [2020-11-08 19:29:22,965][root][INFO] - ===> Epoch[142](3675/26): Loss 1.1019, Sem 0.7749, dir -0.0472, norm 0.3742, swav 0.0000 LR: 6.622e-02 Score 77.078 Data time: 0.2645, Forward time: 2.2774, Backward time: 3.1014, DDP time: 0.0053, Total iter time: 5.0961 [2020-11-08 19:29:29,001][root][INFO] - ===> Epoch[142](3676/26): Loss 0.9600, Sem 0.6700, dir -0.0725, norm 0.3625, swav 0.0000 LR: 6.621e-02 Score 78.892 Data time: 0.1996, Forward time: 2.2774, Backward time: 3.1015, DDP time: 0.0053, Total iter time: 5.9218 [2020-11-08 19:29:34,269][root][INFO] - ===> Epoch[142](3677/26): Loss 0.9864, Sem 0.7485, dir -0.0751, norm 0.3130, swav 0.0000 LR: 6.620e-02 Score 78.902 Data time: 0.1659, Forward time: 2.2773, Backward time: 3.1015, DDP time: 0.0053, Total iter time: 5.1759 [2020-11-08 19:29:41,761][root][INFO] - ===> Epoch[142](3678/26): Loss 1.0788, Sem 0.7771, dir -0.0580, norm 0.3597, swav 0.0000 LR: 6.619e-02 Score 76.721 Data time: 0.1600, Forward time: 2.2771, Backward time: 3.1021, DDP time: 0.0053, Total iter time: 7.4135 [2020-11-08 19:29:46,874][root][INFO] - ===> Epoch[142](3679/26): Loss 1.0753, Sem 0.8791, dir -0.1159, norm 0.3121, swav 0.0000 LR: 6.618e-02 Score 73.129 Data time: 0.1459, Forward time: 2.2770, Backward time: 3.1021, DDP time: 0.0053, Total iter time: 5.0393 [2020-11-08 19:29:53,076][root][INFO] - ===> Epoch[142](3680/26): Loss 1.0683, Sem 0.7664, dir -0.0421, norm 0.3441, swav 0.0000 LR: 6.617e-02 Score 74.901 Data time: 0.2049, Forward time: 2.2770, Backward time: 3.1022, DDP time: 0.0053, Total iter time: 6.1331 [2020-11-08 19:30:00,388][root][INFO] - ===> Epoch[142](3681/26): Loss 1.1946, Sem 0.8390, dir -0.1008, norm 0.4563, swav 0.0000 LR: 6.616e-02 Score 74.515 Data time: 0.1888, Forward time: 2.2769, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 7.1873 [2020-11-08 19:30:06,767][root][INFO] - ===> Epoch[142](3682/26): Loss 1.0639, Sem 0.7969, dir -0.1492, norm 0.4162, swav 0.0000 LR: 6.615e-02 Score 74.833 Data time: 0.1596, Forward time: 2.2768, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 6.2848 [2020-11-08 19:30:11,573][root][INFO] - ===> Epoch[142](3683/26): Loss 1.0610, Sem 0.7732, dir -0.1444, norm 0.4322, swav 0.0000 LR: 6.614e-02 Score 77.729 Data time: 0.1795, Forward time: 2.2766, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 4.7402 [2020-11-08 19:30:16,664][root][INFO] - ===> Epoch[142](3684/26): Loss 1.0248, Sem 0.8309, dir -0.1532, norm 0.3471, swav 0.0000 LR: 6.613e-02 Score 71.171 Data time: 0.2058, Forward time: 2.2766, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 5.0124 [2020-11-08 19:30:21,972][root][INFO] - ===> Epoch[142](3685/26): Loss 1.1666, Sem 0.8733, dir -0.0808, norm 0.3741, swav 0.0000 LR: 6.612e-02 Score 72.189 Data time: 0.1760, Forward time: 2.2765, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 5.1878 [2020-11-08 19:30:28,073][root][INFO] - ===> Epoch[142](3686/26): Loss 1.0586, Sem 0.7812, dir -0.0852, norm 0.3626, swav 0.0000 LR: 6.611e-02 Score 76.501 Data time: 0.1825, Forward time: 2.2764, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 5.9925 [2020-11-08 19:30:33,231][root][INFO] - ===> Epoch[142](3687/26): Loss 1.1585, Sem 0.8676, dir -0.1136, norm 0.4045, swav 0.0000 LR: 6.611e-02 Score 73.595 Data time: 0.1269, Forward time: 2.2762, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.0502 [2020-11-08 19:30:39,375][root][INFO] - ===> Epoch[142](3688/26): Loss 1.0438, Sem 0.7421, dir -0.0984, norm 0.4001, swav 0.0000 LR: 6.610e-02 Score 77.230 Data time: 0.1905, Forward time: 2.2761, Backward time: 3.1031, DDP time: 0.0053, Total iter time: 6.0672 [2020-11-08 19:30:44,901][root][INFO] - ===> Epoch[142](3689/26): Loss 1.0027, Sem 0.7647, dir -0.0912, norm 0.3292, swav 0.0000 LR: 6.609e-02 Score 72.845 Data time: 0.2358, Forward time: 2.2761, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 5.4235 [2020-11-08 19:30:50,250][root][INFO] - ===> Epoch[142](3690/26): Loss 1.2731, Sem 0.9024, dir -0.0361, norm 0.4068, swav 0.0000 LR: 6.608e-02 Score 73.455 Data time: 0.2544, Forward time: 2.2763, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 5.2267 [2020-11-08 19:30:55,685][root][INFO] - ===> Epoch[142](3691/26): Loss 1.1389, Sem 0.7364, dir -0.0704, norm 0.4729, swav 0.0000 LR: 6.607e-02 Score 75.859 Data time: 0.1705, Forward time: 2.2761, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 5.3172 [2020-11-08 19:31:02,038][root][INFO] - ===> Epoch[142](3692/26): Loss 1.1256, Sem 0.9058, dir -0.0827, norm 0.3025, swav 0.0000 LR: 6.606e-02 Score 71.862 Data time: 0.3318, Forward time: 2.2764, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 6.2611 [2020-11-08 19:31:08,710][root][INFO] - ===> Epoch[143](3693/26): Loss 1.1374, Sem 0.7888, dir -0.0623, norm 0.4108, swav 0.0000 LR: 6.605e-02 Score 73.342 Data time: 0.2162, Forward time: 2.2764, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 6.5519 [2020-11-08 19:31:14,873][root][INFO] - ===> Epoch[143](3694/26): Loss 1.2170, Sem 0.7839, dir -0.0917, norm 0.5248, swav 0.0000 LR: 6.604e-02 Score 77.281 Data time: 0.1933, Forward time: 2.2763, Backward time: 3.1031, DDP time: 0.0053, Total iter time: 6.0570 [2020-11-08 19:31:20,749][root][INFO] - ===> Epoch[143](3695/26): Loss 1.1850, Sem 0.9098, dir -0.1072, norm 0.3824, swav 0.0000 LR: 6.603e-02 Score 72.893 Data time: 0.1915, Forward time: 2.2763, Backward time: 3.1031, DDP time: 0.0053, Total iter time: 5.7803 [2020-11-08 19:31:25,561][root][INFO] - ===> Epoch[143](3696/26): Loss 1.2245, Sem 0.7990, dir -0.0956, norm 0.5211, swav 0.0000 LR: 6.602e-02 Score 75.323 Data time: 0.2315, Forward time: 2.2763, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 4.6896 [2020-11-08 19:31:32,138][root][INFO] - ===> Epoch[143](3697/26): Loss 1.2352, Sem 0.8199, dir -0.0604, norm 0.4756, swav 0.0000 LR: 6.601e-02 Score 75.303 Data time: 0.2475, Forward time: 2.2764, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 6.4646 [2020-11-08 19:31:38,480][root][INFO] - ===> Epoch[143](3698/26): Loss 1.1080, Sem 0.7740, dir -0.0423, norm 0.3762, swav 0.0000 LR: 6.600e-02 Score 76.502 Data time: 0.3158, Forward time: 2.2767, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 6.2199 [2020-11-08 19:31:44,747][root][INFO] - ===> Epoch[143](3699/26): Loss 1.0649, Sem 0.7855, dir -0.0509, norm 0.3303, swav 0.0000 LR: 6.599e-02 Score 77.051 Data time: 0.2020, Forward time: 2.2767, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 6.1218 [2020-11-08 19:31:50,293][root][INFO] - ===> Epoch[143](3700/26): Loss 1.2626, Sem 0.8520, dir -0.1045, norm 0.5151, swav 0.0000 LR: 6.598e-02 Score 74.836 Data time: 0.2279, Forward time: 2.2767, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 5.4360 [2020-11-08 19:31:55,664][root][INFO] - ===> Epoch[143](3701/26): Loss 1.1360, Sem 0.8244, dir -0.0415, norm 0.3531, swav 0.0000 LR: 6.597e-02 Score 74.439 Data time: 0.2244, Forward time: 2.2767, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 5.2455 [2020-11-08 19:32:00,799][root][INFO] - ===> Epoch[143](3702/26): Loss 1.0184, Sem 0.7706, dir -0.1132, norm 0.3610, swav 0.0000 LR: 6.596e-02 Score 75.557 Data time: 0.2528, Forward time: 2.2768, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 5.0354 [2020-11-08 19:32:06,211][root][INFO] - ===> Epoch[143](3703/26): Loss 1.1389, Sem 0.8452, dir -0.1420, norm 0.4357, swav 0.0000 LR: 6.595e-02 Score 72.201 Data time: 0.2038, Forward time: 2.2768, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 5.2985 [2020-11-08 19:32:11,940][root][INFO] - ===> Epoch[143](3704/26): Loss 0.8703, Sem 0.6485, dir -0.0946, norm 0.3165, swav 0.0000 LR: 6.594e-02 Score 79.782 Data time: 0.2776, Forward time: 2.2770, Backward time: 3.1022, DDP time: 0.0053, Total iter time: 5.6327 [2020-11-08 19:32:17,135][root][INFO] - ===> Epoch[143](3705/26): Loss 0.9572, Sem 0.6146, dir -0.0443, norm 0.3870, swav 0.0000 LR: 6.594e-02 Score 82.866 Data time: 0.2295, Forward time: 2.2771, Backward time: 3.1020, DDP time: 0.0053, Total iter time: 5.0703 [2020-11-08 19:32:23,389][root][INFO] - ===> Epoch[143](3706/26): Loss 1.3172, Sem 0.8514, dir -0.0690, norm 0.5348, swav 0.0000 LR: 6.593e-02 Score 73.118 Data time: 0.1680, Forward time: 2.2769, Backward time: 3.1022, DDP time: 0.0053, Total iter time: 6.1479 [2020-11-08 19:32:30,011][root][INFO] - ===> Epoch[143](3707/26): Loss 1.2923, Sem 0.8380, dir -0.0833, norm 0.5376, swav 0.0000 LR: 6.592e-02 Score 75.104 Data time: 0.2744, Forward time: 2.2770, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 6.5349 [2020-11-08 19:32:36,820][root][INFO] - ===> Epoch[143](3708/26): Loss 1.1551, Sem 0.7362, dir -0.0421, norm 0.4609, swav 0.0000 LR: 6.591e-02 Score 75.845 Data time: 0.3637, Forward time: 2.2773, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 6.6922 [2020-11-08 19:32:43,128][root][INFO] - ===> Epoch[143](3709/26): Loss 1.0142, Sem 0.7396, dir -0.1344, norm 0.4091, swav 0.0000 LR: 6.590e-02 Score 75.671 Data time: 0.2400, Forward time: 2.2774, Backward time: 3.1024, DDP time: 0.0053, Total iter time: 6.1728 [2020-11-08 19:32:48,690][root][INFO] - ===> Epoch[143](3710/26): Loss 1.1848, Sem 0.8244, dir -0.0935, norm 0.4539, swav 0.0000 LR: 6.589e-02 Score 75.467 Data time: 0.1918, Forward time: 2.2773, Backward time: 3.1023, DDP time: 0.0053, Total iter time: 5.4500 [2020-11-08 19:32:54,282][root][INFO] - ===> Epoch[143](3711/26): Loss 1.3624, Sem 0.8308, dir -0.0654, norm 0.5969, swav 0.0000 LR: 6.588e-02 Score 74.499 Data time: 0.1349, Forward time: 2.2771, Backward time: 3.1025, DDP time: 0.0053, Total iter time: 5.4979 [2020-11-08 19:33:00,857][root][INFO] - ===> Epoch[143](3712/26): Loss 1.3963, Sem 0.8717, dir -0.0400, norm 0.5646, swav 0.0000 LR: 6.587e-02 Score 75.017 Data time: 0.1746, Forward time: 2.2770, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 6.5086 [2020-11-08 19:33:06,697][root][INFO] - ===> Epoch[143](3713/26): Loss 1.2935, Sem 0.7799, dir -0.0710, norm 0.5846, swav 0.0000 LR: 6.586e-02 Score 76.171 Data time: 0.2117, Forward time: 2.2770, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.7547 [2020-11-08 19:33:13,320][root][INFO] - ===> Epoch[143](3714/26): Loss 1.0912, Sem 0.7337, dir -0.0698, norm 0.4273, swav 0.0000 LR: 6.585e-02 Score 74.577 Data time: 0.2287, Forward time: 2.2771, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 6.5063 [2020-11-08 19:33:19,816][root][INFO] - ===> Epoch[143](3715/26): Loss 1.1420, Sem 0.8169, dir -0.1155, norm 0.4406, swav 0.0000 LR: 6.584e-02 Score 73.331 Data time: 0.1930, Forward time: 2.2770, Backward time: 3.1032, DDP time: 0.0053, Total iter time: 6.3867 [2020-11-08 19:33:25,474][root][INFO] - ===> Epoch[143](3716/26): Loss 1.1982, Sem 0.7911, dir -0.0826, norm 0.4897, swav 0.0000 LR: 6.583e-02 Score 76.104 Data time: 0.1867, Forward time: 2.2770, Backward time: 3.1033, DDP time: 0.0053, Total iter time: 5.5275 [2020-11-08 19:33:31,837][root][INFO] - ===> Epoch[143](3717/26): Loss 1.2963, Sem 0.9227, dir -0.0284, norm 0.4020, swav 0.0000 LR: 6.582e-02 Score 70.784 Data time: 0.2000, Forward time: 2.2769, Backward time: 3.1035, DDP time: 0.0053, Total iter time: 6.2709 [2020-11-08 19:33:36,858][root][INFO] - ===> Epoch[143](3718/26): Loss 1.0881, Sem 0.7460, dir -0.0830, norm 0.4251, swav 0.0000 LR: 6.581e-02 Score 77.503 Data time: 0.2318, Forward time: 2.2769, Backward time: 3.1033, DDP time: 0.0053, Total iter time: 4.9137 [2020-11-08 19:33:41,972][root][INFO] - ===> Epoch[144](3719/26): Loss 1.0068, Sem 0.8114, dir -0.1110, norm 0.3064, swav 0.0000 LR: 6.580e-02 Score 73.129 Data time: 0.2231, Forward time: 2.2769, Backward time: 3.1031, DDP time: 0.0053, Total iter time: 5.0076 [2020-11-08 19:33:47,934][root][INFO] - ===> Epoch[144](3720/26): Loss 1.2122, Sem 0.7811, dir -0.0392, norm 0.4703, swav 0.0000 LR: 6.579e-02 Score 78.705 Data time: 0.2724, Forward time: 2.2771, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 5.8640 [2020-11-08 19:33:54,585][root][INFO] - ===> Epoch[144](3721/26): Loss 1.2406, Sem 0.8061, dir -0.0473, norm 0.4818, swav 0.0000 LR: 6.578e-02 Score 73.980 Data time: 0.2756, Forward time: 2.2773, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 6.5143 [2020-11-08 19:34:00,253][root][INFO] - ===> Epoch[144](3722/26): Loss 1.1635, Sem 0.7681, dir -0.0458, norm 0.4413, swav 0.0000 LR: 6.578e-02 Score 76.506 Data time: 0.2636, Forward time: 2.2774, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 5.5413 [2020-11-08 19:34:05,949][root][INFO] - ===> Epoch[144](3723/26): Loss 1.1148, Sem 0.7649, dir -0.0669, norm 0.4168, swav 0.0000 LR: 6.577e-02 Score 74.905 Data time: 0.1948, Forward time: 2.2774, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.5608 [2020-11-08 19:34:11,282][root][INFO] - ===> Epoch[144](3724/26): Loss 1.1280, Sem 0.8665, dir -0.1034, norm 0.3650, swav 0.0000 LR: 6.576e-02 Score 74.938 Data time: 0.1630, Forward time: 2.2772, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.2477 [2020-11-08 19:34:15,969][root][INFO] - ===> Epoch[144](3725/26): Loss 1.1144, Sem 0.8285, dir -0.0844, norm 0.3704, swav 0.0000 LR: 6.575e-02 Score 72.931 Data time: 0.1767, Forward time: 2.2771, Backward time: 3.1027, DDP time: 0.0053, Total iter time: 4.6257 [2020-11-08 19:34:21,196][root][INFO] - ===> Epoch[144](3726/26): Loss 1.0413, Sem 0.7091, dir -0.0162, norm 0.3485, swav 0.0000 LR: 6.574e-02 Score 80.442 Data time: 0.2078, Forward time: 2.2771, Backward time: 3.1026, DDP time: 0.0053, Total iter time: 5.1327 [2020-11-08 19:34:27,495][root][INFO] - ===> Epoch[144](3727/26): Loss 1.2404, Sem 0.8395, dir -0.0332, norm 0.4341, swav 0.0000 LR: 6.573e-02 Score 73.315 Data time: 0.1624, Forward time: 2.2769, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 6.2115 [2020-11-08 19:34:32,717][root][INFO] - ===> Epoch[144](3728/26): Loss 1.1653, Sem 0.8183, dir -0.0824, norm 0.4294, swav 0.0000 LR: 6.572e-02 Score 76.410 Data time: 0.1719, Forward time: 2.2768, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.1564 [2020-11-08 19:34:39,642][root][INFO] - ===> Epoch[144](3729/26): Loss 1.2816, Sem 0.9564, dir -0.1060, norm 0.4312, swav 0.0000 LR: 6.571e-02 Score 68.424 Data time: 0.2304, Forward time: 2.2769, Backward time: 3.1032, DDP time: 0.0053, Total iter time: 6.8338 [2020-11-08 19:34:46,240][root][INFO] - ===> Epoch[144](3730/26): Loss 1.2046, Sem 0.9150, dir -0.0836, norm 0.3732, swav 0.0000 LR: 6.570e-02 Score 71.765 Data time: 0.2030, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0053, Total iter time: 6.4892 [2020-11-08 19:34:52,319][root][INFO] - ===> Epoch[144](3731/26): Loss 1.1334, Sem 0.8139, dir -0.1602, norm 0.4797, swav 0.0000 LR: 6.569e-02 Score 73.612 Data time: 0.3074, Forward time: 2.2770, Backward time: 3.1033, DDP time: 0.0053, Total iter time: 5.9668 [2020-11-08 19:34:56,704][root][INFO] - ===> Epoch[144](3732/26): Loss 0.8707, Sem 0.7066, dir -0.1494, norm 0.3135, swav 0.0000 LR: 6.568e-02 Score 77.926 Data time: 0.2010, Forward time: 2.2770, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 4.2430 [2020-11-08 19:35:02,450][root][INFO] - ===> Epoch[144](3733/26): Loss 0.9923, Sem 0.7236, dir -0.0628, norm 0.3315, swav 0.0000 LR: 6.567e-02 Score 76.928 Data time: 0.2209, Forward time: 2.2770, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.6383 [2020-11-08 19:35:09,032][root][INFO] - ===> Epoch[144](3734/26): Loss 0.9768, Sem 0.6977, dir -0.0941, norm 0.3732, swav 0.0000 LR: 6.566e-02 Score 79.823 Data time: 0.2070, Forward time: 2.2770, Backward time: 3.1032, DDP time: 0.0053, Total iter time: 6.4798 [2020-11-08 19:35:15,466][root][INFO] - ===> Epoch[144](3735/26): Loss 0.8900, Sem 0.6853, dir -0.1274, norm 0.3321, swav 0.0000 LR: 6.565e-02 Score 79.959 Data time: 0.2273, Forward time: 2.2770, Backward time: 3.1033, DDP time: 0.0053, Total iter time: 6.3415 [2020-11-08 19:35:20,830][root][INFO] - ===> Epoch[144](3736/26): Loss 1.0940, Sem 0.8020, dir -0.0738, norm 0.3658, swav 0.0000 LR: 6.564e-02 Score 75.202 Data time: 0.2069, Forward time: 2.2770, Backward time: 3.1032, DDP time: 0.0053, Total iter time: 5.2617 [2020-11-08 19:35:26,752][root][INFO] - ===> Epoch[144](3737/26): Loss 1.0153, Sem 0.7847, dir -0.1510, norm 0.3816, swav 0.0000 LR: 6.563e-02 Score 74.538 Data time: 0.2013, Forward time: 2.2770, Backward time: 3.1033, DDP time: 0.0053, Total iter time: 5.8437 [2020-11-08 19:35:33,112][root][INFO] - ===> Epoch[144](3738/26): Loss 1.0628, Sem 0.8216, dir -0.1262, norm 0.3674, swav 0.0000 LR: 6.562e-02 Score 76.152 Data time: 0.1498, Forward time: 2.2768, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 6.2537 [2020-11-08 19:35:39,046][root][INFO] - ===> Epoch[144](3739/26): Loss 1.2638, Sem 0.9838, dir -0.1652, norm 0.4452, swav 0.0000 LR: 6.561e-02 Score 69.183 Data time: 0.1718, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.8792 [2020-11-08 19:35:44,251][root][INFO] - ===> Epoch[144](3740/26): Loss 1.3043, Sem 0.9431, dir -0.0919, norm 0.4531, swav 0.0000 LR: 6.561e-02 Score 69.426 Data time: 0.2312, Forward time: 2.2767, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 5.1228 [2020-11-08 19:35:50,273][root][INFO] - ===> Epoch[144](3741/26): Loss 1.2362, Sem 0.8390, dir -0.0639, norm 0.4611, swav 0.0000 LR: 6.560e-02 Score 73.724 Data time: 0.3032, Forward time: 2.2768, Backward time: 3.1035, DDP time: 0.0053, Total iter time: 5.9214 [2020-11-08 19:35:57,025][root][INFO] - ===> Epoch[144](3742/26): Loss 1.0126, Sem 0.7766, dir -0.1199, norm 0.3560, swav 0.0000 LR: 6.559e-02 Score 75.160 Data time: 0.3302, Forward time: 2.2771, Backward time: 3.1035, DDP time: 0.0053, Total iter time: 6.6372 [2020-11-08 19:36:02,662][root][INFO] - ===> Epoch[144](3743/26): Loss 0.9471, Sem 0.7861, dir -0.1691, norm 0.3301, swav 0.0000 LR: 6.558e-02 Score 75.167 Data time: 0.1893, Forward time: 2.2771, Backward time: 3.1034, DDP time: 0.0053, Total iter time: 5.4752 [2020-11-08 19:36:07,699][root][INFO] - ===> Epoch[144](3744/26): Loss 1.2220, Sem 0.8333, dir -0.0304, norm 0.4192, swav 0.0000 LR: 6.557e-02 Score 75.769 Data time: 0.1912, Forward time: 2.2770, Backward time: 3.1033, DDP time: 0.0053, Total iter time: 4.9002 [2020-11-08 19:36:12,539][root][INFO] - ===> Epoch[145](3745/26): Loss 1.2132, Sem 0.7619, dir -0.0279, norm 0.4792, swav 0.0000 LR: 6.556e-02 Score 75.611 Data time: 0.2233, Forward time: 2.2771, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 4.7234 [2020-11-08 19:36:17,778][root][INFO] - ===> Epoch[145](3746/26): Loss 1.1348, Sem 0.8247, dir -0.0909, norm 0.4009, swav 0.0000 LR: 6.555e-02 Score 74.812 Data time: 0.1578, Forward time: 2.2769, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 5.1205 [2020-11-08 19:36:23,680][root][INFO] - ===> Epoch[145](3747/26): Loss 0.9992, Sem 0.7305, dir -0.1450, norm 0.4137, swav 0.0000 LR: 6.554e-02 Score 76.088 Data time: 0.2484, Forward time: 2.2770, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 5.8113 [2020-11-08 19:36:29,185][root][INFO] - ===> Epoch[145](3748/26): Loss 1.0796, Sem 0.7483, dir -0.0527, norm 0.3840, swav 0.0000 LR: 6.553e-02 Score 76.873 Data time: 0.2199, Forward time: 2.2770, Backward time: 3.1028, DDP time: 0.0053, Total iter time: 5.3786 [2020-11-08 19:36:35,232][root][INFO] - ===> Epoch[145](3749/26): Loss 1.1433, Sem 0.8394, dir -0.0547, norm 0.3586, swav 0.0000 LR: 6.552e-02 Score 73.773 Data time: 0.2043, Forward time: 2.2770, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 5.9200 [2020-11-08 19:36:40,529][root][INFO] - ===> Epoch[145](3750/26): Loss 1.0673, Sem 0.8026, dir -0.0800, norm 0.3447, swav 0.0000 LR: 6.551e-02 Score 74.762 Data time: 0.1868, Forward time: 2.2769, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.1972 [2020-11-08 19:36:46,558][root][INFO] - ===> Epoch[145](3751/26): Loss 1.0538, Sem 0.8031, dir -0.1182, norm 0.3688, swav 0.0000 LR: 6.550e-02 Score 75.785 Data time: 0.2575, Forward time: 2.2770, Backward time: 3.1029, DDP time: 0.0053, Total iter time: 5.9194 [2020-11-08 19:36:53,368][root][INFO] - ===> Epoch[145](3752/26): Loss 1.1255, Sem 0.7842, dir -0.0734, norm 0.4147, swav 0.0000 LR: 6.549e-02 Score 76.485 Data time: 0.2577, Forward time: 2.2771, Backward time: 3.1030, DDP time: 0.0053, Total iter time: 6.6797 [2020-11-08 19:36:58,939][root][INFO] - ===> Epoch[145](3753/26): Loss 1.0520, Sem 0.8013, dir -0.1452, norm 0.3959, swav 0.0000 LR: 6.548e-02 Score 73.043 Data time: 0.1612, Forward time: 2.2769, Backward time: 3.1032, DDP time: 0.0053, Total iter time: 5.4316 [2020-11-08 19:37:04,298][root][INFO] - ===> Epoch[145](3754/26): Loss 1.0948, Sem 0.8250, dir -0.1118, norm 0.3816, swav 0.0000 LR: 6.547e-02 Score 74.203 Data time: 0.1242, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0053, Total iter time: 5.2503 [2020-11-08 19:37:09,947][root][INFO] - ===> Epoch[145](3755/26): Loss 1.2137, Sem 0.8539, dir -0.0705, norm 0.4303, swav 0.0000 LR: 6.546e-02 Score 73.595 Data time: 0.1857, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0053, Total iter time: 5.6144 [2020-11-08 19:37:15,831][root][INFO] - ===> Epoch[145](3756/26): Loss 1.0402, Sem 0.8249, dir -0.1118, norm 0.3271, swav 0.0000 LR: 6.545e-02 Score 74.886 Data time: 0.1706, Forward time: 2.2765, Backward time: 3.1035, DDP time: 0.0053, Total iter time: 5.7737 [2020-11-08 19:37:22,124][root][INFO] - ===> Epoch[145](3757/26): Loss 1.1535, Sem 0.8178, dir -0.0823, norm 0.4181, swav 0.0000 LR: 6.545e-02 Score 75.860 Data time: 0.2586, Forward time: 2.2767, Backward time: 3.1035, DDP time: 0.0053, Total iter time: 6.2223 [2020-11-08 19:37:28,205][root][INFO] - ===> Epoch[145](3758/26): Loss 1.0699, Sem 0.8132, dir -0.1233, norm 0.3799, swav 0.0000 LR: 6.544e-02 Score 72.336 Data time: 0.1941, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 5.9585 [2020-11-08 19:37:33,386][root][INFO] - ===> Epoch[145](3759/26): Loss 1.0455, Sem 0.7791, dir -0.1184, norm 0.3848, swav 0.0000 LR: 6.543e-02 Score 75.304 Data time: 0.2213, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0053, Total iter time: 5.0667 [2020-11-08 19:37:40,527][root][INFO] - ===> Epoch[145](3760/26): Loss 1.2184, Sem 0.8244, dir -0.0635, norm 0.4574, swav 0.0000 LR: 6.542e-02 Score 75.469 Data time: 0.2002, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 7.0323 [2020-11-08 19:37:45,602][root][INFO] - ===> Epoch[145](3761/26): Loss 1.0772, Sem 0.8110, dir -0.1506, norm 0.4168, swav 0.0000 LR: 6.541e-02 Score 74.734 Data time: 0.2426, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 4.9697 [2020-11-08 19:37:51,818][root][INFO] - ===> Epoch[145](3762/26): Loss 1.1683, Sem 0.7603, dir -0.0253, norm 0.4333, swav 0.0000 LR: 6.540e-02 Score 77.756 Data time: 0.2498, Forward time: 2.2767, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 6.0717 [2020-11-08 19:37:58,423][root][INFO] - ===> Epoch[145](3763/26): Loss 1.0502, Sem 0.7358, dir -0.0558, norm 0.3702, swav 0.0000 LR: 6.539e-02 Score 76.780 Data time: 0.1789, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.4752 [2020-11-08 19:38:03,617][root][INFO] - ===> Epoch[145](3764/26): Loss 1.2656, Sem 0.8617, dir -0.0943, norm 0.4981, swav 0.0000 LR: 6.538e-02 Score 72.182 Data time: 0.1801, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.0985 [2020-11-08 19:38:08,793][root][INFO] - ===> Epoch[145](3765/26): Loss 1.2076, Sem 0.8263, dir -0.0366, norm 0.4178, swav 0.0000 LR: 6.537e-02 Score 77.272 Data time: 0.2306, Forward time: 2.2766, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.1110 [2020-11-08 19:38:14,374][root][INFO] - ===> Epoch[145](3766/26): Loss 1.1636, Sem 0.7036, dir -0.0541, norm 0.5142, swav 0.0000 LR: 6.536e-02 Score 79.241 Data time: 0.1895, Forward time: 2.2765, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.4619 [2020-11-08 19:38:19,460][root][INFO] - ===> Epoch[145](3767/26): Loss 1.4822, Sem 0.9889, dir -0.0472, norm 0.5405, swav 0.0000 LR: 6.535e-02 Score 71.244 Data time: 0.1811, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 4.9969 [2020-11-08 19:38:26,680][root][INFO] - ===> Epoch[145](3768/26): Loss 1.0296, Sem 0.7203, dir -0.0580, norm 0.3673, swav 0.0000 LR: 6.534e-02 Score 76.802 Data time: 0.1965, Forward time: 2.2763, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 7.1372 [2020-11-08 19:38:32,117][root][INFO] - ===> Epoch[145](3769/26): Loss 1.2014, Sem 0.8682, dir -0.1029, norm 0.4361, swav 0.0000 LR: 6.533e-02 Score 73.860 Data time: 0.2378, Forward time: 2.2764, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.3351 [2020-11-08 19:38:37,750][root][INFO] - ===> Epoch[145](3770/26): Loss 1.2646, Sem 0.6933, dir -0.0396, norm 0.6109, swav 0.0000 LR: 6.532e-02 Score 77.161 Data time: 0.2717, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.5026 [2020-11-08 19:38:44,441][root][INFO] - ===> Epoch[146](3771/26): Loss 1.2536, Sem 0.8494, dir -0.0765, norm 0.4807, swav 0.0000 LR: 6.531e-02 Score 74.203 Data time: 0.2454, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.5673 [2020-11-08 19:38:49,020][root][INFO] - ===> Epoch[146](3772/26): Loss 1.1470, Sem 0.8884, dir -0.1178, norm 0.3764, swav 0.0000 LR: 6.530e-02 Score 74.051 Data time: 0.2495, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 4.4505 [2020-11-08 19:38:53,862][root][INFO] - ===> Epoch[146](3773/26): Loss 1.0155, Sem 0.7314, dir -0.1157, norm 0.3998, swav 0.0000 LR: 6.529e-02 Score 76.827 Data time: 0.2157, Forward time: 2.2767, Backward time: 3.1033, DDP time: 0.0053, Total iter time: 4.7299 [2020-11-08 19:39:00,084][root][INFO] - ===> Epoch[146](3774/26): Loss 1.1640, Sem 0.7577, dir -0.0882, norm 0.4944, swav 0.0000 LR: 6.528e-02 Score 75.535 Data time: 0.1931, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0053, Total iter time: 6.0897 [2020-11-08 19:39:06,633][root][INFO] - ===> Epoch[146](3775/26): Loss 0.9901, Sem 0.7022, dir -0.1105, norm 0.3984, swav 0.0000 LR: 6.528e-02 Score 77.676 Data time: 0.1273, Forward time: 2.2764, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.4407 [2020-11-08 19:39:12,578][root][INFO] - ===> Epoch[146](3776/26): Loss 1.3443, Sem 0.9085, dir -0.1060, norm 0.5417, swav 0.0000 LR: 6.527e-02 Score 71.540 Data time: 0.2484, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.8485 [2020-11-08 19:39:19,171][root][INFO] - ===> Epoch[146](3777/26): Loss 0.9696, Sem 0.6253, dir -0.0726, norm 0.4169, swav 0.0000 LR: 6.526e-02 Score 80.023 Data time: 0.2524, Forward time: 2.2766, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.4475 [2020-11-08 19:39:24,593][root][INFO] - ===> Epoch[146](3778/26): Loss 1.1610, Sem 0.7937, dir -0.1161, norm 0.4834, swav 0.0000 LR: 6.525e-02 Score 74.883 Data time: 0.1889, Forward time: 2.2765, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.2949 [2020-11-08 19:39:31,313][root][INFO] - ===> Epoch[146](3779/26): Loss 1.0877, Sem 0.7649, dir -0.0967, norm 0.4195, swav 0.0000 LR: 6.524e-02 Score 76.743 Data time: 0.2848, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.6293 [2020-11-08 19:39:37,907][root][INFO] - ===> Epoch[146](3780/26): Loss 1.0158, Sem 0.7212, dir -0.0887, norm 0.3832, swav 0.0000 LR: 6.523e-02 Score 76.393 Data time: 0.2214, Forward time: 2.2768, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.4563 [2020-11-08 19:39:43,187][root][INFO] - ===> Epoch[146](3781/26): Loss 0.9442, Sem 0.6606, dir -0.0900, norm 0.3737, swav 0.0000 LR: 6.522e-02 Score 80.998 Data time: 0.1911, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.1319 [2020-11-08 19:39:49,403][root][INFO] - ===> Epoch[146](3782/26): Loss 1.0597, Sem 0.7403, dir -0.0995, norm 0.4189, swav 0.0000 LR: 6.521e-02 Score 75.853 Data time: 0.2187, Forward time: 2.2767, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.1301 [2020-11-08 19:39:55,051][root][INFO] - ===> Epoch[146](3783/26): Loss 1.0254, Sem 0.7364, dir -0.0986, norm 0.3876, swav 0.0000 LR: 6.520e-02 Score 77.225 Data time: 0.1878, Forward time: 2.2767, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.5220 [2020-11-08 19:40:01,212][root][INFO] - ===> Epoch[146](3784/26): Loss 0.9797, Sem 0.7073, dir -0.0877, norm 0.3602, swav 0.0000 LR: 6.519e-02 Score 74.789 Data time: 0.1299, Forward time: 2.2765, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.0621 [2020-11-08 19:40:07,122][root][INFO] - ===> Epoch[146](3785/26): Loss 0.9867, Sem 0.6944, dir -0.0624, norm 0.3547, swav 0.0000 LR: 6.518e-02 Score 77.758 Data time: 0.2032, Forward time: 2.2764, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.8448 [2020-11-08 19:40:13,766][root][INFO] - ===> Epoch[146](3786/26): Loss 1.1356, Sem 0.8824, dir -0.0826, norm 0.3358, swav 0.0000 LR: 6.517e-02 Score 74.047 Data time: 0.1951, Forward time: 2.2764, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.5110 [2020-11-08 19:40:20,459][root][INFO] - ===> Epoch[146](3787/26): Loss 1.0306, Sem 0.7405, dir -0.1033, norm 0.3935, swav 0.0000 LR: 6.516e-02 Score 76.484 Data time: 0.1555, Forward time: 2.2763, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.5801 [2020-11-08 19:40:26,440][root][INFO] - ===> Epoch[146](3788/26): Loss 1.1319, Sem 0.7573, dir -0.0485, norm 0.4231, swav 0.0000 LR: 6.515e-02 Score 78.217 Data time: 0.1724, Forward time: 2.2762, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.9036 [2020-11-08 19:40:31,742][root][INFO] - ===> Epoch[146](3789/26): Loss 1.0797, Sem 0.7560, dir -0.0521, norm 0.3757, swav 0.0000 LR: 6.514e-02 Score 75.521 Data time: 0.1884, Forward time: 2.2761, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.1918 [2020-11-08 19:40:38,052][root][INFO] - ===> Epoch[146](3790/26): Loss 1.1423, Sem 0.8392, dir -0.0965, norm 0.3996, swav 0.0000 LR: 6.513e-02 Score 73.209 Data time: 0.1812, Forward time: 2.2760, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.2017 [2020-11-08 19:40:43,073][root][INFO] - ===> Epoch[146](3791/26): Loss 1.0144, Sem 0.7959, dir -0.1548, norm 0.3733, swav 0.0000 LR: 6.512e-02 Score 74.306 Data time: 0.2026, Forward time: 2.2760, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.9232 [2020-11-08 19:40:48,578][root][INFO] - ===> Epoch[146](3792/26): Loss 1.0223, Sem 0.7226, dir -0.0617, norm 0.3613, swav 0.0000 LR: 6.511e-02 Score 77.228 Data time: 0.1955, Forward time: 2.2759, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.3859 [2020-11-08 19:40:53,896][root][INFO] - ===> Epoch[146](3793/26): Loss 1.0498, Sem 0.8247, dir -0.0850, norm 0.3101, swav 0.0000 LR: 6.511e-02 Score 74.517 Data time: 0.1699, Forward time: 2.2758, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.2142 [2020-11-08 19:40:59,026][root][INFO] - ===> Epoch[146](3794/26): Loss 1.1028, Sem 0.8793, dir -0.0867, norm 0.3102, swav 0.0000 LR: 6.510e-02 Score 72.558 Data time: 0.1738, Forward time: 2.2757, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.0245 [2020-11-08 19:41:05,075][root][INFO] - ===> Epoch[146](3795/26): Loss 1.2252, Sem 0.8316, dir -0.0611, norm 0.4547, swav 0.0000 LR: 6.509e-02 Score 74.421 Data time: 0.1676, Forward time: 2.2756, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.9498 [2020-11-08 19:41:11,115][root][INFO] - ===> Epoch[146](3796/26): Loss 1.3389, Sem 0.8539, dir -0.0617, norm 0.5467, swav 0.0000 LR: 6.508e-02 Score 74.399 Data time: 0.1988, Forward time: 2.2756, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.9616 [2020-11-08 19:41:15,893][root][INFO] - ===> Epoch[147](3797/26): Loss 1.0693, Sem 0.7049, dir -0.0687, norm 0.4331, swav 0.0000 LR: 6.507e-02 Score 78.987 Data time: 0.1969, Forward time: 2.2755, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.6555 [2020-11-08 19:41:21,076][root][INFO] - ===> Epoch[147](3798/26): Loss 0.9971, Sem 0.7465, dir -0.0726, norm 0.3232, swav 0.0000 LR: 6.506e-02 Score 76.871 Data time: 0.2170, Forward time: 2.2755, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.0728 [2020-11-08 19:41:26,740][root][INFO] - ===> Epoch[147](3799/26): Loss 1.0069, Sem 0.7582, dir -0.0947, norm 0.3434, swav 0.0000 LR: 6.505e-02 Score 77.222 Data time: 0.2546, Forward time: 2.2756, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.5512 [2020-11-08 19:41:32,606][root][INFO] - ===> Epoch[147](3800/26): Loss 1.0218, Sem 0.7790, dir -0.0921, norm 0.3348, swav 0.0000 LR: 6.504e-02 Score 75.903 Data time: 0.1853, Forward time: 2.2756, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.7082 [2020-11-08 19:41:38,677][root][INFO] - ===> Epoch[147](3801/26): Loss 1.1422, Sem 0.8925, dir -0.0893, norm 0.3390, swav 0.0000 LR: 6.503e-02 Score 71.919 Data time: 0.2066, Forward time: 2.2756, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.9544 [2020-11-08 19:41:44,614][root][INFO] - ===> Epoch[147](3802/26): Loss 0.9197, Sem 0.7009, dir -0.1398, norm 0.3586, swav 0.0000 LR: 6.502e-02 Score 76.602 Data time: 0.2548, Forward time: 2.2757, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.8209 [2020-11-08 19:41:49,687][root][INFO] - ===> Epoch[147](3803/26): Loss 0.9624, Sem 0.7407, dir -0.0958, norm 0.3176, swav 0.0000 LR: 6.501e-02 Score 76.126 Data time: 0.2298, Forward time: 2.2758, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 4.9424 [2020-11-08 19:41:55,643][root][INFO] - ===> Epoch[147](3804/26): Loss 1.1613, Sem 0.8766, dir -0.1204, norm 0.4051, swav 0.0000 LR: 6.500e-02 Score 73.835 Data time: 0.1929, Forward time: 2.2757, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.8289 [2020-11-08 19:42:00,911][root][INFO] - ===> Epoch[147](3805/26): Loss 1.2301, Sem 0.8524, dir -0.0730, norm 0.4507, swav 0.0000 LR: 6.499e-02 Score 75.376 Data time: 0.2063, Forward time: 2.2756, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.1663 [2020-11-08 19:42:05,831][root][INFO] - ===> Epoch[147](3806/26): Loss 1.2432, Sem 0.8591, dir -0.0619, norm 0.4460, swav 0.0000 LR: 6.498e-02 Score 73.277 Data time: 0.2174, Forward time: 2.2757, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.8214 [2020-11-08 19:42:11,920][root][INFO] - ===> Epoch[147](3807/26): Loss 1.0974, Sem 0.8249, dir -0.0780, norm 0.3505, swav 0.0000 LR: 6.497e-02 Score 75.451 Data time: 0.1622, Forward time: 2.2755, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.9840 [2020-11-08 19:42:16,807][root][INFO] - ===> Epoch[147](3808/26): Loss 1.0515, Sem 0.7446, dir -0.1398, norm 0.4467, swav 0.0000 LR: 6.496e-02 Score 74.528 Data time: 0.2213, Forward time: 2.2756, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 4.8217 [2020-11-08 19:42:24,753][root][INFO] - ===> Epoch[147](3809/26): Loss 1.0622, Sem 0.7853, dir -0.1061, norm 0.3830, swav 0.0000 LR: 6.495e-02 Score 75.802 Data time: 0.2026, Forward time: 2.2755, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 7.8417 [2020-11-08 19:42:30,127][root][INFO] - ===> Epoch[147](3810/26): Loss 1.0146, Sem 0.7629, dir -0.0957, norm 0.3474, swav 0.0000 LR: 6.494e-02 Score 76.244 Data time: 0.2162, Forward time: 2.2755, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.2623 [2020-11-08 19:42:35,656][root][INFO] - ===> Epoch[147](3811/26): Loss 1.1262, Sem 0.7484, dir -0.0780, norm 0.4558, swav 0.0000 LR: 6.494e-02 Score 76.460 Data time: 0.1868, Forward time: 2.2755, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.4059 [2020-11-08 19:42:41,097][root][INFO] - ===> Epoch[147](3812/26): Loss 1.1857, Sem 0.9052, dir -0.1173, norm 0.3978, swav 0.0000 LR: 6.493e-02 Score 71.627 Data time: 0.1959, Forward time: 2.2755, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.3389 [2020-11-08 19:42:46,088][root][INFO] - ===> Epoch[147](3813/26): Loss 1.0416, Sem 0.7998, dir -0.1287, norm 0.3705, swav 0.0000 LR: 6.492e-02 Score 73.773 Data time: 0.1824, Forward time: 2.2754, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 4.8748 [2020-11-08 19:42:51,138][root][INFO] - ===> Epoch[147](3814/26): Loss 1.2132, Sem 0.8635, dir -0.0788, norm 0.4284, swav 0.0000 LR: 6.491e-02 Score 71.201 Data time: 0.1745, Forward time: 2.2753, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.9833 [2020-11-08 19:42:56,751][root][INFO] - ===> Epoch[147](3815/26): Loss 1.1579, Sem 0.7687, dir -0.0917, norm 0.4808, swav 0.0000 LR: 6.490e-02 Score 77.446 Data time: 0.1875, Forward time: 2.2752, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.5196 [2020-11-08 19:43:02,768][root][INFO] - ===> Epoch[147](3816/26): Loss 0.8762, Sem 0.7049, dir -0.0900, norm 0.2613, swav 0.0000 LR: 6.489e-02 Score 76.290 Data time: 0.2367, Forward time: 2.2752, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.9137 [2020-11-08 19:43:09,225][root][INFO] - ===> Epoch[147](3817/26): Loss 1.1597, Sem 0.8080, dir -0.0942, norm 0.4460, swav 0.0000 LR: 6.488e-02 Score 73.920 Data time: 0.1759, Forward time: 2.2751, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.3373 [2020-11-08 19:43:14,554][root][INFO] - ===> Epoch[147](3818/26): Loss 1.0731, Sem 0.7075, dir -0.0827, norm 0.4483, swav 0.0000 LR: 6.487e-02 Score 76.764 Data time: 0.2000, Forward time: 2.2751, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.2643 [2020-11-08 19:43:19,682][root][INFO] - ===> Epoch[147](3819/26): Loss 1.1315, Sem 0.7353, dir -0.0494, norm 0.4456, swav 0.0000 LR: 6.486e-02 Score 80.050 Data time: 0.1762, Forward time: 2.2750, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.0180 [2020-11-08 19:43:26,626][root][INFO] - ===> Epoch[147](3820/26): Loss 1.1535, Sem 0.8299, dir -0.1082, norm 0.4319, swav 0.0000 LR: 6.485e-02 Score 74.692 Data time: 0.2075, Forward time: 2.2750, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.8774 [2020-11-08 19:43:31,648][root][INFO] - ===> Epoch[147](3821/26): Loss 1.1600, Sem 0.7889, dir -0.1114, norm 0.4825, swav 0.0000 LR: 6.484e-02 Score 79.115 Data time: 0.2040, Forward time: 2.2750, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 4.9126 [2020-11-08 19:43:37,606][root][INFO] - ===> Epoch[147](3822/26): Loss 1.1722, Sem 0.7537, dir -0.0950, norm 0.5136, swav 0.0000 LR: 6.483e-02 Score 75.359 Data time: 0.1860, Forward time: 2.2750, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.8687 [2020-11-08 19:43:42,883][root][INFO] - ===> Epoch[148](3823/26): Loss 0.9199, Sem 0.6506, dir -0.0542, norm 0.3235, swav 0.0000 LR: 6.482e-02 Score 77.969 Data time: 0.1637, Forward time: 2.2748, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.1675 [2020-11-08 19:43:49,767][root][INFO] - ===> Epoch[148](3824/26): Loss 1.0224, Sem 0.7767, dir -0.0607, norm 0.3064, swav 0.0000 LR: 6.481e-02 Score 77.854 Data time: 0.1978, Forward time: 2.2748, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.7921 [2020-11-08 19:43:55,395][root][INFO] - ===> Epoch[148](3825/26): Loss 0.9465, Sem 0.6941, dir -0.0653, norm 0.3177, swav 0.0000 LR: 6.480e-02 Score 78.885 Data time: 0.2448, Forward time: 2.2748, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.5136 [2020-11-08 19:44:02,552][root][INFO] - ===> Epoch[148](3826/26): Loss 1.3382, Sem 0.8649, dir -0.0974, norm 0.5706, swav 0.0000 LR: 6.479e-02 Score 74.500 Data time: 0.2771, Forward time: 2.2750, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 7.0319 [2020-11-08 19:44:08,665][root][INFO] - ===> Epoch[148](3827/26): Loss 1.0081, Sem 0.7369, dir -0.0689, norm 0.3401, swav 0.0000 LR: 6.478e-02 Score 77.305 Data time: 0.2033, Forward time: 2.2750, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.9720 [2020-11-08 19:44:15,365][root][INFO] - ===> Epoch[148](3828/26): Loss 1.1342, Sem 0.8629, dir -0.1450, norm 0.4163, swav 0.0000 LR: 6.478e-02 Score 71.700 Data time: 0.2888, Forward time: 2.2751, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 6.5827 [2020-11-08 19:44:21,638][root][INFO] - ===> Epoch[148](3829/26): Loss 1.0512, Sem 0.7039, dir -0.1114, norm 0.4587, swav 0.0000 LR: 6.477e-02 Score 78.235 Data time: 0.3166, Forward time: 2.2754, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 6.1584 [2020-11-08 19:44:26,408][root][INFO] - ===> Epoch[148](3830/26): Loss 1.0751, Sem 0.7942, dir -0.1013, norm 0.3821, swav 0.0000 LR: 6.476e-02 Score 77.060 Data time: 0.2120, Forward time: 2.2754, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.6530 [2020-11-08 19:44:31,903][root][INFO] - ===> Epoch[148](3831/26): Loss 1.0652, Sem 0.7405, dir -0.0570, norm 0.3817, swav 0.0000 LR: 6.475e-02 Score 77.223 Data time: 0.2067, Forward time: 2.2754, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.3852 [2020-11-08 19:44:37,552][root][INFO] - ===> Epoch[148](3832/26): Loss 1.0460, Sem 0.8632, dir -0.0991, norm 0.2819, swav 0.0000 LR: 6.474e-02 Score 74.773 Data time: 0.2391, Forward time: 2.2754, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.5448 [2020-11-08 19:44:42,861][root][INFO] - ===> Epoch[148](3833/26): Loss 0.9038, Sem 0.7255, dir -0.1650, norm 0.3433, swav 0.0000 LR: 6.473e-02 Score 79.716 Data time: 0.2148, Forward time: 2.2755, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.1632 [2020-11-08 19:44:48,146][root][INFO] - ===> Epoch[148](3834/26): Loss 1.0507, Sem 0.8709, dir -0.0862, norm 0.2660, swav 0.0000 LR: 6.472e-02 Score 72.640 Data time: 0.1930, Forward time: 2.2754, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.1755 [2020-11-08 19:44:53,736][root][INFO] - ===> Epoch[148](3835/26): Loss 1.0254, Sem 0.8000, dir -0.1589, norm 0.3843, swav 0.0000 LR: 6.471e-02 Score 74.775 Data time: 0.2130, Forward time: 2.2753, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.4871 [2020-11-08 19:44:59,082][root][INFO] - ===> Epoch[148](3836/26): Loss 1.0452, Sem 0.8448, dir -0.1480, norm 0.3484, swav 0.0000 LR: 6.470e-02 Score 75.196 Data time: 0.2494, Forward time: 2.2754, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.2389 [2020-11-08 19:45:05,998][root][INFO] - ===> Epoch[148](3837/26): Loss 0.9353, Sem 0.7325, dir -0.1091, norm 0.3118, swav 0.0000 LR: 6.469e-02 Score 76.829 Data time: 0.2405, Forward time: 2.2755, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.7896 [2020-11-08 19:45:10,698][root][INFO] - ===> Epoch[148](3838/26): Loss 1.2111, Sem 0.7869, dir -0.0895, norm 0.5137, swav 0.0000 LR: 6.468e-02 Score 76.332 Data time: 0.2150, Forward time: 2.2755, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.5894 [2020-11-08 19:45:15,378][root][INFO] - ===> Epoch[148](3839/26): Loss 1.0324, Sem 0.7574, dir -0.0641, norm 0.3392, swav 0.0000 LR: 6.467e-02 Score 76.729 Data time: 0.2085, Forward time: 2.2755, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 4.5670 [2020-11-08 19:45:19,792][root][INFO] - ===> Epoch[148](3840/26): Loss 0.9706, Sem 0.6426, dir -0.0307, norm 0.3587, swav 0.0000 LR: 6.466e-02 Score 81.038 Data time: 0.1534, Forward time: 2.2753, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.3095 [2020-11-08 19:45:25,016][root][INFO] - ===> Epoch[148](3841/26): Loss 1.1005, Sem 0.7890, dir -0.0539, norm 0.3654, swav 0.0000 LR: 6.465e-02 Score 74.226 Data time: 0.2338, Forward time: 2.2754, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.1546 [2020-11-08 19:45:30,719][root][INFO] - ===> Epoch[148](3842/26): Loss 1.1272, Sem 0.8392, dir -0.1042, norm 0.3922, swav 0.0000 LR: 6.464e-02 Score 74.318 Data time: 0.1957, Forward time: 2.2754, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.5974 [2020-11-08 19:45:37,287][root][INFO] - ===> Epoch[148](3843/26): Loss 1.0538, Sem 0.7660, dir -0.0826, norm 0.3704, swav 0.0000 LR: 6.463e-02 Score 76.510 Data time: 0.1802, Forward time: 2.2753, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.4939 [2020-11-08 19:45:44,784][root][INFO] - ===> Epoch[148](3844/26): Loss 1.1280, Sem 0.8714, dir -0.1123, norm 0.3689, swav 0.0000 LR: 6.462e-02 Score 70.359 Data time: 0.2062, Forward time: 2.2753, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 7.4100 [2020-11-08 19:45:50,260][root][INFO] - ===> Epoch[148](3845/26): Loss 0.8341, Sem 0.6330, dir -0.0767, norm 0.2779, swav 0.0000 LR: 6.461e-02 Score 80.728 Data time: 0.2384, Forward time: 2.2753, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.3654 [2020-11-08 19:45:57,896][root][INFO] - ===> Epoch[148](3846/26): Loss 0.9975, Sem 0.6997, dir -0.0828, norm 0.3806, swav 0.0000 LR: 6.461e-02 Score 76.947 Data time: 0.2405, Forward time: 2.2754, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 7.5314 [2020-11-08 19:46:04,414][root][INFO] - ===> Epoch[148](3847/26): Loss 0.9535, Sem 0.7513, dir -0.0770, norm 0.2791, swav 0.0000 LR: 6.460e-02 Score 77.497 Data time: 0.1808, Forward time: 2.2753, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.4089 [2020-11-08 19:46:10,528][root][INFO] - ===> Epoch[148](3848/26): Loss 1.0982, Sem 0.7709, dir -0.0876, norm 0.4150, swav 0.0000 LR: 6.459e-02 Score 75.524 Data time: 0.2596, Forward time: 2.2755, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.0212 [2020-11-08 19:46:16,231][root][INFO] - ===> Epoch[149](3849/26): Loss 1.0956, Sem 0.7701, dir -0.0541, norm 0.3796, swav 0.0000 LR: 6.458e-02 Score 75.450 Data time: 0.2119, Forward time: 2.2755, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.5586 [2020-11-08 19:46:22,646][root][INFO] - ===> Epoch[149](3850/26): Loss 1.1496, Sem 0.8394, dir -0.0514, norm 0.3616, swav 0.0000 LR: 6.457e-02 Score 73.334 Data time: 0.2740, Forward time: 2.2757, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.3174 [2020-11-08 19:46:27,979][root][INFO] - ===> Epoch[149](3851/26): Loss 1.0709, Sem 0.6878, dir -0.1297, norm 0.5128, swav 0.0000 LR: 6.456e-02 Score 78.165 Data time: 0.2366, Forward time: 2.2757, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.2027 [2020-11-08 19:46:33,149][root][INFO] - ===> Epoch[149](3852/26): Loss 1.0295, Sem 0.7129, dir -0.0667, norm 0.3833, swav 0.0000 LR: 6.455e-02 Score 78.103 Data time: 0.1704, Forward time: 2.2756, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.0654 [2020-11-08 19:46:38,771][root][INFO] - ===> Epoch[149](3853/26): Loss 1.1933, Sem 0.8632, dir -0.1271, norm 0.4571, swav 0.0000 LR: 6.454e-02 Score 73.292 Data time: 0.2222, Forward time: 2.2756, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.5309 [2020-11-08 19:46:45,237][root][INFO] - ===> Epoch[149](3854/26): Loss 1.0066, Sem 0.7028, dir -0.1150, norm 0.4188, swav 0.0000 LR: 6.453e-02 Score 77.723 Data time: 0.2049, Forward time: 2.2756, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.3607 [2020-11-08 19:46:50,984][root][INFO] - ===> Epoch[149](3855/26): Loss 1.1404, Sem 0.7307, dir -0.0812, norm 0.4910, swav 0.0000 LR: 6.452e-02 Score 79.069 Data time: 0.1633, Forward time: 2.2755, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.6494 [2020-11-08 19:46:57,047][root][INFO] - ===> Epoch[149](3856/26): Loss 1.3385, Sem 0.8739, dir -0.0894, norm 0.5540, swav 0.0000 LR: 6.451e-02 Score 72.752 Data time: 0.2091, Forward time: 2.2754, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.9513 [2020-11-08 19:47:01,760][root][INFO] - ===> Epoch[149](3857/26): Loss 1.1691, Sem 0.8625, dir -0.0805, norm 0.3872, swav 0.0000 LR: 6.450e-02 Score 72.973 Data time: 0.1558, Forward time: 2.2752, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.5959 [2020-11-08 19:47:07,565][root][INFO] - ===> Epoch[149](3858/26): Loss 1.0494, Sem 0.7998, dir -0.2046, norm 0.4542, swav 0.0000 LR: 6.449e-02 Score 74.690 Data time: 0.2225, Forward time: 2.2752, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.7324 [2020-11-08 19:47:12,633][root][INFO] - ===> Epoch[149](3859/26): Loss 1.1513, Sem 0.7855, dir -0.1173, norm 0.4831, swav 0.0000 LR: 6.448e-02 Score 76.824 Data time: 0.2325, Forward time: 2.2753, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 4.9532 [2020-11-08 19:47:18,374][root][INFO] - ===> Epoch[149](3860/26): Loss 1.1396, Sem 0.7731, dir -0.0737, norm 0.4402, swav 0.0000 LR: 6.447e-02 Score 75.020 Data time: 0.1446, Forward time: 2.2751, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.6222 [2020-11-08 19:47:23,970][root][INFO] - ===> Epoch[149](3861/26): Loss 1.1015, Sem 0.7633, dir -0.1001, norm 0.4383, swav 0.0000 LR: 6.446e-02 Score 77.286 Data time: 0.1894, Forward time: 2.2751, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.5169 [2020-11-08 19:47:29,894][root][INFO] - ===> Epoch[149](3862/26): Loss 1.0000, Sem 0.7911, dir -0.1106, norm 0.3195, swav 0.0000 LR: 6.445e-02 Score 74.081 Data time: 0.2348, Forward time: 2.2751, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.8117 [2020-11-08 19:47:35,916][root][INFO] - ===> Epoch[149](3863/26): Loss 1.1113, Sem 0.8283, dir -0.1481, norm 0.4312, swav 0.0000 LR: 6.444e-02 Score 73.172 Data time: 0.1766, Forward time: 2.2750, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.9219 [2020-11-08 19:47:40,638][root][INFO] - ===> Epoch[149](3864/26): Loss 1.0673, Sem 0.7449, dir -0.0708, norm 0.3931, swav 0.0000 LR: 6.443e-02 Score 77.012 Data time: 0.1813, Forward time: 2.2749, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.6417 [2020-11-08 19:47:45,978][root][INFO] - ===> Epoch[149](3865/26): Loss 1.0482, Sem 0.7667, dir -0.0265, norm 0.3080, swav 0.0000 LR: 6.443e-02 Score 74.133 Data time: 0.2040, Forward time: 2.2749, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.2418 [2020-11-08 19:47:51,666][root][INFO] - ===> Epoch[149](3866/26): Loss 1.0794, Sem 0.6854, dir -0.0876, norm 0.4817, swav 0.0000 LR: 6.442e-02 Score 76.986 Data time: 0.1576, Forward time: 2.2748, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.5652 [2020-11-08 19:47:56,742][root][INFO] - ===> Epoch[149](3867/26): Loss 1.1608, Sem 0.8537, dir -0.0793, norm 0.3864, swav 0.0000 LR: 6.441e-02 Score 74.342 Data time: 0.1649, Forward time: 2.2746, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.9846 [2020-11-08 19:48:03,030][root][INFO] - ===> Epoch[149](3868/26): Loss 1.2147, Sem 0.9139, dir -0.0984, norm 0.3992, swav 0.0000 LR: 6.440e-02 Score 70.996 Data time: 0.1907, Forward time: 2.2745, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.1768 [2020-11-08 19:48:08,324][root][INFO] - ===> Epoch[149](3869/26): Loss 1.0503, Sem 0.7919, dir -0.1327, norm 0.3911, swav 0.0000 LR: 6.439e-02 Score 73.526 Data time: 0.2482, Forward time: 2.2746, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.1633 [2020-11-08 19:48:14,733][root][INFO] - ===> Epoch[149](3870/26): Loss 1.0010, Sem 0.7724, dir -0.0917, norm 0.3202, swav 0.0000 LR: 6.438e-02 Score 77.735 Data time: 0.2654, Forward time: 2.2748, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.3048 [2020-11-08 19:48:19,245][root][INFO] - ===> Epoch[149](3871/26): Loss 1.1148, Sem 0.8006, dir -0.0481, norm 0.3623, swav 0.0000 LR: 6.437e-02 Score 76.462 Data time: 0.1712, Forward time: 2.2747, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.3709 [2020-11-08 19:48:25,992][root][INFO] - ===> Epoch[149](3872/26): Loss 1.1335, Sem 0.8730, dir -0.0885, norm 0.3490, swav 0.0000 LR: 6.436e-02 Score 72.783 Data time: 0.2121, Forward time: 2.2747, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.6285 [2020-11-08 19:48:32,683][root][INFO] - ===> Epoch[149](3873/26): Loss 1.0214, Sem 0.7754, dir -0.1017, norm 0.3477, swav 0.0000 LR: 6.435e-02 Score 75.046 Data time: 0.1994, Forward time: 2.2747, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.5840 [2020-11-08 19:48:37,879][root][INFO] - ===> Epoch[149](3874/26): Loss 1.0596, Sem 0.7614, dir -0.0629, norm 0.3611, swav 0.0000 LR: 6.434e-02 Score 78.482 Data time: 0.2484, Forward time: 2.2748, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.0825 [2020-11-08 19:48:44,225][root][INFO] - ===> Epoch[150](3875/26): Loss 1.1794, Sem 0.8360, dir -0.0791, norm 0.4225, swav 0.0000 LR: 6.433e-02 Score 75.008 Data time: 0.2405, Forward time: 2.2749, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.2323 [2020-11-08 19:48:50,201][root][INFO] - ===> Epoch[150](3876/26): Loss 1.2272, Sem 0.8429, dir -0.0790, norm 0.4633, swav 0.0000 LR: 6.432e-02 Score 75.625 Data time: 0.2275, Forward time: 2.2749, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.8647 [2020-11-08 19:48:55,509][root][INFO] - ===> Epoch[150](3877/26): Loss 0.9842, Sem 0.7405, dir -0.0689, norm 0.3127, swav 0.0000 LR: 6.431e-02 Score 78.335 Data time: 0.2526, Forward time: 2.2750, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.1738 [2020-11-08 19:49:01,239][root][INFO] - ===> Epoch[150](3878/26): Loss 1.2246, Sem 0.9061, dir -0.0497, norm 0.3682, swav 0.0000 LR: 6.430e-02 Score 71.434 Data time: 0.2283, Forward time: 2.2750, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.6066 [2020-11-08 19:49:06,523][root][INFO] - ===> Epoch[150](3879/26): Loss 1.0668, Sem 0.7904, dir -0.1073, norm 0.3836, swav 0.0000 LR: 6.429e-02 Score 75.082 Data time: 0.1583, Forward time: 2.2749, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.1686 [2020-11-08 19:49:12,113][root][INFO] - ===> Epoch[150](3880/26): Loss 1.1465, Sem 0.8612, dir -0.0683, norm 0.3536, swav 0.0000 LR: 6.428e-02 Score 72.777 Data time: 0.2416, Forward time: 2.2749, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.5010 [2020-11-08 19:49:18,359][root][INFO] - ===> Epoch[150](3881/26): Loss 1.0477, Sem 0.7748, dir -0.1009, norm 0.3738, swav 0.0000 LR: 6.427e-02 Score 74.093 Data time: 0.2165, Forward time: 2.2749, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.1202 [2020-11-08 19:49:24,485][root][INFO] - ===> Epoch[150](3882/26): Loss 1.0855, Sem 0.7513, dir -0.0964, norm 0.4306, swav 0.0000 LR: 6.426e-02 Score 74.904 Data time: 0.1884, Forward time: 2.2749, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.0281 [2020-11-08 19:49:30,555][root][INFO] - ===> Epoch[150](3883/26): Loss 1.0141, Sem 0.7812, dir -0.0673, norm 0.3001, swav 0.0000 LR: 6.426e-02 Score 75.431 Data time: 0.1299, Forward time: 2.2747, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.9558 [2020-11-08 19:49:36,175][root][INFO] - ===> Epoch[150](3884/26): Loss 0.8941, Sem 0.6318, dir -0.0700, norm 0.3324, swav 0.0000 LR: 6.425e-02 Score 80.405 Data time: 0.2236, Forward time: 2.2747, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.5461 [2020-11-08 19:49:41,043][root][INFO] - ===> Epoch[150](3885/26): Loss 0.9627, Sem 0.7189, dir -0.0927, norm 0.3365, swav 0.0000 LR: 6.424e-02 Score 78.147 Data time: 0.2096, Forward time: 2.2747, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.7561 [2020-11-08 19:49:47,100][root][INFO] - ===> Epoch[150](3886/26): Loss 1.1106, Sem 0.8802, dir -0.1270, norm 0.3574, swav 0.0000 LR: 6.423e-02 Score 72.287 Data time: 0.1782, Forward time: 2.2746, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.9554 [2020-11-08 19:49:52,896][root][INFO] - ===> Epoch[150](3887/26): Loss 0.9108, Sem 0.7299, dir -0.1530, norm 0.3339, swav 0.0000 LR: 6.422e-02 Score 76.111 Data time: 0.2626, Forward time: 2.2746, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.6912 [2020-11-08 19:49:58,427][root][INFO] - ===> Epoch[150](3888/26): Loss 0.8704, Sem 0.7103, dir -0.1397, norm 0.2999, swav 0.0000 LR: 6.421e-02 Score 77.475 Data time: 0.1773, Forward time: 2.2745, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.4084 [2020-11-08 19:50:05,461][root][INFO] - ===> Epoch[150](3889/26): Loss 0.9504, Sem 0.7707, dir -0.1476, norm 0.3273, swav 0.0000 LR: 6.420e-02 Score 74.371 Data time: 0.2003, Forward time: 2.2745, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 6.9377 [2020-11-08 19:50:10,820][root][INFO] - ===> Epoch[150](3890/26): Loss 1.2629, Sem 0.8718, dir -0.1103, norm 0.5014, swav 0.0000 LR: 6.419e-02 Score 72.945 Data time: 0.2457, Forward time: 2.2746, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.2213 [2020-11-08 19:50:17,256][root][INFO] - ===> Epoch[150](3891/26): Loss 0.9723, Sem 0.6706, dir -0.0827, norm 0.3844, swav 0.0000 LR: 6.418e-02 Score 79.620 Data time: 0.2002, Forward time: 2.2746, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 6.3091 [2020-11-08 19:50:23,374][root][INFO] - ===> Epoch[150](3892/26): Loss 0.8215, Sem 0.5438, dir -0.0681, norm 0.3458, swav 0.0000 LR: 6.417e-02 Score 81.644 Data time: 0.1658, Forward time: 2.2745, Backward time: 3.1060, DDP time: 0.0053, Total iter time: 6.0095 [2020-11-08 19:50:28,231][root][INFO] - ===> Epoch[150](3893/26): Loss 0.9194, Sem 0.6269, dir -0.1067, norm 0.3991, swav 0.0000 LR: 6.416e-02 Score 81.156 Data time: 0.1795, Forward time: 2.2744, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 4.7453 [2020-11-08 19:50:33,216][root][INFO] - ===> Epoch[150](3894/26): Loss 1.0330, Sem 0.8224, dir -0.1444, norm 0.3550, swav 0.0000 LR: 6.415e-02 Score 76.750 Data time: 0.1876, Forward time: 2.2743, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 4.8719 [2020-11-08 19:50:38,578][root][INFO] - ===> Epoch[150](3895/26): Loss 1.0102, Sem 0.7573, dir -0.1089, norm 0.3618, swav 0.0000 LR: 6.414e-02 Score 77.837 Data time: 0.2580, Forward time: 2.2744, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.2653 [2020-11-08 19:50:45,560][root][INFO] - ===> Epoch[150](3896/26): Loss 1.0438, Sem 0.6651, dir -0.0693, norm 0.4480, swav 0.0000 LR: 6.413e-02 Score 78.549 Data time: 0.2065, Forward time: 2.2744, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 6.8458 [2020-11-08 19:50:50,794][root][INFO] - ===> Epoch[150](3897/26): Loss 1.1316, Sem 0.8323, dir -0.0956, norm 0.3949, swav 0.0000 LR: 6.412e-02 Score 72.455 Data time: 0.2934, Forward time: 2.2745, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.1165 [2020-11-08 19:50:57,105][root][INFO] - ===> Epoch[150](3898/26): Loss 1.0219, Sem 0.7459, dir -0.1355, norm 0.4115, swav 0.0000 LR: 6.411e-02 Score 72.998 Data time: 0.2327, Forward time: 2.2746, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 6.1947 [2020-11-08 19:51:02,202][root][INFO] - ===> Epoch[150](3899/26): Loss 1.0739, Sem 0.7708, dir -0.0769, norm 0.3799, swav 0.0000 LR: 6.410e-02 Score 75.334 Data time: 0.1775, Forward time: 2.2745, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 4.9919 [2020-11-08 19:51:07,885][root][INFO] - ===> Epoch[150](3900/26): Loss 0.9455, Sem 0.7140, dir -0.0662, norm 0.2977, swav 0.0000 LR: 6.409e-02 Score 78.066 Data time: 0.1875, Forward time: 2.2744, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.6128 [2020-11-08 19:51:13,747][root][INFO] - ===> Epoch[151](3901/26): Loss 1.1663, Sem 0.8808, dir -0.1517, norm 0.4372, swav 0.0000 LR: 6.409e-02 Score 74.642 Data time: 0.2982, Forward time: 2.2746, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.7766 [2020-11-08 19:51:21,098][root][INFO] - ===> Epoch[151](3902/26): Loss 1.0017, Sem 0.6836, dir -0.0564, norm 0.3744, swav 0.0000 LR: 6.408e-02 Score 78.013 Data time: 0.2222, Forward time: 2.2747, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 7.2322 [2020-11-08 19:51:25,490][root][INFO] - ===> Epoch[151](3903/26): Loss 1.0785, Sem 0.7333, dir -0.0722, norm 0.4174, swav 0.0000 LR: 6.407e-02 Score 77.143 Data time: 0.1765, Forward time: 2.2746, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 4.2666 [2020-11-08 19:51:30,542][root][INFO] - ===> Epoch[151](3904/26): Loss 1.2181, Sem 0.9065, dir -0.1247, norm 0.4362, swav 0.0000 LR: 6.406e-02 Score 70.965 Data time: 0.1876, Forward time: 2.2745, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.9726 [2020-11-08 19:51:35,441][root][INFO] - ===> Epoch[151](3905/26): Loss 0.8047, Sem 0.6747, dir -0.1291, norm 0.2591, swav 0.0000 LR: 6.405e-02 Score 78.879 Data time: 0.2201, Forward time: 2.2746, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 4.8029 [2020-11-08 19:51:41,029][root][INFO] - ===> Epoch[151](3906/26): Loss 1.0596, Sem 0.6784, dir -0.0399, norm 0.4211, swav 0.0000 LR: 6.404e-02 Score 78.569 Data time: 0.1284, Forward time: 2.2744, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.4610 [2020-11-08 19:51:46,673][root][INFO] - ===> Epoch[151](3907/26): Loss 0.9845, Sem 0.7456, dir -0.1291, norm 0.3679, swav 0.0000 LR: 6.403e-02 Score 78.844 Data time: 0.1123, Forward time: 2.2741, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.5586 [2020-11-08 19:51:51,475][root][INFO] - ===> Epoch[151](3908/26): Loss 1.0523, Sem 0.7472, dir -0.0261, norm 0.3312, swav 0.0000 LR: 6.402e-02 Score 76.257 Data time: 0.1781, Forward time: 2.2740, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.7553 [2020-11-08 19:51:57,191][root][INFO] - ===> Epoch[151](3909/26): Loss 1.1906, Sem 0.8673, dir -0.0432, norm 0.3665, swav 0.0000 LR: 6.401e-02 Score 73.404 Data time: 0.1505, Forward time: 2.2739, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.6184 [2020-11-08 19:52:02,503][root][INFO] - ===> Epoch[151](3910/26): Loss 0.9717, Sem 0.6934, dir -0.0889, norm 0.3672, swav 0.0000 LR: 6.400e-02 Score 79.624 Data time: 0.2364, Forward time: 2.2740, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.2428 [2020-11-08 19:52:08,720][root][INFO] - ===> Epoch[151](3911/26): Loss 1.0350, Sem 0.8290, dir -0.0960, norm 0.3020, swav 0.0000 LR: 6.399e-02 Score 73.745 Data time: 0.1603, Forward time: 2.2738, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 6.0996 [2020-11-08 19:52:14,468][root][INFO] - ===> Epoch[151](3912/26): Loss 1.0687, Sem 0.7610, dir -0.1094, norm 0.4171, swav 0.0000 LR: 6.398e-02 Score 73.198 Data time: 0.2768, Forward time: 2.2740, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.6625 [2020-11-08 19:52:19,958][root][INFO] - ===> Epoch[151](3913/26): Loss 1.0532, Sem 0.8180, dir -0.1188, norm 0.3539, swav 0.0000 LR: 6.397e-02 Score 73.840 Data time: 0.2440, Forward time: 2.2741, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.3586 [2020-11-08 19:52:26,453][root][INFO] - ===> Epoch[151](3914/26): Loss 0.9989, Sem 0.6379, dir -0.0682, norm 0.4291, swav 0.0000 LR: 6.396e-02 Score 80.755 Data time: 0.2119, Forward time: 2.2741, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.3490 [2020-11-08 19:52:32,075][root][INFO] - ===> Epoch[151](3915/26): Loss 1.0997, Sem 0.8149, dir -0.0918, norm 0.3766, swav 0.0000 LR: 6.395e-02 Score 74.429 Data time: 0.2236, Forward time: 2.2742, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.5128 [2020-11-08 19:52:38,068][root][INFO] - ===> Epoch[151](3916/26): Loss 1.2038, Sem 0.9278, dir -0.1240, norm 0.3999, swav 0.0000 LR: 6.394e-02 Score 72.428 Data time: 0.2448, Forward time: 2.2742, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.8758 [2020-11-08 19:52:44,252][root][INFO] - ===> Epoch[151](3917/26): Loss 0.9677, Sem 0.6912, dir -0.0896, norm 0.3660, swav 0.0000 LR: 6.393e-02 Score 78.631 Data time: 0.2487, Forward time: 2.2741, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.0812 [2020-11-08 19:52:50,522][root][INFO] - ===> Epoch[151](3918/26): Loss 1.0276, Sem 0.6377, dir -0.0850, norm 0.4749, swav 0.0000 LR: 6.392e-02 Score 81.006 Data time: 0.2296, Forward time: 2.2742, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.1391 [2020-11-08 19:52:56,570][root][INFO] - ===> Epoch[151](3919/26): Loss 0.9541, Sem 0.6703, dir -0.0619, norm 0.3458, swav 0.0000 LR: 6.391e-02 Score 77.247 Data time: 0.2033, Forward time: 2.2742, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.9337 [2020-11-08 19:53:01,763][root][INFO] - ===> Epoch[151](3920/26): Loss 1.0378, Sem 0.8033, dir -0.1305, norm 0.3651, swav 0.0000 LR: 6.391e-02 Score 73.106 Data time: 0.1691, Forward time: 2.2740, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.0738 [2020-11-08 19:53:08,656][root][INFO] - ===> Epoch[151](3921/26): Loss 1.1162, Sem 0.7941, dir -0.0554, norm 0.3775, swav 0.0000 LR: 6.390e-02 Score 77.122 Data time: 0.2101, Forward time: 2.2740, Backward time: 3.1060, DDP time: 0.0053, Total iter time: 6.8028 [2020-11-08 19:53:14,086][root][INFO] - ===> Epoch[151](3922/26): Loss 1.0635, Sem 0.7444, dir -0.1216, norm 0.4408, swav 0.0000 LR: 6.389e-02 Score 78.169 Data time: 0.2314, Forward time: 2.2741, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 5.3371 [2020-11-08 19:53:19,416][root][INFO] - ===> Epoch[151](3923/26): Loss 1.3356, Sem 1.0057, dir -0.0795, norm 0.4093, swav 0.0000 LR: 6.388e-02 Score 72.669 Data time: 0.2218, Forward time: 2.2741, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.1841 [2020-11-08 19:53:24,735][root][INFO] - ===> Epoch[151](3924/26): Loss 1.0785, Sem 0.7387, dir -0.0847, norm 0.4244, swav 0.0000 LR: 6.387e-02 Score 79.061 Data time: 0.2575, Forward time: 2.2742, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.1959 [2020-11-08 19:53:30,538][root][INFO] - ===> Epoch[151](3925/26): Loss 0.9837, Sem 0.7232, dir -0.1249, norm 0.3854, swav 0.0000 LR: 6.386e-02 Score 78.827 Data time: 0.1705, Forward time: 2.2741, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.6708 [2020-11-08 19:53:35,482][root][INFO] - ===> Epoch[151](3926/26): Loss 1.0686, Sem 0.8063, dir -0.0620, norm 0.3242, swav 0.0000 LR: 6.385e-02 Score 77.842 Data time: 0.1960, Forward time: 2.2741, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.8617 [2020-11-08 19:53:40,187][root][INFO] - ===> Epoch[152](3927/26): Loss 0.9581, Sem 0.6615, dir -0.0410, norm 0.3376, swav 0.0000 LR: 6.384e-02 Score 80.469 Data time: 0.2375, Forward time: 2.2741, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.6032 [2020-11-08 19:53:46,563][root][INFO] - ===> Epoch[152](3928/26): Loss 1.1357, Sem 0.8464, dir -0.0554, norm 0.3447, swav 0.0000 LR: 6.383e-02 Score 72.819 Data time: 0.3150, Forward time: 2.2743, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.2595 [2020-11-08 19:53:52,835][root][INFO] - ===> Epoch[152](3929/26): Loss 1.0313, Sem 0.7702, dir -0.0634, norm 0.3245, swav 0.0000 LR: 6.382e-02 Score 77.075 Data time: 0.1807, Forward time: 2.2743, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.1483 [2020-11-08 19:53:58,671][root][INFO] - ===> Epoch[152](3930/26): Loss 1.1582, Sem 0.7657, dir -0.0270, norm 0.4195, swav 0.0000 LR: 6.381e-02 Score 75.007 Data time: 0.1746, Forward time: 2.2742, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.7307 [2020-11-08 19:54:03,694][root][INFO] - ===> Epoch[152](3931/26): Loss 1.0961, Sem 0.7267, dir -0.0315, norm 0.4008, swav 0.0000 LR: 6.380e-02 Score 77.604 Data time: 0.1987, Forward time: 2.2741, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 4.9629 [2020-11-08 19:54:09,215][root][INFO] - ===> Epoch[152](3932/26): Loss 1.0843, Sem 0.7073, dir -0.0546, norm 0.4316, swav 0.0000 LR: 6.379e-02 Score 75.044 Data time: 0.2375, Forward time: 2.2742, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.4074 [2020-11-08 19:54:15,113][root][INFO] - ===> Epoch[152](3933/26): Loss 1.5073, Sem 0.9382, dir -0.0433, norm 0.6124, swav 0.0000 LR: 6.378e-02 Score 71.765 Data time: 0.2682, Forward time: 2.2744, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.7895 [2020-11-08 19:54:20,454][root][INFO] - ===> Epoch[152](3934/26): Loss 1.1488, Sem 0.8021, dir -0.0426, norm 0.3893, swav 0.0000 LR: 6.377e-02 Score 74.900 Data time: 0.2251, Forward time: 2.2744, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.2098 [2020-11-08 19:54:26,541][root][INFO] - ===> Epoch[152](3935/26): Loss 1.0620, Sem 0.7202, dir -0.0529, norm 0.3947, swav 0.0000 LR: 6.376e-02 Score 78.636 Data time: 0.1488, Forward time: 2.2742, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.9711 [2020-11-08 19:54:33,321][root][INFO] - ===> Epoch[152](3936/26): Loss 1.0303, Sem 0.7292, dir -0.0468, norm 0.3479, swav 0.0000 LR: 6.375e-02 Score 77.671 Data time: 0.1656, Forward time: 2.2741, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.7168 [2020-11-08 19:54:38,849][root][INFO] - ===> Epoch[152](3937/26): Loss 0.9512, Sem 0.7160, dir -0.0816, norm 0.3168, swav 0.0000 LR: 6.374e-02 Score 78.697 Data time: 0.2257, Forward time: 2.2742, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.4654 [2020-11-08 19:54:43,581][root][INFO] - ===> Epoch[152](3938/26): Loss 0.9622, Sem 0.7059, dir -0.0845, norm 0.3408, swav 0.0000 LR: 6.374e-02 Score 77.576 Data time: 0.1743, Forward time: 2.2741, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.6069 [2020-11-08 19:54:49,330][root][INFO] - ===> Epoch[152](3939/26): Loss 1.2273, Sem 0.8688, dir -0.0730, norm 0.4315, swav 0.0000 LR: 6.373e-02 Score 70.832 Data time: 0.2270, Forward time: 2.2740, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.6838 [2020-11-08 19:54:54,868][root][INFO] - ===> Epoch[152](3940/26): Loss 1.1769, Sem 0.8328, dir -0.0745, norm 0.4186, swav 0.0000 LR: 6.372e-02 Score 73.231 Data time: 0.2646, Forward time: 2.2742, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.4227 [2020-11-08 19:54:59,813][root][INFO] - ===> Epoch[152](3941/26): Loss 1.0790, Sem 0.7950, dir -0.0535, norm 0.3375, swav 0.0000 LR: 6.371e-02 Score 77.402 Data time: 0.1937, Forward time: 2.2742, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.8197 [2020-11-08 19:55:05,411][root][INFO] - ===> Epoch[152](3942/26): Loss 1.1810, Sem 0.7708, dir -0.0661, norm 0.4763, swav 0.0000 LR: 6.370e-02 Score 75.336 Data time: 0.1609, Forward time: 2.2741, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.5117 [2020-11-08 19:55:10,797][root][INFO] - ===> Epoch[152](3943/26): Loss 1.1053, Sem 0.7671, dir -0.0842, norm 0.4224, swav 0.0000 LR: 6.369e-02 Score 76.293 Data time: 0.1829, Forward time: 2.2740, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.3143 [2020-11-08 19:55:17,007][root][INFO] - ===> Epoch[152](3944/26): Loss 0.9659, Sem 0.6305, dir -0.1057, norm 0.4410, swav 0.0000 LR: 6.368e-02 Score 78.959 Data time: 0.1869, Forward time: 2.2739, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.0950 [2020-11-08 19:55:21,991][root][INFO] - ===> Epoch[152](3945/26): Loss 1.1436, Sem 0.8636, dir -0.1071, norm 0.3871, swav 0.0000 LR: 6.367e-02 Score 73.333 Data time: 0.1450, Forward time: 2.2738, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 4.8774 [2020-11-08 19:55:27,951][root][INFO] - ===> Epoch[152](3946/26): Loss 0.9991, Sem 0.6671, dir -0.1241, norm 0.4560, swav 0.0000 LR: 6.366e-02 Score 78.791 Data time: 0.1861, Forward time: 2.2737, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.8880 [2020-11-08 19:55:34,475][root][INFO] - ===> Epoch[152](3947/26): Loss 1.0139, Sem 0.7130, dir -0.0937, norm 0.3946, swav 0.0000 LR: 6.365e-02 Score 77.345 Data time: 0.2598, Forward time: 2.2738, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.4191 [2020-11-08 19:55:40,966][root][INFO] - ===> Epoch[152](3948/26): Loss 0.9969, Sem 0.8134, dir -0.1310, norm 0.3144, swav 0.0000 LR: 6.364e-02 Score 73.683 Data time: 0.2001, Forward time: 2.2738, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.3564 [2020-11-08 19:55:47,164][root][INFO] - ===> Epoch[152](3949/26): Loss 1.2578, Sem 0.9630, dir -0.1288, norm 0.4236, swav 0.0000 LR: 6.363e-02 Score 69.819 Data time: 0.1947, Forward time: 2.2737, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.0789 [2020-11-08 19:55:52,531][root][INFO] - ===> Epoch[152](3950/26): Loss 1.0500, Sem 0.6644, dir -0.1141, norm 0.4997, swav 0.0000 LR: 6.362e-02 Score 80.020 Data time: 0.1731, Forward time: 2.2736, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.2604 [2020-11-08 19:55:57,985][root][INFO] - ===> Epoch[152](3951/26): Loss 1.2339, Sem 0.9265, dir -0.1149, norm 0.4222, swav 0.0000 LR: 6.361e-02 Score 72.946 Data time: 0.1805, Forward time: 2.2735, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.3576 [2020-11-08 19:56:02,824][root][INFO] - ===> Epoch[152](3952/26): Loss 1.2515, Sem 0.9236, dir -0.1362, norm 0.4642, swav 0.0000 LR: 6.360e-02 Score 72.559 Data time: 0.2052, Forward time: 2.2735, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.7501 [2020-11-08 19:56:07,678][root][INFO] - ===> Epoch[153](3953/26): Loss 0.9952, Sem 0.6550, dir -0.1395, norm 0.4798, swav 0.0000 LR: 6.359e-02 Score 80.298 Data time: 0.1748, Forward time: 2.2734, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 4.7384 [2020-11-08 19:56:13,850][root][INFO] - ===> Epoch[153](3954/26): Loss 0.9809, Sem 0.7057, dir -0.0732, norm 0.3485, swav 0.0000 LR: 6.358e-02 Score 79.561 Data time: 0.1941, Forward time: 2.2734, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.1172 [2020-11-08 19:56:19,677][root][INFO] - ===> Epoch[153](3955/26): Loss 1.0143, Sem 0.7741, dir -0.0817, norm 0.3219, swav 0.0000 LR: 6.357e-02 Score 74.553 Data time: 0.2797, Forward time: 2.2735, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.7056 [2020-11-08 19:56:25,566][root][INFO] - ===> Epoch[153](3956/26): Loss 1.1709, Sem 0.7487, dir -0.0941, norm 0.5163, swav 0.0000 LR: 6.356e-02 Score 74.855 Data time: 0.2152, Forward time: 2.2735, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.7498 [2020-11-08 19:56:31,746][root][INFO] - ===> Epoch[153](3957/26): Loss 0.9899, Sem 0.7103, dir -0.0782, norm 0.3578, swav 0.0000 LR: 6.356e-02 Score 79.136 Data time: 0.2362, Forward time: 2.2735, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.0875 [2020-11-08 19:56:38,295][root][INFO] - ===> Epoch[153](3958/26): Loss 1.0001, Sem 0.7680, dir -0.1506, norm 0.3827, swav 0.0000 LR: 6.355e-02 Score 75.844 Data time: 0.1905, Forward time: 2.2734, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.4310 [2020-11-08 19:56:43,641][root][INFO] - ===> Epoch[153](3959/26): Loss 0.9634, Sem 0.6752, dir -0.0923, norm 0.3805, swav 0.0000 LR: 6.354e-02 Score 77.722 Data time: 0.2176, Forward time: 2.2735, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.2561 [2020-11-08 19:56:51,370][root][INFO] - ===> Epoch[153](3960/26): Loss 1.0445, Sem 0.7324, dir -0.0621, norm 0.3742, swav 0.0000 LR: 6.353e-02 Score 76.715 Data time: 0.1810, Forward time: 2.2733, Backward time: 3.1060, DDP time: 0.0053, Total iter time: 7.6188 [2020-11-08 19:56:56,693][root][INFO] - ===> Epoch[153](3961/26): Loss 1.0655, Sem 0.7432, dir -0.0878, norm 0.4102, swav 0.0000 LR: 6.352e-02 Score 74.921 Data time: 0.2304, Forward time: 2.2734, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 5.2440 [2020-11-08 19:57:02,194][root][INFO] - ===> Epoch[153](3962/26): Loss 1.0425, Sem 0.7085, dir -0.0659, norm 0.3999, swav 0.0000 LR: 6.351e-02 Score 78.637 Data time: 0.2646, Forward time: 2.2735, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.3785 [2020-11-08 19:57:08,397][root][INFO] - ===> Epoch[153](3963/26): Loss 1.1219, Sem 0.7196, dir -0.0810, norm 0.4833, swav 0.0000 LR: 6.350e-02 Score 77.476 Data time: 0.2051, Forward time: 2.2735, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 6.0892 [2020-11-08 19:57:12,980][root][INFO] - ===> Epoch[153](3964/26): Loss 1.0038, Sem 0.7183, dir -0.0818, norm 0.3673, swav 0.0000 LR: 6.349e-02 Score 76.981 Data time: 0.2155, Forward time: 2.2735, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.4787 [2020-11-08 19:57:17,755][root][INFO] - ===> Epoch[153](3965/26): Loss 1.1419, Sem 0.8462, dir -0.0628, norm 0.3584, swav 0.0000 LR: 6.348e-02 Score 73.040 Data time: 0.2020, Forward time: 2.2734, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.6589 [2020-11-08 19:57:22,581][root][INFO] - ===> Epoch[153](3966/26): Loss 1.0305, Sem 0.7657, dir -0.1305, norm 0.3952, swav 0.0000 LR: 6.347e-02 Score 76.452 Data time: 0.2263, Forward time: 2.2735, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.7193 [2020-11-08 19:57:28,410][root][INFO] - ===> Epoch[153](3967/26): Loss 1.0916, Sem 0.7671, dir -0.0806, norm 0.4051, swav 0.0000 LR: 6.346e-02 Score 75.634 Data time: 0.2176, Forward time: 2.2734, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.7065 [2020-11-08 19:57:33,990][root][INFO] - ===> Epoch[153](3968/26): Loss 1.1596, Sem 0.8200, dir -0.0414, norm 0.3810, swav 0.0000 LR: 6.345e-02 Score 74.201 Data time: 0.2396, Forward time: 2.2734, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.4610 [2020-11-08 19:57:39,434][root][INFO] - ===> Epoch[153](3969/26): Loss 1.0110, Sem 0.7234, dir -0.1020, norm 0.3895, swav 0.0000 LR: 6.344e-02 Score 76.405 Data time: 0.2123, Forward time: 2.2734, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.3462 [2020-11-08 19:57:45,622][root][INFO] - ===> Epoch[153](3970/26): Loss 1.1041, Sem 0.8465, dir -0.1358, norm 0.3935, swav 0.0000 LR: 6.343e-02 Score 74.403 Data time: 0.1815, Forward time: 2.2733, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.1003 [2020-11-08 19:57:51,388][root][INFO] - ===> Epoch[153](3971/26): Loss 1.1390, Sem 0.8068, dir -0.0678, norm 0.3999, swav 0.0000 LR: 6.342e-02 Score 74.000 Data time: 0.1833, Forward time: 2.2732, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.6691 [2020-11-08 19:57:56,744][root][INFO] - ===> Epoch[153](3972/26): Loss 1.2037, Sem 0.8282, dir -0.0694, norm 0.4449, swav 0.0000 LR: 6.341e-02 Score 74.568 Data time: 0.2365, Forward time: 2.2733, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.2622 [2020-11-08 19:58:02,770][root][INFO] - ===> Epoch[153](3973/26): Loss 1.2379, Sem 0.8670, dir -0.0825, norm 0.4533, swav 0.0000 LR: 6.340e-02 Score 74.693 Data time: 0.2159, Forward time: 2.2733, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.9030 [2020-11-08 19:58:08,975][root][INFO] - ===> Epoch[153](3974/26): Loss 1.0571, Sem 0.7753, dir -0.1016, norm 0.3834, swav 0.0000 LR: 6.339e-02 Score 77.670 Data time: 0.3147, Forward time: 2.2735, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.1059 [2020-11-08 19:58:14,810][root][INFO] - ===> Epoch[153](3975/26): Loss 1.1246, Sem 0.7500, dir -0.0681, norm 0.4427, swav 0.0000 LR: 6.339e-02 Score 75.337 Data time: 0.2784, Forward time: 2.2737, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.6914 [2020-11-08 19:58:21,062][root][INFO] - ===> Epoch[153](3976/26): Loss 1.1073, Sem 0.8089, dir -0.1060, norm 0.4044, swav 0.0000 LR: 6.338e-02 Score 75.112 Data time: 0.2418, Forward time: 2.2738, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.1066 [2020-11-08 19:58:26,890][root][INFO] - ===> Epoch[153](3977/26): Loss 1.2344, Sem 0.8994, dir -0.1901, norm 0.5251, swav 0.0000 LR: 6.337e-02 Score 71.654 Data time: 0.2450, Forward time: 2.2738, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.7237 [2020-11-08 19:58:31,945][root][INFO] - ===> Epoch[153](3978/26): Loss 1.0143, Sem 0.7547, dir -0.0782, norm 0.3378, swav 0.0000 LR: 6.336e-02 Score 76.055 Data time: 0.2066, Forward time: 2.2737, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.9492 [2020-11-08 19:58:38,178][root][INFO] - ===> Epoch[154](3979/26): Loss 1.0400, Sem 0.7599, dir -0.0464, norm 0.3266, swav 0.0000 LR: 6.335e-02 Score 76.271 Data time: 0.2349, Forward time: 2.2738, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.1384 [2020-11-08 19:58:42,920][root][INFO] - ===> Epoch[154](3980/26): Loss 0.9726, Sem 0.7955, dir -0.1431, norm 0.3202, swav 0.0000 LR: 6.334e-02 Score 75.313 Data time: 0.1435, Forward time: 2.2737, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.6186 [2020-11-08 19:58:49,104][root][INFO] - ===> Epoch[154](3981/26): Loss 1.0959, Sem 0.8026, dir -0.0879, norm 0.3812, swav 0.0000 LR: 6.333e-02 Score 73.202 Data time: 0.1697, Forward time: 2.2736, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.0987 [2020-11-08 19:58:53,954][root][INFO] - ===> Epoch[154](3982/26): Loss 1.0415, Sem 0.7360, dir -0.0828, norm 0.3883, swav 0.0000 LR: 6.332e-02 Score 79.221 Data time: 0.1815, Forward time: 2.2735, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.7556 [2020-11-08 19:58:59,618][root][INFO] - ===> Epoch[154](3983/26): Loss 1.1032, Sem 0.8317, dir -0.1314, norm 0.4029, swav 0.0000 LR: 6.331e-02 Score 75.152 Data time: 0.1783, Forward time: 2.2734, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.5868 [2020-11-08 19:59:04,318][root][INFO] - ===> Epoch[154](3984/26): Loss 1.2562, Sem 0.7939, dir -0.1030, norm 0.5652, swav 0.0000 LR: 6.330e-02 Score 75.637 Data time: 0.1791, Forward time: 2.2733, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.6016 [2020-11-08 19:59:11,541][root][INFO] - ===> Epoch[154](3985/26): Loss 1.2296, Sem 0.8099, dir -0.0607, norm 0.4804, swav 0.0000 LR: 6.329e-02 Score 73.014 Data time: 0.3471, Forward time: 2.2736, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 7.1236 [2020-11-08 19:59:17,808][root][INFO] - ===> Epoch[154](3986/26): Loss 1.0904, Sem 0.7787, dir -0.1309, norm 0.4426, swav 0.0000 LR: 6.328e-02 Score 76.868 Data time: 0.2631, Forward time: 2.2737, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.1466 [2020-11-08 19:59:22,429][root][INFO] - ===> Epoch[154](3987/26): Loss 1.0331, Sem 0.6356, dir -0.0727, norm 0.4703, swav 0.0000 LR: 6.327e-02 Score 81.308 Data time: 0.2053, Forward time: 2.2737, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 4.5182 [2020-11-08 19:59:26,482][root][INFO] - ===> Epoch[154](3988/26): Loss 1.1605, Sem 0.7978, dir -0.0454, norm 0.4081, swav 0.0000 LR: 6.326e-02 Score 74.299 Data time: 0.1752, Forward time: 2.2736, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 3.9406 [2020-11-08 19:59:34,116][root][INFO] - ===> Epoch[154](3989/26): Loss 1.0292, Sem 0.6900, dir -0.0790, norm 0.4183, swav 0.0000 LR: 6.325e-02 Score 78.286 Data time: 0.1902, Forward time: 2.2735, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 7.5433 [2020-11-08 19:59:40,000][root][INFO] - ===> Epoch[154](3990/26): Loss 1.2413, Sem 0.9227, dir -0.0879, norm 0.4066, swav 0.0000 LR: 6.324e-02 Score 72.107 Data time: 0.2121, Forward time: 2.2735, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.7771 [2020-11-08 19:59:46,369][root][INFO] - ===> Epoch[154](3991/26): Loss 1.1512, Sem 0.7639, dir -0.0824, norm 0.4697, swav 0.0000 LR: 6.323e-02 Score 75.663 Data time: 0.2207, Forward time: 2.2735, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.2634 [2020-11-08 19:59:51,848][root][INFO] - ===> Epoch[154](3992/26): Loss 1.0678, Sem 0.7345, dir -0.0912, norm 0.4245, swav 0.0000 LR: 6.322e-02 Score 78.108 Data time: 0.2215, Forward time: 2.2735, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.3518 [2020-11-08 19:59:57,029][root][INFO] - ===> Epoch[154](3993/26): Loss 1.1004, Sem 0.7285, dir -0.0804, norm 0.4523, swav 0.0000 LR: 6.321e-02 Score 76.067 Data time: 0.2103, Forward time: 2.2736, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.0769 [2020-11-08 20:00:04,355][root][INFO] - ===> Epoch[154](3994/26): Loss 1.0712, Sem 0.7937, dir -0.0890, norm 0.3665, swav 0.0000 LR: 6.321e-02 Score 76.075 Data time: 0.1974, Forward time: 2.2735, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 7.2155 [2020-11-08 20:00:10,511][root][INFO] - ===> Epoch[154](3995/26): Loss 1.0459, Sem 0.7506, dir -0.1003, norm 0.3956, swav 0.0000 LR: 6.320e-02 Score 76.869 Data time: 0.2130, Forward time: 2.2735, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.0535 [2020-11-08 20:00:16,257][root][INFO] - ===> Epoch[154](3996/26): Loss 0.9783, Sem 0.6878, dir -0.0988, norm 0.3893, swav 0.0000 LR: 6.319e-02 Score 81.132 Data time: 0.2832, Forward time: 2.2737, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.6425 [2020-11-08 20:00:22,479][root][INFO] - ===> Epoch[154](3997/26): Loss 1.1401, Sem 0.7661, dir -0.0854, norm 0.4594, swav 0.0000 LR: 6.318e-02 Score 76.922 Data time: 0.2476, Forward time: 2.2738, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.1052 [2020-11-08 20:00:28,607][root][INFO] - ===> Epoch[154](3998/26): Loss 1.1073, Sem 0.8621, dir -0.0884, norm 0.3336, swav 0.0000 LR: 6.317e-02 Score 69.993 Data time: 0.2107, Forward time: 2.2738, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.9861 [2020-11-08 20:00:34,048][root][INFO] - ===> Epoch[154](3999/26): Loss 0.9446, Sem 0.6421, dir -0.0721, norm 0.3746, swav 0.0000 LR: 6.316e-02 Score 79.399 Data time: 0.1711, Forward time: 2.2736, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.3331 [2020-11-08 20:00:39,671][root][INFO] - ===> Epoch[154](4000/26): Loss 1.0799, Sem 0.7584, dir -0.1013, norm 0.4229, swav 0.0000 LR: 6.315e-02 Score 76.036 Data time: 0.2235, Forward time: 2.2737, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.5738 [2020-11-08 20:00:40,377][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 20:00:40,645][root][INFO] - ===> Start testing [2020-11-08 20:02:09,570][root][INFO] - 101/312: Data time: 0.0119, Iter time: 0.3280 Loss 0.856 (AVG: 0.822) Score 74.360 (AVG: 75.524) mIOU 36.755 mAP 53.601 mAcc 49.467 IOU: 68.913 94.695 40.226 61.169 76.478 45.065 49.326 2.062 29.738 28.886 0.000 10.037 29.400 47.027 0.000 33.331 44.607 11.036 42.276 20.834 mAP: 71.203 96.759 48.574 69.740 84.782 71.373 62.854 24.378 38.552 53.780 8.310 43.360 46.510 65.825 11.493 73.321 70.173 28.309 76.199 26.517 mAcc: 90.954 97.574 58.115 71.161 89.118 51.600 59.017 2.185 44.625 34.377 0.000 10.885 65.901 71.032 0.000 65.415 55.856 14.281 69.842 37.397 [2020-11-08 20:03:28,611][root][INFO] - 201/312: Data time: 0.0060, Iter time: 0.2160 Loss 0.984 (AVG: 0.823) Score 68.919 (AVG: 75.043) mIOU 35.239 mAP 52.195 mAcc 46.874 IOU: 69.091 94.821 37.485 56.694 73.851 45.630 47.705 3.344 28.441 32.059 0.000 9.998 30.638 40.396 0.000 24.776 40.313 11.697 38.420 19.421 mAP: 70.834 96.918 44.982 58.686 82.284 71.705 59.460 25.553 38.812 52.234 7.772 43.387 48.868 62.897 10.342 68.675 72.371 31.578 69.114 27.425 mAcc: 90.862 97.592 56.108 68.656 88.772 50.967 57.262 3.572 41.514 36.477 0.000 10.891 60.627 59.366 0.000 40.088 53.124 14.575 69.434 37.583 [2020-11-08 20:04:53,779][root][INFO] - 301/312: Data time: 0.0085, Iter time: 0.5217 Loss 0.605 (AVG: 0.846) Score 82.590 (AVG: 74.560) mIOU 35.234 mAP 51.602 mAcc 46.762 IOU: 67.996 95.100 33.393 53.541 73.834 45.803 48.376 3.382 28.751 31.370 0.000 9.181 30.473 44.312 0.000 25.889 40.467 11.821 42.914 18.074 mAP: 69.926 96.908 42.447 61.740 81.281 70.408 58.550 24.650 38.574 52.253 7.222 43.883 46.943 62.221 10.392 63.513 70.905 31.691 71.057 27.474 mAcc: 90.492 97.689 52.535 72.719 88.039 51.449 57.595 3.602 40.476 36.410 0.000 10.125 60.488 63.009 0.000 40.520 54.884 14.672 70.024 30.518 [2020-11-08 20:05:02,873][root][INFO] - 312/312: Data time: 0.0039, Iter time: 0.3899 Loss 1.553 (AVG: 0.847) Score 51.426 (AVG: 74.547) mIOU 34.998 mAP 51.345 mAcc 46.509 IOU: 68.307 95.131 32.953 52.493 73.637 45.555 47.926 3.364 28.488 31.077 0.000 9.053 29.692 44.241 0.000 25.642 40.128 11.552 42.737 17.983 mAP: 70.342 96.939 42.443 61.035 81.108 69.491 58.324 24.545 37.986 51.388 7.395 44.139 47.010 61.683 10.427 62.214 70.713 31.112 71.057 27.557 mAcc: 90.534 97.724 52.766 70.623 87.689 51.273 57.283 3.591 40.128 36.216 0.000 9.975 59.820 62.985 0.000 40.205 54.830 14.390 70.024 30.115 [2020-11-08 20:05:02,874][root][INFO] - Finished test. Elapsed time: 262.2279 [2020-11-08 20:05:20,305][root][INFO] - [2020-11-08 20:05:20,305][root][INFO] - ################################################################ [2020-11-08 20:05:20,305][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 20:05:20,305][root][INFO] - ################################################################ [2020-11-08 20:05:20,305][root][INFO] - cabinet : 0.004 0.015 0.115 [2020-11-08 20:05:20,305][root][INFO] - bed : 0.076 0.276 0.480 [2020-11-08 20:05:20,305][root][INFO] - chair : 0.226 0.459 0.634 [2020-11-08 20:05:20,306][root][INFO] - sofa : 0.002 0.009 0.114 [2020-11-08 20:05:20,306][root][INFO] - table : 0.029 0.100 0.269 [2020-11-08 20:05:20,306][root][INFO] - door : 0.000 0.000 0.000 [2020-11-08 20:05:20,306][root][INFO] - window : 0.005 0.022 0.101 [2020-11-08 20:05:20,306][root][INFO] - bookshelf : 0.000 0.000 0.026 [2020-11-08 20:05:20,306][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 20:05:20,306][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-08 20:05:20,306][root][INFO] - desk : 0.000 0.002 0.080 [2020-11-08 20:05:20,306][root][INFO] - curtain : 0.043 0.114 0.194 [2020-11-08 20:05:20,306][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 20:05:20,306][root][INFO] - shower curtain : 0.007 0.033 0.223 [2020-11-08 20:05:20,306][root][INFO] - toilet : 0.037 0.156 0.450 [2020-11-08 20:05:20,306][root][INFO] - sink : 0.000 0.000 0.045 [2020-11-08 20:05:20,306][root][INFO] - bathtub : 0.002 0.009 0.118 [2020-11-08 20:05:20,306][root][INFO] - otherfurniture : 0.020 0.061 0.177 [2020-11-08 20:05:20,306][root][INFO] - ---------------------------------------------------------------- [2020-11-08 20:05:20,306][root][INFO] - average : 0.025 0.070 0.168 [2020-11-08 20:05:20,306][root][INFO] - [2020-11-08 20:05:20,669][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 20:05:21,325][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 20:05:21,579][root][INFO] - Current best mIoU: 34.998 at iter 4000 [2020-11-08 20:05:25,235][root][INFO] - ===> Epoch[154](4001/26): Loss 0.9989, Sem 0.7401, dir -0.0791, norm 0.3379, swav 0.0000 LR: 6.314e-02 Score 77.646 Data time: 0.1549, Forward time: 2.2736, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 3.6503 [2020-11-08 20:05:30,209][root][INFO] - ===> Epoch[154](4002/26): Loss 0.9831, Sem 0.6762, dir -0.0678, norm 0.3747, swav 0.0000 LR: 6.313e-02 Score 78.812 Data time: 0.2123, Forward time: 2.2736, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.8853 [2020-11-08 20:05:36,754][root][INFO] - ===> Epoch[154](4003/26): Loss 1.0814, Sem 0.8472, dir -0.0763, norm 0.3104, swav 0.0000 LR: 6.312e-02 Score 73.883 Data time: 0.1792, Forward time: 2.2736, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.4197 [2020-11-08 20:05:42,789][root][INFO] - ===> Epoch[154](4004/26): Loss 1.0104, Sem 0.6956, dir -0.0520, norm 0.3669, swav 0.0000 LR: 6.311e-02 Score 78.205 Data time: 0.1860, Forward time: 2.2735, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.9352 [2020-11-08 20:05:49,201][root][INFO] - ===> Epoch[155](4005/26): Loss 1.0683, Sem 0.7782, dir -0.0469, norm 0.3370, swav 0.0000 LR: 6.310e-02 Score 78.010 Data time: 0.2711, Forward time: 2.2736, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.3080 [2020-11-08 20:05:55,591][root][INFO] - ===> Epoch[155](4006/26): Loss 1.0223, Sem 0.6484, dir -0.0816, norm 0.4554, swav 0.0000 LR: 6.309e-02 Score 78.334 Data time: 0.2255, Forward time: 2.2735, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.2365 [2020-11-08 20:06:01,186][root][INFO] - ===> Epoch[155](4007/26): Loss 0.9064, Sem 0.6335, dir -0.0843, norm 0.3572, swav 0.0000 LR: 6.308e-02 Score 79.316 Data time: 0.1756, Forward time: 2.2734, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.4812 [2020-11-08 20:06:06,350][root][INFO] - ===> Epoch[155](4008/26): Loss 1.1414, Sem 0.8465, dir -0.0558, norm 0.3507, swav 0.0000 LR: 6.307e-02 Score 73.097 Data time: 0.2404, Forward time: 2.2735, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.1040 [2020-11-08 20:06:13,249][root][INFO] - ===> Epoch[155](4009/26): Loss 1.0336, Sem 0.7349, dir -0.0675, norm 0.3662, swav 0.0000 LR: 6.306e-02 Score 78.680 Data time: 0.2194, Forward time: 2.2735, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.7891 [2020-11-08 20:06:19,028][root][INFO] - ===> Epoch[155](4010/26): Loss 0.9846, Sem 0.7213, dir -0.0485, norm 0.3118, swav 0.0000 LR: 6.305e-02 Score 76.186 Data time: 0.1863, Forward time: 2.2734, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.6728 [2020-11-08 20:06:24,516][root][INFO] - ===> Epoch[155](4011/26): Loss 1.1137, Sem 0.8059, dir -0.0817, norm 0.3894, swav 0.0000 LR: 6.304e-02 Score 74.892 Data time: 0.2422, Forward time: 2.2734, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.4135 [2020-11-08 20:06:31,075][root][INFO] - ===> Epoch[155](4012/26): Loss 0.8349, Sem 0.6497, dir -0.0950, norm 0.2802, swav 0.0000 LR: 6.303e-02 Score 78.910 Data time: 0.1593, Forward time: 2.2733, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.4311 [2020-11-08 20:06:37,444][root][INFO] - ===> Epoch[155](4013/26): Loss 0.9993, Sem 0.6689, dir -0.0714, norm 0.4018, swav 0.0000 LR: 6.303e-02 Score 78.716 Data time: 0.2757, Forward time: 2.2734, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.2765 [2020-11-08 20:06:43,233][root][INFO] - ===> Epoch[155](4014/26): Loss 1.2236, Sem 0.8346, dir -0.0523, norm 0.4412, swav 0.0000 LR: 6.302e-02 Score 75.141 Data time: 0.1780, Forward time: 2.2733, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.6753 [2020-11-08 20:06:47,953][root][INFO] - ===> Epoch[155](4015/26): Loss 1.2374, Sem 0.8018, dir -0.0692, norm 0.5048, swav 0.0000 LR: 6.301e-02 Score 75.084 Data time: 0.2293, Forward time: 2.2733, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.6325 [2020-11-08 20:06:52,495][root][INFO] - ===> Epoch[155](4016/26): Loss 1.1262, Sem 0.9115, dir -0.1138, norm 0.3286, swav 0.0000 LR: 6.300e-02 Score 71.994 Data time: 0.2194, Forward time: 2.2732, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.4377 [2020-11-08 20:06:58,245][root][INFO] - ===> Epoch[155](4017/26): Loss 1.1112, Sem 0.7934, dir -0.0585, norm 0.3763, swav 0.0000 LR: 6.299e-02 Score 74.330 Data time: 0.1824, Forward time: 2.2732, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.6524 [2020-11-08 20:07:03,983][root][INFO] - ===> Epoch[155](4018/26): Loss 1.1424, Sem 0.7755, dir -0.0736, norm 0.4406, swav 0.0000 LR: 6.298e-02 Score 74.139 Data time: 0.1794, Forward time: 2.2730, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.6443 [2020-11-08 20:07:09,658][root][INFO] - ===> Epoch[155](4019/26): Loss 1.0161, Sem 0.7317, dir -0.0975, norm 0.3818, swav 0.0000 LR: 6.297e-02 Score 78.819 Data time: 0.2173, Forward time: 2.2730, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.5873 [2020-11-08 20:07:15,189][root][INFO] - ===> Epoch[155](4020/26): Loss 1.2027, Sem 0.8017, dir -0.0900, norm 0.4909, swav 0.0000 LR: 6.296e-02 Score 76.163 Data time: 0.2495, Forward time: 2.2731, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.4199 [2020-11-08 20:07:20,585][root][INFO] - ===> Epoch[155](4021/26): Loss 0.8613, Sem 0.6725, dir -0.1139, norm 0.3028, swav 0.0000 LR: 6.295e-02 Score 79.117 Data time: 0.2220, Forward time: 2.2732, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.2609 [2020-11-08 20:07:27,308][root][INFO] - ===> Epoch[155](4022/26): Loss 1.1077, Sem 0.7518, dir -0.0829, norm 0.4388, swav 0.0000 LR: 6.294e-02 Score 78.642 Data time: 0.2180, Forward time: 2.2731, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.5937 [2020-11-08 20:07:33,211][root][INFO] - ===> Epoch[155](4023/26): Loss 1.0720, Sem 0.7079, dir -0.0593, norm 0.4234, swav 0.0000 LR: 6.293e-02 Score 78.330 Data time: 0.2825, Forward time: 2.2733, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.7983 [2020-11-08 20:07:39,338][root][INFO] - ===> Epoch[155](4024/26): Loss 1.0196, Sem 0.7650, dir -0.1072, norm 0.3618, swav 0.0000 LR: 6.292e-02 Score 76.208 Data time: 0.2261, Forward time: 2.2734, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.0058 [2020-11-08 20:07:44,891][root][INFO] - ===> Epoch[155](4025/26): Loss 1.0709, Sem 0.7122, dir -0.0981, norm 0.4569, swav 0.0000 LR: 6.291e-02 Score 75.511 Data time: 0.2730, Forward time: 2.2735, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.4134 [2020-11-08 20:07:50,111][root][INFO] - ===> Epoch[155](4026/26): Loss 1.2834, Sem 0.7661, dir -0.0751, norm 0.5923, swav 0.0000 LR: 6.290e-02 Score 78.184 Data time: 0.2369, Forward time: 2.2735, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.0933 [2020-11-08 20:07:55,453][root][INFO] - ===> Epoch[155](4027/26): Loss 1.0913, Sem 0.7240, dir -0.1209, norm 0.4883, swav 0.0000 LR: 6.289e-02 Score 78.581 Data time: 0.2132, Forward time: 2.2735, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.2399 [2020-11-08 20:08:00,933][root][INFO] - ===> Epoch[155](4028/26): Loss 0.9388, Sem 0.6575, dir -0.1162, norm 0.3975, swav 0.0000 LR: 6.288e-02 Score 78.296 Data time: 0.1420, Forward time: 2.2734, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.3587 [2020-11-08 20:08:06,670][root][INFO] - ===> Epoch[155](4029/26): Loss 1.0376, Sem 0.7955, dir -0.1051, norm 0.3471, swav 0.0000 LR: 6.287e-02 Score 75.708 Data time: 0.2136, Forward time: 2.2733, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.6542 [2020-11-08 20:08:13,237][root][INFO] - ===> Epoch[155](4030/26): Loss 0.9849, Sem 0.6172, dir -0.0908, norm 0.4584, swav 0.0000 LR: 6.286e-02 Score 80.975 Data time: 0.2264, Forward time: 2.2734, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.4451 [2020-11-08 20:08:18,060][root][INFO] - ===> Epoch[156](4031/26): Loss 1.0050, Sem 0.6905, dir -0.0635, norm 0.3780, swav 0.0000 LR: 6.285e-02 Score 77.895 Data time: 0.2001, Forward time: 2.2733, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.7101 [2020-11-08 20:08:23,858][root][INFO] - ===> Epoch[156](4032/26): Loss 1.0569, Sem 0.7495, dir -0.0683, norm 0.3757, swav 0.0000 LR: 6.285e-02 Score 74.826 Data time: 0.2213, Forward time: 2.2733, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.6892 [2020-11-08 20:08:28,721][root][INFO] - ===> Epoch[156](4033/26): Loss 1.0684, Sem 0.7294, dir -0.0925, norm 0.4315, swav 0.0000 LR: 6.284e-02 Score 78.815 Data time: 0.2316, Forward time: 2.2734, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.7290 [2020-11-08 20:08:33,860][root][INFO] - ===> Epoch[156](4034/26): Loss 1.0726, Sem 0.6199, dir -0.0529, norm 0.5055, swav 0.0000 LR: 6.283e-02 Score 81.567 Data time: 0.1848, Forward time: 2.2733, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.0163 [2020-11-08 20:08:39,857][root][INFO] - ===> Epoch[156](4035/26): Loss 1.1790, Sem 0.7310, dir -0.0354, norm 0.4835, swav 0.0000 LR: 6.282e-02 Score 75.975 Data time: 0.1859, Forward time: 2.2732, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.8826 [2020-11-08 20:08:46,189][root][INFO] - ===> Epoch[156](4036/26): Loss 1.0878, Sem 0.7288, dir -0.0664, norm 0.4253, swav 0.0000 LR: 6.281e-02 Score 76.760 Data time: 0.2531, Forward time: 2.2733, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.2360 [2020-11-08 20:08:51,951][root][INFO] - ===> Epoch[156](4037/26): Loss 0.8692, Sem 0.6157, dir -0.1386, norm 0.3920, swav 0.0000 LR: 6.280e-02 Score 78.725 Data time: 0.2866, Forward time: 2.2734, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.6198 [2020-11-08 20:08:58,876][root][INFO] - ===> Epoch[156](4038/26): Loss 1.0680, Sem 0.7030, dir -0.1011, norm 0.4662, swav 0.0000 LR: 6.279e-02 Score 78.254 Data time: 0.2570, Forward time: 2.2735, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.8006 [2020-11-08 20:09:03,714][root][INFO] - ===> Epoch[156](4039/26): Loss 1.1939, Sem 0.7703, dir -0.0562, norm 0.4798, swav 0.0000 LR: 6.278e-02 Score 78.132 Data time: 0.2027, Forward time: 2.2735, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.7141 [2020-11-08 20:09:08,613][root][INFO] - ===> Epoch[156](4040/26): Loss 1.1599, Sem 0.6701, dir -0.0458, norm 0.5356, swav 0.0000 LR: 6.277e-02 Score 80.293 Data time: 0.1922, Forward time: 2.2734, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.7812 [2020-11-08 20:09:15,112][root][INFO] - ===> Epoch[156](4041/26): Loss 1.1127, Sem 0.7401, dir -0.0686, norm 0.4412, swav 0.0000 LR: 6.276e-02 Score 77.860 Data time: 0.1897, Forward time: 2.2734, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.4008 [2020-11-08 20:09:21,171][root][INFO] - ===> Epoch[156](4042/26): Loss 1.0283, Sem 0.7181, dir -0.1063, norm 0.4164, swav 0.0000 LR: 6.275e-02 Score 75.619 Data time: 0.1969, Forward time: 2.2733, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.9646 [2020-11-08 20:09:26,671][root][INFO] - ===> Epoch[156](4043/26): Loss 1.1664, Sem 0.8376, dir -0.0830, norm 0.4118, swav 0.0000 LR: 6.274e-02 Score 76.992 Data time: 0.2646, Forward time: 2.2735, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.3963 [2020-11-08 20:09:31,823][root][INFO] - ===> Epoch[156](4044/26): Loss 1.1237, Sem 0.7830, dir -0.0956, norm 0.4363, swav 0.0000 LR: 6.273e-02 Score 72.847 Data time: 0.2520, Forward time: 2.2736, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.0190 [2020-11-08 20:09:37,094][root][INFO] - ===> Epoch[156](4045/26): Loss 1.0887, Sem 0.7922, dir -0.0819, norm 0.3785, swav 0.0000 LR: 6.272e-02 Score 74.006 Data time: 0.2460, Forward time: 2.2735, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.1514 [2020-11-08 20:09:42,641][root][INFO] - ===> Epoch[156](4046/26): Loss 1.2095, Sem 0.8646, dir -0.1167, norm 0.4616, swav 0.0000 LR: 6.271e-02 Score 71.201 Data time: 0.2614, Forward time: 2.2736, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.4329 [2020-11-08 20:09:48,575][root][INFO] - ===> Epoch[156](4047/26): Loss 0.8125, Sem 0.5943, dir -0.1162, norm 0.3345, swav 0.0000 LR: 6.270e-02 Score 80.783 Data time: 0.2825, Forward time: 2.2738, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.8145 [2020-11-08 20:09:54,249][root][INFO] - ===> Epoch[156](4048/26): Loss 1.1249, Sem 0.8147, dir -0.1182, norm 0.4284, swav 0.0000 LR: 6.269e-02 Score 75.440 Data time: 0.2151, Forward time: 2.2739, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 5.5335 [2020-11-08 20:09:59,778][root][INFO] - ===> Epoch[156](4049/26): Loss 1.0500, Sem 0.7474, dir -0.0798, norm 0.3823, swav 0.0000 LR: 6.268e-02 Score 77.247 Data time: 0.1435, Forward time: 2.2737, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.4222 [2020-11-08 20:10:06,987][root][INFO] - ===> Epoch[156](4050/26): Loss 1.2511, Sem 0.8977, dir -0.1030, norm 0.4563, swav 0.0000 LR: 6.267e-02 Score 71.565 Data time: 0.2572, Forward time: 2.2738, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 7.1141 [2020-11-08 20:10:14,722][root][INFO] - ===> Epoch[156](4051/26): Loss 0.9221, Sem 0.6850, dir -0.0671, norm 0.3042, swav 0.0000 LR: 6.267e-02 Score 77.961 Data time: 0.2414, Forward time: 2.2739, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 7.6079 [2020-11-08 20:10:20,335][root][INFO] - ===> Epoch[156](4052/26): Loss 1.0518, Sem 0.7045, dir -0.0745, norm 0.4218, swav 0.0000 LR: 6.266e-02 Score 82.136 Data time: 0.2608, Forward time: 2.2740, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.5065 [2020-11-08 20:10:27,351][root][INFO] - ===> Epoch[156](4053/26): Loss 0.9870, Sem 0.6948, dir -0.0613, norm 0.3535, swav 0.0000 LR: 6.265e-02 Score 76.975 Data time: 0.2143, Forward time: 2.2740, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.8977 [2020-11-08 20:10:33,391][root][INFO] - ===> Epoch[156](4054/26): Loss 1.0409, Sem 0.8076, dir -0.1316, norm 0.3649, swav 0.0000 LR: 6.264e-02 Score 75.126 Data time: 0.2687, Forward time: 2.2741, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.9368 [2020-11-08 20:10:39,843][root][INFO] - ===> Epoch[156](4055/26): Loss 1.1759, Sem 0.7219, dir -0.0585, norm 0.5125, swav 0.0000 LR: 6.263e-02 Score 77.728 Data time: 0.2965, Forward time: 2.2744, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.3348 [2020-11-08 20:10:45,304][root][INFO] - ===> Epoch[156](4056/26): Loss 1.2847, Sem 0.8626, dir -0.0546, norm 0.4767, swav 0.0000 LR: 6.262e-02 Score 71.733 Data time: 0.2571, Forward time: 2.2745, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.3187 [2020-11-08 20:10:51,571][root][INFO] - ===> Epoch[157](4057/26): Loss 1.0042, Sem 0.6519, dir -0.0704, norm 0.4226, swav 0.0000 LR: 6.261e-02 Score 79.223 Data time: 0.2235, Forward time: 2.2745, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.1527 [2020-11-08 20:10:56,843][root][INFO] - ===> Epoch[157](4058/26): Loss 1.0125, Sem 0.6876, dir -0.1132, norm 0.4382, swav 0.0000 LR: 6.260e-02 Score 79.769 Data time: 0.1646, Forward time: 2.2743, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.1903 [2020-11-08 20:11:03,486][root][INFO] - ===> Epoch[157](4059/26): Loss 0.9276, Sem 0.6918, dir -0.0508, norm 0.2867, swav 0.0000 LR: 6.259e-02 Score 77.770 Data time: 0.1971, Forward time: 2.2743, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.5814 [2020-11-08 20:11:08,386][root][INFO] - ===> Epoch[157](4060/26): Loss 0.9541, Sem 0.7280, dir -0.0969, norm 0.3230, swav 0.0000 LR: 6.258e-02 Score 78.759 Data time: 0.1915, Forward time: 2.2742, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.8076 [2020-11-08 20:11:15,348][root][INFO] - ===> Epoch[157](4061/26): Loss 1.0437, Sem 0.6834, dir -0.0439, norm 0.4043, swav 0.0000 LR: 6.257e-02 Score 79.378 Data time: 0.1811, Forward time: 2.2741, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.8690 [2020-11-08 20:11:20,513][root][INFO] - ===> Epoch[157](4062/26): Loss 1.1853, Sem 0.7779, dir -0.0464, norm 0.4537, swav 0.0000 LR: 6.256e-02 Score 76.253 Data time: 0.2083, Forward time: 2.2741, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.0720 [2020-11-08 20:11:26,248][root][INFO] - ===> Epoch[157](4063/26): Loss 0.9473, Sem 0.7379, dir -0.1037, norm 0.3131, swav 0.0000 LR: 6.255e-02 Score 76.986 Data time: 0.1896, Forward time: 2.2740, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.6414 [2020-11-08 20:11:30,930][root][INFO] - ===> Epoch[157](4064/26): Loss 1.0520, Sem 0.7472, dir -0.0954, norm 0.4002, swav 0.0000 LR: 6.254e-02 Score 76.239 Data time: 0.2151, Forward time: 2.2740, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 4.6015 [2020-11-08 20:11:37,379][root][INFO] - ===> Epoch[157](4065/26): Loss 0.9888, Sem 0.7033, dir -0.0970, norm 0.3826, swav 0.0000 LR: 6.253e-02 Score 78.896 Data time: 0.2919, Forward time: 2.2742, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.3418 [2020-11-08 20:11:42,174][root][INFO] - ===> Epoch[157](4066/26): Loss 1.1864, Sem 0.7820, dir -0.0813, norm 0.4856, swav 0.0000 LR: 6.252e-02 Score 75.983 Data time: 0.1704, Forward time: 2.2741, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.6610 [2020-11-08 20:11:49,305][root][INFO] - ===> Epoch[157](4067/26): Loss 0.9459, Sem 0.6631, dir -0.1157, norm 0.3986, swav 0.0000 LR: 6.251e-02 Score 76.808 Data time: 0.1888, Forward time: 2.2741, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 7.0400 [2020-11-08 20:11:53,849][root][INFO] - ===> Epoch[157](4068/26): Loss 0.9727, Sem 0.6600, dir -0.0990, norm 0.4117, swav 0.0000 LR: 6.250e-02 Score 77.355 Data time: 0.1944, Forward time: 2.2740, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 4.4041 [2020-11-08 20:11:59,188][root][INFO] - ===> Epoch[157](4069/26): Loss 1.0253, Sem 0.7264, dir -0.0870, norm 0.3860, swav 0.0000 LR: 6.249e-02 Score 78.478 Data time: 0.1835, Forward time: 2.2739, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.2293 [2020-11-08 20:12:04,729][root][INFO] - ===> Epoch[157](4070/26): Loss 0.9943, Sem 0.7432, dir -0.1396, norm 0.3906, swav 0.0000 LR: 6.249e-02 Score 78.106 Data time: 0.2226, Forward time: 2.2739, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.4415 [2020-11-08 20:12:10,434][root][INFO] - ===> Epoch[157](4071/26): Loss 1.1058, Sem 0.8253, dir -0.0473, norm 0.3277, swav 0.0000 LR: 6.248e-02 Score 71.118 Data time: 0.2134, Forward time: 2.2739, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.5756 [2020-11-08 20:12:16,539][root][INFO] - ===> Epoch[157](4072/26): Loss 1.3128, Sem 0.8695, dir -0.0781, norm 0.5213, swav 0.0000 LR: 6.247e-02 Score 73.647 Data time: 0.2925, Forward time: 2.2741, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.0009 [2020-11-08 20:12:22,926][root][INFO] - ===> Epoch[157](4073/26): Loss 1.0017, Sem 0.7147, dir -0.0437, norm 0.3308, swav 0.0000 LR: 6.246e-02 Score 77.691 Data time: 0.2199, Forward time: 2.2741, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.2668 [2020-11-08 20:12:27,668][root][INFO] - ===> Epoch[157](4074/26): Loss 1.0834, Sem 0.7847, dir -0.1050, norm 0.4037, swav 0.0000 LR: 6.245e-02 Score 76.818 Data time: 0.2108, Forward time: 2.2741, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.6212 [2020-11-08 20:12:33,827][root][INFO] - ===> Epoch[157](4075/26): Loss 1.0873, Sem 0.7933, dir -0.1108, norm 0.4048, swav 0.0000 LR: 6.244e-02 Score 75.034 Data time: 0.2968, Forward time: 2.2743, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.0321 [2020-11-08 20:12:39,464][root][INFO] - ===> Epoch[157](4076/26): Loss 1.0900, Sem 0.7574, dir -0.1135, norm 0.4461, swav 0.0000 LR: 6.243e-02 Score 79.564 Data time: 0.2588, Forward time: 2.2744, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.5185 [2020-11-08 20:12:45,336][root][INFO] - ===> Epoch[157](4077/26): Loss 1.1244, Sem 0.8179, dir -0.1287, norm 0.4351, swav 0.0000 LR: 6.242e-02 Score 74.267 Data time: 0.1554, Forward time: 2.2743, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.7655 [2020-11-08 20:12:50,760][root][INFO] - ===> Epoch[157](4078/26): Loss 1.1722, Sem 0.8014, dir -0.1125, norm 0.4833, swav 0.0000 LR: 6.241e-02 Score 75.167 Data time: 0.2186, Forward time: 2.2743, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.3363 [2020-11-08 20:12:57,144][root][INFO] - ===> Epoch[157](4079/26): Loss 1.0288, Sem 0.6504, dir -0.0647, norm 0.4431, swav 0.0000 LR: 6.240e-02 Score 79.198 Data time: 0.2733, Forward time: 2.2744, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.2645 [2020-11-08 20:13:04,106][root][INFO] - ===> Epoch[157](4080/26): Loss 1.0816, Sem 0.7830, dir -0.1685, norm 0.4671, swav 0.0000 LR: 6.239e-02 Score 79.305 Data time: 0.2138, Forward time: 2.2744, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.8301 [2020-11-08 20:13:09,934][root][INFO] - ===> Epoch[157](4081/26): Loss 1.0980, Sem 0.7171, dir -0.0907, norm 0.4716, swav 0.0000 LR: 6.238e-02 Score 77.631 Data time: 0.2189, Forward time: 2.2744, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.7109 [2020-11-08 20:13:16,701][root][INFO] - ===> Epoch[157](4082/26): Loss 1.0583, Sem 0.8406, dir -0.1290, norm 0.3466, swav 0.0000 LR: 6.237e-02 Score 74.457 Data time: 0.1545, Forward time: 2.2742, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.6801 [2020-11-08 20:13:22,578][root][INFO] - ===> Epoch[158](4083/26): Loss 1.0435, Sem 0.7503, dir -0.0695, norm 0.3627, swav 0.0000 LR: 6.236e-02 Score 76.759 Data time: 0.1547, Forward time: 2.2741, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.8160 [2020-11-08 20:13:28,089][root][INFO] - ===> Epoch[158](4084/26): Loss 0.8646, Sem 0.6658, dir -0.0834, norm 0.2822, swav 0.0000 LR: 6.235e-02 Score 78.392 Data time: 0.2238, Forward time: 2.2741, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.4656 [2020-11-08 20:13:33,143][root][INFO] - ===> Epoch[158](4085/26): Loss 1.0511, Sem 0.7348, dir -0.0656, norm 0.3819, swav 0.0000 LR: 6.234e-02 Score 79.260 Data time: 0.1937, Forward time: 2.2741, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.9510 [2020-11-08 20:13:38,606][root][INFO] - ===> Epoch[158](4086/26): Loss 1.1109, Sem 0.7323, dir -0.0403, norm 0.4189, swav 0.0000 LR: 6.233e-02 Score 76.710 Data time: 0.2792, Forward time: 2.2742, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.3617 [2020-11-08 20:13:44,190][root][INFO] - ===> Epoch[158](4087/26): Loss 1.1449, Sem 0.8255, dir -0.0950, norm 0.4145, swav 0.0000 LR: 6.232e-02 Score 74.832 Data time: 0.2074, Forward time: 2.2742, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.4699 [2020-11-08 20:13:50,257][root][INFO] - ===> Epoch[158](4088/26): Loss 1.0150, Sem 0.7665, dir -0.0741, norm 0.3227, swav 0.0000 LR: 6.231e-02 Score 75.590 Data time: 0.2843, Forward time: 2.2744, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.9715 [2020-11-08 20:13:56,559][root][INFO] - ===> Epoch[158](4089/26): Loss 1.1863, Sem 0.8139, dir -0.1008, norm 0.4732, swav 0.0000 LR: 6.230e-02 Score 75.865 Data time: 0.2265, Forward time: 2.2745, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.1711 [2020-11-08 20:14:02,515][root][INFO] - ===> Epoch[158](4090/26): Loss 1.0442, Sem 0.7620, dir -0.1089, norm 0.3910, swav 0.0000 LR: 6.230e-02 Score 76.216 Data time: 0.1631, Forward time: 2.2744, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.8364 [2020-11-08 20:14:09,373][root][INFO] - ===> Epoch[158](4091/26): Loss 1.0902, Sem 0.6885, dir -0.0727, norm 0.4743, swav 0.0000 LR: 6.229e-02 Score 78.934 Data time: 0.1463, Forward time: 2.2742, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.7592 [2020-11-08 20:14:15,505][root][INFO] - ===> Epoch[158](4092/26): Loss 1.2164, Sem 0.8428, dir -0.0548, norm 0.4284, swav 0.0000 LR: 6.228e-02 Score 73.028 Data time: 0.1693, Forward time: 2.2740, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.0683 [2020-11-08 20:14:21,008][root][INFO] - ===> Epoch[158](4093/26): Loss 1.1716, Sem 0.8145, dir -0.0766, norm 0.4338, swav 0.0000 LR: 6.227e-02 Score 75.683 Data time: 0.2691, Forward time: 2.2742, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.4255 [2020-11-08 20:14:26,990][root][INFO] - ===> Epoch[158](4094/26): Loss 1.0987, Sem 0.7402, dir -0.0968, norm 0.4553, swav 0.0000 LR: 6.226e-02 Score 78.310 Data time: 0.2446, Forward time: 2.2743, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.8575 [2020-11-08 20:14:33,315][root][INFO] - ===> Epoch[158](4095/26): Loss 1.2027, Sem 0.8324, dir -0.0839, norm 0.4542, swav 0.0000 LR: 6.225e-02 Score 72.017 Data time: 0.2213, Forward time: 2.2743, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.1809 [2020-11-08 20:14:39,754][root][INFO] - ===> Epoch[158](4096/26): Loss 1.1251, Sem 0.7260, dir -0.0776, norm 0.4767, swav 0.0000 LR: 6.224e-02 Score 75.421 Data time: 0.2510, Forward time: 2.2744, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.3124 [2020-11-08 20:14:45,006][root][INFO] - ===> Epoch[158](4097/26): Loss 1.1264, Sem 0.7879, dir -0.0776, norm 0.4161, swav 0.0000 LR: 6.223e-02 Score 75.851 Data time: 0.2239, Forward time: 2.2744, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.1155 [2020-11-08 20:14:49,817][root][INFO] - ===> Epoch[158](4098/26): Loss 0.9110, Sem 0.6801, dir -0.1517, norm 0.3826, swav 0.0000 LR: 6.222e-02 Score 79.324 Data time: 0.2042, Forward time: 2.2744, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.6958 [2020-11-08 20:14:55,497][root][INFO] - ===> Epoch[158](4099/26): Loss 0.9636, Sem 0.6957, dir -0.1184, norm 0.3862, swav 0.0000 LR: 6.221e-02 Score 77.071 Data time: 0.2344, Forward time: 2.2745, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.5896 [2020-11-08 20:15:03,807][root][INFO] - ===> Epoch[158](4100/26): Loss 0.9281, Sem 0.6237, dir -0.0699, norm 0.3742, swav 0.0000 LR: 6.220e-02 Score 80.177 Data time: 0.2450, Forward time: 2.2746, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 8.1744 [2020-11-08 20:15:09,464][root][INFO] - ===> Epoch[158](4101/26): Loss 1.1963, Sem 0.8917, dir -0.0473, norm 0.3519, swav 0.0000 LR: 6.219e-02 Score 72.973 Data time: 0.2748, Forward time: 2.2748, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.5194 [2020-11-08 20:15:15,265][root][INFO] - ===> Epoch[158](4102/26): Loss 1.0464, Sem 0.7634, dir -0.1009, norm 0.3840, swav 0.0000 LR: 6.218e-02 Score 77.628 Data time: 0.2163, Forward time: 2.2748, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.6779 [2020-11-08 20:15:21,775][root][INFO] - ===> Epoch[158](4103/26): Loss 1.0058, Sem 0.7178, dir -0.0506, norm 0.3386, swav 0.0000 LR: 6.217e-02 Score 77.449 Data time: 0.2256, Forward time: 2.2748, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.3894 [2020-11-08 20:15:27,131][root][INFO] - ===> Epoch[158](4104/26): Loss 0.9835, Sem 0.6339, dir -0.0413, norm 0.3910, swav 0.0000 LR: 6.216e-02 Score 81.695 Data time: 0.2306, Forward time: 2.2749, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.2538 [2020-11-08 20:15:32,439][root][INFO] - ===> Epoch[158](4105/26): Loss 0.9537, Sem 0.6394, dir -0.0436, norm 0.3579, swav 0.0000 LR: 6.215e-02 Score 79.715 Data time: 0.2127, Forward time: 2.2749, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.1836 [2020-11-08 20:15:37,996][root][INFO] - ===> Epoch[158](4106/26): Loss 1.1356, Sem 0.8068, dir -0.0957, norm 0.4244, swav 0.0000 LR: 6.214e-02 Score 73.132 Data time: 0.1950, Forward time: 2.2749, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.4494 [2020-11-08 20:15:43,291][root][INFO] - ===> Epoch[158](4107/26): Loss 1.0522, Sem 0.7408, dir -0.0907, norm 0.4021, swav 0.0000 LR: 6.213e-02 Score 78.258 Data time: 0.1571, Forward time: 2.2747, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.1966 [2020-11-08 20:15:49,550][root][INFO] - ===> Epoch[158](4108/26): Loss 1.0647, Sem 0.7307, dir -0.0407, norm 0.3748, swav 0.0000 LR: 6.212e-02 Score 77.761 Data time: 0.2422, Forward time: 2.2748, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.1900 [2020-11-08 20:15:54,815][root][INFO] - ===> Epoch[159](4109/26): Loss 1.0415, Sem 0.7614, dir -0.1253, norm 0.4055, swav 0.0000 LR: 6.212e-02 Score 75.069 Data time: 0.2332, Forward time: 2.2749, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.1235 [2020-11-08 20:16:00,322][root][INFO] - ===> Epoch[159](4110/26): Loss 0.8548, Sem 0.6172, dir -0.0846, norm 0.3222, swav 0.0000 LR: 6.211e-02 Score 80.704 Data time: 0.2350, Forward time: 2.2750, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.3840 [2020-11-08 20:16:05,347][root][INFO] - ===> Epoch[159](4111/26): Loss 1.0237, Sem 0.7153, dir -0.0716, norm 0.3801, swav 0.0000 LR: 6.210e-02 Score 79.110 Data time: 0.1466, Forward time: 2.2748, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 4.8880 [2020-11-08 20:16:11,188][root][INFO] - ===> Epoch[159](4112/26): Loss 1.0343, Sem 0.7588, dir -0.0994, norm 0.3749, swav 0.0000 LR: 6.209e-02 Score 75.538 Data time: 0.2188, Forward time: 2.2748, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.7717 [2020-11-08 20:16:15,750][root][INFO] - ===> Epoch[159](4113/26): Loss 1.0062, Sem 0.7125, dir -0.0887, norm 0.3824, swav 0.0000 LR: 6.208e-02 Score 77.654 Data time: 0.1851, Forward time: 2.2748, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 4.4448 [2020-11-08 20:16:21,535][root][INFO] - ===> Epoch[159](4114/26): Loss 1.0376, Sem 0.7301, dir -0.0511, norm 0.3585, swav 0.0000 LR: 6.207e-02 Score 78.313 Data time: 0.1802, Forward time: 2.2747, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.6976 [2020-11-08 20:16:27,166][root][INFO] - ===> Epoch[159](4115/26): Loss 1.1952, Sem 0.8408, dir -0.0640, norm 0.4184, swav 0.0000 LR: 6.206e-02 Score 74.678 Data time: 0.2192, Forward time: 2.2747, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.5304 [2020-11-08 20:16:31,853][root][INFO] - ===> Epoch[159](4116/26): Loss 1.0335, Sem 0.6897, dir -0.0916, norm 0.4354, swav 0.0000 LR: 6.205e-02 Score 78.454 Data time: 0.2064, Forward time: 2.2747, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.5744 [2020-11-08 20:16:37,657][root][INFO] - ===> Epoch[159](4117/26): Loss 0.9641, Sem 0.7201, dir -0.1376, norm 0.3816, swav 0.0000 LR: 6.204e-02 Score 77.828 Data time: 0.1572, Forward time: 2.2745, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.7129 [2020-11-08 20:16:43,330][root][INFO] - ===> Epoch[159](4118/26): Loss 1.2293, Sem 0.8095, dir -0.1213, norm 0.5411, swav 0.0000 LR: 6.203e-02 Score 75.358 Data time: 0.2251, Forward time: 2.2745, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.5874 [2020-11-08 20:16:48,093][root][INFO] - ===> Epoch[159](4119/26): Loss 0.9354, Sem 0.6532, dir -0.1161, norm 0.3982, swav 0.0000 LR: 6.202e-02 Score 79.748 Data time: 0.2287, Forward time: 2.2746, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6447 [2020-11-08 20:16:54,535][root][INFO] - ===> Epoch[159](4120/26): Loss 1.0686, Sem 0.7807, dir -0.1458, norm 0.4337, swav 0.0000 LR: 6.201e-02 Score 75.003 Data time: 0.2317, Forward time: 2.2746, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.3131 [2020-11-08 20:17:00,528][root][INFO] - ===> Epoch[159](4121/26): Loss 0.9836, Sem 0.7552, dir -0.2068, norm 0.4352, swav 0.0000 LR: 6.200e-02 Score 78.242 Data time: 0.2921, Forward time: 2.2747, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.8658 [2020-11-08 20:17:05,986][root][INFO] - ===> Epoch[159](4122/26): Loss 0.9774, Sem 0.7843, dir -0.0904, norm 0.2835, swav 0.0000 LR: 6.199e-02 Score 74.617 Data time: 0.2592, Forward time: 2.2748, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.3261 [2020-11-08 20:17:11,784][root][INFO] - ===> Epoch[159](4123/26): Loss 1.1748, Sem 0.7542, dir -0.1109, norm 0.5314, swav 0.0000 LR: 6.198e-02 Score 78.393 Data time: 0.2574, Forward time: 2.2749, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.6780 [2020-11-08 20:17:19,318][root][INFO] - ===> Epoch[159](4124/26): Loss 1.2668, Sem 0.9565, dir -0.0989, norm 0.4093, swav 0.0000 LR: 6.197e-02 Score 70.475 Data time: 0.1548, Forward time: 2.2748, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 7.4027 [2020-11-08 20:17:25,072][root][INFO] - ===> Epoch[159](4125/26): Loss 1.3347, Sem 0.9909, dir -0.1155, norm 0.4592, swav 0.0000 LR: 6.196e-02 Score 70.367 Data time: 0.2408, Forward time: 2.2749, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.6620 [2020-11-08 20:17:30,615][root][INFO] - ===> Epoch[159](4126/26): Loss 1.0561, Sem 0.6757, dir -0.0673, norm 0.4477, swav 0.0000 LR: 6.195e-02 Score 77.712 Data time: 0.2610, Forward time: 2.2750, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.4413 [2020-11-08 20:17:35,914][root][INFO] - ===> Epoch[159](4127/26): Loss 0.9749, Sem 0.6429, dir -0.0488, norm 0.3808, swav 0.0000 LR: 6.194e-02 Score 81.078 Data time: 0.2576, Forward time: 2.2751, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.1753 [2020-11-08 20:17:41,510][root][INFO] - ===> Epoch[159](4128/26): Loss 1.1152, Sem 0.8261, dir -0.0781, norm 0.3672, swav 0.0000 LR: 6.193e-02 Score 70.696 Data time: 0.2291, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.4780 [2020-11-08 20:17:48,584][root][INFO] - ===> Epoch[159](4129/26): Loss 1.0381, Sem 0.6466, dir -0.0918, norm 0.4833, swav 0.0000 LR: 6.193e-02 Score 81.368 Data time: 0.2244, Forward time: 2.2752, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.9732 [2020-11-08 20:17:54,311][root][INFO] - ===> Epoch[159](4130/26): Loss 0.9953, Sem 0.7262, dir -0.0555, norm 0.3245, swav 0.0000 LR: 6.192e-02 Score 75.983 Data time: 0.1430, Forward time: 2.2751, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.6234 [2020-11-08 20:17:59,594][root][INFO] - ===> Epoch[159](4131/26): Loss 1.1096, Sem 0.8287, dir -0.0805, norm 0.3615, swav 0.0000 LR: 6.191e-02 Score 77.147 Data time: 0.1983, Forward time: 2.2750, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.2040 [2020-11-08 20:18:04,795][root][INFO] - ===> Epoch[159](4132/26): Loss 1.0152, Sem 0.6971, dir -0.1150, norm 0.4332, swav 0.0000 LR: 6.190e-02 Score 77.979 Data time: 0.2170, Forward time: 2.2750, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.0808 [2020-11-08 20:18:10,135][root][INFO] - ===> Epoch[159](4133/26): Loss 1.1195, Sem 0.7253, dir -0.0807, norm 0.4749, swav 0.0000 LR: 6.189e-02 Score 79.864 Data time: 0.2506, Forward time: 2.2751, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.2013 [2020-11-08 20:18:15,898][root][INFO] - ===> Epoch[159](4134/26): Loss 0.9749, Sem 0.6623, dir -0.0518, norm 0.3644, swav 0.0000 LR: 6.188e-02 Score 81.913 Data time: 0.2118, Forward time: 2.2751, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.6446 [2020-11-08 20:18:21,472][root][INFO] - ===> Epoch[160](4135/26): Loss 0.9960, Sem 0.6887, dir -0.0531, norm 0.3604, swav 0.0000 LR: 6.187e-02 Score 76.709 Data time: 0.2710, Forward time: 2.2753, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.4654 [2020-11-08 20:18:27,503][root][INFO] - ===> Epoch[160](4136/26): Loss 1.2195, Sem 0.8448, dir -0.0906, norm 0.4652, swav 0.0000 LR: 6.186e-02 Score 76.514 Data time: 0.2089, Forward time: 2.2753, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.9178 [2020-11-08 20:18:32,612][root][INFO] - ===> Epoch[160](4137/26): Loss 1.0219, Sem 0.7063, dir -0.1164, norm 0.4320, swav 0.0000 LR: 6.185e-02 Score 79.230 Data time: 0.1770, Forward time: 2.2751, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.0172 [2020-11-08 20:18:39,006][root][INFO] - ===> Epoch[160](4138/26): Loss 1.2217, Sem 0.8016, dir -0.0595, norm 0.4797, swav 0.0000 LR: 6.184e-02 Score 74.970 Data time: 0.3247, Forward time: 2.2754, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.3254 [2020-11-08 20:18:44,523][root][INFO] - ===> Epoch[160](4139/26): Loss 0.9739, Sem 0.7078, dir -0.0457, norm 0.3119, swav 0.0000 LR: 6.183e-02 Score 76.598 Data time: 0.2093, Forward time: 2.2754, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.3731 [2020-11-08 20:18:51,220][root][INFO] - ===> Epoch[160](4140/26): Loss 0.9027, Sem 0.6818, dir -0.1035, norm 0.3245, swav 0.0000 LR: 6.182e-02 Score 80.017 Data time: 0.1692, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.5900 [2020-11-08 20:18:56,875][root][INFO] - ===> Epoch[160](4141/26): Loss 1.0434, Sem 0.7404, dir -0.0485, norm 0.3515, swav 0.0000 LR: 6.181e-02 Score 77.278 Data time: 0.2007, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.5810 [2020-11-08 20:19:02,809][root][INFO] - ===> Epoch[160](4142/26): Loss 0.9956, Sem 0.7375, dir -0.1100, norm 0.3681, swav 0.0000 LR: 6.180e-02 Score 75.954 Data time: 0.1873, Forward time: 2.2751, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.8276 [2020-11-08 20:19:08,546][root][INFO] - ===> Epoch[160](4143/26): Loss 0.9959, Sem 0.7220, dir -0.1413, norm 0.4153, swav 0.0000 LR: 6.179e-02 Score 76.924 Data time: 0.2083, Forward time: 2.2751, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.6586 [2020-11-08 20:19:15,255][root][INFO] - ===> Epoch[160](4144/26): Loss 1.1664, Sem 0.8624, dir -0.0551, norm 0.3592, swav 0.0000 LR: 6.178e-02 Score 74.073 Data time: 0.1818, Forward time: 2.2751, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.5970 [2020-11-08 20:19:22,027][root][INFO] - ===> Epoch[160](4145/26): Loss 0.9122, Sem 0.6729, dir -0.1172, norm 0.3566, swav 0.0000 LR: 6.177e-02 Score 79.349 Data time: 0.1634, Forward time: 2.2749, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.6739 [2020-11-08 20:19:28,062][root][INFO] - ===> Epoch[160](4146/26): Loss 1.1603, Sem 0.8362, dir -0.0787, norm 0.4028, swav 0.0000 LR: 6.176e-02 Score 72.699 Data time: 0.2705, Forward time: 2.2751, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.9761 [2020-11-08 20:19:33,757][root][INFO] - ===> Epoch[160](4147/26): Loss 1.2251, Sem 0.9155, dir -0.0915, norm 0.4011, swav 0.0000 LR: 6.175e-02 Score 73.234 Data time: 0.2247, Forward time: 2.2751, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.5673 [2020-11-08 20:19:38,473][root][INFO] - ===> Epoch[160](4148/26): Loss 1.0097, Sem 0.7593, dir -0.1088, norm 0.3592, swav 0.0000 LR: 6.174e-02 Score 75.421 Data time: 0.2316, Forward time: 2.2752, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6039 [2020-11-08 20:19:43,266][root][INFO] - ===> Epoch[160](4149/26): Loss 0.9509, Sem 0.7525, dir -0.0710, norm 0.2694, swav 0.0000 LR: 6.174e-02 Score 74.041 Data time: 0.2368, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.6801 [2020-11-08 20:19:48,809][root][INFO] - ===> Epoch[160](4150/26): Loss 0.9946, Sem 0.8328, dir -0.1482, norm 0.3099, swav 0.0000 LR: 6.173e-02 Score 74.017 Data time: 0.2230, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.4258 [2020-11-08 20:19:53,788][root][INFO] - ===> Epoch[160](4151/26): Loss 0.8368, Sem 0.6751, dir -0.1257, norm 0.2874, swav 0.0000 LR: 6.172e-02 Score 77.862 Data time: 0.1421, Forward time: 2.2751, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.8793 [2020-11-08 20:19:59,554][root][INFO] - ===> Epoch[160](4152/26): Loss 1.1028, Sem 0.7765, dir -0.0786, norm 0.4049, swav 0.0000 LR: 6.171e-02 Score 74.919 Data time: 0.2272, Forward time: 2.2751, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.6940 [2020-11-08 20:20:06,244][root][INFO] - ===> Epoch[160](4153/26): Loss 1.1988, Sem 0.7913, dir -0.0630, norm 0.4704, swav 0.0000 LR: 6.170e-02 Score 76.914 Data time: 0.2000, Forward time: 2.2751, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.5622 [2020-11-08 20:20:11,275][root][INFO] - ===> Epoch[160](4154/26): Loss 0.9944, Sem 0.6775, dir -0.0777, norm 0.3945, swav 0.0000 LR: 6.169e-02 Score 81.119 Data time: 0.2370, Forward time: 2.2751, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.9407 [2020-11-08 20:20:16,294][root][INFO] - ===> Epoch[160](4155/26): Loss 1.1359, Sem 0.7741, dir -0.0801, norm 0.4419, swav 0.0000 LR: 6.168e-02 Score 75.650 Data time: 0.2585, Forward time: 2.2752, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 4.9062 [2020-11-08 20:20:22,966][root][INFO] - ===> Epoch[160](4156/26): Loss 1.0907, Sem 0.7107, dir -0.0676, norm 0.4477, swav 0.0000 LR: 6.167e-02 Score 75.813 Data time: 0.3345, Forward time: 2.2754, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.5583 [2020-11-08 20:20:28,222][root][INFO] - ===> Epoch[160](4157/26): Loss 1.0716, Sem 0.7188, dir -0.0929, norm 0.4458, swav 0.0000 LR: 6.166e-02 Score 76.629 Data time: 0.2345, Forward time: 2.2755, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.1323 [2020-11-08 20:20:34,711][root][INFO] - ===> Epoch[160](4158/26): Loss 1.0355, Sem 0.7475, dir -0.0591, norm 0.3472, swav 0.0000 LR: 6.165e-02 Score 77.780 Data time: 0.2265, Forward time: 2.2755, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 6.3874 [2020-11-08 20:20:41,943][root][INFO] - ===> Epoch[160](4159/26): Loss 1.0061, Sem 0.6980, dir -0.0995, norm 0.4076, swav 0.0000 LR: 6.164e-02 Score 77.370 Data time: 0.2095, Forward time: 2.2755, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 7.1052 [2020-11-08 20:20:47,321][root][INFO] - ===> Epoch[160](4160/26): Loss 1.0201, Sem 0.7510, dir -0.0905, norm 0.3597, swav 0.0000 LR: 6.163e-02 Score 75.995 Data time: 0.1922, Forward time: 2.2755, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.2791 [2020-11-08 20:20:52,545][root][INFO] - ===> Epoch[161](4161/26): Loss 1.0344, Sem 0.6829, dir -0.0807, norm 0.4321, swav 0.0000 LR: 6.162e-02 Score 79.988 Data time: 0.1777, Forward time: 2.2753, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.1293 [2020-11-08 20:20:58,412][root][INFO] - ===> Epoch[161](4162/26): Loss 0.9212, Sem 0.6771, dir -0.0867, norm 0.3308, swav 0.0000 LR: 6.161e-02 Score 79.657 Data time: 0.2352, Forward time: 2.2754, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.8143 [2020-11-08 20:21:03,739][root][INFO] - ===> Epoch[161](4163/26): Loss 0.9283, Sem 0.7087, dir -0.1446, norm 0.3643, swav 0.0000 LR: 6.160e-02 Score 77.622 Data time: 0.2372, Forward time: 2.2754, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.2207 [2020-11-08 20:21:09,354][root][INFO] - ===> Epoch[161](4164/26): Loss 1.0628, Sem 0.7804, dir -0.0753, norm 0.3578, swav 0.0000 LR: 6.159e-02 Score 76.346 Data time: 0.1807, Forward time: 2.2753, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.5066 [2020-11-08 20:21:16,002][root][INFO] - ===> Epoch[161](4165/26): Loss 1.0630, Sem 0.6871, dir -0.1147, norm 0.4906, swav 0.0000 LR: 6.158e-02 Score 80.433 Data time: 0.2434, Forward time: 2.2754, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.5675 [2020-11-08 20:21:21,478][root][INFO] - ===> Epoch[161](4166/26): Loss 1.0221, Sem 0.7233, dir -0.0977, norm 0.3965, swav 0.0000 LR: 6.157e-02 Score 77.738 Data time: 0.1790, Forward time: 2.2754, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.3464 [2020-11-08 20:21:27,846][root][INFO] - ===> Epoch[161](4167/26): Loss 1.1326, Sem 0.8317, dir -0.1036, norm 0.4045, swav 0.0000 LR: 6.156e-02 Score 74.700 Data time: 0.2287, Forward time: 2.2754, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.2908 [2020-11-08 20:21:32,246][root][INFO] - ===> Epoch[161](4168/26): Loss 1.0652, Sem 0.6836, dir -0.0622, norm 0.4438, swav 0.0000 LR: 6.156e-02 Score 77.250 Data time: 0.2031, Forward time: 2.2754, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.2762 [2020-11-08 20:21:37,563][root][INFO] - ===> Epoch[161](4169/26): Loss 0.9925, Sem 0.6504, dir -0.0403, norm 0.3824, swav 0.0000 LR: 6.155e-02 Score 78.555 Data time: 0.1777, Forward time: 2.2753, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.2225 [2020-11-08 20:21:44,059][root][INFO] - ===> Epoch[161](4170/26): Loss 1.0055, Sem 0.7428, dir -0.1117, norm 0.3743, swav 0.0000 LR: 6.154e-02 Score 75.553 Data time: 0.2416, Forward time: 2.2753, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.3967 [2020-11-08 20:21:50,048][root][INFO] - ===> Epoch[161](4171/26): Loss 1.0975, Sem 0.8074, dir -0.0901, norm 0.3802, swav 0.0000 LR: 6.153e-02 Score 75.727 Data time: 0.2950, Forward time: 2.2755, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.8627 [2020-11-08 20:21:54,995][root][INFO] - ===> Epoch[161](4172/26): Loss 0.8881, Sem 0.6765, dir -0.0858, norm 0.2975, swav 0.0000 LR: 6.152e-02 Score 79.248 Data time: 0.1841, Forward time: 2.2755, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 4.8064 [2020-11-08 20:22:01,183][root][INFO] - ===> Epoch[161](4173/26): Loss 0.9232, Sem 0.6608, dir -0.0833, norm 0.3457, swav 0.0000 LR: 6.151e-02 Score 79.344 Data time: 0.1853, Forward time: 2.2754, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.1099 [2020-11-08 20:22:06,737][root][INFO] - ===> Epoch[161](4174/26): Loss 0.9497, Sem 0.7381, dir -0.1092, norm 0.3208, swav 0.0000 LR: 6.150e-02 Score 76.355 Data time: 0.2051, Forward time: 2.2753, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.4615 [2020-11-08 20:22:12,920][root][INFO] - ===> Epoch[161](4175/26): Loss 0.9666, Sem 0.7758, dir -0.0905, norm 0.2813, swav 0.0000 LR: 6.149e-02 Score 77.838 Data time: 0.2001, Forward time: 2.2753, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.0653 [2020-11-08 20:22:17,145][root][INFO] - ===> Epoch[161](4176/26): Loss 0.9900, Sem 0.6666, dir -0.0528, norm 0.3762, swav 0.0000 LR: 6.148e-02 Score 80.237 Data time: 0.1658, Forward time: 2.2752, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.1098 [2020-11-08 20:22:23,875][root][INFO] - ===> Epoch[161](4177/26): Loss 0.8677, Sem 0.5687, dir -0.0567, norm 0.3557, swav 0.0000 LR: 6.147e-02 Score 82.254 Data time: 0.1948, Forward time: 2.2751, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.6673 [2020-11-08 20:22:30,054][root][INFO] - ===> Epoch[161](4178/26): Loss 1.0853, Sem 0.7341, dir -0.0710, norm 0.4222, swav 0.0000 LR: 6.146e-02 Score 76.406 Data time: 0.1676, Forward time: 2.2750, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.0473 [2020-11-08 20:22:35,143][root][INFO] - ===> Epoch[161](4179/26): Loss 0.9512, Sem 0.7087, dir -0.1057, norm 0.3482, swav 0.0000 LR: 6.145e-02 Score 79.238 Data time: 0.1412, Forward time: 2.2748, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.0240 [2020-11-08 20:22:40,719][root][INFO] - ===> Epoch[161](4180/26): Loss 1.1429, Sem 0.7699, dir -0.0873, norm 0.4604, swav 0.0000 LR: 6.144e-02 Score 76.881 Data time: 0.2280, Forward time: 2.2748, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.5235 [2020-11-08 20:22:45,344][root][INFO] - ===> Epoch[161](4181/26): Loss 0.7633, Sem 0.5703, dir -0.1747, norm 0.3678, swav 0.0000 LR: 6.143e-02 Score 81.976 Data time: 0.2115, Forward time: 2.2748, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.5205 [2020-11-08 20:22:51,164][root][INFO] - ===> Epoch[161](4182/26): Loss 0.9984, Sem 0.7099, dir -0.1080, norm 0.3965, swav 0.0000 LR: 6.142e-02 Score 77.694 Data time: 0.2006, Forward time: 2.2748, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.7204 [2020-11-08 20:22:56,697][root][INFO] - ===> Epoch[161](4183/26): Loss 0.9801, Sem 0.7319, dir -0.1043, norm 0.3525, swav 0.0000 LR: 6.141e-02 Score 78.452 Data time: 0.2150, Forward time: 2.2748, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.4241 [2020-11-08 20:23:03,672][root][INFO] - ===> Epoch[161](4184/26): Loss 0.9862, Sem 0.7349, dir -0.0585, norm 0.3098, swav 0.0000 LR: 6.140e-02 Score 75.629 Data time: 0.1722, Forward time: 2.2747, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.8570 [2020-11-08 20:23:08,661][root][INFO] - ===> Epoch[161](4185/26): Loss 1.0052, Sem 0.6541, dir -0.0976, norm 0.4487, swav 0.0000 LR: 6.139e-02 Score 80.265 Data time: 0.1842, Forward time: 2.2747, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.9145 [2020-11-08 20:23:13,972][root][INFO] - ===> Epoch[161](4186/26): Loss 1.0465, Sem 0.6905, dir -0.0532, norm 0.4093, swav 0.0000 LR: 6.138e-02 Score 78.121 Data time: 0.1948, Forward time: 2.2746, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.2064 [2020-11-08 20:23:19,339][root][INFO] - ===> Epoch[162](4187/26): Loss 0.9767, Sem 0.6979, dir -0.1039, norm 0.3828, swav 0.0000 LR: 6.137e-02 Score 76.295 Data time: 0.1564, Forward time: 2.2745, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.2635 [2020-11-08 20:23:25,950][root][INFO] - ===> Epoch[162](4188/26): Loss 0.9750, Sem 0.6468, dir -0.0754, norm 0.4037, swav 0.0000 LR: 6.137e-02 Score 77.089 Data time: 0.1887, Forward time: 2.2744, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.5209 [2020-11-08 20:23:32,165][root][INFO] - ===> Epoch[162](4189/26): Loss 1.0358, Sem 0.6575, dir -0.0766, norm 0.4548, swav 0.0000 LR: 6.136e-02 Score 80.521 Data time: 0.2266, Forward time: 2.2744, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.1120 [2020-11-08 20:23:38,645][root][INFO] - ===> Epoch[162](4190/26): Loss 1.0063, Sem 0.7200, dir -0.1488, norm 0.4350, swav 0.0000 LR: 6.135e-02 Score 76.271 Data time: 0.2208, Forward time: 2.2744, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.3265 [2020-11-08 20:23:44,182][root][INFO] - ===> Epoch[162](4191/26): Loss 0.9010, Sem 0.6263, dir -0.0926, norm 0.3673, swav 0.0000 LR: 6.134e-02 Score 80.160 Data time: 0.2513, Forward time: 2.2745, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.4084 [2020-11-08 20:23:49,550][root][INFO] - ===> Epoch[162](4192/26): Loss 0.9250, Sem 0.7257, dir -0.1117, norm 0.3109, swav 0.0000 LR: 6.133e-02 Score 78.184 Data time: 0.2820, Forward time: 2.2746, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.2244 [2020-11-08 20:23:55,271][root][INFO] - ===> Epoch[162](4193/26): Loss 0.9615, Sem 0.6765, dir -0.1180, norm 0.4030, swav 0.0000 LR: 6.132e-02 Score 75.590 Data time: 0.2925, Forward time: 2.2748, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.5999 [2020-11-08 20:24:00,881][root][INFO] - ===> Epoch[162](4194/26): Loss 0.9693, Sem 0.7256, dir -0.1120, norm 0.3557, swav 0.0000 LR: 6.131e-02 Score 76.832 Data time: 0.2830, Forward time: 2.2749, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.4874 [2020-11-08 20:24:06,694][root][INFO] - ===> Epoch[162](4195/26): Loss 0.9291, Sem 0.6118, dir -0.0804, norm 0.3978, swav 0.0000 LR: 6.130e-02 Score 80.248 Data time: 0.3292, Forward time: 2.2751, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.6992 [2020-11-08 20:24:12,252][root][INFO] - ===> Epoch[162](4196/26): Loss 1.0403, Sem 0.7994, dir -0.1480, norm 0.3888, swav 0.0000 LR: 6.129e-02 Score 73.197 Data time: 0.1808, Forward time: 2.2750, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.4500 [2020-11-08 20:24:17,889][root][INFO] - ===> Epoch[162](4197/26): Loss 1.0228, Sem 0.7475, dir -0.0781, norm 0.3534, swav 0.0000 LR: 6.128e-02 Score 77.100 Data time: 0.2813, Forward time: 2.2752, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.5437 [2020-11-08 20:24:25,211][root][INFO] - ===> Epoch[162](4198/26): Loss 1.3051, Sem 0.8038, dir -0.0681, norm 0.5693, swav 0.0000 LR: 6.127e-02 Score 75.832 Data time: 0.2837, Forward time: 2.2753, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 7.2048 [2020-11-08 20:24:30,107][root][INFO] - ===> Epoch[162](4199/26): Loss 1.1636, Sem 0.8510, dir -0.0825, norm 0.3952, swav 0.0000 LR: 6.126e-02 Score 71.518 Data time: 0.1751, Forward time: 2.2752, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 4.7691 [2020-11-08 20:24:35,655][root][INFO] - ===> Epoch[162](4200/26): Loss 0.9232, Sem 0.6436, dir -0.0872, norm 0.3667, swav 0.0000 LR: 6.125e-02 Score 80.865 Data time: 0.2042, Forward time: 2.2752, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.4603 [2020-11-08 20:24:41,461][root][INFO] - ===> Epoch[162](4201/26): Loss 1.1216, Sem 0.8781, dir -0.1312, norm 0.3747, swav 0.0000 LR: 6.124e-02 Score 75.593 Data time: 0.2372, Forward time: 2.2753, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.7051 [2020-11-08 20:24:47,347][root][INFO] - ===> Epoch[162](4202/26): Loss 1.0690, Sem 0.7088, dir -0.0623, norm 0.4225, swav 0.0000 LR: 6.123e-02 Score 78.829 Data time: 0.2877, Forward time: 2.2755, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.7750 [2020-11-08 20:24:52,992][root][INFO] - ===> Epoch[162](4203/26): Loss 1.0102, Sem 0.6780, dir -0.0469, norm 0.3790, swav 0.0000 LR: 6.122e-02 Score 79.025 Data time: 0.1884, Forward time: 2.2754, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.5229 [2020-11-08 20:24:58,675][root][INFO] - ===> Epoch[162](4204/26): Loss 0.8852, Sem 0.6708, dir -0.1039, norm 0.3183, swav 0.0000 LR: 6.121e-02 Score 79.095 Data time: 0.2827, Forward time: 2.2755, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.5890 [2020-11-08 20:25:05,115][root][INFO] - ===> Epoch[162](4205/26): Loss 0.9549, Sem 0.6392, dir -0.0773, norm 0.3931, swav 0.0000 LR: 6.120e-02 Score 79.820 Data time: 0.3087, Forward time: 2.2757, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 6.3146 [2020-11-08 20:25:10,496][root][INFO] - ===> Epoch[162](4206/26): Loss 1.1513, Sem 0.7252, dir -0.0678, norm 0.4939, swav 0.0000 LR: 6.119e-02 Score 76.798 Data time: 0.2302, Forward time: 2.2758, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.2617 [2020-11-08 20:25:16,601][root][INFO] - ===> Epoch[162](4207/26): Loss 1.0875, Sem 0.6748, dir -0.1099, norm 0.5227, swav 0.0000 LR: 6.118e-02 Score 79.183 Data time: 0.2088, Forward time: 2.2758, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.9753 [2020-11-08 20:25:22,646][root][INFO] - ===> Epoch[162](4208/26): Loss 1.1520, Sem 0.7870, dir -0.0613, norm 0.4263, swav 0.0000 LR: 6.118e-02 Score 78.036 Data time: 0.2016, Forward time: 2.2757, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.9442 [2020-11-08 20:25:28,419][root][INFO] - ===> Epoch[162](4209/26): Loss 1.0249, Sem 0.7461, dir -0.0780, norm 0.3568, swav 0.0000 LR: 6.117e-02 Score 77.129 Data time: 0.2295, Forward time: 2.2758, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.6685 [2020-11-08 20:25:35,008][root][INFO] - ===> Epoch[162](4210/26): Loss 1.1199, Sem 0.7806, dir -0.0979, norm 0.4372, swav 0.0000 LR: 6.116e-02 Score 75.173 Data time: 0.1881, Forward time: 2.2757, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.4852 [2020-11-08 20:25:41,333][root][INFO] - ===> Epoch[162](4211/26): Loss 1.0801, Sem 0.7175, dir -0.0634, norm 0.4260, swav 0.0000 LR: 6.115e-02 Score 79.059 Data time: 0.2635, Forward time: 2.2758, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 6.2244 [2020-11-08 20:25:46,150][root][INFO] - ===> Epoch[162](4212/26): Loss 0.9825, Sem 0.7340, dir -0.1638, norm 0.4123, swav 0.0000 LR: 6.114e-02 Score 75.129 Data time: 0.2204, Forward time: 2.2757, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 4.7064 [2020-11-08 20:25:52,147][root][INFO] - ===> Epoch[163](4213/26): Loss 1.1232, Sem 0.7850, dir -0.1073, norm 0.4455, swav 0.0000 LR: 6.113e-02 Score 75.332 Data time: 0.2372, Forward time: 2.2758, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.8934 [2020-11-08 20:25:57,699][root][INFO] - ===> Epoch[163](4214/26): Loss 1.1811, Sem 0.7970, dir -0.1012, norm 0.4853, swav 0.0000 LR: 6.112e-02 Score 72.869 Data time: 0.2781, Forward time: 2.2759, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.4319 [2020-11-08 20:26:02,371][root][INFO] - ===> Epoch[163](4215/26): Loss 0.9802, Sem 0.6313, dir -0.0435, norm 0.3925, swav 0.0000 LR: 6.111e-02 Score 80.643 Data time: 0.2218, Forward time: 2.2759, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 4.5570 [2020-11-08 20:26:07,712][root][INFO] - ===> Epoch[163](4216/26): Loss 1.0296, Sem 0.6384, dir -0.0797, norm 0.4709, swav 0.0000 LR: 6.110e-02 Score 80.180 Data time: 0.2015, Forward time: 2.2759, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.2509 [2020-11-08 20:26:13,744][root][INFO] - ===> Epoch[163](4217/26): Loss 1.0212, Sem 0.7054, dir -0.0766, norm 0.3924, swav 0.0000 LR: 6.109e-02 Score 78.708 Data time: 0.2008, Forward time: 2.2758, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.9350 [2020-11-08 20:26:20,156][root][INFO] - ===> Epoch[163](4218/26): Loss 1.1200, Sem 0.7906, dir -0.0857, norm 0.4151, swav 0.0000 LR: 6.108e-02 Score 74.632 Data time: 0.1868, Forward time: 2.2758, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 6.3236 [2020-11-08 20:26:24,734][root][INFO] - ===> Epoch[163](4219/26): Loss 1.3794, Sem 0.9689, dir -0.0727, norm 0.4832, swav 0.0000 LR: 6.107e-02 Score 72.893 Data time: 0.1585, Forward time: 2.2757, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 4.4938 [2020-11-08 20:26:30,734][root][INFO] - ===> Epoch[163](4220/26): Loss 1.1712, Sem 0.8410, dir -0.0801, norm 0.4103, swav 0.0000 LR: 6.106e-02 Score 76.311 Data time: 0.2924, Forward time: 2.2758, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.9293 [2020-11-08 20:26:36,105][root][INFO] - ===> Epoch[163](4221/26): Loss 1.0988, Sem 0.7473, dir -0.1040, norm 0.4554, swav 0.0000 LR: 6.105e-02 Score 79.042 Data time: 0.1857, Forward time: 2.2758, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.2336 [2020-11-08 20:26:42,166][root][INFO] - ===> Epoch[163](4222/26): Loss 1.0821, Sem 0.7398, dir -0.0862, norm 0.4285, swav 0.0000 LR: 6.104e-02 Score 78.348 Data time: 0.1973, Forward time: 2.2758, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.9744 [2020-11-08 20:26:48,336][root][INFO] - ===> Epoch[163](4223/26): Loss 1.0516, Sem 0.6661, dir -0.0767, norm 0.4622, swav 0.0000 LR: 6.103e-02 Score 80.973 Data time: 0.3114, Forward time: 2.2760, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 6.0679 [2020-11-08 20:26:53,360][root][INFO] - ===> Epoch[163](4224/26): Loss 0.9012, Sem 0.6556, dir -0.1187, norm 0.3643, swav 0.0000 LR: 6.102e-02 Score 80.785 Data time: 0.2133, Forward time: 2.2760, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 4.9124 [2020-11-08 20:27:00,543][root][INFO] - ===> Epoch[163](4225/26): Loss 0.9544, Sem 0.6502, dir -0.0712, norm 0.3753, swav 0.0000 LR: 6.101e-02 Score 79.824 Data time: 0.2348, Forward time: 2.2760, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 7.0986 [2020-11-08 20:27:05,698][root][INFO] - ===> Epoch[163](4226/26): Loss 1.3105, Sem 0.8936, dir -0.0755, norm 0.4924, swav 0.0000 LR: 6.100e-02 Score 71.529 Data time: 0.2404, Forward time: 2.2760, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.0330 [2020-11-08 20:27:10,973][root][INFO] - ===> Epoch[163](4227/26): Loss 1.2612, Sem 0.8834, dir -0.0522, norm 0.4300, swav 0.0000 LR: 6.099e-02 Score 74.456 Data time: 0.1933, Forward time: 2.2760, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.1673 [2020-11-08 20:27:16,197][root][INFO] - ===> Epoch[163](4228/26): Loss 0.9991, Sem 0.7430, dir -0.0995, norm 0.3556, swav 0.0000 LR: 6.098e-02 Score 76.704 Data time: 0.2368, Forward time: 2.2760, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.1299 [2020-11-08 20:27:22,443][root][INFO] - ===> Epoch[163](4229/26): Loss 0.9700, Sem 0.6739, dir -0.1156, norm 0.4117, swav 0.0000 LR: 6.098e-02 Score 79.753 Data time: 0.2373, Forward time: 2.2761, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 6.1392 [2020-11-08 20:27:28,776][root][INFO] - ===> Epoch[163](4230/26): Loss 1.1161, Sem 0.7189, dir -0.0534, norm 0.4505, swav 0.0000 LR: 6.097e-02 Score 73.620 Data time: 0.1850, Forward time: 2.2760, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 6.2146 [2020-11-08 20:27:35,095][root][INFO] - ===> Epoch[163](4231/26): Loss 1.0862, Sem 0.7370, dir -0.0680, norm 0.4172, swav 0.0000 LR: 6.096e-02 Score 77.979 Data time: 0.2557, Forward time: 2.2760, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 6.2399 [2020-11-08 20:27:41,591][root][INFO] - ===> Epoch[163](4232/26): Loss 1.0573, Sem 0.6698, dir -0.0345, norm 0.4220, swav 0.0000 LR: 6.095e-02 Score 81.408 Data time: 0.3169, Forward time: 2.2762, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 6.3587 [2020-11-08 20:27:47,524][root][INFO] - ===> Epoch[163](4233/26): Loss 0.9708, Sem 0.7304, dir -0.1215, norm 0.3619, swav 0.0000 LR: 6.094e-02 Score 78.899 Data time: 0.2187, Forward time: 2.2762, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.8000 [2020-11-08 20:27:55,452][root][INFO] - ===> Epoch[163](4234/26): Loss 1.0841, Sem 0.7016, dir -0.0612, norm 0.4437, swav 0.0000 LR: 6.093e-02 Score 80.137 Data time: 0.2094, Forward time: 2.2762, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 7.8097 [2020-11-08 20:28:01,598][root][INFO] - ===> Epoch[163](4235/26): Loss 1.1837, Sem 0.8086, dir -0.1218, norm 0.4969, swav 0.0000 LR: 6.092e-02 Score 73.535 Data time: 0.2774, Forward time: 2.2764, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 6.0730 [2020-11-08 20:28:07,215][root][INFO] - ===> Epoch[163](4236/26): Loss 0.9539, Sem 0.6798, dir -0.1080, norm 0.3821, swav 0.0000 LR: 6.091e-02 Score 78.116 Data time: 0.1420, Forward time: 2.2763, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.4979 [2020-11-08 20:28:12,564][root][INFO] - ===> Epoch[163](4237/26): Loss 1.0697, Sem 0.7936, dir -0.0886, norm 0.3646, swav 0.0000 LR: 6.090e-02 Score 76.549 Data time: 0.1653, Forward time: 2.2761, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.2861 [2020-11-08 20:28:17,413][root][INFO] - ===> Epoch[163](4238/26): Loss 1.1055, Sem 0.7673, dir -0.1255, norm 0.4636, swav 0.0000 LR: 6.089e-02 Score 73.812 Data time: 0.1831, Forward time: 2.2761, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 4.7912 [2020-11-08 20:28:23,012][root][INFO] - ===> Epoch[164](4239/26): Loss 0.9451, Sem 0.6577, dir -0.0991, norm 0.3865, swav 0.0000 LR: 6.088e-02 Score 81.123 Data time: 0.1581, Forward time: 2.2759, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.4824 [2020-11-08 20:28:28,873][root][INFO] - ===> Epoch[164](4240/26): Loss 0.9686, Sem 0.6572, dir -0.1007, norm 0.4121, swav 0.0000 LR: 6.087e-02 Score 78.429 Data time: 0.2249, Forward time: 2.2759, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.7834 [2020-11-08 20:28:34,569][root][INFO] - ===> Epoch[164](4241/26): Loss 0.8792, Sem 0.5602, dir -0.1046, norm 0.4236, swav 0.0000 LR: 6.086e-02 Score 84.297 Data time: 0.2876, Forward time: 2.2761, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.5943 [2020-11-08 20:28:40,445][root][INFO] - ===> Epoch[164](4242/26): Loss 0.9985, Sem 0.7184, dir -0.0783, norm 0.3584, swav 0.0000 LR: 6.085e-02 Score 79.641 Data time: 0.2017, Forward time: 2.2761, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.7529 [2020-11-08 20:28:45,600][root][INFO] - ===> Epoch[164](4243/26): Loss 1.1582, Sem 0.8392, dir -0.0990, norm 0.4180, swav 0.0000 LR: 6.084e-02 Score 75.318 Data time: 0.1966, Forward time: 2.2760, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.0598 [2020-11-08 20:28:50,794][root][INFO] - ===> Epoch[164](4244/26): Loss 1.2238, Sem 0.7912, dir -0.0821, norm 0.5147, swav 0.0000 LR: 6.083e-02 Score 75.171 Data time: 0.2383, Forward time: 2.2761, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.1043 [2020-11-08 20:28:55,789][root][INFO] - ===> Epoch[164](4245/26): Loss 0.9503, Sem 0.6982, dir -0.0815, norm 0.3336, swav 0.0000 LR: 6.082e-02 Score 76.203 Data time: 0.1549, Forward time: 2.2759, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 4.8667 [2020-11-08 20:29:01,136][root][INFO] - ===> Epoch[164](4246/26): Loss 1.1669, Sem 0.8514, dir -0.0741, norm 0.3896, swav 0.0000 LR: 6.081e-02 Score 74.004 Data time: 0.2317, Forward time: 2.2760, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.2779 [2020-11-08 20:29:07,685][root][INFO] - ===> Epoch[164](4247/26): Loss 1.1021, Sem 0.7761, dir -0.1116, norm 0.4375, swav 0.0000 LR: 6.080e-02 Score 77.393 Data time: 0.1647, Forward time: 2.2759, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 6.4459 [2020-11-08 20:29:13,356][root][INFO] - ===> Epoch[164](4248/26): Loss 1.0052, Sem 0.6570, dir -0.0982, norm 0.4464, swav 0.0000 LR: 6.079e-02 Score 79.012 Data time: 0.2018, Forward time: 2.2758, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.6206 [2020-11-08 20:29:18,745][root][INFO] - ===> Epoch[164](4249/26): Loss 1.0402, Sem 0.7196, dir -0.0655, norm 0.3861, swav 0.0000 LR: 6.079e-02 Score 79.707 Data time: 0.2288, Forward time: 2.2758, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.2616 [2020-11-08 20:29:23,331][root][INFO] - ===> Epoch[164](4250/26): Loss 1.0251, Sem 0.7552, dir -0.0978, norm 0.3676, swav 0.0000 LR: 6.078e-02 Score 76.472 Data time: 0.2140, Forward time: 2.2758, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 4.4987 [2020-11-08 20:29:28,608][root][INFO] - ===> Epoch[164](4251/26): Loss 0.9579, Sem 0.6966, dir -0.0626, norm 0.3239, swav 0.0000 LR: 6.077e-02 Score 79.856 Data time: 0.2501, Forward time: 2.2759, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.1545 [2020-11-08 20:29:34,842][root][INFO] - ===> Epoch[164](4252/26): Loss 1.0191, Sem 0.7675, dir -0.0896, norm 0.3412, swav 0.0000 LR: 6.076e-02 Score 75.126 Data time: 0.2522, Forward time: 2.2760, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.0938 [2020-11-08 20:29:41,736][root][INFO] - ===> Epoch[164](4253/26): Loss 1.0945, Sem 0.7551, dir -0.0862, norm 0.4256, swav 0.0000 LR: 6.075e-02 Score 73.972 Data time: 0.3151, Forward time: 2.2763, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.7758 [2020-11-08 20:29:47,452][root][INFO] - ===> Epoch[164](4254/26): Loss 1.0662, Sem 0.8047, dir -0.0982, norm 0.3597, swav 0.0000 LR: 6.074e-02 Score 76.218 Data time: 0.1430, Forward time: 2.2761, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.5868 [2020-11-08 20:29:53,603][root][INFO] - ===> Epoch[164](4255/26): Loss 1.1573, Sem 0.7357, dir -0.0973, norm 0.5188, swav 0.0000 LR: 6.073e-02 Score 75.971 Data time: 0.1608, Forward time: 2.2760, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 6.0745 [2020-11-08 20:29:58,846][root][INFO] - ===> Epoch[164](4256/26): Loss 1.1289, Sem 0.7772, dir -0.0708, norm 0.4225, swav 0.0000 LR: 6.072e-02 Score 74.350 Data time: 0.2108, Forward time: 2.2760, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.1783 [2020-11-08 20:30:05,054][root][INFO] - ===> Epoch[164](4257/26): Loss 1.2192, Sem 0.8156, dir -0.0921, norm 0.4957, swav 0.0000 LR: 6.071e-02 Score 74.751 Data time: 0.1174, Forward time: 2.2758, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 6.1053 [2020-11-08 20:30:10,550][root][INFO] - ===> Epoch[164](4258/26): Loss 1.0848, Sem 0.7412, dir -0.1391, norm 0.4826, swav 0.0000 LR: 6.070e-02 Score 75.882 Data time: 0.2452, Forward time: 2.2759, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.4534 [2020-11-08 20:30:15,747][root][INFO] - ===> Epoch[164](4259/26): Loss 0.8672, Sem 0.6421, dir -0.1067, norm 0.3318, swav 0.0000 LR: 6.069e-02 Score 77.413 Data time: 0.1704, Forward time: 2.2758, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.0957 [2020-11-08 20:30:22,293][root][INFO] - ===> Epoch[164](4260/26): Loss 1.0512, Sem 0.7584, dir -0.0891, norm 0.3820, swav 0.0000 LR: 6.068e-02 Score 78.080 Data time: 0.2069, Forward time: 2.2758, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 6.4650 [2020-11-08 20:30:29,179][root][INFO] - ===> Epoch[164](4261/26): Loss 0.8864, Sem 0.6398, dir -0.1580, norm 0.4046, swav 0.0000 LR: 6.067e-02 Score 81.542 Data time: 0.2415, Forward time: 2.2758, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 6.7876 [2020-11-08 20:30:34,683][root][INFO] - ===> Epoch[164](4262/26): Loss 1.0821, Sem 0.7677, dir -0.1282, norm 0.4426, swav 0.0000 LR: 6.066e-02 Score 74.163 Data time: 0.1708, Forward time: 2.2757, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.3737 [2020-11-08 20:30:39,832][root][INFO] - ===> Epoch[164](4263/26): Loss 1.0985, Sem 0.7919, dir -0.0869, norm 0.3935, swav 0.0000 LR: 6.065e-02 Score 74.540 Data time: 0.2170, Forward time: 2.2757, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.0627 [2020-11-08 20:30:45,747][root][INFO] - ===> Epoch[164](4264/26): Loss 0.9594, Sem 0.7032, dir -0.1238, norm 0.3800, swav 0.0000 LR: 6.064e-02 Score 79.264 Data time: 0.3165, Forward time: 2.2758, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.7883 [2020-11-08 20:30:52,400][root][INFO] - ===> Epoch[165](4265/26): Loss 0.9911, Sem 0.7751, dir -0.1865, norm 0.4025, swav 0.0000 LR: 6.063e-02 Score 74.818 Data time: 0.3278, Forward time: 2.2760, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 6.5273 [2020-11-08 20:30:57,662][root][INFO] - ===> Epoch[165](4266/26): Loss 0.8466, Sem 0.6248, dir -0.0753, norm 0.2971, swav 0.0000 LR: 6.062e-02 Score 82.369 Data time: 0.2615, Forward time: 2.2761, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.1265 [2020-11-08 20:31:03,430][root][INFO] - ===> Epoch[165](4267/26): Loss 0.8128, Sem 0.5932, dir -0.1093, norm 0.3290, swav 0.0000 LR: 6.061e-02 Score 82.572 Data time: 0.2688, Forward time: 2.2763, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.6537 [2020-11-08 20:31:08,189][root][INFO] - ===> Epoch[165](4268/26): Loss 1.0211, Sem 0.6681, dir -0.0791, norm 0.4321, swav 0.0000 LR: 6.060e-02 Score 78.240 Data time: 0.1947, Forward time: 2.2762, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 4.6393 [2020-11-08 20:31:14,064][root][INFO] - ===> Epoch[165](4269/26): Loss 1.0121, Sem 0.7143, dir -0.0919, norm 0.3897, swav 0.0000 LR: 6.059e-02 Score 77.479 Data time: 0.2414, Forward time: 2.2763, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.7862 [2020-11-08 20:31:20,431][root][INFO] - ===> Epoch[165](4270/26): Loss 0.9782, Sem 0.7470, dir -0.0860, norm 0.3172, swav 0.0000 LR: 6.059e-02 Score 75.497 Data time: 0.2291, Forward time: 2.2764, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.2409 [2020-11-08 20:31:26,786][root][INFO] - ===> Epoch[165](4271/26): Loss 1.0448, Sem 0.8254, dir -0.1117, norm 0.3311, swav 0.0000 LR: 6.058e-02 Score 75.830 Data time: 0.1471, Forward time: 2.2762, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 6.2082 [2020-11-08 20:31:33,918][root][INFO] - ===> Epoch[165](4272/26): Loss 1.0338, Sem 0.7598, dir -0.0823, norm 0.3563, swav 0.0000 LR: 6.057e-02 Score 77.811 Data time: 0.2005, Forward time: 2.2762, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 7.0732 [2020-11-08 20:31:41,220][root][INFO] - ===> Epoch[165](4273/26): Loss 0.9991, Sem 0.6793, dir -0.0874, norm 0.4072, swav 0.0000 LR: 6.056e-02 Score 78.059 Data time: 0.3620, Forward time: 2.2765, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 7.2058 [2020-11-08 20:31:47,230][root][INFO] - ===> Epoch[165](4274/26): Loss 1.0261, Sem 0.8432, dir -0.1312, norm 0.3141, swav 0.0000 LR: 6.055e-02 Score 74.394 Data time: 0.1817, Forward time: 2.2765, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.8550 [2020-11-08 20:31:51,597][root][INFO] - ===> Epoch[165](4275/26): Loss 1.0673, Sem 0.7758, dir -0.0832, norm 0.3747, swav 0.0000 LR: 6.054e-02 Score 76.209 Data time: 0.1678, Forward time: 2.2763, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 4.2770 [2020-11-08 20:31:56,829][root][INFO] - ===> Epoch[165](4276/26): Loss 1.0333, Sem 0.7217, dir -0.1011, norm 0.4127, swav 0.0000 LR: 6.053e-02 Score 78.098 Data time: 0.2172, Forward time: 2.2764, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.1827 [2020-11-08 20:32:02,611][root][INFO] - ===> Epoch[165](4277/26): Loss 0.8996, Sem 0.6534, dir -0.0493, norm 0.2955, swav 0.0000 LR: 6.052e-02 Score 79.095 Data time: 0.1879, Forward time: 2.2763, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.6593 [2020-11-08 20:32:08,322][root][INFO] - ===> Epoch[165](4278/26): Loss 1.0244, Sem 0.6380, dir -0.0536, norm 0.4400, swav 0.0000 LR: 6.051e-02 Score 80.512 Data time: 0.2005, Forward time: 2.2763, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.6514 [2020-11-08 20:32:15,569][root][INFO] - ===> Epoch[165](4279/26): Loss 1.0875, Sem 0.6504, dir -0.0497, norm 0.4868, swav 0.0000 LR: 6.050e-02 Score 79.385 Data time: 0.2950, Forward time: 2.2763, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 7.1412 [2020-11-08 20:32:20,723][root][INFO] - ===> Epoch[165](4280/26): Loss 0.9488, Sem 0.6807, dir -0.1068, norm 0.3749, swav 0.0000 LR: 6.049e-02 Score 78.849 Data time: 0.2004, Forward time: 2.2764, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.0309 [2020-11-08 20:32:26,178][root][INFO] - ===> Epoch[165](4281/26): Loss 1.0971, Sem 0.7770, dir -0.0859, norm 0.4060, swav 0.0000 LR: 6.048e-02 Score 74.634 Data time: 0.2087, Forward time: 2.2763, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.3514 [2020-11-08 20:32:32,274][root][INFO] - ===> Epoch[165](4282/26): Loss 1.1750, Sem 0.8054, dir -0.1035, norm 0.4731, swav 0.0000 LR: 6.047e-02 Score 74.215 Data time: 0.2153, Forward time: 2.2763, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 6.0008 [2020-11-08 20:32:37,564][root][INFO] - ===> Epoch[165](4283/26): Loss 1.0626, Sem 0.8297, dir -0.1439, norm 0.3768, swav 0.0000 LR: 6.046e-02 Score 72.757 Data time: 0.1851, Forward time: 2.2763, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.1806 [2020-11-08 20:32:42,690][root][INFO] - ===> Epoch[165](4284/26): Loss 1.1145, Sem 0.7000, dir -0.0380, norm 0.4526, swav 0.0000 LR: 6.045e-02 Score 78.178 Data time: 0.1531, Forward time: 2.2761, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.0140 [2020-11-08 20:32:48,041][root][INFO] - ===> Epoch[165](4285/26): Loss 1.1788, Sem 0.8288, dir -0.0786, norm 0.4286, swav 0.0000 LR: 6.044e-02 Score 72.126 Data time: 0.2198, Forward time: 2.2762, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.2678 [2020-11-08 20:32:53,541][root][INFO] - ===> Epoch[165](4286/26): Loss 1.0344, Sem 0.6806, dir -0.0720, norm 0.4258, swav 0.0000 LR: 6.043e-02 Score 77.800 Data time: 0.2189, Forward time: 2.2762, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.3669 [2020-11-08 20:32:59,829][root][INFO] - ===> Epoch[165](4287/26): Loss 0.9066, Sem 0.6018, dir -0.0926, norm 0.3973, swav 0.0000 LR: 6.042e-02 Score 80.609 Data time: 0.2145, Forward time: 2.2762, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 6.1601 [2020-11-08 20:33:06,483][root][INFO] - ===> Epoch[165](4288/26): Loss 1.0687, Sem 0.7090, dir -0.0897, norm 0.4494, swav 0.0000 LR: 6.041e-02 Score 78.954 Data time: 0.1863, Forward time: 2.2761, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 6.5330 [2020-11-08 20:33:12,446][root][INFO] - ===> Epoch[165](4289/26): Loss 0.8491, Sem 0.6314, dir -0.1007, norm 0.3184, swav 0.0000 LR: 6.040e-02 Score 79.583 Data time: 0.1621, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.8524 [2020-11-08 20:33:20,208][root][INFO] - ===> Epoch[165](4290/26): Loss 0.9698, Sem 0.7009, dir -0.0828, norm 0.3517, swav 0.0000 LR: 6.040e-02 Score 76.548 Data time: 0.2683, Forward time: 2.2761, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 7.6920 [2020-11-08 20:33:26,068][root][INFO] - ===> Epoch[166](4291/26): Loss 1.0290, Sem 0.8449, dir -0.1105, norm 0.2946, swav 0.0000 LR: 6.039e-02 Score 72.121 Data time: 0.2190, Forward time: 2.2762, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.7216 [2020-11-08 20:33:31,626][root][INFO] - ===> Epoch[166](4292/26): Loss 1.0495, Sem 0.7242, dir -0.0770, norm 0.4023, swav 0.0000 LR: 6.038e-02 Score 76.996 Data time: 0.2227, Forward time: 2.2761, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.4496 [2020-11-08 20:33:38,294][root][INFO] - ===> Epoch[166](4293/26): Loss 1.0826, Sem 0.7905, dir -0.0450, norm 0.3371, swav 0.0000 LR: 6.037e-02 Score 75.998 Data time: 0.2048, Forward time: 2.2761, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.5668 [2020-11-08 20:33:43,887][root][INFO] - ===> Epoch[166](4294/26): Loss 0.8961, Sem 0.6696, dir -0.1012, norm 0.3277, swav 0.0000 LR: 6.036e-02 Score 78.822 Data time: 0.1886, Forward time: 2.2760, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.4766 [2020-11-08 20:33:48,879][root][INFO] - ===> Epoch[166](4295/26): Loss 1.1551, Sem 0.8452, dir -0.0628, norm 0.3727, swav 0.0000 LR: 6.035e-02 Score 73.928 Data time: 0.1491, Forward time: 2.2759, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 4.8733 [2020-11-08 20:33:54,061][root][INFO] - ===> Epoch[166](4296/26): Loss 1.0606, Sem 0.7321, dir -0.1115, norm 0.4401, swav 0.0000 LR: 6.034e-02 Score 77.018 Data time: 0.1855, Forward time: 2.2758, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.1145 [2020-11-08 20:33:59,160][root][INFO] - ===> Epoch[166](4297/26): Loss 1.0169, Sem 0.7372, dir -0.1379, norm 0.4176, swav 0.0000 LR: 6.033e-02 Score 77.972 Data time: 0.2297, Forward time: 2.2758, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.9671 [2020-11-08 20:34:04,674][root][INFO] - ===> Epoch[166](4298/26): Loss 1.0201, Sem 0.6710, dir -0.1164, norm 0.4655, swav 0.0000 LR: 6.032e-02 Score 78.546 Data time: 0.1965, Forward time: 2.2757, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.3899 [2020-11-08 20:34:10,483][root][INFO] - ===> Epoch[166](4299/26): Loss 0.9926, Sem 0.6838, dir -0.0613, norm 0.3701, swav 0.0000 LR: 6.031e-02 Score 81.059 Data time: 0.1719, Forward time: 2.2756, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.6871 [2020-11-08 20:34:16,230][root][INFO] - ===> Epoch[166](4300/26): Loss 0.9606, Sem 0.6822, dir -0.0902, norm 0.3686, swav 0.0000 LR: 6.030e-02 Score 80.018 Data time: 0.1470, Forward time: 2.2755, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.6470 [2020-11-08 20:34:22,230][root][INFO] - ===> Epoch[166](4301/26): Loss 0.9827, Sem 0.6804, dir -0.0997, norm 0.4019, swav 0.0000 LR: 6.029e-02 Score 80.917 Data time: 0.1370, Forward time: 2.2753, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.8956 [2020-11-08 20:34:27,767][root][INFO] - ===> Epoch[166](4302/26): Loss 0.9750, Sem 0.7047, dir -0.0797, norm 0.3500, swav 0.0000 LR: 6.028e-02 Score 76.609 Data time: 0.1716, Forward time: 2.2752, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.4904 [2020-11-08 20:34:33,347][root][INFO] - ===> Epoch[166](4303/26): Loss 1.1659, Sem 0.8067, dir -0.1211, norm 0.4803, swav 0.0000 LR: 6.027e-02 Score 75.530 Data time: 0.2620, Forward time: 2.2753, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.4923 [2020-11-08 20:34:39,124][root][INFO] - ===> Epoch[166](4304/26): Loss 1.0452, Sem 0.7369, dir -0.0984, norm 0.4067, swav 0.0000 LR: 6.026e-02 Score 77.993 Data time: 0.1820, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.6345 [2020-11-08 20:34:44,667][root][INFO] - ===> Epoch[166](4305/26): Loss 1.0776, Sem 0.7664, dir -0.1009, norm 0.4120, swav 0.0000 LR: 6.025e-02 Score 74.979 Data time: 0.1764, Forward time: 2.2751, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.4447 [2020-11-08 20:34:49,675][root][INFO] - ===> Epoch[166](4306/26): Loss 1.0345, Sem 0.7669, dir -0.1247, norm 0.3922, swav 0.0000 LR: 6.024e-02 Score 75.959 Data time: 0.2067, Forward time: 2.2750, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.9154 [2020-11-08 20:34:57,796][root][INFO] - ===> Epoch[166](4307/26): Loss 1.0701, Sem 0.7790, dir -0.0772, norm 0.3683, swav 0.0000 LR: 6.023e-02 Score 75.713 Data time: 0.2433, Forward time: 2.2751, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 8.0312 [2020-11-08 20:35:04,017][root][INFO] - ===> Epoch[166](4308/26): Loss 1.0747, Sem 0.7590, dir -0.0568, norm 0.3725, swav 0.0000 LR: 6.022e-02 Score 77.026 Data time: 0.2160, Forward time: 2.2751, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.0995 [2020-11-08 20:35:08,765][root][INFO] - ===> Epoch[166](4309/26): Loss 0.9090, Sem 0.6741, dir -0.0977, norm 0.3325, swav 0.0000 LR: 6.021e-02 Score 79.743 Data time: 0.1630, Forward time: 2.2750, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.6188 [2020-11-08 20:35:14,439][root][INFO] - ===> Epoch[166](4310/26): Loss 1.0959, Sem 0.7886, dir -0.0603, norm 0.3676, swav 0.0000 LR: 6.020e-02 Score 76.257 Data time: 0.2619, Forward time: 2.2751, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5948 [2020-11-08 20:35:20,883][root][INFO] - ===> Epoch[166](4311/26): Loss 1.0734, Sem 0.7105, dir -0.0445, norm 0.4074, swav 0.0000 LR: 6.020e-02 Score 78.562 Data time: 0.2030, Forward time: 2.2751, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.3276 [2020-11-08 20:35:25,647][root][INFO] - ===> Epoch[166](4312/26): Loss 1.0542, Sem 0.7520, dir -0.0698, norm 0.3720, swav 0.0000 LR: 6.019e-02 Score 77.189 Data time: 0.2098, Forward time: 2.2751, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.6578 [2020-11-08 20:35:32,067][root][INFO] - ===> Epoch[166](4313/26): Loss 1.1120, Sem 0.8302, dir -0.1184, norm 0.4002, swav 0.0000 LR: 6.018e-02 Score 72.355 Data time: 0.2292, Forward time: 2.2751, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.3181 [2020-11-08 20:35:39,445][root][INFO] - ===> Epoch[166](4314/26): Loss 0.8199, Sem 0.6672, dir -0.1508, norm 0.3035, swav 0.0000 LR: 6.017e-02 Score 79.655 Data time: 0.2117, Forward time: 2.2751, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 7.2658 [2020-11-08 20:35:45,767][root][INFO] - ===> Epoch[166](4315/26): Loss 1.1339, Sem 0.7927, dir -0.0740, norm 0.4152, swav 0.0000 LR: 6.016e-02 Score 75.258 Data time: 0.2132, Forward time: 2.2750, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.1939 [2020-11-08 20:35:51,622][root][INFO] - ===> Epoch[166](4316/26): Loss 0.9791, Sem 0.7671, dir -0.1313, norm 0.3433, swav 0.0000 LR: 6.015e-02 Score 75.914 Data time: 0.2597, Forward time: 2.2751, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.7623 [2020-11-08 20:35:57,254][root][INFO] - ===> Epoch[167](4317/26): Loss 0.9223, Sem 0.7092, dir -0.1076, norm 0.3207, swav 0.0000 LR: 6.014e-02 Score 76.962 Data time: 0.2314, Forward time: 2.2751, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.4940 [2020-11-08 20:36:03,343][root][INFO] - ===> Epoch[167](4318/26): Loss 1.1064, Sem 0.7926, dir -0.0490, norm 0.3628, swav 0.0000 LR: 6.013e-02 Score 74.582 Data time: 0.2195, Forward time: 2.2751, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.9965 [2020-11-08 20:36:08,594][root][INFO] - ===> Epoch[167](4319/26): Loss 0.9122, Sem 0.6547, dir -0.0705, norm 0.3280, swav 0.0000 LR: 6.012e-02 Score 79.919 Data time: 0.2522, Forward time: 2.2752, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.1311 [2020-11-08 20:36:13,402][root][INFO] - ===> Epoch[167](4320/26): Loss 0.9647, Sem 0.7729, dir -0.1137, norm 0.3055, swav 0.0000 LR: 6.011e-02 Score 74.592 Data time: 0.2380, Forward time: 2.2752, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.6924 [2020-11-08 20:36:18,525][root][INFO] - ===> Epoch[167](4321/26): Loss 0.8573, Sem 0.6252, dir -0.0779, norm 0.3101, swav 0.0000 LR: 6.010e-02 Score 81.439 Data time: 0.2190, Forward time: 2.2752, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.0274 [2020-11-08 20:36:24,031][root][INFO] - ===> Epoch[167](4322/26): Loss 1.0723, Sem 0.7174, dir -0.0920, norm 0.4469, swav 0.0000 LR: 6.009e-02 Score 77.732 Data time: 0.2294, Forward time: 2.2753, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.3962 [2020-11-08 20:36:29,159][root][INFO] - ===> Epoch[167](4323/26): Loss 1.0081, Sem 0.6360, dir -0.0588, norm 0.4309, swav 0.0000 LR: 6.008e-02 Score 81.208 Data time: 0.2142, Forward time: 2.2753, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.0057 [2020-11-08 20:36:35,213][root][INFO] - ===> Epoch[167](4324/26): Loss 1.2309, Sem 0.8542, dir -0.0620, norm 0.4387, swav 0.0000 LR: 6.007e-02 Score 73.807 Data time: 0.1872, Forward time: 2.2753, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.9505 [2020-11-08 20:36:40,407][root][INFO] - ===> Epoch[167](4325/26): Loss 0.9475, Sem 0.6933, dir -0.0829, norm 0.3371, swav 0.0000 LR: 6.006e-02 Score 79.709 Data time: 0.1871, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.0913 [2020-11-08 20:36:45,311][root][INFO] - ===> Epoch[167](4326/26): Loss 1.1243, Sem 0.8210, dir -0.1073, norm 0.4106, swav 0.0000 LR: 6.005e-02 Score 73.761 Data time: 0.1820, Forward time: 2.2751, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.8172 [2020-11-08 20:36:51,142][root][INFO] - ===> Epoch[167](4327/26): Loss 1.0653, Sem 0.7577, dir -0.0882, norm 0.3958, swav 0.0000 LR: 6.004e-02 Score 76.444 Data time: 0.2959, Forward time: 2.2752, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.7533 [2020-11-08 20:36:56,709][root][INFO] - ===> Epoch[167](4328/26): Loss 1.0462, Sem 0.7194, dir -0.0839, norm 0.4107, swav 0.0000 LR: 6.003e-02 Score 80.674 Data time: 0.2158, Forward time: 2.2752, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.4353 [2020-11-08 20:37:01,945][root][INFO] - ===> Epoch[167](4329/26): Loss 1.0649, Sem 0.8232, dir -0.1106, norm 0.3523, swav 0.0000 LR: 6.002e-02 Score 73.198 Data time: 0.2313, Forward time: 2.2753, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.1377 [2020-11-08 20:37:09,013][root][INFO] - ===> Epoch[167](4330/26): Loss 1.0857, Sem 0.7312, dir -0.0577, norm 0.4122, swav 0.0000 LR: 6.001e-02 Score 75.123 Data time: 0.2309, Forward time: 2.2753, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.9471 [2020-11-08 20:37:14,330][root][INFO] - ===> Epoch[167](4331/26): Loss 0.9965, Sem 0.7338, dir -0.1243, norm 0.3871, swav 0.0000 LR: 6.000e-02 Score 79.921 Data time: 0.2071, Forward time: 2.2753, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.1913 [2020-11-08 20:37:18,853][root][INFO] - ===> Epoch[167](4332/26): Loss 1.0252, Sem 0.7644, dir -0.1267, norm 0.3876, swav 0.0000 LR: 6.000e-02 Score 75.325 Data time: 0.1619, Forward time: 2.2751, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.4098 [2020-11-08 20:37:25,016][root][INFO] - ===> Epoch[167](4333/26): Loss 1.0530, Sem 0.7514, dir -0.1307, norm 0.4323, swav 0.0000 LR: 5.999e-02 Score 77.817 Data time: 0.2539, Forward time: 2.2751, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.0911 [2020-11-08 20:37:30,183][root][INFO] - ===> Epoch[167](4334/26): Loss 0.8932, Sem 0.6535, dir -0.1178, norm 0.3575, swav 0.0000 LR: 5.998e-02 Score 79.174 Data time: 0.1618, Forward time: 2.2749, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.0368 [2020-11-08 20:37:35,485][root][INFO] - ===> Epoch[167](4335/26): Loss 0.9292, Sem 0.6577, dir -0.0912, norm 0.3627, swav 0.0000 LR: 5.997e-02 Score 78.132 Data time: 0.2282, Forward time: 2.2750, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.2178 [2020-11-08 20:37:40,837][root][INFO] - ===> Epoch[167](4336/26): Loss 0.8378, Sem 0.5858, dir -0.0972, norm 0.3492, swav 0.0000 LR: 5.996e-02 Score 82.935 Data time: 0.2681, Forward time: 2.2751, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.2396 [2020-11-08 20:37:46,060][root][INFO] - ===> Epoch[167](4337/26): Loss 0.9452, Sem 0.7579, dir -0.1691, norm 0.3564, swav 0.0000 LR: 5.995e-02 Score 77.077 Data time: 0.2888, Forward time: 2.2751, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.1008 [2020-11-08 20:37:53,365][root][INFO] - ===> Epoch[167](4338/26): Loss 0.9212, Sem 0.6314, dir -0.1020, norm 0.3918, swav 0.0000 LR: 5.994e-02 Score 77.695 Data time: 0.3505, Forward time: 2.2754, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 7.1866 [2020-11-08 20:37:59,391][root][INFO] - ===> Epoch[167](4339/26): Loss 1.0853, Sem 0.7562, dir -0.0596, norm 0.3886, swav 0.0000 LR: 5.993e-02 Score 76.746 Data time: 0.1946, Forward time: 2.2754, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.9040 [2020-11-08 20:38:04,241][root][INFO] - ===> Epoch[167](4340/26): Loss 0.9943, Sem 0.7251, dir -0.0802, norm 0.3494, swav 0.0000 LR: 5.992e-02 Score 78.534 Data time: 0.1784, Forward time: 2.2753, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.7462 [2020-11-08 20:38:09,778][root][INFO] - ===> Epoch[167](4341/26): Loss 1.0729, Sem 0.8418, dir -0.0948, norm 0.3260, swav 0.0000 LR: 5.991e-02 Score 72.162 Data time: 0.2543, Forward time: 2.2754, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.4529 [2020-11-08 20:38:15,431][root][INFO] - ===> Epoch[167](4342/26): Loss 1.1204, Sem 0.7531, dir -0.0776, norm 0.4450, swav 0.0000 LR: 5.990e-02 Score 80.964 Data time: 0.2320, Forward time: 2.2754, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.5205 [2020-11-08 20:38:20,900][root][INFO] - ===> Epoch[168](4343/26): Loss 1.1069, Sem 0.7968, dir -0.1003, norm 0.4104, swav 0.0000 LR: 5.989e-02 Score 79.196 Data time: 0.2225, Forward time: 2.2755, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.3730 [2020-11-08 20:38:25,914][root][INFO] - ===> Epoch[168](4344/26): Loss 0.8328, Sem 0.6182, dir -0.0962, norm 0.3108, swav 0.0000 LR: 5.988e-02 Score 76.899 Data time: 0.1459, Forward time: 2.2753, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 4.9111 [2020-11-08 20:38:31,008][root][INFO] - ===> Epoch[168](4345/26): Loss 1.0909, Sem 0.7716, dir -0.1300, norm 0.4493, swav 0.0000 LR: 5.987e-02 Score 75.318 Data time: 0.1771, Forward time: 2.2752, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.0067 [2020-11-08 20:38:36,906][root][INFO] - ===> Epoch[168](4346/26): Loss 0.9516, Sem 0.6863, dir -0.1304, norm 0.3956, swav 0.0000 LR: 5.986e-02 Score 78.185 Data time: 0.2163, Forward time: 2.2752, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.8001 [2020-11-08 20:38:43,574][root][INFO] - ===> Epoch[168](4347/26): Loss 1.2497, Sem 0.9285, dir -0.1001, norm 0.4213, swav 0.0000 LR: 5.985e-02 Score 74.148 Data time: 0.1750, Forward time: 2.2751, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 6.5567 [2020-11-08 20:38:48,498][root][INFO] - ===> Epoch[168](4348/26): Loss 0.8423, Sem 0.5661, dir -0.0668, norm 0.3430, swav 0.0000 LR: 5.984e-02 Score 82.974 Data time: 0.2814, Forward time: 2.2752, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 4.8282 [2020-11-08 20:38:54,642][root][INFO] - ===> Epoch[168](4349/26): Loss 0.8827, Sem 0.5802, dir -0.1142, norm 0.4167, swav 0.0000 LR: 5.983e-02 Score 82.274 Data time: 0.2888, Forward time: 2.2753, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 6.0296 [2020-11-08 20:39:01,307][root][INFO] - ===> Epoch[168](4350/26): Loss 1.0483, Sem 0.7804, dir -0.1056, norm 0.3736, swav 0.0000 LR: 5.982e-02 Score 76.893 Data time: 0.1909, Forward time: 2.2753, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 6.5409 [2020-11-08 20:39:06,897][root][INFO] - ===> Epoch[168](4351/26): Loss 1.0489, Sem 0.6921, dir -0.1031, norm 0.4599, swav 0.0000 LR: 5.981e-02 Score 78.882 Data time: 0.2251, Forward time: 2.2753, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.4864 [2020-11-08 20:39:12,356][root][INFO] - ===> Epoch[168](4352/26): Loss 1.1114, Sem 0.7430, dir -0.0819, norm 0.4503, swav 0.0000 LR: 5.980e-02 Score 76.890 Data time: 0.2493, Forward time: 2.2754, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.3565 [2020-11-08 20:39:17,763][root][INFO] - ===> Epoch[168](4353/26): Loss 0.9982, Sem 0.6486, dir -0.0597, norm 0.4094, swav 0.0000 LR: 5.980e-02 Score 78.777 Data time: 0.1394, Forward time: 2.2753, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.2852 [2020-11-08 20:39:23,209][root][INFO] - ===> Epoch[168](4354/26): Loss 0.9165, Sem 0.6560, dir -0.1046, norm 0.3650, swav 0.0000 LR: 5.979e-02 Score 79.693 Data time: 0.2347, Forward time: 2.2753, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.3587 [2020-11-08 20:39:29,834][root][INFO] - ===> Epoch[168](4355/26): Loss 0.8420, Sem 0.6549, dir -0.1342, norm 0.3213, swav 0.0000 LR: 5.978e-02 Score 78.488 Data time: 0.2385, Forward time: 2.2754, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 6.5119 [2020-11-08 20:39:36,344][root][INFO] - ===> Epoch[168](4356/26): Loss 1.0680, Sem 0.7486, dir -0.0911, norm 0.4106, swav 0.0000 LR: 5.977e-02 Score 76.336 Data time: 0.2048, Forward time: 2.2754, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 6.3896 [2020-11-08 20:39:42,908][root][INFO] - ===> Epoch[168](4357/26): Loss 1.0317, Sem 0.7153, dir -0.1220, norm 0.4384, swav 0.0000 LR: 5.976e-02 Score 78.298 Data time: 0.1672, Forward time: 2.2753, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.4331 [2020-11-08 20:39:48,330][root][INFO] - ===> Epoch[168](4358/26): Loss 1.0410, Sem 0.6967, dir -0.0846, norm 0.4290, swav 0.0000 LR: 5.975e-02 Score 77.410 Data time: 0.1764, Forward time: 2.2752, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.3364 [2020-11-08 20:39:55,250][root][INFO] - ===> Epoch[168](4359/26): Loss 0.9814, Sem 0.6824, dir -0.0963, norm 0.3954, swav 0.0000 LR: 5.974e-02 Score 79.422 Data time: 0.1349, Forward time: 2.2750, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.8005 [2020-11-08 20:40:01,903][root][INFO] - ===> Epoch[168](4360/26): Loss 1.0284, Sem 0.6833, dir -0.1060, norm 0.4510, swav 0.0000 LR: 5.973e-02 Score 78.969 Data time: 0.2100, Forward time: 2.2749, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.5775 [2020-11-08 20:40:07,403][root][INFO] - ===> Epoch[168](4361/26): Loss 1.0262, Sem 0.7594, dir -0.1446, norm 0.4114, swav 0.0000 LR: 5.972e-02 Score 76.054 Data time: 0.2938, Forward time: 2.2750, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.3888 [2020-11-08 20:40:13,704][root][INFO] - ===> Epoch[168](4362/26): Loss 0.9401, Sem 0.7057, dir -0.0721, norm 0.3065, swav 0.0000 LR: 5.971e-02 Score 79.445 Data time: 0.2306, Forward time: 2.2750, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.1757 [2020-11-08 20:40:20,445][root][INFO] - ===> Epoch[168](4363/26): Loss 1.0591, Sem 0.6385, dir -0.0556, norm 0.4762, swav 0.0000 LR: 5.970e-02 Score 81.017 Data time: 0.3119, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.6309 [2020-11-08 20:40:26,352][root][INFO] - ===> Epoch[168](4364/26): Loss 1.0197, Sem 0.7195, dir -0.0828, norm 0.3830, swav 0.0000 LR: 5.969e-02 Score 74.496 Data time: 0.2270, Forward time: 2.2753, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.7764 [2020-11-08 20:40:30,834][root][INFO] - ===> Epoch[168](4365/26): Loss 0.8537, Sem 0.6922, dir -0.1692, norm 0.3307, swav 0.0000 LR: 5.968e-02 Score 74.993 Data time: 0.1904, Forward time: 2.2752, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.3835 [2020-11-08 20:40:37,445][root][INFO] - ===> Epoch[168](4366/26): Loss 1.0465, Sem 0.7998, dir -0.0606, norm 0.3073, swav 0.0000 LR: 5.967e-02 Score 75.552 Data time: 0.2094, Forward time: 2.2752, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.5187 [2020-11-08 20:40:43,665][root][INFO] - ===> Epoch[168](4367/26): Loss 0.9703, Sem 0.7056, dir -0.0518, norm 0.3165, swav 0.0000 LR: 5.966e-02 Score 78.248 Data time: 0.1972, Forward time: 2.2752, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.1049 [2020-11-08 20:40:49,664][root][INFO] - ===> Epoch[168](4368/26): Loss 1.0954, Sem 0.7010, dir -0.0560, norm 0.4504, swav 0.0000 LR: 5.965e-02 Score 76.808 Data time: 0.1524, Forward time: 2.2751, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.8895 [2020-11-08 20:40:55,451][root][INFO] - ===> Epoch[169](4369/26): Loss 0.9505, Sem 0.7010, dir -0.0943, norm 0.3438, swav 0.0000 LR: 5.964e-02 Score 81.270 Data time: 0.1810, Forward time: 2.2750, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7059 [2020-11-08 20:41:00,867][root][INFO] - ===> Epoch[169](4370/26): Loss 1.0847, Sem 0.9006, dir -0.1124, norm 0.2965, swav 0.0000 LR: 5.963e-02 Score 73.426 Data time: 0.2176, Forward time: 2.2750, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.3384 [2020-11-08 20:41:07,899][root][INFO] - ===> Epoch[169](4371/26): Loss 1.0659, Sem 0.7919, dir -0.1049, norm 0.3789, swav 0.0000 LR: 5.962e-02 Score 78.368 Data time: 0.1667, Forward time: 2.2749, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.9205 [2020-11-08 20:41:13,068][root][INFO] - ===> Epoch[169](4372/26): Loss 1.2403, Sem 0.8958, dir -0.0747, norm 0.4192, swav 0.0000 LR: 5.961e-02 Score 72.685 Data time: 0.1978, Forward time: 2.2748, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.0934 [2020-11-08 20:41:18,067][root][INFO] - ===> Epoch[169](4373/26): Loss 0.9089, Sem 0.6186, dir -0.0823, norm 0.3726, swav 0.0000 LR: 5.960e-02 Score 81.855 Data time: 0.2218, Forward time: 2.2748, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.9002 [2020-11-08 20:41:24,108][root][INFO] - ===> Epoch[169](4374/26): Loss 0.9575, Sem 0.6020, dir -0.1368, norm 0.4922, swav 0.0000 LR: 5.960e-02 Score 83.228 Data time: 0.1419, Forward time: 2.2747, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.9160 [2020-11-08 20:41:30,333][root][INFO] - ===> Epoch[169](4375/26): Loss 1.2069, Sem 0.9165, dir -0.1211, norm 0.4116, swav 0.0000 LR: 5.959e-02 Score 71.876 Data time: 0.2623, Forward time: 2.2748, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.1418 [2020-11-08 20:41:36,216][root][INFO] - ===> Epoch[169](4376/26): Loss 0.8802, Sem 0.6779, dir -0.0850, norm 0.2873, swav 0.0000 LR: 5.958e-02 Score 78.792 Data time: 0.2051, Forward time: 2.2748, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.7427 [2020-11-08 20:41:41,199][root][INFO] - ===> Epoch[169](4377/26): Loss 0.9720, Sem 0.7074, dir -0.1148, norm 0.3794, swav 0.0000 LR: 5.957e-02 Score 76.952 Data time: 0.2063, Forward time: 2.2748, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.8701 [2020-11-08 20:41:45,927][root][INFO] - ===> Epoch[169](4378/26): Loss 0.8947, Sem 0.6973, dir -0.1004, norm 0.2978, swav 0.0000 LR: 5.956e-02 Score 79.822 Data time: 0.1745, Forward time: 2.2747, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6225 [2020-11-08 20:41:51,827][root][INFO] - ===> Epoch[169](4379/26): Loss 0.8325, Sem 0.6328, dir -0.1530, norm 0.3526, swav 0.0000 LR: 5.955e-02 Score 79.255 Data time: 0.1729, Forward time: 2.2745, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.8035 [2020-11-08 20:41:57,773][root][INFO] - ===> Epoch[169](4380/26): Loss 0.8985, Sem 0.7149, dir -0.1336, norm 0.3172, swav 0.0000 LR: 5.954e-02 Score 77.213 Data time: 0.2311, Forward time: 2.2745, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.8857 [2020-11-08 20:42:03,892][root][INFO] - ===> Epoch[169](4381/26): Loss 0.8948, Sem 0.7473, dir -0.1576, norm 0.3051, swav 0.0000 LR: 5.953e-02 Score 74.360 Data time: 0.3109, Forward time: 2.2747, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.0006 [2020-11-08 20:42:09,078][root][INFO] - ===> Epoch[169](4382/26): Loss 0.8761, Sem 0.6392, dir -0.0912, norm 0.3281, swav 0.0000 LR: 5.952e-02 Score 81.644 Data time: 0.2277, Forward time: 2.2747, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.0344 [2020-11-08 20:42:15,346][root][INFO] - ===> Epoch[169](4383/26): Loss 0.9546, Sem 0.7153, dir -0.1519, norm 0.3912, swav 0.0000 LR: 5.951e-02 Score 78.260 Data time: 0.2096, Forward time: 2.2747, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.1444 [2020-11-08 20:42:20,569][root][INFO] - ===> Epoch[169](4384/26): Loss 1.0729, Sem 0.8628, dir -0.1531, norm 0.3632, swav 0.0000 LR: 5.950e-02 Score 72.378 Data time: 0.2243, Forward time: 2.2748, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.1049 [2020-11-08 20:42:25,794][root][INFO] - ===> Epoch[169](4385/26): Loss 1.0029, Sem 0.7979, dir -0.1059, norm 0.3108, swav 0.0000 LR: 5.949e-02 Score 74.491 Data time: 0.2320, Forward time: 2.2748, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.1006 [2020-11-08 20:42:30,876][root][INFO] - ===> Epoch[169](4386/26): Loss 1.0835, Sem 0.8453, dir -0.0604, norm 0.2986, swav 0.0000 LR: 5.948e-02 Score 72.826 Data time: 0.2057, Forward time: 2.2748, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.9581 [2020-11-08 20:42:35,601][root][INFO] - ===> Epoch[169](4387/26): Loss 0.8977, Sem 0.6245, dir -0.0823, norm 0.3555, swav 0.0000 LR: 5.947e-02 Score 79.353 Data time: 0.1594, Forward time: 2.2747, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.6239 [2020-11-08 20:42:41,232][root][INFO] - ===> Epoch[169](4388/26): Loss 1.0619, Sem 0.8451, dir -0.1152, norm 0.3320, swav 0.0000 LR: 5.946e-02 Score 75.864 Data time: 0.1564, Forward time: 2.2745, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.5498 [2020-11-08 20:42:46,749][root][INFO] - ===> Epoch[169](4389/26): Loss 0.8832, Sem 0.6370, dir -0.1125, norm 0.3586, swav 0.0000 LR: 5.945e-02 Score 78.726 Data time: 0.1914, Forward time: 2.2745, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.4685 [2020-11-08 20:42:52,876][root][INFO] - ===> Epoch[169](4390/26): Loss 1.0337, Sem 0.8637, dir -0.1181, norm 0.2881, swav 0.0000 LR: 5.944e-02 Score 73.466 Data time: 0.2340, Forward time: 2.2746, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.0332 [2020-11-08 20:42:58,726][root][INFO] - ===> Epoch[169](4391/26): Loss 0.9990, Sem 0.7573, dir -0.1083, norm 0.3500, swav 0.0000 LR: 5.943e-02 Score 77.011 Data time: 0.1816, Forward time: 2.2744, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.7464 [2020-11-08 20:43:03,763][root][INFO] - ===> Epoch[169](4392/26): Loss 1.0194, Sem 0.7271, dir -0.1560, norm 0.4482, swav 0.0000 LR: 5.942e-02 Score 76.533 Data time: 0.1721, Forward time: 2.2743, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.9733 [2020-11-08 20:43:08,490][root][INFO] - ===> Epoch[169](4393/26): Loss 0.8492, Sem 0.5526, dir -0.0319, norm 0.3285, swav 0.0000 LR: 5.941e-02 Score 81.422 Data time: 0.1782, Forward time: 2.2742, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.6466 [2020-11-08 20:43:15,640][root][INFO] - ===> Epoch[169](4394/26): Loss 1.1885, Sem 0.8389, dir -0.0608, norm 0.4103, swav 0.0000 LR: 5.940e-02 Score 73.414 Data time: 0.1948, Forward time: 2.2742, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 7.0686 [2020-11-08 20:43:22,546][root][INFO] - ===> Epoch[170](4395/26): Loss 0.8969, Sem 0.5630, dir -0.0682, norm 0.4021, swav 0.0000 LR: 5.939e-02 Score 83.687 Data time: 0.2290, Forward time: 2.2742, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.8055 [2020-11-08 20:43:27,825][root][INFO] - ===> Epoch[170](4396/26): Loss 0.8728, Sem 0.6570, dir -0.0839, norm 0.2998, swav 0.0000 LR: 5.939e-02 Score 79.902 Data time: 0.1708, Forward time: 2.2741, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.1530 [2020-11-08 20:43:34,488][root][INFO] - ===> Epoch[170](4397/26): Loss 0.7809, Sem 0.5123, dir -0.1129, norm 0.3814, swav 0.0000 LR: 5.938e-02 Score 84.179 Data time: 0.1406, Forward time: 2.2739, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.5694 [2020-11-08 20:43:39,991][root][INFO] - ===> Epoch[170](4398/26): Loss 1.0137, Sem 0.6679, dir -0.0678, norm 0.4136, swav 0.0000 LR: 5.937e-02 Score 81.353 Data time: 0.1439, Forward time: 2.2738, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.4379 [2020-11-08 20:43:45,465][root][INFO] - ===> Epoch[170](4399/26): Loss 1.0151, Sem 0.6716, dir -0.0703, norm 0.4138, swav 0.0000 LR: 5.936e-02 Score 80.190 Data time: 0.2042, Forward time: 2.2737, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.3937 [2020-11-08 20:43:51,031][root][INFO] - ===> Epoch[170](4400/26): Loss 1.0811, Sem 0.7270, dir -0.0423, norm 0.3965, swav 0.0000 LR: 5.935e-02 Score 77.813 Data time: 0.2196, Forward time: 2.2738, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.4524 [2020-11-08 20:43:57,032][root][INFO] - ===> Epoch[170](4401/26): Loss 1.1094, Sem 0.7624, dir -0.0455, norm 0.3925, swav 0.0000 LR: 5.934e-02 Score 73.363 Data time: 0.2462, Forward time: 2.2739, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.8792 [2020-11-08 20:44:01,372][root][INFO] - ===> Epoch[170](4402/26): Loss 0.8253, Sem 0.5685, dir -0.1345, norm 0.3913, swav 0.0000 LR: 5.933e-02 Score 82.073 Data time: 0.2055, Forward time: 2.2738, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.2062 [2020-11-08 20:44:06,432][root][INFO] - ===> Epoch[170](4403/26): Loss 1.1011, Sem 0.7650, dir -0.0964, norm 0.4325, swav 0.0000 LR: 5.932e-02 Score 76.217 Data time: 0.1621, Forward time: 2.2736, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.9748 [2020-11-08 20:44:11,638][root][INFO] - ===> Epoch[170](4404/26): Loss 1.1463, Sem 0.7550, dir -0.0739, norm 0.4652, swav 0.0000 LR: 5.931e-02 Score 76.344 Data time: 0.1354, Forward time: 2.2735, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.1355 [2020-11-08 20:44:17,614][root][INFO] - ===> Epoch[170](4405/26): Loss 1.1228, Sem 0.7872, dir -0.1211, norm 0.4567, swav 0.0000 LR: 5.930e-02 Score 74.951 Data time: 0.2071, Forward time: 2.2734, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.9038 [2020-11-08 20:44:22,540][root][INFO] - ===> Epoch[170](4406/26): Loss 1.0310, Sem 0.7301, dir -0.1093, norm 0.4102, swav 0.0000 LR: 5.929e-02 Score 78.222 Data time: 0.2245, Forward time: 2.2735, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.8260 [2020-11-08 20:44:28,586][root][INFO] - ===> Epoch[170](4407/26): Loss 0.9434, Sem 0.6628, dir -0.0697, norm 0.3503, swav 0.0000 LR: 5.928e-02 Score 81.370 Data time: 0.1880, Forward time: 2.2734, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.9192 [2020-11-08 20:44:34,098][root][INFO] - ===> Epoch[170](4408/26): Loss 1.0580, Sem 0.7329, dir -0.0991, norm 0.4242, swav 0.0000 LR: 5.927e-02 Score 77.495 Data time: 0.2026, Forward time: 2.2734, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.4129 [2020-11-08 20:44:39,561][root][INFO] - ===> Epoch[170](4409/26): Loss 1.0128, Sem 0.6823, dir -0.0595, norm 0.3900, swav 0.0000 LR: 5.926e-02 Score 78.231 Data time: 0.2891, Forward time: 2.2735, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.3510 [2020-11-08 20:44:44,821][root][INFO] - ===> Epoch[170](4410/26): Loss 0.9445, Sem 0.7120, dir -0.1255, norm 0.3579, swav 0.0000 LR: 5.925e-02 Score 78.292 Data time: 0.2507, Forward time: 2.2735, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.1396 [2020-11-08 20:44:50,305][root][INFO] - ===> Epoch[170](4411/26): Loss 1.0065, Sem 0.7697, dir -0.1089, norm 0.3456, swav 0.0000 LR: 5.924e-02 Score 77.145 Data time: 0.2887, Forward time: 2.2736, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.3574 [2020-11-08 20:44:56,261][root][INFO] - ===> Epoch[170](4412/26): Loss 0.8737, Sem 0.5947, dir -0.1015, norm 0.3805, swav 0.0000 LR: 5.923e-02 Score 82.182 Data time: 0.1752, Forward time: 2.2735, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.8405 [2020-11-08 20:45:02,647][root][INFO] - ===> Epoch[170](4413/26): Loss 0.9942, Sem 0.7380, dir -0.0937, norm 0.3500, swav 0.0000 LR: 5.922e-02 Score 73.525 Data time: 0.2629, Forward time: 2.2736, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.2949 [2020-11-08 20:45:08,923][root][INFO] - ===> Epoch[170](4414/26): Loss 0.8240, Sem 0.5483, dir -0.1152, norm 0.3909, swav 0.0000 LR: 5.921e-02 Score 82.752 Data time: 0.1730, Forward time: 2.2736, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.1543 [2020-11-08 20:45:14,198][root][INFO] - ===> Epoch[170](4415/26): Loss 0.8985, Sem 0.7327, dir -0.1032, norm 0.2690, swav 0.0000 LR: 5.920e-02 Score 77.392 Data time: 0.1320, Forward time: 2.2733, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.1846 [2020-11-08 20:45:21,079][root][INFO] - ===> Epoch[170](4416/26): Loss 0.8254, Sem 0.5149, dir -0.1285, norm 0.4389, swav 0.0000 LR: 5.919e-02 Score 84.083 Data time: 0.2610, Forward time: 2.2735, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.8358 [2020-11-08 20:45:26,970][root][INFO] - ===> Epoch[170](4417/26): Loss 0.9664, Sem 0.7079, dir -0.1017, norm 0.3601, swav 0.0000 LR: 5.919e-02 Score 75.615 Data time: 0.2012, Forward time: 2.2735, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.7694 [2020-11-08 20:45:32,791][root][INFO] - ===> Epoch[170](4418/26): Loss 0.8637, Sem 0.6478, dir -0.1346, norm 0.3504, swav 0.0000 LR: 5.918e-02 Score 79.217 Data time: 0.2527, Forward time: 2.2736, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.7135 [2020-11-08 20:45:37,856][root][INFO] - ===> Epoch[170](4419/26): Loss 0.8762, Sem 0.6562, dir -0.0913, norm 0.3113, swav 0.0000 LR: 5.917e-02 Score 78.957 Data time: 0.2361, Forward time: 2.2735, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.9485 [2020-11-08 20:45:43,547][root][INFO] - ===> Epoch[170](4420/26): Loss 0.9319, Sem 0.6508, dir -0.1174, norm 0.3985, swav 0.0000 LR: 5.916e-02 Score 80.631 Data time: 0.2149, Forward time: 2.2735, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.5956 [2020-11-08 20:45:47,953][root][INFO] - ===> Epoch[171](4421/26): Loss 0.9241, Sem 0.6213, dir -0.0838, norm 0.3867, swav 0.0000 LR: 5.915e-02 Score 80.847 Data time: 0.1548, Forward time: 2.2734, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.2999 [2020-11-08 20:45:53,739][root][INFO] - ===> Epoch[171](4422/26): Loss 1.0378, Sem 0.6820, dir -0.0687, norm 0.4245, swav 0.0000 LR: 5.914e-02 Score 78.842 Data time: 0.2225, Forward time: 2.2734, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.7186 [2020-11-08 20:45:58,149][root][INFO] - ===> Epoch[171](4423/26): Loss 1.1467, Sem 0.8357, dir -0.1243, norm 0.4353, swav 0.0000 LR: 5.913e-02 Score 80.594 Data time: 0.2274, Forward time: 2.2734, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.2885 [2020-11-08 20:46:04,120][root][INFO] - ===> Epoch[171](4424/26): Loss 0.9800, Sem 0.6955, dir -0.0481, norm 0.3326, swav 0.0000 LR: 5.912e-02 Score 77.651 Data time: 0.2042, Forward time: 2.2734, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.8803 [2020-11-08 20:46:10,641][root][INFO] - ===> Epoch[171](4425/26): Loss 1.0169, Sem 0.7318, dir -0.1116, norm 0.3967, swav 0.0000 LR: 5.911e-02 Score 76.257 Data time: 0.1680, Forward time: 2.2732, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.3992 [2020-11-08 20:46:17,568][root][INFO] - ===> Epoch[171](4426/26): Loss 1.0299, Sem 0.8486, dir -0.1192, norm 0.3005, swav 0.0000 LR: 5.910e-02 Score 73.561 Data time: 0.1678, Forward time: 2.2732, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 6.8423 [2020-11-08 20:46:22,713][root][INFO] - ===> Epoch[171](4427/26): Loss 0.9699, Sem 0.6844, dir -0.0908, norm 0.3764, swav 0.0000 LR: 5.909e-02 Score 76.300 Data time: 0.1829, Forward time: 2.2730, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.0503 [2020-11-08 20:46:27,961][root][INFO] - ===> Epoch[171](4428/26): Loss 1.0832, Sem 0.7843, dir -0.0852, norm 0.3841, swav 0.0000 LR: 5.908e-02 Score 76.710 Data time: 0.1914, Forward time: 2.2730, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.1780 [2020-11-08 20:46:32,631][root][INFO] - ===> Epoch[171](4429/26): Loss 0.8786, Sem 0.6586, dir -0.1379, norm 0.3579, swav 0.0000 LR: 5.907e-02 Score 78.785 Data time: 0.2306, Forward time: 2.2730, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.5720 [2020-11-08 20:46:37,539][root][INFO] - ===> Epoch[171](4430/26): Loss 0.9357, Sem 0.6753, dir -0.1180, norm 0.3785, swav 0.0000 LR: 5.906e-02 Score 78.700 Data time: 0.1851, Forward time: 2.2728, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.8175 [2020-11-08 20:46:42,602][root][INFO] - ===> Epoch[171](4431/26): Loss 0.9234, Sem 0.7265, dir -0.1507, norm 0.3476, swav 0.0000 LR: 5.905e-02 Score 77.632 Data time: 0.2471, Forward time: 2.2729, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.9828 [2020-11-08 20:46:49,160][root][INFO] - ===> Epoch[171](4432/26): Loss 0.8673, Sem 0.6445, dir -0.0851, norm 0.3079, swav 0.0000 LR: 5.904e-02 Score 78.925 Data time: 0.2493, Forward time: 2.2729, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.4413 [2020-11-08 20:46:54,781][root][INFO] - ===> Epoch[171](4433/26): Loss 1.0128, Sem 0.7743, dir -0.1437, norm 0.3822, swav 0.0000 LR: 5.903e-02 Score 75.496 Data time: 0.2489, Forward time: 2.2730, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.5140 [2020-11-08 20:47:00,028][root][INFO] - ===> Epoch[171](4434/26): Loss 0.9790, Sem 0.6955, dir -0.0488, norm 0.3322, swav 0.0000 LR: 5.902e-02 Score 79.083 Data time: 0.1746, Forward time: 2.2730, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.1285 [2020-11-08 20:47:05,844][root][INFO] - ===> Epoch[171](4435/26): Loss 0.9633, Sem 0.7789, dir -0.1327, norm 0.3171, swav 0.0000 LR: 5.901e-02 Score 75.796 Data time: 0.2168, Forward time: 2.2730, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.7425 [2020-11-08 20:47:10,520][root][INFO] - ===> Epoch[171](4436/26): Loss 0.9742, Sem 0.6999, dir -0.0437, norm 0.3180, swav 0.0000 LR: 5.900e-02 Score 79.494 Data time: 0.2289, Forward time: 2.2730, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.5725 [2020-11-08 20:47:16,315][root][INFO] - ===> Epoch[171](4437/26): Loss 0.7912, Sem 0.5956, dir -0.0672, norm 0.2628, swav 0.0000 LR: 5.899e-02 Score 80.928 Data time: 0.2516, Forward time: 2.2731, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.6766 [2020-11-08 20:47:22,141][root][INFO] - ===> Epoch[171](4438/26): Loss 0.9351, Sem 0.6614, dir -0.1051, norm 0.3788, swav 0.0000 LR: 5.898e-02 Score 79.899 Data time: 0.2045, Forward time: 2.2730, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.6902 [2020-11-08 20:47:28,413][root][INFO] - ===> Epoch[171](4439/26): Loss 0.9622, Sem 0.7222, dir -0.1231, norm 0.3630, swav 0.0000 LR: 5.898e-02 Score 78.177 Data time: 0.1936, Forward time: 2.2729, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.1657 [2020-11-08 20:47:35,879][root][INFO] - ===> Epoch[171](4440/26): Loss 1.0102, Sem 0.7765, dir -0.0631, norm 0.2968, swav 0.0000 LR: 5.897e-02 Score 76.134 Data time: 0.2636, Forward time: 2.2730, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 7.3679 [2020-11-08 20:47:42,082][root][INFO] - ===> Epoch[171](4441/26): Loss 1.2490, Sem 0.8893, dir -0.0873, norm 0.4470, swav 0.0000 LR: 5.896e-02 Score 75.610 Data time: 0.2760, Forward time: 2.2732, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.0715 [2020-11-08 20:47:47,404][root][INFO] - ===> Epoch[171](4442/26): Loss 1.0657, Sem 0.7690, dir -0.0956, norm 0.3923, swav 0.0000 LR: 5.895e-02 Score 76.067 Data time: 0.2153, Forward time: 2.2732, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.1768 [2020-11-08 20:47:52,635][root][INFO] - ===> Epoch[171](4443/26): Loss 1.0600, Sem 0.6963, dir -0.0936, norm 0.4573, swav 0.0000 LR: 5.894e-02 Score 77.107 Data time: 0.1831, Forward time: 2.2731, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.1098 [2020-11-08 20:47:58,823][root][INFO] - ===> Epoch[171](4444/26): Loss 1.0113, Sem 0.6842, dir -0.0840, norm 0.4111, swav 0.0000 LR: 5.893e-02 Score 78.609 Data time: 0.1787, Forward time: 2.2730, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.1122 [2020-11-08 20:48:04,358][root][INFO] - ===> Epoch[171](4445/26): Loss 0.9537, Sem 0.6418, dir -0.0718, norm 0.3837, swav 0.0000 LR: 5.892e-02 Score 83.554 Data time: 0.1931, Forward time: 2.2730, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.4360 [2020-11-08 20:48:10,378][root][INFO] - ===> Epoch[171](4446/26): Loss 0.9229, Sem 0.6699, dir -0.1284, norm 0.3814, swav 0.0000 LR: 5.891e-02 Score 80.470 Data time: 0.2081, Forward time: 2.2729, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.9018 [2020-11-08 20:48:15,216][root][INFO] - ===> Epoch[172](4447/26): Loss 0.9253, Sem 0.5366, dir -0.0876, norm 0.4763, swav 0.0000 LR: 5.890e-02 Score 83.010 Data time: 0.2085, Forward time: 2.2729, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.7317 [2020-11-08 20:48:20,572][root][INFO] - ===> Epoch[172](4448/26): Loss 0.9279, Sem 0.6502, dir -0.0859, norm 0.3636, swav 0.0000 LR: 5.889e-02 Score 80.275 Data time: 0.2055, Forward time: 2.2729, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.2566 [2020-11-08 20:48:26,557][root][INFO] - ===> Epoch[172](4449/26): Loss 0.9615, Sem 0.6941, dir -0.1060, norm 0.3735, swav 0.0000 LR: 5.888e-02 Score 76.162 Data time: 0.2507, Forward time: 2.2730, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.8870 [2020-11-08 20:48:31,894][root][INFO] - ===> Epoch[172](4450/26): Loss 0.9915, Sem 0.6765, dir -0.1423, norm 0.4573, swav 0.0000 LR: 5.887e-02 Score 77.846 Data time: 0.2189, Forward time: 2.2730, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.2025 [2020-11-08 20:48:38,406][root][INFO] - ===> Epoch[172](4451/26): Loss 1.3004, Sem 0.9709, dir -0.0980, norm 0.4275, swav 0.0000 LR: 5.886e-02 Score 69.120 Data time: 0.2398, Forward time: 2.2730, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.3948 [2020-11-08 20:48:44,796][root][INFO] - ===> Epoch[172](4452/26): Loss 1.1400, Sem 0.7102, dir -0.0545, norm 0.4843, swav 0.0000 LR: 5.885e-02 Score 77.589 Data time: 0.2613, Forward time: 2.2732, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.2698 [2020-11-08 20:48:50,193][root][INFO] - ===> Epoch[172](4453/26): Loss 1.0476, Sem 0.7120, dir -0.0994, norm 0.4351, swav 0.0000 LR: 5.884e-02 Score 78.304 Data time: 0.1938, Forward time: 2.2731, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.2531 [2020-11-08 20:48:55,731][root][INFO] - ===> Epoch[172](4454/26): Loss 1.0500, Sem 0.7500, dir -0.0892, norm 0.3893, swav 0.0000 LR: 5.883e-02 Score 76.837 Data time: 0.2063, Forward time: 2.2731, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.4510 [2020-11-08 20:49:01,296][root][INFO] - ===> Epoch[172](4455/26): Loss 0.9428, Sem 0.6470, dir -0.1195, norm 0.4153, swav 0.0000 LR: 5.882e-02 Score 81.167 Data time: 0.2056, Forward time: 2.2731, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.4649 [2020-11-08 20:49:06,582][root][INFO] - ===> Epoch[172](4456/26): Loss 1.0915, Sem 0.7258, dir -0.1012, norm 0.4669, swav 0.0000 LR: 5.881e-02 Score 79.222 Data time: 0.2205, Forward time: 2.2730, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.1752 [2020-11-08 20:49:13,456][root][INFO] - ===> Epoch[172](4457/26): Loss 1.1128, Sem 0.7299, dir -0.0574, norm 0.4404, swav 0.0000 LR: 5.880e-02 Score 79.706 Data time: 0.3348, Forward time: 2.2733, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.7744 [2020-11-08 20:49:18,835][root][INFO] - ===> Epoch[172](4458/26): Loss 0.9995, Sem 0.6690, dir -0.0794, norm 0.4100, swav 0.0000 LR: 5.879e-02 Score 79.174 Data time: 0.1977, Forward time: 2.2732, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.2653 [2020-11-08 20:49:25,185][root][INFO] - ===> Epoch[172](4459/26): Loss 1.1235, Sem 0.7104, dir -0.0640, norm 0.4771, swav 0.0000 LR: 5.878e-02 Score 79.310 Data time: 0.2127, Forward time: 2.2732, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.2546 [2020-11-08 20:49:31,883][root][INFO] - ===> Epoch[172](4460/26): Loss 1.0521, Sem 0.7854, dir -0.0915, norm 0.3582, swav 0.0000 LR: 5.877e-02 Score 71.977 Data time: 0.2098, Forward time: 2.2732, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.5793 [2020-11-08 20:49:36,978][root][INFO] - ===> Epoch[172](4461/26): Loss 1.1083, Sem 0.7884, dir -0.0624, norm 0.3822, swav 0.0000 LR: 5.877e-02 Score 75.560 Data time: 0.1369, Forward time: 2.2731, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.9709 [2020-11-08 20:49:42,954][root][INFO] - ===> Epoch[172](4462/26): Loss 0.9407, Sem 0.6661, dir -0.1374, norm 0.4120, swav 0.0000 LR: 5.876e-02 Score 78.178 Data time: 0.1602, Forward time: 2.2729, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.9122 [2020-11-08 20:49:48,757][root][INFO] - ===> Epoch[172](4463/26): Loss 0.8601, Sem 0.6620, dir -0.1407, norm 0.3387, swav 0.0000 LR: 5.875e-02 Score 78.576 Data time: 0.1945, Forward time: 2.2729, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7313 [2020-11-08 20:49:55,543][root][INFO] - ===> Epoch[172](4464/26): Loss 0.9161, Sem 0.7364, dir -0.1061, norm 0.2858, swav 0.0000 LR: 5.874e-02 Score 75.377 Data time: 0.2049, Forward time: 2.2729, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.6671 [2020-11-08 20:50:01,328][root][INFO] - ===> Epoch[172](4465/26): Loss 0.9643, Sem 0.7080, dir -0.1009, norm 0.3572, swav 0.0000 LR: 5.873e-02 Score 78.338 Data time: 0.2687, Forward time: 2.2731, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.6681 [2020-11-08 20:50:06,695][root][INFO] - ===> Epoch[172](4466/26): Loss 1.0697, Sem 0.7549, dir -0.0768, norm 0.3916, swav 0.0000 LR: 5.872e-02 Score 76.584 Data time: 0.2236, Forward time: 2.2731, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2414 [2020-11-08 20:50:12,717][root][INFO] - ===> Epoch[172](4467/26): Loss 1.0591, Sem 0.8283, dir -0.1155, norm 0.3463, swav 0.0000 LR: 5.871e-02 Score 74.485 Data time: 0.1738, Forward time: 2.2730, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.9186 [2020-11-08 20:50:18,498][root][INFO] - ===> Epoch[172](4468/26): Loss 0.9134, Sem 0.6866, dir -0.1801, norm 0.4069, swav 0.0000 LR: 5.870e-02 Score 77.665 Data time: 0.2083, Forward time: 2.2730, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.6961 [2020-11-08 20:50:23,845][root][INFO] - ===> Epoch[172](4469/26): Loss 0.8808, Sem 0.7220, dir -0.1271, norm 0.2859, swav 0.0000 LR: 5.869e-02 Score 78.856 Data time: 0.2671, Forward time: 2.2731, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2195 [2020-11-08 20:50:29,738][root][INFO] - ===> Epoch[172](4470/26): Loss 0.7974, Sem 0.5673, dir -0.0756, norm 0.3058, swav 0.0000 LR: 5.868e-02 Score 80.370 Data time: 0.2157, Forward time: 2.2731, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7850 [2020-11-08 20:50:35,018][root][INFO] - ===> Epoch[172](4471/26): Loss 0.9977, Sem 0.7291, dir -0.0896, norm 0.3582, swav 0.0000 LR: 5.867e-02 Score 75.534 Data time: 0.2091, Forward time: 2.2730, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.1875 [2020-11-08 20:50:41,037][root][INFO] - ===> Epoch[172](4472/26): Loss 0.8681, Sem 0.6153, dir -0.1350, norm 0.3878, swav 0.0000 LR: 5.866e-02 Score 78.758 Data time: 0.2913, Forward time: 2.2732, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.9021 [2020-11-08 20:50:46,452][root][INFO] - ===> Epoch[173](4473/26): Loss 1.0281, Sem 0.8043, dir -0.0383, norm 0.2621, swav 0.0000 LR: 5.865e-02 Score 76.121 Data time: 0.2223, Forward time: 2.2733, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.2835 [2020-11-08 20:50:51,928][root][INFO] - ===> Epoch[173](4474/26): Loss 0.9848, Sem 0.7414, dir -0.0882, norm 0.3316, swav 0.0000 LR: 5.864e-02 Score 78.484 Data time: 0.2680, Forward time: 2.2734, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.3444 [2020-11-08 20:50:58,279][root][INFO] - ===> Epoch[173](4475/26): Loss 0.9675, Sem 0.7099, dir -0.1072, norm 0.3647, swav 0.0000 LR: 5.863e-02 Score 76.548 Data time: 0.2265, Forward time: 2.2734, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.2302 [2020-11-08 20:51:04,464][root][INFO] - ===> Epoch[173](4476/26): Loss 0.8781, Sem 0.6341, dir -0.1463, norm 0.3902, swav 0.0000 LR: 5.862e-02 Score 81.282 Data time: 0.2391, Forward time: 2.2735, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.0927 [2020-11-08 20:51:10,829][root][INFO] - ===> Epoch[173](4477/26): Loss 0.9082, Sem 0.6792, dir -0.0587, norm 0.2878, swav 0.0000 LR: 5.861e-02 Score 78.552 Data time: 0.1755, Forward time: 2.2734, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.2410 [2020-11-08 20:51:16,545][root][INFO] - ===> Epoch[173](4478/26): Loss 1.0142, Sem 0.7513, dir -0.0818, norm 0.3447, swav 0.0000 LR: 5.860e-02 Score 75.609 Data time: 0.1936, Forward time: 2.2734, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.6103 [2020-11-08 20:51:21,554][root][INFO] - ===> Epoch[173](4479/26): Loss 0.8816, Sem 0.6470, dir -0.1311, norm 0.3657, swav 0.0000 LR: 5.859e-02 Score 79.956 Data time: 0.2442, Forward time: 2.2734, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.8886 [2020-11-08 20:51:26,556][root][INFO] - ===> Epoch[173](4480/26): Loss 0.8579, Sem 0.6333, dir -0.1542, norm 0.3788, swav 0.0000 LR: 5.858e-02 Score 81.597 Data time: 0.2187, Forward time: 2.2735, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 4.8971 [2020-11-08 20:51:32,036][root][INFO] - ===> Epoch[173](4481/26): Loss 1.0681, Sem 0.7048, dir -0.0272, norm 0.3905, swav 0.0000 LR: 5.857e-02 Score 77.355 Data time: 0.1203, Forward time: 2.2732, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.3863 [2020-11-08 20:51:37,903][root][INFO] - ===> Epoch[173](4482/26): Loss 1.1085, Sem 0.7039, dir -0.0366, norm 0.4412, swav 0.0000 LR: 5.856e-02 Score 78.626 Data time: 0.1772, Forward time: 2.2732, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.7995 [2020-11-08 20:51:43,413][root][INFO] - ===> Epoch[173](4483/26): Loss 1.0642, Sem 0.7023, dir -0.1042, norm 0.4661, swav 0.0000 LR: 5.856e-02 Score 78.006 Data time: 0.1681, Forward time: 2.2731, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.4113 [2020-11-08 20:51:48,350][root][INFO] - ===> Epoch[173](4484/26): Loss 0.9810, Sem 0.6265, dir -0.0800, norm 0.4345, swav 0.0000 LR: 5.855e-02 Score 81.002 Data time: 0.2105, Forward time: 2.2731, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.8477 [2020-11-08 20:51:53,978][root][INFO] - ===> Epoch[173](4485/26): Loss 1.0846, Sem 0.7295, dir -0.0588, norm 0.4138, swav 0.0000 LR: 5.854e-02 Score 74.528 Data time: 0.2545, Forward time: 2.2732, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.5196 [2020-11-08 20:51:59,764][root][INFO] - ===> Epoch[173](4486/26): Loss 1.0029, Sem 0.6723, dir -0.0875, norm 0.4181, swav 0.0000 LR: 5.853e-02 Score 78.183 Data time: 0.1535, Forward time: 2.2731, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.6596 [2020-11-08 20:52:05,089][root][INFO] - ===> Epoch[173](4487/26): Loss 1.0226, Sem 0.6413, dir -0.0592, norm 0.4405, swav 0.0000 LR: 5.852e-02 Score 80.191 Data time: 0.1720, Forward time: 2.2730, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.2216 [2020-11-08 20:52:10,465][root][INFO] - ===> Epoch[173](4488/26): Loss 1.0685, Sem 0.7921, dir -0.1188, norm 0.3952, swav 0.0000 LR: 5.851e-02 Score 72.369 Data time: 0.2113, Forward time: 2.2730, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.2914 [2020-11-08 20:52:16,346][root][INFO] - ===> Epoch[173](4489/26): Loss 0.9158, Sem 0.7185, dir -0.1122, norm 0.3095, swav 0.0000 LR: 5.850e-02 Score 77.216 Data time: 0.1718, Forward time: 2.2729, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.7720 [2020-11-08 20:52:22,426][root][INFO] - ===> Epoch[173](4490/26): Loss 0.9178, Sem 0.6352, dir -0.0566, norm 0.3391, swav 0.0000 LR: 5.849e-02 Score 81.401 Data time: 0.1468, Forward time: 2.2727, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.9851 [2020-11-08 20:52:27,200][root][INFO] - ===> Epoch[173](4491/26): Loss 1.2181, Sem 0.8713, dir -0.0970, norm 0.4439, swav 0.0000 LR: 5.848e-02 Score 70.890 Data time: 0.2295, Forward time: 2.2728, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.6894 [2020-11-08 20:52:32,068][root][INFO] - ===> Epoch[173](4492/26): Loss 0.8892, Sem 0.5964, dir -0.1186, norm 0.4113, swav 0.0000 LR: 5.847e-02 Score 79.753 Data time: 0.2461, Forward time: 2.2728, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.7398 [2020-11-08 20:52:37,288][root][INFO] - ===> Epoch[173](4493/26): Loss 0.9590, Sem 0.6813, dir -0.0863, norm 0.3640, swav 0.0000 LR: 5.846e-02 Score 76.840 Data time: 0.1664, Forward time: 2.2727, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.0914 [2020-11-08 20:52:43,459][root][INFO] - ===> Epoch[173](4494/26): Loss 1.1242, Sem 0.7113, dir -0.1363, norm 0.5492, swav 0.0000 LR: 5.845e-02 Score 78.068 Data time: 0.2830, Forward time: 2.2728, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 6.0749 [2020-11-08 20:52:48,571][root][INFO] - ===> Epoch[173](4495/26): Loss 0.9767, Sem 0.7345, dir -0.1046, norm 0.3467, swav 0.0000 LR: 5.844e-02 Score 77.865 Data time: 0.2305, Forward time: 2.2729, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 4.9833 [2020-11-08 20:52:55,449][root][INFO] - ===> Epoch[173](4496/26): Loss 1.0470, Sem 0.7912, dir -0.1608, norm 0.4165, swav 0.0000 LR: 5.843e-02 Score 74.983 Data time: 0.1742, Forward time: 2.2728, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 6.7630 [2020-11-08 20:53:01,126][root][INFO] - ===> Epoch[173](4497/26): Loss 0.9520, Sem 0.7549, dir -0.0835, norm 0.2807, swav 0.0000 LR: 5.842e-02 Score 73.723 Data time: 0.2824, Forward time: 2.2729, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.6093 [2020-11-08 20:53:07,129][root][INFO] - ===> Epoch[173](4498/26): Loss 0.9939, Sem 0.7513, dir -0.0985, norm 0.3411, swav 0.0000 LR: 5.841e-02 Score 79.161 Data time: 0.2688, Forward time: 2.2731, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.8905 [2020-11-08 20:53:14,266][root][INFO] - ===> Epoch[174](4499/26): Loss 0.8194, Sem 0.6428, dir -0.0627, norm 0.2393, swav 0.0000 LR: 5.840e-02 Score 81.748 Data time: 0.2160, Forward time: 2.2731, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 7.0217 [2020-11-08 20:53:21,066][root][INFO] - ===> Epoch[174](4500/26): Loss 1.0289, Sem 0.7750, dir -0.0534, norm 0.3073, swav 0.0000 LR: 5.839e-02 Score 78.624 Data time: 0.3423, Forward time: 2.2734, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 6.7203 [2020-11-08 20:53:21,902][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 20:53:22,190][root][INFO] - ===> Start testing [2020-11-08 20:54:39,773][root][INFO] - 101/312: Data time: 0.0044, Iter time: 0.2129 Loss 0.092 (AVG: 0.821) Score 98.384 (AVG: 76.736) mIOU 37.614 mAP 53.337 mAcc 48.861 IOU: 70.706 93.972 31.517 60.511 77.466 64.264 50.183 4.280 16.342 53.013 0.000 4.116 19.799 31.884 0.000 30.231 49.158 18.966 54.501 21.366 mAP: 71.997 95.959 42.470 59.048 82.339 79.190 61.235 28.805 31.175 63.354 7.225 38.398 38.441 58.262 16.841 65.563 79.948 37.741 81.013 27.744 mAcc: 94.407 98.267 48.306 68.665 91.557 84.854 68.715 4.536 18.860 62.918 0.000 4.774 30.712 35.838 0.000 56.232 73.020 20.651 85.131 29.783 [2020-11-08 20:56:03,993][root][INFO] - 201/312: Data time: 0.0052, Iter time: 0.2436 Loss 0.982 (AVG: 0.832) Score 79.815 (AVG: 75.943) mIOU 36.773 mAP 53.061 mAcc 48.511 IOU: 69.420 94.621 33.721 52.452 76.320 64.646 51.277 3.684 20.463 49.624 0.000 8.162 18.826 29.599 0.000 31.494 45.490 15.021 52.805 17.825 mAP: 71.467 96.504 42.541 62.948 80.914 74.485 63.581 30.175 36.445 53.335 9.287 40.233 35.331 60.080 15.199 67.995 79.173 35.243 77.705 28.580 mAcc: 94.325 98.243 51.102 68.472 89.113 82.609 73.478 3.858 22.859 61.752 0.000 9.008 28.058 32.856 0.000 56.107 71.484 16.673 86.175 24.048 [2020-11-08 20:57:37,443][root][INFO] - 301/312: Data time: 0.0056, Iter time: 0.3872 Loss 0.268 (AVG: 0.824) Score 94.038 (AVG: 76.000) mIOU 36.721 mAP 53.055 mAcc 48.388 IOU: 69.038 94.738 33.641 50.652 76.056 65.097 53.747 3.692 21.407 49.413 0.000 8.605 18.208 34.634 0.000 28.913 44.305 15.811 48.369 18.090 mAP: 70.694 96.841 40.030 59.631 80.534 75.745 64.232 28.658 40.260 53.397 8.865 42.993 36.892 63.305 13.732 68.453 78.193 33.647 75.347 29.643 mAcc: 94.156 98.210 49.770 65.343 88.590 81.695 75.845 3.896 24.204 61.009 0.000 9.545 27.017 37.476 0.000 53.987 70.708 17.548 83.596 25.162 [2020-11-08 20:57:44,615][root][INFO] - 312/312: Data time: 0.0039, Iter time: 0.3383 Loss 1.105 (AVG: 0.819) Score 64.747 (AVG: 76.109) mIOU 36.904 mAP 53.169 mAcc 48.513 IOU: 69.104 94.801 33.876 50.355 76.235 65.825 53.717 3.697 21.384 48.801 0.000 8.437 17.951 34.625 0.000 29.392 45.375 16.175 49.958 18.380 mAP: 70.863 96.862 40.748 59.631 80.761 76.089 64.254 28.682 40.632 53.397 9.343 42.091 36.892 63.305 13.711 67.519 78.684 33.790 76.063 30.059 mAcc: 94.046 98.218 50.344 65.343 88.688 82.259 75.302 3.902 24.166 61.009 0.000 9.353 27.017 37.476 0.000 54.841 71.259 17.993 83.625 25.415 [2020-11-08 20:57:44,615][root][INFO] - Finished test. Elapsed time: 262.4247 [2020-11-08 20:57:58,837][root][INFO] - [2020-11-08 20:57:58,838][root][INFO] - ################################################################ [2020-11-08 20:57:58,839][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 20:57:58,839][root][INFO] - ################################################################ [2020-11-08 20:57:58,839][root][INFO] - cabinet : 0.003 0.017 0.117 [2020-11-08 20:57:58,839][root][INFO] - bed : 0.080 0.316 0.599 [2020-11-08 20:57:58,839][root][INFO] - chair : 0.315 0.522 0.674 [2020-11-08 20:57:58,839][root][INFO] - sofa : 0.143 0.328 0.536 [2020-11-08 20:57:58,839][root][INFO] - table : 0.194 0.436 0.555 [2020-11-08 20:57:58,839][root][INFO] - door : 0.000 0.000 0.000 [2020-11-08 20:57:58,839][root][INFO] - window : 0.001 0.004 0.038 [2020-11-08 20:57:58,839][root][INFO] - bookshelf : 0.018 0.080 0.278 [2020-11-08 20:57:58,839][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 20:57:58,839][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-08 20:57:58,839][root][INFO] - desk : 0.000 0.000 0.003 [2020-11-08 20:57:58,839][root][INFO] - curtain : 0.017 0.035 0.147 [2020-11-08 20:57:58,839][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 20:57:58,839][root][INFO] - shower curtain : 0.019 0.073 0.125 [2020-11-08 20:57:58,839][root][INFO] - toilet : 0.245 0.610 0.821 [2020-11-08 20:57:58,839][root][INFO] - sink : 0.003 0.015 0.128 [2020-11-08 20:57:58,839][root][INFO] - bathtub : 0.030 0.111 0.523 [2020-11-08 20:57:58,839][root][INFO] - otherfurniture : 0.025 0.072 0.209 [2020-11-08 20:57:58,840][root][INFO] - ---------------------------------------------------------------- [2020-11-08 20:57:58,840][root][INFO] - average : 0.061 0.146 0.264 [2020-11-08 20:57:58,840][root][INFO] - [2020-11-08 20:57:59,183][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 20:57:59,988][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 20:58:00,243][root][INFO] - Current best mIoU: 36.904 at iter 4500 [2020-11-08 20:58:05,855][root][INFO] - ===> Epoch[174](4501/26): Loss 1.0546, Sem 0.7111, dir -0.0600, norm 0.4035, swav 0.0000 LR: 5.838e-02 Score 76.860 Data time: 0.2431, Forward time: 2.2735, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.6058 [2020-11-08 20:58:11,166][root][INFO] - ===> Epoch[174](4502/26): Loss 0.9987, Sem 0.7086, dir -0.0454, norm 0.3356, swav 0.0000 LR: 5.837e-02 Score 78.237 Data time: 0.2406, Forward time: 2.2736, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.1818 [2020-11-08 20:58:16,663][root][INFO] - ===> Epoch[174](4503/26): Loss 1.0506, Sem 0.6813, dir -0.0746, norm 0.4439, swav 0.0000 LR: 5.836e-02 Score 77.436 Data time: 0.2620, Forward time: 2.2737, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.3857 [2020-11-08 20:58:22,461][root][INFO] - ===> Epoch[174](4504/26): Loss 1.0711, Sem 0.7339, dir -0.0910, norm 0.4282, swav 0.0000 LR: 5.835e-02 Score 77.049 Data time: 0.1525, Forward time: 2.2735, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.6681 [2020-11-08 20:58:27,504][root][INFO] - ===> Epoch[174](4505/26): Loss 1.0524, Sem 0.6861, dir -0.0512, norm 0.4174, swav 0.0000 LR: 5.834e-02 Score 78.804 Data time: 0.2263, Forward time: 2.2735, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.9462 [2020-11-08 20:58:34,230][root][INFO] - ===> Epoch[174](4506/26): Loss 0.9660, Sem 0.6595, dir -0.0633, norm 0.3697, swav 0.0000 LR: 5.834e-02 Score 79.387 Data time: 0.2451, Forward time: 2.2736, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.6085 [2020-11-08 20:58:39,358][root][INFO] - ===> Epoch[174](4507/26): Loss 0.8453, Sem 0.5978, dir -0.0998, norm 0.3472, swav 0.0000 LR: 5.833e-02 Score 77.558 Data time: 0.2457, Forward time: 2.2736, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.0129 [2020-11-08 20:58:44,810][root][INFO] - ===> Epoch[174](4508/26): Loss 1.0420, Sem 0.6293, dir -0.0658, norm 0.4785, swav 0.0000 LR: 5.832e-02 Score 80.356 Data time: 0.2395, Forward time: 2.2736, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.3334 [2020-11-08 20:58:50,171][root][INFO] - ===> Epoch[174](4509/26): Loss 0.9039, Sem 0.6105, dir -0.0296, norm 0.3230, swav 0.0000 LR: 5.831e-02 Score 81.130 Data time: 0.2519, Forward time: 2.2737, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.2572 [2020-11-08 20:58:55,167][root][INFO] - ===> Epoch[174](4510/26): Loss 1.0830, Sem 0.7745, dir -0.0724, norm 0.3809, swav 0.0000 LR: 5.830e-02 Score 76.238 Data time: 0.1894, Forward time: 2.2737, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 4.8869 [2020-11-08 20:59:00,629][root][INFO] - ===> Epoch[174](4511/26): Loss 0.9163, Sem 0.6753, dir -0.0823, norm 0.3233, swav 0.0000 LR: 5.829e-02 Score 78.064 Data time: 0.2026, Forward time: 2.2736, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.3809 [2020-11-08 20:59:06,956][root][INFO] - ===> Epoch[174](4512/26): Loss 0.8143, Sem 0.5450, dir -0.0921, norm 0.3615, swav 0.0000 LR: 5.828e-02 Score 82.317 Data time: 0.2098, Forward time: 2.2736, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 6.2447 [2020-11-08 20:59:13,874][root][INFO] - ===> Epoch[174](4513/26): Loss 0.9932, Sem 0.7626, dir -0.1093, norm 0.3399, swav 0.0000 LR: 5.827e-02 Score 73.779 Data time: 0.1791, Forward time: 2.2735, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.8133 [2020-11-08 20:59:19,241][root][INFO] - ===> Epoch[174](4514/26): Loss 0.9662, Sem 0.6945, dir -0.0708, norm 0.3425, swav 0.0000 LR: 5.826e-02 Score 77.797 Data time: 0.2055, Forward time: 2.2734, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.2846 [2020-11-08 20:59:25,879][root][INFO] - ===> Epoch[174](4515/26): Loss 0.9218, Sem 0.7150, dir -0.1592, norm 0.3660, swav 0.0000 LR: 5.825e-02 Score 79.893 Data time: 0.3343, Forward time: 2.2737, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 6.5360 [2020-11-08 20:59:32,421][root][INFO] - ===> Epoch[174](4516/26): Loss 0.8295, Sem 0.6809, dir -0.1205, norm 0.2691, swav 0.0000 LR: 5.824e-02 Score 78.584 Data time: 0.1939, Forward time: 2.2737, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.4035 [2020-11-08 20:59:39,036][root][INFO] - ===> Epoch[174](4517/26): Loss 1.0579, Sem 0.8150, dir -0.1345, norm 0.3775, swav 0.0000 LR: 5.823e-02 Score 73.370 Data time: 0.3404, Forward time: 2.2739, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.4981 [2020-11-08 20:59:44,282][root][INFO] - ===> Epoch[174](4518/26): Loss 0.8987, Sem 0.6336, dir -0.1147, norm 0.3798, swav 0.0000 LR: 5.822e-02 Score 80.987 Data time: 0.2549, Forward time: 2.2740, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.1245 [2020-11-08 20:59:49,619][root][INFO] - ===> Epoch[174](4519/26): Loss 0.9883, Sem 0.7050, dir -0.0572, norm 0.3405, swav 0.0000 LR: 5.821e-02 Score 77.933 Data time: 0.2225, Forward time: 2.2740, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.2104 [2020-11-08 20:59:55,989][root][INFO] - ===> Epoch[174](4520/26): Loss 0.9820, Sem 0.6970, dir -0.1317, norm 0.4166, swav 0.0000 LR: 5.820e-02 Score 78.610 Data time: 0.1721, Forward time: 2.2740, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 6.2747 [2020-11-08 21:00:01,549][root][INFO] - ===> Epoch[174](4521/26): Loss 1.0809, Sem 0.7895, dir -0.1166, norm 0.4080, swav 0.0000 LR: 5.819e-02 Score 73.781 Data time: 0.2115, Forward time: 2.2740, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.4754 [2020-11-08 21:00:08,268][root][INFO] - ===> Epoch[174](4522/26): Loss 1.1401, Sem 0.8076, dir -0.1058, norm 0.4383, swav 0.0000 LR: 5.818e-02 Score 78.453 Data time: 0.1929, Forward time: 2.2739, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.6024 [2020-11-08 21:00:14,105][root][INFO] - ===> Epoch[174](4523/26): Loss 0.8391, Sem 0.6362, dir -0.0657, norm 0.2686, swav 0.0000 LR: 5.817e-02 Score 78.020 Data time: 0.2578, Forward time: 2.2740, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.7340 [2020-11-08 21:00:21,222][root][INFO] - ===> Epoch[174](4524/26): Loss 0.9101, Sem 0.6836, dir -0.1797, norm 0.4063, swav 0.0000 LR: 5.816e-02 Score 77.360 Data time: 0.2129, Forward time: 2.2740, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 7.0067 [2020-11-08 21:00:25,883][root][INFO] - ===> Epoch[175](4525/26): Loss 1.1401, Sem 0.8008, dir -0.0407, norm 0.3799, swav 0.0000 LR: 5.815e-02 Score 79.259 Data time: 0.2239, Forward time: 2.2740, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 4.5346 [2020-11-08 21:00:32,727][root][INFO] - ===> Epoch[175](4526/26): Loss 1.0016, Sem 0.6362, dir -0.0410, norm 0.4064, swav 0.0000 LR: 5.814e-02 Score 79.246 Data time: 0.2606, Forward time: 2.2742, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.7272 [2020-11-08 21:00:39,408][root][INFO] - ===> Epoch[175](4527/26): Loss 1.0589, Sem 0.7358, dir -0.0682, norm 0.3913, swav 0.0000 LR: 5.813e-02 Score 77.544 Data time: 0.1741, Forward time: 2.2741, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 6.5289 [2020-11-08 21:00:43,924][root][INFO] - ===> Epoch[175](4528/26): Loss 1.0308, Sem 0.6975, dir -0.1094, norm 0.4427, swav 0.0000 LR: 5.813e-02 Score 78.490 Data time: 0.2122, Forward time: 2.2740, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 4.4204 [2020-11-08 21:00:49,250][root][INFO] - ===> Epoch[175](4529/26): Loss 1.1100, Sem 0.7914, dir -0.0958, norm 0.4144, swav 0.0000 LR: 5.812e-02 Score 75.544 Data time: 0.2423, Forward time: 2.2741, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.2374 [2020-11-08 21:00:54,938][root][INFO] - ===> Epoch[175](4530/26): Loss 1.1107, Sem 0.7770, dir -0.1603, norm 0.4940, swav 0.0000 LR: 5.811e-02 Score 74.588 Data time: 0.2422, Forward time: 2.2742, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.5677 [2020-11-08 21:01:00,567][root][INFO] - ===> Epoch[175](4531/26): Loss 0.9932, Sem 0.7264, dir -0.0688, norm 0.3356, swav 0.0000 LR: 5.810e-02 Score 77.340 Data time: 0.2747, Forward time: 2.2743, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.5053 [2020-11-08 21:01:05,697][root][INFO] - ===> Epoch[175](4532/26): Loss 1.0848, Sem 0.7469, dir -0.1035, norm 0.4414, swav 0.0000 LR: 5.809e-02 Score 77.444 Data time: 0.2076, Forward time: 2.2743, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.0215 [2020-11-08 21:01:10,635][root][INFO] - ===> Epoch[175](4533/26): Loss 1.1640, Sem 0.8444, dir -0.1164, norm 0.4361, swav 0.0000 LR: 5.808e-02 Score 74.918 Data time: 0.2148, Forward time: 2.2743, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 4.8355 [2020-11-08 21:01:16,535][root][INFO] - ===> Epoch[175](4534/26): Loss 1.0318, Sem 0.6625, dir -0.1024, norm 0.4717, swav 0.0000 LR: 5.807e-02 Score 78.862 Data time: 0.2492, Forward time: 2.2744, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.7806 [2020-11-08 21:01:22,893][root][INFO] - ===> Epoch[175](4535/26): Loss 0.9819, Sem 0.7144, dir -0.1201, norm 0.3876, swav 0.0000 LR: 5.806e-02 Score 76.853 Data time: 0.1641, Forward time: 2.2743, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 6.2189 [2020-11-08 21:01:28,656][root][INFO] - ===> Epoch[175](4536/26): Loss 0.8971, Sem 0.6150, dir -0.0861, norm 0.3683, swav 0.0000 LR: 5.805e-02 Score 78.038 Data time: 0.2190, Forward time: 2.2743, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.6636 [2020-11-08 21:01:35,080][root][INFO] - ===> Epoch[175](4537/26): Loss 0.8976, Sem 0.5463, dir -0.1012, norm 0.4526, swav 0.0000 LR: 5.804e-02 Score 82.034 Data time: 0.3289, Forward time: 2.2745, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 6.3060 [2020-11-08 21:01:40,876][root][INFO] - ===> Epoch[175](4538/26): Loss 0.9197, Sem 0.6396, dir -0.0964, norm 0.3766, swav 0.0000 LR: 5.803e-02 Score 80.292 Data time: 0.1840, Forward time: 2.2744, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.6646 [2020-11-08 21:01:48,433][root][INFO] - ===> Epoch[175](4539/26): Loss 1.0651, Sem 0.7412, dir -0.1002, norm 0.4241, swav 0.0000 LR: 5.802e-02 Score 77.566 Data time: 0.2154, Forward time: 2.2744, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 7.4440 [2020-11-08 21:01:56,193][root][INFO] - ===> Epoch[175](4540/26): Loss 1.2082, Sem 0.9570, dir -0.1222, norm 0.3733, swav 0.0000 LR: 5.801e-02 Score 73.814 Data time: 0.2466, Forward time: 2.2745, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 7.6504 [2020-11-08 21:02:01,972][root][INFO] - ===> Epoch[175](4541/26): Loss 0.7678, Sem 0.6199, dir -0.1059, norm 0.2538, swav 0.0000 LR: 5.800e-02 Score 82.360 Data time: 0.2728, Forward time: 2.2747, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.6497 [2020-11-08 21:02:07,188][root][INFO] - ===> Epoch[175](4542/26): Loss 0.8747, Sem 0.5747, dir -0.0504, norm 0.3503, swav 0.0000 LR: 5.799e-02 Score 81.751 Data time: 0.2065, Forward time: 2.2746, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.0968 [2020-11-08 21:02:13,049][root][INFO] - ===> Epoch[175](4543/26): Loss 1.1124, Sem 0.6920, dir -0.0820, norm 0.5024, swav 0.0000 LR: 5.798e-02 Score 75.456 Data time: 0.2300, Forward time: 2.2747, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.7580 [2020-11-08 21:02:19,728][root][INFO] - ===> Epoch[175](4544/26): Loss 1.0512, Sem 0.7362, dir -0.1351, norm 0.4501, swav 0.0000 LR: 5.797e-02 Score 77.584 Data time: 0.2205, Forward time: 2.2747, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.5528 [2020-11-08 21:02:24,431][root][INFO] - ===> Epoch[175](4545/26): Loss 0.9901, Sem 0.7658, dir -0.0789, norm 0.3033, swav 0.0000 LR: 5.796e-02 Score 75.773 Data time: 0.1707, Forward time: 2.2746, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 4.5684 [2020-11-08 21:02:30,735][root][INFO] - ===> Epoch[175](4546/26): Loss 1.1074, Sem 0.7186, dir -0.0477, norm 0.4365, swav 0.0000 LR: 5.795e-02 Score 79.712 Data time: 0.3572, Forward time: 2.2748, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 6.2127 [2020-11-08 21:02:36,091][root][INFO] - ===> Epoch[175](4547/26): Loss 0.9322, Sem 0.7110, dir -0.0828, norm 0.3040, swav 0.0000 LR: 5.794e-02 Score 75.483 Data time: 0.2030, Forward time: 2.2748, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.2101 [2020-11-08 21:02:42,163][root][INFO] - ===> Epoch[175](4548/26): Loss 0.8845, Sem 0.6502, dir -0.0822, norm 0.3166, swav 0.0000 LR: 5.793e-02 Score 79.099 Data time: 0.1663, Forward time: 2.2747, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.9710 [2020-11-08 21:02:47,984][root][INFO] - ===> Epoch[175](4549/26): Loss 0.8832, Sem 0.6044, dir -0.1524, norm 0.4312, swav 0.0000 LR: 5.792e-02 Score 83.059 Data time: 0.1854, Forward time: 2.2746, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.7640 [2020-11-08 21:02:53,899][root][INFO] - ===> Epoch[175](4550/26): Loss 1.1490, Sem 0.7832, dir -0.0807, norm 0.4465, swav 0.0000 LR: 5.791e-02 Score 75.251 Data time: 0.1983, Forward time: 2.2746, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.8159 [2020-11-08 21:02:58,474][root][INFO] - ===> Epoch[176](4551/26): Loss 0.8488, Sem 0.5792, dir -0.0368, norm 0.3064, swav 0.0000 LR: 5.791e-02 Score 82.377 Data time: 0.1758, Forward time: 2.2745, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.4511 [2020-11-08 21:03:03,489][root][INFO] - ===> Epoch[176](4552/26): Loss 1.0720, Sem 0.8168, dir -0.0933, norm 0.3484, swav 0.0000 LR: 5.790e-02 Score 72.478 Data time: 0.1594, Forward time: 2.2743, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.9214 [2020-11-08 21:03:08,829][root][INFO] - ===> Epoch[176](4553/26): Loss 1.0878, Sem 0.8078, dir -0.0961, norm 0.3762, swav 0.0000 LR: 5.789e-02 Score 74.091 Data time: 0.2765, Forward time: 2.2744, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.2580 [2020-11-08 21:03:15,077][root][INFO] - ===> Epoch[176](4554/26): Loss 0.9072, Sem 0.6223, dir -0.1024, norm 0.3872, swav 0.0000 LR: 5.788e-02 Score 80.081 Data time: 0.3096, Forward time: 2.2746, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 6.1332 [2020-11-08 21:03:20,538][root][INFO] - ===> Epoch[176](4555/26): Loss 0.8887, Sem 0.7182, dir -0.1310, norm 0.3014, swav 0.0000 LR: 5.787e-02 Score 77.322 Data time: 0.2036, Forward time: 2.2746, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.3302 [2020-11-08 21:03:26,258][root][INFO] - ===> Epoch[176](4556/26): Loss 1.2337, Sem 0.9672, dir -0.1257, norm 0.3921, swav 0.0000 LR: 5.786e-02 Score 71.961 Data time: 0.2660, Forward time: 2.2747, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.6019 [2020-11-08 21:03:31,839][root][INFO] - ===> Epoch[176](4557/26): Loss 1.0696, Sem 0.7392, dir -0.0833, norm 0.4137, swav 0.0000 LR: 5.785e-02 Score 73.607 Data time: 0.2634, Forward time: 2.2749, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.4382 [2020-11-08 21:03:37,105][root][INFO] - ===> Epoch[176](4558/26): Loss 0.8475, Sem 0.6088, dir -0.0832, norm 0.3219, swav 0.0000 LR: 5.784e-02 Score 82.098 Data time: 0.2848, Forward time: 2.2750, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.1441 [2020-11-08 21:03:44,071][root][INFO] - ===> Epoch[176](4559/26): Loss 0.9171, Sem 0.6384, dir -0.1185, norm 0.3972, swav 0.0000 LR: 5.783e-02 Score 79.655 Data time: 0.1369, Forward time: 2.2748, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 6.8391 [2020-11-08 21:03:48,655][root][INFO] - ===> Epoch[176](4560/26): Loss 0.9865, Sem 0.6426, dir -0.1355, norm 0.4795, swav 0.0000 LR: 5.782e-02 Score 80.452 Data time: 0.1869, Forward time: 2.2748, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 4.5219 [2020-11-08 21:03:54,612][root][INFO] - ===> Epoch[176](4561/26): Loss 0.9398, Sem 0.6811, dir -0.1557, norm 0.4145, swav 0.0000 LR: 5.781e-02 Score 78.850 Data time: 0.1668, Forward time: 2.2746, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.8622 [2020-11-08 21:03:59,726][root][INFO] - ===> Epoch[176](4562/26): Loss 1.0157, Sem 0.7960, dir -0.1224, norm 0.3422, swav 0.0000 LR: 5.780e-02 Score 76.639 Data time: 0.2304, Forward time: 2.2747, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.0373 [2020-11-08 21:04:05,331][root][INFO] - ===> Epoch[176](4563/26): Loss 0.9100, Sem 0.6747, dir -0.0603, norm 0.2956, swav 0.0000 LR: 5.779e-02 Score 77.614 Data time: 0.2017, Forward time: 2.2747, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.4791 [2020-11-08 21:04:11,180][root][INFO] - ===> Epoch[176](4564/26): Loss 0.9258, Sem 0.6801, dir -0.0919, norm 0.3376, swav 0.0000 LR: 5.778e-02 Score 79.421 Data time: 0.2545, Forward time: 2.2748, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.7476 [2020-11-08 21:04:16,259][root][INFO] - ===> Epoch[176](4565/26): Loss 1.0492, Sem 0.8219, dir -0.1436, norm 0.3709, swav 0.0000 LR: 5.777e-02 Score 73.975 Data time: 0.2632, Forward time: 2.2748, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 4.9443 [2020-11-08 21:04:21,910][root][INFO] - ===> Epoch[176](4566/26): Loss 0.9294, Sem 0.6712, dir -0.1250, norm 0.3831, swav 0.0000 LR: 5.776e-02 Score 76.459 Data time: 0.2542, Forward time: 2.2749, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.5422 [2020-11-08 21:04:27,954][root][INFO] - ===> Epoch[176](4567/26): Loss 1.0884, Sem 0.7037, dir -0.0933, norm 0.4781, swav 0.0000 LR: 5.775e-02 Score 80.266 Data time: 0.2079, Forward time: 2.2748, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.9178 [2020-11-08 21:04:34,613][root][INFO] - ===> Epoch[176](4568/26): Loss 0.8739, Sem 0.6613, dir -0.0868, norm 0.2994, swav 0.0000 LR: 5.774e-02 Score 78.982 Data time: 0.2330, Forward time: 2.2749, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.5547 [2020-11-08 21:04:39,507][root][INFO] - ===> Epoch[176](4569/26): Loss 0.8239, Sem 0.5972, dir -0.0663, norm 0.2930, swav 0.0000 LR: 5.773e-02 Score 79.667 Data time: 0.1922, Forward time: 2.2748, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 4.7667 [2020-11-08 21:04:46,145][root][INFO] - ===> Epoch[176](4570/26): Loss 0.9675, Sem 0.6980, dir -0.1108, norm 0.3804, swav 0.0000 LR: 5.772e-02 Score 80.735 Data time: 0.2311, Forward time: 2.2748, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 6.5267 [2020-11-08 21:04:51,090][root][INFO] - ===> Epoch[176](4571/26): Loss 1.1250, Sem 0.7336, dir -0.0756, norm 0.4670, swav 0.0000 LR: 5.771e-02 Score 77.860 Data time: 0.2109, Forward time: 2.2747, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 4.8481 [2020-11-08 21:04:56,871][root][INFO] - ===> Epoch[176](4572/26): Loss 1.1874, Sem 0.8405, dir -0.0494, norm 0.3963, swav 0.0000 LR: 5.770e-02 Score 75.437 Data time: 0.2162, Forward time: 2.2747, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.6746 [2020-11-08 21:05:02,648][root][INFO] - ===> Epoch[176](4573/26): Loss 1.0044, Sem 0.6992, dir -0.0853, norm 0.3906, swav 0.0000 LR: 5.769e-02 Score 80.009 Data time: 0.1878, Forward time: 2.2747, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.6507 [2020-11-08 21:05:09,160][root][INFO] - ===> Epoch[176](4574/26): Loss 0.9784, Sem 0.6442, dir -0.0808, norm 0.4150, swav 0.0000 LR: 5.769e-02 Score 78.894 Data time: 0.2439, Forward time: 2.2748, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.4227 [2020-11-08 21:05:13,970][root][INFO] - ===> Epoch[176](4575/26): Loss 1.2066, Sem 0.8139, dir -0.0467, norm 0.4393, swav 0.0000 LR: 5.768e-02 Score 75.131 Data time: 0.2338, Forward time: 2.2748, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 4.6778 [2020-11-08 21:05:19,727][root][INFO] - ===> Epoch[176](4576/26): Loss 0.9750, Sem 0.6560, dir -0.0627, norm 0.3817, swav 0.0000 LR: 5.767e-02 Score 76.898 Data time: 0.1527, Forward time: 2.2746, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.6459 [2020-11-08 21:05:25,684][root][INFO] - ===> Epoch[177](4577/26): Loss 1.2052, Sem 0.8186, dir -0.0748, norm 0.4614, swav 0.0000 LR: 5.766e-02 Score 75.671 Data time: 0.2007, Forward time: 2.2746, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.8748 [2020-11-08 21:05:31,412][root][INFO] - ===> Epoch[177](4578/26): Loss 1.0357, Sem 0.6841, dir -0.0769, norm 0.4285, swav 0.0000 LR: 5.765e-02 Score 76.947 Data time: 0.2218, Forward time: 2.2746, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.6264 [2020-11-08 21:05:37,477][root][INFO] - ===> Epoch[177](4579/26): Loss 1.1856, Sem 0.7419, dir -0.0815, norm 0.5253, swav 0.0000 LR: 5.764e-02 Score 74.885 Data time: 0.1818, Forward time: 2.2746, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.9229 [2020-11-08 21:05:43,056][root][INFO] - ===> Epoch[177](4580/26): Loss 0.9466, Sem 0.6755, dir -0.0489, norm 0.3200, swav 0.0000 LR: 5.763e-02 Score 80.698 Data time: 0.1497, Forward time: 2.2744, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.4778 [2020-11-08 21:05:48,980][root][INFO] - ===> Epoch[177](4581/26): Loss 1.1100, Sem 0.7672, dir -0.0953, norm 0.4380, swav 0.0000 LR: 5.762e-02 Score 76.915 Data time: 0.1974, Forward time: 2.2744, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.8314 [2020-11-08 21:05:56,650][root][INFO] - ===> Epoch[177](4582/26): Loss 0.7938, Sem 0.5509, dir -0.0410, norm 0.2839, swav 0.0000 LR: 5.761e-02 Score 83.927 Data time: 0.2170, Forward time: 2.2744, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 7.5567 [2020-11-08 21:06:03,350][root][INFO] - ===> Epoch[177](4583/26): Loss 0.8889, Sem 0.6535, dir -0.1052, norm 0.3406, swav 0.0000 LR: 5.760e-02 Score 80.327 Data time: 0.1675, Forward time: 2.2743, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.5623 [2020-11-08 21:06:10,292][root][INFO] - ===> Epoch[177](4584/26): Loss 0.8706, Sem 0.5872, dir -0.0453, norm 0.3287, swav 0.0000 LR: 5.759e-02 Score 81.221 Data time: 0.1849, Forward time: 2.2742, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 6.8584 [2020-11-08 21:06:15,522][root][INFO] - ===> Epoch[177](4585/26): Loss 0.9253, Sem 0.6951, dir -0.1273, norm 0.3576, swav 0.0000 LR: 5.758e-02 Score 77.864 Data time: 0.2486, Forward time: 2.2743, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.1566 [2020-11-08 21:06:21,461][root][INFO] - ===> Epoch[177](4586/26): Loss 0.9110, Sem 0.6748, dir -0.1030, norm 0.3392, swav 0.0000 LR: 5.757e-02 Score 80.549 Data time: 0.2918, Forward time: 2.2744, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.8150 [2020-11-08 21:06:27,177][root][INFO] - ===> Epoch[177](4587/26): Loss 1.0185, Sem 0.8001, dir -0.1356, norm 0.3541, swav 0.0000 LR: 5.756e-02 Score 74.465 Data time: 0.1843, Forward time: 2.2744, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.5679 [2020-11-08 21:06:33,013][root][INFO] - ===> Epoch[177](4588/26): Loss 0.8666, Sem 0.5355, dir -0.0851, norm 0.4162, swav 0.0000 LR: 5.755e-02 Score 85.992 Data time: 0.1966, Forward time: 2.2743, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.7323 [2020-11-08 21:06:38,910][root][INFO] - ===> Epoch[177](4589/26): Loss 1.0509, Sem 0.7233, dir -0.0561, norm 0.3838, swav 0.0000 LR: 5.754e-02 Score 77.738 Data time: 0.2164, Forward time: 2.2743, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.7782 [2020-11-08 21:06:45,098][root][INFO] - ===> Epoch[177](4590/26): Loss 0.9270, Sem 0.5909, dir -0.0322, norm 0.3684, swav 0.0000 LR: 5.753e-02 Score 80.260 Data time: 0.2149, Forward time: 2.2743, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 6.0447 [2020-11-08 21:06:52,458][root][INFO] - ===> Epoch[177](4591/26): Loss 1.1967, Sem 0.8133, dir -0.1089, norm 0.4923, swav 0.0000 LR: 5.752e-02 Score 74.298 Data time: 0.3605, Forward time: 2.2746, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 7.2502 [2020-11-08 21:06:57,031][root][INFO] - ===> Epoch[177](4592/26): Loss 1.1985, Sem 0.8959, dir -0.1445, norm 0.4472, swav 0.0000 LR: 5.751e-02 Score 74.654 Data time: 0.2306, Forward time: 2.2745, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 4.4327 [2020-11-08 21:07:02,237][root][INFO] - ===> Epoch[177](4593/26): Loss 1.0906, Sem 0.7062, dir -0.0864, norm 0.4707, swav 0.0000 LR: 5.750e-02 Score 76.325 Data time: 0.2354, Forward time: 2.2746, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.1052 [2020-11-08 21:07:07,889][root][INFO] - ===> Epoch[177](4594/26): Loss 1.1060, Sem 0.6689, dir -0.0392, norm 0.4764, swav 0.0000 LR: 5.749e-02 Score 78.094 Data time: 0.2053, Forward time: 2.2746, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.5126 [2020-11-08 21:07:13,505][root][INFO] - ===> Epoch[177](4595/26): Loss 0.9362, Sem 0.6354, dir -0.0961, norm 0.3969, swav 0.0000 LR: 5.748e-02 Score 78.303 Data time: 0.1774, Forward time: 2.2744, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.2281 [2020-11-08 21:07:20,046][root][INFO] - ===> Epoch[177](4596/26): Loss 1.1046, Sem 0.7010, dir -0.1369, norm 0.5405, swav 0.0000 LR: 5.747e-02 Score 77.899 Data time: 0.2151, Forward time: 2.2744, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 6.4638 [2020-11-08 21:07:26,212][root][INFO] - ===> Epoch[177](4597/26): Loss 1.0625, Sem 0.7125, dir -0.0753, norm 0.4253, swav 0.0000 LR: 5.747e-02 Score 77.898 Data time: 0.1853, Forward time: 2.2743, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 6.0631 [2020-11-08 21:07:31,657][root][INFO] - ===> Epoch[177](4598/26): Loss 1.0359, Sem 0.5954, dir -0.0709, norm 0.5114, swav 0.0000 LR: 5.746e-02 Score 81.527 Data time: 0.2632, Forward time: 2.2744, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.3509 [2020-11-08 21:07:36,509][root][INFO] - ===> Epoch[177](4599/26): Loss 1.0844, Sem 0.6684, dir -0.0737, norm 0.4898, swav 0.0000 LR: 5.745e-02 Score 77.388 Data time: 0.2212, Forward time: 2.2745, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.7123 [2020-11-08 21:07:41,365][root][INFO] - ===> Epoch[177](4600/26): Loss 0.9228, Sem 0.5287, dir -0.0818, norm 0.4759, swav 0.0000 LR: 5.744e-02 Score 82.900 Data time: 0.1753, Forward time: 2.2744, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.7540 [2020-11-08 21:07:47,368][root][INFO] - ===> Epoch[177](4601/26): Loss 0.8128, Sem 0.5364, dir -0.1265, norm 0.4029, swav 0.0000 LR: 5.743e-02 Score 83.927 Data time: 0.2821, Forward time: 2.2745, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.9238 [2020-11-08 21:07:52,653][root][INFO] - ===> Epoch[177](4602/26): Loss 1.1208, Sem 0.7258, dir -0.0740, norm 0.4691, swav 0.0000 LR: 5.742e-02 Score 75.517 Data time: 0.2009, Forward time: 2.2745, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.1562 [2020-11-08 21:07:59,197][root][INFO] - ===> Epoch[178](4603/26): Loss 1.0582, Sem 0.6468, dir -0.0895, norm 0.5009, swav 0.0000 LR: 5.741e-02 Score 76.271 Data time: 0.1679, Forward time: 2.2744, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 6.4320 [2020-11-08 21:08:05,436][root][INFO] - ===> Epoch[178](4604/26): Loss 1.1390, Sem 0.6604, dir -0.0479, norm 0.5266, swav 0.0000 LR: 5.740e-02 Score 79.829 Data time: 0.1880, Forward time: 2.2744, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.1608 [2020-11-08 21:08:10,721][root][INFO] - ===> Epoch[178](4605/26): Loss 1.1371, Sem 0.7024, dir -0.0434, norm 0.4780, swav 0.0000 LR: 5.739e-02 Score 78.356 Data time: 0.2080, Forward time: 2.2743, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.1859 [2020-11-08 21:08:15,821][root][INFO] - ===> Epoch[178](4606/26): Loss 0.9553, Sem 0.6098, dir -0.0416, norm 0.3870, swav 0.0000 LR: 5.738e-02 Score 81.448 Data time: 0.2140, Forward time: 2.2743, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.9910 [2020-11-08 21:08:21,764][root][INFO] - ===> Epoch[178](4607/26): Loss 1.0119, Sem 0.6362, dir -0.0787, norm 0.4544, swav 0.0000 LR: 5.737e-02 Score 80.629 Data time: 0.1738, Forward time: 2.2742, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.8238 [2020-11-08 21:08:27,431][root][INFO] - ===> Epoch[178](4608/26): Loss 1.0939, Sem 0.6987, dir -0.0858, norm 0.4810, swav 0.0000 LR: 5.736e-02 Score 79.723 Data time: 0.2453, Forward time: 2.2742, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.5654 [2020-11-08 21:08:33,375][root][INFO] - ===> Epoch[178](4609/26): Loss 1.1304, Sem 0.7149, dir -0.0560, norm 0.4714, swav 0.0000 LR: 5.735e-02 Score 76.228 Data time: 0.2036, Forward time: 2.2742, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.8284 [2020-11-08 21:08:38,363][root][INFO] - ===> Epoch[178](4610/26): Loss 1.0449, Sem 0.7341, dir -0.0712, norm 0.3820, swav 0.0000 LR: 5.734e-02 Score 75.532 Data time: 0.1496, Forward time: 2.2741, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 4.8849 [2020-11-08 21:08:43,389][root][INFO] - ===> Epoch[178](4611/26): Loss 0.9632, Sem 0.6367, dir -0.0711, norm 0.3976, swav 0.0000 LR: 5.733e-02 Score 79.140 Data time: 0.2280, Forward time: 2.2741, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 4.9624 [2020-11-08 21:08:48,936][root][INFO] - ===> Epoch[178](4612/26): Loss 0.9381, Sem 0.6120, dir -0.0764, norm 0.4026, swav 0.0000 LR: 5.732e-02 Score 81.159 Data time: 0.2072, Forward time: 2.2741, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.4347 [2020-11-08 21:08:55,782][root][INFO] - ===> Epoch[178](4613/26): Loss 1.0296, Sem 0.6167, dir -0.0712, norm 0.4841, swav 0.0000 LR: 5.731e-02 Score 80.121 Data time: 0.2002, Forward time: 2.2741, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.7461 [2020-11-08 21:09:00,893][root][INFO] - ===> Epoch[178](4614/26): Loss 1.1139, Sem 0.6836, dir -0.0535, norm 0.4839, swav 0.0000 LR: 5.730e-02 Score 78.886 Data time: 0.2290, Forward time: 2.2741, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.0048 [2020-11-08 21:09:07,208][root][INFO] - ===> Epoch[178](4615/26): Loss 0.9802, Sem 0.6154, dir -0.0685, norm 0.4332, swav 0.0000 LR: 5.729e-02 Score 80.382 Data time: 0.2085, Forward time: 2.2741, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.1892 [2020-11-08 21:09:13,351][root][INFO] - ===> Epoch[178](4616/26): Loss 0.8947, Sem 0.6651, dir -0.0916, norm 0.3211, swav 0.0000 LR: 5.728e-02 Score 78.345 Data time: 0.2656, Forward time: 2.2742, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 6.0350 [2020-11-08 21:09:18,056][root][INFO] - ===> Epoch[178](4617/26): Loss 0.9898, Sem 0.7091, dir -0.0557, norm 0.3364, swav 0.0000 LR: 5.727e-02 Score 79.180 Data time: 0.2159, Forward time: 2.2742, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 4.5570 [2020-11-08 21:09:23,475][root][INFO] - ===> Epoch[178](4618/26): Loss 1.0915, Sem 0.7525, dir -0.0557, norm 0.3946, swav 0.0000 LR: 5.726e-02 Score 77.956 Data time: 0.1858, Forward time: 2.2741, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.3150 [2020-11-08 21:09:27,801][root][INFO] - ===> Epoch[178](4619/26): Loss 0.7975, Sem 0.5958, dir -0.1161, norm 0.3178, swav 0.0000 LR: 5.725e-02 Score 79.951 Data time: 0.1746, Forward time: 2.2741, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 4.2187 [2020-11-08 21:09:33,460][root][INFO] - ===> Epoch[178](4620/26): Loss 1.1162, Sem 0.7235, dir -0.1084, norm 0.5011, swav 0.0000 LR: 5.725e-02 Score 75.833 Data time: 0.1659, Forward time: 2.2740, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.5834 [2020-11-08 21:09:39,902][root][INFO] - ===> Epoch[178](4621/26): Loss 1.0320, Sem 0.6853, dir -0.0667, norm 0.4134, swav 0.0000 LR: 5.724e-02 Score 78.419 Data time: 0.2139, Forward time: 2.2740, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 6.3475 [2020-11-08 21:09:45,662][root][INFO] - ===> Epoch[178](4622/26): Loss 1.0076, Sem 0.6156, dir -0.0504, norm 0.4424, swav 0.0000 LR: 5.723e-02 Score 82.666 Data time: 0.2768, Forward time: 2.2741, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.6554 [2020-11-08 21:09:50,823][root][INFO] - ===> Epoch[178](4623/26): Loss 1.0573, Sem 0.7182, dir -0.0590, norm 0.3980, swav 0.0000 LR: 5.722e-02 Score 75.470 Data time: 0.2473, Forward time: 2.2742, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.0253 [2020-11-08 21:09:56,526][root][INFO] - ===> Epoch[178](4624/26): Loss 0.9954, Sem 0.6634, dir -0.0490, norm 0.3809, swav 0.0000 LR: 5.721e-02 Score 77.931 Data time: 0.2624, Forward time: 2.2743, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.5903 [2020-11-08 21:10:02,311][root][INFO] - ===> Epoch[178](4625/26): Loss 1.0073, Sem 0.6119, dir -0.1044, norm 0.4997, swav 0.0000 LR: 5.720e-02 Score 81.445 Data time: 0.2637, Forward time: 2.2743, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.6718 [2020-11-08 21:10:07,550][root][INFO] - ===> Epoch[178](4626/26): Loss 0.9943, Sem 0.7298, dir -0.1216, norm 0.3861, swav 0.0000 LR: 5.719e-02 Score 77.890 Data time: 0.2110, Forward time: 2.2743, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.1064 [2020-11-08 21:10:13,583][root][INFO] - ===> Epoch[178](4627/26): Loss 0.9035, Sem 0.6562, dir -0.0788, norm 0.3261, swav 0.0000 LR: 5.718e-02 Score 79.464 Data time: 0.2100, Forward time: 2.2743, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.9230 [2020-11-08 21:10:18,812][root][INFO] - ===> Epoch[178](4628/26): Loss 0.9487, Sem 0.6529, dir -0.1593, norm 0.4550, swav 0.0000 LR: 5.717e-02 Score 81.726 Data time: 0.1812, Forward time: 2.2743, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.1166 [2020-11-08 21:10:24,567][root][INFO] - ===> Epoch[179](4629/26): Loss 0.9588, Sem 0.6295, dir -0.0680, norm 0.3974, swav 0.0000 LR: 5.716e-02 Score 79.568 Data time: 0.1294, Forward time: 2.2741, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.6760 [2020-11-08 21:10:29,189][root][INFO] - ===> Epoch[179](4630/26): Loss 1.1271, Sem 0.7634, dir -0.0340, norm 0.3977, swav 0.0000 LR: 5.715e-02 Score 78.320 Data time: 0.2439, Forward time: 2.2740, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 4.5556 [2020-11-08 21:10:34,585][root][INFO] - ===> Epoch[179](4631/26): Loss 0.7809, Sem 0.5308, dir -0.0840, norm 0.3341, swav 0.0000 LR: 5.714e-02 Score 84.551 Data time: 0.2204, Forward time: 2.2741, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.2966 [2020-11-08 21:10:40,217][root][INFO] - ===> Epoch[179](4632/26): Loss 0.8748, Sem 0.6419, dir -0.1432, norm 0.3761, swav 0.0000 LR: 5.713e-02 Score 80.286 Data time: 0.1938, Forward time: 2.2740, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.5166 [2020-11-08 21:10:46,376][root][INFO] - ===> Epoch[179](4633/26): Loss 0.9865, Sem 0.7499, dir -0.0802, norm 0.3168, swav 0.0000 LR: 5.712e-02 Score 75.502 Data time: 0.2937, Forward time: 2.2742, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 6.0717 [2020-11-08 21:10:52,494][root][INFO] - ===> Epoch[179](4634/26): Loss 0.9779, Sem 0.7067, dir -0.0549, norm 0.3261, swav 0.0000 LR: 5.711e-02 Score 78.840 Data time: 0.2247, Forward time: 2.2742, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 6.0039 [2020-11-08 21:10:59,083][root][INFO] - ===> Epoch[179](4635/26): Loss 1.0039, Sem 0.7791, dir -0.1265, norm 0.3514, swav 0.0000 LR: 5.710e-02 Score 73.245 Data time: 0.2126, Forward time: 2.2742, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.4724 [2020-11-08 21:11:04,707][root][INFO] - ===> Epoch[179](4636/26): Loss 1.0144, Sem 0.6520, dir -0.1146, norm 0.4770, swav 0.0000 LR: 5.709e-02 Score 81.297 Data time: 0.2484, Forward time: 2.2743, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.5244 [2020-11-08 21:11:11,567][root][INFO] - ===> Epoch[179](4637/26): Loss 0.7695, Sem 0.5667, dir -0.0909, norm 0.2937, swav 0.0000 LR: 5.708e-02 Score 81.987 Data time: 0.1871, Forward time: 2.2743, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 6.7328 [2020-11-08 21:11:16,340][root][INFO] - ===> Epoch[179](4638/26): Loss 1.0443, Sem 0.7018, dir -0.1146, norm 0.4570, swav 0.0000 LR: 5.707e-02 Score 79.646 Data time: 0.1544, Forward time: 2.2741, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 4.6912 [2020-11-08 21:11:21,297][root][INFO] - ===> Epoch[179](4639/26): Loss 0.9984, Sem 0.6721, dir -0.1126, norm 0.4389, swav 0.0000 LR: 5.706e-02 Score 77.462 Data time: 0.2322, Forward time: 2.2742, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 4.9023 [2020-11-08 21:11:27,499][root][INFO] - ===> Epoch[179](4640/26): Loss 1.0383, Sem 0.6751, dir -0.0389, norm 0.4020, swav 0.0000 LR: 5.705e-02 Score 80.140 Data time: 0.2436, Forward time: 2.2743, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 6.0950 [2020-11-08 21:11:32,387][root][INFO] - ===> Epoch[179](4641/26): Loss 0.8141, Sem 0.5916, dir -0.1456, norm 0.3681, swav 0.0000 LR: 5.704e-02 Score 81.123 Data time: 0.1946, Forward time: 2.2743, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 4.7697 [2020-11-08 21:11:37,826][root][INFO] - ===> Epoch[179](4642/26): Loss 0.8559, Sem 0.6313, dir -0.1207, norm 0.3453, swav 0.0000 LR: 5.703e-02 Score 81.783 Data time: 0.1773, Forward time: 2.2742, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.3397 [2020-11-08 21:11:43,482][root][INFO] - ===> Epoch[179](4643/26): Loss 0.8899, Sem 0.6728, dir -0.1374, norm 0.3546, swav 0.0000 LR: 5.702e-02 Score 78.689 Data time: 0.1894, Forward time: 2.2741, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.5858 [2020-11-08 21:11:50,035][root][INFO] - ===> Epoch[179](4644/26): Loss 1.1445, Sem 0.8015, dir -0.0938, norm 0.4368, swav 0.0000 LR: 5.702e-02 Score 77.562 Data time: 0.2638, Forward time: 2.2743, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 6.4450 [2020-11-08 21:11:55,630][root][INFO] - ===> Epoch[179](4645/26): Loss 0.8870, Sem 0.6691, dir -0.1313, norm 0.3492, swav 0.0000 LR: 5.701e-02 Score 79.199 Data time: 0.2075, Forward time: 2.2743, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.4634 [2020-11-08 21:12:00,566][root][INFO] - ===> Epoch[179](4646/26): Loss 0.9588, Sem 0.6697, dir -0.0909, norm 0.3800, swav 0.0000 LR: 5.700e-02 Score 78.907 Data time: 0.1769, Forward time: 2.2742, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 4.8360 [2020-11-08 21:12:06,594][root][INFO] - ===> Epoch[179](4647/26): Loss 1.0776, Sem 0.7627, dir -0.1098, norm 0.4247, swav 0.0000 LR: 5.699e-02 Score 75.103 Data time: 0.2123, Forward time: 2.2742, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.9279 [2020-11-08 21:12:12,319][root][INFO] - ===> Epoch[179](4648/26): Loss 0.8735, Sem 0.6001, dir -0.0960, norm 0.3694, swav 0.0000 LR: 5.698e-02 Score 79.530 Data time: 0.2145, Forward time: 2.2742, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.6150 [2020-11-08 21:12:18,001][root][INFO] - ===> Epoch[179](4649/26): Loss 1.0439, Sem 0.7339, dir -0.0768, norm 0.3868, swav 0.0000 LR: 5.697e-02 Score 78.790 Data time: 0.1677, Forward time: 2.2741, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.5822 [2020-11-08 21:12:23,322][root][INFO] - ===> Epoch[179](4650/26): Loss 1.0034, Sem 0.7620, dir -0.0570, norm 0.2983, swav 0.0000 LR: 5.696e-02 Score 74.791 Data time: 0.1694, Forward time: 2.2740, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.2606 [2020-11-08 21:12:30,334][root][INFO] - ===> Epoch[179](4651/26): Loss 0.8437, Sem 0.6357, dir -0.0661, norm 0.2742, swav 0.0000 LR: 5.695e-02 Score 80.970 Data time: 0.2082, Forward time: 2.2740, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 6.9258 [2020-11-08 21:12:36,427][root][INFO] - ===> Epoch[179](4652/26): Loss 1.1189, Sem 0.7408, dir -0.0731, norm 0.4512, swav 0.0000 LR: 5.694e-02 Score 77.709 Data time: 0.2615, Forward time: 2.2741, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.9844 [2020-11-08 21:12:42,153][root][INFO] - ===> Epoch[179](4653/26): Loss 0.9041, Sem 0.6070, dir -0.0907, norm 0.3878, swav 0.0000 LR: 5.693e-02 Score 77.926 Data time: 0.2624, Forward time: 2.2742, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.6040 [2020-11-08 21:12:48,390][root][INFO] - ===> Epoch[179](4654/26): Loss 0.8535, Sem 0.5948, dir -0.0550, norm 0.3138, swav 0.0000 LR: 5.692e-02 Score 81.168 Data time: 0.2271, Forward time: 2.2742, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.1339 [2020-11-08 21:12:54,209][root][INFO] - ===> Epoch[180](4655/26): Loss 0.7990, Sem 0.6180, dir -0.1335, norm 0.3145, swav 0.0000 LR: 5.691e-02 Score 78.458 Data time: 0.2920, Forward time: 2.2743, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.7029 [2020-11-08 21:12:59,062][root][INFO] - ===> Epoch[180](4656/26): Loss 0.9464, Sem 0.7368, dir -0.1205, norm 0.3302, swav 0.0000 LR: 5.690e-02 Score 75.861 Data time: 0.2599, Forward time: 2.2744, Backward time: 3.1015, DDP time: 0.0054, Total iter time: 4.7240 [2020-11-08 21:13:05,801][root][INFO] - ===> Epoch[180](4657/26): Loss 0.9615, Sem 0.6332, dir -0.0892, norm 0.4175, swav 0.0000 LR: 5.689e-02 Score 78.234 Data time: 0.1928, Forward time: 2.2744, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 6.6459 [2020-11-08 21:13:11,383][root][INFO] - ===> Epoch[180](4658/26): Loss 0.7989, Sem 0.5062, dir -0.1040, norm 0.3966, swav 0.0000 LR: 5.688e-02 Score 83.488 Data time: 0.2146, Forward time: 2.2743, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.4673 [2020-11-08 21:13:15,684][root][INFO] - ===> Epoch[180](4659/26): Loss 1.0059, Sem 0.6805, dir -0.0666, norm 0.3920, swav 0.0000 LR: 5.687e-02 Score 79.274 Data time: 0.2052, Forward time: 2.2743, Backward time: 3.1015, DDP time: 0.0054, Total iter time: 4.2101 [2020-11-08 21:13:20,705][root][INFO] - ===> Epoch[180](4660/26): Loss 0.9341, Sem 0.7021, dir -0.0784, norm 0.3104, swav 0.0000 LR: 5.686e-02 Score 77.506 Data time: 0.2224, Forward time: 2.2743, Backward time: 3.1013, DDP time: 0.0054, Total iter time: 4.9189 [2020-11-08 21:13:26,979][root][INFO] - ===> Epoch[180](4661/26): Loss 1.0766, Sem 0.7687, dir -0.0800, norm 0.3879, swav 0.0000 LR: 5.685e-02 Score 75.687 Data time: 0.2332, Forward time: 2.2744, Backward time: 3.1014, DDP time: 0.0054, Total iter time: 6.1656 [2020-11-08 21:13:32,157][root][INFO] - ===> Epoch[180](4662/26): Loss 0.9885, Sem 0.6896, dir -0.0874, norm 0.3863, swav 0.0000 LR: 5.684e-02 Score 79.881 Data time: 0.2055, Forward time: 2.2744, Backward time: 3.1012, DDP time: 0.0054, Total iter time: 5.0602 [2020-11-08 21:13:37,924][root][INFO] - ===> Epoch[180](4663/26): Loss 1.0230, Sem 0.6828, dir -0.0659, norm 0.4060, swav 0.0000 LR: 5.683e-02 Score 77.310 Data time: 0.2218, Forward time: 2.2744, Backward time: 3.1012, DDP time: 0.0054, Total iter time: 5.6757 [2020-11-08 21:13:43,999][root][INFO] - ===> Epoch[180](4664/26): Loss 1.0157, Sem 0.5942, dir -0.0360, norm 0.4575, swav 0.0000 LR: 5.682e-02 Score 80.473 Data time: 0.2535, Forward time: 2.2745, Backward time: 3.1012, DDP time: 0.0054, Total iter time: 5.9600 [2020-11-08 21:13:49,504][root][INFO] - ===> Epoch[180](4665/26): Loss 0.8609, Sem 0.6027, dir -0.1261, norm 0.3844, swav 0.0000 LR: 5.681e-02 Score 81.359 Data time: 0.2473, Forward time: 2.2745, Backward time: 3.1011, DDP time: 0.0054, Total iter time: 5.3915 [2020-11-08 21:13:56,163][root][INFO] - ===> Epoch[180](4666/26): Loss 0.9533, Sem 0.7260, dir -0.1806, norm 0.4079, swav 0.0000 LR: 5.680e-02 Score 76.043 Data time: 0.2093, Forward time: 2.2745, Backward time: 3.1012, DDP time: 0.0055, Total iter time: 6.5577 [2020-11-08 21:14:01,459][root][INFO] - ===> Epoch[180](4667/26): Loss 1.0787, Sem 0.7379, dir -0.1093, norm 0.4501, swav 0.0000 LR: 5.679e-02 Score 78.036 Data time: 0.1489, Forward time: 2.2744, Backward time: 3.1013, DDP time: 0.0055, Total iter time: 5.2113 [2020-11-08 21:14:06,682][root][INFO] - ===> Epoch[180](4668/26): Loss 0.9887, Sem 0.6286, dir -0.0843, norm 0.4443, swav 0.0000 LR: 5.679e-02 Score 79.899 Data time: 0.1710, Forward time: 2.2743, Backward time: 3.1013, DDP time: 0.0055, Total iter time: 5.1388 [2020-11-08 21:14:12,786][root][INFO] - ===> Epoch[180](4669/26): Loss 1.0334, Sem 0.6844, dir -0.1054, norm 0.4544, swav 0.0000 LR: 5.678e-02 Score 78.446 Data time: 0.2067, Forward time: 2.2743, Backward time: 3.1013, DDP time: 0.0055, Total iter time: 6.0119 [2020-11-08 21:14:18,780][root][INFO] - ===> Epoch[180](4670/26): Loss 0.8550, Sem 0.5982, dir -0.1070, norm 0.3639, swav 0.0000 LR: 5.677e-02 Score 80.952 Data time: 0.2420, Forward time: 2.2744, Backward time: 3.1013, DDP time: 0.0055, Total iter time: 5.8950 [2020-11-08 21:14:23,761][root][INFO] - ===> Epoch[180](4671/26): Loss 1.2095, Sem 0.8191, dir -0.0682, norm 0.4586, swav 0.0000 LR: 5.676e-02 Score 75.050 Data time: 0.2399, Forward time: 2.2744, Backward time: 3.1011, DDP time: 0.0055, Total iter time: 4.8795 [2020-11-08 21:14:29,316][root][INFO] - ===> Epoch[180](4672/26): Loss 0.9898, Sem 0.6946, dir -0.0717, norm 0.3668, swav 0.0000 LR: 5.675e-02 Score 80.013 Data time: 0.2292, Forward time: 2.2744, Backward time: 3.1011, DDP time: 0.0055, Total iter time: 5.4405 [2020-11-08 21:14:34,328][root][INFO] - ===> Epoch[180](4673/26): Loss 1.0691, Sem 0.7429, dir -0.1440, norm 0.4703, swav 0.0000 LR: 5.674e-02 Score 77.454 Data time: 0.1870, Forward time: 2.2743, Backward time: 3.1010, DDP time: 0.0055, Total iter time: 4.9129 [2020-11-08 21:14:39,856][root][INFO] - ===> Epoch[180](4674/26): Loss 0.8653, Sem 0.6940, dir -0.1263, norm 0.2976, swav 0.0000 LR: 5.673e-02 Score 78.465 Data time: 0.2622, Forward time: 2.2745, Backward time: 3.1008, DDP time: 0.0055, Total iter time: 5.4474 [2020-11-08 21:14:46,062][root][INFO] - ===> Epoch[180](4675/26): Loss 0.9915, Sem 0.7311, dir -0.0779, norm 0.3383, swav 0.0000 LR: 5.672e-02 Score 77.681 Data time: 0.1865, Forward time: 2.2744, Backward time: 3.1010, DDP time: 0.0055, Total iter time: 6.0773 [2020-11-08 21:14:51,395][root][INFO] - ===> Epoch[180](4676/26): Loss 1.0105, Sem 0.6979, dir -0.1160, norm 0.4286, swav 0.0000 LR: 5.671e-02 Score 77.901 Data time: 0.1978, Forward time: 2.2744, Backward time: 3.1009, DDP time: 0.0055, Total iter time: 5.2428 [2020-11-08 21:14:56,944][root][INFO] - ===> Epoch[180](4677/26): Loss 0.8890, Sem 0.6529, dir -0.1124, norm 0.3485, swav 0.0000 LR: 5.670e-02 Score 80.232 Data time: 0.1733, Forward time: 2.2743, Backward time: 3.1009, DDP time: 0.0055, Total iter time: 5.4393 [2020-11-08 21:15:01,862][root][INFO] - ===> Epoch[180](4678/26): Loss 1.0223, Sem 0.7771, dir -0.0864, norm 0.3315, swav 0.0000 LR: 5.669e-02 Score 77.550 Data time: 0.1961, Forward time: 2.2743, Backward time: 3.1008, DDP time: 0.0055, Total iter time: 4.8464 [2020-11-08 21:15:07,821][root][INFO] - ===> Epoch[180](4679/26): Loss 1.0147, Sem 0.6879, dir -0.0359, norm 0.3626, swav 0.0000 LR: 5.668e-02 Score 78.368 Data time: 0.2152, Forward time: 2.2742, Backward time: 3.1009, DDP time: 0.0055, Total iter time: 5.8446 [2020-11-08 21:15:12,880][root][INFO] - ===> Epoch[180](4680/26): Loss 0.8409, Sem 0.5490, dir -0.0433, norm 0.3352, swav 0.0000 LR: 5.667e-02 Score 84.018 Data time: 0.2502, Forward time: 2.2743, Backward time: 3.1006, DDP time: 0.0055, Total iter time: 4.9680 [2020-11-08 21:15:18,358][root][INFO] - ===> Epoch[181](4681/26): Loss 0.9910, Sem 0.6706, dir -0.0658, norm 0.3862, swav 0.0000 LR: 5.666e-02 Score 78.148 Data time: 0.2794, Forward time: 2.2744, Backward time: 3.1005, DDP time: 0.0055, Total iter time: 5.3493 [2020-11-08 21:15:24,060][root][INFO] - ===> Epoch[181](4682/26): Loss 0.7572, Sem 0.5620, dir -0.0752, norm 0.2704, swav 0.0000 LR: 5.665e-02 Score 81.192 Data time: 0.2223, Forward time: 2.2745, Backward time: 3.1004, DDP time: 0.0055, Total iter time: 5.5812 [2020-11-08 21:15:29,559][root][INFO] - ===> Epoch[181](4683/26): Loss 1.0122, Sem 0.6271, dir -0.0671, norm 0.4522, swav 0.0000 LR: 5.664e-02 Score 81.879 Data time: 0.1985, Forward time: 2.2745, Backward time: 3.1004, DDP time: 0.0055, Total iter time: 5.3916 [2020-11-08 21:15:36,304][root][INFO] - ===> Epoch[181](4684/26): Loss 1.0210, Sem 0.6592, dir -0.0883, norm 0.4501, swav 0.0000 LR: 5.663e-02 Score 79.214 Data time: 0.1849, Forward time: 2.2744, Backward time: 3.1006, DDP time: 0.0055, Total iter time: 6.6501 [2020-11-08 21:15:42,493][root][INFO] - ===> Epoch[181](4685/26): Loss 0.9782, Sem 0.6384, dir -0.0725, norm 0.4124, swav 0.0000 LR: 5.662e-02 Score 79.170 Data time: 0.1969, Forward time: 2.2744, Backward time: 3.1007, DDP time: 0.0055, Total iter time: 6.0685 [2020-11-08 21:15:47,833][root][INFO] - ===> Epoch[181](4686/26): Loss 0.9559, Sem 0.6396, dir -0.0508, norm 0.3671, swav 0.0000 LR: 5.661e-02 Score 78.809 Data time: 0.2596, Forward time: 2.2745, Backward time: 3.1005, DDP time: 0.0055, Total iter time: 5.2328 [2020-11-08 21:15:52,903][root][INFO] - ===> Epoch[181](4687/26): Loss 1.0405, Sem 0.6536, dir -0.0412, norm 0.4281, swav 0.0000 LR: 5.660e-02 Score 79.220 Data time: 0.2231, Forward time: 2.2745, Backward time: 3.1004, DDP time: 0.0055, Total iter time: 4.9695 [2020-11-08 21:15:58,121][root][INFO] - ===> Epoch[181](4688/26): Loss 0.9470, Sem 0.5838, dir -0.1206, norm 0.4838, swav 0.0000 LR: 5.659e-02 Score 81.055 Data time: 0.1999, Forward time: 2.2745, Backward time: 3.1003, DDP time: 0.0055, Total iter time: 5.1105 [2020-11-08 21:16:03,129][root][INFO] - ===> Epoch[181](4689/26): Loss 0.9322, Sem 0.6390, dir -0.0838, norm 0.3770, swav 0.0000 LR: 5.658e-02 Score 79.565 Data time: 0.2109, Forward time: 2.2744, Backward time: 3.1001, DDP time: 0.0055, Total iter time: 4.9063 [2020-11-08 21:16:08,424][root][INFO] - ===> Epoch[181](4690/26): Loss 0.8627, Sem 0.5480, dir -0.1213, norm 0.4361, swav 0.0000 LR: 5.657e-02 Score 80.639 Data time: 0.2426, Forward time: 2.2745, Backward time: 3.1000, DDP time: 0.0055, Total iter time: 5.1847 [2020-11-08 21:16:13,941][root][INFO] - ===> Epoch[181](4691/26): Loss 1.0418, Sem 0.7667, dir -0.0851, norm 0.3602, swav 0.0000 LR: 5.656e-02 Score 74.967 Data time: 0.2678, Forward time: 2.2746, Backward time: 3.0998, DDP time: 0.0055, Total iter time: 5.4051 [2020-11-08 21:16:19,660][root][INFO] - ===> Epoch[181](4692/26): Loss 1.0513, Sem 0.6452, dir -0.1117, norm 0.5177, swav 0.0000 LR: 5.656e-02 Score 81.568 Data time: 0.2747, Forward time: 2.2746, Backward time: 3.0998, DDP time: 0.0055, Total iter time: 5.5991 [2020-11-08 21:16:24,911][root][INFO] - ===> Epoch[181](4693/26): Loss 0.9788, Sem 0.6805, dir -0.0791, norm 0.3773, swav 0.0000 LR: 5.655e-02 Score 80.798 Data time: 0.2357, Forward time: 2.2746, Backward time: 3.0997, DDP time: 0.0055, Total iter time: 5.1503 [2020-11-08 21:16:30,368][root][INFO] - ===> Epoch[181](4694/26): Loss 0.8137, Sem 0.5895, dir -0.1384, norm 0.3626, swav 0.0000 LR: 5.654e-02 Score 79.207 Data time: 0.2603, Forward time: 2.2747, Backward time: 3.0995, DDP time: 0.0055, Total iter time: 5.3540 [2020-11-08 21:16:36,249][root][INFO] - ===> Epoch[181](4695/26): Loss 0.8570, Sem 0.5537, dir -0.1378, norm 0.4411, swav 0.0000 LR: 5.653e-02 Score 82.099 Data time: 0.2867, Forward time: 2.2748, Backward time: 3.0994, DDP time: 0.0055, Total iter time: 5.7735 [2020-11-08 21:16:41,495][root][INFO] - ===> Epoch[181](4696/26): Loss 1.0790, Sem 0.7484, dir -0.1492, norm 0.4797, swav 0.0000 LR: 5.652e-02 Score 75.981 Data time: 0.2192, Forward time: 2.2748, Backward time: 3.0993, DDP time: 0.0055, Total iter time: 5.1465 [2020-11-08 21:16:46,124][root][INFO] - ===> Epoch[181](4697/26): Loss 0.9641, Sem 0.6603, dir -0.0422, norm 0.3460, swav 0.0000 LR: 5.651e-02 Score 81.246 Data time: 0.1905, Forward time: 2.2748, Backward time: 3.0991, DDP time: 0.0055, Total iter time: 4.5112 [2020-11-08 21:16:52,068][root][INFO] - ===> Epoch[181](4698/26): Loss 1.0538, Sem 0.6960, dir -0.0757, norm 0.4335, swav 0.0000 LR: 5.650e-02 Score 79.841 Data time: 0.1814, Forward time: 2.2747, Backward time: 3.0992, DDP time: 0.0055, Total iter time: 5.9090 [2020-11-08 21:16:57,577][root][INFO] - ===> Epoch[181](4699/26): Loss 0.9220, Sem 0.6625, dir -0.1158, norm 0.3753, swav 0.0000 LR: 5.649e-02 Score 76.309 Data time: 0.1410, Forward time: 2.2745, Backward time: 3.0993, DDP time: 0.0055, Total iter time: 5.3975 [2020-11-08 21:17:03,668][root][INFO] - ===> Epoch[181](4700/26): Loss 0.9746, Sem 0.7081, dir -0.1141, norm 0.3806, swav 0.0000 LR: 5.648e-02 Score 76.232 Data time: 0.2503, Forward time: 2.2746, Backward time: 3.0993, DDP time: 0.0055, Total iter time: 6.0491 [2020-11-08 21:17:11,267][root][INFO] - ===> Epoch[181](4701/26): Loss 0.9618, Sem 0.6770, dir -0.0771, norm 0.3619, swav 0.0000 LR: 5.647e-02 Score 79.201 Data time: 0.2478, Forward time: 2.2747, Backward time: 3.0996, DDP time: 0.0055, Total iter time: 7.4993 [2020-11-08 21:17:16,238][root][INFO] - ===> Epoch[181](4702/26): Loss 0.9063, Sem 0.7221, dir -0.1379, norm 0.3221, swav 0.0000 LR: 5.646e-02 Score 78.048 Data time: 0.2389, Forward time: 2.2748, Backward time: 3.0994, DDP time: 0.0055, Total iter time: 4.8770 [2020-11-08 21:17:21,571][root][INFO] - ===> Epoch[181](4703/26): Loss 0.8619, Sem 0.6138, dir -0.1042, norm 0.3523, swav 0.0000 LR: 5.645e-02 Score 80.900 Data time: 0.2315, Forward time: 2.2748, Backward time: 3.0993, DDP time: 0.0055, Total iter time: 5.2208 [2020-11-08 21:17:26,522][root][INFO] - ===> Epoch[181](4704/26): Loss 1.1078, Sem 0.7699, dir -0.0983, norm 0.4362, swav 0.0000 LR: 5.644e-02 Score 78.388 Data time: 0.1827, Forward time: 2.2747, Backward time: 3.0992, DDP time: 0.0055, Total iter time: 4.8424 [2020-11-08 21:17:33,020][root][INFO] - ===> Epoch[181](4705/26): Loss 1.0663, Sem 0.7757, dir -0.0761, norm 0.3666, swav 0.0000 LR: 5.643e-02 Score 75.132 Data time: 0.2132, Forward time: 2.2747, Backward time: 3.0993, DDP time: 0.0055, Total iter time: 6.3971 [2020-11-08 21:17:38,959][root][INFO] - ===> Epoch[181](4706/26): Loss 0.8717, Sem 0.6065, dir -0.1253, norm 0.3905, swav 0.0000 LR: 5.642e-02 Score 79.330 Data time: 0.1654, Forward time: 2.2746, Backward time: 3.0995, DDP time: 0.0055, Total iter time: 5.8315 [2020-11-08 21:17:44,959][root][INFO] - ===> Epoch[182](4707/26): Loss 1.0530, Sem 0.6870, dir -0.0721, norm 0.4381, swav 0.0000 LR: 5.641e-02 Score 79.013 Data time: 0.1834, Forward time: 2.2746, Backward time: 3.0996, DDP time: 0.0055, Total iter time: 5.9261 [2020-11-08 21:17:50,326][root][INFO] - ===> Epoch[182](4708/26): Loss 0.9136, Sem 0.6746, dir -0.1114, norm 0.3503, swav 0.0000 LR: 5.640e-02 Score 78.655 Data time: 0.2005, Forward time: 2.2745, Backward time: 3.0996, DDP time: 0.0055, Total iter time: 5.2669 [2020-11-08 21:17:55,167][root][INFO] - ===> Epoch[182](4709/26): Loss 0.9322, Sem 0.6305, dir -0.0442, norm 0.3459, swav 0.0000 LR: 5.639e-02 Score 79.820 Data time: 0.1806, Forward time: 2.2744, Backward time: 3.0995, DDP time: 0.0055, Total iter time: 4.7800 [2020-11-08 21:17:59,593][root][INFO] - ===> Epoch[182](4710/26): Loss 1.0200, Sem 0.5683, dir -0.0309, norm 0.4826, swav 0.0000 LR: 5.638e-02 Score 81.293 Data time: 0.1844, Forward time: 2.2743, Backward time: 3.0993, DDP time: 0.0055, Total iter time: 4.3199 [2020-11-08 21:18:04,465][root][INFO] - ===> Epoch[182](4711/26): Loss 0.9771, Sem 0.6692, dir -0.1040, norm 0.4119, swav 0.0000 LR: 5.637e-02 Score 78.242 Data time: 0.2120, Forward time: 2.2743, Backward time: 3.0991, DDP time: 0.0055, Total iter time: 4.7624 [2020-11-08 21:18:09,503][root][INFO] - ===> Epoch[182](4712/26): Loss 0.9810, Sem 0.6578, dir -0.0832, norm 0.4063, swav 0.0000 LR: 5.636e-02 Score 79.917 Data time: 0.2455, Forward time: 2.2744, Backward time: 3.0989, DDP time: 0.0055, Total iter time: 4.9094 [2020-11-08 21:18:15,022][root][INFO] - ===> Epoch[182](4713/26): Loss 0.9968, Sem 0.6333, dir -0.0858, norm 0.4493, swav 0.0000 LR: 5.635e-02 Score 78.661 Data time: 0.2926, Forward time: 2.2745, Backward time: 3.0987, DDP time: 0.0055, Total iter time: 5.3933 [2020-11-08 21:18:20,776][root][INFO] - ===> Epoch[182](4714/26): Loss 1.2336, Sem 0.7038, dir -0.0542, norm 0.5840, swav 0.0000 LR: 5.634e-02 Score 78.533 Data time: 0.2721, Forward time: 2.2746, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 5.6213 [2020-11-08 21:18:26,485][root][INFO] - ===> Epoch[182](4715/26): Loss 1.0330, Sem 0.6080, dir -0.0504, norm 0.4754, swav 0.0000 LR: 5.633e-02 Score 83.571 Data time: 0.1919, Forward time: 2.2746, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 5.5688 [2020-11-08 21:18:32,613][root][INFO] - ===> Epoch[182](4716/26): Loss 1.1039, Sem 0.8100, dir -0.0859, norm 0.3798, swav 0.0000 LR: 5.633e-02 Score 73.606 Data time: 0.2210, Forward time: 2.2746, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 6.0290 [2020-11-08 21:18:38,270][root][INFO] - ===> Epoch[182](4717/26): Loss 1.1654, Sem 0.7478, dir -0.1130, norm 0.5307, swav 0.0000 LR: 5.632e-02 Score 75.695 Data time: 0.1905, Forward time: 2.2745, Backward time: 3.0987, DDP time: 0.0055, Total iter time: 5.5397 [2020-11-08 21:18:44,475][root][INFO] - ===> Epoch[182](4718/26): Loss 1.0155, Sem 0.6485, dir -0.0837, norm 0.4507, swav 0.0000 LR: 5.631e-02 Score 80.248 Data time: 0.2471, Forward time: 2.2746, Backward time: 3.0987, DDP time: 0.0055, Total iter time: 6.1010 [2020-11-08 21:18:50,218][root][INFO] - ===> Epoch[182](4719/26): Loss 1.0396, Sem 0.7155, dir -0.0700, norm 0.3940, swav 0.0000 LR: 5.630e-02 Score 77.364 Data time: 0.2635, Forward time: 2.2747, Backward time: 3.0985, DDP time: 0.0055, Total iter time: 5.5914 [2020-11-08 21:18:55,064][root][INFO] - ===> Epoch[182](4720/26): Loss 1.0981, Sem 0.7159, dir -0.1003, norm 0.4825, swav 0.0000 LR: 5.629e-02 Score 77.583 Data time: 0.2029, Forward time: 2.2747, Backward time: 3.0983, DDP time: 0.0055, Total iter time: 4.6878 [2020-11-08 21:18:59,294][root][INFO] - ===> Epoch[182](4721/26): Loss 0.9683, Sem 0.6802, dir -0.1162, norm 0.4043, swav 0.0000 LR: 5.628e-02 Score 79.503 Data time: 0.1841, Forward time: 2.2746, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 4.1176 [2020-11-08 21:19:05,062][root][INFO] - ===> Epoch[182](4722/26): Loss 1.0207, Sem 0.7013, dir -0.0737, norm 0.3931, swav 0.0000 LR: 5.627e-02 Score 78.837 Data time: 0.1819, Forward time: 2.2745, Backward time: 3.0983, DDP time: 0.0055, Total iter time: 5.6806 [2020-11-08 21:19:10,769][root][INFO] - ===> Epoch[182](4723/26): Loss 0.9801, Sem 0.7462, dir -0.1049, norm 0.3388, swav 0.0000 LR: 5.626e-02 Score 78.268 Data time: 0.2762, Forward time: 2.2746, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 5.6032 [2020-11-08 21:19:17,394][root][INFO] - ===> Epoch[182](4724/26): Loss 0.9701, Sem 0.6366, dir -0.0300, norm 0.3635, swav 0.0000 LR: 5.625e-02 Score 77.619 Data time: 0.2061, Forward time: 2.2746, Backward time: 3.0983, DDP time: 0.0055, Total iter time: 6.4897 [2020-11-08 21:19:23,997][root][INFO] - ===> Epoch[182](4725/26): Loss 0.9049, Sem 0.6292, dir -0.0893, norm 0.3651, swav 0.0000 LR: 5.624e-02 Score 82.409 Data time: 0.3075, Forward time: 2.2747, Backward time: 3.0984, DDP time: 0.0055, Total iter time: 6.4930 [2020-11-08 21:19:28,961][root][INFO] - ===> Epoch[182](4726/26): Loss 0.8856, Sem 0.6087, dir -0.1230, norm 0.3999, swav 0.0000 LR: 5.623e-02 Score 82.596 Data time: 0.1598, Forward time: 2.2746, Backward time: 3.0983, DDP time: 0.0055, Total iter time: 4.8072 [2020-11-08 21:19:34,232][root][INFO] - ===> Epoch[182](4727/26): Loss 0.8490, Sem 0.5728, dir -0.0594, norm 0.3356, swav 0.0000 LR: 5.622e-02 Score 82.427 Data time: 0.2218, Forward time: 2.2746, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 5.1739 [2020-11-08 21:19:39,820][root][INFO] - ===> Epoch[182](4728/26): Loss 1.0170, Sem 0.7654, dir -0.1378, norm 0.3893, swav 0.0000 LR: 5.621e-02 Score 76.538 Data time: 0.1832, Forward time: 2.2746, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 5.4737 [2020-11-08 21:19:46,343][root][INFO] - ===> Epoch[182](4729/26): Loss 0.9693, Sem 0.6881, dir -0.0326, norm 0.3138, swav 0.0000 LR: 5.620e-02 Score 79.357 Data time: 0.2038, Forward time: 2.2746, Backward time: 3.0984, DDP time: 0.0055, Total iter time: 6.4262 [2020-11-08 21:19:53,312][root][INFO] - ===> Epoch[182](4730/26): Loss 1.1517, Sem 0.7783, dir -0.0659, norm 0.4393, swav 0.0000 LR: 5.619e-02 Score 74.557 Data time: 0.1636, Forward time: 2.2744, Backward time: 3.0987, DDP time: 0.0055, Total iter time: 6.8543 [2020-11-08 21:19:59,086][root][INFO] - ===> Epoch[182](4731/26): Loss 1.0312, Sem 0.7071, dir -0.0326, norm 0.3566, swav 0.0000 LR: 5.618e-02 Score 78.918 Data time: 0.3079, Forward time: 2.2746, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 5.7170 [2020-11-08 21:20:05,057][root][INFO] - ===> Epoch[182](4732/26): Loss 0.9137, Sem 0.6249, dir -0.1039, norm 0.3928, swav 0.0000 LR: 5.617e-02 Score 82.514 Data time: 0.2252, Forward time: 2.2745, Backward time: 3.0987, DDP time: 0.0055, Total iter time: 5.8504 [2020-11-08 21:20:10,001][root][INFO] - ===> Epoch[183](4733/26): Loss 1.0033, Sem 0.5568, dir -0.0270, norm 0.4735, swav 0.0000 LR: 5.616e-02 Score 81.485 Data time: 0.2384, Forward time: 2.2746, Backward time: 3.0984, DDP time: 0.0055, Total iter time: 4.8342 [2020-11-08 21:20:15,610][root][INFO] - ===> Epoch[183](4734/26): Loss 1.2577, Sem 0.6468, dir -0.0115, norm 0.6224, swav 0.0000 LR: 5.615e-02 Score 78.754 Data time: 0.2839, Forward time: 2.2746, Backward time: 3.0983, DDP time: 0.0055, Total iter time: 5.4915 [2020-11-08 21:20:21,087][root][INFO] - ===> Epoch[183](4735/26): Loss 1.2720, Sem 0.6011, dir -0.0078, norm 0.6787, swav 0.0000 LR: 5.614e-02 Score 81.009 Data time: 0.1979, Forward time: 2.2746, Backward time: 3.0983, DDP time: 0.0055, Total iter time: 5.3394 [2020-11-08 21:20:26,121][root][INFO] - ===> Epoch[183](4736/26): Loss 1.3624, Sem 0.6779, dir -0.0224, norm 0.7068, swav 0.0000 LR: 5.613e-02 Score 78.408 Data time: 0.1810, Forward time: 2.2745, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 4.9105 [2020-11-08 21:20:31,190][root][INFO] - ===> Epoch[183](4737/26): Loss 1.2530, Sem 0.6922, dir -0.0220, norm 0.5829, swav 0.0000 LR: 5.612e-02 Score 80.472 Data time: 0.1997, Forward time: 2.2745, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 4.9663 [2020-11-08 21:20:36,349][root][INFO] - ===> Epoch[183](4738/26): Loss 1.0809, Sem 0.7278, dir -0.0554, norm 0.4085, swav 0.0000 LR: 5.611e-02 Score 77.602 Data time: 0.2379, Forward time: 2.2746, Backward time: 3.0979, DDP time: 0.0055, Total iter time: 5.0490 [2020-11-08 21:20:41,303][root][INFO] - ===> Epoch[183](4739/26): Loss 1.0089, Sem 0.6346, dir -0.0821, norm 0.4565, swav 0.0000 LR: 5.610e-02 Score 79.298 Data time: 0.1928, Forward time: 2.2745, Backward time: 3.0978, DDP time: 0.0055, Total iter time: 4.8391 [2020-11-08 21:20:47,998][root][INFO] - ===> Epoch[183](4740/26): Loss 1.1497, Sem 0.6299, dir -0.0506, norm 0.5703, swav 0.0000 LR: 5.609e-02 Score 80.471 Data time: 0.2593, Forward time: 2.2746, Backward time: 3.0979, DDP time: 0.0055, Total iter time: 6.6162 [2020-11-08 21:20:52,821][root][INFO] - ===> Epoch[183](4741/26): Loss 1.1696, Sem 0.6914, dir -0.0429, norm 0.5212, swav 0.0000 LR: 5.609e-02 Score 78.222 Data time: 0.2565, Forward time: 2.2746, Backward time: 3.0977, DDP time: 0.0055, Total iter time: 4.7002 [2020-11-08 21:21:00,589][root][INFO] - ===> Epoch[183](4742/26): Loss 1.0556, Sem 0.6019, dir -0.0521, norm 0.5057, swav 0.0000 LR: 5.608e-02 Score 83.371 Data time: 0.2129, Forward time: 2.2746, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 7.6740 [2020-11-08 21:21:06,994][root][INFO] - ===> Epoch[183](4743/26): Loss 0.8986, Sem 0.7137, dir -0.1585, norm 0.3433, swav 0.0000 LR: 5.607e-02 Score 78.654 Data time: 0.2830, Forward time: 2.2747, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 6.3094 [2020-11-08 21:21:12,930][root][INFO] - ===> Epoch[183](4744/26): Loss 1.1499, Sem 0.7752, dir -0.0747, norm 0.4495, swav 0.0000 LR: 5.606e-02 Score 76.720 Data time: 0.1897, Forward time: 2.2747, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 5.7777 [2020-11-08 21:21:18,419][root][INFO] - ===> Epoch[183](4745/26): Loss 1.0532, Sem 0.5896, dir -0.0371, norm 0.5007, swav 0.0000 LR: 5.605e-02 Score 81.314 Data time: 0.2075, Forward time: 2.2747, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 5.3874 [2020-11-08 21:21:23,915][root][INFO] - ===> Epoch[183](4746/26): Loss 1.2261, Sem 0.7128, dir -0.0604, norm 0.5737, swav 0.0000 LR: 5.604e-02 Score 77.421 Data time: 0.1644, Forward time: 2.2746, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 5.3987 [2020-11-08 21:21:29,502][root][INFO] - ===> Epoch[183](4747/26): Loss 0.9180, Sem 0.5180, dir -0.0676, norm 0.4677, swav 0.0000 LR: 5.603e-02 Score 82.591 Data time: 0.2136, Forward time: 2.2746, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 5.5120 [2020-11-08 21:21:35,319][root][INFO] - ===> Epoch[183](4748/26): Loss 0.9134, Sem 0.6480, dir -0.1391, norm 0.4045, swav 0.0000 LR: 5.602e-02 Score 80.238 Data time: 0.1651, Forward time: 2.2745, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 5.7054 [2020-11-08 21:21:40,102][root][INFO] - ===> Epoch[183](4749/26): Loss 0.9108, Sem 0.6616, dir -0.1026, norm 0.3518, swav 0.0000 LR: 5.601e-02 Score 78.908 Data time: 0.2211, Forward time: 2.2745, Backward time: 3.0980, DDP time: 0.0055, Total iter time: 4.6993 [2020-11-08 21:21:45,837][root][INFO] - ===> Epoch[183](4750/26): Loss 0.9821, Sem 0.6180, dir -0.0687, norm 0.4328, swav 0.0000 LR: 5.600e-02 Score 82.010 Data time: 0.2011, Forward time: 2.2745, Backward time: 3.0980, DDP time: 0.0055, Total iter time: 5.6189 [2020-11-08 21:21:49,971][root][INFO] - ===> Epoch[183](4751/26): Loss 1.0807, Sem 0.6514, dir -0.0600, norm 0.4893, swav 0.0000 LR: 5.599e-02 Score 83.178 Data time: 0.2360, Forward time: 2.2745, Backward time: 3.0977, DDP time: 0.0055, Total iter time: 4.0326 [2020-11-08 21:21:57,203][root][INFO] - ===> Epoch[183](4752/26): Loss 1.0777, Sem 0.6385, dir -0.0861, norm 0.5253, swav 0.0000 LR: 5.598e-02 Score 81.286 Data time: 0.1880, Forward time: 2.2744, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 7.1323 [2020-11-08 21:22:02,878][root][INFO] - ===> Epoch[183](4753/26): Loss 1.0087, Sem 0.7445, dir -0.1131, norm 0.3773, swav 0.0000 LR: 5.597e-02 Score 79.089 Data time: 0.1673, Forward time: 2.2743, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 5.5816 [2020-11-08 21:22:10,251][root][INFO] - ===> Epoch[183](4754/26): Loss 1.0872, Sem 0.6993, dir -0.1293, norm 0.5171, swav 0.0000 LR: 5.596e-02 Score 78.209 Data time: 0.1879, Forward time: 2.2742, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 7.2710 [2020-11-08 21:22:15,764][root][INFO] - ===> Epoch[183](4755/26): Loss 1.0193, Sem 0.7261, dir -0.0805, norm 0.3737, swav 0.0000 LR: 5.595e-02 Score 78.502 Data time: 0.2028, Forward time: 2.2742, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 5.4188 [2020-11-08 21:22:21,386][root][INFO] - ===> Epoch[183](4756/26): Loss 0.9729, Sem 0.6209, dir -0.0697, norm 0.4218, swav 0.0000 LR: 5.594e-02 Score 79.884 Data time: 0.2537, Forward time: 2.2743, Backward time: 3.0984, DDP time: 0.0055, Total iter time: 5.5200 [2020-11-08 21:22:26,444][root][INFO] - ===> Epoch[183](4757/26): Loss 0.9890, Sem 0.7743, dir -0.1593, norm 0.3740, swav 0.0000 LR: 5.593e-02 Score 74.482 Data time: 0.1588, Forward time: 2.2742, Backward time: 3.0984, DDP time: 0.0055, Total iter time: 4.9382 [2020-11-08 21:22:31,756][root][INFO] - ===> Epoch[183](4758/26): Loss 1.1318, Sem 0.7302, dir -0.0482, norm 0.4498, swav 0.0000 LR: 5.592e-02 Score 77.630 Data time: 0.1894, Forward time: 2.2741, Backward time: 3.0984, DDP time: 0.0055, Total iter time: 5.2363 [2020-11-08 21:22:37,888][root][INFO] - ===> Epoch[184](4759/26): Loss 1.0704, Sem 0.6544, dir -0.0290, norm 0.4449, swav 0.0000 LR: 5.591e-02 Score 77.731 Data time: 0.2304, Forward time: 2.2742, Backward time: 3.0984, DDP time: 0.0055, Total iter time: 6.0361 [2020-11-08 21:22:44,311][root][INFO] - ===> Epoch[184](4760/26): Loss 1.2139, Sem 0.7868, dir -0.0431, norm 0.4701, swav 0.0000 LR: 5.590e-02 Score 74.820 Data time: 0.1904, Forward time: 2.2741, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 6.3147 [2020-11-08 21:22:50,150][root][INFO] - ===> Epoch[184](4761/26): Loss 0.9787, Sem 0.7294, dir -0.0924, norm 0.3417, swav 0.0000 LR: 5.589e-02 Score 78.833 Data time: 0.1631, Forward time: 2.2739, Backward time: 3.0988, DDP time: 0.0055, Total iter time: 5.7474 [2020-11-08 21:22:55,131][root][INFO] - ===> Epoch[184](4762/26): Loss 0.8873, Sem 0.6805, dir -0.1103, norm 0.3171, swav 0.0000 LR: 5.588e-02 Score 78.277 Data time: 0.2623, Forward time: 2.2740, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 4.9279 [2020-11-08 21:23:02,228][root][INFO] - ===> Epoch[184](4763/26): Loss 1.0639, Sem 0.7109, dir -0.1803, norm 0.5333, swav 0.0000 LR: 5.587e-02 Score 75.148 Data time: 0.2795, Forward time: 2.2741, Backward time: 3.0987, DDP time: 0.0055, Total iter time: 6.9803 [2020-11-08 21:23:07,864][root][INFO] - ===> Epoch[184](4764/26): Loss 1.2311, Sem 0.6737, dir -0.0224, norm 0.5798, swav 0.0000 LR: 5.586e-02 Score 80.836 Data time: 0.1888, Forward time: 2.2741, Backward time: 3.0987, DDP time: 0.0055, Total iter time: 5.5227 [2020-11-08 21:23:12,457][root][INFO] - ===> Epoch[184](4765/26): Loss 1.0556, Sem 0.5762, dir -0.0470, norm 0.5264, swav 0.0000 LR: 5.585e-02 Score 83.778 Data time: 0.2029, Forward time: 2.2741, Backward time: 3.0985, DDP time: 0.0055, Total iter time: 4.4863 [2020-11-08 21:23:18,553][root][INFO] - ===> Epoch[184](4766/26): Loss 0.7930, Sem 0.5517, dir -0.1290, norm 0.3703, swav 0.0000 LR: 5.585e-02 Score 83.175 Data time: 0.2030, Forward time: 2.2740, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 6.0008 [2020-11-08 21:23:24,128][root][INFO] - ===> Epoch[184](4767/26): Loss 0.9382, Sem 0.6605, dir -0.1050, norm 0.3826, swav 0.0000 LR: 5.584e-02 Score 80.373 Data time: 0.1874, Forward time: 2.2740, Backward time: 3.0986, DDP time: 0.0055, Total iter time: 5.4771 [2020-11-08 21:23:29,213][root][INFO] - ===> Epoch[184](4768/26): Loss 0.9660, Sem 0.5796, dir -0.1010, norm 0.4874, swav 0.0000 LR: 5.583e-02 Score 79.863 Data time: 0.2065, Forward time: 2.2739, Backward time: 3.0985, DDP time: 0.0055, Total iter time: 4.9973 [2020-11-08 21:23:35,407][root][INFO] - ===> Epoch[184](4769/26): Loss 1.1400, Sem 0.6801, dir -0.0557, norm 0.5156, swav 0.0000 LR: 5.582e-02 Score 79.790 Data time: 0.3148, Forward time: 2.2741, Backward time: 3.0984, DDP time: 0.0055, Total iter time: 6.0800 [2020-11-08 21:23:41,206][root][INFO] - ===> Epoch[184](4770/26): Loss 1.0536, Sem 0.7538, dir -0.0890, norm 0.3887, swav 0.0000 LR: 5.581e-02 Score 78.003 Data time: 0.2229, Forward time: 2.2742, Backward time: 3.0984, DDP time: 0.0055, Total iter time: 5.6528 [2020-11-08 21:23:46,373][root][INFO] - ===> Epoch[184](4771/26): Loss 0.8699, Sem 0.6387, dir -0.0930, norm 0.3241, swav 0.0000 LR: 5.580e-02 Score 81.571 Data time: 0.1937, Forward time: 2.2742, Backward time: 3.0983, DDP time: 0.0055, Total iter time: 5.0556 [2020-11-08 21:23:52,884][root][INFO] - ===> Epoch[184](4772/26): Loss 0.8634, Sem 0.6318, dir -0.1514, norm 0.3829, swav 0.0000 LR: 5.579e-02 Score 77.549 Data time: 0.2028, Forward time: 2.2741, Backward time: 3.0985, DDP time: 0.0055, Total iter time: 6.4210 [2020-11-08 21:23:58,644][root][INFO] - ===> Epoch[184](4773/26): Loss 0.9365, Sem 0.5951, dir -0.0158, norm 0.3572, swav 0.0000 LR: 5.578e-02 Score 81.279 Data time: 0.2604, Forward time: 2.2742, Backward time: 3.0983, DDP time: 0.0055, Total iter time: 5.6593 [2020-11-08 21:24:03,769][root][INFO] - ===> Epoch[184](4774/26): Loss 0.9832, Sem 0.6963, dir -0.0945, norm 0.3813, swav 0.0000 LR: 5.577e-02 Score 79.292 Data time: 0.2140, Forward time: 2.2742, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 5.0029 [2020-11-08 21:24:08,631][root][INFO] - ===> Epoch[184](4775/26): Loss 0.9563, Sem 0.6298, dir -0.0767, norm 0.4032, swav 0.0000 LR: 5.576e-02 Score 79.566 Data time: 0.2460, Forward time: 2.2743, Backward time: 3.0980, DDP time: 0.0055, Total iter time: 4.7397 [2020-11-08 21:24:14,088][root][INFO] - ===> Epoch[184](4776/26): Loss 1.0894, Sem 0.7149, dir -0.0810, norm 0.4555, swav 0.0000 LR: 5.575e-02 Score 79.672 Data time: 0.2509, Forward time: 2.2744, Backward time: 3.0978, DDP time: 0.0055, Total iter time: 5.3204 [2020-11-08 21:24:20,770][root][INFO] - ===> Epoch[184](4777/26): Loss 0.9235, Sem 0.6110, dir -0.0789, norm 0.3913, swav 0.0000 LR: 5.574e-02 Score 81.066 Data time: 0.1288, Forward time: 2.2742, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 6.5497 [2020-11-08 21:24:25,701][root][INFO] - ===> Epoch[184](4778/26): Loss 1.0616, Sem 0.6965, dir -0.0688, norm 0.4339, swav 0.0000 LR: 5.573e-02 Score 79.835 Data time: 0.1934, Forward time: 2.2741, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 4.8707 [2020-11-08 21:24:32,105][root][INFO] - ===> Epoch[184](4779/26): Loss 1.1592, Sem 0.7426, dir -0.1241, norm 0.5406, swav 0.0000 LR: 5.572e-02 Score 76.454 Data time: 0.2760, Forward time: 2.2743, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 6.3010 [2020-11-08 21:24:37,830][root][INFO] - ===> Epoch[184](4780/26): Loss 0.8022, Sem 0.5786, dir -0.1254, norm 0.3491, swav 0.0000 LR: 5.571e-02 Score 82.514 Data time: 0.2324, Forward time: 2.2743, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 5.5884 [2020-11-08 21:24:42,829][root][INFO] - ===> Epoch[184](4781/26): Loss 0.9200, Sem 0.6154, dir -0.0645, norm 0.3690, swav 0.0000 LR: 5.570e-02 Score 80.560 Data time: 0.2432, Forward time: 2.2743, Backward time: 3.0979, DDP time: 0.0055, Total iter time: 4.8822 [2020-11-08 21:24:48,857][root][INFO] - ===> Epoch[184](4782/26): Loss 1.1335, Sem 0.7216, dir -0.0503, norm 0.4622, swav 0.0000 LR: 5.569e-02 Score 77.212 Data time: 0.2302, Forward time: 2.2743, Backward time: 3.0979, DDP time: 0.0055, Total iter time: 5.9057 [2020-11-08 21:24:53,303][root][INFO] - ===> Epoch[184](4783/26): Loss 1.0639, Sem 0.5815, dir -0.0707, norm 0.5531, swav 0.0000 LR: 5.568e-02 Score 80.236 Data time: 0.2044, Forward time: 2.2742, Backward time: 3.0977, DDP time: 0.0055, Total iter time: 4.3547 [2020-11-08 21:24:59,512][root][INFO] - ===> Epoch[184](4784/26): Loss 0.8806, Sem 0.6155, dir -0.0761, norm 0.3412, swav 0.0000 LR: 5.567e-02 Score 82.561 Data time: 0.2461, Forward time: 2.2743, Backward time: 3.0977, DDP time: 0.0055, Total iter time: 6.1225 [2020-11-08 21:25:04,921][root][INFO] - ===> Epoch[185](4785/26): Loss 1.0236, Sem 0.7663, dir -0.0979, norm 0.3552, swav 0.0000 LR: 5.566e-02 Score 79.405 Data time: 0.2262, Forward time: 2.2743, Backward time: 3.0976, DDP time: 0.0055, Total iter time: 5.2761 [2020-11-08 21:25:09,949][root][INFO] - ===> Epoch[185](4786/26): Loss 1.1912, Sem 0.7879, dir -0.0289, norm 0.4321, swav 0.0000 LR: 5.565e-02 Score 77.827 Data time: 0.2124, Forward time: 2.2743, Backward time: 3.0975, DDP time: 0.0055, Total iter time: 4.9275 [2020-11-08 21:25:15,924][root][INFO] - ===> Epoch[185](4787/26): Loss 0.9850, Sem 0.6748, dir -0.0645, norm 0.3747, swav 0.0000 LR: 5.564e-02 Score 78.977 Data time: 0.1955, Forward time: 2.2743, Backward time: 3.0976, DDP time: 0.0055, Total iter time: 5.8894 [2020-11-08 21:25:22,325][root][INFO] - ===> Epoch[185](4788/26): Loss 0.9724, Sem 0.6775, dir -0.0874, norm 0.3823, swav 0.0000 LR: 5.563e-02 Score 76.744 Data time: 0.2876, Forward time: 2.2745, Backward time: 3.0975, DDP time: 0.0055, Total iter time: 6.3090 [2020-11-08 21:25:28,053][root][INFO] - ===> Epoch[185](4789/26): Loss 0.8572, Sem 0.6182, dir -0.0452, norm 0.2843, swav 0.0000 LR: 5.562e-02 Score 80.978 Data time: 0.1677, Forward time: 2.2744, Backward time: 3.0976, DDP time: 0.0055, Total iter time: 5.6108 [2020-11-08 21:25:33,439][root][INFO] - ===> Epoch[185](4790/26): Loss 1.1666, Sem 0.8190, dir -0.0631, norm 0.4107, swav 0.0000 LR: 5.561e-02 Score 74.033 Data time: 0.1972, Forward time: 2.2744, Backward time: 3.0976, DDP time: 0.0055, Total iter time: 5.3042 [2020-11-08 21:25:39,310][root][INFO] - ===> Epoch[185](4791/26): Loss 0.9978, Sem 0.6276, dir -0.0940, norm 0.4642, swav 0.0000 LR: 5.561e-02 Score 82.720 Data time: 0.2702, Forward time: 2.2745, Backward time: 3.0975, DDP time: 0.0055, Total iter time: 5.7732 [2020-11-08 21:25:44,631][root][INFO] - ===> Epoch[185](4792/26): Loss 0.9856, Sem 0.7740, dir -0.1274, norm 0.3390, swav 0.0000 LR: 5.560e-02 Score 75.909 Data time: 0.2314, Forward time: 2.2745, Backward time: 3.0973, DDP time: 0.0055, Total iter time: 5.1753 [2020-11-08 21:25:50,354][root][INFO] - ===> Epoch[185](4793/26): Loss 1.0056, Sem 0.6663, dir -0.0869, norm 0.4262, swav 0.0000 LR: 5.559e-02 Score 79.804 Data time: 0.1651, Forward time: 2.2744, Backward time: 3.0974, DDP time: 0.0055, Total iter time: 5.6059 [2020-11-08 21:25:56,458][root][INFO] - ===> Epoch[185](4794/26): Loss 1.0294, Sem 0.7617, dir -0.1236, norm 0.3913, swav 0.0000 LR: 5.558e-02 Score 74.828 Data time: 0.1938, Forward time: 2.2744, Backward time: 3.0975, DDP time: 0.0055, Total iter time: 6.0312 [2020-11-08 21:26:01,641][root][INFO] - ===> Epoch[185](4795/26): Loss 0.8735, Sem 0.6468, dir -0.0960, norm 0.3227, swav 0.0000 LR: 5.557e-02 Score 79.834 Data time: 0.2584, Forward time: 2.2745, Backward time: 3.0973, DDP time: 0.0055, Total iter time: 5.0693 [2020-11-08 21:26:07,029][root][INFO] - ===> Epoch[185](4796/26): Loss 1.0212, Sem 0.6902, dir -0.0997, norm 0.4307, swav 0.0000 LR: 5.556e-02 Score 79.432 Data time: 0.2299, Forward time: 2.2745, Backward time: 3.0972, DDP time: 0.0055, Total iter time: 5.2636 [2020-11-08 21:26:12,243][root][INFO] - ===> Epoch[185](4797/26): Loss 0.8583, Sem 0.6513, dir -0.1043, norm 0.3113, swav 0.0000 LR: 5.555e-02 Score 77.317 Data time: 0.2260, Forward time: 2.2745, Backward time: 3.0971, DDP time: 0.0055, Total iter time: 5.1078 [2020-11-08 21:26:17,518][root][INFO] - ===> Epoch[185](4798/26): Loss 0.8578, Sem 0.6612, dir -0.1015, norm 0.2981, swav 0.0000 LR: 5.554e-02 Score 81.324 Data time: 0.2560, Forward time: 2.2746, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 5.1818 [2020-11-08 21:26:23,975][root][INFO] - ===> Epoch[185](4799/26): Loss 0.9533, Sem 0.7576, dir -0.1882, norm 0.3838, swav 0.0000 LR: 5.553e-02 Score 78.322 Data time: 0.2563, Forward time: 2.2747, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 6.3309 [2020-11-08 21:26:29,708][root][INFO] - ===> Epoch[185](4800/26): Loss 0.8511, Sem 0.5952, dir -0.0691, norm 0.3250, swav 0.0000 LR: 5.552e-02 Score 81.760 Data time: 0.1667, Forward time: 2.2746, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 5.6005 [2020-11-08 21:26:34,758][root][INFO] - ===> Epoch[185](4801/26): Loss 1.0398, Sem 0.6825, dir -0.0692, norm 0.4265, swav 0.0000 LR: 5.551e-02 Score 77.152 Data time: 0.2399, Forward time: 2.2746, Backward time: 3.0968, DDP time: 0.0055, Total iter time: 4.9608 [2020-11-08 21:26:39,768][root][INFO] - ===> Epoch[185](4802/26): Loss 1.0145, Sem 0.6672, dir -0.0986, norm 0.4459, swav 0.0000 LR: 5.550e-02 Score 79.483 Data time: 0.1744, Forward time: 2.2746, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 4.9151 [2020-11-08 21:26:45,718][root][INFO] - ===> Epoch[185](4803/26): Loss 0.8892, Sem 0.6511, dir -0.1258, norm 0.3638, swav 0.0000 LR: 5.549e-02 Score 78.117 Data time: 0.2273, Forward time: 2.2746, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 5.8691 [2020-11-08 21:26:52,820][root][INFO] - ===> Epoch[185](4804/26): Loss 1.0758, Sem 0.7022, dir -0.0712, norm 0.4447, swav 0.0000 LR: 5.548e-02 Score 75.311 Data time: 0.2313, Forward time: 2.2746, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 6.9879 [2020-11-08 21:26:57,653][root][INFO] - ===> Epoch[185](4805/26): Loss 0.9935, Sem 0.6397, dir -0.0522, norm 0.4060, swav 0.0000 LR: 5.547e-02 Score 79.084 Data time: 0.2017, Forward time: 2.2746, Backward time: 3.0968, DDP time: 0.0055, Total iter time: 4.7153 [2020-11-08 21:27:03,797][root][INFO] - ===> Epoch[185](4806/26): Loss 1.0294, Sem 0.7776, dir -0.1135, norm 0.3653, swav 0.0000 LR: 5.546e-02 Score 74.061 Data time: 0.1847, Forward time: 2.2746, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 6.0574 [2020-11-08 21:27:09,263][root][INFO] - ===> Epoch[185](4807/26): Loss 0.8633, Sem 0.6516, dir -0.1117, norm 0.3235, swav 0.0000 LR: 5.545e-02 Score 80.743 Data time: 0.1728, Forward time: 2.2745, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 5.3817 [2020-11-08 21:27:15,873][root][INFO] - ===> Epoch[185](4808/26): Loss 1.0218, Sem 0.7175, dir -0.1349, norm 0.4392, swav 0.0000 LR: 5.544e-02 Score 77.311 Data time: 0.2296, Forward time: 2.2745, Backward time: 3.0971, DDP time: 0.0055, Total iter time: 6.5359 [2020-11-08 21:27:22,156][root][INFO] - ===> Epoch[185](4809/26): Loss 1.0716, Sem 0.8320, dir -0.1204, norm 0.3600, swav 0.0000 LR: 5.543e-02 Score 71.224 Data time: 0.1936, Forward time: 2.2745, Backward time: 3.0972, DDP time: 0.0055, Total iter time: 6.1604 [2020-11-08 21:27:28,053][root][INFO] - ===> Epoch[185](4810/26): Loss 0.9999, Sem 0.7300, dir -0.1468, norm 0.4167, swav 0.0000 LR: 5.542e-02 Score 75.202 Data time: 0.1653, Forward time: 2.2744, Backward time: 3.0974, DDP time: 0.0055, Total iter time: 5.7728 [2020-11-08 21:27:34,952][root][INFO] - ===> Epoch[186](4811/26): Loss 1.0948, Sem 0.7669, dir -0.1204, norm 0.4483, swav 0.0000 LR: 5.541e-02 Score 76.118 Data time: 0.2035, Forward time: 2.2744, Backward time: 3.0976, DDP time: 0.0055, Total iter time: 6.8026 [2020-11-08 21:27:40,165][root][INFO] - ===> Epoch[186](4812/26): Loss 1.0379, Sem 0.7211, dir -0.1215, norm 0.4383, swav 0.0000 LR: 5.540e-02 Score 78.044 Data time: 0.1451, Forward time: 2.2742, Backward time: 3.0976, DDP time: 0.0055, Total iter time: 5.0903 [2020-11-08 21:27:46,820][root][INFO] - ===> Epoch[186](4813/26): Loss 0.9078, Sem 0.5853, dir -0.0793, norm 0.4017, swav 0.0000 LR: 5.539e-02 Score 80.366 Data time: 0.1372, Forward time: 2.2740, Backward time: 3.0980, DDP time: 0.0055, Total iter time: 6.5910 [2020-11-08 21:27:51,602][root][INFO] - ===> Epoch[186](4814/26): Loss 0.9502, Sem 0.6451, dir -0.0838, norm 0.3889, swav 0.0000 LR: 5.538e-02 Score 78.254 Data time: 0.1715, Forward time: 2.2740, Backward time: 3.0979, DDP time: 0.0055, Total iter time: 4.7383 [2020-11-08 21:27:57,194][root][INFO] - ===> Epoch[186](4815/26): Loss 0.9297, Sem 0.6806, dir -0.0973, norm 0.3464, swav 0.0000 LR: 5.537e-02 Score 78.602 Data time: 0.1628, Forward time: 2.2739, Backward time: 3.0979, DDP time: 0.0055, Total iter time: 5.4998 [2020-11-08 21:28:02,456][root][INFO] - ===> Epoch[186](4816/26): Loss 0.9606, Sem 0.6281, dir -0.1145, norm 0.4470, swav 0.0000 LR: 5.536e-02 Score 80.107 Data time: 0.1369, Forward time: 2.2737, Backward time: 3.0980, DDP time: 0.0055, Total iter time: 5.1906 [2020-11-08 21:28:08,043][root][INFO] - ===> Epoch[186](4817/26): Loss 0.9476, Sem 0.7123, dir -0.0848, norm 0.3201, swav 0.0000 LR: 5.536e-02 Score 77.705 Data time: 0.1909, Forward time: 2.2737, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 5.5405 [2020-11-08 21:28:13,036][root][INFO] - ===> Epoch[186](4818/26): Loss 0.9322, Sem 0.5820, dir -0.0918, norm 0.4420, swav 0.0000 LR: 5.535e-02 Score 81.247 Data time: 0.2396, Forward time: 2.2737, Backward time: 3.0979, DDP time: 0.0055, Total iter time: 4.8932 [2020-11-08 21:28:19,132][root][INFO] - ===> Epoch[186](4819/26): Loss 0.9056, Sem 0.5709, dir -0.0491, norm 0.3839, swav 0.0000 LR: 5.534e-02 Score 82.878 Data time: 0.2211, Forward time: 2.2737, Backward time: 3.0979, DDP time: 0.0055, Total iter time: 5.9692 [2020-11-08 21:28:25,887][root][INFO] - ===> Epoch[186](4820/26): Loss 1.0914, Sem 0.7508, dir -0.0579, norm 0.3985, swav 0.0000 LR: 5.533e-02 Score 78.525 Data time: 0.2282, Forward time: 2.2737, Backward time: 3.0981, DDP time: 0.0055, Total iter time: 6.6094 [2020-11-08 21:28:32,003][root][INFO] - ===> Epoch[186](4821/26): Loss 0.8995, Sem 0.6773, dir -0.1513, norm 0.3734, swav 0.0000 LR: 5.532e-02 Score 79.226 Data time: 0.1979, Forward time: 2.2737, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 5.9820 [2020-11-08 21:28:37,634][root][INFO] - ===> Epoch[186](4822/26): Loss 1.0472, Sem 0.6930, dir -0.0500, norm 0.4042, swav 0.0000 LR: 5.531e-02 Score 77.439 Data time: 0.1737, Forward time: 2.2736, Backward time: 3.0982, DDP time: 0.0055, Total iter time: 5.5085 [2020-11-08 21:28:42,223][root][INFO] - ===> Epoch[186](4823/26): Loss 0.9506, Sem 0.6911, dir -0.0661, norm 0.3255, swav 0.0000 LR: 5.530e-02 Score 79.209 Data time: 0.2148, Forward time: 2.2736, Backward time: 3.0980, DDP time: 0.0055, Total iter time: 4.4805 [2020-11-08 21:28:46,771][root][INFO] - ===> Epoch[186](4824/26): Loss 0.8819, Sem 0.5687, dir -0.0850, norm 0.3983, swav 0.0000 LR: 5.529e-02 Score 83.526 Data time: 0.2309, Forward time: 2.2737, Backward time: 3.0977, DDP time: 0.0055, Total iter time: 4.4339 [2020-11-08 21:28:52,515][root][INFO] - ===> Epoch[186](4825/26): Loss 0.9293, Sem 0.6763, dir -0.1047, norm 0.3577, swav 0.0000 LR: 5.528e-02 Score 79.050 Data time: 0.2727, Forward time: 2.2738, Backward time: 3.0976, DDP time: 0.0055, Total iter time: 5.6321 [2020-11-08 21:28:58,784][root][INFO] - ===> Epoch[186](4826/26): Loss 0.8801, Sem 0.5616, dir -0.1076, norm 0.4261, swav 0.0000 LR: 5.527e-02 Score 82.198 Data time: 0.2404, Forward time: 2.2738, Backward time: 3.0976, DDP time: 0.0055, Total iter time: 6.1284 [2020-11-08 21:29:04,442][root][INFO] - ===> Epoch[186](4827/26): Loss 0.9783, Sem 0.6954, dir -0.0877, norm 0.3707, swav 0.0000 LR: 5.526e-02 Score 77.435 Data time: 0.2601, Forward time: 2.2739, Backward time: 3.0975, DDP time: 0.0055, Total iter time: 5.5312 [2020-11-08 21:29:10,420][root][INFO] - ===> Epoch[186](4828/26): Loss 1.0079, Sem 0.8103, dir -0.1512, norm 0.3487, swav 0.0000 LR: 5.525e-02 Score 74.856 Data time: 0.1891, Forward time: 2.2739, Backward time: 3.0976, DDP time: 0.0055, Total iter time: 5.8467 [2020-11-08 21:29:15,904][root][INFO] - ===> Epoch[186](4829/26): Loss 1.0130, Sem 0.7769, dir -0.1448, norm 0.3809, swav 0.0000 LR: 5.524e-02 Score 77.465 Data time: 0.2454, Forward time: 2.2739, Backward time: 3.0975, DDP time: 0.0055, Total iter time: 5.3974 [2020-11-08 21:29:20,711][root][INFO] - ===> Epoch[186](4830/26): Loss 0.9793, Sem 0.7239, dir -0.1183, norm 0.3737, swav 0.0000 LR: 5.523e-02 Score 77.313 Data time: 0.2644, Forward time: 2.2740, Backward time: 3.0973, DDP time: 0.0055, Total iter time: 4.6854 [2020-11-08 21:29:26,321][root][INFO] - ===> Epoch[186](4831/26): Loss 0.7489, Sem 0.5811, dir -0.1013, norm 0.2690, swav 0.0000 LR: 5.522e-02 Score 79.542 Data time: 0.2544, Forward time: 2.2741, Backward time: 3.0971, DDP time: 0.0055, Total iter time: 5.5052 [2020-11-08 21:29:32,057][root][INFO] - ===> Epoch[186](4832/26): Loss 0.8038, Sem 0.5361, dir -0.0908, norm 0.3586, swav 0.0000 LR: 5.521e-02 Score 84.144 Data time: 0.2625, Forward time: 2.2742, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 5.6146 [2020-11-08 21:29:38,455][root][INFO] - ===> Epoch[186](4833/26): Loss 0.7585, Sem 0.6004, dir -0.0769, norm 0.2350, swav 0.0000 LR: 5.520e-02 Score 79.669 Data time: 0.3296, Forward time: 2.2744, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 6.2860 [2020-11-08 21:29:44,446][root][INFO] - ===> Epoch[186](4834/26): Loss 0.9217, Sem 0.6552, dir -0.0931, norm 0.3596, swav 0.0000 LR: 5.519e-02 Score 81.004 Data time: 0.1849, Forward time: 2.2743, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 5.8600 [2020-11-08 21:29:50,695][root][INFO] - ===> Epoch[186](4835/26): Loss 0.7918, Sem 0.5852, dir -0.0934, norm 0.3000, swav 0.0000 LR: 5.518e-02 Score 83.430 Data time: 0.2514, Forward time: 2.2743, Backward time: 3.0971, DDP time: 0.0055, Total iter time: 6.1816 [2020-11-08 21:29:56,481][root][INFO] - ===> Epoch[186](4836/26): Loss 0.9958, Sem 0.7023, dir -0.1310, norm 0.4245, swav 0.0000 LR: 5.517e-02 Score 78.360 Data time: 0.1933, Forward time: 2.2742, Backward time: 3.0972, DDP time: 0.0055, Total iter time: 5.6725 [2020-11-08 21:30:01,232][root][INFO] - ===> Epoch[187](4837/26): Loss 0.8472, Sem 0.6887, dir -0.1077, norm 0.2662, swav 0.0000 LR: 5.516e-02 Score 77.789 Data time: 0.1696, Forward time: 2.2742, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 4.6494 [2020-11-08 21:30:05,629][root][INFO] - ===> Epoch[187](4838/26): Loss 0.8164, Sem 0.6009, dir -0.0951, norm 0.3106, swav 0.0000 LR: 5.515e-02 Score 81.710 Data time: 0.1668, Forward time: 2.2740, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 4.3227 [2020-11-08 21:30:11,638][root][INFO] - ===> Epoch[187](4839/26): Loss 0.8807, Sem 0.6432, dir -0.0509, norm 0.2883, swav 0.0000 LR: 5.514e-02 Score 80.071 Data time: 0.2294, Forward time: 2.2740, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 5.9370 [2020-11-08 21:30:17,526][root][INFO] - ===> Epoch[187](4840/26): Loss 1.0394, Sem 0.7088, dir -0.1092, norm 0.4399, swav 0.0000 LR: 5.513e-02 Score 77.955 Data time: 0.1880, Forward time: 2.2740, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 5.7862 [2020-11-08 21:30:23,073][root][INFO] - ===> Epoch[187](4841/26): Loss 0.8435, Sem 0.5950, dir -0.1015, norm 0.3500, swav 0.0000 LR: 5.512e-02 Score 79.986 Data time: 0.1981, Forward time: 2.2740, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 5.4494 [2020-11-08 21:30:27,884][root][INFO] - ===> Epoch[187](4842/26): Loss 0.8475, Sem 0.6534, dir -0.1370, norm 0.3311, swav 0.0000 LR: 5.512e-02 Score 81.493 Data time: 0.2158, Forward time: 2.2739, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 4.7057 [2020-11-08 21:30:33,614][root][INFO] - ===> Epoch[187](4843/26): Loss 1.0002, Sem 0.6486, dir -0.0416, norm 0.3932, swav 0.0000 LR: 5.511e-02 Score 76.683 Data time: 0.2863, Forward time: 2.2741, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 5.6086 [2020-11-08 21:30:39,229][root][INFO] - ===> Epoch[187](4844/26): Loss 0.9972, Sem 0.6672, dir -0.1094, norm 0.4394, swav 0.0000 LR: 5.510e-02 Score 80.500 Data time: 0.1502, Forward time: 2.2739, Backward time: 3.0968, DDP time: 0.0055, Total iter time: 5.4683 [2020-11-08 21:30:44,954][root][INFO] - ===> Epoch[187](4845/26): Loss 1.0178, Sem 0.7221, dir -0.0814, norm 0.3771, swav 0.0000 LR: 5.509e-02 Score 76.650 Data time: 0.1963, Forward time: 2.2739, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 5.6400 [2020-11-08 21:30:50,440][root][INFO] - ===> Epoch[187](4846/26): Loss 1.0619, Sem 0.7268, dir -0.0423, norm 0.3775, swav 0.0000 LR: 5.508e-02 Score 76.771 Data time: 0.2538, Forward time: 2.2740, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 5.4152 [2020-11-08 21:30:56,599][root][INFO] - ===> Epoch[187](4847/26): Loss 0.9851, Sem 0.6342, dir -0.0908, norm 0.4417, swav 0.0000 LR: 5.507e-02 Score 79.754 Data time: 0.1829, Forward time: 2.2739, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 6.0344 [2020-11-08 21:31:01,738][root][INFO] - ===> Epoch[187](4848/26): Loss 1.0215, Sem 0.7002, dir -0.1285, norm 0.4498, swav 0.0000 LR: 5.506e-02 Score 76.345 Data time: 0.2309, Forward time: 2.2739, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 5.0485 [2020-11-08 21:31:07,128][root][INFO] - ===> Epoch[187](4849/26): Loss 0.7749, Sem 0.5657, dir -0.1367, norm 0.3459, swav 0.0000 LR: 5.505e-02 Score 82.352 Data time: 0.1966, Forward time: 2.2739, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 5.2563 [2020-11-08 21:31:12,870][root][INFO] - ===> Epoch[187](4850/26): Loss 1.0170, Sem 0.7033, dir -0.1178, norm 0.4315, swav 0.0000 LR: 5.504e-02 Score 76.699 Data time: 0.1910, Forward time: 2.2738, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 5.6633 [2020-11-08 21:31:18,121][root][INFO] - ===> Epoch[187](4851/26): Loss 0.9537, Sem 0.6349, dir -0.1029, norm 0.4218, swav 0.0000 LR: 5.503e-02 Score 80.890 Data time: 0.2368, Forward time: 2.2739, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.1495 [2020-11-08 21:31:24,355][root][INFO] - ===> Epoch[187](4852/26): Loss 0.8607, Sem 0.6085, dir -0.0884, norm 0.3406, swav 0.0000 LR: 5.502e-02 Score 81.378 Data time: 0.1618, Forward time: 2.2738, Backward time: 3.0968, DDP time: 0.0055, Total iter time: 6.1025 [2020-11-08 21:31:29,031][root][INFO] - ===> Epoch[187](4853/26): Loss 0.8869, Sem 0.6787, dir -0.0692, norm 0.2775, swav 0.0000 LR: 5.501e-02 Score 77.863 Data time: 0.2056, Forward time: 2.2737, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 4.6039 [2020-11-08 21:31:35,273][root][INFO] - ===> Epoch[187](4854/26): Loss 0.8473, Sem 0.6250, dir -0.1341, norm 0.3564, swav 0.0000 LR: 5.500e-02 Score 81.560 Data time: 0.2941, Forward time: 2.2739, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 6.1443 [2020-11-08 21:31:41,165][root][INFO] - ===> Epoch[187](4855/26): Loss 0.9445, Sem 0.6815, dir -0.0960, norm 0.3590, swav 0.0000 LR: 5.499e-02 Score 79.898 Data time: 0.2647, Forward time: 2.2740, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.7413 [2020-11-08 21:31:46,360][root][INFO] - ===> Epoch[187](4856/26): Loss 0.7970, Sem 0.5405, dir -0.1538, norm 0.4103, swav 0.0000 LR: 5.498e-02 Score 83.924 Data time: 0.1777, Forward time: 2.2740, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.0736 [2020-11-08 21:31:51,154][root][INFO] - ===> Epoch[187](4857/26): Loss 0.9131, Sem 0.6700, dir -0.0699, norm 0.3130, swav 0.0000 LR: 5.497e-02 Score 81.645 Data time: 0.1445, Forward time: 2.2739, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 4.6819 [2020-11-08 21:31:56,584][root][INFO] - ===> Epoch[187](4858/26): Loss 0.9003, Sem 0.7071, dir -0.0970, norm 0.2902, swav 0.0000 LR: 5.496e-02 Score 79.516 Data time: 0.1894, Forward time: 2.2738, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 5.3709 [2020-11-08 21:32:01,798][root][INFO] - ===> Epoch[187](4859/26): Loss 0.8539, Sem 0.6011, dir -0.1295, norm 0.3823, swav 0.0000 LR: 5.495e-02 Score 82.964 Data time: 0.2399, Forward time: 2.2739, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.0909 [2020-11-08 21:32:07,801][root][INFO] - ===> Epoch[187](4860/26): Loss 0.8100, Sem 0.6189, dir -0.1135, norm 0.3047, swav 0.0000 LR: 5.494e-02 Score 80.063 Data time: 0.1709, Forward time: 2.2738, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.8823 [2020-11-08 21:32:12,713][root][INFO] - ===> Epoch[187](4861/26): Loss 0.8518, Sem 0.6792, dir -0.1232, norm 0.2959, swav 0.0000 LR: 5.493e-02 Score 80.104 Data time: 0.1650, Forward time: 2.2737, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 4.8316 [2020-11-08 21:32:18,119][root][INFO] - ===> Epoch[187](4862/26): Loss 1.0400, Sem 0.7618, dir -0.1230, norm 0.4012, swav 0.0000 LR: 5.492e-02 Score 76.687 Data time: 0.1868, Forward time: 2.2736, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.3192 [2020-11-08 21:32:23,939][root][INFO] - ===> Epoch[188](4863/26): Loss 0.9804, Sem 0.6942, dir -0.0731, norm 0.3593, swav 0.0000 LR: 5.491e-02 Score 77.553 Data time: 0.1512, Forward time: 2.2735, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 5.7073 [2020-11-08 21:32:30,337][root][INFO] - ===> Epoch[188](4864/26): Loss 1.0531, Sem 0.6141, dir -0.0586, norm 0.4975, swav 0.0000 LR: 5.490e-02 Score 80.870 Data time: 0.1572, Forward time: 2.2734, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 6.3107 [2020-11-08 21:32:35,734][root][INFO] - ===> Epoch[188](4865/26): Loss 0.9655, Sem 0.7112, dir -0.0684, norm 0.3226, swav 0.0000 LR: 5.489e-02 Score 77.941 Data time: 0.2201, Forward time: 2.2734, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 5.3167 [2020-11-08 21:32:41,465][root][INFO] - ===> Epoch[188](4866/26): Loss 0.9773, Sem 0.6486, dir -0.0751, norm 0.4038, swav 0.0000 LR: 5.488e-02 Score 78.311 Data time: 0.2995, Forward time: 2.2735, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.6103 [2020-11-08 21:32:47,602][root][INFO] - ===> Epoch[188](4867/26): Loss 0.9463, Sem 0.6441, dir -0.1156, norm 0.4177, swav 0.0000 LR: 5.487e-02 Score 78.735 Data time: 0.2398, Forward time: 2.2735, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 6.0220 [2020-11-08 21:32:52,947][root][INFO] - ===> Epoch[188](4868/26): Loss 1.0624, Sem 0.6865, dir -0.1295, norm 0.5055, swav 0.0000 LR: 5.486e-02 Score 79.176 Data time: 0.1972, Forward time: 2.2735, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.2150 [2020-11-08 21:32:58,813][root][INFO] - ===> Epoch[188](4869/26): Loss 0.9703, Sem 0.7003, dir -0.1072, norm 0.3771, swav 0.0000 LR: 5.486e-02 Score 78.043 Data time: 0.2084, Forward time: 2.2735, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.7589 [2020-11-08 21:33:04,905][root][INFO] - ===> Epoch[188](4870/26): Loss 1.1593, Sem 0.8573, dir -0.0645, norm 0.3664, swav 0.0000 LR: 5.485e-02 Score 74.754 Data time: 0.2146, Forward time: 2.2735, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 5.9823 [2020-11-08 21:33:11,054][root][INFO] - ===> Epoch[188](4871/26): Loss 0.7789, Sem 0.5435, dir -0.0842, norm 0.3196, swav 0.0000 LR: 5.484e-02 Score 83.072 Data time: 0.2435, Forward time: 2.2735, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 6.0342 [2020-11-08 21:33:16,548][root][INFO] - ===> Epoch[188](4872/26): Loss 0.8597, Sem 0.6303, dir -0.1196, norm 0.3490, swav 0.0000 LR: 5.483e-02 Score 81.192 Data time: 0.2532, Forward time: 2.2736, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 5.3759 [2020-11-08 21:33:21,777][root][INFO] - ===> Epoch[188](4873/26): Loss 0.8882, Sem 0.5752, dir -0.0716, norm 0.3846, swav 0.0000 LR: 5.482e-02 Score 81.676 Data time: 0.1871, Forward time: 2.2736, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.1032 [2020-11-08 21:33:26,839][root][INFO] - ===> Epoch[188](4874/26): Loss 0.8489, Sem 0.5875, dir -0.1124, norm 0.3738, swav 0.0000 LR: 5.481e-02 Score 82.392 Data time: 0.1796, Forward time: 2.2735, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 4.9641 [2020-11-08 21:33:31,590][root][INFO] - ===> Epoch[188](4875/26): Loss 0.7605, Sem 0.5530, dir -0.1042, norm 0.3117, swav 0.0000 LR: 5.480e-02 Score 82.454 Data time: 0.1749, Forward time: 2.2734, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 4.6585 [2020-11-08 21:33:39,443][root][INFO] - ===> Epoch[188](4876/26): Loss 0.8379, Sem 0.6034, dir -0.1491, norm 0.3837, swav 0.0000 LR: 5.479e-02 Score 82.575 Data time: 0.1683, Forward time: 2.2733, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 7.7641 [2020-11-08 21:33:45,999][root][INFO] - ===> Epoch[188](4877/26): Loss 0.9450, Sem 0.7283, dir -0.1133, norm 0.3300, swav 0.0000 LR: 5.478e-02 Score 76.884 Data time: 0.2387, Forward time: 2.2734, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 6.4619 [2020-11-08 21:33:51,674][root][INFO] - ===> Epoch[188](4878/26): Loss 1.0463, Sem 0.7841, dir -0.1510, norm 0.4132, swav 0.0000 LR: 5.477e-02 Score 73.976 Data time: 0.2619, Forward time: 2.2735, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.5435 [2020-11-08 21:33:57,582][root][INFO] - ===> Epoch[188](4879/26): Loss 0.7480, Sem 0.4990, dir -0.1364, norm 0.3853, swav 0.0000 LR: 5.476e-02 Score 82.252 Data time: 0.2627, Forward time: 2.2736, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 5.7926 [2020-11-08 21:34:04,065][root][INFO] - ===> Epoch[188](4880/26): Loss 0.9926, Sem 0.6930, dir -0.0910, norm 0.3906, swav 0.0000 LR: 5.475e-02 Score 81.000 Data time: 0.1746, Forward time: 2.2735, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 6.3474 [2020-11-08 21:34:09,402][root][INFO] - ===> Epoch[188](4881/26): Loss 1.1138, Sem 0.7047, dir -0.0530, norm 0.4621, swav 0.0000 LR: 5.474e-02 Score 78.387 Data time: 0.2417, Forward time: 2.2736, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.2684 [2020-11-08 21:34:13,990][root][INFO] - ===> Epoch[188](4882/26): Loss 0.8509, Sem 0.5925, dir -0.1192, norm 0.3776, swav 0.0000 LR: 5.473e-02 Score 78.392 Data time: 0.1597, Forward time: 2.2735, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 4.4670 [2020-11-08 21:34:20,737][root][INFO] - ===> Epoch[188](4883/26): Loss 0.8662, Sem 0.6993, dir -0.1831, norm 0.3500, swav 0.0000 LR: 5.472e-02 Score 78.564 Data time: 0.1644, Forward time: 2.2734, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 6.6550 [2020-11-08 21:34:26,219][root][INFO] - ===> Epoch[188](4884/26): Loss 0.9580, Sem 0.6592, dir -0.1060, norm 0.4048, swav 0.0000 LR: 5.471e-02 Score 81.267 Data time: 0.2028, Forward time: 2.2733, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 5.3663 [2020-11-08 21:34:31,039][root][INFO] - ===> Epoch[188](4885/26): Loss 0.8423, Sem 0.6326, dir -0.1200, norm 0.3297, swav 0.0000 LR: 5.470e-02 Score 79.599 Data time: 0.2264, Forward time: 2.2733, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 4.6860 [2020-11-08 21:34:37,300][root][INFO] - ===> Epoch[188](4886/26): Loss 0.7722, Sem 0.6001, dir -0.0831, norm 0.2551, swav 0.0000 LR: 5.469e-02 Score 81.832 Data time: 0.2748, Forward time: 2.2735, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 6.1366 [2020-11-08 21:34:42,951][root][INFO] - ===> Epoch[188](4887/26): Loss 0.9203, Sem 0.6410, dir -0.0587, norm 0.3381, swav 0.0000 LR: 5.468e-02 Score 78.251 Data time: 0.2145, Forward time: 2.2735, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.5098 [2020-11-08 21:34:48,496][root][INFO] - ===> Epoch[188](4888/26): Loss 0.8771, Sem 0.6016, dir -0.0821, norm 0.3576, swav 0.0000 LR: 5.467e-02 Score 80.781 Data time: 0.2953, Forward time: 2.2736, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.4275 [2020-11-08 21:34:54,719][root][INFO] - ===> Epoch[189](4889/26): Loss 0.9388, Sem 0.6093, dir -0.0886, norm 0.4180, swav 0.0000 LR: 5.466e-02 Score 80.554 Data time: 0.2068, Forward time: 2.2736, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 6.1012 [2020-11-08 21:35:01,124][root][INFO] - ===> Epoch[189](4890/26): Loss 0.8906, Sem 0.6576, dir -0.1116, norm 0.3446, swav 0.0000 LR: 5.465e-02 Score 77.730 Data time: 0.1768, Forward time: 2.2735, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 6.3031 [2020-11-08 21:35:06,566][root][INFO] - ===> Epoch[189](4891/26): Loss 0.9942, Sem 0.6530, dir -0.0885, norm 0.4298, swav 0.0000 LR: 5.464e-02 Score 81.660 Data time: 0.1660, Forward time: 2.2734, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.3552 [2020-11-08 21:35:11,532][root][INFO] - ===> Epoch[189](4892/26): Loss 0.7613, Sem 0.5584, dir -0.1617, norm 0.3646, swav 0.0000 LR: 5.463e-02 Score 81.539 Data time: 0.2079, Forward time: 2.2734, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 4.8604 [2020-11-08 21:35:16,215][root][INFO] - ===> Epoch[189](4893/26): Loss 0.8477, Sem 0.5286, dir -0.0872, norm 0.4063, swav 0.0000 LR: 5.462e-02 Score 83.955 Data time: 0.1993, Forward time: 2.2734, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 4.5675 [2020-11-08 21:35:22,896][root][INFO] - ===> Epoch[189](4894/26): Loss 1.1085, Sem 0.7178, dir -0.0932, norm 0.4838, swav 0.0000 LR: 5.461e-02 Score 79.403 Data time: 0.1710, Forward time: 2.2733, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 6.5671 [2020-11-08 21:35:29,003][root][INFO] - ===> Epoch[189](4895/26): Loss 1.0286, Sem 0.6394, dir -0.0363, norm 0.4255, swav 0.0000 LR: 5.461e-02 Score 79.802 Data time: 0.2736, Forward time: 2.2734, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 5.9994 [2020-11-08 21:35:33,624][root][INFO] - ===> Epoch[189](4896/26): Loss 0.9649, Sem 0.6042, dir -0.0675, norm 0.4282, swav 0.0000 LR: 5.460e-02 Score 83.133 Data time: 0.2164, Forward time: 2.2734, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 4.4963 [2020-11-08 21:35:40,839][root][INFO] - ===> Epoch[189](4897/26): Loss 0.8944, Sem 0.5784, dir -0.1000, norm 0.4160, swav 0.0000 LR: 5.459e-02 Score 81.973 Data time: 0.2092, Forward time: 2.2734, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 7.1113 [2020-11-08 21:35:47,519][root][INFO] - ===> Epoch[189](4898/26): Loss 0.9843, Sem 0.6353, dir -0.0826, norm 0.4316, swav 0.0000 LR: 5.458e-02 Score 80.691 Data time: 0.2190, Forward time: 2.2734, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 6.5602 [2020-11-08 21:35:53,198][root][INFO] - ===> Epoch[189](4899/26): Loss 0.9241, Sem 0.5813, dir -0.0684, norm 0.4111, swav 0.0000 LR: 5.457e-02 Score 83.989 Data time: 0.2468, Forward time: 2.2735, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.5845 [2020-11-08 21:35:58,919][root][INFO] - ===> Epoch[189](4900/26): Loss 1.0408, Sem 0.6818, dir -0.0949, norm 0.4539, swav 0.0000 LR: 5.456e-02 Score 79.552 Data time: 0.2358, Forward time: 2.2736, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 5.6032 [2020-11-08 21:36:05,063][root][INFO] - ===> Epoch[189](4901/26): Loss 0.8523, Sem 0.6061, dir -0.0640, norm 0.3102, swav 0.0000 LR: 5.455e-02 Score 81.326 Data time: 0.1778, Forward time: 2.2735, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 6.0088 [2020-11-08 21:36:10,954][root][INFO] - ===> Epoch[189](4902/26): Loss 1.1704, Sem 0.7835, dir -0.0788, norm 0.4657, swav 0.0000 LR: 5.454e-02 Score 76.466 Data time: 0.2378, Forward time: 2.2736, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.7919 [2020-11-08 21:36:16,954][root][INFO] - ===> Epoch[189](4903/26): Loss 0.9544, Sem 0.6773, dir -0.0587, norm 0.3359, swav 0.0000 LR: 5.453e-02 Score 76.507 Data time: 0.2653, Forward time: 2.2737, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.8801 [2020-11-08 21:36:22,465][root][INFO] - ===> Epoch[189](4904/26): Loss 1.0093, Sem 0.6682, dir -0.0295, norm 0.3706, swav 0.0000 LR: 5.452e-02 Score 78.885 Data time: 0.3063, Forward time: 2.2738, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.3793 [2020-11-08 21:36:27,917][root][INFO] - ===> Epoch[189](4905/26): Loss 0.8719, Sem 0.6397, dir -0.1192, norm 0.3514, swav 0.0000 LR: 5.451e-02 Score 79.771 Data time: 0.2785, Forward time: 2.2739, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.3279 [2020-11-08 21:36:34,242][root][INFO] - ===> Epoch[189](4906/26): Loss 0.9487, Sem 0.6859, dir -0.1074, norm 0.3703, swav 0.0000 LR: 5.450e-02 Score 78.745 Data time: 0.2770, Forward time: 2.2740, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 6.1972 [2020-11-08 21:36:40,175][root][INFO] - ===> Epoch[189](4907/26): Loss 0.8741, Sem 0.6450, dir -0.1009, norm 0.3300, swav 0.0000 LR: 5.449e-02 Score 77.879 Data time: 0.2710, Forward time: 2.2740, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.8052 [2020-11-08 21:36:45,836][root][INFO] - ===> Epoch[189](4908/26): Loss 0.8152, Sem 0.5977, dir -0.1560, norm 0.3735, swav 0.0000 LR: 5.448e-02 Score 82.093 Data time: 0.2010, Forward time: 2.2740, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.5477 [2020-11-08 21:36:51,166][root][INFO] - ===> Epoch[189](4909/26): Loss 0.9129, Sem 0.6453, dir -0.1633, norm 0.4309, swav 0.0000 LR: 5.447e-02 Score 81.663 Data time: 0.2125, Forward time: 2.2740, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.2400 [2020-11-08 21:36:55,142][root][INFO] - ===> Epoch[189](4910/26): Loss 1.0528, Sem 0.6734, dir -0.0583, norm 0.4376, swav 0.0000 LR: 5.446e-02 Score 79.351 Data time: 0.1918, Forward time: 2.2739, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 3.8645 [2020-11-08 21:36:59,866][root][INFO] - ===> Epoch[189](4911/26): Loss 1.1026, Sem 0.6051, dir -0.0636, norm 0.5610, swav 0.0000 LR: 5.445e-02 Score 80.540 Data time: 0.2328, Forward time: 2.2740, Backward time: 3.0955, DDP time: 0.0055, Total iter time: 4.6513 [2020-11-08 21:37:04,958][root][INFO] - ===> Epoch[189](4912/26): Loss 1.1306, Sem 0.6621, dir -0.0678, norm 0.5363, swav 0.0000 LR: 5.444e-02 Score 79.740 Data time: 0.2053, Forward time: 2.2739, Backward time: 3.0954, DDP time: 0.0055, Total iter time: 4.9823 [2020-11-08 21:37:11,593][root][INFO] - ===> Epoch[189](4913/26): Loss 1.0304, Sem 0.6279, dir -0.1032, norm 0.5057, swav 0.0000 LR: 5.443e-02 Score 80.746 Data time: 0.2274, Forward time: 2.2739, Backward time: 3.0956, DDP time: 0.0055, Total iter time: 6.5203 [2020-11-08 21:37:17,514][root][INFO] - ===> Epoch[189](4914/26): Loss 0.8489, Sem 0.6357, dir -0.1596, norm 0.3728, swav 0.0000 LR: 5.442e-02 Score 81.030 Data time: 0.2108, Forward time: 2.2740, Backward time: 3.0956, DDP time: 0.0055, Total iter time: 5.8025 [2020-11-08 21:37:22,883][root][INFO] - ===> Epoch[190](4915/26): Loss 1.0603, Sem 0.6963, dir -0.0748, norm 0.4389, swav 0.0000 LR: 5.441e-02 Score 78.633 Data time: 0.2007, Forward time: 2.2740, Backward time: 3.0955, DDP time: 0.0055, Total iter time: 5.2683 [2020-11-08 21:37:29,399][root][INFO] - ===> Epoch[190](4916/26): Loss 1.0666, Sem 0.6673, dir -0.0635, norm 0.4628, swav 0.0000 LR: 5.440e-02 Score 79.854 Data time: 0.2230, Forward time: 2.2740, Backward time: 3.0957, DDP time: 0.0055, Total iter time: 6.3970 [2020-11-08 21:37:35,765][root][INFO] - ===> Epoch[190](4917/26): Loss 1.1692, Sem 0.7164, dir -0.0761, norm 0.5288, swav 0.0000 LR: 5.439e-02 Score 77.029 Data time: 0.3558, Forward time: 2.2741, Backward time: 3.0956, DDP time: 0.0055, Total iter time: 6.2592 [2020-11-08 21:37:41,139][root][INFO] - ===> Epoch[190](4918/26): Loss 1.0468, Sem 0.7380, dir -0.0945, norm 0.4033, swav 0.0000 LR: 5.438e-02 Score 79.584 Data time: 0.2371, Forward time: 2.2742, Backward time: 3.0954, DDP time: 0.0055, Total iter time: 5.2313 [2020-11-08 21:37:47,581][root][INFO] - ===> Epoch[190](4919/26): Loss 1.1408, Sem 0.8516, dir -0.1106, norm 0.3998, swav 0.0000 LR: 5.437e-02 Score 75.443 Data time: 0.1782, Forward time: 2.2742, Backward time: 3.0956, DDP time: 0.0055, Total iter time: 6.3306 [2020-11-08 21:37:52,554][root][INFO] - ===> Epoch[190](4920/26): Loss 1.0327, Sem 0.6710, dir -0.0475, norm 0.4092, swav 0.0000 LR: 5.436e-02 Score 79.202 Data time: 0.2122, Forward time: 2.2742, Backward time: 3.0955, DDP time: 0.0055, Total iter time: 4.8867 [2020-11-08 21:37:57,267][root][INFO] - ===> Epoch[190](4921/26): Loss 0.9479, Sem 0.5648, dir -0.0596, norm 0.4427, swav 0.0000 LR: 5.435e-02 Score 81.779 Data time: 0.2195, Forward time: 2.2742, Backward time: 3.0953, DDP time: 0.0055, Total iter time: 4.6033 [2020-11-08 21:38:03,301][root][INFO] - ===> Epoch[190](4922/26): Loss 0.9509, Sem 0.7477, dir -0.1361, norm 0.3393, swav 0.0000 LR: 5.435e-02 Score 75.074 Data time: 0.2927, Forward time: 2.2743, Backward time: 3.0952, DDP time: 0.0055, Total iter time: 5.9263 [2020-11-08 21:38:09,279][root][INFO] - ===> Epoch[190](4923/26): Loss 0.9382, Sem 0.5532, dir -0.0740, norm 0.4590, swav 0.0000 LR: 5.434e-02 Score 83.266 Data time: 0.1970, Forward time: 2.2743, Backward time: 3.0952, DDP time: 0.0055, Total iter time: 5.8653 [2020-11-08 21:38:14,525][root][INFO] - ===> Epoch[190](4924/26): Loss 1.0683, Sem 0.6744, dir -0.0790, norm 0.4729, swav 0.0000 LR: 5.433e-02 Score 81.106 Data time: 0.2072, Forward time: 2.2743, Backward time: 3.0951, DDP time: 0.0055, Total iter time: 5.1421 [2020-11-08 21:38:19,532][root][INFO] - ===> Epoch[190](4925/26): Loss 0.9860, Sem 0.6404, dir -0.0519, norm 0.3976, swav 0.0000 LR: 5.432e-02 Score 79.014 Data time: 0.1594, Forward time: 2.2742, Backward time: 3.0951, DDP time: 0.0055, Total iter time: 4.9049 [2020-11-08 21:38:24,695][root][INFO] - ===> Epoch[190](4926/26): Loss 0.7034, Sem 0.5187, dir -0.0712, norm 0.2558, swav 0.0000 LR: 5.431e-02 Score 84.540 Data time: 0.2049, Forward time: 2.2742, Backward time: 3.0950, DDP time: 0.0055, Total iter time: 5.1122 [2020-11-08 21:38:30,092][root][INFO] - ===> Epoch[190](4927/26): Loss 0.9376, Sem 0.6069, dir -0.0868, norm 0.4175, swav 0.0000 LR: 5.430e-02 Score 81.556 Data time: 0.2640, Forward time: 2.2743, Backward time: 3.0948, DDP time: 0.0055, Total iter time: 5.2860 [2020-11-08 21:38:35,120][root][INFO] - ===> Epoch[190](4928/26): Loss 0.9279, Sem 0.6297, dir -0.0570, norm 0.3552, swav 0.0000 LR: 5.429e-02 Score 81.348 Data time: 0.2547, Forward time: 2.2743, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 4.9044 [2020-11-08 21:38:41,190][root][INFO] - ===> Epoch[190](4929/26): Loss 0.8864, Sem 0.6563, dir -0.1053, norm 0.3354, swav 0.0000 LR: 5.428e-02 Score 78.636 Data time: 0.3091, Forward time: 2.2745, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 5.9636 [2020-11-08 21:38:47,470][root][INFO] - ===> Epoch[190](4930/26): Loss 0.8732, Sem 0.6229, dir -0.0786, norm 0.3289, swav 0.0000 LR: 5.427e-02 Score 80.247 Data time: 0.2267, Forward time: 2.2745, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 6.1337 [2020-11-08 21:38:52,143][root][INFO] - ===> Epoch[190](4931/26): Loss 0.9285, Sem 0.6111, dir -0.1026, norm 0.4200, swav 0.0000 LR: 5.426e-02 Score 82.396 Data time: 0.1449, Forward time: 2.2744, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 4.5771 [2020-11-08 21:38:57,807][root][INFO] - ===> Epoch[190](4932/26): Loss 0.9271, Sem 0.6372, dir -0.0781, norm 0.3679, swav 0.0000 LR: 5.425e-02 Score 79.917 Data time: 0.1758, Forward time: 2.2744, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 5.5938 [2020-11-08 21:39:03,799][root][INFO] - ===> Epoch[190](4933/26): Loss 0.9154, Sem 0.6028, dir -0.0809, norm 0.3936, swav 0.0000 LR: 5.424e-02 Score 82.948 Data time: 0.1871, Forward time: 2.2743, Backward time: 3.0947, DDP time: 0.0055, Total iter time: 5.8855 [2020-11-08 21:39:10,666][root][INFO] - ===> Epoch[190](4934/26): Loss 0.9194, Sem 0.5188, dir -0.0680, norm 0.4687, swav 0.0000 LR: 5.423e-02 Score 83.487 Data time: 0.3603, Forward time: 2.2745, Backward time: 3.0947, DDP time: 0.0055, Total iter time: 6.7997 [2020-11-08 21:39:16,073][root][INFO] - ===> Epoch[190](4935/26): Loss 0.7909, Sem 0.6157, dir -0.1579, norm 0.3331, swav 0.0000 LR: 5.422e-02 Score 81.909 Data time: 0.1909, Forward time: 2.2745, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 5.2841 [2020-11-08 21:39:23,160][root][INFO] - ===> Epoch[190](4936/26): Loss 0.9167, Sem 0.7300, dir -0.1547, norm 0.3414, swav 0.0000 LR: 5.421e-02 Score 77.997 Data time: 0.2365, Forward time: 2.2745, Backward time: 3.0948, DDP time: 0.0055, Total iter time: 6.9878 [2020-11-08 21:39:28,837][root][INFO] - ===> Epoch[190](4937/26): Loss 0.8828, Sem 0.6509, dir -0.0988, norm 0.3307, swav 0.0000 LR: 5.420e-02 Score 77.239 Data time: 0.2142, Forward time: 2.2745, Backward time: 3.0948, DDP time: 0.0055, Total iter time: 5.5556 [2020-11-08 21:39:33,963][root][INFO] - ===> Epoch[190](4938/26): Loss 1.0625, Sem 0.7535, dir -0.1066, norm 0.4156, swav 0.0000 LR: 5.419e-02 Score 77.848 Data time: 0.2644, Forward time: 2.2745, Backward time: 3.0947, DDP time: 0.0055, Total iter time: 5.0225 [2020-11-08 21:39:41,920][root][INFO] - ===> Epoch[190](4939/26): Loss 0.7325, Sem 0.4726, dir -0.0442, norm 0.3041, swav 0.0000 LR: 5.418e-02 Score 83.835 Data time: 0.4070, Forward time: 2.2748, Backward time: 3.0948, DDP time: 0.0055, Total iter time: 7.8535 [2020-11-08 21:39:46,929][root][INFO] - ===> Epoch[190](4940/26): Loss 0.9445, Sem 0.6672, dir -0.1105, norm 0.3878, swav 0.0000 LR: 5.417e-02 Score 79.995 Data time: 0.2234, Forward time: 2.2749, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 4.8742 [2020-11-08 21:39:51,335][root][INFO] - ===> Epoch[191](4941/26): Loss 0.9023, Sem 0.6038, dir -0.0839, norm 0.3824, swav 0.0000 LR: 5.416e-02 Score 82.090 Data time: 0.1900, Forward time: 2.2748, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 4.3023 [2020-11-08 21:39:57,636][root][INFO] - ===> Epoch[191](4942/26): Loss 0.8181, Sem 0.5664, dir -0.0823, norm 0.3340, swav 0.0000 LR: 5.415e-02 Score 82.889 Data time: 0.2139, Forward time: 2.2748, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 6.2243 [2020-11-08 21:40:03,075][root][INFO] - ===> Epoch[191](4943/26): Loss 0.7732, Sem 0.5411, dir -0.1311, norm 0.3632, swav 0.0000 LR: 5.414e-02 Score 82.902 Data time: 0.2275, Forward time: 2.2748, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 5.3371 [2020-11-08 21:40:09,312][root][INFO] - ===> Epoch[191](4944/26): Loss 0.8359, Sem 0.5615, dir -0.1210, norm 0.3954, swav 0.0000 LR: 5.413e-02 Score 81.365 Data time: 0.2253, Forward time: 2.2748, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 6.1283 [2020-11-08 21:40:14,399][root][INFO] - ===> Epoch[191](4945/26): Loss 1.0097, Sem 0.6472, dir -0.0808, norm 0.4432, swav 0.0000 LR: 5.412e-02 Score 80.141 Data time: 0.1702, Forward time: 2.2747, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 4.9675 [2020-11-08 21:40:19,908][root][INFO] - ===> Epoch[191](4946/26): Loss 0.8224, Sem 0.5306, dir -0.0634, norm 0.3552, swav 0.0000 LR: 5.411e-02 Score 82.466 Data time: 0.2238, Forward time: 2.2748, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 5.4454 [2020-11-08 21:40:25,314][root][INFO] - ===> Epoch[191](4947/26): Loss 0.9767, Sem 0.7156, dir -0.1445, norm 0.4056, swav 0.0000 LR: 5.410e-02 Score 75.193 Data time: 0.1921, Forward time: 2.2747, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 5.2843 [2020-11-08 21:40:31,022][root][INFO] - ===> Epoch[191](4948/26): Loss 0.8572, Sem 0.5588, dir -0.0613, norm 0.3597, swav 0.0000 LR: 5.409e-02 Score 80.506 Data time: 0.1840, Forward time: 2.2747, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 5.6131 [2020-11-08 21:40:36,041][root][INFO] - ===> Epoch[191](4949/26): Loss 0.9754, Sem 0.6515, dir -0.0708, norm 0.3948, swav 0.0000 LR: 5.409e-02 Score 79.099 Data time: 0.2171, Forward time: 2.2747, Backward time: 3.0942, DDP time: 0.0055, Total iter time: 4.9651 [2020-11-08 21:40:41,752][root][INFO] - ===> Epoch[191](4950/26): Loss 0.7419, Sem 0.5037, dir -0.0713, norm 0.3095, swav 0.0000 LR: 5.408e-02 Score 83.487 Data time: 0.2939, Forward time: 2.2748, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 5.5908 [2020-11-08 21:40:47,939][root][INFO] - ===> Epoch[191](4951/26): Loss 0.8866, Sem 0.6297, dir -0.1029, norm 0.3597, swav 0.0000 LR: 5.407e-02 Score 77.575 Data time: 0.2277, Forward time: 2.2748, Backward time: 3.0942, DDP time: 0.0055, Total iter time: 6.0794 [2020-11-08 21:40:53,908][root][INFO] - ===> Epoch[191](4952/26): Loss 0.9304, Sem 0.6429, dir -0.0941, norm 0.3817, swav 0.0000 LR: 5.406e-02 Score 79.657 Data time: 0.2070, Forward time: 2.2748, Backward time: 3.0942, DDP time: 0.0055, Total iter time: 5.8504 [2020-11-08 21:40:58,798][root][INFO] - ===> Epoch[191](4953/26): Loss 0.9054, Sem 0.6484, dir -0.0562, norm 0.3132, swav 0.0000 LR: 5.405e-02 Score 80.343 Data time: 0.2134, Forward time: 2.2747, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 4.7918 [2020-11-08 21:41:04,844][root][INFO] - ===> Epoch[191](4954/26): Loss 0.8906, Sem 0.6284, dir -0.0873, norm 0.3495, swav 0.0000 LR: 5.404e-02 Score 80.147 Data time: 0.2894, Forward time: 2.2749, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 5.9401 [2020-11-08 21:41:10,435][root][INFO] - ===> Epoch[191](4955/26): Loss 0.7706, Sem 0.6239, dir -0.0962, norm 0.2429, swav 0.0000 LR: 5.403e-02 Score 80.233 Data time: 0.2240, Forward time: 2.2749, Backward time: 3.0939, DDP time: 0.0055, Total iter time: 5.4743 [2020-11-08 21:41:16,443][root][INFO] - ===> Epoch[191](4956/26): Loss 0.9375, Sem 0.6176, dir -0.0641, norm 0.3840, swav 0.0000 LR: 5.402e-02 Score 81.177 Data time: 0.2093, Forward time: 2.2750, Backward time: 3.0939, DDP time: 0.0055, Total iter time: 5.9023 [2020-11-08 21:41:22,507][root][INFO] - ===> Epoch[191](4957/26): Loss 1.0714, Sem 0.6840, dir -0.0906, norm 0.4780, swav 0.0000 LR: 5.401e-02 Score 76.484 Data time: 0.1922, Forward time: 2.2749, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 5.9533 [2020-11-08 21:41:29,624][root][INFO] - ===> Epoch[191](4958/26): Loss 0.9459, Sem 0.6562, dir -0.0832, norm 0.3729, swav 0.0000 LR: 5.400e-02 Score 79.897 Data time: 0.2256, Forward time: 2.2749, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 7.0214 [2020-11-08 21:41:36,982][root][INFO] - ===> Epoch[191](4959/26): Loss 0.8558, Sem 0.5705, dir -0.1067, norm 0.3920, swav 0.0000 LR: 5.399e-02 Score 81.399 Data time: 0.2808, Forward time: 2.2751, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 7.2446 [2020-11-08 21:41:41,462][root][INFO] - ===> Epoch[191](4960/26): Loss 1.0369, Sem 0.6816, dir -0.1000, norm 0.4553, swav 0.0000 LR: 5.398e-02 Score 76.938 Data time: 0.1993, Forward time: 2.2751, Backward time: 3.0942, DDP time: 0.0055, Total iter time: 4.3369 [2020-11-08 21:41:46,876][root][INFO] - ===> Epoch[191](4961/26): Loss 0.9446, Sem 0.5722, dir -0.1049, norm 0.4773, swav 0.0000 LR: 5.397e-02 Score 79.221 Data time: 0.2195, Forward time: 2.2751, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 5.3194 [2020-11-08 21:41:52,859][root][INFO] - ===> Epoch[191](4962/26): Loss 0.9353, Sem 0.5871, dir -0.1263, norm 0.4744, swav 0.0000 LR: 5.396e-02 Score 81.004 Data time: 0.2426, Forward time: 2.2751, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 5.8535 [2020-11-08 21:41:58,743][root][INFO] - ===> Epoch[191](4963/26): Loss 0.9374, Sem 0.6570, dir -0.1345, norm 0.4148, swav 0.0000 LR: 5.395e-02 Score 76.147 Data time: 0.2526, Forward time: 2.2752, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 5.7699 [2020-11-08 21:42:03,551][root][INFO] - ===> Epoch[191](4964/26): Loss 0.9775, Sem 0.7067, dir -0.1381, norm 0.4089, swav 0.0000 LR: 5.394e-02 Score 76.691 Data time: 0.1883, Forward time: 2.2751, Backward time: 3.0939, DDP time: 0.0055, Total iter time: 4.6829 [2020-11-08 21:42:08,403][root][INFO] - ===> Epoch[191](4965/26): Loss 1.0124, Sem 0.6080, dir -0.0777, norm 0.4821, swav 0.0000 LR: 5.393e-02 Score 79.051 Data time: 0.2297, Forward time: 2.2752, Backward time: 3.0937, DDP time: 0.0055, Total iter time: 4.7723 [2020-11-08 21:42:14,157][root][INFO] - ===> Epoch[191](4966/26): Loss 0.9432, Sem 0.6317, dir -0.1033, norm 0.4147, swav 0.0000 LR: 5.392e-02 Score 80.899 Data time: 0.1773, Forward time: 2.2751, Backward time: 3.0938, DDP time: 0.0055, Total iter time: 5.6419 [2020-11-08 21:42:18,776][root][INFO] - ===> Epoch[192](4967/26): Loss 0.8162, Sem 0.5510, dir -0.0634, norm 0.3286, swav 0.0000 LR: 5.391e-02 Score 82.687 Data time: 0.2018, Forward time: 2.2751, Backward time: 3.0936, DDP time: 0.0055, Total iter time: 4.5458 [2020-11-08 21:42:24,852][root][INFO] - ===> Epoch[192](4968/26): Loss 0.9481, Sem 0.6097, dir -0.0968, norm 0.4353, swav 0.0000 LR: 5.390e-02 Score 79.778 Data time: 0.2228, Forward time: 2.2751, Backward time: 3.0936, DDP time: 0.0055, Total iter time: 5.9696 [2020-11-08 21:42:30,116][root][INFO] - ===> Epoch[192](4969/26): Loss 0.9950, Sem 0.6854, dir -0.0960, norm 0.4056, swav 0.0000 LR: 5.389e-02 Score 78.529 Data time: 0.2183, Forward time: 2.2751, Backward time: 3.0936, DDP time: 0.0055, Total iter time: 5.1405 [2020-11-08 21:42:35,706][root][INFO] - ===> Epoch[192](4970/26): Loss 1.2206, Sem 0.6979, dir -0.0696, norm 0.5923, swav 0.0000 LR: 5.388e-02 Score 78.271 Data time: 0.2369, Forward time: 2.2751, Backward time: 3.0935, DDP time: 0.0055, Total iter time: 5.4977 [2020-11-08 21:42:40,777][root][INFO] - ===> Epoch[192](4971/26): Loss 0.9311, Sem 0.6014, dir -0.1045, norm 0.4342, swav 0.0000 LR: 5.387e-02 Score 80.790 Data time: 0.1983, Forward time: 2.2751, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 4.9383 [2020-11-08 21:42:46,217][root][INFO] - ===> Epoch[192](4972/26): Loss 0.9645, Sem 0.6147, dir -0.0784, norm 0.4282, swav 0.0000 LR: 5.386e-02 Score 80.494 Data time: 0.1789, Forward time: 2.2750, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 5.3351 [2020-11-08 21:42:52,999][root][INFO] - ===> Epoch[192](4973/26): Loss 0.9932, Sem 0.6992, dir -0.0767, norm 0.3707, swav 0.0000 LR: 5.385e-02 Score 77.749 Data time: 0.1926, Forward time: 2.2749, Backward time: 3.0937, DDP time: 0.0055, Total iter time: 6.7154 [2020-11-08 21:42:59,722][root][INFO] - ===> Epoch[192](4974/26): Loss 1.0553, Sem 0.7513, dir -0.0762, norm 0.3802, swav 0.0000 LR: 5.384e-02 Score 78.388 Data time: 0.3440, Forward time: 2.2750, Backward time: 3.0937, DDP time: 0.0055, Total iter time: 6.6516 [2020-11-08 21:43:05,033][root][INFO] - ===> Epoch[192](4975/26): Loss 0.9210, Sem 0.6894, dir -0.1083, norm 0.3398, swav 0.0000 LR: 5.383e-02 Score 77.606 Data time: 0.2600, Forward time: 2.2751, Backward time: 3.0935, DDP time: 0.0055, Total iter time: 5.1701 [2020-11-08 21:43:09,875][root][INFO] - ===> Epoch[192](4976/26): Loss 0.7651, Sem 0.5514, dir -0.0947, norm 0.3083, swav 0.0000 LR: 5.382e-02 Score 81.224 Data time: 0.1615, Forward time: 2.2750, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 4.7257 [2020-11-08 21:43:15,230][root][INFO] - ===> Epoch[192](4977/26): Loss 1.0968, Sem 0.6776, dir -0.0551, norm 0.4743, swav 0.0000 LR: 5.382e-02 Score 78.545 Data time: 0.1798, Forward time: 2.2750, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 5.2602 [2020-11-08 21:43:20,259][root][INFO] - ===> Epoch[192](4978/26): Loss 0.9552, Sem 0.6669, dir -0.1177, norm 0.4059, swav 0.0000 LR: 5.381e-02 Score 78.783 Data time: 0.1985, Forward time: 2.2749, Backward time: 3.0933, DDP time: 0.0055, Total iter time: 4.9431 [2020-11-08 21:43:25,935][root][INFO] - ===> Epoch[192](4979/26): Loss 0.9750, Sem 0.6174, dir -0.0671, norm 0.4247, swav 0.0000 LR: 5.380e-02 Score 80.470 Data time: 0.2030, Forward time: 2.2749, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 5.5843 [2020-11-08 21:43:31,539][root][INFO] - ===> Epoch[192](4980/26): Loss 0.8564, Sem 0.5717, dir -0.0878, norm 0.3725, swav 0.0000 LR: 5.379e-02 Score 83.395 Data time: 0.2285, Forward time: 2.2749, Backward time: 3.0933, DDP time: 0.0055, Total iter time: 5.4935 [2020-11-08 21:43:37,364][root][INFO] - ===> Epoch[192](4981/26): Loss 0.9359, Sem 0.6711, dir -0.0570, norm 0.3219, swav 0.0000 LR: 5.378e-02 Score 78.005 Data time: 0.2765, Forward time: 2.2750, Backward time: 3.0932, DDP time: 0.0055, Total iter time: 5.7052 [2020-11-08 21:43:43,294][root][INFO] - ===> Epoch[192](4982/26): Loss 1.0291, Sem 0.7078, dir -0.0640, norm 0.3853, swav 0.0000 LR: 5.377e-02 Score 79.417 Data time: 0.2859, Forward time: 2.2752, Backward time: 3.0931, DDP time: 0.0055, Total iter time: 5.8077 [2020-11-08 21:43:48,839][root][INFO] - ===> Epoch[192](4983/26): Loss 0.8859, Sem 0.5185, dir -0.0959, norm 0.4632, swav 0.0000 LR: 5.376e-02 Score 81.817 Data time: 0.2070, Forward time: 2.2752, Backward time: 3.0930, DDP time: 0.0055, Total iter time: 5.4367 [2020-11-08 21:43:52,966][root][INFO] - ===> Epoch[192](4984/26): Loss 0.7897, Sem 0.4997, dir -0.1208, norm 0.4107, swav 0.0000 LR: 5.375e-02 Score 85.267 Data time: 0.1807, Forward time: 2.2751, Backward time: 3.0928, DDP time: 0.0055, Total iter time: 4.0246 [2020-11-08 21:44:01,277][root][INFO] - ===> Epoch[192](4985/26): Loss 0.9903, Sem 0.7160, dir -0.1090, norm 0.3833, swav 0.0000 LR: 5.374e-02 Score 75.168 Data time: 0.1758, Forward time: 2.2750, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 8.2254 [2020-11-08 21:44:07,185][root][INFO] - ===> Epoch[192](4986/26): Loss 1.0281, Sem 0.7126, dir -0.0887, norm 0.4042, swav 0.0000 LR: 5.373e-02 Score 77.181 Data time: 0.2208, Forward time: 2.2750, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 5.8212 [2020-11-08 21:44:12,209][root][INFO] - ===> Epoch[192](4987/26): Loss 0.9508, Sem 0.5998, dir -0.0642, norm 0.4152, swav 0.0000 LR: 5.372e-02 Score 79.636 Data time: 0.1741, Forward time: 2.2749, Backward time: 3.0933, DDP time: 0.0055, Total iter time: 4.9214 [2020-11-08 21:44:16,540][root][INFO] - ===> Epoch[192](4988/26): Loss 0.8839, Sem 0.5919, dir -0.0557, norm 0.3476, swav 0.0000 LR: 5.371e-02 Score 81.986 Data time: 0.2051, Forward time: 2.2749, Backward time: 3.0931, DDP time: 0.0055, Total iter time: 4.2558 [2020-11-08 21:44:23,067][root][INFO] - ===> Epoch[192](4989/26): Loss 0.9342, Sem 0.6646, dir -0.1034, norm 0.3730, swav 0.0000 LR: 5.370e-02 Score 78.776 Data time: 0.2119, Forward time: 2.2749, Backward time: 3.0932, DDP time: 0.0055, Total iter time: 6.4181 [2020-11-08 21:44:29,172][root][INFO] - ===> Epoch[192](4990/26): Loss 0.9507, Sem 0.6277, dir -0.0618, norm 0.3849, swav 0.0000 LR: 5.369e-02 Score 81.316 Data time: 0.2365, Forward time: 2.2748, Backward time: 3.0933, DDP time: 0.0055, Total iter time: 5.9809 [2020-11-08 21:44:36,269][root][INFO] - ===> Epoch[192](4991/26): Loss 1.0500, Sem 0.7006, dir -0.0823, norm 0.4317, swav 0.0000 LR: 5.368e-02 Score 76.141 Data time: 0.1902, Forward time: 2.2748, Backward time: 3.0936, DDP time: 0.0055, Total iter time: 7.0019 [2020-11-08 21:44:41,024][root][INFO] - ===> Epoch[192](4992/26): Loss 1.1429, Sem 0.7129, dir -0.0883, norm 0.5184, swav 0.0000 LR: 5.367e-02 Score 79.037 Data time: 0.1593, Forward time: 2.2747, Backward time: 3.0935, DDP time: 0.0055, Total iter time: 4.6604 [2020-11-08 21:44:47,381][root][INFO] - ===> Epoch[193](4993/26): Loss 0.8678, Sem 0.5847, dir -0.0831, norm 0.3663, swav 0.0000 LR: 5.366e-02 Score 83.355 Data time: 0.2178, Forward time: 2.2747, Backward time: 3.0936, DDP time: 0.0055, Total iter time: 6.2746 [2020-11-08 21:44:51,612][root][INFO] - ===> Epoch[193](4994/26): Loss 0.8361, Sem 0.5474, dir -0.1102, norm 0.3989, swav 0.0000 LR: 5.365e-02 Score 81.773 Data time: 0.1404, Forward time: 2.2746, Backward time: 3.0935, DDP time: 0.0055, Total iter time: 4.1232 [2020-11-08 21:44:56,901][root][INFO] - ===> Epoch[193](4995/26): Loss 0.9803, Sem 0.6707, dir -0.0946, norm 0.4042, swav 0.0000 LR: 5.364e-02 Score 77.934 Data time: 0.2307, Forward time: 2.2746, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 5.2424 [2020-11-08 21:45:02,507][root][INFO] - ===> Epoch[193](4996/26): Loss 1.0640, Sem 0.7580, dir -0.0781, norm 0.3841, swav 0.0000 LR: 5.363e-02 Score 78.630 Data time: 0.2224, Forward time: 2.2747, Backward time: 3.0933, DDP time: 0.0055, Total iter time: 5.4840 [2020-11-08 21:45:08,896][root][INFO] - ===> Epoch[193](4997/26): Loss 0.8950, Sem 0.6636, dir -0.1074, norm 0.3389, swav 0.0000 LR: 5.362e-02 Score 78.482 Data time: 0.1967, Forward time: 2.2746, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 6.2892 [2020-11-08 21:45:13,502][root][INFO] - ===> Epoch[193](4998/26): Loss 0.8646, Sem 0.6320, dir -0.1404, norm 0.3730, swav 0.0000 LR: 5.361e-02 Score 78.876 Data time: 0.1654, Forward time: 2.2745, Backward time: 3.0933, DDP time: 0.0055, Total iter time: 4.5211 [2020-11-08 21:45:19,060][root][INFO] - ===> Epoch[193](4999/26): Loss 0.8689, Sem 0.5421, dir -0.0544, norm 0.3812, swav 0.0000 LR: 5.360e-02 Score 83.433 Data time: 0.2616, Forward time: 2.2746, Backward time: 3.0932, DDP time: 0.0055, Total iter time: 5.4857 [2020-11-08 21:45:25,910][root][INFO] - ===> Epoch[193](5000/26): Loss 0.8149, Sem 0.5520, dir -0.1261, norm 0.3890, swav 0.0000 LR: 5.359e-02 Score 84.802 Data time: 0.2378, Forward time: 2.2746, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 6.7356 [2020-11-08 21:45:26,618][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 21:45:26,875][root][INFO] - ===> Start testing [2020-11-08 21:46:58,721][root][INFO] - 101/312: Data time: 0.0052, Iter time: 0.1605 Loss 0.305 (AVG: 0.763) Score 94.358 (AVG: 77.866) mIOU 39.300 mAP 56.379 mAcc 53.656 IOU: 69.197 95.599 38.765 38.564 80.505 68.297 60.845 6.060 23.103 52.134 0.000 24.121 30.708 37.726 0.000 27.890 39.049 25.952 48.736 18.756 mAP: 72.683 97.007 46.767 52.689 81.852 75.384 62.434 27.428 39.292 63.052 11.659 50.025 53.250 68.315 16.627 70.619 86.435 46.313 72.862 32.880 mAcc: 93.143 97.633 50.787 73.774 88.033 85.164 73.802 6.579 26.262 74.736 0.000 26.087 52.269 68.778 0.000 45.163 78.905 27.321 81.400 23.289 [2020-11-08 21:48:14,116][root][INFO] - 201/312: Data time: 0.0084, Iter time: 0.1319 Loss 0.063 (AVG: 0.801) Score 98.810 (AVG: 76.730) mIOU 39.616 mAP 55.805 mAcc 53.000 IOU: 68.565 95.482 37.341 48.307 78.246 64.140 55.832 6.763 22.022 49.585 0.000 23.981 31.193 40.611 0.000 30.539 43.341 21.329 55.960 19.077 mAP: 71.856 96.757 44.558 62.529 82.772 76.164 61.307 27.985 40.226 63.340 10.840 46.235 51.905 61.869 15.598 74.922 81.625 40.134 72.561 32.923 mAcc: 92.694 97.748 50.029 75.017 87.156 81.232 68.921 7.465 24.456 74.565 0.000 25.868 50.755 70.453 0.000 44.860 79.100 22.861 82.225 24.602 [2020-11-08 21:49:37,708][root][INFO] - 301/312: Data time: 0.0079, Iter time: 0.3885 Loss 0.280 (AVG: 0.783) Score 93.633 (AVG: 77.358) mIOU 40.761 mAP 55.936 mAcc 54.319 IOU: 69.929 95.336 35.788 55.837 77.171 65.324 54.860 6.573 24.511 55.668 0.000 24.038 33.299 43.179 0.000 32.968 42.711 23.568 55.086 19.374 mAP: 72.335 96.528 45.130 64.033 81.624 76.258 61.110 27.008 41.266 60.276 10.503 46.790 51.249 66.679 14.509 74.438 82.043 41.617 73.895 31.439 mAcc: 92.654 97.670 48.022 78.737 86.302 83.339 68.421 7.242 27.256 78.288 0.000 26.116 52.214 74.641 0.000 51.983 79.508 25.194 83.078 25.718 [2020-11-08 21:49:47,576][root][INFO] - 312/312: Data time: 0.0029, Iter time: 0.2071 Loss 0.812 (AVG: 0.782) Score 73.335 (AVG: 77.397) mIOU 40.783 mAP 55.954 mAcc 54.316 IOU: 70.055 95.272 36.131 56.292 77.197 66.231 54.866 6.709 24.538 55.285 0.000 24.307 33.042 42.943 0.000 32.618 42.104 24.123 54.716 19.224 mAP: 72.232 96.433 44.612 63.362 81.900 76.623 60.984 27.807 41.543 60.700 10.286 46.950 50.798 67.276 15.025 74.438 80.698 42.055 73.895 31.467 mAcc: 92.744 97.632 48.226 78.436 86.399 83.859 68.253 7.359 27.377 78.555 0.000 26.395 52.305 74.796 0.000 51.983 77.569 25.761 83.078 25.604 [2020-11-08 21:49:47,577][root][INFO] - Finished test. Elapsed time: 260.7002 [2020-11-08 21:50:01,687][root][INFO] - [2020-11-08 21:50:01,688][root][INFO] - ################################################################ [2020-11-08 21:50:01,688][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 21:50:01,688][root][INFO] - ################################################################ [2020-11-08 21:50:01,688][root][INFO] - cabinet : 0.010 0.037 0.187 [2020-11-08 21:50:01,688][root][INFO] - bed : 0.147 0.434 0.633 [2020-11-08 21:50:01,688][root][INFO] - chair : 0.274 0.473 0.605 [2020-11-08 21:50:01,688][root][INFO] - sofa : 0.122 0.283 0.444 [2020-11-08 21:50:01,688][root][INFO] - table : 0.154 0.355 0.484 [2020-11-08 21:50:01,688][root][INFO] - door : 0.000 0.000 0.005 [2020-11-08 21:50:01,688][root][INFO] - window : 0.001 0.005 0.045 [2020-11-08 21:50:01,688][root][INFO] - bookshelf : 0.010 0.038 0.180 [2020-11-08 21:50:01,688][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 21:50:01,688][root][INFO] - counter : 0.000 0.000 0.015 [2020-11-08 21:50:01,688][root][INFO] - desk : 0.001 0.005 0.111 [2020-11-08 21:50:01,689][root][INFO] - curtain : 0.102 0.219 0.398 [2020-11-08 21:50:01,689][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 21:50:01,689][root][INFO] - shower curtain : 0.124 0.267 0.391 [2020-11-08 21:50:01,689][root][INFO] - toilet : 0.385 0.796 0.951 [2020-11-08 21:50:01,689][root][INFO] - sink : 0.031 0.099 0.194 [2020-11-08 21:50:01,689][root][INFO] - bathtub : 0.000 0.000 0.069 [2020-11-08 21:50:01,689][root][INFO] - otherfurniture : 0.034 0.114 0.233 [2020-11-08 21:50:01,689][root][INFO] - ---------------------------------------------------------------- [2020-11-08 21:50:01,689][root][INFO] - average : 0.078 0.174 0.275 [2020-11-08 21:50:01,689][root][INFO] - [2020-11-08 21:50:01,970][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 21:50:02,692][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 21:50:02,969][root][INFO] - Current best mIoU: 40.783 at iter 5000 [2020-11-08 21:50:07,968][root][INFO] - ===> Epoch[193](5001/26): Loss 0.8685, Sem 0.6634, dir -0.1264, norm 0.3316, swav 0.0000 LR: 5.358e-02 Score 77.855 Data time: 0.1956, Forward time: 2.2746, Backward time: 3.0932, DDP time: 0.0055, Total iter time: 4.9928 [2020-11-08 21:50:15,196][root][INFO] - ===> Epoch[193](5002/26): Loss 0.8695, Sem 0.5211, dir -0.0880, norm 0.4363, swav 0.0000 LR: 5.357e-02 Score 83.543 Data time: 0.1586, Forward time: 2.2745, Backward time: 3.0936, DDP time: 0.0055, Total iter time: 7.1014 [2020-11-08 21:50:20,555][root][INFO] - ===> Epoch[193](5003/26): Loss 1.0173, Sem 0.6592, dir -0.0730, norm 0.4311, swav 0.0000 LR: 5.356e-02 Score 77.522 Data time: 0.1395, Forward time: 2.2743, Backward time: 3.0938, DDP time: 0.0055, Total iter time: 5.2658 [2020-11-08 21:50:27,936][root][INFO] - ===> Epoch[193](5004/26): Loss 1.0653, Sem 0.7398, dir -0.1053, norm 0.4308, swav 0.0000 LR: 5.355e-02 Score 76.238 Data time: 0.2359, Forward time: 2.2744, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 7.3646 [2020-11-08 21:50:33,183][root][INFO] - ===> Epoch[193](5005/26): Loss 0.7517, Sem 0.5730, dir -0.1027, norm 0.2814, swav 0.0000 LR: 5.355e-02 Score 81.810 Data time: 0.2619, Forward time: 2.2745, Backward time: 3.0938, DDP time: 0.0055, Total iter time: 5.1296 [2020-11-08 21:50:39,539][root][INFO] - ===> Epoch[193](5006/26): Loss 0.8690, Sem 0.5783, dir -0.1205, norm 0.4113, swav 0.0000 LR: 5.354e-02 Score 82.945 Data time: 0.2472, Forward time: 2.2746, Backward time: 3.0939, DDP time: 0.0055, Total iter time: 6.2381 [2020-11-08 21:50:45,423][root][INFO] - ===> Epoch[193](5007/26): Loss 1.1438, Sem 0.7829, dir -0.0932, norm 0.4541, swav 0.0000 LR: 5.353e-02 Score 76.244 Data time: 0.2539, Forward time: 2.2747, Backward time: 3.0938, DDP time: 0.0055, Total iter time: 5.7577 [2020-11-08 21:50:51,222][root][INFO] - ===> Epoch[193](5008/26): Loss 0.8875, Sem 0.6306, dir -0.1022, norm 0.3591, swav 0.0000 LR: 5.352e-02 Score 80.737 Data time: 0.1313, Forward time: 2.2745, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 5.6547 [2020-11-08 21:50:57,288][root][INFO] - ===> Epoch[193](5009/26): Loss 0.8141, Sem 0.6198, dir -0.1225, norm 0.3169, swav 0.0000 LR: 5.351e-02 Score 79.939 Data time: 0.1695, Forward time: 2.2745, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 6.0478 [2020-11-08 21:51:02,529][root][INFO] - ===> Epoch[193](5010/26): Loss 0.9983, Sem 0.6443, dir -0.0495, norm 0.4035, swav 0.0000 LR: 5.350e-02 Score 79.655 Data time: 0.1751, Forward time: 2.2744, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 5.1516 [2020-11-08 21:51:08,274][root][INFO] - ===> Epoch[193](5011/26): Loss 0.8060, Sem 0.6047, dir -0.1745, norm 0.3758, swav 0.0000 LR: 5.349e-02 Score 82.327 Data time: 0.1949, Forward time: 2.2744, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 5.6575 [2020-11-08 21:51:13,334][root][INFO] - ===> Epoch[193](5012/26): Loss 0.9491, Sem 0.6630, dir -0.1240, norm 0.4101, swav 0.0000 LR: 5.348e-02 Score 77.498 Data time: 0.2160, Forward time: 2.2743, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 4.9668 [2020-11-08 21:51:19,734][root][INFO] - ===> Epoch[193](5013/26): Loss 0.8084, Sem 0.4821, dir -0.0748, norm 0.4011, swav 0.0000 LR: 5.347e-02 Score 84.779 Data time: 0.2092, Forward time: 2.2743, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 6.2702 [2020-11-08 21:51:25,770][root][INFO] - ===> Epoch[193](5014/26): Loss 0.9567, Sem 0.5891, dir -0.1552, norm 0.5228, swav 0.0000 LR: 5.346e-02 Score 81.644 Data time: 0.2924, Forward time: 2.2745, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 5.9450 [2020-11-08 21:51:30,849][root][INFO] - ===> Epoch[193](5015/26): Loss 0.8628, Sem 0.5874, dir -0.0876, norm 0.3630, swav 0.0000 LR: 5.345e-02 Score 81.463 Data time: 0.2085, Forward time: 2.2745, Backward time: 3.0939, DDP time: 0.0055, Total iter time: 4.9413 [2020-11-08 21:51:37,360][root][INFO] - ===> Epoch[193](5016/26): Loss 1.0798, Sem 0.7550, dir -0.2229, norm 0.5477, swav 0.0000 LR: 5.344e-02 Score 78.166 Data time: 0.2300, Forward time: 2.2745, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 6.4080 [2020-11-08 21:51:44,905][root][INFO] - ===> Epoch[193](5017/26): Loss 0.9521, Sem 0.6486, dir -0.1015, norm 0.4050, swav 0.0000 LR: 5.343e-02 Score 81.541 Data time: 0.2214, Forward time: 2.2745, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 7.4181 [2020-11-08 21:51:50,590][root][INFO] - ===> Epoch[193](5018/26): Loss 0.7928, Sem 0.6534, dir -0.1277, norm 0.2671, swav 0.0000 LR: 5.342e-02 Score 77.604 Data time: 0.2144, Forward time: 2.2745, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 5.5780 [2020-11-08 21:51:56,384][root][INFO] - ===> Epoch[194](5019/26): Loss 0.8464, Sem 0.6887, dir -0.1056, norm 0.2632, swav 0.0000 LR: 5.341e-02 Score 78.712 Data time: 0.2023, Forward time: 2.2744, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 5.6986 [2020-11-08 21:52:02,927][root][INFO] - ===> Epoch[194](5020/26): Loss 0.9329, Sem 0.6901, dir -0.1387, norm 0.3816, swav 0.0000 LR: 5.340e-02 Score 79.792 Data time: 0.3423, Forward time: 2.2746, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 6.4830 [2020-11-08 21:52:09,070][root][INFO] - ===> Epoch[194](5021/26): Loss 1.0424, Sem 0.7444, dir -0.1126, norm 0.4106, swav 0.0000 LR: 5.339e-02 Score 77.563 Data time: 0.2572, Forward time: 2.2747, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 6.0108 [2020-11-08 21:52:15,570][root][INFO] - ===> Epoch[194](5022/26): Loss 0.8608, Sem 0.6437, dir -0.1105, norm 0.3277, swav 0.0000 LR: 5.338e-02 Score 79.500 Data time: 0.1920, Forward time: 2.2747, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 6.4008 [2020-11-08 21:52:20,927][root][INFO] - ===> Epoch[194](5023/26): Loss 0.8024, Sem 0.5881, dir -0.0866, norm 0.3009, swav 0.0000 LR: 5.337e-02 Score 82.366 Data time: 0.2229, Forward time: 2.2746, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 5.2659 [2020-11-08 21:52:27,083][root][INFO] - ===> Epoch[194](5024/26): Loss 0.6561, Sem 0.5402, dir -0.0900, norm 0.2059, swav 0.0000 LR: 5.336e-02 Score 81.965 Data time: 0.2458, Forward time: 2.2747, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 6.0692 [2020-11-08 21:52:31,459][root][INFO] - ===> Epoch[194](5025/26): Loss 0.9656, Sem 0.7444, dir -0.1308, norm 0.3520, swav 0.0000 LR: 5.335e-02 Score 76.327 Data time: 0.2321, Forward time: 2.2746, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 4.2344 [2020-11-08 21:52:38,330][root][INFO] - ===> Epoch[194](5026/26): Loss 0.8678, Sem 0.6451, dir -0.1228, norm 0.3456, swav 0.0000 LR: 5.334e-02 Score 79.994 Data time: 0.2945, Forward time: 2.2748, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 6.7746 [2020-11-08 21:52:44,101][root][INFO] - ===> Epoch[194](5027/26): Loss 0.9183, Sem 0.6676, dir -0.1264, norm 0.3772, swav 0.0000 LR: 5.333e-02 Score 78.926 Data time: 0.2407, Forward time: 2.2748, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 5.6366 [2020-11-08 21:52:49,820][root][INFO] - ===> Epoch[194](5028/26): Loss 0.9782, Sem 0.7386, dir -0.1362, norm 0.3757, swav 0.0000 LR: 5.332e-02 Score 77.097 Data time: 0.2632, Forward time: 2.2749, Backward time: 3.0942, DDP time: 0.0055, Total iter time: 5.5969 [2020-11-08 21:52:55,587][root][INFO] - ===> Epoch[194](5029/26): Loss 0.6784, Sem 0.5438, dir -0.1087, norm 0.2432, swav 0.0000 LR: 5.331e-02 Score 82.794 Data time: 0.1747, Forward time: 2.2749, Backward time: 3.0942, DDP time: 0.0055, Total iter time: 5.6337 [2020-11-08 21:53:00,437][root][INFO] - ===> Epoch[194](5030/26): Loss 0.8049, Sem 0.5978, dir -0.1224, norm 0.3294, swav 0.0000 LR: 5.330e-02 Score 81.926 Data time: 0.2376, Forward time: 2.2749, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 4.7656 [2020-11-08 21:53:05,270][root][INFO] - ===> Epoch[194](5031/26): Loss 0.9949, Sem 0.6130, dir -0.0707, norm 0.4526, swav 0.0000 LR: 5.329e-02 Score 83.529 Data time: 0.2007, Forward time: 2.2749, Backward time: 3.0938, DDP time: 0.0055, Total iter time: 4.7065 [2020-11-08 21:53:12,150][root][INFO] - ===> Epoch[194](5032/26): Loss 1.1927, Sem 0.6446, dir -0.0496, norm 0.5977, swav 0.0000 LR: 5.328e-02 Score 80.985 Data time: 0.1491, Forward time: 2.2748, Backward time: 3.0942, DDP time: 0.0055, Total iter time: 6.7683 [2020-11-08 21:53:18,306][root][INFO] - ===> Epoch[194](5033/26): Loss 1.1297, Sem 0.6131, dir -0.0366, norm 0.5532, swav 0.0000 LR: 5.328e-02 Score 79.674 Data time: 0.2273, Forward time: 2.2748, Backward time: 3.0942, DDP time: 0.0055, Total iter time: 6.0839 [2020-11-08 21:53:24,062][root][INFO] - ===> Epoch[194](5034/26): Loss 1.0649, Sem 0.6148, dir -0.0576, norm 0.5077, swav 0.0000 LR: 5.327e-02 Score 79.014 Data time: 0.2348, Forward time: 2.2749, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 5.6016 [2020-11-08 21:53:28,902][root][INFO] - ===> Epoch[194](5035/26): Loss 0.8990, Sem 0.5377, dir -0.0893, norm 0.4506, swav 0.0000 LR: 5.326e-02 Score 83.927 Data time: 0.1644, Forward time: 2.2748, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 4.7177 [2020-11-08 21:53:34,235][root][INFO] - ===> Epoch[194](5036/26): Loss 1.0001, Sem 0.6810, dir -0.0808, norm 0.3999, swav 0.0000 LR: 5.325e-02 Score 79.247 Data time: 0.2151, Forward time: 2.2748, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 5.2580 [2020-11-08 21:53:39,480][root][INFO] - ===> Epoch[194](5037/26): Loss 0.9387, Sem 0.5649, dir -0.0699, norm 0.4436, swav 0.0000 LR: 5.324e-02 Score 83.704 Data time: 0.1730, Forward time: 2.2747, Backward time: 3.0940, DDP time: 0.0055, Total iter time: 5.1182 [2020-11-08 21:53:44,737][root][INFO] - ===> Epoch[194](5038/26): Loss 1.0851, Sem 0.6442, dir -0.0551, norm 0.4960, swav 0.0000 LR: 5.323e-02 Score 77.417 Data time: 0.2184, Forward time: 2.2747, Backward time: 3.0939, DDP time: 0.0055, Total iter time: 5.1645 [2020-11-08 21:53:50,579][root][INFO] - ===> Epoch[194](5039/26): Loss 0.9738, Sem 0.5163, dir -0.0540, norm 0.5114, swav 0.0000 LR: 5.322e-02 Score 82.411 Data time: 0.1989, Forward time: 2.2747, Backward time: 3.0939, DDP time: 0.0055, Total iter time: 5.7283 [2020-11-08 21:53:55,865][root][INFO] - ===> Epoch[194](5040/26): Loss 0.9738, Sem 0.6469, dir -0.0974, norm 0.4243, swav 0.0000 LR: 5.321e-02 Score 78.441 Data time: 0.2492, Forward time: 2.2747, Backward time: 3.0938, DDP time: 0.0055, Total iter time: 5.1611 [2020-11-08 21:54:01,708][root][INFO] - ===> Epoch[194](5041/26): Loss 0.8533, Sem 0.6171, dir -0.1235, norm 0.3598, swav 0.0000 LR: 5.320e-02 Score 81.159 Data time: 0.2619, Forward time: 2.2748, Backward time: 3.0937, DDP time: 0.0055, Total iter time: 5.7091 [2020-11-08 21:54:07,073][root][INFO] - ===> Epoch[194](5042/26): Loss 0.9722, Sem 0.6130, dir -0.0532, norm 0.4124, swav 0.0000 LR: 5.319e-02 Score 79.675 Data time: 0.2538, Forward time: 2.2749, Backward time: 3.0935, DDP time: 0.0055, Total iter time: 5.2327 [2020-11-08 21:54:13,375][root][INFO] - ===> Epoch[194](5043/26): Loss 1.0411, Sem 0.6160, dir -0.0580, norm 0.4831, swav 0.0000 LR: 5.318e-02 Score 82.115 Data time: 0.3237, Forward time: 2.2751, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 6.1654 [2020-11-08 21:54:17,934][root][INFO] - ===> Epoch[194](5044/26): Loss 1.1699, Sem 0.7306, dir -0.0500, norm 0.4893, swav 0.0000 LR: 5.317e-02 Score 77.263 Data time: 0.1833, Forward time: 2.2750, Backward time: 3.0932, DDP time: 0.0055, Total iter time: 4.4073 [2020-11-08 21:54:23,705][root][INFO] - ===> Epoch[195](5045/26): Loss 0.9758, Sem 0.5256, dir -0.0519, norm 0.5021, swav 0.0000 LR: 5.316e-02 Score 82.798 Data time: 0.1716, Forward time: 2.2749, Backward time: 3.0933, DDP time: 0.0055, Total iter time: 5.6606 [2020-11-08 21:54:30,052][root][INFO] - ===> Epoch[195](5046/26): Loss 0.8867, Sem 0.5513, dir -0.0485, norm 0.3839, swav 0.0000 LR: 5.315e-02 Score 82.801 Data time: 0.1741, Forward time: 2.2749, Backward time: 3.0935, DDP time: 0.0055, Total iter time: 6.2706 [2020-11-08 21:54:34,929][root][INFO] - ===> Epoch[195](5047/26): Loss 0.9202, Sem 0.6583, dir -0.1176, norm 0.3794, swav 0.0000 LR: 5.314e-02 Score 78.505 Data time: 0.1509, Forward time: 2.2748, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 4.7712 [2020-11-08 21:54:41,672][root][INFO] - ===> Epoch[195](5048/26): Loss 0.9140, Sem 0.5843, dir -0.1026, norm 0.4323, swav 0.0000 LR: 5.313e-02 Score 82.054 Data time: 0.2399, Forward time: 2.2748, Backward time: 3.0936, DDP time: 0.0055, Total iter time: 6.6565 [2020-11-08 21:54:46,683][root][INFO] - ===> Epoch[195](5049/26): Loss 0.8264, Sem 0.5621, dir -0.0688, norm 0.3331, swav 0.0000 LR: 5.312e-02 Score 84.378 Data time: 0.2615, Forward time: 2.2749, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 4.8826 [2020-11-08 21:54:52,038][root][INFO] - ===> Epoch[195](5050/26): Loss 0.8687, Sem 0.5886, dir -0.1065, norm 0.3866, swav 0.0000 LR: 5.311e-02 Score 79.756 Data time: 0.2248, Forward time: 2.2749, Backward time: 3.0932, DDP time: 0.0055, Total iter time: 5.2093 [2020-11-08 21:54:57,587][root][INFO] - ===> Epoch[195](5051/26): Loss 0.8697, Sem 0.6396, dir -0.1427, norm 0.3728, swav 0.0000 LR: 5.310e-02 Score 77.612 Data time: 0.2044, Forward time: 2.2749, Backward time: 3.0932, DDP time: 0.0055, Total iter time: 5.4436 [2020-11-08 21:55:05,018][root][INFO] - ===> Epoch[195](5052/26): Loss 0.9544, Sem 0.5665, dir -0.0284, norm 0.4163, swav 0.0000 LR: 5.309e-02 Score 81.951 Data time: 0.2657, Forward time: 2.2750, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 7.3293 [2020-11-08 21:55:11,887][root][INFO] - ===> Epoch[195](5053/26): Loss 0.8788, Sem 0.4949, dir -0.0293, norm 0.4132, swav 0.0000 LR: 5.308e-02 Score 85.577 Data time: 0.2774, Forward time: 2.2751, Backward time: 3.0935, DDP time: 0.0055, Total iter time: 6.7145 [2020-11-08 21:55:17,495][root][INFO] - ===> Epoch[195](5054/26): Loss 0.9838, Sem 0.6768, dir -0.0921, norm 0.3991, swav 0.0000 LR: 5.307e-02 Score 79.704 Data time: 0.1762, Forward time: 2.2750, Backward time: 3.0935, DDP time: 0.0055, Total iter time: 5.4847 [2020-11-08 21:55:23,041][root][INFO] - ===> Epoch[195](5055/26): Loss 0.9250, Sem 0.6264, dir -0.0729, norm 0.3715, swav 0.0000 LR: 5.306e-02 Score 79.628 Data time: 0.2002, Forward time: 2.2750, Backward time: 3.0935, DDP time: 0.0055, Total iter time: 5.4565 [2020-11-08 21:55:27,958][root][INFO] - ===> Epoch[195](5056/26): Loss 0.9332, Sem 0.6056, dir -0.0838, norm 0.4114, swav 0.0000 LR: 5.305e-02 Score 80.961 Data time: 0.1867, Forward time: 2.2750, Backward time: 3.0934, DDP time: 0.0055, Total iter time: 4.8248 [2020-11-08 21:55:34,252][root][INFO] - ===> Epoch[195](5057/26): Loss 0.9156, Sem 0.5653, dir -0.0788, norm 0.4290, swav 0.0000 LR: 5.304e-02 Score 84.312 Data time: 0.1331, Forward time: 2.2748, Backward time: 3.0937, DDP time: 0.0055, Total iter time: 6.1921 [2020-11-08 21:55:40,720][root][INFO] - ===> Epoch[195](5058/26): Loss 0.9922, Sem 0.6507, dir -0.0789, norm 0.4205, swav 0.0000 LR: 5.303e-02 Score 81.462 Data time: 0.1890, Forward time: 2.2747, Backward time: 3.0939, DDP time: 0.0055, Total iter time: 6.3655 [2020-11-08 21:55:47,201][root][INFO] - ===> Epoch[195](5059/26): Loss 0.7180, Sem 0.5600, dir -0.2102, norm 0.3682, swav 0.0000 LR: 5.302e-02 Score 82.177 Data time: 0.2063, Forward time: 2.2747, Backward time: 3.0941, DDP time: 0.0055, Total iter time: 6.3710 [2020-11-08 21:55:55,802][root][INFO] - ===> Epoch[195](5060/26): Loss 1.0559, Sem 0.6616, dir -0.0530, norm 0.4473, swav 0.0000 LR: 5.301e-02 Score 79.015 Data time: 0.2254, Forward time: 2.2747, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 8.4843 [2020-11-08 21:56:01,236][root][INFO] - ===> Epoch[195](5061/26): Loss 1.2399, Sem 0.7400, dir -0.0764, norm 0.5764, swav 0.0000 LR: 5.300e-02 Score 74.465 Data time: 0.1842, Forward time: 2.2747, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 5.3175 [2020-11-08 21:56:07,410][root][INFO] - ===> Epoch[195](5062/26): Loss 1.0028, Sem 0.6094, dir -0.0373, norm 0.4307, swav 0.0000 LR: 5.300e-02 Score 81.912 Data time: 0.1752, Forward time: 2.2746, Backward time: 3.0947, DDP time: 0.0055, Total iter time: 6.0667 [2020-11-08 21:56:12,305][root][INFO] - ===> Epoch[195](5063/26): Loss 0.9796, Sem 0.6752, dir -0.0640, norm 0.3684, swav 0.0000 LR: 5.299e-02 Score 77.022 Data time: 0.1731, Forward time: 2.2745, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 4.7954 [2020-11-08 21:56:17,363][root][INFO] - ===> Epoch[195](5064/26): Loss 0.9796, Sem 0.6848, dir -0.1121, norm 0.4068, swav 0.0000 LR: 5.298e-02 Score 80.127 Data time: 0.2237, Forward time: 2.2745, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 4.9852 [2020-11-08 21:56:23,043][root][INFO] - ===> Epoch[195](5065/26): Loss 1.0136, Sem 0.6047, dir -0.0696, norm 0.4784, swav 0.0000 LR: 5.297e-02 Score 78.921 Data time: 0.2048, Forward time: 2.2745, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 5.5778 [2020-11-08 21:56:28,946][root][INFO] - ===> Epoch[195](5066/26): Loss 0.9305, Sem 0.6089, dir -0.0696, norm 0.3912, swav 0.0000 LR: 5.296e-02 Score 80.810 Data time: 0.2252, Forward time: 2.2745, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 5.8003 [2020-11-08 21:56:34,889][root][INFO] - ===> Epoch[195](5067/26): Loss 0.8748, Sem 0.6184, dir -0.1416, norm 0.3980, swav 0.0000 LR: 5.295e-02 Score 81.532 Data time: 0.2582, Forward time: 2.2745, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 5.8333 [2020-11-08 21:56:40,578][root][INFO] - ===> Epoch[195](5068/26): Loss 0.9690, Sem 0.6615, dir -0.0680, norm 0.3756, swav 0.0000 LR: 5.294e-02 Score 77.855 Data time: 0.2893, Forward time: 2.2747, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 5.5647 [2020-11-08 21:56:46,935][root][INFO] - ===> Epoch[195](5069/26): Loss 1.1223, Sem 0.6876, dir -0.0863, norm 0.5210, swav 0.0000 LR: 5.293e-02 Score 79.626 Data time: 0.1803, Forward time: 2.2746, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 6.2259 [2020-11-08 21:56:51,774][root][INFO] - ===> Epoch[195](5070/26): Loss 1.0406, Sem 0.6846, dir -0.0899, norm 0.4459, swav 0.0000 LR: 5.292e-02 Score 77.344 Data time: 0.2393, Forward time: 2.2746, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 4.7662 [2020-11-08 21:56:57,377][root][INFO] - ===> Epoch[196](5071/26): Loss 0.8903, Sem 0.5526, dir -0.0506, norm 0.3883, swav 0.0000 LR: 5.291e-02 Score 84.400 Data time: 0.1548, Forward time: 2.2745, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 5.4874 [2020-11-08 21:57:02,726][root][INFO] - ===> Epoch[196](5072/26): Loss 0.9063, Sem 0.6592, dir -0.1020, norm 0.3492, swav 0.0000 LR: 5.290e-02 Score 79.166 Data time: 0.1713, Forward time: 2.2744, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 5.2705 [2020-11-08 21:57:07,577][root][INFO] - ===> Epoch[196](5073/26): Loss 0.9293, Sem 0.6079, dir -0.1079, norm 0.4293, swav 0.0000 LR: 5.289e-02 Score 80.497 Data time: 0.1991, Forward time: 2.2744, Backward time: 3.0943, DDP time: 0.0055, Total iter time: 4.7654 [2020-11-08 21:57:12,840][root][INFO] - ===> Epoch[196](5074/26): Loss 0.9224, Sem 0.5827, dir -0.0620, norm 0.4018, swav 0.0000 LR: 5.288e-02 Score 81.023 Data time: 0.1599, Forward time: 2.2743, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 5.1380 [2020-11-08 21:57:18,969][root][INFO] - ===> Epoch[196](5075/26): Loss 0.9130, Sem 0.5264, dir -0.0453, norm 0.4319, swav 0.0000 LR: 5.287e-02 Score 84.646 Data time: 0.2160, Forward time: 2.2743, Backward time: 3.0944, DDP time: 0.0055, Total iter time: 6.0561 [2020-11-08 21:57:24,695][root][INFO] - ===> Epoch[196](5076/26): Loss 0.9857, Sem 0.7371, dir -0.0951, norm 0.3437, swav 0.0000 LR: 5.286e-02 Score 75.901 Data time: 0.1669, Forward time: 2.2742, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 5.6141 [2020-11-08 21:57:30,139][root][INFO] - ===> Epoch[196](5077/26): Loss 0.9922, Sem 0.7513, dir -0.1115, norm 0.3524, swav 0.0000 LR: 5.285e-02 Score 75.941 Data time: 0.1279, Forward time: 2.2740, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 5.3662 [2020-11-08 21:57:36,583][root][INFO] - ===> Epoch[196](5078/26): Loss 0.9126, Sem 0.6015, dir -0.0661, norm 0.3772, swav 0.0000 LR: 5.284e-02 Score 79.232 Data time: 0.1937, Forward time: 2.2739, Backward time: 3.0948, DDP time: 0.0055, Total iter time: 6.3717 [2020-11-08 21:57:42,438][root][INFO] - ===> Epoch[196](5079/26): Loss 1.0384, Sem 0.6466, dir -0.0772, norm 0.4689, swav 0.0000 LR: 5.283e-02 Score 78.094 Data time: 0.2389, Forward time: 2.2740, Backward time: 3.0948, DDP time: 0.0055, Total iter time: 5.7725 [2020-11-08 21:57:47,683][root][INFO] - ===> Epoch[196](5080/26): Loss 0.7875, Sem 0.5611, dir -0.0715, norm 0.2980, swav 0.0000 LR: 5.282e-02 Score 82.743 Data time: 0.2174, Forward time: 2.2740, Backward time: 3.0947, DDP time: 0.0055, Total iter time: 5.1062 [2020-11-08 21:57:52,815][root][INFO] - ===> Epoch[196](5081/26): Loss 0.9441, Sem 0.7634, dir -0.1327, norm 0.3135, swav 0.0000 LR: 5.281e-02 Score 78.525 Data time: 0.1841, Forward time: 2.2740, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 4.9982 [2020-11-08 21:57:58,531][root][INFO] - ===> Epoch[196](5082/26): Loss 0.6695, Sem 0.5364, dir -0.1492, norm 0.2823, swav 0.0000 LR: 5.280e-02 Score 82.611 Data time: 0.1790, Forward time: 2.2739, Backward time: 3.0947, DDP time: 0.0055, Total iter time: 5.6075 [2020-11-08 21:58:03,136][root][INFO] - ===> Epoch[196](5083/26): Loss 0.6896, Sem 0.5521, dir -0.1588, norm 0.2963, swav 0.0000 LR: 5.279e-02 Score 82.608 Data time: 0.1810, Forward time: 2.2738, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 4.5222 [2020-11-08 21:58:08,615][root][INFO] - ===> Epoch[196](5084/26): Loss 0.8628, Sem 0.5738, dir -0.0546, norm 0.3436, swav 0.0000 LR: 5.278e-02 Score 83.259 Data time: 0.1753, Forward time: 2.2737, Backward time: 3.0945, DDP time: 0.0055, Total iter time: 5.3888 [2020-11-08 21:58:15,274][root][INFO] - ===> Epoch[196](5085/26): Loss 0.9442, Sem 0.6113, dir -0.1321, norm 0.4650, swav 0.0000 LR: 5.277e-02 Score 82.111 Data time: 0.1933, Forward time: 2.2737, Backward time: 3.0948, DDP time: 0.0055, Total iter time: 6.5594 [2020-11-08 21:58:20,560][root][INFO] - ===> Epoch[196](5086/26): Loss 0.7785, Sem 0.5733, dir -0.1140, norm 0.3192, swav 0.0000 LR: 5.276e-02 Score 83.339 Data time: 0.2385, Forward time: 2.2737, Backward time: 3.0946, DDP time: 0.0055, Total iter time: 5.1733 [2020-11-08 21:58:27,514][root][INFO] - ===> Epoch[196](5087/26): Loss 0.7542, Sem 0.5636, dir -0.0904, norm 0.2811, swav 0.0000 LR: 5.275e-02 Score 82.890 Data time: 0.1713, Forward time: 2.2736, Backward time: 3.0949, DDP time: 0.0055, Total iter time: 6.8410 [2020-11-08 21:58:33,694][root][INFO] - ===> Epoch[196](5088/26): Loss 0.8944, Sem 0.6246, dir -0.0781, norm 0.3479, swav 0.0000 LR: 5.274e-02 Score 79.322 Data time: 0.2050, Forward time: 2.2736, Backward time: 3.0951, DDP time: 0.0055, Total iter time: 6.0875 [2020-11-08 21:58:38,737][root][INFO] - ===> Epoch[196](5089/26): Loss 0.8174, Sem 0.5172, dir -0.1015, norm 0.4017, swav 0.0000 LR: 5.273e-02 Score 81.724 Data time: 0.1162, Forward time: 2.2734, Backward time: 3.0952, DDP time: 0.0055, Total iter time: 4.9454 [2020-11-08 21:58:44,577][root][INFO] - ===> Epoch[196](5090/26): Loss 0.9233, Sem 0.6160, dir -0.1054, norm 0.4127, swav 0.0000 LR: 5.272e-02 Score 80.677 Data time: 0.2441, Forward time: 2.2734, Backward time: 3.0951, DDP time: 0.0055, Total iter time: 5.8123 [2020-11-08 21:58:50,214][root][INFO] - ===> Epoch[196](5091/26): Loss 0.8998, Sem 0.5492, dir -0.0716, norm 0.4223, swav 0.0000 LR: 5.272e-02 Score 82.497 Data time: 0.2233, Forward time: 2.2734, Backward time: 3.0951, DDP time: 0.0055, Total iter time: 5.5270 [2020-11-08 21:58:56,185][root][INFO] - ===> Epoch[196](5092/26): Loss 0.9727, Sem 0.7135, dir -0.0971, norm 0.3564, swav 0.0000 LR: 5.271e-02 Score 78.326 Data time: 0.1253, Forward time: 2.2732, Backward time: 3.0954, DDP time: 0.0055, Total iter time: 5.8853 [2020-11-08 21:59:01,005][root][INFO] - ===> Epoch[196](5093/26): Loss 0.9552, Sem 0.6879, dir -0.0913, norm 0.3586, swav 0.0000 LR: 5.270e-02 Score 78.427 Data time: 0.1861, Forward time: 2.2732, Backward time: 3.0953, DDP time: 0.0055, Total iter time: 4.7296 [2020-11-08 21:59:06,511][root][INFO] - ===> Epoch[196](5094/26): Loss 0.9041, Sem 0.6068, dir -0.0806, norm 0.3780, swav 0.0000 LR: 5.269e-02 Score 79.730 Data time: 0.2420, Forward time: 2.2732, Backward time: 3.0952, DDP time: 0.0055, Total iter time: 5.4062 [2020-11-08 21:59:13,870][root][INFO] - ===> Epoch[196](5095/26): Loss 1.1770, Sem 0.8220, dir -0.0840, norm 0.4389, swav 0.0000 LR: 5.268e-02 Score 74.613 Data time: 0.2032, Forward time: 2.2732, Backward time: 3.0955, DDP time: 0.0055, Total iter time: 7.2378 [2020-11-08 21:59:19,473][root][INFO] - ===> Epoch[196](5096/26): Loss 1.0835, Sem 0.7496, dir -0.1000, norm 0.4339, swav 0.0000 LR: 5.267e-02 Score 75.835 Data time: 0.1909, Forward time: 2.2732, Backward time: 3.0955, DDP time: 0.0055, Total iter time: 5.5010 [2020-11-08 21:59:24,840][root][INFO] - ===> Epoch[197](5097/26): Loss 0.9211, Sem 0.6033, dir -0.0806, norm 0.3985, swav 0.0000 LR: 5.266e-02 Score 81.347 Data time: 0.1716, Forward time: 2.2731, Backward time: 3.0955, DDP time: 0.0055, Total iter time: 5.2725 [2020-11-08 21:59:29,998][root][INFO] - ===> Epoch[197](5098/26): Loss 1.1496, Sem 0.8193, dir -0.0817, norm 0.4120, swav 0.0000 LR: 5.265e-02 Score 73.839 Data time: 0.1906, Forward time: 2.2730, Backward time: 3.0955, DDP time: 0.0055, Total iter time: 5.0861 [2020-11-08 21:59:35,774][root][INFO] - ===> Epoch[197](5099/26): Loss 1.2787, Sem 0.8286, dir -0.0772, norm 0.5274, swav 0.0000 LR: 5.264e-02 Score 75.154 Data time: 0.2559, Forward time: 2.2732, Backward time: 3.0954, DDP time: 0.0055, Total iter time: 5.6963 [2020-11-08 21:59:41,355][root][INFO] - ===> Epoch[197](5100/26): Loss 1.0524, Sem 0.7967, dir -0.1605, norm 0.4162, swav 0.0000 LR: 5.263e-02 Score 76.896 Data time: 0.1765, Forward time: 2.2731, Backward time: 3.0954, DDP time: 0.0055, Total iter time: 5.4583 [2020-11-08 21:59:47,328][root][INFO] - ===> Epoch[197](5101/26): Loss 0.8404, Sem 0.6146, dir -0.1453, norm 0.3711, swav 0.0000 LR: 5.262e-02 Score 80.139 Data time: 0.2367, Forward time: 2.2731, Backward time: 3.0954, DDP time: 0.0055, Total iter time: 5.8762 [2020-11-08 21:59:52,237][root][INFO] - ===> Epoch[197](5102/26): Loss 0.8278, Sem 0.5131, dir -0.1056, norm 0.4202, swav 0.0000 LR: 5.261e-02 Score 83.287 Data time: 0.1795, Forward time: 2.2731, Backward time: 3.0953, DDP time: 0.0055, Total iter time: 4.8154 [2020-11-08 21:59:58,511][root][INFO] - ===> Epoch[197](5103/26): Loss 1.0246, Sem 0.7432, dir -0.0877, norm 0.3691, swav 0.0000 LR: 5.260e-02 Score 78.809 Data time: 0.2721, Forward time: 2.2732, Backward time: 3.0952, DDP time: 0.0055, Total iter time: 6.1664 [2020-11-08 22:00:03,696][root][INFO] - ===> Epoch[197](5104/26): Loss 0.8582, Sem 0.5782, dir -0.0922, norm 0.3722, swav 0.0000 LR: 5.259e-02 Score 80.584 Data time: 0.2195, Forward time: 2.2732, Backward time: 3.0951, DDP time: 0.0055, Total iter time: 5.0587 [2020-11-08 22:00:11,184][root][INFO] - ===> Epoch[197](5105/26): Loss 0.7693, Sem 0.5463, dir -0.0913, norm 0.3143, swav 0.0000 LR: 5.258e-02 Score 85.047 Data time: 0.2208, Forward time: 2.2732, Backward time: 3.0954, DDP time: 0.0055, Total iter time: 7.3879 [2020-11-08 22:00:16,538][root][INFO] - ===> Epoch[197](5106/26): Loss 0.9023, Sem 0.5702, dir -0.1016, norm 0.4337, swav 0.0000 LR: 5.257e-02 Score 82.209 Data time: 0.1963, Forward time: 2.2732, Backward time: 3.0954, DDP time: 0.0055, Total iter time: 5.2400 [2020-11-08 22:00:21,903][root][INFO] - ===> Epoch[197](5107/26): Loss 0.7237, Sem 0.5183, dir -0.1466, norm 0.3519, swav 0.0000 LR: 5.256e-02 Score 84.076 Data time: 0.1637, Forward time: 2.2731, Backward time: 3.0954, DDP time: 0.0055, Total iter time: 5.2472 [2020-11-08 22:00:28,605][root][INFO] - ===> Epoch[197](5108/26): Loss 0.8567, Sem 0.5733, dir -0.0954, norm 0.3789, swav 0.0000 LR: 5.255e-02 Score 80.899 Data time: 0.1569, Forward time: 2.2730, Backward time: 3.0957, DDP time: 0.0055, Total iter time: 6.6176 [2020-11-08 22:00:34,013][root][INFO] - ===> Epoch[197](5109/26): Loss 0.8954, Sem 0.4774, dir -0.0695, norm 0.4875, swav 0.0000 LR: 5.254e-02 Score 84.661 Data time: 0.2064, Forward time: 2.2729, Backward time: 3.0957, DDP time: 0.0055, Total iter time: 5.3245 [2020-11-08 22:00:41,407][root][INFO] - ===> Epoch[197](5110/26): Loss 0.8559, Sem 0.5381, dir -0.0643, norm 0.3822, swav 0.0000 LR: 5.253e-02 Score 84.193 Data time: 0.1681, Forward time: 2.2728, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 7.2899 [2020-11-08 22:00:45,884][root][INFO] - ===> Epoch[197](5111/26): Loss 0.8004, Sem 0.5458, dir -0.0841, norm 0.3388, swav 0.0000 LR: 5.252e-02 Score 83.804 Data time: 0.2269, Forward time: 2.2728, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 4.3893 [2020-11-08 22:00:51,709][root][INFO] - ===> Epoch[197](5112/26): Loss 1.0645, Sem 0.7238, dir -0.1111, norm 0.4519, swav 0.0000 LR: 5.251e-02 Score 76.009 Data time: 0.2799, Forward time: 2.2730, Backward time: 3.0957, DDP time: 0.0055, Total iter time: 5.7227 [2020-11-08 22:00:58,291][root][INFO] - ===> Epoch[197](5113/26): Loss 0.9255, Sem 0.5988, dir -0.0519, norm 0.3786, swav 0.0000 LR: 5.250e-02 Score 81.886 Data time: 0.2262, Forward time: 2.2730, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 6.4584 [2020-11-08 22:01:04,973][root][INFO] - ===> Epoch[197](5114/26): Loss 0.8862, Sem 0.6189, dir -0.0742, norm 0.3415, swav 0.0000 LR: 5.249e-02 Score 81.236 Data time: 0.2775, Forward time: 2.2731, Backward time: 3.0959, DDP time: 0.0055, Total iter time: 6.5756 [2020-11-08 22:01:10,842][root][INFO] - ===> Epoch[197](5115/26): Loss 0.8583, Sem 0.6564, dir -0.1166, norm 0.3185, swav 0.0000 LR: 5.248e-02 Score 80.076 Data time: 0.2007, Forward time: 2.2731, Backward time: 3.0959, DDP time: 0.0055, Total iter time: 5.7040 [2020-11-08 22:01:16,890][root][INFO] - ===> Epoch[197](5116/26): Loss 0.9348, Sem 0.5900, dir -0.1030, norm 0.4478, swav 0.0000 LR: 5.247e-02 Score 78.887 Data time: 0.2341, Forward time: 2.2731, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.9256 [2020-11-08 22:01:23,053][root][INFO] - ===> Epoch[197](5117/26): Loss 1.1159, Sem 0.6344, dir -0.0622, norm 0.5437, swav 0.0000 LR: 5.246e-02 Score 78.259 Data time: 0.2291, Forward time: 2.2731, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 6.0383 [2020-11-08 22:01:28,543][root][INFO] - ===> Epoch[197](5118/26): Loss 0.9881, Sem 0.5786, dir -0.0432, norm 0.4526, swav 0.0000 LR: 5.245e-02 Score 81.731 Data time: 0.2396, Forward time: 2.2732, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 5.3443 [2020-11-08 22:01:33,555][root][INFO] - ===> Epoch[197](5119/26): Loss 0.8570, Sem 0.4861, dir -0.0939, norm 0.4648, swav 0.0000 LR: 5.244e-02 Score 86.094 Data time: 0.1725, Forward time: 2.2732, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 4.8796 [2020-11-08 22:01:39,068][root][INFO] - ===> Epoch[197](5120/26): Loss 0.9813, Sem 0.7051, dir -0.1157, norm 0.3920, swav 0.0000 LR: 5.243e-02 Score 79.237 Data time: 0.1879, Forward time: 2.2731, Backward time: 3.0957, DDP time: 0.0055, Total iter time: 5.4304 [2020-11-08 22:01:43,740][root][INFO] - ===> Epoch[197](5121/26): Loss 0.8729, Sem 0.5568, dir -0.0839, norm 0.4000, swav 0.0000 LR: 5.243e-02 Score 83.195 Data time: 0.1566, Forward time: 2.2730, Backward time: 3.0956, DDP time: 0.0055, Total iter time: 4.5762 [2020-11-08 22:01:49,312][root][INFO] - ===> Epoch[197](5122/26): Loss 0.9409, Sem 0.5748, dir -0.0127, norm 0.3788, swav 0.0000 LR: 5.242e-02 Score 81.575 Data time: 0.1994, Forward time: 2.2730, Backward time: 3.0956, DDP time: 0.0055, Total iter time: 5.5143 [2020-11-08 22:01:54,526][root][INFO] - ===> Epoch[198](5123/26): Loss 1.0687, Sem 0.5753, dir -0.0390, norm 0.5325, swav 0.0000 LR: 5.241e-02 Score 81.972 Data time: 0.1927, Forward time: 2.2730, Backward time: 3.0956, DDP time: 0.0055, Total iter time: 5.0933 [2020-11-08 22:02:01,922][root][INFO] - ===> Epoch[198](5124/26): Loss 1.0730, Sem 0.6665, dir -0.0634, norm 0.4698, swav 0.0000 LR: 5.240e-02 Score 78.697 Data time: 0.1678, Forward time: 2.2729, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 7.2984 [2020-11-08 22:02:07,956][root][INFO] - ===> Epoch[198](5125/26): Loss 0.7945, Sem 0.4784, dir -0.0704, norm 0.3865, swav 0.0000 LR: 5.239e-02 Score 84.757 Data time: 0.2385, Forward time: 2.2729, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.9475 [2020-11-08 22:02:14,091][root][INFO] - ===> Epoch[198](5126/26): Loss 1.0890, Sem 0.8169, dir -0.0774, norm 0.3494, swav 0.0000 LR: 5.238e-02 Score 72.430 Data time: 0.2239, Forward time: 2.2730, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 6.0077 [2020-11-08 22:02:20,298][root][INFO] - ===> Epoch[198](5127/26): Loss 1.0263, Sem 0.7385, dir -0.0874, norm 0.3751, swav 0.0000 LR: 5.237e-02 Score 75.688 Data time: 0.2063, Forward time: 2.2729, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 6.0833 [2020-11-08 22:02:26,373][root][INFO] - ===> Epoch[198](5128/26): Loss 0.9714, Sem 0.6702, dir -0.0633, norm 0.3645, swav 0.0000 LR: 5.236e-02 Score 79.156 Data time: 0.2447, Forward time: 2.2730, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.9823 [2020-11-08 22:02:31,374][root][INFO] - ===> Epoch[198](5129/26): Loss 0.8968, Sem 0.6383, dir -0.1315, norm 0.3899, swav 0.0000 LR: 5.235e-02 Score 78.237 Data time: 0.1858, Forward time: 2.2729, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 4.8744 [2020-11-08 22:02:38,475][root][INFO] - ===> Epoch[198](5130/26): Loss 0.8731, Sem 0.5515, dir -0.0815, norm 0.4031, swav 0.0000 LR: 5.234e-02 Score 82.066 Data time: 0.2218, Forward time: 2.2729, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 7.0055 [2020-11-08 22:02:44,044][root][INFO] - ===> Epoch[198](5131/26): Loss 0.9434, Sem 0.5776, dir -0.1335, norm 0.4993, swav 0.0000 LR: 5.233e-02 Score 82.786 Data time: 0.2506, Forward time: 2.2730, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.4421 [2020-11-08 22:02:49,765][root][INFO] - ===> Epoch[198](5132/26): Loss 0.9064, Sem 0.6268, dir -0.1172, norm 0.3969, swav 0.0000 LR: 5.232e-02 Score 80.347 Data time: 0.2256, Forward time: 2.2730, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.5839 [2020-11-08 22:02:54,757][root][INFO] - ===> Epoch[198](5133/26): Loss 0.8113, Sem 0.6022, dir -0.1244, norm 0.3335, swav 0.0000 LR: 5.231e-02 Score 82.735 Data time: 0.1524, Forward time: 2.2729, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 4.8738 [2020-11-08 22:03:00,715][root][INFO] - ===> Epoch[198](5134/26): Loss 1.1134, Sem 0.8302, dir -0.0946, norm 0.3778, swav 0.0000 LR: 5.230e-02 Score 76.030 Data time: 0.2003, Forward time: 2.2729, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.8929 [2020-11-08 22:03:07,499][root][INFO] - ===> Epoch[198](5135/26): Loss 0.8469, Sem 0.6539, dir -0.1202, norm 0.3131, swav 0.0000 LR: 5.229e-02 Score 79.054 Data time: 0.2031, Forward time: 2.2728, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 6.6812 [2020-11-08 22:03:12,687][root][INFO] - ===> Epoch[198](5136/26): Loss 0.8755, Sem 0.6518, dir -0.0969, norm 0.3207, swav 0.0000 LR: 5.228e-02 Score 82.579 Data time: 0.2229, Forward time: 2.2729, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.0903 [2020-11-08 22:03:18,286][root][INFO] - ===> Epoch[198](5137/26): Loss 0.7778, Sem 0.5074, dir -0.0664, norm 0.3367, swav 0.0000 LR: 5.227e-02 Score 83.061 Data time: 0.2298, Forward time: 2.2729, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.4658 [2020-11-08 22:03:25,511][root][INFO] - ===> Epoch[198](5138/26): Loss 0.7328, Sem 0.5666, dir -0.1481, norm 0.3144, swav 0.0000 LR: 5.226e-02 Score 82.089 Data time: 0.3629, Forward time: 2.2731, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 7.1071 [2020-11-08 22:03:31,531][root][INFO] - ===> Epoch[198](5139/26): Loss 0.8287, Sem 0.5411, dir -0.1114, norm 0.3990, swav 0.0000 LR: 5.225e-02 Score 81.023 Data time: 0.2933, Forward time: 2.2732, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.8595 [2020-11-08 22:03:37,003][root][INFO] - ===> Epoch[198](5140/26): Loss 0.8320, Sem 0.5065, dir -0.0800, norm 0.4054, swav 0.0000 LR: 5.224e-02 Score 82.875 Data time: 0.2254, Forward time: 2.2732, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.3402 [2020-11-08 22:03:41,699][root][INFO] - ===> Epoch[198](5141/26): Loss 0.7445, Sem 0.5880, dir -0.0909, norm 0.2475, swav 0.0000 LR: 5.223e-02 Score 79.185 Data time: 0.2181, Forward time: 2.2732, Backward time: 3.0959, DDP time: 0.0055, Total iter time: 4.5709 [2020-11-08 22:03:47,152][root][INFO] - ===> Epoch[198](5142/26): Loss 0.8673, Sem 0.5638, dir -0.0570, norm 0.3605, swav 0.0000 LR: 5.222e-02 Score 82.779 Data time: 0.1914, Forward time: 2.2732, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 5.3521 [2020-11-08 22:03:53,022][root][INFO] - ===> Epoch[198](5143/26): Loss 1.0099, Sem 0.6387, dir -0.0581, norm 0.4293, swav 0.0000 LR: 5.221e-02 Score 81.120 Data time: 0.1879, Forward time: 2.2731, Backward time: 3.0959, DDP time: 0.0055, Total iter time: 5.7459 [2020-11-08 22:03:57,738][root][INFO] - ===> Epoch[198](5144/26): Loss 0.8353, Sem 0.5558, dir -0.0887, norm 0.3682, swav 0.0000 LR: 5.220e-02 Score 80.719 Data time: 0.1658, Forward time: 2.2730, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 4.6373 [2020-11-08 22:04:03,750][root][INFO] - ===> Epoch[198](5145/26): Loss 0.8413, Sem 0.5983, dir -0.0818, norm 0.3248, swav 0.0000 LR: 5.219e-02 Score 80.108 Data time: 0.1531, Forward time: 2.2729, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.9163 [2020-11-08 22:04:09,248][root][INFO] - ===> Epoch[198](5146/26): Loss 0.8531, Sem 0.5622, dir -0.1205, norm 0.4115, swav 0.0000 LR: 5.218e-02 Score 85.009 Data time: 0.1396, Forward time: 2.2728, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.4187 [2020-11-08 22:04:14,703][root][INFO] - ===> Epoch[198](5147/26): Loss 1.0762, Sem 0.6831, dir -0.0322, norm 0.4253, swav 0.0000 LR: 5.217e-02 Score 79.485 Data time: 0.1476, Forward time: 2.2727, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.4203 [2020-11-08 22:04:20,400][root][INFO] - ===> Epoch[198](5148/26): Loss 0.9183, Sem 0.5810, dir -0.0877, norm 0.4250, swav 0.0000 LR: 5.216e-02 Score 82.178 Data time: 0.1605, Forward time: 2.2726, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 5.6033 [2020-11-08 22:04:25,348][root][INFO] - ===> Epoch[199](5149/26): Loss 0.9358, Sem 0.6716, dir -0.0823, norm 0.3465, swav 0.0000 LR: 5.215e-02 Score 79.809 Data time: 0.1385, Forward time: 2.2724, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 4.8666 [2020-11-08 22:04:31,155][root][INFO] - ===> Epoch[199](5150/26): Loss 0.9574, Sem 0.6856, dir -0.0860, norm 0.3579, swav 0.0000 LR: 5.214e-02 Score 77.760 Data time: 0.1863, Forward time: 2.2723, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.7199 [2020-11-08 22:04:37,841][root][INFO] - ===> Epoch[199](5151/26): Loss 0.9445, Sem 0.6323, dir -0.1226, norm 0.4347, swav 0.0000 LR: 5.213e-02 Score 81.362 Data time: 0.3564, Forward time: 2.2725, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 6.5808 [2020-11-08 22:04:42,740][root][INFO] - ===> Epoch[199](5152/26): Loss 0.8325, Sem 0.5864, dir -0.1068, norm 0.3528, swav 0.0000 LR: 5.213e-02 Score 81.320 Data time: 0.1977, Forward time: 2.2725, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 4.7682 [2020-11-08 22:04:47,714][root][INFO] - ===> Epoch[199](5153/26): Loss 0.9238, Sem 0.5833, dir -0.1239, norm 0.4644, swav 0.0000 LR: 5.212e-02 Score 82.041 Data time: 0.1972, Forward time: 2.2724, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 4.8643 [2020-11-08 22:04:53,565][root][INFO] - ===> Epoch[199](5154/26): Loss 0.9785, Sem 0.7332, dir -0.1726, norm 0.4178, swav 0.0000 LR: 5.211e-02 Score 77.101 Data time: 0.2562, Forward time: 2.2725, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.7272 [2020-11-08 22:04:59,523][root][INFO] - ===> Epoch[199](5155/26): Loss 0.8176, Sem 0.5995, dir -0.1000, norm 0.3181, swav 0.0000 LR: 5.210e-02 Score 80.428 Data time: 0.2217, Forward time: 2.2725, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.8138 [2020-11-08 22:05:04,318][root][INFO] - ===> Epoch[199](5156/26): Loss 0.8116, Sem 0.5051, dir -0.1250, norm 0.4315, swav 0.0000 LR: 5.209e-02 Score 81.942 Data time: 0.2050, Forward time: 2.2725, Backward time: 3.0959, DDP time: 0.0055, Total iter time: 4.6647 [2020-11-08 22:05:10,852][root][INFO] - ===> Epoch[199](5157/26): Loss 1.0314, Sem 0.5637, dir -0.0676, norm 0.5353, swav 0.0000 LR: 5.208e-02 Score 82.238 Data time: 0.2220, Forward time: 2.2725, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 6.4460 [2020-11-08 22:05:17,444][root][INFO] - ===> Epoch[199](5158/26): Loss 1.0459, Sem 0.7282, dir -0.1376, norm 0.4552, swav 0.0000 LR: 5.207e-02 Score 77.220 Data time: 0.2612, Forward time: 2.2726, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 6.4763 [2020-11-08 22:05:23,316][root][INFO] - ===> Epoch[199](5159/26): Loss 0.7983, Sem 0.6016, dir -0.1093, norm 0.3060, swav 0.0000 LR: 5.206e-02 Score 80.756 Data time: 0.2319, Forward time: 2.2727, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.7399 [2020-11-08 22:05:28,847][root][INFO] - ===> Epoch[199](5160/26): Loss 0.9470, Sem 0.6143, dir -0.0804, norm 0.4132, swav 0.0000 LR: 5.205e-02 Score 81.728 Data time: 0.1441, Forward time: 2.2725, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.4142 [2020-11-08 22:05:34,458][root][INFO] - ===> Epoch[199](5161/26): Loss 0.8605, Sem 0.4974, dir -0.0700, norm 0.4331, swav 0.0000 LR: 5.204e-02 Score 84.391 Data time: 0.2665, Forward time: 2.2726, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.5237 [2020-11-08 22:05:40,346][root][INFO] - ===> Epoch[199](5162/26): Loss 0.9873, Sem 0.6754, dir -0.0912, norm 0.4031, swav 0.0000 LR: 5.203e-02 Score 77.667 Data time: 0.2289, Forward time: 2.2727, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.7688 [2020-11-08 22:05:46,634][root][INFO] - ===> Epoch[199](5163/26): Loss 0.8932, Sem 0.5894, dir -0.1091, norm 0.4129, swav 0.0000 LR: 5.202e-02 Score 79.902 Data time: 0.2049, Forward time: 2.2727, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 6.1648 [2020-11-08 22:05:52,548][root][INFO] - ===> Epoch[199](5164/26): Loss 0.9142, Sem 0.6492, dir -0.0860, norm 0.3511, swav 0.0000 LR: 5.201e-02 Score 79.337 Data time: 0.2186, Forward time: 2.2727, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.8138 [2020-11-08 22:05:58,457][root][INFO] - ===> Epoch[199](5165/26): Loss 0.9646, Sem 0.6514, dir -0.0324, norm 0.3457, swav 0.0000 LR: 5.200e-02 Score 79.923 Data time: 0.2093, Forward time: 2.2727, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.7754 [2020-11-08 22:06:05,111][root][INFO] - ===> Epoch[199](5166/26): Loss 0.7794, Sem 0.5124, dir -0.1078, norm 0.3748, swav 0.0000 LR: 5.199e-02 Score 85.183 Data time: 0.1886, Forward time: 2.2726, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 6.5614 [2020-11-08 22:06:12,007][root][INFO] - ===> Epoch[199](5167/26): Loss 0.8714, Sem 0.5864, dir -0.1142, norm 0.3992, swav 0.0000 LR: 5.198e-02 Score 80.749 Data time: 0.2322, Forward time: 2.2727, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 6.8160 [2020-11-08 22:06:17,153][root][INFO] - ===> Epoch[199](5168/26): Loss 1.0334, Sem 0.6275, dir -0.0860, norm 0.4919, swav 0.0000 LR: 5.197e-02 Score 75.839 Data time: 0.2295, Forward time: 2.2727, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.0251 [2020-11-08 22:06:21,718][root][INFO] - ===> Epoch[199](5169/26): Loss 1.0009, Sem 0.6434, dir -0.1167, norm 0.4742, swav 0.0000 LR: 5.196e-02 Score 83.000 Data time: 0.2005, Forward time: 2.2727, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 4.4500 [2020-11-08 22:06:27,959][root][INFO] - ===> Epoch[199](5170/26): Loss 0.7693, Sem 0.5892, dir -0.1181, norm 0.2983, swav 0.0000 LR: 5.195e-02 Score 82.680 Data time: 0.2103, Forward time: 2.2727, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 6.1439 [2020-11-08 22:06:34,285][root][INFO] - ===> Epoch[199](5171/26): Loss 0.8546, Sem 0.5934, dir -0.0689, norm 0.3300, swav 0.0000 LR: 5.194e-02 Score 80.647 Data time: 0.1963, Forward time: 2.2726, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 6.2008 [2020-11-08 22:06:38,715][root][INFO] - ===> Epoch[199](5172/26): Loss 0.8888, Sem 0.5314, dir -0.0480, norm 0.4054, swav 0.0000 LR: 5.193e-02 Score 81.408 Data time: 0.2044, Forward time: 2.2726, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 4.3434 [2020-11-08 22:06:43,655][root][INFO] - ===> Epoch[199](5173/26): Loss 0.9565, Sem 0.6288, dir -0.1210, norm 0.4488, swav 0.0000 LR: 5.192e-02 Score 79.658 Data time: 0.2127, Forward time: 2.2726, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 4.8387 [2020-11-08 22:06:49,354][root][INFO] - ===> Epoch[199](5174/26): Loss 0.9263, Sem 0.6138, dir -0.1114, norm 0.4239, swav 0.0000 LR: 5.191e-02 Score 80.664 Data time: 0.1726, Forward time: 2.2725, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 5.6033 [2020-11-08 22:06:56,639][root][INFO] - ===> Epoch[200](5175/26): Loss 0.9802, Sem 0.7297, dir -0.1193, norm 0.3699, swav 0.0000 LR: 5.190e-02 Score 77.859 Data time: 0.2124, Forward time: 2.2725, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 7.1914 [2020-11-08 22:07:01,534][root][INFO] - ===> Epoch[200](5176/26): Loss 0.9459, Sem 0.5537, dir -0.0608, norm 0.4530, swav 0.0000 LR: 5.189e-02 Score 80.781 Data time: 0.1523, Forward time: 2.2723, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 4.7924 [2020-11-08 22:07:06,736][root][INFO] - ===> Epoch[200](5177/26): Loss 0.9703, Sem 0.6529, dir -0.0859, norm 0.4033, swav 0.0000 LR: 5.188e-02 Score 83.097 Data time: 0.1951, Forward time: 2.2723, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 5.0987 [2020-11-08 22:07:12,316][root][INFO] - ===> Epoch[200](5178/26): Loss 0.7688, Sem 0.5842, dir -0.1421, norm 0.3267, swav 0.0000 LR: 5.187e-02 Score 80.719 Data time: 0.2536, Forward time: 2.2723, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 5.4661 [2020-11-08 22:07:18,036][root][INFO] - ===> Epoch[200](5179/26): Loss 1.0066, Sem 0.6791, dir -0.1001, norm 0.4275, swav 0.0000 LR: 5.186e-02 Score 78.201 Data time: 0.2589, Forward time: 2.2724, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.6181 [2020-11-08 22:07:23,414][root][INFO] - ===> Epoch[200](5180/26): Loss 0.9789, Sem 0.6707, dir -0.1497, norm 0.4578, swav 0.0000 LR: 5.185e-02 Score 78.529 Data time: 0.2640, Forward time: 2.2725, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.2331 [2020-11-08 22:07:28,624][root][INFO] - ===> Epoch[200](5181/26): Loss 0.9087, Sem 0.5510, dir -0.0875, norm 0.4451, swav 0.0000 LR: 5.184e-02 Score 83.426 Data time: 0.2338, Forward time: 2.2726, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 5.0940 [2020-11-08 22:07:35,021][root][INFO] - ===> Epoch[200](5182/26): Loss 0.9215, Sem 0.5803, dir -0.1396, norm 0.4808, swav 0.0000 LR: 5.183e-02 Score 80.830 Data time: 0.2279, Forward time: 2.2726, Backward time: 3.0959, DDP time: 0.0055, Total iter time: 6.2832 [2020-11-08 22:07:40,854][root][INFO] - ===> Epoch[200](5183/26): Loss 0.8993, Sem 0.6418, dir -0.1572, norm 0.4146, swav 0.0000 LR: 5.183e-02 Score 77.803 Data time: 0.2227, Forward time: 2.2726, Backward time: 3.0959, DDP time: 0.0055, Total iter time: 5.7179 [2020-11-08 22:07:47,134][root][INFO] - ===> Epoch[200](5184/26): Loss 0.9287, Sem 0.6332, dir -0.1219, norm 0.4174, swav 0.0000 LR: 5.182e-02 Score 79.965 Data time: 0.2367, Forward time: 2.2727, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 6.1688 [2020-11-08 22:07:52,957][root][INFO] - ===> Epoch[200](5185/26): Loss 0.7975, Sem 0.5607, dir -0.1271, norm 0.3640, swav 0.0000 LR: 5.181e-02 Score 82.056 Data time: 0.1841, Forward time: 2.2726, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 5.6882 [2020-11-08 22:07:57,565][root][INFO] - ===> Epoch[200](5186/26): Loss 0.8074, Sem 0.6091, dir -0.0918, norm 0.2901, swav 0.0000 LR: 5.180e-02 Score 78.835 Data time: 0.1997, Forward time: 2.2726, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 4.5347 [2020-11-08 22:08:03,487][root][INFO] - ===> Epoch[200](5187/26): Loss 0.9047, Sem 0.6106, dir -0.0824, norm 0.3764, swav 0.0000 LR: 5.179e-02 Score 81.045 Data time: 0.2171, Forward time: 2.2726, Backward time: 3.0959, DDP time: 0.0055, Total iter time: 5.8339 [2020-11-08 22:08:08,841][root][INFO] - ===> Epoch[200](5188/26): Loss 0.8699, Sem 0.6020, dir -0.1089, norm 0.3768, swav 0.0000 LR: 5.178e-02 Score 83.158 Data time: 0.2163, Forward time: 2.2725, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 5.2205 [2020-11-08 22:08:14,674][root][INFO] - ===> Epoch[200](5189/26): Loss 0.8609, Sem 0.6390, dir -0.0791, norm 0.3010, swav 0.0000 LR: 5.177e-02 Score 81.573 Data time: 0.2032, Forward time: 2.2725, Backward time: 3.0959, DDP time: 0.0055, Total iter time: 5.7392 [2020-11-08 22:08:20,217][root][INFO] - ===> Epoch[200](5190/26): Loss 0.8358, Sem 0.5871, dir -0.0594, norm 0.3081, swav 0.0000 LR: 5.176e-02 Score 81.061 Data time: 0.2582, Forward time: 2.2726, Backward time: 3.0958, DDP time: 0.0055, Total iter time: 5.4482 [2020-11-08 22:08:26,998][root][INFO] - ===> Epoch[200](5191/26): Loss 0.8198, Sem 0.4917, dir -0.0689, norm 0.3970, swav 0.0000 LR: 5.175e-02 Score 86.713 Data time: 0.1984, Forward time: 2.2725, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 6.6678 [2020-11-08 22:08:34,715][root][INFO] - ===> Epoch[200](5192/26): Loss 0.9604, Sem 0.7131, dir -0.0885, norm 0.3358, swav 0.0000 LR: 5.174e-02 Score 78.138 Data time: 0.4053, Forward time: 2.2728, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 7.5962 [2020-11-08 22:08:41,773][root][INFO] - ===> Epoch[200](5193/26): Loss 0.8636, Sem 0.6293, dir -0.0710, norm 0.3054, swav 0.0000 LR: 5.173e-02 Score 78.718 Data time: 0.3003, Forward time: 2.2730, Backward time: 3.0961, DDP time: 0.0055, Total iter time: 6.9267 [2020-11-08 22:08:46,595][root][INFO] - ===> Epoch[200](5194/26): Loss 0.8249, Sem 0.5563, dir -0.1277, norm 0.3963, swav 0.0000 LR: 5.172e-02 Score 80.841 Data time: 0.1519, Forward time: 2.2729, Backward time: 3.0960, DDP time: 0.0055, Total iter time: 4.6791 [2020-11-08 22:08:52,611][root][INFO] - ===> Epoch[200](5195/26): Loss 1.0447, Sem 0.6634, dir -0.0531, norm 0.4344, swav 0.0000 LR: 5.171e-02 Score 81.766 Data time: 0.1578, Forward time: 2.2727, Backward time: 3.0962, DDP time: 0.0055, Total iter time: 5.9133 [2020-11-08 22:08:58,770][root][INFO] - ===> Epoch[200](5196/26): Loss 1.0063, Sem 0.6076, dir -0.0527, norm 0.4514, swav 0.0000 LR: 5.170e-02 Score 80.852 Data time: 0.1786, Forward time: 2.2727, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 6.0856 [2020-11-08 22:09:04,168][root][INFO] - ===> Epoch[200](5197/26): Loss 1.0645, Sem 0.5696, dir -0.0827, norm 0.5775, swav 0.0000 LR: 5.169e-02 Score 81.359 Data time: 0.1958, Forward time: 2.2726, Backward time: 3.0963, DDP time: 0.0055, Total iter time: 5.3024 [2020-11-08 22:09:10,731][root][INFO] - ===> Epoch[200](5198/26): Loss 0.7282, Sem 0.5258, dir -0.1018, norm 0.3042, swav 0.0000 LR: 5.168e-02 Score 83.448 Data time: 0.1679, Forward time: 2.2726, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 6.4666 [2020-11-08 22:09:16,820][root][INFO] - ===> Epoch[200](5199/26): Loss 0.8242, Sem 0.5309, dir -0.0823, norm 0.3756, swav 0.0000 LR: 5.167e-02 Score 82.790 Data time: 0.1792, Forward time: 2.2725, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 6.0120 [2020-11-08 22:09:22,624][root][INFO] - ===> Epoch[200](5200/26): Loss 1.0936, Sem 0.6542, dir -0.0514, norm 0.4907, swav 0.0000 LR: 5.166e-02 Score 78.609 Data time: 0.1981, Forward time: 2.2724, Backward time: 3.0968, DDP time: 0.0055, Total iter time: 5.7108 [2020-11-08 22:09:29,771][root][INFO] - ===> Epoch[201](5201/26): Loss 0.9007, Sem 0.6072, dir -0.1053, norm 0.3988, swav 0.0000 LR: 5.165e-02 Score 79.948 Data time: 0.2954, Forward time: 2.2725, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 7.1026 [2020-11-08 22:09:35,200][root][INFO] - ===> Epoch[201](5202/26): Loss 0.9668, Sem 0.6673, dir -0.1296, norm 0.4291, swav 0.0000 LR: 5.164e-02 Score 77.553 Data time: 0.2427, Forward time: 2.2726, Backward time: 3.0968, DDP time: 0.0055, Total iter time: 5.3025 [2020-11-08 22:09:40,466][root][INFO] - ===> Epoch[201](5203/26): Loss 0.9626, Sem 0.5753, dir -0.0672, norm 0.4545, swav 0.0000 LR: 5.163e-02 Score 83.437 Data time: 0.2228, Forward time: 2.2726, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.1507 [2020-11-08 22:09:46,131][root][INFO] - ===> Epoch[201](5204/26): Loss 0.9388, Sem 0.6486, dir -0.0816, norm 0.3717, swav 0.0000 LR: 5.162e-02 Score 80.421 Data time: 0.1765, Forward time: 2.2725, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 5.5526 [2020-11-08 22:09:51,204][root][INFO] - ===> Epoch[201](5205/26): Loss 0.9712, Sem 0.6576, dir -0.1274, norm 0.4410, swav 0.0000 LR: 5.161e-02 Score 80.440 Data time: 0.2417, Forward time: 2.2726, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 4.9759 [2020-11-08 22:09:56,272][root][INFO] - ===> Epoch[201](5206/26): Loss 0.8439, Sem 0.4907, dir -0.0732, norm 0.4263, swav 0.0000 LR: 5.160e-02 Score 82.888 Data time: 0.2229, Forward time: 2.2726, Backward time: 3.0964, DDP time: 0.0055, Total iter time: 4.9403 [2020-11-08 22:10:02,349][root][INFO] - ===> Epoch[201](5207/26): Loss 0.9306, Sem 0.6242, dir -0.1389, norm 0.4453, swav 0.0000 LR: 5.159e-02 Score 81.743 Data time: 0.1973, Forward time: 2.2726, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 5.9499 [2020-11-08 22:10:08,452][root][INFO] - ===> Epoch[201](5208/26): Loss 0.7463, Sem 0.5317, dir -0.0746, norm 0.2892, swav 0.0000 LR: 5.158e-02 Score 83.584 Data time: 0.1803, Forward time: 2.2725, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 6.0094 [2020-11-08 22:10:14,683][root][INFO] - ===> Epoch[201](5209/26): Loss 0.7607, Sem 0.5697, dir -0.1291, norm 0.3201, swav 0.0000 LR: 5.157e-02 Score 81.225 Data time: 0.1185, Forward time: 2.2723, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 6.1308 [2020-11-08 22:10:20,606][root][INFO] - ===> Epoch[201](5210/26): Loss 0.9204, Sem 0.5829, dir -0.1427, norm 0.4803, swav 0.0000 LR: 5.156e-02 Score 82.178 Data time: 0.2354, Forward time: 2.2723, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 5.8414 [2020-11-08 22:10:27,746][root][INFO] - ===> Epoch[201](5211/26): Loss 0.7935, Sem 0.6218, dir -0.0714, norm 0.2431, swav 0.0000 LR: 5.155e-02 Score 79.328 Data time: 0.2824, Forward time: 2.2724, Backward time: 3.0971, DDP time: 0.0055, Total iter time: 7.0424 [2020-11-08 22:10:32,914][root][INFO] - ===> Epoch[201](5212/26): Loss 0.9236, Sem 0.6242, dir -0.0915, norm 0.3909, swav 0.0000 LR: 5.154e-02 Score 81.147 Data time: 0.2414, Forward time: 2.2725, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 5.0074 [2020-11-08 22:10:38,344][root][INFO] - ===> Epoch[201](5213/26): Loss 0.8998, Sem 0.6512, dir -0.1133, norm 0.3619, swav 0.0000 LR: 5.153e-02 Score 76.699 Data time: 0.2045, Forward time: 2.2725, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 5.3287 [2020-11-08 22:10:43,738][root][INFO] - ===> Epoch[201](5214/26): Loss 0.8528, Sem 0.5580, dir -0.0659, norm 0.3607, swav 0.0000 LR: 5.152e-02 Score 81.960 Data time: 0.2328, Forward time: 2.2725, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 5.2868 [2020-11-08 22:10:50,462][root][INFO] - ===> Epoch[201](5215/26): Loss 0.8488, Sem 0.5279, dir -0.0858, norm 0.4068, swav 0.0000 LR: 5.152e-02 Score 85.931 Data time: 0.2565, Forward time: 2.2726, Backward time: 3.0968, DDP time: 0.0055, Total iter time: 6.6062 [2020-11-08 22:10:57,798][root][INFO] - ===> Epoch[201](5216/26): Loss 0.7909, Sem 0.5936, dir -0.1596, norm 0.3569, swav 0.0000 LR: 5.151e-02 Score 81.462 Data time: 0.2221, Forward time: 2.2727, Backward time: 3.0971, DDP time: 0.0055, Total iter time: 7.2025 [2020-11-08 22:11:03,102][root][INFO] - ===> Epoch[201](5217/26): Loss 0.9230, Sem 0.5630, dir -0.0645, norm 0.4245, swav 0.0000 LR: 5.150e-02 Score 82.557 Data time: 0.1824, Forward time: 2.2726, Backward time: 3.0970, DDP time: 0.0055, Total iter time: 5.1789 [2020-11-08 22:11:08,698][root][INFO] - ===> Epoch[201](5218/26): Loss 0.9728, Sem 0.5686, dir -0.0488, norm 0.4530, swav 0.0000 LR: 5.149e-02 Score 79.980 Data time: 0.1544, Forward time: 2.2725, Backward time: 3.0971, DDP time: 0.0055, Total iter time: 5.5083 [2020-11-08 22:11:15,519][root][INFO] - ===> Epoch[201](5219/26): Loss 0.9738, Sem 0.5523, dir -0.0389, norm 0.4604, swav 0.0000 LR: 5.148e-02 Score 83.186 Data time: 0.2274, Forward time: 2.2726, Backward time: 3.0973, DDP time: 0.0055, Total iter time: 6.7323 [2020-11-08 22:11:20,471][root][INFO] - ===> Epoch[201](5220/26): Loss 0.8782, Sem 0.6004, dir -0.0985, norm 0.3763, swav 0.0000 LR: 5.147e-02 Score 79.381 Data time: 0.2514, Forward time: 2.2726, Backward time: 3.0971, DDP time: 0.0055, Total iter time: 4.8339 [2020-11-08 22:11:26,213][root][INFO] - ===> Epoch[201](5221/26): Loss 0.8306, Sem 0.4569, dir -0.0676, norm 0.4413, swav 0.0000 LR: 5.146e-02 Score 84.286 Data time: 0.2796, Forward time: 2.2727, Backward time: 3.0969, DDP time: 0.0055, Total iter time: 5.6064 [2020-11-08 22:11:30,616][root][INFO] - ===> Epoch[201](5222/26): Loss 0.9032, Sem 0.5256, dir -0.0700, norm 0.4476, swav 0.0000 LR: 5.145e-02 Score 84.672 Data time: 0.1812, Forward time: 2.2727, Backward time: 3.0967, DDP time: 0.0055, Total iter time: 4.2649 [2020-11-08 22:11:36,489][root][INFO] - ===> Epoch[201](5223/26): Loss 0.9310, Sem 0.5803, dir -0.0776, norm 0.4283, swav 0.0000 LR: 5.144e-02 Score 80.183 Data time: 0.3121, Forward time: 2.2728, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.7655 [2020-11-08 22:11:42,807][root][INFO] - ===> Epoch[201](5224/26): Loss 1.0169, Sem 0.6875, dir -0.0845, norm 0.4139, swav 0.0000 LR: 5.143e-02 Score 78.310 Data time: 0.3015, Forward time: 2.2730, Backward time: 3.0965, DDP time: 0.0055, Total iter time: 6.1674 [2020-11-08 22:11:49,097][root][INFO] - ===> Epoch[201](5225/26): Loss 0.8781, Sem 0.6433, dir -0.0983, norm 0.3331, swav 0.0000 LR: 5.142e-02 Score 79.978 Data time: 0.1942, Forward time: 2.2729, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 6.1608 [2020-11-08 22:11:54,523][root][INFO] - ===> Epoch[201](5226/26): Loss 0.8835, Sem 0.6305, dir -0.1318, norm 0.3848, swav 0.0000 LR: 5.141e-02 Score 82.138 Data time: 0.2083, Forward time: 2.2729, Backward time: 3.0966, DDP time: 0.0055, Total iter time: 5.3330 [2020-11-08 22:11:59,621][root][INFO] - ===> Epoch[202](5227/26): Loss 0.8798, Sem 0.4948, dir -0.0901, norm 0.4751, swav 0.0000 LR: 5.140e-02 Score 82.679 Data time: 0.1509, Forward time: 2.2728, Backward time: 3.0966, DDP time: 0.0056, Total iter time: 4.9851 [2020-11-08 22:12:05,201][root][INFO] - ===> Epoch[202](5228/26): Loss 0.8070, Sem 0.5312, dir -0.1096, norm 0.3854, swav 0.0000 LR: 5.139e-02 Score 85.521 Data time: 0.1928, Forward time: 2.2728, Backward time: 3.0966, DDP time: 0.0056, Total iter time: 5.5099 [2020-11-08 22:12:11,958][root][INFO] - ===> Epoch[202](5229/26): Loss 0.7792, Sem 0.5257, dir -0.1228, norm 0.3763, swav 0.0000 LR: 5.138e-02 Score 81.595 Data time: 0.2067, Forward time: 2.2728, Backward time: 3.0968, DDP time: 0.0056, Total iter time: 6.6498 [2020-11-08 22:12:17,743][root][INFO] - ===> Epoch[202](5230/26): Loss 0.8207, Sem 0.5312, dir -0.0866, norm 0.3761, swav 0.0000 LR: 5.137e-02 Score 83.809 Data time: 0.1938, Forward time: 2.2727, Backward time: 3.0968, DDP time: 0.0056, Total iter time: 5.6816 [2020-11-08 22:12:23,183][root][INFO] - ===> Epoch[202](5231/26): Loss 1.0288, Sem 0.7112, dir -0.1179, norm 0.4355, swav 0.0000 LR: 5.136e-02 Score 79.400 Data time: 0.2645, Forward time: 2.2728, Backward time: 3.0967, DDP time: 0.0056, Total iter time: 5.3148 [2020-11-08 22:12:29,322][root][INFO] - ===> Epoch[202](5232/26): Loss 0.8369, Sem 0.5733, dir -0.1028, norm 0.3665, swav 0.0000 LR: 5.135e-02 Score 81.857 Data time: 0.2058, Forward time: 2.2728, Backward time: 3.0968, DDP time: 0.0056, Total iter time: 6.0185 [2020-11-08 22:12:35,060][root][INFO] - ===> Epoch[202](5233/26): Loss 0.8992, Sem 0.5838, dir -0.1027, norm 0.4181, swav 0.0000 LR: 5.134e-02 Score 84.127 Data time: 0.2242, Forward time: 2.2728, Backward time: 3.0968, DDP time: 0.0056, Total iter time: 5.6335 [2020-11-08 22:12:43,222][root][INFO] - ===> Epoch[202](5234/26): Loss 0.9753, Sem 0.5932, dir -0.1063, norm 0.4884, swav 0.0000 LR: 5.133e-02 Score 78.768 Data time: 0.1606, Forward time: 2.2727, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 8.0372 [2020-11-08 22:12:48,677][root][INFO] - ===> Epoch[202](5235/26): Loss 0.7392, Sem 0.5709, dir -0.1397, norm 0.3080, swav 0.0000 LR: 5.132e-02 Score 80.770 Data time: 0.1519, Forward time: 2.2726, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 5.3784 [2020-11-08 22:12:53,984][root][INFO] - ===> Epoch[202](5236/26): Loss 0.9046, Sem 0.5443, dir -0.0935, norm 0.4538, swav 0.0000 LR: 5.131e-02 Score 84.769 Data time: 0.2377, Forward time: 2.2727, Backward time: 3.0972, DDP time: 0.0056, Total iter time: 5.2283 [2020-11-08 22:12:59,308][root][INFO] - ===> Epoch[202](5237/26): Loss 0.7575, Sem 0.5572, dir -0.0941, norm 0.2944, swav 0.0000 LR: 5.130e-02 Score 82.467 Data time: 0.1769, Forward time: 2.2726, Backward time: 3.0972, DDP time: 0.0056, Total iter time: 5.2087 [2020-11-08 22:13:06,126][root][INFO] - ===> Epoch[202](5238/26): Loss 0.8938, Sem 0.6262, dir -0.1221, norm 0.3897, swav 0.0000 LR: 5.129e-02 Score 77.784 Data time: 0.2134, Forward time: 2.2726, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 6.7243 [2020-11-08 22:13:10,877][root][INFO] - ===> Epoch[202](5239/26): Loss 0.6293, Sem 0.4816, dir -0.1317, norm 0.2794, swav 0.0000 LR: 5.128e-02 Score 85.469 Data time: 0.1455, Forward time: 2.2724, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 4.6511 [2020-11-08 22:13:17,038][root][INFO] - ===> Epoch[202](5240/26): Loss 0.8109, Sem 0.5690, dir -0.1229, norm 0.3648, swav 0.0000 LR: 5.127e-02 Score 83.970 Data time: 0.2260, Forward time: 2.2725, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 6.0997 [2020-11-08 22:13:22,256][root][INFO] - ===> Epoch[202](5241/26): Loss 0.7824, Sem 0.5380, dir -0.1023, norm 0.3467, swav 0.0000 LR: 5.126e-02 Score 81.720 Data time: 0.1958, Forward time: 2.2725, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 5.1059 [2020-11-08 22:13:27,663][root][INFO] - ===> Epoch[202](5242/26): Loss 0.9097, Sem 0.6791, dir -0.0656, norm 0.2962, swav 0.0000 LR: 5.125e-02 Score 81.150 Data time: 0.2930, Forward time: 2.2725, Backward time: 3.0972, DDP time: 0.0056, Total iter time: 5.3090 [2020-11-08 22:13:33,168][root][INFO] - ===> Epoch[202](5243/26): Loss 0.8323, Sem 0.5924, dir -0.0814, norm 0.3214, swav 0.0000 LR: 5.124e-02 Score 81.341 Data time: 0.2046, Forward time: 2.2725, Backward time: 3.0972, DDP time: 0.0056, Total iter time: 5.3888 [2020-11-08 22:13:40,831][root][INFO] - ===> Epoch[202](5244/26): Loss 0.8462, Sem 0.5432, dir -0.1118, norm 0.4148, swav 0.0000 LR: 5.123e-02 Score 80.494 Data time: 0.2148, Forward time: 2.2725, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 7.5800 [2020-11-08 22:13:45,729][root][INFO] - ===> Epoch[202](5245/26): Loss 0.9493, Sem 0.6924, dir -0.1164, norm 0.3733, swav 0.0000 LR: 5.122e-02 Score 78.647 Data time: 0.2298, Forward time: 2.2725, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 4.7851 [2020-11-08 22:13:51,283][root][INFO] - ===> Epoch[202](5246/26): Loss 0.8648, Sem 0.6262, dir -0.0797, norm 0.3182, swav 0.0000 LR: 5.121e-02 Score 79.865 Data time: 0.1372, Forward time: 2.2724, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 5.4327 [2020-11-08 22:13:57,399][root][INFO] - ===> Epoch[202](5247/26): Loss 0.8619, Sem 0.5773, dir -0.0910, norm 0.3756, swav 0.0000 LR: 5.121e-02 Score 81.871 Data time: 0.1877, Forward time: 2.2723, Backward time: 3.0976, DDP time: 0.0056, Total iter time: 6.0444 [2020-11-08 22:14:02,832][root][INFO] - ===> Epoch[202](5248/26): Loss 0.7347, Sem 0.5643, dir -0.1557, norm 0.3261, swav 0.0000 LR: 5.120e-02 Score 80.382 Data time: 0.2245, Forward time: 2.2723, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 5.3318 [2020-11-08 22:14:08,274][root][INFO] - ===> Epoch[202](5249/26): Loss 0.8389, Sem 0.5571, dir -0.0663, norm 0.3481, swav 0.0000 LR: 5.119e-02 Score 84.397 Data time: 0.2294, Forward time: 2.2723, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 5.3286 [2020-11-08 22:14:15,963][root][INFO] - ===> Epoch[202](5250/26): Loss 0.9185, Sem 0.5646, dir -0.0386, norm 0.3925, swav 0.0000 LR: 5.118e-02 Score 82.898 Data time: 0.3947, Forward time: 2.2726, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 7.5883 [2020-11-08 22:14:21,600][root][INFO] - ===> Epoch[202](5251/26): Loss 1.0310, Sem 0.5803, dir -0.0380, norm 0.4887, swav 0.0000 LR: 5.117e-02 Score 80.616 Data time: 0.1995, Forward time: 2.2726, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 5.4848 [2020-11-08 22:14:28,129][root][INFO] - ===> Epoch[202](5252/26): Loss 0.9279, Sem 0.5033, dir -0.0353, norm 0.4598, swav 0.0000 LR: 5.116e-02 Score 85.116 Data time: 0.2208, Forward time: 2.2726, Backward time: 3.0976, DDP time: 0.0056, Total iter time: 6.4151 [2020-11-08 22:14:34,210][root][INFO] - ===> Epoch[203](5253/26): Loss 0.8338, Sem 0.5740, dir -0.1172, norm 0.3771, swav 0.0000 LR: 5.115e-02 Score 79.721 Data time: 0.2857, Forward time: 2.2728, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 5.9792 [2020-11-08 22:14:39,975][root][INFO] - ===> Epoch[203](5254/26): Loss 1.0145, Sem 0.6903, dir -0.0683, norm 0.3925, swav 0.0000 LR: 5.114e-02 Score 79.498 Data time: 0.1954, Forward time: 2.2727, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 5.6409 [2020-11-08 22:14:45,930][root][INFO] - ===> Epoch[203](5255/26): Loss 0.9413, Sem 0.5490, dir -0.0620, norm 0.4543, swav 0.0000 LR: 5.113e-02 Score 84.201 Data time: 0.2126, Forward time: 2.2728, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 5.8507 [2020-11-08 22:14:52,275][root][INFO] - ===> Epoch[203](5256/26): Loss 1.1244, Sem 0.7140, dir -0.0718, norm 0.4822, swav 0.0000 LR: 5.112e-02 Score 78.375 Data time: 0.1321, Forward time: 2.2726, Backward time: 3.0978, DDP time: 0.0056, Total iter time: 6.2287 [2020-11-08 22:14:57,702][root][INFO] - ===> Epoch[203](5257/26): Loss 1.0483, Sem 0.6977, dir -0.0864, norm 0.4370, swav 0.0000 LR: 5.111e-02 Score 76.979 Data time: 0.1223, Forward time: 2.2724, Backward time: 3.0979, DDP time: 0.0056, Total iter time: 5.3610 [2020-11-08 22:15:03,480][root][INFO] - ===> Epoch[203](5258/26): Loss 0.9495, Sem 0.6007, dir -0.0994, norm 0.4482, swav 0.0000 LR: 5.110e-02 Score 79.742 Data time: 0.1821, Forward time: 2.2724, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 5.7505 [2020-11-08 22:15:09,045][root][INFO] - ===> Epoch[203](5259/26): Loss 0.8563, Sem 0.5990, dir -0.0888, norm 0.3462, swav 0.0000 LR: 5.109e-02 Score 80.878 Data time: 0.2031, Forward time: 2.2724, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 5.4570 [2020-11-08 22:15:14,396][root][INFO] - ===> Epoch[203](5260/26): Loss 0.9682, Sem 0.5413, dir -0.0782, norm 0.5050, swav 0.0000 LR: 5.108e-02 Score 84.036 Data time: 0.1774, Forward time: 2.2723, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 5.2321 [2020-11-08 22:15:19,143][root][INFO] - ===> Epoch[203](5261/26): Loss 0.9697, Sem 0.5776, dir -0.0614, norm 0.4534, swav 0.0000 LR: 5.107e-02 Score 80.129 Data time: 0.1849, Forward time: 2.2722, Backward time: 3.0978, DDP time: 0.0056, Total iter time: 4.6399 [2020-11-08 22:15:25,321][root][INFO] - ===> Epoch[203](5262/26): Loss 1.0564, Sem 0.6197, dir -0.0949, norm 0.5316, swav 0.0000 LR: 5.106e-02 Score 79.312 Data time: 0.1705, Forward time: 2.2721, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 6.0689 [2020-11-08 22:15:31,619][root][INFO] - ===> Epoch[203](5263/26): Loss 0.7880, Sem 0.5854, dir -0.0756, norm 0.2782, swav 0.0000 LR: 5.105e-02 Score 84.428 Data time: 0.2178, Forward time: 2.2721, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 6.2149 [2020-11-08 22:15:37,245][root][INFO] - ===> Epoch[203](5264/26): Loss 0.9135, Sem 0.5841, dir -0.0934, norm 0.4228, swav 0.0000 LR: 5.104e-02 Score 81.831 Data time: 0.1817, Forward time: 2.2721, Backward time: 3.0982, DDP time: 0.0056, Total iter time: 5.5087 [2020-11-08 22:15:43,970][root][INFO] - ===> Epoch[203](5265/26): Loss 1.0599, Sem 0.7010, dir -0.1174, norm 0.4763, swav 0.0000 LR: 5.103e-02 Score 78.999 Data time: 0.2188, Forward time: 2.2721, Backward time: 3.0983, DDP time: 0.0056, Total iter time: 6.6156 [2020-11-08 22:15:48,602][root][INFO] - ===> Epoch[203](5266/26): Loss 0.9463, Sem 0.5920, dir -0.0621, norm 0.4164, swav 0.0000 LR: 5.102e-02 Score 81.514 Data time: 0.1218, Forward time: 2.2719, Backward time: 3.0983, DDP time: 0.0056, Total iter time: 4.5147 [2020-11-08 22:15:53,829][root][INFO] - ===> Epoch[203](5267/26): Loss 0.7926, Sem 0.5570, dir -0.1154, norm 0.3509, swav 0.0000 LR: 5.101e-02 Score 79.927 Data time: 0.1756, Forward time: 2.2718, Backward time: 3.0983, DDP time: 0.0056, Total iter time: 5.1608 [2020-11-08 22:15:59,332][root][INFO] - ===> Epoch[203](5268/26): Loss 0.9965, Sem 0.6863, dir -0.0742, norm 0.3844, swav 0.0000 LR: 5.100e-02 Score 76.626 Data time: 0.2068, Forward time: 2.2718, Backward time: 3.0983, DDP time: 0.0056, Total iter time: 5.4066 [2020-11-08 22:16:04,141][root][INFO] - ===> Epoch[203](5269/26): Loss 1.0138, Sem 0.6164, dir -0.0595, norm 0.4568, swav 0.0000 LR: 5.099e-02 Score 78.422 Data time: 0.2265, Forward time: 2.2718, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 4.6884 [2020-11-08 22:16:10,379][root][INFO] - ===> Epoch[203](5270/26): Loss 0.9045, Sem 0.5310, dir -0.0638, norm 0.4373, swav 0.0000 LR: 5.098e-02 Score 82.387 Data time: 0.2329, Forward time: 2.2718, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 6.1186 [2020-11-08 22:16:17,441][root][INFO] - ===> Epoch[203](5271/26): Loss 1.0439, Sem 0.5802, dir -0.0781, norm 0.5417, swav 0.0000 LR: 5.097e-02 Score 80.903 Data time: 0.3598, Forward time: 2.2721, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 6.9418 [2020-11-08 22:16:22,113][root][INFO] - ===> Epoch[203](5272/26): Loss 0.7718, Sem 0.5372, dir -0.1353, norm 0.3699, swav 0.0000 LR: 5.096e-02 Score 84.065 Data time: 0.1572, Forward time: 2.2720, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 4.5237 [2020-11-08 22:16:27,823][root][INFO] - ===> Epoch[203](5273/26): Loss 0.9222, Sem 0.6145, dir -0.0917, norm 0.3995, swav 0.0000 LR: 5.095e-02 Score 79.232 Data time: 0.2491, Forward time: 2.2720, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 5.6303 [2020-11-08 22:16:34,254][root][INFO] - ===> Epoch[203](5274/26): Loss 1.0443, Sem 0.6478, dir -0.0954, norm 0.4919, swav 0.0000 LR: 5.094e-02 Score 82.181 Data time: 0.1515, Forward time: 2.2718, Backward time: 3.0982, DDP time: 0.0056, Total iter time: 6.3032 [2020-11-08 22:16:39,874][root][INFO] - ===> Epoch[203](5275/26): Loss 1.0680, Sem 0.6926, dir -0.1048, norm 0.4802, swav 0.0000 LR: 5.093e-02 Score 77.224 Data time: 0.1994, Forward time: 2.2718, Backward time: 3.0983, DDP time: 0.0056, Total iter time: 5.5274 [2020-11-08 22:16:45,394][root][INFO] - ===> Epoch[203](5276/26): Loss 0.8674, Sem 0.6025, dir -0.1617, norm 0.4266, swav 0.0000 LR: 5.092e-02 Score 79.180 Data time: 0.2511, Forward time: 2.2719, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 5.4144 [2020-11-08 22:16:51,380][root][INFO] - ===> Epoch[203](5277/26): Loss 0.9130, Sem 0.6098, dir -0.1008, norm 0.4040, swav 0.0000 LR: 5.091e-02 Score 78.402 Data time: 0.2316, Forward time: 2.2719, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 5.8488 [2020-11-08 22:16:56,758][root][INFO] - ===> Epoch[203](5278/26): Loss 1.0940, Sem 0.7113, dir -0.0865, norm 0.4692, swav 0.0000 LR: 5.090e-02 Score 79.119 Data time: 0.2239, Forward time: 2.2720, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 5.2680 [2020-11-08 22:17:03,206][root][INFO] - ===> Epoch[204](5279/26): Loss 1.0244, Sem 0.6596, dir -0.0995, norm 0.4643, swav 0.0000 LR: 5.089e-02 Score 77.168 Data time: 0.1640, Forward time: 2.2718, Backward time: 3.0982, DDP time: 0.0056, Total iter time: 6.3314 [2020-11-08 22:17:09,236][root][INFO] - ===> Epoch[204](5280/26): Loss 0.8596, Sem 0.5488, dir -0.0695, norm 0.3803, swav 0.0000 LR: 5.089e-02 Score 82.702 Data time: 0.2285, Forward time: 2.2719, Backward time: 3.0983, DDP time: 0.0056, Total iter time: 5.9538 [2020-11-08 22:17:15,183][root][INFO] - ===> Epoch[204](5281/26): Loss 0.9037, Sem 0.6755, dir -0.1169, norm 0.3451, swav 0.0000 LR: 5.088e-02 Score 77.496 Data time: 0.2411, Forward time: 2.2719, Backward time: 3.0982, DDP time: 0.0056, Total iter time: 5.8182 [2020-11-08 22:17:20,401][root][INFO] - ===> Epoch[204](5282/26): Loss 0.8459, Sem 0.5891, dir -0.1160, norm 0.3729, swav 0.0000 LR: 5.087e-02 Score 82.118 Data time: 0.1884, Forward time: 2.2719, Backward time: 3.0982, DDP time: 0.0056, Total iter time: 5.0771 [2020-11-08 22:17:26,225][root][INFO] - ===> Epoch[204](5283/26): Loss 0.9554, Sem 0.5721, dir -0.0604, norm 0.4437, swav 0.0000 LR: 5.086e-02 Score 82.355 Data time: 0.1927, Forward time: 2.2719, Backward time: 3.0982, DDP time: 0.0056, Total iter time: 5.7121 [2020-11-08 22:17:32,890][root][INFO] - ===> Epoch[204](5284/26): Loss 1.1174, Sem 0.7205, dir -0.0526, norm 0.4494, swav 0.0000 LR: 5.085e-02 Score 75.554 Data time: 0.2443, Forward time: 2.2719, Backward time: 3.0984, DDP time: 0.0056, Total iter time: 6.5782 [2020-11-08 22:17:38,691][root][INFO] - ===> Epoch[204](5285/26): Loss 0.8877, Sem 0.5392, dir -0.0512, norm 0.3997, swav 0.0000 LR: 5.084e-02 Score 81.128 Data time: 0.2207, Forward time: 2.2718, Backward time: 3.0984, DDP time: 0.0056, Total iter time: 5.6915 [2020-11-08 22:17:46,212][root][INFO] - ===> Epoch[204](5286/26): Loss 0.9223, Sem 0.5952, dir -0.0835, norm 0.4106, swav 0.0000 LR: 5.083e-02 Score 82.250 Data time: 0.1483, Forward time: 2.2717, Backward time: 3.0989, DDP time: 0.0056, Total iter time: 7.4370 [2020-11-08 22:17:50,722][root][INFO] - ===> Epoch[204](5287/26): Loss 0.8928, Sem 0.5988, dir -0.1430, norm 0.4370, swav 0.0000 LR: 5.082e-02 Score 80.655 Data time: 0.2211, Forward time: 2.2716, Backward time: 3.0987, DDP time: 0.0056, Total iter time: 4.4259 [2020-11-08 22:17:56,574][root][INFO] - ===> Epoch[204](5288/26): Loss 0.9951, Sem 0.6115, dir -0.0827, norm 0.4663, swav 0.0000 LR: 5.081e-02 Score 81.987 Data time: 0.1843, Forward time: 2.2716, Backward time: 3.0988, DDP time: 0.0056, Total iter time: 5.7654 [2020-11-08 22:18:01,721][root][INFO] - ===> Epoch[204](5289/26): Loss 0.9382, Sem 0.5595, dir -0.0491, norm 0.4278, swav 0.0000 LR: 5.080e-02 Score 80.855 Data time: 0.1815, Forward time: 2.2715, Backward time: 3.0987, DDP time: 0.0056, Total iter time: 5.0462 [2020-11-08 22:18:07,150][root][INFO] - ===> Epoch[204](5290/26): Loss 0.8434, Sem 0.5317, dir -0.1079, norm 0.4195, swav 0.0000 LR: 5.079e-02 Score 81.173 Data time: 0.2047, Forward time: 2.2715, Backward time: 3.0987, DDP time: 0.0056, Total iter time: 5.3241 [2020-11-08 22:18:12,691][root][INFO] - ===> Epoch[204](5291/26): Loss 0.8121, Sem 0.5803, dir -0.1089, norm 0.3406, swav 0.0000 LR: 5.078e-02 Score 82.955 Data time: 0.2745, Forward time: 2.2716, Backward time: 3.0985, DDP time: 0.0056, Total iter time: 5.4227 [2020-11-08 22:18:18,151][root][INFO] - ===> Epoch[204](5292/26): Loss 0.9180, Sem 0.5559, dir -0.0524, norm 0.4145, swav 0.0000 LR: 5.077e-02 Score 81.793 Data time: 0.2563, Forward time: 2.2717, Backward time: 3.0984, DDP time: 0.0056, Total iter time: 5.3296 [2020-11-08 22:18:23,495][root][INFO] - ===> Epoch[204](5293/26): Loss 0.9632, Sem 0.5400, dir -0.0076, norm 0.4308, swav 0.0000 LR: 5.076e-02 Score 83.311 Data time: 0.2489, Forward time: 2.2718, Backward time: 3.0982, DDP time: 0.0056, Total iter time: 5.2134 [2020-11-08 22:18:28,780][root][INFO] - ===> Epoch[204](5294/26): Loss 0.8535, Sem 0.4702, dir -0.0064, norm 0.3897, swav 0.0000 LR: 5.075e-02 Score 84.446 Data time: 0.2184, Forward time: 2.2718, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 5.1741 [2020-11-08 22:18:35,001][root][INFO] - ===> Epoch[204](5295/26): Loss 1.1333, Sem 0.8060, dir -0.0917, norm 0.4189, swav 0.0000 LR: 5.074e-02 Score 76.285 Data time: 0.2834, Forward time: 2.2719, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 6.1121 [2020-11-08 22:18:41,413][root][INFO] - ===> Epoch[204](5296/26): Loss 0.8303, Sem 0.5000, dir -0.0908, norm 0.4212, swav 0.0000 LR: 5.073e-02 Score 82.300 Data time: 0.2387, Forward time: 2.2719, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 6.2858 [2020-11-08 22:18:46,720][root][INFO] - ===> Epoch[204](5297/26): Loss 0.9065, Sem 0.4931, dir -0.0541, norm 0.4675, swav 0.0000 LR: 5.072e-02 Score 82.917 Data time: 0.2175, Forward time: 2.2720, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 5.1948 [2020-11-08 22:18:52,786][root][INFO] - ===> Epoch[204](5298/26): Loss 0.9023, Sem 0.6159, dir -0.1091, norm 0.3956, swav 0.0000 LR: 5.071e-02 Score 81.370 Data time: 0.2034, Forward time: 2.2719, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 5.9602 [2020-11-08 22:18:58,820][root][INFO] - ===> Epoch[204](5299/26): Loss 0.7972, Sem 0.5739, dir -0.1730, norm 0.3963, swav 0.0000 LR: 5.070e-02 Score 81.721 Data time: 0.2681, Forward time: 2.2720, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 5.9276 [2020-11-08 22:19:04,809][root][INFO] - ===> Epoch[204](5300/26): Loss 0.8524, Sem 0.5051, dir -0.1307, norm 0.4781, swav 0.0000 LR: 5.069e-02 Score 85.612 Data time: 0.1916, Forward time: 2.2720, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 5.8748 [2020-11-08 22:19:10,009][root][INFO] - ===> Epoch[204](5301/26): Loss 0.8962, Sem 0.6206, dir -0.0768, norm 0.3524, swav 0.0000 LR: 5.068e-02 Score 79.809 Data time: 0.1884, Forward time: 2.2719, Backward time: 3.0981, DDP time: 0.0056, Total iter time: 5.1154 [2020-11-08 22:19:15,444][root][INFO] - ===> Epoch[204](5302/26): Loss 0.8181, Sem 0.5747, dir -0.1278, norm 0.3713, swav 0.0000 LR: 5.067e-02 Score 81.485 Data time: 0.2325, Forward time: 2.2720, Backward time: 3.0980, DDP time: 0.0056, Total iter time: 5.3555 [2020-11-08 22:19:21,471][root][INFO] - ===> Epoch[204](5303/26): Loss 0.8093, Sem 0.5359, dir -0.1120, norm 0.3853, swav 0.0000 LR: 5.066e-02 Score 81.404 Data time: 0.2751, Forward time: 2.2721, Backward time: 3.0979, DDP time: 0.0056, Total iter time: 5.9007 [2020-11-08 22:19:26,572][root][INFO] - ===> Epoch[204](5304/26): Loss 0.6751, Sem 0.4903, dir -0.1175, norm 0.3023, swav 0.0000 LR: 5.065e-02 Score 84.822 Data time: 0.2266, Forward time: 2.2721, Backward time: 3.0978, DDP time: 0.0056, Total iter time: 4.9731 [2020-11-08 22:19:32,812][root][INFO] - ===> Epoch[205](5305/26): Loss 0.8954, Sem 0.5439, dir -0.1088, norm 0.4603, swav 0.0000 LR: 5.064e-02 Score 83.428 Data time: 0.3087, Forward time: 2.2723, Backward time: 3.0977, DDP time: 0.0056, Total iter time: 6.1502 [2020-11-08 22:19:39,035][root][INFO] - ===> Epoch[205](5306/26): Loss 0.9259, Sem 0.5532, dir -0.0691, norm 0.4419, swav 0.0000 LR: 5.063e-02 Score 84.063 Data time: 0.2059, Forward time: 2.2723, Backward time: 3.0978, DDP time: 0.0056, Total iter time: 6.0949 [2020-11-08 22:19:43,970][root][INFO] - ===> Epoch[205](5307/26): Loss 0.8221, Sem 0.5497, dir -0.0948, norm 0.3673, swav 0.0000 LR: 5.062e-02 Score 81.478 Data time: 0.1867, Forward time: 2.2722, Backward time: 3.0977, DDP time: 0.0056, Total iter time: 4.8563 [2020-11-08 22:19:49,086][root][INFO] - ===> Epoch[205](5308/26): Loss 0.8826, Sem 0.6189, dir -0.1385, norm 0.4022, swav 0.0000 LR: 5.061e-02 Score 80.995 Data time: 0.2186, Forward time: 2.2723, Backward time: 3.0976, DDP time: 0.0056, Total iter time: 5.0426 [2020-11-08 22:19:54,088][root][INFO] - ===> Epoch[205](5309/26): Loss 0.7851, Sem 0.5537, dir -0.0993, norm 0.3307, swav 0.0000 LR: 5.060e-02 Score 80.678 Data time: 0.2216, Forward time: 2.2723, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 4.9136 [2020-11-08 22:20:00,380][root][INFO] - ===> Epoch[205](5310/26): Loss 0.8824, Sem 0.4874, dir -0.0710, norm 0.4660, swav 0.0000 LR: 5.059e-02 Score 82.751 Data time: 0.3358, Forward time: 2.2724, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 6.2166 [2020-11-08 22:20:05,960][root][INFO] - ===> Epoch[205](5311/26): Loss 0.8042, Sem 0.5207, dir -0.1103, norm 0.3938, swav 0.0000 LR: 5.058e-02 Score 82.864 Data time: 0.2540, Forward time: 2.2725, Backward time: 3.0972, DDP time: 0.0056, Total iter time: 5.4553 [2020-11-08 22:20:11,402][root][INFO] - ===> Epoch[205](5312/26): Loss 0.9006, Sem 0.6434, dir -0.1173, norm 0.3745, swav 0.0000 LR: 5.057e-02 Score 78.328 Data time: 0.1712, Forward time: 2.2724, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 5.3416 [2020-11-08 22:20:17,321][root][INFO] - ===> Epoch[205](5313/26): Loss 0.7091, Sem 0.5005, dir -0.1365, norm 0.3452, swav 0.0000 LR: 5.056e-02 Score 84.950 Data time: 0.2170, Forward time: 2.2725, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 5.8426 [2020-11-08 22:20:23,181][root][INFO] - ===> Epoch[205](5314/26): Loss 0.9892, Sem 0.6456, dir -0.1473, norm 0.4909, swav 0.0000 LR: 5.056e-02 Score 81.456 Data time: 0.1803, Forward time: 2.2724, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 5.7544 [2020-11-08 22:20:29,347][root][INFO] - ===> Epoch[205](5315/26): Loss 0.9212, Sem 0.6397, dir -0.0836, norm 0.3651, swav 0.0000 LR: 5.055e-02 Score 79.733 Data time: 0.2198, Forward time: 2.2724, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 6.0806 [2020-11-08 22:20:35,134][root][INFO] - ===> Epoch[205](5316/26): Loss 0.8996, Sem 0.6207, dir -0.1396, norm 0.4186, swav 0.0000 LR: 5.054e-02 Score 81.404 Data time: 0.2364, Forward time: 2.2724, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 5.6680 [2020-11-08 22:20:39,637][root][INFO] - ===> Epoch[205](5317/26): Loss 0.8509, Sem 0.5504, dir -0.1080, norm 0.4085, swav 0.0000 LR: 5.053e-02 Score 80.718 Data time: 0.2008, Forward time: 2.2724, Backward time: 3.0972, DDP time: 0.0056, Total iter time: 4.3826 [2020-11-08 22:20:44,734][root][INFO] - ===> Epoch[205](5318/26): Loss 0.7960, Sem 0.5617, dir -0.0839, norm 0.3182, swav 0.0000 LR: 5.052e-02 Score 83.124 Data time: 0.2167, Forward time: 2.2724, Backward time: 3.0971, DDP time: 0.0056, Total iter time: 4.9983 [2020-11-08 22:20:48,861][root][INFO] - ===> Epoch[205](5319/26): Loss 1.0279, Sem 0.7120, dir -0.0898, norm 0.4056, swav 0.0000 LR: 5.051e-02 Score 76.404 Data time: 0.1941, Forward time: 2.2723, Backward time: 3.0969, DDP time: 0.0056, Total iter time: 4.0466 [2020-11-08 22:20:54,272][root][INFO] - ===> Epoch[205](5320/26): Loss 0.8374, Sem 0.5338, dir -0.1019, norm 0.4055, swav 0.0000 LR: 5.050e-02 Score 82.470 Data time: 0.2273, Forward time: 2.2723, Backward time: 3.0968, DDP time: 0.0056, Total iter time: 5.3273 [2020-11-08 22:20:59,906][root][INFO] - ===> Epoch[205](5321/26): Loss 0.8895, Sem 0.6143, dir -0.1026, norm 0.3778, swav 0.0000 LR: 5.049e-02 Score 80.238 Data time: 0.2279, Forward time: 2.2724, Backward time: 3.0967, DDP time: 0.0056, Total iter time: 5.5240 [2020-11-08 22:21:05,481][root][INFO] - ===> Epoch[205](5322/26): Loss 0.8537, Sem 0.4967, dir -0.0852, norm 0.4422, swav 0.0000 LR: 5.048e-02 Score 83.424 Data time: 0.2156, Forward time: 2.2724, Backward time: 3.0967, DDP time: 0.0056, Total iter time: 5.4390 [2020-11-08 22:21:12,451][root][INFO] - ===> Epoch[205](5323/26): Loss 0.9337, Sem 0.6713, dir -0.0678, norm 0.3303, swav 0.0000 LR: 5.047e-02 Score 77.860 Data time: 0.1248, Forward time: 2.2722, Backward time: 3.0970, DDP time: 0.0056, Total iter time: 6.8707 [2020-11-08 22:21:18,230][root][INFO] - ===> Epoch[205](5324/26): Loss 1.0243, Sem 0.7413, dir -0.1397, norm 0.4227, swav 0.0000 LR: 5.046e-02 Score 77.526 Data time: 0.1649, Forward time: 2.2721, Backward time: 3.0971, DDP time: 0.0056, Total iter time: 5.7301 [2020-11-08 22:21:25,783][root][INFO] - ===> Epoch[205](5325/26): Loss 0.9293, Sem 0.7356, dir -0.1194, norm 0.3131, swav 0.0000 LR: 5.045e-02 Score 76.967 Data time: 0.1962, Forward time: 2.2721, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 7.4863 [2020-11-08 22:21:30,519][root][INFO] - ===> Epoch[205](5326/26): Loss 0.8578, Sem 0.6176, dir -0.0613, norm 0.3015, swav 0.0000 LR: 5.044e-02 Score 80.822 Data time: 0.2140, Forward time: 2.2721, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 4.6590 [2020-11-08 22:21:36,144][root][INFO] - ===> Epoch[205](5327/26): Loss 1.0287, Sem 0.7162, dir -0.0616, norm 0.3740, swav 0.0000 LR: 5.043e-02 Score 75.851 Data time: 0.1898, Forward time: 2.2720, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 5.5201 [2020-11-08 22:21:42,019][root][INFO] - ===> Epoch[205](5328/26): Loss 0.9458, Sem 0.5821, dir -0.0096, norm 0.3733, swav 0.0000 LR: 5.042e-02 Score 83.130 Data time: 0.2302, Forward time: 2.2721, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 5.7893 [2020-11-08 22:21:47,527][root][INFO] - ===> Epoch[205](5329/26): Loss 0.8252, Sem 0.6171, dir -0.1210, norm 0.3291, swav 0.0000 LR: 5.041e-02 Score 79.426 Data time: 0.2357, Forward time: 2.2721, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 5.4117 [2020-11-08 22:21:53,090][root][INFO] - ===> Epoch[205](5330/26): Loss 0.6980, Sem 0.5335, dir -0.1520, norm 0.3165, swav 0.0000 LR: 5.040e-02 Score 82.214 Data time: 0.1766, Forward time: 2.2721, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 5.4542 [2020-11-08 22:21:59,496][root][INFO] - ===> Epoch[206](5331/26): Loss 0.8597, Sem 0.5448, dir -0.0517, norm 0.3666, swav 0.0000 LR: 5.039e-02 Score 81.998 Data time: 0.1934, Forward time: 2.2720, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 6.2994 [2020-11-08 22:22:05,555][root][INFO] - ===> Epoch[206](5332/26): Loss 1.0016, Sem 0.6841, dir -0.0992, norm 0.4167, swav 0.0000 LR: 5.038e-02 Score 79.416 Data time: 0.2866, Forward time: 2.2722, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 5.9579 [2020-11-08 22:22:12,109][root][INFO] - ===> Epoch[206](5333/26): Loss 1.0384, Sem 0.6073, dir -0.0923, norm 0.5233, swav 0.0000 LR: 5.037e-02 Score 83.027 Data time: 0.2174, Forward time: 2.2722, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 6.4363 [2020-11-08 22:22:18,238][root][INFO] - ===> Epoch[206](5334/26): Loss 0.9658, Sem 0.5312, dir -0.0574, norm 0.4919, swav 0.0000 LR: 5.036e-02 Score 84.651 Data time: 0.2118, Forward time: 2.2722, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 6.0303 [2020-11-08 22:22:24,303][root][INFO] - ===> Epoch[206](5335/26): Loss 0.9454, Sem 0.5903, dir -0.0605, norm 0.4156, swav 0.0000 LR: 5.035e-02 Score 82.996 Data time: 0.1894, Forward time: 2.2721, Backward time: 3.0976, DDP time: 0.0056, Total iter time: 5.9340 [2020-11-08 22:22:29,530][root][INFO] - ===> Epoch[206](5336/26): Loss 0.8701, Sem 0.6001, dir -0.1107, norm 0.3806, swav 0.0000 LR: 5.034e-02 Score 81.533 Data time: 0.1954, Forward time: 2.2721, Backward time: 3.0976, DDP time: 0.0056, Total iter time: 5.1324 [2020-11-08 22:22:36,296][root][INFO] - ===> Epoch[206](5337/26): Loss 1.1394, Sem 0.6525, dir -0.0553, norm 0.5422, swav 0.0000 LR: 5.033e-02 Score 78.813 Data time: 0.2490, Forward time: 2.2722, Backward time: 3.0977, DDP time: 0.0056, Total iter time: 6.6645 [2020-11-08 22:22:42,389][root][INFO] - ===> Epoch[206](5338/26): Loss 1.1004, Sem 0.6464, dir -0.0392, norm 0.4931, swav 0.0000 LR: 5.032e-02 Score 80.503 Data time: 0.2602, Forward time: 2.2722, Backward time: 3.0977, DDP time: 0.0056, Total iter time: 5.9818 [2020-11-08 22:22:47,890][root][INFO] - ===> Epoch[206](5339/26): Loss 0.9752, Sem 0.7135, dir -0.1001, norm 0.3618, swav 0.0000 LR: 5.031e-02 Score 79.811 Data time: 0.2527, Forward time: 2.2723, Backward time: 3.0976, DDP time: 0.0056, Total iter time: 5.3703 [2020-11-08 22:22:52,864][root][INFO] - ===> Epoch[206](5340/26): Loss 0.7593, Sem 0.5115, dir -0.1487, norm 0.3965, swav 0.0000 LR: 5.030e-02 Score 83.844 Data time: 0.1958, Forward time: 2.2723, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 4.8641 [2020-11-08 22:22:59,116][root][INFO] - ===> Epoch[206](5341/26): Loss 0.8865, Sem 0.5947, dir -0.1191, norm 0.4108, swav 0.0000 LR: 5.029e-02 Score 80.795 Data time: 0.3280, Forward time: 2.2724, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 6.1608 [2020-11-08 22:23:04,343][root][INFO] - ===> Epoch[206](5342/26): Loss 0.9144, Sem 0.5605, dir -0.0906, norm 0.4445, swav 0.0000 LR: 5.028e-02 Score 83.623 Data time: 0.1648, Forward time: 2.2723, Backward time: 3.0974, DDP time: 0.0056, Total iter time: 5.0937 [2020-11-08 22:23:09,633][root][INFO] - ===> Epoch[206](5343/26): Loss 0.8905, Sem 0.5423, dir -0.1130, norm 0.4612, swav 0.0000 LR: 5.027e-02 Score 84.125 Data time: 0.2940, Forward time: 2.2724, Backward time: 3.0972, DDP time: 0.0056, Total iter time: 5.2193 [2020-11-08 22:23:16,390][root][INFO] - ===> Epoch[206](5344/26): Loss 0.9629, Sem 0.6475, dir -0.0811, norm 0.3965, swav 0.0000 LR: 5.026e-02 Score 80.649 Data time: 0.1540, Forward time: 2.2723, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 6.6446 [2020-11-08 22:23:21,303][root][INFO] - ===> Epoch[206](5345/26): Loss 0.7267, Sem 0.4933, dir -0.1158, norm 0.3492, swav 0.0000 LR: 5.025e-02 Score 84.444 Data time: 0.2401, Forward time: 2.2723, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 4.8466 [2020-11-08 22:23:28,094][root][INFO] - ===> Epoch[206](5346/26): Loss 0.8419, Sem 0.5148, dir -0.1058, norm 0.4328, swav 0.0000 LR: 5.024e-02 Score 83.525 Data time: 0.2726, Forward time: 2.2725, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 6.6879 [2020-11-08 22:23:33,868][root][INFO] - ===> Epoch[206](5347/26): Loss 0.9630, Sem 0.6373, dir -0.0925, norm 0.4183, swav 0.0000 LR: 5.023e-02 Score 81.399 Data time: 0.2054, Forward time: 2.2725, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 5.6473 [2020-11-08 22:23:40,783][root][INFO] - ===> Epoch[206](5348/26): Loss 0.9482, Sem 0.6112, dir -0.1205, norm 0.4575, swav 0.0000 LR: 5.023e-02 Score 80.654 Data time: 0.2074, Forward time: 2.2725, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 6.8054 [2020-11-08 22:23:46,017][root][INFO] - ===> Epoch[206](5349/26): Loss 0.8720, Sem 0.5925, dir -0.0852, norm 0.3647, swav 0.0000 LR: 5.022e-02 Score 81.476 Data time: 0.2089, Forward time: 2.2725, Backward time: 3.0975, DDP time: 0.0056, Total iter time: 5.1285 [2020-11-08 22:23:51,288][root][INFO] - ===> Epoch[206](5350/26): Loss 0.9346, Sem 0.6352, dir -0.0861, norm 0.3855, swav 0.0000 LR: 5.021e-02 Score 81.561 Data time: 0.2326, Forward time: 2.2725, Backward time: 3.0973, DDP time: 0.0056, Total iter time: 5.1582 [2020-11-08 22:23:56,136][root][INFO] - ===> Epoch[206](5351/26): Loss 0.8610, Sem 0.5647, dir -0.0777, norm 0.3740, swav 0.0000 LR: 5.020e-02 Score 81.376 Data time: 0.1990, Forward time: 2.2725, Backward time: 3.0972, DDP time: 0.0056, Total iter time: 4.7316 [2020-11-08 22:24:01,392][root][INFO] - ===> Epoch[206](5352/26): Loss 0.8421, Sem 0.5474, dir -0.0755, norm 0.3702, swav 0.0000 LR: 5.019e-02 Score 81.505 Data time: 0.2012, Forward time: 2.2725, Backward time: 3.0971, DDP time: 0.0056, Total iter time: 5.1378 [2020-11-08 22:24:07,012][root][INFO] - ===> Epoch[206](5353/26): Loss 0.9416, Sem 0.6260, dir -0.0728, norm 0.3884, swav 0.0000 LR: 5.018e-02 Score 77.962 Data time: 0.2763, Forward time: 2.2726, Backward time: 3.0970, DDP time: 0.0056, Total iter time: 5.5212 [2020-11-08 22:24:13,633][root][INFO] - ===> Epoch[206](5354/26): Loss 0.9067, Sem 0.6641, dir -0.0742, norm 0.3168, swav 0.0000 LR: 5.017e-02 Score 78.925 Data time: 0.2782, Forward time: 2.2727, Backward time: 3.0970, DDP time: 0.0056, Total iter time: 6.4937 [2020-11-08 22:24:18,552][root][INFO] - ===> Epoch[206](5355/26): Loss 1.0126, Sem 0.6569, dir -0.0945, norm 0.4502, swav 0.0000 LR: 5.016e-02 Score 82.471 Data time: 0.1620, Forward time: 2.2726, Backward time: 3.0969, DDP time: 0.0056, Total iter time: 4.7537 [2020-11-08 22:24:24,305][root][INFO] - ===> Epoch[206](5356/26): Loss 0.8501, Sem 0.5941, dir -0.0914, norm 0.3474, swav 0.0000 LR: 5.015e-02 Score 78.466 Data time: 0.1891, Forward time: 2.2726, Backward time: 3.0970, DDP time: 0.0056, Total iter time: 5.6632 [2020-11-08 22:24:28,924][root][INFO] - ===> Epoch[207](5357/26): Loss 0.9082, Sem 0.5747, dir -0.0953, norm 0.4288, swav 0.0000 LR: 5.014e-02 Score 82.373 Data time: 0.2184, Forward time: 2.2726, Backward time: 3.0968, DDP time: 0.0056, Total iter time: 4.5301 [2020-11-08 22:24:34,016][root][INFO] - ===> Epoch[207](5358/26): Loss 1.0484, Sem 0.6404, dir -0.0740, norm 0.4819, swav 0.0000 LR: 5.013e-02 Score 82.194 Data time: 0.2346, Forward time: 2.2726, Backward time: 3.0966, DDP time: 0.0056, Total iter time: 4.9783 [2020-11-08 22:24:39,894][root][INFO] - ===> Epoch[207](5359/26): Loss 0.9336, Sem 0.6661, dir -0.0660, norm 0.3335, swav 0.0000 LR: 5.012e-02 Score 78.857 Data time: 0.2016, Forward time: 2.2726, Backward time: 3.0967, DDP time: 0.0056, Total iter time: 5.7669 [2020-11-08 22:24:45,355][root][INFO] - ===> Epoch[207](5360/26): Loss 0.9221, Sem 0.6865, dir -0.1316, norm 0.3672, swav 0.0000 LR: 5.011e-02 Score 77.943 Data time: 0.1746, Forward time: 2.2725, Backward time: 3.0967, DDP time: 0.0056, Total iter time: 5.3618 [2020-11-08 22:24:52,604][root][INFO] - ===> Epoch[207](5361/26): Loss 0.8560, Sem 0.5621, dir -0.0653, norm 0.3592, swav 0.0000 LR: 5.010e-02 Score 80.513 Data time: 0.2407, Forward time: 2.2725, Backward time: 3.0970, DDP time: 0.0056, Total iter time: 7.1528 [2020-11-08 22:24:57,912][root][INFO] - ===> Epoch[207](5362/26): Loss 0.6974, Sem 0.5287, dir -0.1070, norm 0.2757, swav 0.0000 LR: 5.009e-02 Score 83.457 Data time: 0.1725, Forward time: 2.2724, Backward time: 3.0969, DDP time: 0.0056, Total iter time: 5.1822 [2020-11-08 22:25:03,271][root][INFO] - ===> Epoch[207](5363/26): Loss 0.8824, Sem 0.6270, dir -0.0793, norm 0.3347, swav 0.0000 LR: 5.008e-02 Score 81.918 Data time: 0.2088, Forward time: 2.2724, Backward time: 3.0969, DDP time: 0.0056, Total iter time: 5.2609 [2020-11-08 22:25:09,657][root][INFO] - ===> Epoch[207](5364/26): Loss 0.9020, Sem 0.6300, dir -0.0745, norm 0.3465, swav 0.0000 LR: 5.007e-02 Score 80.244 Data time: 0.3299, Forward time: 2.2726, Backward time: 3.0968, DDP time: 0.0056, Total iter time: 6.2690 [2020-11-08 22:25:14,789][root][INFO] - ===> Epoch[207](5365/26): Loss 0.9362, Sem 0.6512, dir -0.1340, norm 0.4190, swav 0.0000 LR: 5.006e-02 Score 78.684 Data time: 0.2307, Forward time: 2.2726, Backward time: 3.0967, DDP time: 0.0056, Total iter time: 4.9811 [2020-11-08 22:25:20,470][root][INFO] - ===> Epoch[207](5366/26): Loss 0.8574, Sem 0.5881, dir -0.1262, norm 0.3955, swav 0.0000 LR: 5.005e-02 Score 81.037 Data time: 0.2651, Forward time: 2.2727, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 5.5674 [2020-11-08 22:25:26,332][root][INFO] - ===> Epoch[207](5367/26): Loss 0.8382, Sem 0.4683, dir -0.0905, norm 0.4603, swav 0.0000 LR: 5.004e-02 Score 85.205 Data time: 0.1767, Forward time: 2.2727, Backward time: 3.0966, DDP time: 0.0056, Total iter time: 5.7344 [2020-11-08 22:25:31,730][root][INFO] - ===> Epoch[207](5368/26): Loss 0.9002, Sem 0.5838, dir -0.0785, norm 0.3949, swav 0.0000 LR: 5.003e-02 Score 82.126 Data time: 0.2136, Forward time: 2.2727, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 5.3070 [2020-11-08 22:25:37,247][root][INFO] - ===> Epoch[207](5369/26): Loss 0.7846, Sem 0.6014, dir -0.1396, norm 0.3228, swav 0.0000 LR: 5.002e-02 Score 81.787 Data time: 0.2152, Forward time: 2.2727, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 5.3924 [2020-11-08 22:25:41,936][root][INFO] - ===> Epoch[207](5370/26): Loss 1.0269, Sem 0.6410, dir -0.0775, norm 0.4635, swav 0.0000 LR: 5.001e-02 Score 79.788 Data time: 0.1840, Forward time: 2.2726, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 4.5767 [2020-11-08 22:25:46,855][root][INFO] - ===> Epoch[207](5371/26): Loss 1.0722, Sem 0.6607, dir -0.0796, norm 0.4910, swav 0.0000 LR: 5.000e-02 Score 78.635 Data time: 0.2229, Forward time: 2.2726, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 4.8210 [2020-11-08 22:25:53,649][root][INFO] - ===> Epoch[207](5372/26): Loss 1.0764, Sem 0.6313, dir -0.0689, norm 0.5140, swav 0.0000 LR: 4.999e-02 Score 78.844 Data time: 0.1755, Forward time: 2.2725, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 6.6841 [2020-11-08 22:25:58,200][root][INFO] - ===> Epoch[207](5373/26): Loss 1.0023, Sem 0.6021, dir -0.0683, norm 0.4685, swav 0.0000 LR: 4.998e-02 Score 81.471 Data time: 0.2127, Forward time: 2.2725, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 4.4462 [2020-11-08 22:26:03,702][root][INFO] - ===> Epoch[207](5374/26): Loss 0.9357, Sem 0.6125, dir -0.0685, norm 0.3917, swav 0.0000 LR: 4.997e-02 Score 79.574 Data time: 0.2361, Forward time: 2.2725, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 5.3921 [2020-11-08 22:26:08,259][root][INFO] - ===> Epoch[207](5375/26): Loss 0.9433, Sem 0.6685, dir -0.1142, norm 0.3891, swav 0.0000 LR: 4.996e-02 Score 79.102 Data time: 0.2010, Forward time: 2.2725, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 4.4339 [2020-11-08 22:26:14,052][root][INFO] - ===> Epoch[207](5376/26): Loss 1.0888, Sem 0.7645, dir -0.0598, norm 0.3841, swav 0.0000 LR: 4.995e-02 Score 77.554 Data time: 0.2858, Forward time: 2.2726, Backward time: 3.0959, DDP time: 0.0056, Total iter time: 5.6914 [2020-11-08 22:26:19,731][root][INFO] - ===> Epoch[207](5377/26): Loss 0.9251, Sem 0.6676, dir -0.0731, norm 0.3305, swav 0.0000 LR: 4.994e-02 Score 79.257 Data time: 0.2450, Forward time: 2.2727, Backward time: 3.0958, DDP time: 0.0056, Total iter time: 5.5523 [2020-11-08 22:26:26,123][root][INFO] - ===> Epoch[207](5378/26): Loss 0.7438, Sem 0.5435, dir -0.1111, norm 0.3113, swav 0.0000 LR: 4.993e-02 Score 81.839 Data time: 0.3091, Forward time: 2.2728, Backward time: 3.0957, DDP time: 0.0056, Total iter time: 6.2713 [2020-11-08 22:26:31,161][root][INFO] - ===> Epoch[207](5379/26): Loss 0.6646, Sem 0.5083, dir -0.0991, norm 0.2554, swav 0.0000 LR: 4.992e-02 Score 84.059 Data time: 0.2303, Forward time: 2.2729, Backward time: 3.0956, DDP time: 0.0056, Total iter time: 4.9121 [2020-11-08 22:26:36,724][root][INFO] - ===> Epoch[207](5380/26): Loss 0.8202, Sem 0.6031, dir -0.1813, norm 0.3985, swav 0.0000 LR: 4.991e-02 Score 80.583 Data time: 0.2733, Forward time: 2.2730, Backward time: 3.0954, DDP time: 0.0056, Total iter time: 5.4391 [2020-11-08 22:26:41,672][root][INFO] - ===> Epoch[207](5381/26): Loss 0.8942, Sem 0.6184, dir -0.0594, norm 0.3352, swav 0.0000 LR: 4.990e-02 Score 83.139 Data time: 0.2145, Forward time: 2.2730, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 4.8277 [2020-11-08 22:26:46,508][root][INFO] - ===> Epoch[207](5382/26): Loss 0.8951, Sem 0.5979, dir -0.0431, norm 0.3403, swav 0.0000 LR: 4.989e-02 Score 82.033 Data time: 0.2175, Forward time: 2.2730, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 4.7338 [2020-11-08 22:26:53,513][root][INFO] - ===> Epoch[208](5383/26): Loss 0.5917, Sem 0.4829, dir -0.1397, norm 0.2485, swav 0.0000 LR: 4.988e-02 Score 86.214 Data time: 0.2354, Forward time: 2.2731, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 6.9013 [2020-11-08 22:26:59,340][root][INFO] - ===> Epoch[208](5384/26): Loss 0.9539, Sem 0.6101, dir -0.0418, norm 0.3856, swav 0.0000 LR: 4.988e-02 Score 80.725 Data time: 0.2089, Forward time: 2.2730, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 5.6976 [2020-11-08 22:27:05,380][root][INFO] - ===> Epoch[208](5385/26): Loss 0.9260, Sem 0.5921, dir -0.0487, norm 0.3826, swav 0.0000 LR: 4.987e-02 Score 81.468 Data time: 0.2363, Forward time: 2.2731, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 5.9423 [2020-11-08 22:27:11,641][root][INFO] - ===> Epoch[208](5386/26): Loss 1.0088, Sem 0.6291, dir -0.0313, norm 0.4110, swav 0.0000 LR: 4.986e-02 Score 79.721 Data time: 0.2984, Forward time: 2.2732, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 6.1341 [2020-11-08 22:27:17,413][root][INFO] - ===> Epoch[208](5387/26): Loss 0.9142, Sem 0.6107, dir -0.0768, norm 0.3803, swav 0.0000 LR: 4.985e-02 Score 82.176 Data time: 0.2630, Forward time: 2.2734, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.6326 [2020-11-08 22:27:23,137][root][INFO] - ===> Epoch[208](5388/26): Loss 0.7723, Sem 0.4902, dir -0.1131, norm 0.3952, swav 0.0000 LR: 4.984e-02 Score 85.316 Data time: 0.1777, Forward time: 2.2733, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.6186 [2020-11-08 22:27:29,589][root][INFO] - ===> Epoch[208](5389/26): Loss 1.2050, Sem 0.7531, dir -0.0853, norm 0.5372, swav 0.0000 LR: 4.983e-02 Score 75.948 Data time: 0.1772, Forward time: 2.2732, Backward time: 3.0954, DDP time: 0.0056, Total iter time: 6.3515 [2020-11-08 22:27:36,130][root][INFO] - ===> Epoch[208](5390/26): Loss 0.7949, Sem 0.5674, dir -0.1058, norm 0.3334, swav 0.0000 LR: 4.982e-02 Score 84.456 Data time: 0.2387, Forward time: 2.2733, Backward time: 3.0955, DDP time: 0.0056, Total iter time: 6.4488 [2020-11-08 22:27:41,814][root][INFO] - ===> Epoch[208](5391/26): Loss 0.7549, Sem 0.5143, dir -0.1002, norm 0.3409, swav 0.0000 LR: 4.981e-02 Score 84.431 Data time: 0.2759, Forward time: 2.2734, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 5.5630 [2020-11-08 22:27:47,756][root][INFO] - ===> Epoch[208](5392/26): Loss 0.8624, Sem 0.4994, dir -0.1107, norm 0.4737, swav 0.0000 LR: 4.980e-02 Score 83.256 Data time: 0.2750, Forward time: 2.2735, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 5.8145 [2020-11-08 22:27:53,123][root][INFO] - ===> Epoch[208](5393/26): Loss 0.8504, Sem 0.5581, dir -0.1148, norm 0.4071, swav 0.0000 LR: 4.979e-02 Score 81.393 Data time: 0.2387, Forward time: 2.2735, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.2349 [2020-11-08 22:27:58,898][root][INFO] - ===> Epoch[208](5394/26): Loss 0.6187, Sem 0.4446, dir -0.0744, norm 0.2485, swav 0.0000 LR: 4.978e-02 Score 86.618 Data time: 0.2066, Forward time: 2.2735, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.6705 [2020-11-08 22:28:04,752][root][INFO] - ===> Epoch[208](5395/26): Loss 0.8901, Sem 0.6161, dir -0.1026, norm 0.3766, swav 0.0000 LR: 4.977e-02 Score 79.457 Data time: 0.2540, Forward time: 2.2736, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.7488 [2020-11-08 22:28:10,481][root][INFO] - ===> Epoch[208](5396/26): Loss 0.9237, Sem 0.5922, dir -0.0803, norm 0.4118, swav 0.0000 LR: 4.976e-02 Score 82.245 Data time: 0.2242, Forward time: 2.2736, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 5.5978 [2020-11-08 22:28:16,185][root][INFO] - ===> Epoch[208](5397/26): Loss 0.9204, Sem 0.6436, dir -0.1248, norm 0.4016, swav 0.0000 LR: 4.975e-02 Score 81.902 Data time: 0.2789, Forward time: 2.2738, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.5736 [2020-11-08 22:28:21,769][root][INFO] - ===> Epoch[208](5398/26): Loss 0.9112, Sem 0.6506, dir -0.1419, norm 0.4025, swav 0.0000 LR: 4.974e-02 Score 80.820 Data time: 0.2404, Forward time: 2.2739, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 5.4792 [2020-11-08 22:28:28,764][root][INFO] - ===> Epoch[208](5399/26): Loss 0.8773, Sem 0.5612, dir -0.1339, norm 0.4500, swav 0.0000 LR: 4.973e-02 Score 81.624 Data time: 0.1580, Forward time: 2.2737, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 6.8795 [2020-11-08 22:28:35,421][root][INFO] - ===> Epoch[208](5400/26): Loss 0.7446, Sem 0.4681, dir -0.1484, norm 0.4248, swav 0.0000 LR: 4.972e-02 Score 85.411 Data time: 0.2446, Forward time: 2.2738, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 6.5683 [2020-11-08 22:28:40,439][root][INFO] - ===> Epoch[208](5401/26): Loss 0.9028, Sem 0.6321, dir -0.0953, norm 0.3659, swav 0.0000 LR: 4.971e-02 Score 82.197 Data time: 0.2196, Forward time: 2.2738, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 4.8970 [2020-11-08 22:28:45,023][root][INFO] - ===> Epoch[208](5402/26): Loss 0.8450, Sem 0.5242, dir -0.0829, norm 0.4037, swav 0.0000 LR: 4.970e-02 Score 82.052 Data time: 0.2353, Forward time: 2.2738, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 4.4760 [2020-11-08 22:28:51,052][root][INFO] - ===> Epoch[208](5403/26): Loss 0.8749, Sem 0.5470, dir -0.1152, norm 0.4431, swav 0.0000 LR: 4.969e-02 Score 83.561 Data time: 0.3084, Forward time: 2.2740, Backward time: 3.0947, DDP time: 0.0056, Total iter time: 5.9197 [2020-11-08 22:28:57,065][root][INFO] - ===> Epoch[208](5404/26): Loss 0.7389, Sem 0.5287, dir -0.1392, norm 0.3495, swav 0.0000 LR: 4.968e-02 Score 83.377 Data time: 0.2953, Forward time: 2.2741, Backward time: 3.0946, DDP time: 0.0056, Total iter time: 5.8910 [2020-11-08 22:29:01,766][root][INFO] - ===> Epoch[208](5405/26): Loss 1.0199, Sem 0.6766, dir -0.0812, norm 0.4246, swav 0.0000 LR: 4.967e-02 Score 75.450 Data time: 0.1284, Forward time: 2.2740, Backward time: 3.0946, DDP time: 0.0056, Total iter time: 4.5688 [2020-11-08 22:29:06,538][root][INFO] - ===> Epoch[208](5406/26): Loss 0.8622, Sem 0.5907, dir -0.0665, norm 0.3380, swav 0.0000 LR: 4.966e-02 Score 82.809 Data time: 0.1610, Forward time: 2.2739, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 4.6950 [2020-11-08 22:29:11,564][root][INFO] - ===> Epoch[208](5407/26): Loss 0.9315, Sem 0.6106, dir -0.0916, norm 0.4126, swav 0.0000 LR: 4.965e-02 Score 81.907 Data time: 0.1804, Forward time: 2.2738, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 4.9500 [2020-11-08 22:29:17,491][root][INFO] - ===> Epoch[208](5408/26): Loss 0.6897, Sem 0.5859, dir -0.1415, norm 0.2453, swav 0.0000 LR: 4.964e-02 Score 83.041 Data time: 0.1964, Forward time: 2.2738, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 5.8273 [2020-11-08 22:29:22,016][root][INFO] - ===> Epoch[209](5409/26): Loss 0.8613, Sem 0.5948, dir -0.0879, norm 0.3545, swav 0.0000 LR: 4.963e-02 Score 78.714 Data time: 0.1407, Forward time: 2.2736, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 4.4008 [2020-11-08 22:29:28,189][root][INFO] - ===> Epoch[209](5410/26): Loss 0.8843, Sem 0.6410, dir -0.0486, norm 0.2919, swav 0.0000 LR: 4.962e-02 Score 77.549 Data time: 0.2200, Forward time: 2.2736, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 6.0958 [2020-11-08 22:29:34,459][root][INFO] - ===> Epoch[209](5411/26): Loss 0.7913, Sem 0.5443, dir -0.1188, norm 0.3659, swav 0.0000 LR: 4.961e-02 Score 84.524 Data time: 0.2125, Forward time: 2.2736, Backward time: 3.0946, DDP time: 0.0056, Total iter time: 6.1526 [2020-11-08 22:29:39,827][root][INFO] - ===> Epoch[209](5412/26): Loss 0.7360, Sem 0.4867, dir -0.1119, norm 0.3613, swav 0.0000 LR: 4.960e-02 Score 85.852 Data time: 0.1975, Forward time: 2.2736, Backward time: 3.0946, DDP time: 0.0056, Total iter time: 5.2561 [2020-11-08 22:29:44,961][root][INFO] - ===> Epoch[209](5413/26): Loss 0.8256, Sem 0.5872, dir -0.0438, norm 0.2822, swav 0.0000 LR: 4.959e-02 Score 80.059 Data time: 0.1772, Forward time: 2.2736, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 5.0271 [2020-11-08 22:29:50,888][root][INFO] - ===> Epoch[209](5414/26): Loss 0.8788, Sem 0.5977, dir -0.1056, norm 0.3867, swav 0.0000 LR: 4.958e-02 Score 83.130 Data time: 0.1715, Forward time: 2.2735, Backward time: 3.0946, DDP time: 0.0056, Total iter time: 5.8164 [2020-11-08 22:29:55,528][root][INFO] - ===> Epoch[209](5415/26): Loss 0.8770, Sem 0.6409, dir -0.1182, norm 0.3543, swav 0.0000 LR: 4.957e-02 Score 81.859 Data time: 0.2063, Forward time: 2.2734, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 4.5231 [2020-11-08 22:30:01,378][root][INFO] - ===> Epoch[209](5416/26): Loss 0.8648, Sem 0.5389, dir -0.0666, norm 0.3924, swav 0.0000 LR: 4.956e-02 Score 82.307 Data time: 0.2805, Forward time: 2.2735, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 5.7473 [2020-11-08 22:30:06,474][root][INFO] - ===> Epoch[209](5417/26): Loss 0.6165, Sem 0.4696, dir -0.1363, norm 0.2832, swav 0.0000 LR: 4.955e-02 Score 85.135 Data time: 0.2479, Forward time: 2.2736, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 4.9607 [2020-11-08 22:30:11,421][root][INFO] - ===> Epoch[209](5418/26): Loss 0.6909, Sem 0.4812, dir -0.0488, norm 0.2585, swav 0.0000 LR: 4.954e-02 Score 83.044 Data time: 0.2236, Forward time: 2.2736, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 4.8358 [2020-11-08 22:30:18,221][root][INFO] - ===> Epoch[209](5419/26): Loss 0.8602, Sem 0.6132, dir -0.1029, norm 0.3499, swav 0.0000 LR: 4.953e-02 Score 79.833 Data time: 0.3023, Forward time: 2.2737, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 6.7057 [2020-11-08 22:30:24,464][root][INFO] - ===> Epoch[209](5420/26): Loss 0.7799, Sem 0.5264, dir -0.1499, norm 0.4034, swav 0.0000 LR: 4.953e-02 Score 83.666 Data time: 0.2445, Forward time: 2.2738, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 6.1126 [2020-11-08 22:30:29,428][root][INFO] - ===> Epoch[209](5421/26): Loss 0.8770, Sem 0.6150, dir -0.0644, norm 0.3263, swav 0.0000 LR: 4.952e-02 Score 80.703 Data time: 0.2376, Forward time: 2.2739, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 4.8374 [2020-11-08 22:30:35,004][root][INFO] - ===> Epoch[209](5422/26): Loss 1.0210, Sem 0.6411, dir -0.0783, norm 0.4583, swav 0.0000 LR: 4.951e-02 Score 78.894 Data time: 0.2627, Forward time: 2.2739, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 5.4724 [2020-11-08 22:30:41,489][root][INFO] - ===> Epoch[209](5423/26): Loss 0.8670, Sem 0.6228, dir -0.0831, norm 0.3273, swav 0.0000 LR: 4.950e-02 Score 81.170 Data time: 0.1921, Forward time: 2.2739, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 6.3721 [2020-11-08 22:30:46,606][root][INFO] - ===> Epoch[209](5424/26): Loss 0.8664, Sem 0.6070, dir -0.1095, norm 0.3689, swav 0.0000 LR: 4.949e-02 Score 80.824 Data time: 0.2507, Forward time: 2.2739, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 5.0154 [2020-11-08 22:30:51,901][root][INFO] - ===> Epoch[209](5425/26): Loss 0.8328, Sem 0.5810, dir -0.0907, norm 0.3426, swav 0.0000 LR: 4.948e-02 Score 80.989 Data time: 0.2107, Forward time: 2.2739, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 5.1748 [2020-11-08 22:30:59,143][root][INFO] - ===> Epoch[209](5426/26): Loss 0.8442, Sem 0.5797, dir -0.0307, norm 0.2951, swav 0.0000 LR: 4.947e-02 Score 81.723 Data time: 0.2512, Forward time: 2.2740, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 7.1362 [2020-11-08 22:31:04,831][root][INFO] - ===> Epoch[209](5427/26): Loss 0.8114, Sem 0.5190, dir -0.1105, norm 0.4029, swav 0.0000 LR: 4.946e-02 Score 83.361 Data time: 0.2483, Forward time: 2.2741, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 5.5708 [2020-11-08 22:31:10,254][root][INFO] - ===> Epoch[209](5428/26): Loss 0.6739, Sem 0.4675, dir -0.1527, norm 0.3591, swav 0.0000 LR: 4.945e-02 Score 84.585 Data time: 0.2394, Forward time: 2.2741, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 5.3054 [2020-11-08 22:31:16,438][root][INFO] - ===> Epoch[209](5429/26): Loss 0.8641, Sem 0.5455, dir -0.0837, norm 0.4023, swav 0.0000 LR: 4.944e-02 Score 83.360 Data time: 0.2028, Forward time: 2.2741, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 6.0956 [2020-11-08 22:31:22,463][root][INFO] - ===> Epoch[209](5430/26): Loss 0.8930, Sem 0.6546, dir -0.1322, norm 0.3706, swav 0.0000 LR: 4.943e-02 Score 77.163 Data time: 0.3042, Forward time: 2.2743, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 5.9161 [2020-11-08 22:31:29,267][root][INFO] - ===> Epoch[209](5431/26): Loss 0.8301, Sem 0.5626, dir -0.0887, norm 0.3562, swav 0.0000 LR: 4.942e-02 Score 79.956 Data time: 0.2532, Forward time: 2.2743, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 6.6938 [2020-11-08 22:31:35,040][root][INFO] - ===> Epoch[209](5432/26): Loss 0.8214, Sem 0.5843, dir -0.0908, norm 0.3279, swav 0.0000 LR: 4.941e-02 Score 81.305 Data time: 0.1541, Forward time: 2.2742, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 5.6638 [2020-11-08 22:31:41,096][root][INFO] - ===> Epoch[209](5433/26): Loss 0.8431, Sem 0.6237, dir -0.0765, norm 0.2959, swav 0.0000 LR: 4.940e-02 Score 77.886 Data time: 0.2211, Forward time: 2.2743, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 5.9866 [2020-11-08 22:31:46,807][root][INFO] - ===> Epoch[209](5434/26): Loss 0.8350, Sem 0.6491, dir -0.0819, norm 0.2679, swav 0.0000 LR: 4.939e-02 Score 76.519 Data time: 0.1612, Forward time: 2.2742, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 5.5790 [2020-11-08 22:31:51,483][root][INFO] - ===> Epoch[210](5435/26): Loss 0.9008, Sem 0.6106, dir -0.0525, norm 0.3427, swav 0.0000 LR: 4.938e-02 Score 78.348 Data time: 0.1476, Forward time: 2.2741, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 4.5884 [2020-11-08 22:31:56,184][root][INFO] - ===> Epoch[210](5436/26): Loss 0.7902, Sem 0.5666, dir -0.1559, norm 0.3794, swav 0.0000 LR: 4.937e-02 Score 81.905 Data time: 0.2117, Forward time: 2.2741, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 4.6689 [2020-11-08 22:32:01,179][root][INFO] - ===> Epoch[210](5437/26): Loss 0.7497, Sem 0.4859, dir -0.0726, norm 0.3365, swav 0.0000 LR: 4.936e-02 Score 83.611 Data time: 0.2130, Forward time: 2.2740, Backward time: 3.0936, DDP time: 0.0056, Total iter time: 4.8890 [2020-11-08 22:32:07,326][root][INFO] - ===> Epoch[210](5438/26): Loss 0.8628, Sem 0.6217, dir -0.0713, norm 0.3124, swav 0.0000 LR: 4.935e-02 Score 80.399 Data time: 0.2689, Forward time: 2.2741, Backward time: 3.0936, DDP time: 0.0056, Total iter time: 6.0358 [2020-11-08 22:32:12,931][root][INFO] - ===> Epoch[210](5439/26): Loss 0.8848, Sem 0.5474, dir -0.0751, norm 0.4125, swav 0.0000 LR: 4.934e-02 Score 83.043 Data time: 0.1932, Forward time: 2.2741, Backward time: 3.0936, DDP time: 0.0056, Total iter time: 5.4730 [2020-11-08 22:32:19,134][root][INFO] - ===> Epoch[210](5440/26): Loss 0.8690, Sem 0.6224, dir -0.0796, norm 0.3262, swav 0.0000 LR: 4.933e-02 Score 78.628 Data time: 0.1961, Forward time: 2.2740, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 6.0768 [2020-11-08 22:32:23,700][root][INFO] - ===> Epoch[210](5441/26): Loss 0.6230, Sem 0.4858, dir -0.1242, norm 0.2613, swav 0.0000 LR: 4.932e-02 Score 85.155 Data time: 0.2331, Forward time: 2.2740, Backward time: 3.0935, DDP time: 0.0056, Total iter time: 4.4643 [2020-11-08 22:32:28,158][root][INFO] - ===> Epoch[210](5442/26): Loss 1.0166, Sem 0.7664, dir -0.1493, norm 0.3995, swav 0.0000 LR: 4.931e-02 Score 76.540 Data time: 0.1291, Forward time: 2.2738, Backward time: 3.0935, DDP time: 0.0056, Total iter time: 4.3580 [2020-11-08 22:32:33,642][root][INFO] - ===> Epoch[210](5443/26): Loss 0.8016, Sem 0.5772, dir -0.1139, norm 0.3384, swav 0.0000 LR: 4.930e-02 Score 83.088 Data time: 0.1904, Forward time: 2.2738, Backward time: 3.0935, DDP time: 0.0056, Total iter time: 5.4089 [2020-11-08 22:32:39,597][root][INFO] - ===> Epoch[210](5444/26): Loss 0.9420, Sem 0.6963, dir -0.1138, norm 0.3594, swav 0.0000 LR: 4.929e-02 Score 79.820 Data time: 0.2438, Forward time: 2.2739, Backward time: 3.0934, DDP time: 0.0056, Total iter time: 5.8596 [2020-11-08 22:32:45,197][root][INFO] - ===> Epoch[210](5445/26): Loss 0.7762, Sem 0.5064, dir -0.0577, norm 0.3275, swav 0.0000 LR: 4.928e-02 Score 84.099 Data time: 0.1459, Forward time: 2.2738, Backward time: 3.0935, DDP time: 0.0056, Total iter time: 5.4538 [2020-11-08 22:32:50,051][root][INFO] - ===> Epoch[210](5446/26): Loss 0.7556, Sem 0.5689, dir -0.0870, norm 0.2736, swav 0.0000 LR: 4.927e-02 Score 80.909 Data time: 0.1835, Forward time: 2.2737, Backward time: 3.0934, DDP time: 0.0056, Total iter time: 4.7879 [2020-11-08 22:32:55,216][root][INFO] - ===> Epoch[210](5447/26): Loss 0.9010, Sem 0.6534, dir -0.0914, norm 0.3390, swav 0.0000 LR: 4.926e-02 Score 79.849 Data time: 0.1970, Forward time: 2.2736, Backward time: 3.0934, DDP time: 0.0056, Total iter time: 5.0592 [2020-11-08 22:33:02,168][root][INFO] - ===> Epoch[210](5448/26): Loss 0.8515, Sem 0.5342, dir -0.0443, norm 0.3616, swav 0.0000 LR: 4.925e-02 Score 81.719 Data time: 0.1686, Forward time: 2.2735, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 6.8460 [2020-11-08 22:33:08,966][root][INFO] - ===> Epoch[210](5449/26): Loss 0.8677, Sem 0.5860, dir -0.0912, norm 0.3729, swav 0.0000 LR: 4.924e-02 Score 81.822 Data time: 0.1849, Forward time: 2.2734, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 6.7115 [2020-11-08 22:33:15,843][root][INFO] - ===> Epoch[210](5450/26): Loss 0.9427, Sem 0.6620, dir -0.0808, norm 0.3615, swav 0.0000 LR: 4.923e-02 Score 78.774 Data time: 0.1960, Forward time: 2.2734, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 6.8236 [2020-11-08 22:33:21,990][root][INFO] - ===> Epoch[210](5451/26): Loss 0.8220, Sem 0.5976, dir -0.0967, norm 0.3212, swav 0.0000 LR: 4.922e-02 Score 78.797 Data time: 0.1912, Forward time: 2.2734, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 6.0396 [2020-11-08 22:33:28,405][root][INFO] - ===> Epoch[210](5452/26): Loss 0.7636, Sem 0.5682, dir -0.1029, norm 0.2983, swav 0.0000 LR: 4.921e-02 Score 79.744 Data time: 0.2089, Forward time: 2.2734, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 6.3040 [2020-11-08 22:33:34,781][root][INFO] - ===> Epoch[210](5453/26): Loss 0.8571, Sem 0.5690, dir -0.0988, norm 0.3869, swav 0.0000 LR: 4.920e-02 Score 80.515 Data time: 0.1607, Forward time: 2.2733, Backward time: 3.0946, DDP time: 0.0056, Total iter time: 6.2693 [2020-11-08 22:33:39,074][root][INFO] - ===> Epoch[210](5454/26): Loss 0.8287, Sem 0.5719, dir -0.0818, norm 0.3386, swav 0.0000 LR: 4.919e-02 Score 81.843 Data time: 0.1469, Forward time: 2.2732, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 4.1747 [2020-11-08 22:33:44,637][root][INFO] - ===> Epoch[210](5455/26): Loss 0.8508, Sem 0.6862, dir -0.1244, norm 0.2890, swav 0.0000 LR: 4.918e-02 Score 80.668 Data time: 0.2427, Forward time: 2.2733, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 5.5073 [2020-11-08 22:33:50,726][root][INFO] - ===> Epoch[210](5456/26): Loss 0.7490, Sem 0.5186, dir -0.1110, norm 0.3414, swav 0.0000 LR: 4.917e-02 Score 83.898 Data time: 0.1972, Forward time: 2.2732, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 5.9659 [2020-11-08 22:33:55,382][root][INFO] - ===> Epoch[210](5457/26): Loss 0.7359, Sem 0.5209, dir -0.0834, norm 0.2984, swav 0.0000 LR: 4.916e-02 Score 85.152 Data time: 0.2157, Forward time: 2.2733, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 4.5524 [2020-11-08 22:34:01,354][root][INFO] - ===> Epoch[210](5458/26): Loss 0.7948, Sem 0.5204, dir -0.1217, norm 0.3961, swav 0.0000 LR: 4.916e-02 Score 84.571 Data time: 0.1789, Forward time: 2.2732, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 5.8737 [2020-11-08 22:34:08,547][root][INFO] - ===> Epoch[210](5459/26): Loss 0.9291, Sem 0.6088, dir -0.0841, norm 0.4044, swav 0.0000 LR: 4.915e-02 Score 78.611 Data time: 0.1613, Forward time: 2.2731, Backward time: 3.0947, DDP time: 0.0056, Total iter time: 7.0700 [2020-11-08 22:34:14,293][root][INFO] - ===> Epoch[210](5460/26): Loss 0.9307, Sem 0.6366, dir -0.0827, norm 0.3768, swav 0.0000 LR: 4.914e-02 Score 80.861 Data time: 0.1563, Forward time: 2.2730, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 5.6470 [2020-11-08 22:34:20,068][root][INFO] - ===> Epoch[211](5461/26): Loss 0.7953, Sem 0.4847, dir -0.0996, norm 0.4101, swav 0.0000 LR: 4.913e-02 Score 84.478 Data time: 0.2423, Forward time: 2.2730, Backward time: 3.0947, DDP time: 0.0056, Total iter time: 5.7184 [2020-11-08 22:34:26,354][root][INFO] - ===> Epoch[211](5462/26): Loss 0.8534, Sem 0.5881, dir -0.1182, norm 0.3835, swav 0.0000 LR: 4.912e-02 Score 81.259 Data time: 0.1890, Forward time: 2.2730, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 6.1532 [2020-11-08 22:34:32,297][root][INFO] - ===> Epoch[211](5463/26): Loss 0.9088, Sem 0.6433, dir -0.0935, norm 0.3590, swav 0.0000 LR: 4.911e-02 Score 81.157 Data time: 0.1815, Forward time: 2.2730, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.8354 [2020-11-08 22:34:38,022][root][INFO] - ===> Epoch[211](5464/26): Loss 0.7571, Sem 0.5764, dir -0.1323, norm 0.3130, swav 0.0000 LR: 4.910e-02 Score 82.594 Data time: 0.2452, Forward time: 2.2730, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.6039 [2020-11-08 22:34:44,471][root][INFO] - ===> Epoch[211](5465/26): Loss 0.8285, Sem 0.5402, dir -0.0974, norm 0.3857, swav 0.0000 LR: 4.909e-02 Score 82.432 Data time: 0.2143, Forward time: 2.2730, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 6.3298 [2020-11-08 22:34:49,451][root][INFO] - ===> Epoch[211](5466/26): Loss 0.9037, Sem 0.5275, dir -0.0714, norm 0.4476, swav 0.0000 LR: 4.908e-02 Score 82.991 Data time: 0.1855, Forward time: 2.2729, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 4.8627 [2020-11-08 22:34:55,532][root][INFO] - ===> Epoch[211](5467/26): Loss 0.8771, Sem 0.6085, dir -0.0652, norm 0.3337, swav 0.0000 LR: 4.907e-02 Score 80.998 Data time: 0.1876, Forward time: 2.2729, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 5.9890 [2020-11-08 22:35:01,596][root][INFO] - ===> Epoch[211](5468/26): Loss 0.8174, Sem 0.6135, dir -0.0965, norm 0.3005, swav 0.0000 LR: 4.906e-02 Score 81.763 Data time: 0.1900, Forward time: 2.2728, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 5.9538 [2020-11-08 22:35:07,106][root][INFO] - ===> Epoch[211](5469/26): Loss 0.8217, Sem 0.4317, dir -0.0486, norm 0.4386, swav 0.0000 LR: 4.905e-02 Score 85.531 Data time: 0.2122, Forward time: 2.2728, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.4392 [2020-11-08 22:35:12,645][root][INFO] - ===> Epoch[211](5470/26): Loss 1.0953, Sem 0.6243, dir -0.0464, norm 0.5174, swav 0.0000 LR: 4.904e-02 Score 80.642 Data time: 0.2450, Forward time: 2.2728, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.4288 [2020-11-08 22:35:17,991][root][INFO] - ===> Epoch[211](5471/26): Loss 1.0793, Sem 0.5582, dir -0.0299, norm 0.5510, swav 0.0000 LR: 4.903e-02 Score 81.731 Data time: 0.2526, Forward time: 2.2729, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.2371 [2020-11-08 22:35:23,586][root][INFO] - ===> Epoch[211](5472/26): Loss 0.8685, Sem 0.5445, dir -0.0798, norm 0.4038, swav 0.0000 LR: 4.902e-02 Score 82.394 Data time: 0.1555, Forward time: 2.2728, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 5.4705 [2020-11-08 22:35:28,631][root][INFO] - ===> Epoch[211](5473/26): Loss 0.8861, Sem 0.6269, dir -0.1062, norm 0.3654, swav 0.0000 LR: 4.901e-02 Score 83.116 Data time: 0.1991, Forward time: 2.2728, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 4.9690 [2020-11-08 22:35:33,628][root][INFO] - ===> Epoch[211](5474/26): Loss 0.9682, Sem 0.6455, dir -0.0961, norm 0.4187, swav 0.0000 LR: 4.900e-02 Score 78.749 Data time: 0.2175, Forward time: 2.2728, Backward time: 3.0947, DDP time: 0.0056, Total iter time: 4.8785 [2020-11-08 22:35:39,644][root][INFO] - ===> Epoch[211](5475/26): Loss 0.9040, Sem 0.5348, dir -0.0750, norm 0.4442, swav 0.0000 LR: 4.899e-02 Score 82.486 Data time: 0.1949, Forward time: 2.2727, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 5.8954 [2020-11-08 22:35:46,620][root][INFO] - ===> Epoch[211](5476/26): Loss 1.0093, Sem 0.5715, dir -0.0787, norm 0.5164, swav 0.0000 LR: 4.898e-02 Score 82.599 Data time: 0.2830, Forward time: 2.2729, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 6.8815 [2020-11-08 22:35:52,199][root][INFO] - ===> Epoch[211](5477/26): Loss 0.9407, Sem 0.5518, dir -0.0844, norm 0.4733, swav 0.0000 LR: 4.897e-02 Score 82.829 Data time: 0.2233, Forward time: 2.2729, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 5.4550 [2020-11-08 22:35:58,286][root][INFO] - ===> Epoch[211](5478/26): Loss 0.9951, Sem 0.7430, dir -0.0618, norm 0.3138, swav 0.0000 LR: 4.896e-02 Score 78.957 Data time: 0.2811, Forward time: 2.2730, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 5.9878 [2020-11-08 22:36:04,488][root][INFO] - ===> Epoch[211](5479/26): Loss 0.8415, Sem 0.5273, dir -0.1805, norm 0.4948, swav 0.0000 LR: 4.895e-02 Score 83.876 Data time: 0.1860, Forward time: 2.2729, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 6.0782 [2020-11-08 22:36:09,874][root][INFO] - ===> Epoch[211](5480/26): Loss 0.7704, Sem 0.4547, dir -0.0844, norm 0.4002, swav 0.0000 LR: 4.894e-02 Score 85.828 Data time: 0.2219, Forward time: 2.2729, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.3137 [2020-11-08 22:36:15,467][root][INFO] - ===> Epoch[211](5481/26): Loss 0.8494, Sem 0.5499, dir -0.0900, norm 0.3895, swav 0.0000 LR: 4.893e-02 Score 80.908 Data time: 0.2311, Forward time: 2.2729, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 5.4858 [2020-11-08 22:36:21,385][root][INFO] - ===> Epoch[211](5482/26): Loss 0.8684, Sem 0.6095, dir -0.1377, norm 0.3966, swav 0.0000 LR: 4.892e-02 Score 81.222 Data time: 0.1887, Forward time: 2.2729, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.8154 [2020-11-08 22:36:28,586][root][INFO] - ===> Epoch[211](5483/26): Loss 0.7604, Sem 0.4794, dir -0.1334, norm 0.4144, swav 0.0000 LR: 4.891e-02 Score 85.101 Data time: 0.2783, Forward time: 2.2729, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 7.1152 [2020-11-08 22:36:35,995][root][INFO] - ===> Epoch[211](5484/26): Loss 0.8908, Sem 0.5644, dir -0.0767, norm 0.4030, swav 0.0000 LR: 4.890e-02 Score 83.691 Data time: 0.2443, Forward time: 2.2730, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 7.2826 [2020-11-08 22:36:42,400][root][INFO] - ===> Epoch[211](5485/26): Loss 0.8942, Sem 0.6063, dir -0.1495, norm 0.4375, swav 0.0000 LR: 4.889e-02 Score 79.870 Data time: 0.2434, Forward time: 2.2731, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 6.3068 [2020-11-08 22:36:48,051][root][INFO] - ===> Epoch[211](5486/26): Loss 0.8093, Sem 0.6123, dir -0.1576, norm 0.3546, swav 0.0000 LR: 4.888e-02 Score 80.010 Data time: 0.2087, Forward time: 2.2731, Backward time: 3.0954, DDP time: 0.0056, Total iter time: 5.5362 [2020-11-08 22:36:54,736][root][INFO] - ===> Epoch[212](5487/26): Loss 0.7723, Sem 0.5197, dir -0.1360, norm 0.3886, swav 0.0000 LR: 4.887e-02 Score 83.147 Data time: 0.2103, Forward time: 2.2730, Backward time: 3.0955, DDP time: 0.0056, Total iter time: 6.6095 [2020-11-08 22:37:01,009][root][INFO] - ===> Epoch[212](5488/26): Loss 0.9283, Sem 0.5985, dir -0.0502, norm 0.3799, swav 0.0000 LR: 4.886e-02 Score 82.885 Data time: 0.3220, Forward time: 2.2732, Backward time: 3.0955, DDP time: 0.0056, Total iter time: 6.1724 [2020-11-08 22:37:07,010][root][INFO] - ===> Epoch[212](5489/26): Loss 0.7902, Sem 0.5390, dir -0.0859, norm 0.3372, swav 0.0000 LR: 4.885e-02 Score 83.248 Data time: 0.2199, Forward time: 2.2732, Backward time: 3.0955, DDP time: 0.0056, Total iter time: 5.8491 [2020-11-08 22:37:12,027][root][INFO] - ===> Epoch[212](5490/26): Loss 0.7066, Sem 0.5046, dir -0.0968, norm 0.2988, swav 0.0000 LR: 4.884e-02 Score 83.708 Data time: 0.1840, Forward time: 2.2731, Backward time: 3.0954, DDP time: 0.0056, Total iter time: 4.9084 [2020-11-08 22:37:17,029][root][INFO] - ===> Epoch[212](5491/26): Loss 0.8627, Sem 0.5676, dir -0.0590, norm 0.3541, swav 0.0000 LR: 4.883e-02 Score 83.082 Data time: 0.2034, Forward time: 2.2731, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 4.9100 [2020-11-08 22:37:22,493][root][INFO] - ===> Epoch[212](5492/26): Loss 0.9320, Sem 0.6247, dir -0.1551, norm 0.4624, swav 0.0000 LR: 4.882e-02 Score 82.499 Data time: 0.2465, Forward time: 2.2731, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 5.3491 [2020-11-08 22:37:27,679][root][INFO] - ===> Epoch[212](5493/26): Loss 0.6695, Sem 0.4212, dir -0.1099, norm 0.3581, swav 0.0000 LR: 4.881e-02 Score 84.749 Data time: 0.2013, Forward time: 2.2731, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 5.0441 [2020-11-08 22:37:33,007][root][INFO] - ===> Epoch[212](5494/26): Loss 0.8598, Sem 0.6203, dir -0.1258, norm 0.3653, swav 0.0000 LR: 4.880e-02 Score 80.143 Data time: 0.2100, Forward time: 2.2731, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.2385 [2020-11-08 22:37:39,019][root][INFO] - ===> Epoch[212](5495/26): Loss 0.6825, Sem 0.5211, dir -0.1190, norm 0.2804, swav 0.0000 LR: 4.879e-02 Score 84.882 Data time: 0.1854, Forward time: 2.2730, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 5.8932 [2020-11-08 22:37:44,028][root][INFO] - ===> Epoch[212](5496/26): Loss 0.8247, Sem 0.6762, dir -0.1079, norm 0.2564, swav 0.0000 LR: 4.878e-02 Score 77.692 Data time: 0.1347, Forward time: 2.2728, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 4.9102 [2020-11-08 22:37:49,109][root][INFO] - ===> Epoch[212](5497/26): Loss 0.7856, Sem 0.5324, dir -0.0795, norm 0.3327, swav 0.0000 LR: 4.878e-02 Score 82.204 Data time: 0.1675, Forward time: 2.2728, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 5.0250 [2020-11-08 22:37:55,122][root][INFO] - ===> Epoch[212](5498/26): Loss 0.9997, Sem 0.6511, dir -0.0859, norm 0.4345, swav 0.0000 LR: 4.877e-02 Score 77.344 Data time: 0.1735, Forward time: 2.2727, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 5.9083 [2020-11-08 22:38:04,070][root][INFO] - ===> Epoch[212](5499/26): Loss 0.9357, Sem 0.6160, dir -0.1355, norm 0.4551, swav 0.0000 LR: 4.876e-02 Score 81.759 Data time: 0.3624, Forward time: 2.2729, Backward time: 3.0957, DDP time: 0.0056, Total iter time: 8.8747 [2020-11-08 22:38:10,347][root][INFO] - ===> Epoch[212](5500/26): Loss 1.0022, Sem 0.6495, dir -0.0725, norm 0.4252, swav 0.0000 LR: 4.875e-02 Score 80.973 Data time: 0.1833, Forward time: 2.2729, Backward time: 3.0958, DDP time: 0.0056, Total iter time: 6.1481 [2020-11-08 22:38:11,030][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 22:38:11,312][root][INFO] - ===> Start testing [2020-11-08 22:39:40,970][root][INFO] - 101/312: Data time: 0.0051, Iter time: 0.2044 Loss 2.009 (AVG: 0.874) Score 55.768 (AVG: 75.565) mIOU 41.078 mAP 55.625 mAcc 53.305 IOU: 68.019 95.219 40.358 48.000 75.762 62.233 55.475 6.367 36.524 46.120 0.000 29.193 37.214 17.059 0.173 32.680 61.059 23.191 67.555 19.365 mAP: 72.050 95.331 45.857 58.172 80.658 69.660 61.221 35.157 47.761 66.886 17.098 48.312 50.875 39.347 26.944 67.593 84.771 36.288 73.042 35.475 mAcc: 92.367 97.725 60.815 73.378 81.903 92.334 67.262 6.948 51.426 62.545 0.000 36.941 64.340 21.286 0.173 41.645 72.767 29.086 88.622 24.543 [2020-11-08 22:41:03,144][root][INFO] - 201/312: Data time: 0.0083, Iter time: 0.3324 Loss 0.732 (AVG: 0.780) Score 76.926 (AVG: 78.003) mIOU 44.260 mAP 57.386 mAcc 56.629 IOU: 71.092 95.241 40.732 55.635 75.593 59.530 55.948 6.914 36.186 60.486 0.000 32.746 38.879 44.863 0.151 33.422 64.522 22.313 70.066 20.879 mAP: 74.801 95.121 46.511 59.954 80.746 69.323 61.913 37.331 49.084 60.363 13.594 51.180 53.897 60.266 25.593 72.037 85.829 36.505 80.538 33.125 mAcc: 92.787 97.731 62.321 73.101 81.660 93.547 68.286 7.468 48.765 73.215 0.000 41.873 64.470 51.481 0.151 51.577 77.583 27.529 91.623 27.416 [2020-11-08 22:42:24,143][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.2103 Loss 0.733 (AVG: 0.779) Score 72.605 (AVG: 78.215) mIOU 44.408 mAP 57.362 mAcc 56.971 IOU: 71.643 95.284 38.321 62.359 74.911 61.160 56.060 6.875 32.007 56.077 0.000 32.317 37.021 47.979 0.183 36.969 63.006 25.876 68.642 21.466 mAP: 74.651 95.005 46.306 62.763 79.696 72.008 62.752 35.244 46.446 57.985 12.607 51.370 54.672 62.832 22.479 74.897 84.826 38.269 79.479 32.963 mAcc: 92.834 97.849 60.855 76.358 81.813 94.368 67.405 7.426 43.030 68.087 0.000 41.983 64.604 56.182 0.183 58.822 76.799 32.044 90.560 28.224 [2020-11-08 22:42:32,586][root][INFO] - 312/312: Data time: 0.0039, Iter time: 0.3830 Loss 1.679 (AVG: 0.780) Score 57.471 (AVG: 78.171) mIOU 44.445 mAP 57.172 mAcc 56.900 IOU: 71.640 95.249 38.519 61.746 74.819 60.860 55.682 6.991 33.512 58.008 0.000 31.643 37.187 47.543 0.184 36.155 63.774 26.453 67.538 21.395 mAP: 74.803 94.965 46.508 61.751 79.685 71.942 62.459 35.317 46.989 58.362 12.597 50.863 54.504 62.231 22.087 74.919 85.122 38.980 77.022 32.340 mAcc: 92.706 97.812 61.094 75.296 81.723 94.447 67.211 7.577 44.746 69.734 0.000 41.550 65.010 55.664 0.184 55.123 77.255 32.882 89.760 28.226 [2020-11-08 22:42:32,587][root][INFO] - Finished test. Elapsed time: 261.2732 [2020-11-08 22:42:48,876][root][INFO] - [2020-11-08 22:42:48,877][root][INFO] - ################################################################ [2020-11-08 22:42:48,877][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 22:42:48,877][root][INFO] - ################################################################ [2020-11-08 22:42:48,877][root][INFO] - cabinet : 0.009 0.039 0.251 [2020-11-08 22:42:48,877][root][INFO] - bed : 0.126 0.431 0.623 [2020-11-08 22:42:48,877][root][INFO] - chair : 0.247 0.415 0.575 [2020-11-08 22:42:48,877][root][INFO] - sofa : 0.191 0.392 0.528 [2020-11-08 22:42:48,877][root][INFO] - table : 0.110 0.280 0.414 [2020-11-08 22:42:48,877][root][INFO] - door : 0.000 0.000 0.005 [2020-11-08 22:42:48,877][root][INFO] - window : 0.006 0.028 0.157 [2020-11-08 22:42:48,877][root][INFO] - bookshelf : 0.063 0.299 0.491 [2020-11-08 22:42:48,878][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 22:42:48,878][root][INFO] - counter : 0.000 0.000 0.056 [2020-11-08 22:42:48,878][root][INFO] - desk : 0.002 0.015 0.177 [2020-11-08 22:42:48,878][root][INFO] - curtain : 0.070 0.131 0.198 [2020-11-08 22:42:48,878][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 22:42:48,878][root][INFO] - shower curtain : 0.216 0.425 0.527 [2020-11-08 22:42:48,878][root][INFO] - toilet : 0.355 0.716 0.950 [2020-11-08 22:42:48,878][root][INFO] - sink : 0.035 0.086 0.190 [2020-11-08 22:42:48,878][root][INFO] - bathtub : 0.003 0.023 0.331 [2020-11-08 22:42:48,878][root][INFO] - otherfurniture : 0.022 0.074 0.202 [2020-11-08 22:42:48,878][root][INFO] - ---------------------------------------------------------------- [2020-11-08 22:42:48,878][root][INFO] - average : 0.081 0.186 0.315 [2020-11-08 22:42:48,878][root][INFO] - [2020-11-08 22:42:49,170][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 22:42:49,846][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 22:42:50,111][root][INFO] - Current best mIoU: 44.445 at iter 5500 [2020-11-08 22:42:53,779][root][INFO] - ===> Epoch[212](5501/26): Loss 0.8049, Sem 0.5773, dir -0.0970, norm 0.3246, swav 0.0000 LR: 4.874e-02 Score 82.007 Data time: 0.1562, Forward time: 2.2728, Backward time: 3.0955, DDP time: 0.0056, Total iter time: 3.6604 [2020-11-08 22:43:00,038][root][INFO] - ===> Epoch[212](5502/26): Loss 0.8800, Sem 0.5961, dir -0.0977, norm 0.3816, swav 0.0000 LR: 4.873e-02 Score 81.518 Data time: 0.1497, Forward time: 2.2727, Backward time: 3.0957, DDP time: 0.0056, Total iter time: 6.1697 [2020-11-08 22:43:06,485][root][INFO] - ===> Epoch[212](5503/26): Loss 0.8128, Sem 0.5840, dir -0.1060, norm 0.3347, swav 0.0000 LR: 4.872e-02 Score 80.914 Data time: 0.1611, Forward time: 2.2726, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 6.3569 [2020-11-08 22:43:11,220][root][INFO] - ===> Epoch[212](5504/26): Loss 0.7492, Sem 0.5193, dir -0.0918, norm 0.3216, swav 0.0000 LR: 4.871e-02 Score 81.249 Data time: 0.1768, Forward time: 2.2725, Backward time: 3.0958, DDP time: 0.0056, Total iter time: 4.6515 [2020-11-08 22:43:15,966][root][INFO] - ===> Epoch[212](5505/26): Loss 0.8402, Sem 0.5462, dir -0.0847, norm 0.3787, swav 0.0000 LR: 4.870e-02 Score 81.066 Data time: 0.2070, Forward time: 2.2725, Backward time: 3.0957, DDP time: 0.0056, Total iter time: 4.6417 [2020-11-08 22:43:21,416][root][INFO] - ===> Epoch[212](5506/26): Loss 1.0004, Sem 0.6556, dir -0.0890, norm 0.4338, swav 0.0000 LR: 4.869e-02 Score 78.919 Data time: 0.2557, Forward time: 2.2725, Backward time: 3.0956, DDP time: 0.0056, Total iter time: 5.3360 [2020-11-08 22:43:27,863][root][INFO] - ===> Epoch[212](5507/26): Loss 0.7557, Sem 0.5415, dir -0.1080, norm 0.3223, swav 0.0000 LR: 4.868e-02 Score 81.785 Data time: 0.2115, Forward time: 2.2725, Backward time: 3.0957, DDP time: 0.0056, Total iter time: 6.3258 [2020-11-08 22:43:33,914][root][INFO] - ===> Epoch[212](5508/26): Loss 0.9352, Sem 0.6020, dir -0.0851, norm 0.4184, swav 0.0000 LR: 4.867e-02 Score 81.534 Data time: 0.1750, Forward time: 2.2725, Backward time: 3.0958, DDP time: 0.0056, Total iter time: 5.9438 [2020-11-08 22:43:40,490][root][INFO] - ===> Epoch[212](5509/26): Loss 1.0571, Sem 0.7197, dir -0.1236, norm 0.4610, swav 0.0000 LR: 4.866e-02 Score 76.674 Data time: 0.1874, Forward time: 2.2724, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 6.5029 [2020-11-08 22:43:48,665][root][INFO] - ===> Epoch[212](5510/26): Loss 0.7437, Sem 0.5976, dir -0.1161, norm 0.2623, swav 0.0000 LR: 4.865e-02 Score 80.341 Data time: 0.2100, Forward time: 2.2724, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 8.0740 [2020-11-08 22:43:54,883][root][INFO] - ===> Epoch[212](5511/26): Loss 1.0473, Sem 0.7124, dir -0.0843, norm 0.4191, swav 0.0000 LR: 4.864e-02 Score 78.912 Data time: 0.2433, Forward time: 2.2724, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 6.1086 [2020-11-08 22:44:01,116][root][INFO] - ===> Epoch[212](5512/26): Loss 1.0249, Sem 0.6476, dir -0.0836, norm 0.4609, swav 0.0000 LR: 4.863e-02 Score 77.159 Data time: 0.2247, Forward time: 2.2724, Backward time: 3.0966, DDP time: 0.0056, Total iter time: 6.1329 [2020-11-08 22:44:06,140][root][INFO] - ===> Epoch[213](5513/26): Loss 1.0842, Sem 0.6580, dir -0.0502, norm 0.4764, swav 0.0000 LR: 4.862e-02 Score 80.029 Data time: 0.2004, Forward time: 2.2724, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 4.9196 [2020-11-08 22:44:11,044][root][INFO] - ===> Epoch[213](5514/26): Loss 0.8062, Sem 0.4728, dir -0.0654, norm 0.3988, swav 0.0000 LR: 4.861e-02 Score 85.562 Data time: 0.2037, Forward time: 2.2724, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 4.8145 [2020-11-08 22:44:16,378][root][INFO] - ===> Epoch[213](5515/26): Loss 1.0510, Sem 0.6634, dir -0.1040, norm 0.4915, swav 0.0000 LR: 4.860e-02 Score 80.553 Data time: 0.2074, Forward time: 2.2723, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 5.2252 [2020-11-08 22:44:23,503][root][INFO] - ===> Epoch[213](5516/26): Loss 1.0655, Sem 0.6287, dir -0.0515, norm 0.4883, swav 0.0000 LR: 4.859e-02 Score 78.753 Data time: 0.3690, Forward time: 2.2725, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 7.0351 [2020-11-08 22:44:29,485][root][INFO] - ===> Epoch[213](5517/26): Loss 0.9786, Sem 0.5573, dir -0.0459, norm 0.4672, swav 0.0000 LR: 4.858e-02 Score 80.225 Data time: 0.2887, Forward time: 2.2727, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 5.8105 [2020-11-08 22:44:34,659][root][INFO] - ===> Epoch[213](5518/26): Loss 1.0328, Sem 0.6528, dir -0.0814, norm 0.4614, swav 0.0000 LR: 4.857e-02 Score 78.749 Data time: 0.2104, Forward time: 2.2727, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 5.0494 [2020-11-08 22:44:40,253][root][INFO] - ===> Epoch[213](5519/26): Loss 1.0910, Sem 0.7114, dir -0.0880, norm 0.4675, swav 0.0000 LR: 4.856e-02 Score 76.475 Data time: 0.1870, Forward time: 2.2726, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 5.4972 [2020-11-08 22:44:45,139][root][INFO] - ===> Epoch[213](5520/26): Loss 1.0365, Sem 0.6185, dir -0.1079, norm 0.5259, swav 0.0000 LR: 4.855e-02 Score 81.814 Data time: 0.2215, Forward time: 2.2726, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 4.8016 [2020-11-08 22:44:49,767][root][INFO] - ===> Epoch[213](5521/26): Loss 0.8892, Sem 0.5343, dir -0.0588, norm 0.4137, swav 0.0000 LR: 4.854e-02 Score 83.366 Data time: 0.2226, Forward time: 2.2726, Backward time: 3.0957, DDP time: 0.0056, Total iter time: 4.5187 [2020-11-08 22:44:55,691][root][INFO] - ===> Epoch[213](5522/26): Loss 0.9948, Sem 0.6507, dir -0.0561, norm 0.4002, swav 0.0000 LR: 4.853e-02 Score 79.372 Data time: 0.2213, Forward time: 2.2727, Backward time: 3.0957, DDP time: 0.0056, Total iter time: 5.8277 [2020-11-08 22:45:03,372][root][INFO] - ===> Epoch[213](5523/26): Loss 0.8979, Sem 0.5970, dir -0.0791, norm 0.3800, swav 0.0000 LR: 4.852e-02 Score 79.794 Data time: 0.2642, Forward time: 2.2728, Backward time: 3.0959, DDP time: 0.0056, Total iter time: 7.5628 [2020-11-08 22:45:10,650][root][INFO] - ===> Epoch[213](5524/26): Loss 1.0190, Sem 0.5894, dir -0.0507, norm 0.4804, swav 0.0000 LR: 4.851e-02 Score 82.401 Data time: 0.1865, Forward time: 2.2728, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 7.1401 [2020-11-08 22:45:15,295][root][INFO] - ===> Epoch[213](5525/26): Loss 0.8637, Sem 0.5999, dir -0.0909, norm 0.3547, swav 0.0000 LR: 4.850e-02 Score 81.312 Data time: 0.2009, Forward time: 2.2728, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 4.5437 [2020-11-08 22:45:21,055][root][INFO] - ===> Epoch[213](5526/26): Loss 0.8098, Sem 0.5791, dir -0.1604, norm 0.3911, swav 0.0000 LR: 4.849e-02 Score 80.385 Data time: 0.1461, Forward time: 2.2727, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 5.6533 [2020-11-08 22:45:26,673][root][INFO] - ===> Epoch[213](5527/26): Loss 1.0282, Sem 0.6036, dir -0.0656, norm 0.4902, swav 0.0000 LR: 4.848e-02 Score 81.103 Data time: 0.1868, Forward time: 2.2726, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 5.5506 [2020-11-08 22:45:32,849][root][INFO] - ===> Epoch[213](5528/26): Loss 0.9433, Sem 0.5636, dir -0.0480, norm 0.4277, swav 0.0000 LR: 4.847e-02 Score 82.199 Data time: 0.2436, Forward time: 2.2726, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 6.0854 [2020-11-08 22:45:38,711][root][INFO] - ===> Epoch[213](5529/26): Loss 0.8284, Sem 0.5879, dir -0.1204, norm 0.3609, swav 0.0000 LR: 4.846e-02 Score 81.012 Data time: 0.1961, Forward time: 2.2726, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 5.7305 [2020-11-08 22:45:45,319][root][INFO] - ===> Epoch[213](5530/26): Loss 0.8888, Sem 0.5530, dir -0.0984, norm 0.4342, swav 0.0000 LR: 4.845e-02 Score 84.809 Data time: 0.2379, Forward time: 2.2727, Backward time: 3.0964, DDP time: 0.0056, Total iter time: 6.5141 [2020-11-08 22:45:50,791][root][INFO] - ===> Epoch[213](5531/26): Loss 0.8487, Sem 0.5207, dir -0.0560, norm 0.3839, swav 0.0000 LR: 4.844e-02 Score 81.277 Data time: 0.2054, Forward time: 2.2727, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 5.3373 [2020-11-08 22:45:57,353][root][INFO] - ===> Epoch[213](5532/26): Loss 1.0070, Sem 0.6199, dir -0.1069, norm 0.4940, swav 0.0000 LR: 4.843e-02 Score 79.833 Data time: 0.2025, Forward time: 2.2726, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 6.4297 [2020-11-08 22:46:03,086][root][INFO] - ===> Epoch[213](5533/26): Loss 0.9884, Sem 0.6443, dir -0.0800, norm 0.4241, swav 0.0000 LR: 4.842e-02 Score 79.116 Data time: 0.2135, Forward time: 2.2726, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 5.6392 [2020-11-08 22:46:08,805][root][INFO] - ===> Epoch[213](5534/26): Loss 0.8821, Sem 0.5174, dir -0.1141, norm 0.4788, swav 0.0000 LR: 4.841e-02 Score 83.109 Data time: 0.2066, Forward time: 2.2726, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 5.5993 [2020-11-08 22:46:14,403][root][INFO] - ===> Epoch[213](5535/26): Loss 0.7670, Sem 0.4779, dir -0.0636, norm 0.3527, swav 0.0000 LR: 4.840e-02 Score 83.669 Data time: 0.1849, Forward time: 2.2726, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 5.4787 [2020-11-08 22:46:20,038][root][INFO] - ===> Epoch[213](5536/26): Loss 0.9127, Sem 0.5839, dir -0.0547, norm 0.3836, swav 0.0000 LR: 4.839e-02 Score 81.775 Data time: 0.2140, Forward time: 2.2726, Backward time: 3.0965, DDP time: 0.0056, Total iter time: 5.5325 [2020-11-08 22:46:25,048][root][INFO] - ===> Epoch[213](5537/26): Loss 0.9017, Sem 0.6263, dir -0.1689, norm 0.4444, swav 0.0000 LR: 4.839e-02 Score 80.048 Data time: 0.2523, Forward time: 2.2726, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 4.8964 [2020-11-08 22:46:29,816][root][INFO] - ===> Epoch[213](5538/26): Loss 0.8778, Sem 0.5849, dir -0.1446, norm 0.4374, swav 0.0000 LR: 4.838e-02 Score 81.300 Data time: 0.2306, Forward time: 2.2726, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 4.6441 [2020-11-08 22:46:34,590][root][INFO] - ===> Epoch[214](5539/26): Loss 0.8995, Sem 0.5588, dir -0.1388, norm 0.4795, swav 0.0000 LR: 4.837e-02 Score 83.395 Data time: 0.2092, Forward time: 2.2725, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 4.6747 [2020-11-08 22:46:40,151][root][INFO] - ===> Epoch[214](5540/26): Loss 1.0015, Sem 0.6594, dir -0.0661, norm 0.4082, swav 0.0000 LR: 4.836e-02 Score 78.342 Data time: 0.2264, Forward time: 2.2726, Backward time: 3.0959, DDP time: 0.0056, Total iter time: 5.4575 [2020-11-08 22:46:45,830][root][INFO] - ===> Epoch[214](5541/26): Loss 0.6146, Sem 0.4168, dir -0.1385, norm 0.3363, swav 0.0000 LR: 4.835e-02 Score 84.436 Data time: 0.1639, Forward time: 2.2725, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 5.5581 [2020-11-08 22:46:51,210][root][INFO] - ===> Epoch[214](5542/26): Loss 0.7764, Sem 0.5217, dir -0.0969, norm 0.3516, swav 0.0000 LR: 4.834e-02 Score 81.951 Data time: 0.2061, Forward time: 2.2725, Backward time: 3.0959, DDP time: 0.0056, Total iter time: 5.2817 [2020-11-08 22:46:56,793][root][INFO] - ===> Epoch[214](5543/26): Loss 0.8022, Sem 0.5207, dir -0.1043, norm 0.3858, swav 0.0000 LR: 4.833e-02 Score 84.417 Data time: 0.1730, Forward time: 2.2724, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 5.4591 [2020-11-08 22:47:02,018][root][INFO] - ===> Epoch[214](5544/26): Loss 0.8329, Sem 0.5940, dir -0.0732, norm 0.3122, swav 0.0000 LR: 4.832e-02 Score 79.058 Data time: 0.1609, Forward time: 2.2723, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 5.1295 [2020-11-08 22:47:08,008][root][INFO] - ===> Epoch[214](5545/26): Loss 0.7277, Sem 0.4787, dir -0.0945, norm 0.3435, swav 0.0000 LR: 4.831e-02 Score 85.292 Data time: 0.2907, Forward time: 2.2724, Backward time: 3.0959, DDP time: 0.0056, Total iter time: 5.9123 [2020-11-08 22:47:14,609][root][INFO] - ===> Epoch[214](5546/26): Loss 0.7983, Sem 0.5485, dir -0.0932, norm 0.3431, swav 0.0000 LR: 4.830e-02 Score 84.466 Data time: 0.1862, Forward time: 2.2724, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 6.4632 [2020-11-08 22:47:19,544][root][INFO] - ===> Epoch[214](5547/26): Loss 0.9410, Sem 0.6968, dir -0.1050, norm 0.3493, swav 0.0000 LR: 4.829e-02 Score 77.210 Data time: 0.2186, Forward time: 2.2724, Backward time: 3.0959, DDP time: 0.0056, Total iter time: 4.8329 [2020-11-08 22:47:25,277][root][INFO] - ===> Epoch[214](5548/26): Loss 0.8666, Sem 0.5175, dir -0.1060, norm 0.4551, swav 0.0000 LR: 4.828e-02 Score 84.260 Data time: 0.1989, Forward time: 2.2723, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 5.6230 [2020-11-08 22:47:31,484][root][INFO] - ===> Epoch[214](5549/26): Loss 0.7005, Sem 0.4674, dir -0.0902, norm 0.3234, swav 0.0000 LR: 4.827e-02 Score 84.596 Data time: 0.2093, Forward time: 2.2723, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 6.0829 [2020-11-08 22:47:37,430][root][INFO] - ===> Epoch[214](5550/26): Loss 0.8495, Sem 0.5567, dir -0.0999, norm 0.3928, swav 0.0000 LR: 4.826e-02 Score 83.512 Data time: 0.1900, Forward time: 2.2723, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 5.8123 [2020-11-08 22:47:42,662][root][INFO] - ===> Epoch[214](5551/26): Loss 0.9387, Sem 0.6054, dir -0.0560, norm 0.3893, swav 0.0000 LR: 4.825e-02 Score 81.339 Data time: 0.2233, Forward time: 2.2722, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 5.1190 [2020-11-08 22:47:48,723][root][INFO] - ===> Epoch[214](5552/26): Loss 0.8113, Sem 0.5329, dir -0.0838, norm 0.3622, swav 0.0000 LR: 4.824e-02 Score 85.373 Data time: 0.2850, Forward time: 2.2724, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 5.9356 [2020-11-08 22:47:55,319][root][INFO] - ===> Epoch[214](5553/26): Loss 0.9779, Sem 0.6612, dir -0.0989, norm 0.4156, swav 0.0000 LR: 4.823e-02 Score 79.936 Data time: 0.1690, Forward time: 2.2723, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 6.4585 [2020-11-08 22:48:01,691][root][INFO] - ===> Epoch[214](5554/26): Loss 0.8100, Sem 0.5903, dir -0.1393, norm 0.3589, swav 0.0000 LR: 4.822e-02 Score 80.039 Data time: 0.2310, Forward time: 2.2722, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 6.2430 [2020-11-08 22:48:08,068][root][INFO] - ===> Epoch[214](5555/26): Loss 0.7485, Sem 0.5883, dir -0.1934, norm 0.3535, swav 0.0000 LR: 4.821e-02 Score 81.753 Data time: 0.3372, Forward time: 2.2724, Backward time: 3.0963, DDP time: 0.0056, Total iter time: 6.2796 [2020-11-08 22:48:14,809][root][INFO] - ===> Epoch[214](5556/26): Loss 0.7514, Sem 0.4305, dir -0.1093, norm 0.4301, swav 0.0000 LR: 4.820e-02 Score 84.962 Data time: 0.2349, Forward time: 2.2725, Backward time: 3.0964, DDP time: 0.0056, Total iter time: 6.5953 [2020-11-08 22:48:20,129][root][INFO] - ===> Epoch[214](5557/26): Loss 0.9133, Sem 0.5589, dir -0.0953, norm 0.4497, swav 0.0000 LR: 4.819e-02 Score 80.591 Data time: 0.2476, Forward time: 2.2725, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 5.1904 [2020-11-08 22:48:24,726][root][INFO] - ===> Epoch[214](5558/26): Loss 1.0017, Sem 0.6010, dir -0.0409, norm 0.4415, swav 0.0000 LR: 4.818e-02 Score 82.386 Data time: 0.1522, Forward time: 2.2724, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 4.4930 [2020-11-08 22:48:30,186][root][INFO] - ===> Epoch[214](5559/26): Loss 0.8330, Sem 0.5409, dir -0.0896, norm 0.3817, swav 0.0000 LR: 4.817e-02 Score 83.906 Data time: 0.1930, Forward time: 2.2724, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 5.3781 [2020-11-08 22:48:35,774][root][INFO] - ===> Epoch[214](5560/26): Loss 0.8317, Sem 0.6388, dir -0.1434, norm 0.3363, swav 0.0000 LR: 4.816e-02 Score 79.219 Data time: 0.1981, Forward time: 2.2723, Backward time: 3.0961, DDP time: 0.0056, Total iter time: 5.4476 [2020-11-08 22:48:42,259][root][INFO] - ===> Epoch[214](5561/26): Loss 0.8548, Sem 0.5800, dir -0.0979, norm 0.3727, swav 0.0000 LR: 4.815e-02 Score 81.691 Data time: 0.2597, Forward time: 2.2724, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 6.3798 [2020-11-08 22:48:48,800][root][INFO] - ===> Epoch[214](5562/26): Loss 0.7948, Sem 0.4931, dir -0.1264, norm 0.4281, swav 0.0000 LR: 4.814e-02 Score 84.213 Data time: 0.2742, Forward time: 2.2725, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 6.4173 [2020-11-08 22:48:54,786][root][INFO] - ===> Epoch[214](5563/26): Loss 0.7881, Sem 0.4918, dir -0.0852, norm 0.3816, swav 0.0000 LR: 4.813e-02 Score 81.858 Data time: 0.2347, Forward time: 2.2726, Backward time: 3.0962, DDP time: 0.0056, Total iter time: 5.8400 [2020-11-08 22:48:59,979][root][INFO] - ===> Epoch[214](5564/26): Loss 0.8433, Sem 0.5936, dir -0.2004, norm 0.4501, swav 0.0000 LR: 4.812e-02 Score 82.321 Data time: 0.2547, Forward time: 2.2726, Backward time: 3.0960, DDP time: 0.0056, Total iter time: 5.0398 [2020-11-08 22:49:05,514][root][INFO] - ===> Epoch[215](5565/26): Loss 0.8475, Sem 0.4599, dir -0.0706, norm 0.4582, swav 0.0000 LR: 4.811e-02 Score 85.442 Data time: 0.2557, Forward time: 2.2727, Backward time: 3.0959, DDP time: 0.0056, Total iter time: 5.4014 [2020-11-08 22:49:09,861][root][INFO] - ===> Epoch[215](5566/26): Loss 0.6438, Sem 0.4663, dir -0.0770, norm 0.2545, swav 0.0000 LR: 4.810e-02 Score 84.379 Data time: 0.1876, Forward time: 2.2727, Backward time: 3.0957, DDP time: 0.0056, Total iter time: 4.2203 [2020-11-08 22:49:15,880][root][INFO] - ===> Epoch[215](5567/26): Loss 0.7550, Sem 0.5547, dir -0.0747, norm 0.2750, swav 0.0000 LR: 4.809e-02 Score 82.728 Data time: 0.2634, Forward time: 2.2728, Backward time: 3.0956, DDP time: 0.0056, Total iter time: 5.9147 [2020-11-08 22:49:20,616][root][INFO] - ===> Epoch[215](5568/26): Loss 0.7757, Sem 0.5173, dir -0.0999, norm 0.3583, swav 0.0000 LR: 4.808e-02 Score 81.471 Data time: 0.2070, Forward time: 2.2728, Backward time: 3.0954, DDP time: 0.0056, Total iter time: 4.6052 [2020-11-08 22:49:25,837][root][INFO] - ===> Epoch[215](5569/26): Loss 0.8984, Sem 0.5648, dir -0.0311, norm 0.3648, swav 0.0000 LR: 4.807e-02 Score 81.560 Data time: 0.2260, Forward time: 2.2728, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 5.1304 [2020-11-08 22:49:31,185][root][INFO] - ===> Epoch[215](5570/26): Loss 0.8601, Sem 0.6164, dir -0.1220, norm 0.3657, swav 0.0000 LR: 4.806e-02 Score 80.904 Data time: 0.2722, Forward time: 2.2729, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 5.2339 [2020-11-08 22:49:36,761][root][INFO] - ===> Epoch[215](5571/26): Loss 0.8158, Sem 0.6409, dir -0.1038, norm 0.2787, swav 0.0000 LR: 4.805e-02 Score 78.782 Data time: 0.1916, Forward time: 2.2728, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 5.4426 [2020-11-08 22:49:42,280][root][INFO] - ===> Epoch[215](5572/26): Loss 0.8043, Sem 0.4822, dir -0.0793, norm 0.4013, swav 0.0000 LR: 4.804e-02 Score 81.719 Data time: 0.1781, Forward time: 2.2727, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 5.4327 [2020-11-08 22:49:48,132][root][INFO] - ===> Epoch[215](5573/26): Loss 0.8575, Sem 0.6202, dir -0.1234, norm 0.3607, swav 0.0000 LR: 4.803e-02 Score 79.501 Data time: 0.1780, Forward time: 2.2726, Backward time: 3.0954, DDP time: 0.0056, Total iter time: 5.7855 [2020-11-08 22:49:54,240][root][INFO] - ===> Epoch[215](5574/26): Loss 0.9539, Sem 0.6044, dir -0.0600, norm 0.4095, swav 0.0000 LR: 4.802e-02 Score 80.587 Data time: 0.2402, Forward time: 2.2726, Backward time: 3.0954, DDP time: 0.0056, Total iter time: 6.0246 [2020-11-08 22:49:59,226][root][INFO] - ===> Epoch[215](5575/26): Loss 0.9142, Sem 0.6264, dir -0.0339, norm 0.3218, swav 0.0000 LR: 4.801e-02 Score 80.253 Data time: 0.1932, Forward time: 2.2726, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 4.8638 [2020-11-08 22:50:03,778][root][INFO] - ===> Epoch[215](5576/26): Loss 0.8035, Sem 0.5178, dir -0.0752, norm 0.3610, swav 0.0000 LR: 4.800e-02 Score 83.880 Data time: 0.2018, Forward time: 2.2725, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 4.4500 [2020-11-08 22:50:10,223][root][INFO] - ===> Epoch[215](5577/26): Loss 0.8641, Sem 0.5903, dir -0.1200, norm 0.3938, swav 0.0000 LR: 4.799e-02 Score 81.299 Data time: 0.2016, Forward time: 2.2725, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 6.3804 [2020-11-08 22:50:15,372][root][INFO] - ===> Epoch[215](5578/26): Loss 0.9358, Sem 0.6673, dir -0.0803, norm 0.3488, swav 0.0000 LR: 4.799e-02 Score 76.212 Data time: 0.1586, Forward time: 2.2723, Backward time: 3.0954, DDP time: 0.0056, Total iter time: 5.0769 [2020-11-08 22:50:21,123][root][INFO] - ===> Epoch[215](5579/26): Loss 0.9486, Sem 0.5207, dir -0.0488, norm 0.4767, swav 0.0000 LR: 4.798e-02 Score 83.822 Data time: 0.2512, Forward time: 2.2724, Backward time: 3.0953, DDP time: 0.0056, Total iter time: 5.7091 [2020-11-08 22:50:26,394][root][INFO] - ===> Epoch[215](5580/26): Loss 0.8320, Sem 0.5939, dir -0.0912, norm 0.3292, swav 0.0000 LR: 4.797e-02 Score 80.051 Data time: 0.1883, Forward time: 2.2724, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 5.1514 [2020-11-08 22:50:32,335][root][INFO] - ===> Epoch[215](5581/26): Loss 0.8882, Sem 0.6686, dir -0.1574, norm 0.3770, swav 0.0000 LR: 4.796e-02 Score 79.181 Data time: 0.2386, Forward time: 2.2725, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 5.8289 [2020-11-08 22:50:37,422][root][INFO] - ===> Epoch[215](5582/26): Loss 0.7649, Sem 0.5071, dir -0.1127, norm 0.3705, swav 0.0000 LR: 4.795e-02 Score 84.251 Data time: 0.2144, Forward time: 2.2724, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 4.9434 [2020-11-08 22:50:42,188][root][INFO] - ===> Epoch[215](5583/26): Loss 0.7996, Sem 0.4686, dir -0.0815, norm 0.4124, swav 0.0000 LR: 4.794e-02 Score 85.081 Data time: 0.1660, Forward time: 2.2723, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 4.6607 [2020-11-08 22:50:48,841][root][INFO] - ===> Epoch[215](5584/26): Loss 1.0173, Sem 0.6932, dir -0.0897, norm 0.4138, swav 0.0000 LR: 4.793e-02 Score 79.690 Data time: 0.1746, Forward time: 2.2723, Backward time: 3.0952, DDP time: 0.0056, Total iter time: 6.5702 [2020-11-08 22:50:54,148][root][INFO] - ===> Epoch[215](5585/26): Loss 0.7517, Sem 0.5117, dir -0.1458, norm 0.3859, swav 0.0000 LR: 4.792e-02 Score 82.281 Data time: 0.2510, Forward time: 2.2723, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.1882 [2020-11-08 22:50:59,848][root][INFO] - ===> Epoch[215](5586/26): Loss 0.8245, Sem 0.5910, dir -0.1364, norm 0.3698, swav 0.0000 LR: 4.791e-02 Score 81.414 Data time: 0.2128, Forward time: 2.2722, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.5751 [2020-11-08 22:51:04,672][root][INFO] - ===> Epoch[215](5587/26): Loss 0.9700, Sem 0.6066, dir -0.0832, norm 0.4466, swav 0.0000 LR: 4.790e-02 Score 78.169 Data time: 0.2268, Forward time: 2.2723, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 4.7427 [2020-11-08 22:51:11,040][root][INFO] - ===> Epoch[215](5588/26): Loss 0.7052, Sem 0.5000, dir -0.1350, norm 0.3402, swav 0.0000 LR: 4.789e-02 Score 84.129 Data time: 0.2237, Forward time: 2.2723, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 6.2419 [2020-11-08 22:51:16,838][root][INFO] - ===> Epoch[215](5589/26): Loss 0.7743, Sem 0.5209, dir -0.1158, norm 0.3692, swav 0.0000 LR: 4.788e-02 Score 84.208 Data time: 0.2852, Forward time: 2.2724, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.6855 [2020-11-08 22:51:22,500][root][INFO] - ===> Epoch[215](5590/26): Loss 0.8326, Sem 0.4969, dir -0.1104, norm 0.4462, swav 0.0000 LR: 4.787e-02 Score 82.523 Data time: 0.2304, Forward time: 2.2724, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.5297 [2020-11-08 22:51:27,571][root][INFO] - ===> Epoch[216](5591/26): Loss 0.8188, Sem 0.4927, dir -0.1052, norm 0.4312, swav 0.0000 LR: 4.786e-02 Score 82.387 Data time: 0.1742, Forward time: 2.2724, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 4.9439 [2020-11-08 22:51:32,012][root][INFO] - ===> Epoch[216](5592/26): Loss 0.8243, Sem 0.5021, dir -0.0748, norm 0.3970, swav 0.0000 LR: 4.785e-02 Score 79.746 Data time: 0.1785, Forward time: 2.2723, Backward time: 3.0947, DDP time: 0.0056, Total iter time: 4.3451 [2020-11-08 22:51:38,821][root][INFO] - ===> Epoch[216](5593/26): Loss 0.7149, Sem 0.4773, dir -0.1242, norm 0.3618, swav 0.0000 LR: 4.784e-02 Score 84.282 Data time: 0.2270, Forward time: 2.2723, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 6.7135 [2020-11-08 22:51:44,170][root][INFO] - ===> Epoch[216](5594/26): Loss 0.9068, Sem 0.6356, dir -0.0644, norm 0.3357, swav 0.0000 LR: 4.783e-02 Score 79.076 Data time: 0.2188, Forward time: 2.2723, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 5.2219 [2020-11-08 22:51:49,983][root][INFO] - ===> Epoch[216](5595/26): Loss 0.8506, Sem 0.5790, dir -0.1108, norm 0.3824, swav 0.0000 LR: 4.782e-02 Score 83.230 Data time: 0.1546, Forward time: 2.2721, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.7194 [2020-11-08 22:51:56,203][root][INFO] - ===> Epoch[216](5596/26): Loss 0.8674, Sem 0.6148, dir -0.0916, norm 0.3441, swav 0.0000 LR: 4.781e-02 Score 80.633 Data time: 0.3198, Forward time: 2.2723, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 6.1533 [2020-11-08 22:52:01,445][root][INFO] - ===> Epoch[216](5597/26): Loss 0.6652, Sem 0.5301, dir -0.1508, norm 0.2860, swav 0.0000 LR: 4.780e-02 Score 84.688 Data time: 0.1568, Forward time: 2.2722, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 5.1114 [2020-11-08 22:52:07,891][root][INFO] - ===> Epoch[216](5598/26): Loss 0.9023, Sem 0.6205, dir -0.0964, norm 0.3782, swav 0.0000 LR: 4.779e-02 Score 80.318 Data time: 0.1692, Forward time: 2.2721, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 6.3507 [2020-11-08 22:52:13,169][root][INFO] - ===> Epoch[216](5599/26): Loss 0.7624, Sem 0.5815, dir -0.1342, norm 0.3151, swav 0.0000 LR: 4.778e-02 Score 81.843 Data time: 0.2247, Forward time: 2.2721, Backward time: 3.0950, DDP time: 0.0056, Total iter time: 5.1623 [2020-11-08 22:52:18,679][root][INFO] - ===> Epoch[216](5600/26): Loss 0.8359, Sem 0.5405, dir -0.1015, norm 0.3969, swav 0.0000 LR: 4.777e-02 Score 81.422 Data time: 0.2619, Forward time: 2.2722, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 5.4067 [2020-11-08 22:52:25,416][root][INFO] - ===> Epoch[216](5601/26): Loss 0.7216, Sem 0.5331, dir -0.1076, norm 0.2961, swav 0.0000 LR: 4.776e-02 Score 84.649 Data time: 0.1397, Forward time: 2.2721, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 6.6263 [2020-11-08 22:52:30,932][root][INFO] - ===> Epoch[216](5602/26): Loss 0.9748, Sem 0.6543, dir -0.1261, norm 0.4466, swav 0.0000 LR: 4.775e-02 Score 78.839 Data time: 0.2190, Forward time: 2.2721, Backward time: 3.0951, DDP time: 0.0056, Total iter time: 5.4284 [2020-11-08 22:52:36,207][root][INFO] - ===> Epoch[216](5603/26): Loss 0.8082, Sem 0.5400, dir -0.1130, norm 0.3811, swav 0.0000 LR: 4.774e-02 Score 83.375 Data time: 0.2644, Forward time: 2.2722, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.1720 [2020-11-08 22:52:41,591][root][INFO] - ===> Epoch[216](5604/26): Loss 0.6244, Sem 0.4648, dir -0.1516, norm 0.3112, swav 0.0000 LR: 4.773e-02 Score 84.868 Data time: 0.1926, Forward time: 2.2721, Backward time: 3.0949, DDP time: 0.0056, Total iter time: 5.2667 [2020-11-08 22:52:46,276][root][INFO] - ===> Epoch[216](5605/26): Loss 1.0169, Sem 0.5691, dir -0.0297, norm 0.4776, swav 0.0000 LR: 4.772e-02 Score 84.417 Data time: 0.2245, Forward time: 2.2721, Backward time: 3.0947, DDP time: 0.0056, Total iter time: 4.5783 [2020-11-08 22:52:52,399][root][INFO] - ===> Epoch[216](5606/26): Loss 1.1726, Sem 0.6154, dir -0.0276, norm 0.5848, swav 0.0000 LR: 4.771e-02 Score 81.622 Data time: 0.2959, Forward time: 2.2723, Backward time: 3.0946, DDP time: 0.0056, Total iter time: 6.0145 [2020-11-08 22:52:57,800][root][INFO] - ===> Epoch[216](5607/26): Loss 0.9826, Sem 0.5016, dir -0.0251, norm 0.5061, swav 0.0000 LR: 4.770e-02 Score 83.442 Data time: 0.2142, Forward time: 2.2723, Backward time: 3.0946, DDP time: 0.0056, Total iter time: 5.2655 [2020-11-08 22:53:03,003][root][INFO] - ===> Epoch[216](5608/26): Loss 0.9345, Sem 0.4943, dir -0.0183, norm 0.4585, swav 0.0000 LR: 4.769e-02 Score 84.402 Data time: 0.2552, Forward time: 2.2723, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 5.0707 [2020-11-08 22:53:09,256][root][INFO] - ===> Epoch[216](5609/26): Loss 0.9045, Sem 0.5599, dir -0.0647, norm 0.4093, swav 0.0000 LR: 4.768e-02 Score 83.182 Data time: 0.2943, Forward time: 2.2725, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 6.1406 [2020-11-08 22:53:14,878][root][INFO] - ===> Epoch[216](5610/26): Loss 1.0347, Sem 0.7428, dir -0.0800, norm 0.3718, swav 0.0000 LR: 4.767e-02 Score 75.344 Data time: 0.1963, Forward time: 2.2724, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 5.5051 [2020-11-08 22:53:20,285][root][INFO] - ===> Epoch[216](5611/26): Loss 1.1488, Sem 0.6516, dir -0.0448, norm 0.5420, swav 0.0000 LR: 4.766e-02 Score 78.777 Data time: 0.2436, Forward time: 2.2725, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 5.2913 [2020-11-08 22:53:25,497][root][INFO] - ===> Epoch[216](5612/26): Loss 1.0619, Sem 0.6384, dir -0.0375, norm 0.4609, swav 0.0000 LR: 4.765e-02 Score 78.028 Data time: 0.1975, Forward time: 2.2725, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.0999 [2020-11-08 22:53:30,982][root][INFO] - ===> Epoch[216](5613/26): Loss 0.9824, Sem 0.5554, dir -0.0632, norm 0.4901, swav 0.0000 LR: 4.764e-02 Score 82.296 Data time: 0.2736, Forward time: 2.2726, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 5.3668 [2020-11-08 22:53:37,281][root][INFO] - ===> Epoch[216](5614/26): Loss 0.9601, Sem 0.5548, dir -0.0863, norm 0.4917, swav 0.0000 LR: 4.763e-02 Score 83.585 Data time: 0.3088, Forward time: 2.2727, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 6.1527 [2020-11-08 22:53:43,035][root][INFO] - ===> Epoch[216](5615/26): Loss 1.0500, Sem 0.5934, dir -0.0385, norm 0.4951, swav 0.0000 LR: 4.762e-02 Score 81.452 Data time: 0.2183, Forward time: 2.2727, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 5.6005 [2020-11-08 22:53:48,463][root][INFO] - ===> Epoch[216](5616/26): Loss 0.8326, Sem 0.5290, dir -0.0847, norm 0.3883, swav 0.0000 LR: 4.761e-02 Score 82.092 Data time: 0.2115, Forward time: 2.2727, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 5.3036 [2020-11-08 22:53:53,753][root][INFO] - ===> Epoch[217](5617/26): Loss 0.8777, Sem 0.5586, dir -0.1132, norm 0.4324, swav 0.0000 LR: 4.760e-02 Score 82.437 Data time: 0.2127, Forward time: 2.2727, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 5.1808 [2020-11-08 22:53:58,935][root][INFO] - ===> Epoch[217](5618/26): Loss 0.9410, Sem 0.5674, dir -0.0901, norm 0.4636, swav 0.0000 LR: 4.759e-02 Score 82.805 Data time: 0.1750, Forward time: 2.2727, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 5.0614 [2020-11-08 22:54:04,701][root][INFO] - ===> Epoch[217](5619/26): Loss 0.9466, Sem 0.5233, dir -0.0700, norm 0.4933, swav 0.0000 LR: 4.758e-02 Score 82.890 Data time: 0.1984, Forward time: 2.2726, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 5.6744 [2020-11-08 22:54:09,662][root][INFO] - ===> Epoch[217](5620/26): Loss 0.9172, Sem 0.5071, dir -0.0446, norm 0.4546, swav 0.0000 LR: 4.757e-02 Score 84.835 Data time: 0.1837, Forward time: 2.2726, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 4.8672 [2020-11-08 22:54:16,355][root][INFO] - ===> Epoch[217](5621/26): Loss 0.9557, Sem 0.6527, dir -0.1425, norm 0.4455, swav 0.0000 LR: 4.757e-02 Score 80.365 Data time: 0.2649, Forward time: 2.2726, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 6.6028 [2020-11-08 22:54:23,759][root][INFO] - ===> Epoch[217](5622/26): Loss 0.7926, Sem 0.4820, dir -0.0755, norm 0.3861, swav 0.0000 LR: 4.756e-02 Score 82.653 Data time: 0.2492, Forward time: 2.2727, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 7.2619 [2020-11-08 22:54:29,214][root][INFO] - ===> Epoch[217](5623/26): Loss 0.8128, Sem 0.5344, dir -0.0852, norm 0.3636, swav 0.0000 LR: 4.755e-02 Score 82.599 Data time: 0.2030, Forward time: 2.2727, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 5.3182 [2020-11-08 22:54:34,754][root][INFO] - ===> Epoch[217](5624/26): Loss 0.8480, Sem 0.4854, dir -0.1164, norm 0.4791, swav 0.0000 LR: 4.754e-02 Score 84.855 Data time: 0.1770, Forward time: 2.2726, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 5.4552 [2020-11-08 22:54:39,613][root][INFO] - ===> Epoch[217](5625/26): Loss 0.8109, Sem 0.5156, dir -0.1274, norm 0.4227, swav 0.0000 LR: 4.753e-02 Score 83.362 Data time: 0.2004, Forward time: 2.2725, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 4.7667 [2020-11-08 22:54:46,300][root][INFO] - ===> Epoch[217](5626/26): Loss 0.9163, Sem 0.5660, dir -0.0579, norm 0.4082, swav 0.0000 LR: 4.752e-02 Score 82.601 Data time: 0.2455, Forward time: 2.2726, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 6.5698 [2020-11-08 22:54:51,472][root][INFO] - ===> Epoch[217](5627/26): Loss 0.8027, Sem 0.5245, dir -0.0699, norm 0.3480, swav 0.0000 LR: 4.751e-02 Score 84.047 Data time: 0.2164, Forward time: 2.2726, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 5.0511 [2020-11-08 22:54:56,731][root][INFO] - ===> Epoch[217](5628/26): Loss 0.7769, Sem 0.5429, dir -0.0841, norm 0.3181, swav 0.0000 LR: 4.750e-02 Score 81.411 Data time: 0.2155, Forward time: 2.2726, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 5.1362 [2020-11-08 22:55:02,604][root][INFO] - ===> Epoch[217](5629/26): Loss 0.8122, Sem 0.4914, dir -0.0950, norm 0.4157, swav 0.0000 LR: 4.749e-02 Score 82.424 Data time: 0.2236, Forward time: 2.2726, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 5.7679 [2020-11-08 22:55:07,376][root][INFO] - ===> Epoch[217](5630/26): Loss 0.8521, Sem 0.6226, dir -0.0946, norm 0.3241, swav 0.0000 LR: 4.748e-02 Score 78.709 Data time: 0.2465, Forward time: 2.2726, Backward time: 3.0936, DDP time: 0.0056, Total iter time: 4.6441 [2020-11-08 22:55:12,683][root][INFO] - ===> Epoch[217](5631/26): Loss 0.8567, Sem 0.5949, dir -0.1012, norm 0.3630, swav 0.0000 LR: 4.747e-02 Score 83.142 Data time: 0.3005, Forward time: 2.2727, Backward time: 3.0934, DDP time: 0.0056, Total iter time: 5.1900 [2020-11-08 22:55:17,863][root][INFO] - ===> Epoch[217](5632/26): Loss 0.9020, Sem 0.5514, dir -0.1267, norm 0.4772, swav 0.0000 LR: 4.746e-02 Score 82.721 Data time: 0.2190, Forward time: 2.2727, Backward time: 3.0933, DDP time: 0.0056, Total iter time: 5.0593 [2020-11-08 22:55:23,679][root][INFO] - ===> Epoch[217](5633/26): Loss 0.6769, Sem 0.5059, dir -0.1373, norm 0.3083, swav 0.0000 LR: 4.745e-02 Score 84.788 Data time: 0.1935, Forward time: 2.2727, Backward time: 3.0933, DDP time: 0.0056, Total iter time: 5.7043 [2020-11-08 22:55:29,230][root][INFO] - ===> Epoch[217](5634/26): Loss 0.9664, Sem 0.5937, dir -0.1226, norm 0.4953, swav 0.0000 LR: 4.744e-02 Score 78.905 Data time: 0.1989, Forward time: 2.2726, Backward time: 3.0934, DDP time: 0.0056, Total iter time: 5.4621 [2020-11-08 22:55:36,909][root][INFO] - ===> Epoch[217](5635/26): Loss 0.8505, Sem 0.6670, dir -0.1012, norm 0.2848, swav 0.0000 LR: 4.743e-02 Score 78.706 Data time: 0.3799, Forward time: 2.2729, Backward time: 3.0934, DDP time: 0.0056, Total iter time: 7.5346 [2020-11-08 22:55:42,723][root][INFO] - ===> Epoch[217](5636/26): Loss 0.8797, Sem 0.6013, dir -0.0820, norm 0.3604, swav 0.0000 LR: 4.742e-02 Score 80.041 Data time: 0.1970, Forward time: 2.2729, Backward time: 3.0934, DDP time: 0.0056, Total iter time: 5.6793 [2020-11-08 22:55:48,366][root][INFO] - ===> Epoch[217](5637/26): Loss 0.8492, Sem 0.5876, dir -0.1215, norm 0.3832, swav 0.0000 LR: 4.741e-02 Score 82.554 Data time: 0.2577, Forward time: 2.2730, Backward time: 3.0933, DDP time: 0.0056, Total iter time: 5.5267 [2020-11-08 22:55:53,645][root][INFO] - ===> Epoch[217](5638/26): Loss 1.0420, Sem 0.6868, dir -0.1001, norm 0.4553, swav 0.0000 LR: 4.740e-02 Score 77.938 Data time: 0.2263, Forward time: 2.2730, Backward time: 3.0932, DDP time: 0.0056, Total iter time: 5.1543 [2020-11-08 22:56:00,844][root][INFO] - ===> Epoch[217](5639/26): Loss 0.7568, Sem 0.5347, dir -0.1124, norm 0.3346, swav 0.0000 LR: 4.739e-02 Score 84.939 Data time: 0.2808, Forward time: 2.2731, Backward time: 3.0933, DDP time: 0.0056, Total iter time: 7.0675 [2020-11-08 22:56:06,774][root][INFO] - ===> Epoch[217](5640/26): Loss 0.9379, Sem 0.6757, dir -0.1220, norm 0.3843, swav 0.0000 LR: 4.738e-02 Score 81.875 Data time: 0.2785, Forward time: 2.2732, Backward time: 3.0932, DDP time: 0.0056, Total iter time: 5.7966 [2020-11-08 22:56:11,791][root][INFO] - ===> Epoch[217](5641/26): Loss 0.6925, Sem 0.5023, dir -0.1181, norm 0.3083, swav 0.0000 LR: 4.737e-02 Score 85.400 Data time: 0.2585, Forward time: 2.2732, Backward time: 3.0931, DDP time: 0.0056, Total iter time: 4.9043 [2020-11-08 22:56:18,910][root][INFO] - ===> Epoch[217](5642/26): Loss 0.9658, Sem 0.7055, dir -0.1145, norm 0.3748, swav 0.0000 LR: 4.736e-02 Score 76.180 Data time: 0.2691, Forward time: 2.2733, Backward time: 3.0932, DDP time: 0.0056, Total iter time: 7.0253 [2020-11-08 22:56:25,667][root][INFO] - ===> Epoch[218](5643/26): Loss 0.7131, Sem 0.5132, dir -0.1325, norm 0.3325, swav 0.0000 LR: 4.735e-02 Score 83.394 Data time: 0.2728, Forward time: 2.2734, Backward time: 3.0933, DDP time: 0.0056, Total iter time: 6.6505 [2020-11-08 22:56:31,917][root][INFO] - ===> Epoch[218](5644/26): Loss 0.6853, Sem 0.4640, dir -0.1215, norm 0.3428, swav 0.0000 LR: 4.734e-02 Score 85.970 Data time: 0.1448, Forward time: 2.2733, Backward time: 3.0935, DDP time: 0.0056, Total iter time: 6.1591 [2020-11-08 22:56:37,720][root][INFO] - ===> Epoch[218](5645/26): Loss 0.7940, Sem 0.5863, dir -0.1311, norm 0.3389, swav 0.0000 LR: 4.733e-02 Score 81.533 Data time: 0.1943, Forward time: 2.2733, Backward time: 3.0935, DDP time: 0.0056, Total iter time: 5.7474 [2020-11-08 22:56:43,672][root][INFO] - ===> Epoch[218](5646/26): Loss 0.8677, Sem 0.4933, dir -0.0643, norm 0.4388, swav 0.0000 LR: 4.732e-02 Score 84.252 Data time: 0.1724, Forward time: 2.2732, Backward time: 3.0936, DDP time: 0.0056, Total iter time: 5.8742 [2020-11-08 22:56:49,585][root][INFO] - ===> Epoch[218](5647/26): Loss 1.0901, Sem 0.5966, dir -0.0387, norm 0.5322, swav 0.0000 LR: 4.731e-02 Score 80.521 Data time: 0.2502, Forward time: 2.2732, Backward time: 3.0936, DDP time: 0.0056, Total iter time: 5.8650 [2020-11-08 22:56:54,971][root][INFO] - ===> Epoch[218](5648/26): Loss 1.0905, Sem 0.6600, dir -0.0602, norm 0.4906, swav 0.0000 LR: 4.730e-02 Score 76.943 Data time: 0.2420, Forward time: 2.2733, Backward time: 3.0935, DDP time: 0.0056, Total iter time: 5.2688 [2020-11-08 22:56:59,877][root][INFO] - ===> Epoch[218](5649/26): Loss 0.8091, Sem 0.5335, dir -0.0663, norm 0.3419, swav 0.0000 LR: 4.729e-02 Score 84.003 Data time: 0.2073, Forward time: 2.2733, Backward time: 3.0934, DDP time: 0.0056, Total iter time: 4.7859 [2020-11-08 22:57:06,372][root][INFO] - ===> Epoch[218](5650/26): Loss 0.6793, Sem 0.4790, dir -0.0997, norm 0.3000, swav 0.0000 LR: 4.728e-02 Score 84.298 Data time: 0.1928, Forward time: 2.2732, Backward time: 3.0935, DDP time: 0.0056, Total iter time: 6.3976 [2020-11-08 22:57:11,864][root][INFO] - ===> Epoch[218](5651/26): Loss 0.7531, Sem 0.4836, dir -0.0816, norm 0.3511, swav 0.0000 LR: 4.727e-02 Score 84.459 Data time: 0.1709, Forward time: 2.2732, Backward time: 3.0936, DDP time: 0.0056, Total iter time: 5.4035 [2020-11-08 22:57:18,027][root][INFO] - ===> Epoch[218](5652/26): Loss 0.8631, Sem 0.5418, dir -0.0775, norm 0.3988, swav 0.0000 LR: 4.726e-02 Score 81.476 Data time: 0.1851, Forward time: 2.2731, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 6.0652 [2020-11-08 22:57:23,297][root][INFO] - ===> Epoch[218](5653/26): Loss 0.7504, Sem 0.4915, dir -0.1281, norm 0.3871, swav 0.0000 LR: 4.725e-02 Score 85.129 Data time: 0.1811, Forward time: 2.2730, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 5.1769 [2020-11-08 22:57:29,473][root][INFO] - ===> Epoch[218](5654/26): Loss 0.8651, Sem 0.5669, dir -0.1004, norm 0.3986, swav 0.0000 LR: 4.724e-02 Score 81.324 Data time: 0.2677, Forward time: 2.2731, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 6.0877 [2020-11-08 22:57:36,011][root][INFO] - ===> Epoch[218](5655/26): Loss 0.7893, Sem 0.5142, dir -0.1039, norm 0.3790, swav 0.0000 LR: 4.723e-02 Score 82.054 Data time: 0.2721, Forward time: 2.2731, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 6.4195 [2020-11-08 22:57:42,694][root][INFO] - ===> Epoch[218](5656/26): Loss 0.8912, Sem 0.6498, dir -0.1606, norm 0.4020, swav 0.0000 LR: 4.722e-02 Score 79.205 Data time: 0.2462, Forward time: 2.2732, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 6.5598 [2020-11-08 22:57:47,633][root][INFO] - ===> Epoch[218](5657/26): Loss 0.8882, Sem 0.6214, dir -0.1068, norm 0.3736, swav 0.0000 LR: 4.721e-02 Score 80.901 Data time: 0.1891, Forward time: 2.2731, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 4.8221 [2020-11-08 22:57:53,726][root][INFO] - ===> Epoch[218](5658/26): Loss 0.9388, Sem 0.6185, dir -0.0743, norm 0.3945, swav 0.0000 LR: 4.720e-02 Score 81.895 Data time: 0.1215, Forward time: 2.2729, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 6.0073 [2020-11-08 22:57:58,648][root][INFO] - ===> Epoch[218](5659/26): Loss 0.8713, Sem 0.6162, dir -0.1584, norm 0.4135, swav 0.0000 LR: 4.719e-02 Score 83.351 Data time: 0.2113, Forward time: 2.2729, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 4.8686 [2020-11-08 22:58:03,531][root][INFO] - ===> Epoch[218](5660/26): Loss 0.8993, Sem 0.6541, dir -0.1159, norm 0.3611, swav 0.0000 LR: 4.718e-02 Score 80.304 Data time: 0.1807, Forward time: 2.2728, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 4.7789 [2020-11-08 22:58:08,946][root][INFO] - ===> Epoch[218](5661/26): Loss 1.0164, Sem 0.7256, dir -0.0895, norm 0.3803, swav 0.0000 LR: 4.717e-02 Score 74.917 Data time: 0.2449, Forward time: 2.2729, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 5.3147 [2020-11-08 22:58:16,020][root][INFO] - ===> Epoch[218](5662/26): Loss 0.9285, Sem 0.6331, dir -0.1529, norm 0.4483, swav 0.0000 LR: 4.716e-02 Score 80.651 Data time: 0.2038, Forward time: 2.2729, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 6.9649 [2020-11-08 22:58:21,668][root][INFO] - ===> Epoch[218](5663/26): Loss 0.7662, Sem 0.5095, dir -0.0814, norm 0.3382, swav 0.0000 LR: 4.715e-02 Score 86.575 Data time: 0.2070, Forward time: 2.2729, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 5.5446 [2020-11-08 22:58:27,054][root][INFO] - ===> Epoch[218](5664/26): Loss 0.9387, Sem 0.6622, dir -0.0713, norm 0.3478, swav 0.0000 LR: 4.714e-02 Score 78.838 Data time: 0.1433, Forward time: 2.2728, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 5.2657 [2020-11-08 22:58:33,410][root][INFO] - ===> Epoch[218](5665/26): Loss 0.8590, Sem 0.5854, dir -0.0146, norm 0.2882, swav 0.0000 LR: 4.713e-02 Score 80.980 Data time: 0.1764, Forward time: 2.2727, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 6.2633 [2020-11-08 22:58:39,034][root][INFO] - ===> Epoch[218](5666/26): Loss 0.7453, Sem 0.5290, dir -0.1038, norm 0.3201, swav 0.0000 LR: 4.712e-02 Score 82.863 Data time: 0.2701, Forward time: 2.2728, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 5.5327 [2020-11-08 22:58:44,431][root][INFO] - ===> Epoch[218](5667/26): Loss 0.8317, Sem 0.5551, dir -0.0875, norm 0.3640, swav 0.0000 LR: 4.712e-02 Score 81.455 Data time: 0.2228, Forward time: 2.2728, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 5.2750 [2020-11-08 22:58:50,007][root][INFO] - ===> Epoch[218](5668/26): Loss 0.6776, Sem 0.4224, dir -0.1404, norm 0.3956, swav 0.0000 LR: 4.711e-02 Score 85.741 Data time: 0.2375, Forward time: 2.2728, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 5.4555 [2020-11-08 22:58:56,556][root][INFO] - ===> Epoch[219](5669/26): Loss 0.6856, Sem 0.4808, dir -0.1137, norm 0.3185, swav 0.0000 LR: 4.710e-02 Score 84.252 Data time: 0.3152, Forward time: 2.2730, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 6.4252 [2020-11-08 22:59:02,334][root][INFO] - ===> Epoch[219](5670/26): Loss 0.7074, Sem 0.5051, dir -0.0603, norm 0.2626, swav 0.0000 LR: 4.709e-02 Score 84.552 Data time: 0.1456, Forward time: 2.2729, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 5.6482 [2020-11-08 22:59:08,097][root][INFO] - ===> Epoch[219](5671/26): Loss 0.7974, Sem 0.5223, dir -0.0814, norm 0.3565, swav 0.0000 LR: 4.708e-02 Score 81.629 Data time: 0.1421, Forward time: 2.2728, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.6712 [2020-11-08 22:59:15,117][root][INFO] - ===> Epoch[219](5672/26): Loss 0.8574, Sem 0.5590, dir -0.1231, norm 0.4216, swav 0.0000 LR: 4.707e-02 Score 83.212 Data time: 0.2264, Forward time: 2.2728, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 6.9622 [2020-11-08 22:59:21,103][root][INFO] - ===> Epoch[219](5673/26): Loss 0.7559, Sem 0.4797, dir -0.0996, norm 0.3758, swav 0.0000 LR: 4.706e-02 Score 84.749 Data time: 0.1701, Forward time: 2.2727, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 5.8591 [2020-11-08 22:59:26,713][root][INFO] - ===> Epoch[219](5674/26): Loss 0.9815, Sem 0.6686, dir -0.0563, norm 0.3692, swav 0.0000 LR: 4.705e-02 Score 77.816 Data time: 0.1707, Forward time: 2.2726, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 5.5354 [2020-11-08 22:59:32,727][root][INFO] - ===> Epoch[219](5675/26): Loss 0.8245, Sem 0.5748, dir -0.1014, norm 0.3512, swav 0.0000 LR: 4.704e-02 Score 81.553 Data time: 0.2771, Forward time: 2.2728, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 5.9329 [2020-11-08 22:59:38,127][root][INFO] - ===> Epoch[219](5676/26): Loss 0.8047, Sem 0.5388, dir -0.1075, norm 0.3733, swav 0.0000 LR: 4.703e-02 Score 82.449 Data time: 0.2285, Forward time: 2.2728, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 5.2727 [2020-11-08 22:59:44,081][root][INFO] - ===> Epoch[219](5677/26): Loss 0.8574, Sem 0.6468, dir -0.1318, norm 0.3424, swav 0.0000 LR: 4.702e-02 Score 80.568 Data time: 0.1993, Forward time: 2.2727, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 5.8455 [2020-11-08 22:59:48,563][root][INFO] - ===> Epoch[219](5678/26): Loss 0.8910, Sem 0.5566, dir -0.0995, norm 0.4339, swav 0.0000 LR: 4.701e-02 Score 84.698 Data time: 0.2217, Forward time: 2.2727, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 4.3782 [2020-11-08 22:59:55,738][root][INFO] - ===> Epoch[219](5679/26): Loss 0.9906, Sem 0.6387, dir -0.0652, norm 0.4172, swav 0.0000 LR: 4.700e-02 Score 81.482 Data time: 0.2244, Forward time: 2.2727, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 7.0653 [2020-11-08 23:00:00,991][root][INFO] - ===> Epoch[219](5680/26): Loss 0.8256, Sem 0.5369, dir -0.0986, norm 0.3874, swav 0.0000 LR: 4.699e-02 Score 82.461 Data time: 0.2435, Forward time: 2.2728, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 5.1400 [2020-11-08 23:00:06,532][root][INFO] - ===> Epoch[219](5681/26): Loss 0.8170, Sem 0.5953, dir -0.1568, norm 0.3786, swav 0.0000 LR: 4.698e-02 Score 80.352 Data time: 0.2661, Forward time: 2.2729, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.4311 [2020-11-08 23:00:12,707][root][INFO] - ===> Epoch[219](5682/26): Loss 0.7962, Sem 0.4772, dir -0.0713, norm 0.3903, swav 0.0000 LR: 4.697e-02 Score 85.192 Data time: 0.1658, Forward time: 2.2728, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 6.0465 [2020-11-08 23:00:17,864][root][INFO] - ===> Epoch[219](5683/26): Loss 0.8392, Sem 0.5261, dir -0.1305, norm 0.4436, swav 0.0000 LR: 4.696e-02 Score 84.459 Data time: 0.2445, Forward time: 2.2728, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 5.0770 [2020-11-08 23:00:23,627][root][INFO] - ===> Epoch[219](5684/26): Loss 0.9320, Sem 0.5477, dir -0.1236, norm 0.5079, swav 0.0000 LR: 4.695e-02 Score 83.724 Data time: 0.2340, Forward time: 2.2728, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.6451 [2020-11-08 23:00:29,506][root][INFO] - ===> Epoch[219](5685/26): Loss 0.9491, Sem 0.6486, dir -0.1368, norm 0.4372, swav 0.0000 LR: 4.694e-02 Score 78.545 Data time: 0.2300, Forward time: 2.2728, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.7473 [2020-11-08 23:00:34,824][root][INFO] - ===> Epoch[219](5686/26): Loss 0.9537, Sem 0.6571, dir -0.0732, norm 0.3698, swav 0.0000 LR: 4.693e-02 Score 79.795 Data time: 0.1745, Forward time: 2.2728, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.2085 [2020-11-08 23:00:39,872][root][INFO] - ===> Epoch[219](5687/26): Loss 0.9821, Sem 0.6238, dir -0.1176, norm 0.4759, swav 0.0000 LR: 4.692e-02 Score 79.808 Data time: 0.1898, Forward time: 2.2727, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 4.9605 [2020-11-08 23:00:44,823][root][INFO] - ===> Epoch[219](5688/26): Loss 1.0091, Sem 0.5569, dir -0.0621, norm 0.5143, swav 0.0000 LR: 4.691e-02 Score 81.877 Data time: 0.2210, Forward time: 2.2727, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 4.8501 [2020-11-08 23:00:50,560][root][INFO] - ===> Epoch[219](5689/26): Loss 0.9389, Sem 0.5892, dir -0.0665, norm 0.4162, swav 0.0000 LR: 4.690e-02 Score 81.500 Data time: 0.1939, Forward time: 2.2727, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 5.6377 [2020-11-08 23:00:56,571][root][INFO] - ===> Epoch[219](5690/26): Loss 0.7956, Sem 0.5293, dir -0.1258, norm 0.3921, swav 0.0000 LR: 4.689e-02 Score 84.397 Data time: 0.2223, Forward time: 2.2726, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 5.9054 [2020-11-08 23:01:03,545][root][INFO] - ===> Epoch[219](5691/26): Loss 0.8528, Sem 0.5697, dir -0.0965, norm 0.3796, swav 0.0000 LR: 4.688e-02 Score 82.587 Data time: 0.2527, Forward time: 2.2726, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 6.8738 [2020-11-08 23:01:08,905][root][INFO] - ===> Epoch[219](5692/26): Loss 0.8257, Sem 0.5517, dir -0.1377, norm 0.4117, swav 0.0000 LR: 4.687e-02 Score 83.093 Data time: 0.1642, Forward time: 2.2726, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 5.2301 [2020-11-08 23:01:15,406][root][INFO] - ===> Epoch[219](5693/26): Loss 0.9937, Sem 0.6397, dir -0.1097, norm 0.4637, swav 0.0000 LR: 4.686e-02 Score 80.025 Data time: 0.1299, Forward time: 2.2724, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 6.3905 [2020-11-08 23:01:22,230][root][INFO] - ===> Epoch[219](5694/26): Loss 0.8498, Sem 0.6021, dir -0.1103, norm 0.3580, swav 0.0000 LR: 4.685e-02 Score 80.930 Data time: 0.1772, Forward time: 2.2724, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 6.7822 [2020-11-08 23:01:28,622][root][INFO] - ===> Epoch[220](5695/26): Loss 0.6344, Sem 0.3945, dir -0.1128, norm 0.3527, swav 0.0000 LR: 4.684e-02 Score 88.186 Data time: 0.2736, Forward time: 2.2724, Backward time: 3.0948, DDP time: 0.0056, Total iter time: 6.2764 [2020-11-08 23:01:34,227][root][INFO] - ===> Epoch[220](5696/26): Loss 0.7954, Sem 0.5454, dir -0.1251, norm 0.3751, swav 0.0000 LR: 4.683e-02 Score 81.415 Data time: 0.2655, Forward time: 2.2725, Backward time: 3.0947, DDP time: 0.0056, Total iter time: 5.4819 [2020-11-08 23:01:39,105][root][INFO] - ===> Epoch[220](5697/26): Loss 0.7047, Sem 0.4676, dir -0.0979, norm 0.3349, swav 0.0000 LR: 4.682e-02 Score 83.624 Data time: 0.2056, Forward time: 2.2725, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 4.7557 [2020-11-08 23:01:44,355][root][INFO] - ===> Epoch[220](5698/26): Loss 0.8363, Sem 0.5655, dir -0.0695, norm 0.3402, swav 0.0000 LR: 4.681e-02 Score 82.343 Data time: 0.2419, Forward time: 2.2726, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 5.1445 [2020-11-08 23:01:49,471][root][INFO] - ===> Epoch[220](5699/26): Loss 0.9811, Sem 0.6552, dir -0.0805, norm 0.4064, swav 0.0000 LR: 4.680e-02 Score 80.523 Data time: 0.2247, Forward time: 2.2726, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 5.0024 [2020-11-08 23:01:56,106][root][INFO] - ===> Epoch[220](5700/26): Loss 0.9765, Sem 0.6179, dir -0.0728, norm 0.4314, swav 0.0000 LR: 4.679e-02 Score 79.151 Data time: 0.2403, Forward time: 2.2727, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 6.5346 [2020-11-08 23:02:02,147][root][INFO] - ===> Epoch[220](5701/26): Loss 0.7944, Sem 0.5232, dir -0.0596, norm 0.3307, swav 0.0000 LR: 4.678e-02 Score 84.439 Data time: 0.1620, Forward time: 2.2726, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 5.9168 [2020-11-08 23:02:08,349][root][INFO] - ===> Epoch[220](5702/26): Loss 0.9325, Sem 0.6375, dir -0.0433, norm 0.3384, swav 0.0000 LR: 4.677e-02 Score 81.199 Data time: 0.2166, Forward time: 2.2726, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 6.1038 [2020-11-08 23:02:13,537][root][INFO] - ===> Epoch[220](5703/26): Loss 0.9134, Sem 0.4964, dir -0.0604, norm 0.4774, swav 0.0000 LR: 4.676e-02 Score 85.063 Data time: 0.2092, Forward time: 2.2726, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 5.0626 [2020-11-08 23:02:20,593][root][INFO] - ===> Epoch[220](5704/26): Loss 0.7359, Sem 0.5564, dir -0.0960, norm 0.2755, swav 0.0000 LR: 4.675e-02 Score 83.241 Data time: 0.1810, Forward time: 2.2726, Backward time: 3.0947, DDP time: 0.0056, Total iter time: 6.9527 [2020-11-08 23:02:25,643][root][INFO] - ===> Epoch[220](5705/26): Loss 0.8766, Sem 0.5176, dir -0.0632, norm 0.4223, swav 0.0000 LR: 4.674e-02 Score 82.304 Data time: 0.2257, Forward time: 2.2726, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 4.9588 [2020-11-08 23:02:31,115][root][INFO] - ===> Epoch[220](5706/26): Loss 1.0001, Sem 0.5479, dir -0.0493, norm 0.5016, swav 0.0000 LR: 4.673e-02 Score 81.686 Data time: 0.2130, Forward time: 2.2726, Backward time: 3.0945, DDP time: 0.0056, Total iter time: 5.3519 [2020-11-08 23:02:37,405][root][INFO] - ===> Epoch[220](5707/26): Loss 0.9737, Sem 0.5005, dir -0.0442, norm 0.5175, swav 0.0000 LR: 4.672e-02 Score 84.457 Data time: 0.3096, Forward time: 2.2728, Backward time: 3.0944, DDP time: 0.0056, Total iter time: 6.1810 [2020-11-08 23:02:42,969][root][INFO] - ===> Epoch[220](5708/26): Loss 0.9788, Sem 0.4455, dir -0.0560, norm 0.5892, swav 0.0000 LR: 4.671e-02 Score 85.163 Data time: 0.2718, Forward time: 2.2729, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 5.4181 [2020-11-08 23:02:48,091][root][INFO] - ===> Epoch[220](5709/26): Loss 0.7970, Sem 0.4440, dir -0.0468, norm 0.3998, swav 0.0000 LR: 4.670e-02 Score 84.621 Data time: 0.2360, Forward time: 2.2729, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.0131 [2020-11-08 23:02:53,697][root][INFO] - ===> Epoch[220](5710/26): Loss 0.8876, Sem 0.5844, dir -0.1043, norm 0.4076, swav 0.0000 LR: 4.669e-02 Score 81.652 Data time: 0.1737, Forward time: 2.2729, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.5006 [2020-11-08 23:02:59,499][root][INFO] - ===> Epoch[220](5711/26): Loss 0.9458, Sem 0.6410, dir -0.1193, norm 0.4241, swav 0.0000 LR: 4.668e-02 Score 78.707 Data time: 0.1904, Forward time: 2.2728, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 5.7105 [2020-11-08 23:03:06,094][root][INFO] - ===> Epoch[220](5712/26): Loss 0.9619, Sem 0.6500, dir -0.0894, norm 0.4012, swav 0.0000 LR: 4.667e-02 Score 81.635 Data time: 0.2206, Forward time: 2.2728, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 6.4884 [2020-11-08 23:03:11,171][root][INFO] - ===> Epoch[220](5713/26): Loss 1.0406, Sem 0.6330, dir -0.0707, norm 0.4783, swav 0.0000 LR: 4.666e-02 Score 80.598 Data time: 0.1942, Forward time: 2.2728, Backward time: 3.0943, DDP time: 0.0056, Total iter time: 4.9711 [2020-11-08 23:03:16,440][root][INFO] - ===> Epoch[220](5714/26): Loss 0.8594, Sem 0.5605, dir -0.0571, norm 0.3560, swav 0.0000 LR: 4.666e-02 Score 80.874 Data time: 0.2135, Forward time: 2.2727, Backward time: 3.0942, DDP time: 0.0056, Total iter time: 5.1639 [2020-11-08 23:03:22,006][root][INFO] - ===> Epoch[220](5715/26): Loss 0.8512, Sem 0.5879, dir -0.0990, norm 0.3623, swav 0.0000 LR: 4.665e-02 Score 80.665 Data time: 0.2539, Forward time: 2.2728, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.4689 [2020-11-08 23:03:28,156][root][INFO] - ===> Epoch[220](5716/26): Loss 0.8665, Sem 0.5955, dir -0.0478, norm 0.3188, swav 0.0000 LR: 4.664e-02 Score 81.835 Data time: 0.2327, Forward time: 2.2729, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 6.0143 [2020-11-08 23:03:33,700][root][INFO] - ===> Epoch[220](5717/26): Loss 0.8635, Sem 0.5688, dir -0.0837, norm 0.3784, swav 0.0000 LR: 4.663e-02 Score 81.576 Data time: 0.2125, Forward time: 2.2728, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.4366 [2020-11-08 23:03:39,238][root][INFO] - ===> Epoch[220](5718/26): Loss 0.7728, Sem 0.4932, dir -0.0668, norm 0.3464, swav 0.0000 LR: 4.662e-02 Score 82.278 Data time: 0.2245, Forward time: 2.2728, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.4475 [2020-11-08 23:03:44,401][root][INFO] - ===> Epoch[220](5719/26): Loss 0.6614, Sem 0.4527, dir -0.1313, norm 0.3399, swav 0.0000 LR: 4.661e-02 Score 86.511 Data time: 0.1868, Forward time: 2.2727, Backward time: 3.0941, DDP time: 0.0056, Total iter time: 5.0557 [2020-11-08 23:03:50,387][root][INFO] - ===> Epoch[220](5720/26): Loss 0.7089, Sem 0.4939, dir -0.1569, norm 0.3719, swav 0.0000 LR: 4.660e-02 Score 83.817 Data time: 0.2713, Forward time: 2.2729, Backward time: 3.0940, DDP time: 0.0056, Total iter time: 5.8939 [2020-11-08 23:03:55,603][root][INFO] - ===> Epoch[221](5721/26): Loss 0.9986, Sem 0.6918, dir -0.1049, norm 0.4116, swav 0.0000 LR: 4.659e-02 Score 78.655 Data time: 0.1744, Forward time: 2.2728, Backward time: 3.0939, DDP time: 0.0056, Total iter time: 5.0939 [2020-11-08 23:04:01,257][root][INFO] - ===> Epoch[221](5722/26): Loss 0.8373, Sem 0.5021, dir -0.0927, norm 0.4279, swav 0.0000 LR: 4.658e-02 Score 83.095 Data time: 0.2789, Forward time: 2.2729, Backward time: 3.0938, DDP time: 0.0056, Total iter time: 5.5723 [2020-11-08 23:04:06,505][root][INFO] - ===> Epoch[221](5723/26): Loss 0.8906, Sem 0.6258, dir -0.0965, norm 0.3614, swav 0.0000 LR: 4.657e-02 Score 80.106 Data time: 0.2349, Forward time: 2.2729, Backward time: 3.0937, DDP time: 0.0056, Total iter time: 5.1442 [2020-11-08 23:04:11,703][root][INFO] - ===> Epoch[221](5724/26): Loss 0.8438, Sem 0.4886, dir -0.0680, norm 0.4232, swav 0.0000 LR: 4.656e-02 Score 84.003 Data time: 0.2231, Forward time: 2.2729, Backward time: 3.0936, DDP time: 0.0056, Total iter time: 5.0840 [2020-11-08 23:04:17,096][root][INFO] - ===> Epoch[221](5725/26): Loss 0.7863, Sem 0.5758, dir -0.1173, norm 0.3278, swav 0.0000 LR: 4.655e-02 Score 81.293 Data time: 0.2395, Forward time: 2.2730, Backward time: 3.0935, DDP time: 0.0056, Total iter time: 5.2692 [2020-11-08 23:04:22,269][root][INFO] - ===> Epoch[221](5726/26): Loss 0.7827, Sem 0.4949, dir -0.0906, norm 0.3784, swav 0.0000 LR: 4.654e-02 Score 85.411 Data time: 0.2198, Forward time: 2.2730, Backward time: 3.0934, DDP time: 0.0056, Total iter time: 5.0492 [2020-11-08 23:04:27,709][root][INFO] - ===> Epoch[221](5727/26): Loss 0.9085, Sem 0.6910, dir -0.0891, norm 0.3066, swav 0.0000 LR: 4.653e-02 Score 79.253 Data time: 0.2653, Forward time: 2.2731, Backward time: 3.0932, DDP time: 0.0056, Total iter time: 5.3261 [2020-11-08 23:04:33,106][root][INFO] - ===> Epoch[221](5728/26): Loss 0.7469, Sem 0.4845, dir -0.0862, norm 0.3487, swav 0.0000 LR: 4.652e-02 Score 85.271 Data time: 0.1765, Forward time: 2.2730, Backward time: 3.0932, DDP time: 0.0056, Total iter time: 5.2754 [2020-11-08 23:04:39,773][root][INFO] - ===> Epoch[221](5729/26): Loss 0.8308, Sem 0.6242, dir -0.1200, norm 0.3265, swav 0.0000 LR: 4.651e-02 Score 79.835 Data time: 0.3445, Forward time: 2.2731, Backward time: 3.0932, DDP time: 0.0056, Total iter time: 6.5872 [2020-11-08 23:04:46,460][root][INFO] - ===> Epoch[221](5730/26): Loss 0.6670, Sem 0.4383, dir -0.1412, norm 0.3699, swav 0.0000 LR: 4.650e-02 Score 85.905 Data time: 0.2950, Forward time: 2.2733, Backward time: 3.0932, DDP time: 0.0056, Total iter time: 6.5436 [2020-11-08 23:04:51,638][root][INFO] - ===> Epoch[221](5731/26): Loss 0.8031, Sem 0.5759, dir -0.1353, norm 0.3625, swav 0.0000 LR: 4.649e-02 Score 79.816 Data time: 0.1986, Forward time: 2.2733, Backward time: 3.0931, DDP time: 0.0056, Total iter time: 5.0437 [2020-11-08 23:04:57,300][root][INFO] - ===> Epoch[221](5732/26): Loss 0.9191, Sem 0.7131, dir -0.0947, norm 0.3007, swav 0.0000 LR: 4.648e-02 Score 76.658 Data time: 0.2212, Forward time: 2.2733, Backward time: 3.0931, DDP time: 0.0056, Total iter time: 5.5592 [2020-11-08 23:05:02,414][root][INFO] - ===> Epoch[221](5733/26): Loss 0.8072, Sem 0.6172, dir -0.1195, norm 0.3095, swav 0.0000 LR: 4.647e-02 Score 80.800 Data time: 0.1662, Forward time: 2.2732, Backward time: 3.0931, DDP time: 0.0056, Total iter time: 4.9884 [2020-11-08 23:05:07,383][root][INFO] - ===> Epoch[221](5734/26): Loss 0.7107, Sem 0.4810, dir -0.1008, norm 0.3306, swav 0.0000 LR: 4.646e-02 Score 84.052 Data time: 0.2160, Forward time: 2.2732, Backward time: 3.0929, DDP time: 0.0056, Total iter time: 4.9161 [2020-11-08 23:05:12,678][root][INFO] - ===> Epoch[221](5735/26): Loss 0.8339, Sem 0.5070, dir -0.0717, norm 0.3986, swav 0.0000 LR: 4.645e-02 Score 84.475 Data time: 0.2166, Forward time: 2.2732, Backward time: 3.0928, DDP time: 0.0056, Total iter time: 5.2024 [2020-11-08 23:05:17,516][root][INFO] - ===> Epoch[221](5736/26): Loss 0.7089, Sem 0.5570, dir -0.1818, norm 0.3336, swav 0.0000 LR: 4.644e-02 Score 83.638 Data time: 0.2076, Forward time: 2.2732, Backward time: 3.0927, DDP time: 0.0056, Total iter time: 4.7308 [2020-11-08 23:05:23,545][root][INFO] - ===> Epoch[221](5737/26): Loss 0.7346, Sem 0.5500, dir -0.0769, norm 0.2616, swav 0.0000 LR: 4.643e-02 Score 84.267 Data time: 0.2122, Forward time: 2.2732, Backward time: 3.0928, DDP time: 0.0056, Total iter time: 5.9417 [2020-11-08 23:05:29,856][root][INFO] - ===> Epoch[221](5738/26): Loss 0.7849, Sem 0.5598, dir -0.1097, norm 0.3347, swav 0.0000 LR: 4.642e-02 Score 84.317 Data time: 0.2255, Forward time: 2.2732, Backward time: 3.0929, DDP time: 0.0056, Total iter time: 6.2083 [2020-11-08 23:05:35,774][root][INFO] - ===> Epoch[221](5739/26): Loss 0.8411, Sem 0.5797, dir -0.1250, norm 0.3865, swav 0.0000 LR: 4.641e-02 Score 81.076 Data time: 0.3175, Forward time: 2.2733, Backward time: 3.0928, DDP time: 0.0056, Total iter time: 5.8020 [2020-11-08 23:05:41,646][root][INFO] - ===> Epoch[221](5740/26): Loss 0.6579, Sem 0.4829, dir -0.1478, norm 0.3227, swav 0.0000 LR: 4.640e-02 Score 85.078 Data time: 0.2510, Forward time: 2.2733, Backward time: 3.0927, DDP time: 0.0056, Total iter time: 5.7308 [2020-11-08 23:05:47,694][root][INFO] - ===> Epoch[221](5741/26): Loss 0.6810, Sem 0.5079, dir -0.1511, norm 0.3242, swav 0.0000 LR: 4.639e-02 Score 83.800 Data time: 0.2064, Forward time: 2.2733, Backward time: 3.0928, DDP time: 0.0056, Total iter time: 5.9100 [2020-11-08 23:05:55,381][root][INFO] - ===> Epoch[221](5742/26): Loss 0.8044, Sem 0.4710, dir -0.1073, norm 0.4406, swav 0.0000 LR: 4.638e-02 Score 85.700 Data time: 0.2808, Forward time: 2.2734, Backward time: 3.0930, DDP time: 0.0056, Total iter time: 7.5952 [2020-11-08 23:06:00,533][root][INFO] - ===> Epoch[221](5743/26): Loss 0.6705, Sem 0.4891, dir -0.1424, norm 0.3238, swav 0.0000 LR: 4.637e-02 Score 84.140 Data time: 0.2507, Forward time: 2.2735, Backward time: 3.0929, DDP time: 0.0056, Total iter time: 5.0156 [2020-11-08 23:06:06,432][root][INFO] - ===> Epoch[221](5744/26): Loss 0.8099, Sem 0.5307, dir -0.1195, norm 0.3987, swav 0.0000 LR: 4.636e-02 Score 83.258 Data time: 0.2641, Forward time: 2.2736, Backward time: 3.0928, DDP time: 0.0056, Total iter time: 5.8212 [2020-11-08 23:06:13,099][root][INFO] - ===> Epoch[221](5745/26): Loss 0.8666, Sem 0.4913, dir -0.1334, norm 0.5087, swav 0.0000 LR: 4.635e-02 Score 85.208 Data time: 0.2570, Forward time: 2.2737, Backward time: 3.0929, DDP time: 0.0056, Total iter time: 6.5599 [2020-11-08 23:06:18,497][root][INFO] - ===> Epoch[221](5746/26): Loss 0.8002, Sem 0.5442, dir -0.1044, norm 0.3604, swav 0.0000 LR: 4.634e-02 Score 79.996 Data time: 0.2035, Forward time: 2.2736, Backward time: 3.0928, DDP time: 0.0056, Total iter time: 5.2987 [2020-11-08 23:06:24,213][root][INFO] - ===> Epoch[222](5747/26): Loss 0.8743, Sem 0.5924, dir -0.1056, norm 0.3874, swav 0.0000 LR: 4.633e-02 Score 81.009 Data time: 0.2734, Forward time: 2.2737, Backward time: 3.0927, DDP time: 0.0056, Total iter time: 5.6420 [2020-11-08 23:06:30,444][root][INFO] - ===> Epoch[222](5748/26): Loss 0.6983, Sem 0.4169, dir -0.0458, norm 0.3272, swav 0.0000 LR: 4.632e-02 Score 86.632 Data time: 0.1909, Forward time: 2.2737, Backward time: 3.0928, DDP time: 0.0056, Total iter time: 6.1341 [2020-11-08 23:06:35,642][root][INFO] - ===> Epoch[222](5749/26): Loss 0.7327, Sem 0.5013, dir -0.1461, norm 0.3774, swav 0.0000 LR: 4.631e-02 Score 83.729 Data time: 0.2298, Forward time: 2.2738, Backward time: 3.0927, DDP time: 0.0056, Total iter time: 5.1215 [2020-11-08 23:06:41,232][root][INFO] - ===> Epoch[222](5750/26): Loss 0.8298, Sem 0.6027, dir -0.1187, norm 0.3458, swav 0.0000 LR: 4.630e-02 Score 80.761 Data time: 0.1788, Forward time: 2.2737, Backward time: 3.0927, DDP time: 0.0056, Total iter time: 5.5139 [2020-11-08 23:06:47,248][root][INFO] - ===> Epoch[222](5751/26): Loss 0.9563, Sem 0.5846, dir -0.1041, norm 0.4758, swav 0.0000 LR: 4.629e-02 Score 80.741 Data time: 0.2104, Forward time: 2.2737, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.9492 [2020-11-08 23:06:53,895][root][INFO] - ===> Epoch[222](5752/26): Loss 0.7865, Sem 0.6314, dir -0.1682, norm 0.3233, swav 0.0000 LR: 4.628e-02 Score 77.947 Data time: 0.2049, Forward time: 2.2737, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 6.5628 [2020-11-08 23:07:00,362][root][INFO] - ===> Epoch[222](5753/26): Loss 0.9539, Sem 0.6051, dir -0.0567, norm 0.4055, swav 0.0000 LR: 4.627e-02 Score 82.230 Data time: 0.2006, Forward time: 2.2736, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 6.3801 [2020-11-08 23:07:05,978][root][INFO] - ===> Epoch[222](5754/26): Loss 0.9315, Sem 0.4706, dir -0.0474, norm 0.5083, swav 0.0000 LR: 4.626e-02 Score 86.835 Data time: 0.2330, Forward time: 2.2736, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 5.5711 [2020-11-08 23:07:12,333][root][INFO] - ===> Epoch[222](5755/26): Loss 0.9982, Sem 0.5734, dir -0.0596, norm 0.4844, swav 0.0000 LR: 4.625e-02 Score 82.894 Data time: 0.2306, Forward time: 2.2737, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 6.2426 [2020-11-08 23:07:18,855][root][INFO] - ===> Epoch[222](5756/26): Loss 0.9306, Sem 0.6064, dir -0.1091, norm 0.4333, swav 0.0000 LR: 4.624e-02 Score 78.910 Data time: 0.2933, Forward time: 2.2738, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 6.4228 [2020-11-08 23:07:25,184][root][INFO] - ===> Epoch[222](5757/26): Loss 0.9077, Sem 0.5900, dir -0.0485, norm 0.3662, swav 0.0000 LR: 4.623e-02 Score 79.834 Data time: 0.2074, Forward time: 2.2739, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 6.1722 [2020-11-08 23:07:30,978][root][INFO] - ===> Epoch[222](5758/26): Loss 0.9044, Sem 0.5962, dir -0.0854, norm 0.3936, swav 0.0000 LR: 4.622e-02 Score 80.209 Data time: 0.2000, Forward time: 2.2738, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 5.6938 [2020-11-08 23:07:36,215][root][INFO] - ===> Epoch[222](5759/26): Loss 0.8288, Sem 0.4984, dir -0.0546, norm 0.3850, swav 0.0000 LR: 4.621e-02 Score 83.852 Data time: 0.2114, Forward time: 2.2738, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 5.1553 [2020-11-08 23:07:41,128][root][INFO] - ===> Epoch[222](5760/26): Loss 0.9625, Sem 0.5498, dir -0.0901, norm 0.5028, swav 0.0000 LR: 4.620e-02 Score 84.225 Data time: 0.2556, Forward time: 2.2739, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 4.8135 [2020-11-08 23:07:46,134][root][INFO] - ===> Epoch[222](5761/26): Loss 0.8957, Sem 0.5766, dir -0.0795, norm 0.3986, swav 0.0000 LR: 4.619e-02 Score 81.631 Data time: 0.1889, Forward time: 2.2738, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 4.9099 [2020-11-08 23:07:51,331][root][INFO] - ===> Epoch[222](5762/26): Loss 0.7622, Sem 0.5704, dir -0.1372, norm 0.3290, swav 0.0000 LR: 4.618e-02 Score 82.053 Data time: 0.2155, Forward time: 2.2738, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.0955 [2020-11-08 23:07:56,790][root][INFO] - ===> Epoch[222](5763/26): Loss 0.7369, Sem 0.5047, dir -0.1336, norm 0.3659, swav 0.0000 LR: 4.617e-02 Score 84.174 Data time: 0.2481, Forward time: 2.2739, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.3698 [2020-11-08 23:08:03,576][root][INFO] - ===> Epoch[222](5764/26): Loss 0.9172, Sem 0.6406, dir -0.1164, norm 0.3931, swav 0.0000 LR: 4.617e-02 Score 79.405 Data time: 0.3395, Forward time: 2.2740, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 6.6675 [2020-11-08 23:08:09,535][root][INFO] - ===> Epoch[222](5765/26): Loss 0.7631, Sem 0.5785, dir -0.0561, norm 0.2407, swav 0.0000 LR: 4.616e-02 Score 81.991 Data time: 0.1949, Forward time: 2.2741, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.8128 [2020-11-08 23:08:14,138][root][INFO] - ===> Epoch[222](5766/26): Loss 0.7645, Sem 0.4598, dir -0.0503, norm 0.3551, swav 0.0000 LR: 4.615e-02 Score 84.465 Data time: 0.2173, Forward time: 2.2741, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 4.4945 [2020-11-08 23:08:19,658][root][INFO] - ===> Epoch[222](5767/26): Loss 0.8372, Sem 0.5463, dir -0.0828, norm 0.3737, swav 0.0000 LR: 4.614e-02 Score 82.585 Data time: 0.2228, Forward time: 2.2741, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.4087 [2020-11-08 23:08:24,933][root][INFO] - ===> Epoch[222](5768/26): Loss 0.7106, Sem 0.4643, dir -0.0922, norm 0.3385, swav 0.0000 LR: 4.613e-02 Score 83.874 Data time: 0.2243, Forward time: 2.2741, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.1775 [2020-11-08 23:08:29,799][root][INFO] - ===> Epoch[222](5769/26): Loss 0.7738, Sem 0.5636, dir -0.1059, norm 0.3162, swav 0.0000 LR: 4.612e-02 Score 83.786 Data time: 0.1703, Forward time: 2.2740, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 4.7199 [2020-11-08 23:08:35,395][root][INFO] - ===> Epoch[222](5770/26): Loss 0.9063, Sem 0.5238, dir -0.0864, norm 0.4688, swav 0.0000 LR: 4.611e-02 Score 82.896 Data time: 0.1962, Forward time: 2.2739, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.4885 [2020-11-08 23:08:41,400][root][INFO] - ===> Epoch[222](5771/26): Loss 0.9849, Sem 0.5873, dir -0.1235, norm 0.5211, swav 0.0000 LR: 4.610e-02 Score 80.162 Data time: 0.3041, Forward time: 2.2741, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.9053 [2020-11-08 23:08:47,440][root][INFO] - ===> Epoch[222](5772/26): Loss 0.7637, Sem 0.4754, dir -0.1181, norm 0.4065, swav 0.0000 LR: 4.609e-02 Score 85.114 Data time: 0.2402, Forward time: 2.2741, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.9094 [2020-11-08 23:08:52,724][root][INFO] - ===> Epoch[223](5773/26): Loss 0.7519, Sem 0.5424, dir -0.0990, norm 0.3085, swav 0.0000 LR: 4.608e-02 Score 83.932 Data time: 0.2120, Forward time: 2.2741, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.1470 [2020-11-08 23:08:57,349][root][INFO] - ===> Epoch[223](5774/26): Loss 0.8148, Sem 0.5189, dir -0.1172, norm 0.4130, swav 0.0000 LR: 4.607e-02 Score 83.275 Data time: 0.1511, Forward time: 2.2740, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 4.5175 [2020-11-08 23:09:02,422][root][INFO] - ===> Epoch[223](5775/26): Loss 0.6827, Sem 0.4029, dir -0.1041, norm 0.3839, swav 0.0000 LR: 4.606e-02 Score 89.255 Data time: 0.1902, Forward time: 2.2740, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.0048 [2020-11-08 23:09:08,487][root][INFO] - ===> Epoch[223](5776/26): Loss 0.7442, Sem 0.5083, dir -0.1166, norm 0.3524, swav 0.0000 LR: 4.605e-02 Score 85.054 Data time: 0.2252, Forward time: 2.2739, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.9486 [2020-11-08 23:09:14,253][root][INFO] - ===> Epoch[223](5777/26): Loss 0.8537, Sem 0.5460, dir -0.1589, norm 0.4665, swav 0.0000 LR: 4.604e-02 Score 80.604 Data time: 0.2283, Forward time: 2.2740, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.6840 [2020-11-08 23:09:18,576][root][INFO] - ===> Epoch[223](5778/26): Loss 1.0394, Sem 0.6430, dir -0.0725, norm 0.4689, swav 0.0000 LR: 4.603e-02 Score 79.139 Data time: 0.2212, Forward time: 2.2739, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 4.2004 [2020-11-08 23:09:25,695][root][INFO] - ===> Epoch[223](5779/26): Loss 0.7315, Sem 0.4557, dir -0.1237, norm 0.3995, swav 0.0000 LR: 4.602e-02 Score 83.913 Data time: 0.3501, Forward time: 2.2741, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 7.0162 [2020-11-08 23:09:32,719][root][INFO] - ===> Epoch[223](5780/26): Loss 0.8406, Sem 0.5906, dir -0.1463, norm 0.3964, swav 0.0000 LR: 4.601e-02 Score 80.391 Data time: 0.1590, Forward time: 2.2741, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.9005 [2020-11-08 23:09:38,915][root][INFO] - ===> Epoch[223](5781/26): Loss 0.7268, Sem 0.4314, dir -0.1685, norm 0.4639, swav 0.0000 LR: 4.600e-02 Score 86.815 Data time: 0.1507, Forward time: 2.2740, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 6.0903 [2020-11-08 23:09:45,039][root][INFO] - ===> Epoch[223](5782/26): Loss 0.9051, Sem 0.6042, dir -0.0658, norm 0.3667, swav 0.0000 LR: 4.599e-02 Score 79.792 Data time: 0.1997, Forward time: 2.2739, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 6.0551 [2020-11-08 23:09:51,305][root][INFO] - ===> Epoch[223](5783/26): Loss 0.9030, Sem 0.5357, dir -0.0907, norm 0.4580, swav 0.0000 LR: 4.598e-02 Score 82.991 Data time: 0.2512, Forward time: 2.2740, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 6.1589 [2020-11-08 23:09:56,437][root][INFO] - ===> Epoch[223](5784/26): Loss 0.8021, Sem 0.5656, dir -0.1422, norm 0.3787, swav 0.0000 LR: 4.597e-02 Score 82.425 Data time: 0.1570, Forward time: 2.2739, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.0074 [2020-11-08 23:10:01,199][root][INFO] - ===> Epoch[223](5785/26): Loss 0.7481, Sem 0.4620, dir -0.1269, norm 0.4130, swav 0.0000 LR: 4.596e-02 Score 84.566 Data time: 0.2266, Forward time: 2.2739, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 4.6799 [2020-11-08 23:10:06,804][root][INFO] - ===> Epoch[223](5786/26): Loss 0.9637, Sem 0.6310, dir -0.1186, norm 0.4513, swav 0.0000 LR: 4.595e-02 Score 78.401 Data time: 0.2665, Forward time: 2.2740, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.5002 [2020-11-08 23:10:12,383][root][INFO] - ===> Epoch[223](5787/26): Loss 0.8106, Sem 0.5103, dir -0.0941, norm 0.3944, swav 0.0000 LR: 4.594e-02 Score 86.371 Data time: 0.1794, Forward time: 2.2740, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.4699 [2020-11-08 23:10:19,124][root][INFO] - ===> Epoch[223](5788/26): Loss 0.7940, Sem 0.5218, dir -0.0912, norm 0.3634, swav 0.0000 LR: 4.593e-02 Score 83.574 Data time: 0.1753, Forward time: 2.2739, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 6.6489 [2020-11-08 23:10:25,404][root][INFO] - ===> Epoch[223](5789/26): Loss 0.8192, Sem 0.5775, dir -0.1660, norm 0.4077, swav 0.0000 LR: 4.592e-02 Score 82.805 Data time: 0.1959, Forward time: 2.2739, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 6.2220 [2020-11-08 23:10:31,078][root][INFO] - ===> Epoch[223](5790/26): Loss 0.7688, Sem 0.4072, dir -0.0673, norm 0.4288, swav 0.0000 LR: 4.591e-02 Score 86.009 Data time: 0.1929, Forward time: 2.2739, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.5756 [2020-11-08 23:10:37,301][root][INFO] - ===> Epoch[223](5791/26): Loss 0.8837, Sem 0.5083, dir -0.0760, norm 0.4513, swav 0.0000 LR: 4.590e-02 Score 81.433 Data time: 0.1771, Forward time: 2.2738, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 6.1411 [2020-11-08 23:10:41,577][root][INFO] - ===> Epoch[223](5792/26): Loss 0.7955, Sem 0.5691, dir -0.1691, norm 0.3954, swav 0.0000 LR: 4.589e-02 Score 81.017 Data time: 0.1733, Forward time: 2.2737, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 4.1806 [2020-11-08 23:10:47,580][root][INFO] - ===> Epoch[223](5793/26): Loss 0.6754, Sem 0.4043, dir -0.0533, norm 0.3244, swav 0.0000 LR: 4.588e-02 Score 86.688 Data time: 0.1973, Forward time: 2.2737, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.9496 [2020-11-08 23:10:52,751][root][INFO] - ===> Epoch[223](5794/26): Loss 0.6961, Sem 0.3894, dir -0.1400, norm 0.4467, swav 0.0000 LR: 4.587e-02 Score 86.344 Data time: 0.2168, Forward time: 2.2737, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.0694 [2020-11-08 23:10:59,259][root][INFO] - ===> Epoch[223](5795/26): Loss 0.9341, Sem 0.5547, dir -0.0965, norm 0.4760, swav 0.0000 LR: 4.586e-02 Score 82.536 Data time: 0.2467, Forward time: 2.2738, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 6.3991 [2020-11-08 23:11:04,975][root][INFO] - ===> Epoch[223](5796/26): Loss 0.9005, Sem 0.5952, dir -0.1126, norm 0.4180, swav 0.0000 LR: 4.585e-02 Score 82.519 Data time: 0.1701, Forward time: 2.2737, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.5817 [2020-11-08 23:11:09,812][root][INFO] - ===> Epoch[223](5797/26): Loss 0.8313, Sem 0.5405, dir -0.1084, norm 0.3992, swav 0.0000 LR: 4.584e-02 Score 81.936 Data time: 0.1411, Forward time: 2.2736, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 4.7509 [2020-11-08 23:11:15,260][root][INFO] - ===> Epoch[223](5798/26): Loss 0.8266, Sem 0.6147, dir -0.0973, norm 0.3092, swav 0.0000 LR: 4.583e-02 Score 80.384 Data time: 0.2436, Forward time: 2.2736, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.3955 [2020-11-08 23:11:22,834][root][INFO] - ===> Epoch[224](5799/26): Loss 0.7892, Sem 0.5184, dir -0.0817, norm 0.3525, swav 0.0000 LR: 4.582e-02 Score 85.309 Data time: 0.1352, Forward time: 2.2735, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 7.4517 [2020-11-08 23:11:28,785][root][INFO] - ===> Epoch[224](5800/26): Loss 0.9055, Sem 0.5611, dir -0.0633, norm 0.4077, swav 0.0000 LR: 4.581e-02 Score 83.195 Data time: 0.2137, Forward time: 2.2735, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.9001 [2020-11-08 23:11:34,710][root][INFO] - ===> Epoch[224](5801/26): Loss 0.7945, Sem 0.4957, dir -0.1352, norm 0.4340, swav 0.0000 LR: 4.580e-02 Score 82.070 Data time: 0.2648, Forward time: 2.2737, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.8215 [2020-11-08 23:11:39,826][root][INFO] - ===> Epoch[224](5802/26): Loss 0.9104, Sem 0.6286, dir -0.0835, norm 0.3653, swav 0.0000 LR: 4.579e-02 Score 80.616 Data time: 0.1686, Forward time: 2.2736, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 4.9746 [2020-11-08 23:11:45,419][root][INFO] - ===> Epoch[224](5803/26): Loss 0.7898, Sem 0.5315, dir -0.1130, norm 0.3713, swav 0.0000 LR: 4.578e-02 Score 83.203 Data time: 0.2051, Forward time: 2.2736, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.5083 [2020-11-08 23:11:51,952][root][INFO] - ===> Epoch[224](5804/26): Loss 0.6950, Sem 0.4690, dir -0.0942, norm 0.3202, swav 0.0000 LR: 4.577e-02 Score 85.206 Data time: 0.1649, Forward time: 2.2735, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 6.4237 [2020-11-08 23:11:57,767][root][INFO] - ===> Epoch[224](5805/26): Loss 0.8965, Sem 0.5768, dir -0.0836, norm 0.4033, swav 0.0000 LR: 4.576e-02 Score 83.122 Data time: 0.2777, Forward time: 2.2735, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.7360 [2020-11-08 23:12:03,668][root][INFO] - ===> Epoch[224](5806/26): Loss 0.7620, Sem 0.4874, dir -0.0608, norm 0.3355, swav 0.0000 LR: 4.575e-02 Score 83.740 Data time: 0.2360, Forward time: 2.2735, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.7586 [2020-11-08 23:12:10,125][root][INFO] - ===> Epoch[224](5807/26): Loss 0.8030, Sem 0.5331, dir -0.1250, norm 0.3950, swav 0.0000 LR: 4.574e-02 Score 82.211 Data time: 0.2946, Forward time: 2.2737, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 6.3433 [2020-11-08 23:12:15,917][root][INFO] - ===> Epoch[224](5808/26): Loss 0.8282, Sem 0.4984, dir -0.1231, norm 0.4528, swav 0.0000 LR: 4.573e-02 Score 84.339 Data time: 0.2384, Forward time: 2.2737, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.6609 [2020-11-08 23:12:21,497][root][INFO] - ===> Epoch[224](5809/26): Loss 0.7877, Sem 0.5247, dir -0.0895, norm 0.3525, swav 0.0000 LR: 4.572e-02 Score 82.868 Data time: 0.1690, Forward time: 2.2736, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.4691 [2020-11-08 23:12:26,341][root][INFO] - ===> Epoch[224](5810/26): Loss 0.8493, Sem 0.6286, dir -0.0529, norm 0.2736, swav 0.0000 LR: 4.571e-02 Score 81.358 Data time: 0.2347, Forward time: 2.2736, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 4.7545 [2020-11-08 23:12:32,468][root][INFO] - ===> Epoch[224](5811/26): Loss 0.7417, Sem 0.5419, dir -0.1111, norm 0.3108, swav 0.0000 LR: 4.570e-02 Score 82.956 Data time: 0.2537, Forward time: 2.2737, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 6.0205 [2020-11-08 23:12:37,909][root][INFO] - ===> Epoch[224](5812/26): Loss 0.8673, Sem 0.5405, dir -0.1102, norm 0.4370, swav 0.0000 LR: 4.569e-02 Score 82.854 Data time: 0.1981, Forward time: 2.2737, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.3096 [2020-11-08 23:12:44,316][root][INFO] - ===> Epoch[224](5813/26): Loss 0.8784, Sem 0.6091, dir -0.1393, norm 0.4086, swav 0.0000 LR: 4.568e-02 Score 82.981 Data time: 0.1771, Forward time: 2.2736, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 6.2942 [2020-11-08 23:12:50,470][root][INFO] - ===> Epoch[224](5814/26): Loss 0.8077, Sem 0.5781, dir -0.0967, norm 0.3263, swav 0.0000 LR: 4.567e-02 Score 82.254 Data time: 0.2896, Forward time: 2.2737, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 6.0876 [2020-11-08 23:12:56,650][root][INFO] - ===> Epoch[224](5815/26): Loss 0.9214, Sem 0.5782, dir -0.0977, norm 0.4409, swav 0.0000 LR: 4.566e-02 Score 81.436 Data time: 0.2338, Forward time: 2.2737, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 6.0599 [2020-11-08 23:13:02,833][root][INFO] - ===> Epoch[224](5816/26): Loss 0.7547, Sem 0.4741, dir -0.0570, norm 0.3376, swav 0.0000 LR: 4.565e-02 Score 84.838 Data time: 0.2058, Forward time: 2.2738, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 6.0633 [2020-11-08 23:13:07,578][root][INFO] - ===> Epoch[224](5817/26): Loss 0.7200, Sem 0.5505, dir -0.1374, norm 0.3069, swav 0.0000 LR: 4.565e-02 Score 83.155 Data time: 0.1728, Forward time: 2.2737, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 4.6393 [2020-11-08 23:13:12,384][root][INFO] - ===> Epoch[224](5818/26): Loss 0.8235, Sem 0.4945, dir -0.0952, norm 0.4241, swav 0.0000 LR: 4.564e-02 Score 84.207 Data time: 0.2300, Forward time: 2.2737, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 4.7243 [2020-11-08 23:13:18,866][root][INFO] - ===> Epoch[224](5819/26): Loss 1.0048, Sem 0.6904, dir -0.0720, norm 0.3864, swav 0.0000 LR: 4.563e-02 Score 76.576 Data time: 0.2455, Forward time: 2.2737, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 6.3612 [2020-11-08 23:13:24,527][root][INFO] - ===> Epoch[224](5820/26): Loss 0.8416, Sem 0.5224, dir -0.0859, norm 0.4052, swav 0.0000 LR: 4.562e-02 Score 81.867 Data time: 0.2160, Forward time: 2.2738, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.5352 [2020-11-08 23:13:29,884][root][INFO] - ===> Epoch[224](5821/26): Loss 0.9308, Sem 0.4993, dir -0.1070, norm 0.5384, swav 0.0000 LR: 4.561e-02 Score 83.968 Data time: 0.2290, Forward time: 2.2738, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 5.2635 [2020-11-08 23:13:35,654][root][INFO] - ===> Epoch[224](5822/26): Loss 0.7411, Sem 0.5205, dir -0.1152, norm 0.3358, swav 0.0000 LR: 4.560e-02 Score 82.257 Data time: 0.2709, Forward time: 2.2739, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.6541 [2020-11-08 23:13:40,958][root][INFO] - ===> Epoch[224](5823/26): Loss 0.7287, Sem 0.4886, dir -0.0856, norm 0.3258, swav 0.0000 LR: 4.559e-02 Score 86.131 Data time: 0.2106, Forward time: 2.2739, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.1769 [2020-11-08 23:13:46,694][root][INFO] - ===> Epoch[224](5824/26): Loss 0.7686, Sem 0.5080, dir -0.1032, norm 0.3638, swav 0.0000 LR: 4.558e-02 Score 85.474 Data time: 0.2458, Forward time: 2.2739, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.6305 [2020-11-08 23:13:52,684][root][INFO] - ===> Epoch[225](5825/26): Loss 0.8400, Sem 0.5784, dir -0.1149, norm 0.3765, swav 0.0000 LR: 4.557e-02 Score 80.669 Data time: 0.1533, Forward time: 2.2738, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.8625 [2020-11-08 23:13:58,180][root][INFO] - ===> Epoch[225](5826/26): Loss 0.6821, Sem 0.5096, dir -0.1061, norm 0.2785, swav 0.0000 LR: 4.556e-02 Score 84.195 Data time: 0.2646, Forward time: 2.2739, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.4195 [2020-11-08 23:14:03,508][root][INFO] - ===> Epoch[225](5827/26): Loss 0.8616, Sem 0.6315, dir -0.1215, norm 0.3516, swav 0.0000 LR: 4.555e-02 Score 79.050 Data time: 0.1690, Forward time: 2.2738, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.2083 [2020-11-08 23:14:09,631][root][INFO] - ===> Epoch[225](5828/26): Loss 0.7558, Sem 0.4555, dir -0.0673, norm 0.3676, swav 0.0000 LR: 4.554e-02 Score 83.708 Data time: 0.2099, Forward time: 2.2738, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 6.0413 [2020-11-08 23:14:14,890][root][INFO] - ===> Epoch[225](5829/26): Loss 0.7129, Sem 0.4399, dir -0.1211, norm 0.3941, swav 0.0000 LR: 4.553e-02 Score 85.800 Data time: 0.1776, Forward time: 2.2737, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.1454 [2020-11-08 23:14:20,480][root][INFO] - ===> Epoch[225](5830/26): Loss 0.8386, Sem 0.5226, dir -0.0619, norm 0.3780, swav 0.0000 LR: 4.552e-02 Score 83.985 Data time: 0.1648, Forward time: 2.2736, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.5051 [2020-11-08 23:14:26,074][root][INFO] - ===> Epoch[225](5831/26): Loss 0.6456, Sem 0.4807, dir -0.1693, norm 0.3342, swav 0.0000 LR: 4.551e-02 Score 85.353 Data time: 0.2068, Forward time: 2.2736, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.5340 [2020-11-08 23:14:31,196][root][INFO] - ===> Epoch[225](5832/26): Loss 0.8326, Sem 0.6064, dir -0.0838, norm 0.3100, swav 0.0000 LR: 4.550e-02 Score 79.855 Data time: 0.2537, Forward time: 2.2736, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.0323 [2020-11-08 23:14:36,587][root][INFO] - ===> Epoch[225](5833/26): Loss 0.8190, Sem 0.5399, dir -0.0792, norm 0.3583, swav 0.0000 LR: 4.549e-02 Score 79.946 Data time: 0.2156, Forward time: 2.2736, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.2725 [2020-11-08 23:14:42,955][root][INFO] - ===> Epoch[225](5834/26): Loss 0.6389, Sem 0.4636, dir -0.1485, norm 0.3238, swav 0.0000 LR: 4.548e-02 Score 86.063 Data time: 0.2974, Forward time: 2.2738, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 6.2550 [2020-11-08 23:14:48,176][root][INFO] - ===> Epoch[225](5835/26): Loss 0.7738, Sem 0.4626, dir -0.0558, norm 0.3670, swav 0.0000 LR: 4.547e-02 Score 85.880 Data time: 0.1299, Forward time: 2.2737, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.0991 [2020-11-08 23:14:55,191][root][INFO] - ===> Epoch[225](5836/26): Loss 0.8620, Sem 0.5437, dir -0.0728, norm 0.3911, swav 0.0000 LR: 4.546e-02 Score 82.815 Data time: 0.1592, Forward time: 2.2735, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 6.9392 [2020-11-08 23:15:01,134][root][INFO] - ===> Epoch[225](5837/26): Loss 0.7296, Sem 0.5122, dir -0.1008, norm 0.3181, swav 0.0000 LR: 4.545e-02 Score 83.336 Data time: 0.1650, Forward time: 2.2735, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.9040 [2020-11-08 23:15:06,427][root][INFO] - ===> Epoch[225](5838/26): Loss 0.7893, Sem 0.5805, dir -0.1453, norm 0.3541, swav 0.0000 LR: 4.544e-02 Score 83.109 Data time: 0.1253, Forward time: 2.2734, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.1853 [2020-11-08 23:15:12,808][root][INFO] - ===> Epoch[225](5839/26): Loss 0.7457, Sem 0.5153, dir -0.1313, norm 0.3617, swav 0.0000 LR: 4.543e-02 Score 84.258 Data time: 0.1752, Forward time: 2.2733, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 6.3291 [2020-11-08 23:15:18,250][root][INFO] - ===> Epoch[225](5840/26): Loss 0.8414, Sem 0.5351, dir -0.0853, norm 0.3915, swav 0.0000 LR: 4.542e-02 Score 83.753 Data time: 0.2398, Forward time: 2.2733, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.3296 [2020-11-08 23:15:23,402][root][INFO] - ===> Epoch[225](5841/26): Loss 0.8220, Sem 0.5837, dir -0.0781, norm 0.3164, swav 0.0000 LR: 4.541e-02 Score 80.133 Data time: 0.1897, Forward time: 2.2733, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.0282 [2020-11-08 23:15:30,587][root][INFO] - ===> Epoch[225](5842/26): Loss 0.8845, Sem 0.5312, dir -0.1453, norm 0.4986, swav 0.0000 LR: 4.540e-02 Score 81.108 Data time: 0.2399, Forward time: 2.2734, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 7.0892 [2020-11-08 23:15:36,571][root][INFO] - ===> Epoch[225](5843/26): Loss 0.8084, Sem 0.4275, dir -0.0849, norm 0.4658, swav 0.0000 LR: 4.539e-02 Score 88.601 Data time: 0.2193, Forward time: 2.2733, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 5.8443 [2020-11-08 23:15:42,046][root][INFO] - ===> Epoch[225](5844/26): Loss 0.8367, Sem 0.4968, dir -0.0820, norm 0.4219, swav 0.0000 LR: 4.538e-02 Score 81.658 Data time: 0.2257, Forward time: 2.2733, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 5.3587 [2020-11-08 23:15:47,751][root][INFO] - ===> Epoch[225](5845/26): Loss 0.8231, Sem 0.5400, dir -0.1355, norm 0.4186, swav 0.0000 LR: 4.537e-02 Score 84.992 Data time: 0.1878, Forward time: 2.2733, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 5.5792 [2020-11-08 23:15:52,310][root][INFO] - ===> Epoch[225](5846/26): Loss 0.8486, Sem 0.5831, dir -0.1574, norm 0.4229, swav 0.0000 LR: 4.536e-02 Score 84.472 Data time: 0.1405, Forward time: 2.2732, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 4.4463 [2020-11-08 23:15:58,344][root][INFO] - ===> Epoch[225](5847/26): Loss 0.8446, Sem 0.4376, dir -0.0995, norm 0.5065, swav 0.0000 LR: 4.535e-02 Score 84.145 Data time: 0.2620, Forward time: 2.2733, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.9750 [2020-11-08 23:16:04,064][root][INFO] - ===> Epoch[225](5848/26): Loss 0.7706, Sem 0.5456, dir -0.1432, norm 0.3682, swav 0.0000 LR: 4.534e-02 Score 84.496 Data time: 0.2564, Forward time: 2.2733, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.5779 [2020-11-08 23:16:09,789][root][INFO] - ===> Epoch[225](5849/26): Loss 0.8889, Sem 0.6063, dir -0.0494, norm 0.3320, swav 0.0000 LR: 4.533e-02 Score 81.120 Data time: 0.1907, Forward time: 2.2733, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.6232 [2020-11-08 23:16:14,841][root][INFO] - ===> Epoch[225](5850/26): Loss 0.8835, Sem 0.5414, dir -0.1326, norm 0.4747, swav 0.0000 LR: 4.532e-02 Score 82.133 Data time: 0.2086, Forward time: 2.2732, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 4.9611 [2020-11-08 23:16:19,881][root][INFO] - ===> Epoch[226](5851/26): Loss 0.7184, Sem 0.5339, dir -0.1546, norm 0.3392, swav 0.0000 LR: 4.531e-02 Score 82.051 Data time: 0.2019, Forward time: 2.2732, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 4.9371 [2020-11-08 23:16:24,682][root][INFO] - ===> Epoch[226](5852/26): Loss 0.7715, Sem 0.5042, dir -0.0995, norm 0.3668, swav 0.0000 LR: 4.530e-02 Score 84.213 Data time: 0.1788, Forward time: 2.2731, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 4.7133 [2020-11-08 23:16:29,389][root][INFO] - ===> Epoch[226](5853/26): Loss 0.8804, Sem 0.5644, dir -0.1067, norm 0.4228, swav 0.0000 LR: 4.529e-02 Score 83.432 Data time: 0.1884, Forward time: 2.2730, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 4.5853 [2020-11-08 23:16:34,909][root][INFO] - ===> Epoch[226](5854/26): Loss 0.7867, Sem 0.5355, dir -0.1271, norm 0.3784, swav 0.0000 LR: 4.528e-02 Score 84.949 Data time: 0.2621, Forward time: 2.2731, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.4113 [2020-11-08 23:16:40,624][root][INFO] - ===> Epoch[226](5855/26): Loss 0.7693, Sem 0.5265, dir -0.0525, norm 0.2953, swav 0.0000 LR: 4.527e-02 Score 79.399 Data time: 0.2517, Forward time: 2.2732, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.5889 [2020-11-08 23:16:45,589][root][INFO] - ===> Epoch[226](5856/26): Loss 0.9860, Sem 0.6451, dir -0.0964, norm 0.4372, swav 0.0000 LR: 4.526e-02 Score 77.467 Data time: 0.1989, Forward time: 2.2732, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 4.8211 [2020-11-08 23:16:52,414][root][INFO] - ===> Epoch[226](5857/26): Loss 0.8635, Sem 0.5503, dir -0.1060, norm 0.4193, swav 0.0000 LR: 4.525e-02 Score 81.242 Data time: 0.2115, Forward time: 2.2732, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 6.7063 [2020-11-08 23:16:58,453][root][INFO] - ===> Epoch[226](5858/26): Loss 0.6965, Sem 0.4783, dir -0.1505, norm 0.3688, swav 0.0000 LR: 4.524e-02 Score 83.914 Data time: 0.2822, Forward time: 2.2733, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.9247 [2020-11-08 23:17:05,528][root][INFO] - ===> Epoch[226](5859/26): Loss 0.6841, Sem 0.4538, dir -0.0616, norm 0.2919, swav 0.0000 LR: 4.523e-02 Score 84.810 Data time: 0.3472, Forward time: 2.2735, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 6.9332 [2020-11-08 23:17:11,945][root][INFO] - ===> Epoch[226](5860/26): Loss 0.7187, Sem 0.4745, dir -0.0942, norm 0.3384, swav 0.0000 LR: 4.522e-02 Score 82.391 Data time: 0.1369, Forward time: 2.2734, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 6.2664 [2020-11-08 23:17:17,712][root][INFO] - ===> Epoch[226](5861/26): Loss 0.7220, Sem 0.4946, dir -0.0721, norm 0.2996, swav 0.0000 LR: 4.521e-02 Score 84.286 Data time: 0.2786, Forward time: 2.2735, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.6826 [2020-11-08 23:17:23,479][root][INFO] - ===> Epoch[226](5862/26): Loss 0.7769, Sem 0.5202, dir -0.1227, norm 0.3794, swav 0.0000 LR: 4.520e-02 Score 84.795 Data time: 0.2788, Forward time: 2.2736, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.6464 [2020-11-08 23:17:28,509][root][INFO] - ===> Epoch[226](5863/26): Loss 0.8043, Sem 0.5190, dir -0.0959, norm 0.3811, swav 0.0000 LR: 4.519e-02 Score 83.837 Data time: 0.2252, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 4.9232 [2020-11-08 23:17:34,248][root][INFO] - ===> Epoch[226](5864/26): Loss 0.7142, Sem 0.5205, dir -0.1340, norm 0.3278, swav 0.0000 LR: 4.518e-02 Score 83.043 Data time: 0.2094, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.6322 [2020-11-08 23:17:42,434][root][INFO] - ===> Epoch[226](5865/26): Loss 0.8467, Sem 0.5603, dir -0.0817, norm 0.3680, swav 0.0000 LR: 4.517e-02 Score 82.578 Data time: 0.1613, Forward time: 2.2735, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 8.0897 [2020-11-08 23:17:48,783][root][INFO] - ===> Epoch[226](5866/26): Loss 0.7750, Sem 0.5266, dir -0.1009, norm 0.3493, swav 0.0000 LR: 4.516e-02 Score 82.383 Data time: 0.2091, Forward time: 2.2735, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 6.2607 [2020-11-08 23:17:53,373][root][INFO] - ===> Epoch[226](5867/26): Loss 0.7677, Sem 0.5342, dir -0.1643, norm 0.3977, swav 0.0000 LR: 4.515e-02 Score 85.210 Data time: 0.1368, Forward time: 2.2734, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 4.4745 [2020-11-08 23:17:58,324][root][INFO] - ===> Epoch[226](5868/26): Loss 0.7580, Sem 0.4650, dir -0.0744, norm 0.3673, swav 0.0000 LR: 4.514e-02 Score 86.549 Data time: 0.2225, Forward time: 2.2734, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 4.8934 [2020-11-08 23:18:03,740][root][INFO] - ===> Epoch[226](5869/26): Loss 0.9001, Sem 0.5344, dir -0.0751, norm 0.4409, swav 0.0000 LR: 4.513e-02 Score 83.975 Data time: 0.1936, Forward time: 2.2734, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.3220 [2020-11-08 23:18:09,224][root][INFO] - ===> Epoch[226](5870/26): Loss 0.7215, Sem 0.4468, dir -0.1165, norm 0.3912, swav 0.0000 LR: 4.512e-02 Score 85.385 Data time: 0.2175, Forward time: 2.2734, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.3786 [2020-11-08 23:18:15,128][root][INFO] - ===> Epoch[226](5871/26): Loss 0.7675, Sem 0.4722, dir -0.0675, norm 0.3628, swav 0.0000 LR: 4.511e-02 Score 87.987 Data time: 0.2107, Forward time: 2.2734, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.7928 [2020-11-08 23:18:20,959][root][INFO] - ===> Epoch[226](5872/26): Loss 1.0868, Sem 0.6395, dir -0.0627, norm 0.5099, swav 0.0000 LR: 4.510e-02 Score 79.201 Data time: 0.1952, Forward time: 2.2733, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.7429 [2020-11-08 23:18:27,466][root][INFO] - ===> Epoch[226](5873/26): Loss 0.8230, Sem 0.5494, dir -0.0889, norm 0.3624, swav 0.0000 LR: 4.509e-02 Score 81.310 Data time: 0.3152, Forward time: 2.2735, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 6.4150 [2020-11-08 23:18:32,988][root][INFO] - ===> Epoch[226](5874/26): Loss 0.5799, Sem 0.4228, dir -0.0998, norm 0.2569, swav 0.0000 LR: 4.508e-02 Score 86.080 Data time: 0.1743, Forward time: 2.2734, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.4020 [2020-11-08 23:18:37,941][root][INFO] - ===> Epoch[226](5875/26): Loss 0.7170, Sem 0.5294, dir -0.1254, norm 0.3130, swav 0.0000 LR: 4.508e-02 Score 83.096 Data time: 0.1675, Forward time: 2.2734, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 4.8713 [2020-11-08 23:18:43,182][root][INFO] - ===> Epoch[226](5876/26): Loss 0.8970, Sem 0.5142, dir -0.0713, norm 0.4541, swav 0.0000 LR: 4.507e-02 Score 80.280 Data time: 0.2218, Forward time: 2.2733, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.1801 [2020-11-08 23:18:49,013][root][INFO] - ===> Epoch[227](5877/26): Loss 0.9800, Sem 0.6487, dir -0.0695, norm 0.4009, swav 0.0000 LR: 4.506e-02 Score 79.366 Data time: 0.2532, Forward time: 2.2733, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.7379 [2020-11-08 23:18:54,179][root][INFO] - ===> Epoch[227](5878/26): Loss 0.7985, Sem 0.5048, dir -0.0990, norm 0.3927, swav 0.0000 LR: 4.505e-02 Score 84.362 Data time: 0.2086, Forward time: 2.2732, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.0678 [2020-11-08 23:18:59,978][root][INFO] - ===> Epoch[227](5879/26): Loss 0.8652, Sem 0.5793, dir -0.1313, norm 0.4173, swav 0.0000 LR: 4.504e-02 Score 79.135 Data time: 0.2145, Forward time: 2.2732, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.7195 [2020-11-08 23:19:07,028][root][INFO] - ===> Epoch[227](5880/26): Loss 0.8081, Sem 0.4521, dir -0.0975, norm 0.4535, swav 0.0000 LR: 4.503e-02 Score 86.655 Data time: 0.1718, Forward time: 2.2731, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 6.9141 [2020-11-08 23:19:12,266][root][INFO] - ===> Epoch[227](5881/26): Loss 0.9502, Sem 0.6053, dir -0.0639, norm 0.4087, swav 0.0000 LR: 4.502e-02 Score 78.608 Data time: 0.2226, Forward time: 2.2731, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.1814 [2020-11-08 23:19:18,686][root][INFO] - ===> Epoch[227](5882/26): Loss 0.8926, Sem 0.6105, dir -0.1067, norm 0.3888, swav 0.0000 LR: 4.501e-02 Score 78.720 Data time: 0.1667, Forward time: 2.2730, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 6.3210 [2020-11-08 23:19:25,431][root][INFO] - ===> Epoch[227](5883/26): Loss 0.7375, Sem 0.5639, dir -0.1132, norm 0.2869, swav 0.0000 LR: 4.500e-02 Score 77.355 Data time: 0.2530, Forward time: 2.2730, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 6.6860 [2020-11-08 23:19:31,394][root][INFO] - ===> Epoch[227](5884/26): Loss 0.7676, Sem 0.5599, dir -0.1438, norm 0.3514, swav 0.0000 LR: 4.499e-02 Score 82.534 Data time: 0.2404, Forward time: 2.2730, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 5.8428 [2020-11-08 23:19:36,670][root][INFO] - ===> Epoch[227](5885/26): Loss 0.9680, Sem 0.5992, dir -0.0604, norm 0.4292, swav 0.0000 LR: 4.498e-02 Score 79.904 Data time: 0.2609, Forward time: 2.2731, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.1581 [2020-11-08 23:19:42,267][root][INFO] - ===> Epoch[227](5886/26): Loss 0.8669, Sem 0.5361, dir -0.1529, norm 0.4837, swav 0.0000 LR: 4.497e-02 Score 83.418 Data time: 0.2914, Forward time: 2.2732, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.4801 [2020-11-08 23:19:47,780][root][INFO] - ===> Epoch[227](5887/26): Loss 0.6638, Sem 0.4489, dir -0.0917, norm 0.3067, swav 0.0000 LR: 4.496e-02 Score 85.761 Data time: 0.1921, Forward time: 2.2732, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.3859 [2020-11-08 23:19:53,572][root][INFO] - ===> Epoch[227](5888/26): Loss 0.8683, Sem 0.5229, dir -0.1304, norm 0.4758, swav 0.0000 LR: 4.495e-02 Score 83.288 Data time: 0.2111, Forward time: 2.2732, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.6623 [2020-11-08 23:19:58,449][root][INFO] - ===> Epoch[227](5889/26): Loss 0.8385, Sem 0.4608, dir -0.0593, norm 0.4371, swav 0.0000 LR: 4.494e-02 Score 86.240 Data time: 0.2418, Forward time: 2.2732, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 4.7582 [2020-11-08 23:20:03,620][root][INFO] - ===> Epoch[227](5890/26): Loss 0.8358, Sem 0.5011, dir -0.0960, norm 0.4307, swav 0.0000 LR: 4.493e-02 Score 84.441 Data time: 0.2357, Forward time: 2.2733, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.0619 [2020-11-08 23:20:08,841][root][INFO] - ===> Epoch[227](5891/26): Loss 0.6915, Sem 0.5132, dir -0.1476, norm 0.3259, swav 0.0000 LR: 4.492e-02 Score 82.482 Data time: 0.2413, Forward time: 2.2733, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.1267 [2020-11-08 23:20:14,257][root][INFO] - ===> Epoch[227](5892/26): Loss 0.7445, Sem 0.5595, dir -0.0700, norm 0.2549, swav 0.0000 LR: 4.491e-02 Score 82.613 Data time: 0.2055, Forward time: 2.2733, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.2958 [2020-11-08 23:20:19,519][root][INFO] - ===> Epoch[227](5893/26): Loss 0.7356, Sem 0.4433, dir -0.1230, norm 0.4153, swav 0.0000 LR: 4.490e-02 Score 83.347 Data time: 0.1737, Forward time: 2.2732, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.1612 [2020-11-08 23:20:25,282][root][INFO] - ===> Epoch[227](5894/26): Loss 0.8581, Sem 0.4824, dir -0.1072, norm 0.4829, swav 0.0000 LR: 4.489e-02 Score 85.361 Data time: 0.2205, Forward time: 2.2733, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.7103 [2020-11-08 23:20:31,367][root][INFO] - ===> Epoch[227](5895/26): Loss 0.7561, Sem 0.4839, dir -0.1231, norm 0.3953, swav 0.0000 LR: 4.488e-02 Score 83.770 Data time: 0.1656, Forward time: 2.2732, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.9630 [2020-11-08 23:20:36,415][root][INFO] - ===> Epoch[227](5896/26): Loss 0.7213, Sem 0.4728, dir -0.0837, norm 0.3322, swav 0.0000 LR: 4.487e-02 Score 86.147 Data time: 0.1349, Forward time: 2.2731, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 4.9654 [2020-11-08 23:20:42,194][root][INFO] - ===> Epoch[227](5897/26): Loss 0.7840, Sem 0.4428, dir -0.0908, norm 0.4320, swav 0.0000 LR: 4.486e-02 Score 83.344 Data time: 0.1774, Forward time: 2.2730, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.7056 [2020-11-08 23:20:49,239][root][INFO] - ===> Epoch[227](5898/26): Loss 1.0157, Sem 0.6861, dir -0.1420, norm 0.4716, swav 0.0000 LR: 4.485e-02 Score 78.611 Data time: 0.1542, Forward time: 2.2729, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 6.9658 [2020-11-08 23:20:54,723][root][INFO] - ===> Epoch[227](5899/26): Loss 0.8059, Sem 0.5027, dir -0.1538, norm 0.4570, swav 0.0000 LR: 4.484e-02 Score 85.633 Data time: 0.1729, Forward time: 2.2728, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.3821 [2020-11-08 23:21:00,234][root][INFO] - ===> Epoch[227](5900/26): Loss 0.7016, Sem 0.4811, dir -0.0547, norm 0.2752, swav 0.0000 LR: 4.483e-02 Score 83.893 Data time: 0.1684, Forward time: 2.2727, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.4074 [2020-11-08 23:21:05,682][root][INFO] - ===> Epoch[227](5901/26): Loss 0.7439, Sem 0.4683, dir -0.0501, norm 0.3256, swav 0.0000 LR: 4.482e-02 Score 84.903 Data time: 0.2074, Forward time: 2.2727, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.3698 [2020-11-08 23:21:11,544][root][INFO] - ===> Epoch[227](5902/26): Loss 0.8465, Sem 0.5357, dir -0.1001, norm 0.4109, swav 0.0000 LR: 4.481e-02 Score 82.466 Data time: 0.1716, Forward time: 2.2726, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.7338 [2020-11-08 23:21:16,924][root][INFO] - ===> Epoch[228](5903/26): Loss 0.7812, Sem 0.4858, dir -0.0975, norm 0.3929, swav 0.0000 LR: 4.480e-02 Score 84.725 Data time: 0.1739, Forward time: 2.2725, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.2655 [2020-11-08 23:21:22,530][root][INFO] - ===> Epoch[228](5904/26): Loss 0.6654, Sem 0.4006, dir -0.0788, norm 0.3435, swav 0.0000 LR: 4.479e-02 Score 88.136 Data time: 0.1843, Forward time: 2.2725, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.4800 [2020-11-08 23:21:27,837][root][INFO] - ===> Epoch[228](5905/26): Loss 0.7214, Sem 0.4607, dir -0.0431, norm 0.3038, swav 0.0000 LR: 4.478e-02 Score 86.328 Data time: 0.2352, Forward time: 2.2725, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.2075 [2020-11-08 23:21:32,888][root][INFO] - ===> Epoch[228](5906/26): Loss 0.6447, Sem 0.4714, dir -0.0882, norm 0.2614, swav 0.0000 LR: 4.477e-02 Score 84.347 Data time: 0.1623, Forward time: 2.2724, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 4.9246 [2020-11-08 23:21:38,630][root][INFO] - ===> Epoch[228](5907/26): Loss 0.8090, Sem 0.6350, dir -0.1229, norm 0.2969, swav 0.0000 LR: 4.476e-02 Score 79.174 Data time: 0.2555, Forward time: 2.2725, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.6599 [2020-11-08 23:21:45,019][root][INFO] - ===> Epoch[228](5908/26): Loss 0.6936, Sem 0.4245, dir -0.1137, norm 0.3828, swav 0.0000 LR: 4.475e-02 Score 84.678 Data time: 0.2783, Forward time: 2.2726, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 6.2570 [2020-11-08 23:21:51,795][root][INFO] - ===> Epoch[228](5909/26): Loss 0.6943, Sem 0.5246, dir -0.1363, norm 0.3060, swav 0.0000 LR: 4.474e-02 Score 81.942 Data time: 0.1957, Forward time: 2.2726, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 6.6230 [2020-11-08 23:21:58,046][root][INFO] - ===> Epoch[228](5910/26): Loss 0.7409, Sem 0.5195, dir -0.1334, norm 0.3549, swav 0.0000 LR: 4.473e-02 Score 82.493 Data time: 0.2204, Forward time: 2.2726, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 6.1537 [2020-11-08 23:22:04,248][root][INFO] - ===> Epoch[228](5911/26): Loss 0.8085, Sem 0.5775, dir -0.1158, norm 0.3469, swav 0.0000 LR: 4.472e-02 Score 82.488 Data time: 0.1876, Forward time: 2.2726, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 6.0914 [2020-11-08 23:22:10,780][root][INFO] - ===> Epoch[228](5912/26): Loss 0.7579, Sem 0.5276, dir -0.0935, norm 0.3238, swav 0.0000 LR: 4.471e-02 Score 82.890 Data time: 0.2258, Forward time: 2.2726, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 6.4425 [2020-11-08 23:22:15,994][root][INFO] - ===> Epoch[228](5913/26): Loss 0.9137, Sem 0.6161, dir -0.1181, norm 0.4157, swav 0.0000 LR: 4.470e-02 Score 80.213 Data time: 0.2375, Forward time: 2.2726, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 5.0976 [2020-11-08 23:22:21,933][root][INFO] - ===> Epoch[228](5914/26): Loss 0.9716, Sem 0.6055, dir -0.0965, norm 0.4625, swav 0.0000 LR: 4.469e-02 Score 80.475 Data time: 0.2349, Forward time: 2.2727, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 5.8201 [2020-11-08 23:22:29,717][root][INFO] - ===> Epoch[228](5915/26): Loss 0.7882, Sem 0.5268, dir -0.1249, norm 0.3863, swav 0.0000 LR: 4.468e-02 Score 83.877 Data time: 0.1977, Forward time: 2.2726, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 7.6834 [2020-11-08 23:22:35,788][root][INFO] - ===> Epoch[228](5916/26): Loss 0.8005, Sem 0.4696, dir -0.1429, norm 0.4739, swav 0.0000 LR: 4.467e-02 Score 85.346 Data time: 0.2827, Forward time: 2.2727, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 5.9886 [2020-11-08 23:22:41,846][root][INFO] - ===> Epoch[228](5917/26): Loss 0.9019, Sem 0.5685, dir -0.1007, norm 0.4341, swav 0.0000 LR: 4.466e-02 Score 83.662 Data time: 0.2401, Forward time: 2.2728, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 5.9504 [2020-11-08 23:22:48,218][root][INFO] - ===> Epoch[228](5918/26): Loss 0.6821, Sem 0.4565, dir -0.1351, norm 0.3607, swav 0.0000 LR: 4.465e-02 Score 85.728 Data time: 0.2477, Forward time: 2.2729, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 6.2412 [2020-11-08 23:22:53,354][root][INFO] - ===> Epoch[228](5919/26): Loss 0.6862, Sem 0.4547, dir -0.1093, norm 0.3407, swav 0.0000 LR: 4.464e-02 Score 87.244 Data time: 0.2176, Forward time: 2.2728, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 5.0149 [2020-11-08 23:22:59,260][root][INFO] - ===> Epoch[228](5920/26): Loss 0.6949, Sem 0.5138, dir -0.1435, norm 0.3246, swav 0.0000 LR: 4.463e-02 Score 84.397 Data time: 0.2290, Forward time: 2.2729, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 5.8003 [2020-11-08 23:23:04,170][root][INFO] - ===> Epoch[228](5921/26): Loss 0.7248, Sem 0.4959, dir -0.1544, norm 0.3833, swav 0.0000 LR: 4.462e-02 Score 83.812 Data time: 0.2120, Forward time: 2.2729, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 4.7874 [2020-11-08 23:23:09,887][root][INFO] - ===> Epoch[228](5922/26): Loss 0.9018, Sem 0.4846, dir -0.0910, norm 0.5082, swav 0.0000 LR: 4.461e-02 Score 84.986 Data time: 0.2282, Forward time: 2.2728, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 5.6133 [2020-11-08 23:23:16,132][root][INFO] - ===> Epoch[228](5923/26): Loss 0.9225, Sem 0.4863, dir -0.0685, norm 0.5046, swav 0.0000 LR: 4.460e-02 Score 83.805 Data time: 0.2974, Forward time: 2.2730, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 6.1491 [2020-11-08 23:23:21,464][root][INFO] - ===> Epoch[228](5924/26): Loss 1.0116, Sem 0.5439, dir -0.0746, norm 0.5423, swav 0.0000 LR: 4.459e-02 Score 82.653 Data time: 0.1981, Forward time: 2.2730, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 5.1989 [2020-11-08 23:23:27,464][root][INFO] - ===> Epoch[228](5925/26): Loss 0.8222, Sem 0.4735, dir -0.0895, norm 0.4383, swav 0.0000 LR: 4.458e-02 Score 85.612 Data time: 0.2043, Forward time: 2.2729, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 5.8777 [2020-11-08 23:23:33,821][root][INFO] - ===> Epoch[228](5926/26): Loss 0.8972, Sem 0.5691, dir -0.1076, norm 0.4358, swav 0.0000 LR: 4.457e-02 Score 80.622 Data time: 0.2364, Forward time: 2.2729, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 6.2579 [2020-11-08 23:23:39,420][root][INFO] - ===> Epoch[228](5927/26): Loss 0.8538, Sem 0.5562, dir -0.0699, norm 0.3675, swav 0.0000 LR: 4.456e-02 Score 83.427 Data time: 0.1839, Forward time: 2.2729, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 5.4830 [2020-11-08 23:23:45,124][root][INFO] - ===> Epoch[228](5928/26): Loss 0.8598, Sem 0.5484, dir -0.1066, norm 0.4180, swav 0.0000 LR: 4.455e-02 Score 81.941 Data time: 0.1582, Forward time: 2.2728, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 5.6232 [2020-11-08 23:23:50,736][root][INFO] - ===> Epoch[229](5929/26): Loss 1.0524, Sem 0.6533, dir -0.0895, norm 0.4886, swav 0.0000 LR: 4.454e-02 Score 81.496 Data time: 0.1947, Forward time: 2.2727, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 5.5228 [2020-11-08 23:23:56,590][root][INFO] - ===> Epoch[229](5930/26): Loss 1.0813, Sem 0.6455, dir -0.0941, norm 0.5299, swav 0.0000 LR: 4.453e-02 Score 81.595 Data time: 0.1818, Forward time: 2.2727, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 5.7907 [2020-11-08 23:24:02,159][root][INFO] - ===> Epoch[229](5931/26): Loss 0.9600, Sem 0.5806, dir -0.0650, norm 0.4444, swav 0.0000 LR: 4.452e-02 Score 80.803 Data time: 0.2055, Forward time: 2.2727, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 5.4701 [2020-11-08 23:24:08,668][root][INFO] - ===> Epoch[229](5932/26): Loss 0.8923, Sem 0.6406, dir -0.1402, norm 0.3920, swav 0.0000 LR: 4.451e-02 Score 78.963 Data time: 0.1839, Forward time: 2.2726, Backward time: 3.0935, DDP time: 0.0057, Total iter time: 6.3943 [2020-11-08 23:24:16,472][root][INFO] - ===> Epoch[229](5933/26): Loss 0.7603, Sem 0.5118, dir -0.1117, norm 0.3602, swav 0.0000 LR: 4.450e-02 Score 83.462 Data time: 0.1904, Forward time: 2.2726, Backward time: 3.0938, DDP time: 0.0057, Total iter time: 7.6993 [2020-11-08 23:24:21,086][root][INFO] - ===> Epoch[229](5934/26): Loss 0.9086, Sem 0.4816, dir -0.0832, norm 0.5102, swav 0.0000 LR: 4.449e-02 Score 83.843 Data time: 0.1445, Forward time: 2.2725, Backward time: 3.0938, DDP time: 0.0057, Total iter time: 4.5119 [2020-11-08 23:24:28,215][root][INFO] - ===> Epoch[229](5935/26): Loss 0.9726, Sem 0.5371, dir -0.0714, norm 0.5069, swav 0.0000 LR: 4.448e-02 Score 83.220 Data time: 0.2129, Forward time: 2.2725, Backward time: 3.0940, DDP time: 0.0057, Total iter time: 7.0611 [2020-11-08 23:24:34,056][root][INFO] - ===> Epoch[229](5936/26): Loss 0.8363, Sem 0.5219, dir -0.0700, norm 0.3844, swav 0.0000 LR: 4.447e-02 Score 83.128 Data time: 0.2066, Forward time: 2.2725, Backward time: 3.0940, DDP time: 0.0057, Total iter time: 5.7454 [2020-11-08 23:24:40,782][root][INFO] - ===> Epoch[229](5937/26): Loss 0.6726, Sem 0.4145, dir -0.1038, norm 0.3619, swav 0.0000 LR: 4.447e-02 Score 88.497 Data time: 0.1623, Forward time: 2.2724, Backward time: 3.0942, DDP time: 0.0057, Total iter time: 6.6143 [2020-11-08 23:24:44,986][root][INFO] - ===> Epoch[229](5938/26): Loss 0.8576, Sem 0.5756, dir -0.0790, norm 0.3611, swav 0.0000 LR: 4.446e-02 Score 80.227 Data time: 0.2309, Forward time: 2.2723, Backward time: 3.0940, DDP time: 0.0057, Total iter time: 4.1082 [2020-11-08 23:24:50,987][root][INFO] - ===> Epoch[229](5939/26): Loss 0.8824, Sem 0.5181, dir -0.0576, norm 0.4219, swav 0.0000 LR: 4.445e-02 Score 81.990 Data time: 0.3074, Forward time: 2.2725, Backward time: 3.0939, DDP time: 0.0057, Total iter time: 5.8938 [2020-11-08 23:24:57,093][root][INFO] - ===> Epoch[229](5940/26): Loss 0.8023, Sem 0.4332, dir -0.0785, norm 0.4476, swav 0.0000 LR: 4.444e-02 Score 84.568 Data time: 0.2619, Forward time: 2.2726, Backward time: 3.0939, DDP time: 0.0057, Total iter time: 5.9829 [2020-11-08 23:25:02,034][root][INFO] - ===> Epoch[229](5941/26): Loss 0.9199, Sem 0.5558, dir -0.1286, norm 0.4927, swav 0.0000 LR: 4.443e-02 Score 84.532 Data time: 0.1732, Forward time: 2.2725, Backward time: 3.0938, DDP time: 0.0057, Total iter time: 4.8209 [2020-11-08 23:25:08,814][root][INFO] - ===> Epoch[229](5942/26): Loss 0.8127, Sem 0.5399, dir -0.0523, norm 0.3251, swav 0.0000 LR: 4.442e-02 Score 82.737 Data time: 0.2916, Forward time: 2.2726, Backward time: 3.0939, DDP time: 0.0057, Total iter time: 6.6572 [2020-11-08 23:25:13,998][root][INFO] - ===> Epoch[229](5943/26): Loss 0.8251, Sem 0.5657, dir -0.0692, norm 0.3286, swav 0.0000 LR: 4.441e-02 Score 80.541 Data time: 0.2204, Forward time: 2.2726, Backward time: 3.0938, DDP time: 0.0057, Total iter time: 5.0654 [2020-11-08 23:25:20,076][root][INFO] - ===> Epoch[229](5944/26): Loss 0.8979, Sem 0.5059, dir -0.0679, norm 0.4599, swav 0.0000 LR: 4.440e-02 Score 82.502 Data time: 0.2120, Forward time: 2.2727, Backward time: 3.0938, DDP time: 0.0057, Total iter time: 5.9674 [2020-11-08 23:25:24,969][root][INFO] - ===> Epoch[229](5945/26): Loss 0.9618, Sem 0.5421, dir -0.0739, norm 0.4937, swav 0.0000 LR: 4.439e-02 Score 80.956 Data time: 0.2242, Forward time: 2.2727, Backward time: 3.0936, DDP time: 0.0057, Total iter time: 4.7734 [2020-11-08 23:25:29,964][root][INFO] - ===> Epoch[229](5946/26): Loss 0.8134, Sem 0.4743, dir -0.1186, norm 0.4577, swav 0.0000 LR: 4.438e-02 Score 84.883 Data time: 0.1816, Forward time: 2.2726, Backward time: 3.0935, DDP time: 0.0057, Total iter time: 4.8672 [2020-11-08 23:25:35,591][root][INFO] - ===> Epoch[229](5947/26): Loss 0.7280, Sem 0.5567, dir -0.1477, norm 0.3189, swav 0.0000 LR: 4.437e-02 Score 82.793 Data time: 0.2866, Forward time: 2.2727, Backward time: 3.0934, DDP time: 0.0057, Total iter time: 5.5229 [2020-11-08 23:25:43,255][root][INFO] - ===> Epoch[229](5948/26): Loss 0.8573, Sem 0.5408, dir -0.0910, norm 0.4075, swav 0.0000 LR: 4.436e-02 Score 81.670 Data time: 0.3655, Forward time: 2.2730, Backward time: 3.0935, DDP time: 0.0057, Total iter time: 7.5173 [2020-11-08 23:25:47,879][root][INFO] - ===> Epoch[229](5949/26): Loss 0.8274, Sem 0.5224, dir -0.0751, norm 0.3801, swav 0.0000 LR: 4.435e-02 Score 85.924 Data time: 0.2045, Forward time: 2.2730, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 4.5052 [2020-11-08 23:25:53,098][root][INFO] - ===> Epoch[229](5950/26): Loss 0.8337, Sem 0.5454, dir -0.1037, norm 0.3920, swav 0.0000 LR: 4.434e-02 Score 79.525 Data time: 0.1971, Forward time: 2.2729, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 5.1090 [2020-11-08 23:25:59,348][root][INFO] - ===> Epoch[229](5951/26): Loss 0.9082, Sem 0.6380, dir -0.1072, norm 0.3775, swav 0.0000 LR: 4.433e-02 Score 76.613 Data time: 0.1773, Forward time: 2.2729, Backward time: 3.0934, DDP time: 0.0057, Total iter time: 6.1496 [2020-11-08 23:26:05,283][root][INFO] - ===> Epoch[229](5952/26): Loss 0.8362, Sem 0.5286, dir -0.1122, norm 0.4198, swav 0.0000 LR: 4.432e-02 Score 82.771 Data time: 0.2717, Forward time: 2.2730, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 5.8392 [2020-11-08 23:26:11,141][root][INFO] - ===> Epoch[229](5953/26): Loss 0.7474, Sem 0.4139, dir -0.0895, norm 0.4230, swav 0.0000 LR: 4.431e-02 Score 85.895 Data time: 0.1992, Forward time: 2.2730, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 5.7309 [2020-11-08 23:26:16,812][root][INFO] - ===> Epoch[229](5954/26): Loss 0.8408, Sem 0.5544, dir -0.0946, norm 0.3809, swav 0.0000 LR: 4.430e-02 Score 83.401 Data time: 0.2575, Forward time: 2.2731, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 5.5514 [2020-11-08 23:26:22,047][root][INFO] - ===> Epoch[230](5955/26): Loss 0.7348, Sem 0.5077, dir -0.1443, norm 0.3713, swav 0.0000 LR: 4.429e-02 Score 85.646 Data time: 0.1687, Forward time: 2.2730, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 5.0957 [2020-11-08 23:26:27,942][root][INFO] - ===> Epoch[230](5956/26): Loss 0.6004, Sem 0.4058, dir -0.0963, norm 0.2909, swav 0.0000 LR: 4.428e-02 Score 88.453 Data time: 0.1968, Forward time: 2.2729, Backward time: 3.0933, DDP time: 0.0057, Total iter time: 5.7710 [2020-11-08 23:26:33,553][root][INFO] - ===> Epoch[230](5957/26): Loss 0.9030, Sem 0.5856, dir -0.1145, norm 0.4320, swav 0.0000 LR: 4.427e-02 Score 82.830 Data time: 0.2361, Forward time: 2.2730, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 5.4977 [2020-11-08 23:26:39,685][root][INFO] - ===> Epoch[230](5958/26): Loss 0.7971, Sem 0.4786, dir -0.1121, norm 0.4305, swav 0.0000 LR: 4.426e-02 Score 84.644 Data time: 0.3140, Forward time: 2.2731, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 6.0186 [2020-11-08 23:26:46,504][root][INFO] - ===> Epoch[230](5959/26): Loss 0.6573, Sem 0.4929, dir -0.1338, norm 0.2981, swav 0.0000 LR: 4.425e-02 Score 82.769 Data time: 0.2904, Forward time: 2.2732, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 6.6812 [2020-11-08 23:26:51,917][root][INFO] - ===> Epoch[230](5960/26): Loss 0.8152, Sem 0.5991, dir -0.1473, norm 0.3634, swav 0.0000 LR: 4.424e-02 Score 80.863 Data time: 0.1696, Forward time: 2.2731, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 5.3049 [2020-11-08 23:26:57,472][root][INFO] - ===> Epoch[230](5961/26): Loss 0.8036, Sem 0.5077, dir -0.0851, norm 0.3810, swav 0.0000 LR: 4.423e-02 Score 82.201 Data time: 0.2576, Forward time: 2.2732, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 5.4644 [2020-11-08 23:27:03,482][root][INFO] - ===> Epoch[230](5962/26): Loss 0.8016, Sem 0.5237, dir -0.1426, norm 0.4205, swav 0.0000 LR: 4.422e-02 Score 82.478 Data time: 0.1822, Forward time: 2.2732, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 5.8912 [2020-11-08 23:27:09,753][root][INFO] - ===> Epoch[230](5963/26): Loss 0.5167, Sem 0.3528, dir -0.1603, norm 0.3242, swav 0.0000 LR: 4.421e-02 Score 88.885 Data time: 0.2222, Forward time: 2.2732, Backward time: 3.0932, DDP time: 0.0057, Total iter time: 6.1921 [2020-11-08 23:27:14,814][root][INFO] - ===> Epoch[230](5964/26): Loss 0.8085, Sem 0.4297, dir -0.0765, norm 0.4552, swav 0.0000 LR: 4.420e-02 Score 87.167 Data time: 0.2017, Forward time: 2.2732, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 4.9316 [2020-11-08 23:27:19,606][root][INFO] - ===> Epoch[230](5965/26): Loss 0.8782, Sem 0.5823, dir -0.0545, norm 0.3504, swav 0.0000 LR: 4.419e-02 Score 80.782 Data time: 0.2524, Forward time: 2.2732, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 4.6738 [2020-11-08 23:27:25,042][root][INFO] - ===> Epoch[230](5966/26): Loss 0.7191, Sem 0.3954, dir -0.0891, norm 0.4129, swav 0.0000 LR: 4.418e-02 Score 88.812 Data time: 0.2809, Forward time: 2.2732, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 5.3026 [2020-11-08 23:27:29,654][root][INFO] - ===> Epoch[230](5967/26): Loss 0.7517, Sem 0.3860, dir -0.0912, norm 0.4569, swav 0.0000 LR: 4.417e-02 Score 86.401 Data time: 0.2084, Forward time: 2.2732, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 4.4871 [2020-11-08 23:27:36,189][root][INFO] - ===> Epoch[230](5968/26): Loss 0.8440, Sem 0.5403, dir -0.0739, norm 0.3776, swav 0.0000 LR: 4.416e-02 Score 84.734 Data time: 0.2725, Forward time: 2.2732, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 6.4432 [2020-11-08 23:27:43,220][root][INFO] - ===> Epoch[230](5969/26): Loss 0.8506, Sem 0.4929, dir -0.0966, norm 0.4542, swav 0.0000 LR: 4.415e-02 Score 82.825 Data time: 0.2627, Forward time: 2.2733, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 6.8958 [2020-11-08 23:27:48,436][root][INFO] - ===> Epoch[230](5970/26): Loss 0.7794, Sem 0.4363, dir -0.1055, norm 0.4486, swav 0.0000 LR: 4.414e-02 Score 87.186 Data time: 0.2121, Forward time: 2.2733, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.0769 [2020-11-08 23:27:54,071][root][INFO] - ===> Epoch[230](5971/26): Loss 0.8707, Sem 0.4870, dir -0.0677, norm 0.4514, swav 0.0000 LR: 4.413e-02 Score 85.107 Data time: 0.2657, Forward time: 2.2734, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 5.5333 [2020-11-08 23:28:00,419][root][INFO] - ===> Epoch[230](5972/26): Loss 0.8592, Sem 0.4903, dir -0.0946, norm 0.4636, swav 0.0000 LR: 4.412e-02 Score 83.044 Data time: 0.1840, Forward time: 2.2734, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 6.2400 [2020-11-08 23:28:07,589][root][INFO] - ===> Epoch[230](5973/26): Loss 0.8874, Sem 0.5855, dir -0.1198, norm 0.4218, swav 0.0000 LR: 4.411e-02 Score 82.111 Data time: 0.2238, Forward time: 2.2734, Backward time: 3.0930, DDP time: 0.0057, Total iter time: 7.0730 [2020-11-08 23:28:12,532][root][INFO] - ===> Epoch[230](5974/26): Loss 0.7455, Sem 0.5007, dir -0.0784, norm 0.3232, swav 0.0000 LR: 4.410e-02 Score 82.344 Data time: 0.1986, Forward time: 2.2734, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 4.8291 [2020-11-08 23:28:19,257][root][INFO] - ===> Epoch[230](5975/26): Loss 0.9278, Sem 0.5290, dir -0.0694, norm 0.4682, swav 0.0000 LR: 4.409e-02 Score 79.697 Data time: 0.1805, Forward time: 2.2733, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 6.6140 [2020-11-08 23:28:24,556][root][INFO] - ===> Epoch[230](5976/26): Loss 1.0489, Sem 0.7338, dir -0.0436, norm 0.3587, swav 0.0000 LR: 4.408e-02 Score 77.330 Data time: 0.1714, Forward time: 2.2733, Backward time: 3.0931, DDP time: 0.0057, Total iter time: 5.2067 [2020-11-08 23:28:29,113][root][INFO] - ===> Epoch[230](5977/26): Loss 0.9113, Sem 0.6028, dir -0.0679, norm 0.3764, swav 0.0000 LR: 4.407e-02 Score 81.159 Data time: 0.2076, Forward time: 2.2732, Backward time: 3.0929, DDP time: 0.0057, Total iter time: 4.4783 [2020-11-08 23:28:33,789][root][INFO] - ===> Epoch[230](5978/26): Loss 0.7748, Sem 0.5336, dir -0.1115, norm 0.3527, swav 0.0000 LR: 4.406e-02 Score 85.081 Data time: 0.2165, Forward time: 2.2732, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 4.5700 [2020-11-08 23:28:39,238][root][INFO] - ===> Epoch[230](5979/26): Loss 0.8597, Sem 0.6074, dir -0.0857, norm 0.3380, swav 0.0000 LR: 4.405e-02 Score 81.327 Data time: 0.1968, Forward time: 2.2732, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.3415 [2020-11-08 23:28:44,611][root][INFO] - ===> Epoch[230](5980/26): Loss 0.8443, Sem 0.5521, dir -0.0587, norm 0.3509, swav 0.0000 LR: 4.404e-02 Score 83.264 Data time: 0.3012, Forward time: 2.2732, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 5.2635 [2020-11-08 23:28:51,484][root][INFO] - ===> Epoch[231](5981/26): Loss 0.8853, Sem 0.5650, dir -0.1007, norm 0.4210, swav 0.0000 LR: 4.403e-02 Score 82.889 Data time: 0.2720, Forward time: 2.2733, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 6.7312 [2020-11-08 23:28:56,691][root][INFO] - ===> Epoch[231](5982/26): Loss 0.9084, Sem 0.5648, dir -0.1111, norm 0.4547, swav 0.0000 LR: 4.402e-02 Score 85.619 Data time: 0.2463, Forward time: 2.2734, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.0647 [2020-11-08 23:29:03,161][root][INFO] - ===> Epoch[231](5983/26): Loss 0.6283, Sem 0.4389, dir -0.1050, norm 0.2944, swav 0.0000 LR: 4.401e-02 Score 86.080 Data time: 0.3202, Forward time: 2.2735, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 6.3386 [2020-11-08 23:29:08,811][root][INFO] - ===> Epoch[231](5984/26): Loss 0.7984, Sem 0.5093, dir -0.1023, norm 0.3915, swav 0.0000 LR: 4.400e-02 Score 84.942 Data time: 0.2339, Forward time: 2.2736, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.4971 [2020-11-08 23:29:14,261][root][INFO] - ===> Epoch[231](5985/26): Loss 0.8567, Sem 0.6122, dir -0.1506, norm 0.3951, swav 0.0000 LR: 4.399e-02 Score 80.417 Data time: 0.2771, Forward time: 2.2737, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.3336 [2020-11-08 23:29:20,473][root][INFO] - ===> Epoch[231](5986/26): Loss 0.6265, Sem 0.4911, dir -0.2186, norm 0.3540, swav 0.0000 LR: 4.398e-02 Score 86.900 Data time: 0.2986, Forward time: 2.2738, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 6.0867 [2020-11-08 23:29:26,172][root][INFO] - ===> Epoch[231](5987/26): Loss 0.7996, Sem 0.5420, dir -0.1009, norm 0.3586, swav 0.0000 LR: 4.397e-02 Score 81.776 Data time: 0.2378, Forward time: 2.2739, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.5818 [2020-11-08 23:29:31,222][root][INFO] - ===> Epoch[231](5988/26): Loss 0.8117, Sem 0.5083, dir -0.1061, norm 0.4095, swav 0.0000 LR: 4.396e-02 Score 81.885 Data time: 0.2166, Forward time: 2.2739, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 4.9390 [2020-11-08 23:29:38,729][root][INFO] - ===> Epoch[231](5989/26): Loss 1.0153, Sem 0.6891, dir -0.1235, norm 0.4497, swav 0.0000 LR: 4.395e-02 Score 78.191 Data time: 0.2706, Forward time: 2.2739, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 7.4063 [2020-11-08 23:29:44,881][root][INFO] - ===> Epoch[231](5990/26): Loss 0.8235, Sem 0.5521, dir -0.0852, norm 0.3565, swav 0.0000 LR: 4.394e-02 Score 84.087 Data time: 0.2451, Forward time: 2.2740, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 6.0287 [2020-11-08 23:29:51,410][root][INFO] - ===> Epoch[231](5991/26): Loss 0.8692, Sem 0.5094, dir -0.1031, norm 0.4629, swav 0.0000 LR: 4.393e-02 Score 83.965 Data time: 0.3201, Forward time: 2.2741, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 6.4104 [2020-11-08 23:29:56,400][root][INFO] - ===> Epoch[231](5992/26): Loss 0.8760, Sem 0.5514, dir -0.1293, norm 0.4539, swav 0.0000 LR: 4.392e-02 Score 81.860 Data time: 0.1950, Forward time: 2.2741, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 4.8662 [2020-11-08 23:30:03,269][root][INFO] - ===> Epoch[231](5993/26): Loss 0.7250, Sem 0.4680, dir -0.1349, norm 0.3919, swav 0.0000 LR: 4.391e-02 Score 86.389 Data time: 0.1644, Forward time: 2.2740, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 6.7948 [2020-11-08 23:30:09,535][root][INFO] - ===> Epoch[231](5994/26): Loss 0.9170, Sem 0.5178, dir -0.0885, norm 0.4877, swav 0.0000 LR: 4.390e-02 Score 82.350 Data time: 0.1699, Forward time: 2.2739, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 6.2088 [2020-11-08 23:30:15,156][root][INFO] - ===> Epoch[231](5995/26): Loss 1.2411, Sem 0.4879, dir -0.0096, norm 0.7628, swav 0.0000 LR: 4.389e-02 Score 84.266 Data time: 0.1614, Forward time: 2.2738, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 5.5555 [2020-11-08 23:30:21,298][root][INFO] - ===> Epoch[231](5996/26): Loss 1.1568, Sem 0.4230, dir -0.0179, norm 0.7517, swav 0.0000 LR: 4.388e-02 Score 87.477 Data time: 0.2020, Forward time: 2.2737, Backward time: 3.0928, DDP time: 0.0057, Total iter time: 6.0987 [2020-11-08 23:30:27,285][root][INFO] - ===> Epoch[231](5997/26): Loss 1.2864, Sem 0.5766, dir -0.0239, norm 0.7337, swav 0.0000 LR: 4.387e-02 Score 80.047 Data time: 0.2894, Forward time: 2.2739, Backward time: 3.0927, DDP time: 0.0057, Total iter time: 5.8792 [2020-11-08 23:30:32,641][root][INFO] - ===> Epoch[231](5998/26): Loss 1.1684, Sem 0.5961, dir -0.0427, norm 0.6151, swav 0.0000 LR: 4.386e-02 Score 81.048 Data time: 0.1866, Forward time: 2.2738, Backward time: 3.0926, DDP time: 0.0057, Total iter time: 5.2344 [2020-11-08 23:30:37,470][root][INFO] - ===> Epoch[231](5999/26): Loss 0.9942, Sem 0.5414, dir -0.1298, norm 0.5825, swav 0.0000 LR: 4.385e-02 Score 84.003 Data time: 0.2773, Forward time: 2.2739, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 4.7328 [2020-11-08 23:30:43,535][root][INFO] - ===> Epoch[231](6000/26): Loss 0.8445, Sem 0.4888, dir -0.1169, norm 0.4726, swav 0.0000 LR: 4.384e-02 Score 82.985 Data time: 0.2157, Forward time: 2.2739, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.9585 [2020-11-08 23:30:44,330][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 23:30:44,594][root][INFO] - ===> Start testing [2020-11-08 23:32:06,774][root][INFO] - 101/312: Data time: 0.0076, Iter time: 0.4653 Loss 0.493 (AVG: 0.720) Score 86.268 (AVG: 78.857) mIOU 47.193 mAP 58.815 mAcc 58.127 IOU: 72.017 95.319 40.956 60.047 79.391 70.516 56.697 12.125 30.417 51.384 0.027 41.334 33.586 54.533 2.026 39.246 62.608 40.873 78.688 22.073 mAP: 74.838 95.240 48.036 57.035 84.743 76.991 67.280 33.921 49.228 62.848 13.380 46.478 49.810 65.414 18.619 76.025 84.886 56.610 84.730 30.181 mAcc: 93.085 97.325 53.149 72.877 89.219 84.901 73.565 13.797 37.272 70.057 0.027 47.251 48.663 67.391 2.104 54.541 81.588 46.270 92.067 37.392 [2020-11-08 23:33:33,286][root][INFO] - 201/312: Data time: 0.0054, Iter time: 0.4030 Loss 0.624 (AVG: 0.729) Score 81.949 (AVG: 79.265) mIOU 48.030 mAP 58.150 mAcc 58.682 IOU: 71.096 95.052 38.954 63.689 81.023 74.723 58.083 11.700 32.554 61.805 0.057 36.956 32.766 61.534 1.649 39.141 64.071 37.993 73.688 24.077 mAP: 72.709 94.990 45.851 61.922 85.196 78.586 65.020 33.153 44.704 60.354 12.680 48.253 47.562 69.536 18.399 73.716 86.791 53.188 80.267 30.119 mAcc: 93.008 97.360 53.349 77.742 90.862 84.854 73.093 13.648 38.732 77.754 0.057 42.406 49.033 72.923 1.710 52.459 84.126 45.245 91.007 34.268 [2020-11-08 23:34:55,799][root][INFO] - 301/312: Data time: 0.0093, Iter time: 0.2784 Loss 0.334 (AVG: 0.729) Score 90.630 (AVG: 79.342) mIOU 47.904 mAP 58.283 mAcc 58.771 IOU: 71.400 95.273 40.576 62.181 80.234 74.020 58.414 10.614 29.780 63.653 0.047 38.510 33.391 58.347 1.693 40.817 63.950 40.508 70.327 24.340 mAP: 72.601 95.069 47.967 63.815 84.614 76.217 65.376 32.243 43.755 62.149 12.031 49.360 47.980 68.286 18.774 72.503 85.872 55.293 80.949 30.816 mAcc: 93.150 97.619 57.011 77.968 90.938 83.343 72.167 12.228 35.409 78.565 0.048 44.960 50.531 69.188 1.755 55.465 84.941 50.096 85.975 34.069 [2020-11-08 23:35:04,855][root][INFO] - 312/312: Data time: 0.0026, Iter time: 0.1695 Loss 0.658 (AVG: 0.728) Score 84.085 (AVG: 79.302) mIOU 47.770 mAP 58.249 mAcc 58.561 IOU: 71.303 95.281 40.230 61.213 80.295 74.136 58.771 10.981 29.867 64.401 0.047 38.443 33.335 57.741 1.677 39.534 63.226 40.141 70.606 24.168 mAP: 72.284 94.996 48.215 62.669 84.300 76.365 65.578 32.722 44.179 61.423 11.922 49.360 48.413 69.596 18.421 72.880 86.145 55.175 79.519 30.815 mAcc: 93.184 97.621 56.151 76.379 90.833 83.659 72.435 12.664 35.559 79.315 0.047 44.960 50.816 68.217 1.740 52.254 85.387 50.163 85.750 34.093 [2020-11-08 23:35:04,856][root][INFO] - Finished test. Elapsed time: 260.2602 [2020-11-08 23:35:21,611][root][INFO] - [2020-11-08 23:35:21,611][root][INFO] - ################################################################ [2020-11-08 23:35:21,611][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 23:35:21,611][root][INFO] - ################################################################ [2020-11-08 23:35:21,611][root][INFO] - cabinet : 0.009 0.039 0.208 [2020-11-08 23:35:21,611][root][INFO] - bed : 0.003 0.014 0.207 [2020-11-08 23:35:21,611][root][INFO] - chair : 0.086 0.278 0.576 [2020-11-08 23:35:21,612][root][INFO] - sofa : 0.004 0.025 0.168 [2020-11-08 23:35:21,612][root][INFO] - table : 0.006 0.028 0.150 [2020-11-08 23:35:21,612][root][INFO] - door : 0.000 0.000 0.005 [2020-11-08 23:35:21,612][root][INFO] - window : 0.005 0.017 0.117 [2020-11-08 23:35:21,612][root][INFO] - bookshelf : 0.014 0.071 0.298 [2020-11-08 23:35:21,612][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 23:35:21,612][root][INFO] - counter : 0.001 0.004 0.122 [2020-11-08 23:35:21,612][root][INFO] - desk : 0.000 0.001 0.054 [2020-11-08 23:35:21,612][root][INFO] - curtain : 0.103 0.227 0.401 [2020-11-08 23:35:21,612][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 23:35:21,612][root][INFO] - shower curtain : 0.056 0.211 0.433 [2020-11-08 23:35:21,612][root][INFO] - toilet : 0.083 0.282 0.630 [2020-11-08 23:35:21,612][root][INFO] - sink : 0.063 0.172 0.445 [2020-11-08 23:35:21,612][root][INFO] - bathtub : 0.000 0.000 0.032 [2020-11-08 23:35:21,612][root][INFO] - otherfurniture : 0.010 0.045 0.166 [2020-11-08 23:35:21,612][root][INFO] - ---------------------------------------------------------------- [2020-11-08 23:35:21,612][root][INFO] - average : 0.025 0.079 0.223 [2020-11-08 23:35:21,612][root][INFO] - [2020-11-08 23:35:21,891][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 23:35:22,581][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 23:35:22,844][root][INFO] - Current best mIoU: 47.770 at iter 6000 [2020-11-08 23:35:26,717][root][INFO] - ===> Epoch[231](6001/26): Loss 1.1398, Sem 0.6015, dir -0.0739, norm 0.6122, swav 0.0000 LR: 4.383e-02 Score 81.923 Data time: 0.1711, Forward time: 2.2738, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 3.8660 [2020-11-08 23:35:31,866][root][INFO] - ===> Epoch[231](6002/26): Loss 1.0796, Sem 0.5375, dir -0.0756, norm 0.6177, swav 0.0000 LR: 4.382e-02 Score 83.763 Data time: 0.1817, Forward time: 2.2737, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.0440 [2020-11-08 23:35:37,644][root][INFO] - ===> Epoch[231](6003/26): Loss 0.9863, Sem 0.5135, dir -0.0884, norm 0.5611, swav 0.0000 LR: 4.381e-02 Score 82.229 Data time: 0.2673, Forward time: 2.2739, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.6968 [2020-11-08 23:35:43,069][root][INFO] - ===> Epoch[231](6004/26): Loss 0.9102, Sem 0.4923, dir -0.1427, norm 0.5606, swav 0.0000 LR: 4.380e-02 Score 82.880 Data time: 0.2095, Forward time: 2.2737, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.2897 [2020-11-08 23:35:48,088][root][INFO] - ===> Epoch[231](6005/26): Loss 0.9182, Sem 0.5881, dir -0.1786, norm 0.5087, swav 0.0000 LR: 4.379e-02 Score 81.284 Data time: 0.2357, Forward time: 2.2738, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 4.9266 [2020-11-08 23:35:53,294][root][INFO] - ===> Epoch[231](6006/26): Loss 0.9112, Sem 0.5452, dir -0.1219, norm 0.4880, swav 0.0000 LR: 4.379e-02 Score 82.531 Data time: 0.2057, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.0983 [2020-11-08 23:35:58,360][root][INFO] - ===> Epoch[232](6007/26): Loss 0.9340, Sem 0.4781, dir -0.0879, norm 0.5438, swav 0.0000 LR: 4.378e-02 Score 84.410 Data time: 0.2113, Forward time: 2.2737, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 4.9621 [2020-11-08 23:36:03,865][root][INFO] - ===> Epoch[232](6008/26): Loss 0.9905, Sem 0.5048, dir -0.0570, norm 0.5426, swav 0.0000 LR: 4.377e-02 Score 83.082 Data time: 0.2257, Forward time: 2.2738, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.3878 [2020-11-08 23:36:10,023][root][INFO] - ===> Epoch[232](6009/26): Loss 0.9252, Sem 0.5263, dir -0.0498, norm 0.4487, swav 0.0000 LR: 4.376e-02 Score 82.508 Data time: 0.2179, Forward time: 2.2738, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 6.0511 [2020-11-08 23:36:16,680][root][INFO] - ===> Epoch[232](6010/26): Loss 0.8147, Sem 0.5242, dir -0.0909, norm 0.3814, swav 0.0000 LR: 4.375e-02 Score 81.454 Data time: 0.2100, Forward time: 2.2738, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 6.5548 [2020-11-08 23:36:22,040][root][INFO] - ===> Epoch[232](6011/26): Loss 0.9260, Sem 0.6369, dir -0.1027, norm 0.3918, swav 0.0000 LR: 4.374e-02 Score 80.159 Data time: 0.1994, Forward time: 2.2738, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.2202 [2020-11-08 23:36:29,296][root][INFO] - ===> Epoch[232](6012/26): Loss 0.9639, Sem 0.5732, dir -0.0633, norm 0.4540, swav 0.0000 LR: 4.373e-02 Score 84.104 Data time: 0.2342, Forward time: 2.2737, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 7.1615 [2020-11-08 23:36:34,683][root][INFO] - ===> Epoch[232](6013/26): Loss 0.8488, Sem 0.4353, dir -0.0404, norm 0.4539, swav 0.0000 LR: 4.372e-02 Score 86.067 Data time: 0.2130, Forward time: 2.2737, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.2916 [2020-11-08 23:36:40,017][root][INFO] - ===> Epoch[232](6014/26): Loss 0.9123, Sem 0.5720, dir -0.0507, norm 0.3910, swav 0.0000 LR: 4.371e-02 Score 81.147 Data time: 0.1960, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.2178 [2020-11-08 23:36:45,454][root][INFO] - ===> Epoch[232](6015/26): Loss 0.7712, Sem 0.4904, dir -0.0566, norm 0.3375, swav 0.0000 LR: 4.370e-02 Score 83.388 Data time: 0.2185, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.3414 [2020-11-08 23:36:50,933][root][INFO] - ===> Epoch[232](6016/26): Loss 0.7446, Sem 0.4795, dir -0.0966, norm 0.3618, swav 0.0000 LR: 4.369e-02 Score 85.487 Data time: 0.2140, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.3627 [2020-11-08 23:36:57,760][root][INFO] - ===> Epoch[232](6017/26): Loss 0.9371, Sem 0.5898, dir -0.0657, norm 0.4130, swav 0.0000 LR: 4.368e-02 Score 81.865 Data time: 0.3232, Forward time: 2.2738, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 6.7286 [2020-11-08 23:37:03,092][root][INFO] - ===> Epoch[232](6018/26): Loss 0.6046, Sem 0.4158, dir -0.0689, norm 0.2577, swav 0.0000 LR: 4.367e-02 Score 87.661 Data time: 0.1868, Forward time: 2.2738, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.2073 [2020-11-08 23:37:08,894][root][INFO] - ===> Epoch[232](6019/26): Loss 0.6028, Sem 0.4075, dir -0.1203, norm 0.3156, swav 0.0000 LR: 4.366e-02 Score 88.661 Data time: 0.2348, Forward time: 2.2738, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.6870 [2020-11-08 23:37:14,185][root][INFO] - ===> Epoch[232](6020/26): Loss 0.8245, Sem 0.5405, dir -0.0596, norm 0.3436, swav 0.0000 LR: 4.365e-02 Score 82.861 Data time: 0.2601, Forward time: 2.2738, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.1699 [2020-11-08 23:37:20,817][root][INFO] - ===> Epoch[232](6021/26): Loss 0.8496, Sem 0.5036, dir -0.0573, norm 0.4033, swav 0.0000 LR: 4.364e-02 Score 84.505 Data time: 0.1822, Forward time: 2.2738, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.5151 [2020-11-08 23:37:26,642][root][INFO] - ===> Epoch[232](6022/26): Loss 0.7796, Sem 0.4781, dir -0.0933, norm 0.3948, swav 0.0000 LR: 4.363e-02 Score 86.492 Data time: 0.2671, Forward time: 2.2738, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.7311 [2020-11-08 23:37:32,036][root][INFO] - ===> Epoch[232](6023/26): Loss 0.6810, Sem 0.5096, dir -0.1290, norm 0.3004, swav 0.0000 LR: 4.362e-02 Score 82.885 Data time: 0.1950, Forward time: 2.2738, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.2794 [2020-11-08 23:37:37,831][root][INFO] - ===> Epoch[232](6024/26): Loss 0.9038, Sem 0.5858, dir -0.0838, norm 0.4018, swav 0.0000 LR: 4.361e-02 Score 80.730 Data time: 0.1899, Forward time: 2.2738, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.6721 [2020-11-08 23:37:43,735][root][INFO] - ===> Epoch[232](6025/26): Loss 0.8065, Sem 0.4976, dir -0.0903, norm 0.3991, swav 0.0000 LR: 4.360e-02 Score 84.276 Data time: 0.2338, Forward time: 2.2738, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.8124 [2020-11-08 23:37:49,610][root][INFO] - ===> Epoch[232](6026/26): Loss 0.6693, Sem 0.3771, dir -0.0820, norm 0.3741, swav 0.0000 LR: 4.359e-02 Score 86.657 Data time: 0.1753, Forward time: 2.2737, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.7549 [2020-11-08 23:37:55,592][root][INFO] - ===> Epoch[232](6027/26): Loss 0.7989, Sem 0.5287, dir -0.0966, norm 0.3668, swav 0.0000 LR: 4.358e-02 Score 83.239 Data time: 0.2512, Forward time: 2.2738, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.8865 [2020-11-08 23:38:01,962][root][INFO] - ===> Epoch[232](6028/26): Loss 0.9780, Sem 0.6423, dir -0.0912, norm 0.4270, swav 0.0000 LR: 4.357e-02 Score 81.027 Data time: 0.1986, Forward time: 2.2738, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 6.2507 [2020-11-08 23:38:07,669][root][INFO] - ===> Epoch[232](6029/26): Loss 0.9188, Sem 0.5803, dir -0.1122, norm 0.4507, swav 0.0000 LR: 4.356e-02 Score 81.478 Data time: 0.2982, Forward time: 2.2739, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.6078 [2020-11-08 23:38:12,787][root][INFO] - ===> Epoch[232](6030/26): Loss 0.7035, Sem 0.4935, dir -0.1464, norm 0.3564, swav 0.0000 LR: 4.355e-02 Score 86.014 Data time: 0.2317, Forward time: 2.2739, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.0084 [2020-11-08 23:38:17,374][root][INFO] - ===> Epoch[232](6031/26): Loss 0.7573, Sem 0.4441, dir -0.0525, norm 0.3657, swav 0.0000 LR: 4.354e-02 Score 85.917 Data time: 0.2119, Forward time: 2.2739, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 4.4938 [2020-11-08 23:38:23,257][root][INFO] - ===> Epoch[232](6032/26): Loss 0.8190, Sem 0.5502, dir -0.1635, norm 0.4323, swav 0.0000 LR: 4.353e-02 Score 81.534 Data time: 0.1611, Forward time: 2.2738, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.7742 [2020-11-08 23:38:29,095][root][INFO] - ===> Epoch[233](6033/26): Loss 0.8969, Sem 0.5797, dir -0.1339, norm 0.4511, swav 0.0000 LR: 4.352e-02 Score 81.983 Data time: 0.1839, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.7315 [2020-11-08 23:38:34,171][root][INFO] - ===> Epoch[233](6034/26): Loss 0.8518, Sem 0.6302, dir -0.0989, norm 0.3205, swav 0.0000 LR: 4.351e-02 Score 81.955 Data time: 0.1749, Forward time: 2.2736, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 4.9889 [2020-11-08 23:38:39,922][root][INFO] - ===> Epoch[233](6035/26): Loss 0.8644, Sem 0.5463, dir -0.1217, norm 0.4398, swav 0.0000 LR: 4.350e-02 Score 83.473 Data time: 0.2428, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.6800 [2020-11-08 23:38:46,277][root][INFO] - ===> Epoch[233](6036/26): Loss 0.7651, Sem 0.4465, dir -0.1326, norm 0.4511, swav 0.0000 LR: 4.349e-02 Score 85.069 Data time: 0.2024, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 6.2321 [2020-11-08 23:38:52,799][root][INFO] - ===> Epoch[233](6037/26): Loss 0.6834, Sem 0.4936, dir -0.0672, norm 0.2571, swav 0.0000 LR: 4.348e-02 Score 82.454 Data time: 0.2012, Forward time: 2.2737, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.4065 [2020-11-08 23:38:57,326][root][INFO] - ===> Epoch[233](6038/26): Loss 0.7571, Sem 0.4821, dir -0.0766, norm 0.3516, swav 0.0000 LR: 4.347e-02 Score 84.794 Data time: 0.2237, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 4.4099 [2020-11-08 23:39:02,528][root][INFO] - ===> Epoch[233](6039/26): Loss 0.7133, Sem 0.5078, dir -0.1466, norm 0.3521, swav 0.0000 LR: 4.346e-02 Score 83.179 Data time: 0.2571, Forward time: 2.2737, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.0904 [2020-11-08 23:39:08,391][root][INFO] - ===> Epoch[233](6040/26): Loss 0.7668, Sem 0.4463, dir -0.1344, norm 0.4548, swav 0.0000 LR: 4.345e-02 Score 85.977 Data time: 0.2103, Forward time: 2.2737, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.7508 [2020-11-08 23:39:14,020][root][INFO] - ===> Epoch[233](6041/26): Loss 0.8587, Sem 0.5525, dir -0.0882, norm 0.3944, swav 0.0000 LR: 4.344e-02 Score 81.486 Data time: 0.2084, Forward time: 2.2737, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.5409 [2020-11-08 23:39:21,018][root][INFO] - ===> Epoch[233](6042/26): Loss 0.7145, Sem 0.5392, dir -0.1564, norm 0.3318, swav 0.0000 LR: 4.343e-02 Score 84.422 Data time: 0.1834, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.9086 [2020-11-08 23:39:26,616][root][INFO] - ===> Epoch[233](6043/26): Loss 0.7839, Sem 0.4823, dir -0.1451, norm 0.4467, swav 0.0000 LR: 4.342e-02 Score 84.075 Data time: 0.1981, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.5046 [2020-11-08 23:39:33,755][root][INFO] - ===> Epoch[233](6044/26): Loss 0.8681, Sem 0.4648, dir -0.0751, norm 0.4784, swav 0.0000 LR: 4.341e-02 Score 85.977 Data time: 0.2264, Forward time: 2.2735, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 7.0413 [2020-11-08 23:39:40,196][root][INFO] - ===> Epoch[233](6045/26): Loss 0.6735, Sem 0.4225, dir -0.0737, norm 0.3247, swav 0.0000 LR: 4.340e-02 Score 86.164 Data time: 0.3128, Forward time: 2.2737, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 6.3735 [2020-11-08 23:39:46,308][root][INFO] - ===> Epoch[233](6046/26): Loss 0.7917, Sem 0.5570, dir -0.1149, norm 0.3497, swav 0.0000 LR: 4.339e-02 Score 83.118 Data time: 0.2069, Forward time: 2.2737, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.9858 [2020-11-08 23:39:53,171][root][INFO] - ===> Epoch[233](6047/26): Loss 0.6969, Sem 0.4723, dir -0.0444, norm 0.2690, swav 0.0000 LR: 4.338e-02 Score 84.844 Data time: 0.2441, Forward time: 2.2737, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 6.7594 [2020-11-08 23:39:58,428][root][INFO] - ===> Epoch[233](6048/26): Loss 0.8228, Sem 0.4795, dir -0.0386, norm 0.3819, swav 0.0000 LR: 4.337e-02 Score 83.675 Data time: 0.2324, Forward time: 2.2738, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.1458 [2020-11-08 23:40:03,235][root][INFO] - ===> Epoch[233](6049/26): Loss 0.8813, Sem 0.5105, dir -0.0306, norm 0.4015, swav 0.0000 LR: 4.336e-02 Score 85.131 Data time: 0.2040, Forward time: 2.2737, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 4.7000 [2020-11-08 23:40:09,100][root][INFO] - ===> Epoch[233](6050/26): Loss 0.8609, Sem 0.4953, dir -0.1071, norm 0.4727, swav 0.0000 LR: 4.335e-02 Score 82.943 Data time: 0.2151, Forward time: 2.2737, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.7741 [2020-11-08 23:40:14,837][root][INFO] - ===> Epoch[233](6051/26): Loss 0.7683, Sem 0.5175, dir -0.1097, norm 0.3605, swav 0.0000 LR: 4.334e-02 Score 85.556 Data time: 0.2381, Forward time: 2.2738, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.6275 [2020-11-08 23:40:21,459][root][INFO] - ===> Epoch[233](6052/26): Loss 0.8527, Sem 0.4998, dir -0.1104, norm 0.4633, swav 0.0000 LR: 4.333e-02 Score 84.954 Data time: 0.3153, Forward time: 2.2739, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 6.4990 [2020-11-08 23:40:26,603][root][INFO] - ===> Epoch[233](6053/26): Loss 0.6614, Sem 0.4595, dir -0.1526, norm 0.3545, swav 0.0000 LR: 4.332e-02 Score 84.429 Data time: 0.2283, Forward time: 2.2739, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.0051 [2020-11-08 23:40:31,919][root][INFO] - ===> Epoch[233](6054/26): Loss 0.7524, Sem 0.5189, dir -0.1029, norm 0.3364, swav 0.0000 LR: 4.331e-02 Score 84.647 Data time: 0.2810, Forward time: 2.2740, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.2006 [2020-11-08 23:40:37,070][root][INFO] - ===> Epoch[233](6055/26): Loss 0.7165, Sem 0.4816, dir -0.1424, norm 0.3773, swav 0.0000 LR: 4.330e-02 Score 83.973 Data time: 0.2002, Forward time: 2.2740, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.0420 [2020-11-08 23:40:41,295][root][INFO] - ===> Epoch[233](6056/26): Loss 0.8276, Sem 0.5040, dir -0.0813, norm 0.4049, swav 0.0000 LR: 4.329e-02 Score 85.208 Data time: 0.1503, Forward time: 2.2739, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 4.1272 [2020-11-08 23:40:46,063][root][INFO] - ===> Epoch[233](6057/26): Loss 0.9166, Sem 0.5348, dir -0.0991, norm 0.4809, swav 0.0000 LR: 4.328e-02 Score 82.962 Data time: 0.1406, Forward time: 2.2738, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 4.7130 [2020-11-08 23:40:53,206][root][INFO] - ===> Epoch[233](6058/26): Loss 0.6357, Sem 0.3803, dir -0.1011, norm 0.3566, swav 0.0000 LR: 4.327e-02 Score 87.890 Data time: 0.1984, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 7.1006 [2020-11-08 23:40:58,697][root][INFO] - ===> Epoch[234](6059/26): Loss 0.7512, Sem 0.4998, dir -0.1237, norm 0.3752, swav 0.0000 LR: 4.326e-02 Score 83.784 Data time: 0.2625, Forward time: 2.2738, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.3984 [2020-11-08 23:41:04,330][root][INFO] - ===> Epoch[234](6060/26): Loss 0.7246, Sem 0.5297, dir -0.1423, norm 0.3371, swav 0.0000 LR: 4.325e-02 Score 84.158 Data time: 0.1916, Forward time: 2.2738, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.5099 [2020-11-08 23:41:09,557][root][INFO] - ===> Epoch[234](6061/26): Loss 0.7524, Sem 0.4704, dir -0.0972, norm 0.3793, swav 0.0000 LR: 4.324e-02 Score 84.956 Data time: 0.2192, Forward time: 2.2738, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.1527 [2020-11-08 23:41:14,459][root][INFO] - ===> Epoch[234](6062/26): Loss 0.8320, Sem 0.6181, dir -0.1526, norm 0.3665, swav 0.0000 LR: 4.323e-02 Score 80.604 Data time: 0.2061, Forward time: 2.2738, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 4.7937 [2020-11-08 23:41:19,358][root][INFO] - ===> Epoch[234](6063/26): Loss 0.7575, Sem 0.4818, dir -0.1037, norm 0.3793, swav 0.0000 LR: 4.322e-02 Score 84.445 Data time: 0.1682, Forward time: 2.2737, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 4.7879 [2020-11-08 23:41:24,894][root][INFO] - ===> Epoch[234](6064/26): Loss 0.7075, Sem 0.5069, dir -0.1089, norm 0.3095, swav 0.0000 LR: 4.321e-02 Score 85.295 Data time: 0.2807, Forward time: 2.2738, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.4529 [2020-11-08 23:41:31,078][root][INFO] - ===> Epoch[234](6065/26): Loss 0.6701, Sem 0.4333, dir -0.1331, norm 0.3699, swav 0.0000 LR: 4.320e-02 Score 84.921 Data time: 0.2228, Forward time: 2.2738, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 6.0631 [2020-11-08 23:41:35,765][root][INFO] - ===> Epoch[234](6066/26): Loss 0.7886, Sem 0.4810, dir -0.0709, norm 0.3785, swav 0.0000 LR: 4.319e-02 Score 84.526 Data time: 0.1977, Forward time: 2.2738, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 4.5712 [2020-11-08 23:41:41,622][root][INFO] - ===> Epoch[234](6067/26): Loss 0.7373, Sem 0.5220, dir -0.1227, norm 0.3380, swav 0.0000 LR: 4.318e-02 Score 84.181 Data time: 0.2186, Forward time: 2.2738, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 5.7620 [2020-11-08 23:41:47,635][root][INFO] - ===> Epoch[234](6068/26): Loss 0.7962, Sem 0.4799, dir -0.0803, norm 0.3967, swav 0.0000 LR: 4.317e-02 Score 83.247 Data time: 0.2380, Forward time: 2.2738, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 5.8814 [2020-11-08 23:41:53,627][root][INFO] - ===> Epoch[234](6069/26): Loss 0.6932, Sem 0.4671, dir -0.1424, norm 0.3686, swav 0.0000 LR: 4.316e-02 Score 85.816 Data time: 0.2167, Forward time: 2.2739, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 5.8639 [2020-11-08 23:42:01,385][root][INFO] - ===> Epoch[234](6070/26): Loss 0.8880, Sem 0.5506, dir -0.1354, norm 0.4727, swav 0.0000 LR: 4.315e-02 Score 82.060 Data time: 0.2295, Forward time: 2.2739, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 7.6228 [2020-11-08 23:42:06,986][root][INFO] - ===> Epoch[234](6071/26): Loss 0.7247, Sem 0.4735, dir -0.1036, norm 0.3548, swav 0.0000 LR: 4.314e-02 Score 84.666 Data time: 0.1791, Forward time: 2.2738, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 5.4842 [2020-11-08 23:42:12,534][root][INFO] - ===> Epoch[234](6072/26): Loss 0.9220, Sem 0.6613, dir -0.1072, norm 0.3679, swav 0.0000 LR: 4.313e-02 Score 79.083 Data time: 0.2332, Forward time: 2.2738, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 5.4517 [2020-11-08 23:42:18,143][root][INFO] - ===> Epoch[234](6073/26): Loss 0.6341, Sem 0.4828, dir -0.0681, norm 0.2195, swav 0.0000 LR: 4.312e-02 Score 85.807 Data time: 0.2596, Forward time: 2.2737, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 5.5030 [2020-11-08 23:42:25,500][root][INFO] - ===> Epoch[234](6074/26): Loss 0.7802, Sem 0.4946, dir -0.1186, norm 0.4043, swav 0.0000 LR: 4.311e-02 Score 84.124 Data time: 0.3529, Forward time: 2.2740, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 7.2454 [2020-11-08 23:42:31,666][root][INFO] - ===> Epoch[234](6075/26): Loss 0.6974, Sem 0.4112, dir -0.0595, norm 0.3458, swav 0.0000 LR: 4.310e-02 Score 88.427 Data time: 0.2891, Forward time: 2.2741, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 6.0266 [2020-11-08 23:42:37,631][root][INFO] - ===> Epoch[234](6076/26): Loss 0.7219, Sem 0.5065, dir -0.1004, norm 0.3157, swav 0.0000 LR: 4.309e-02 Score 82.961 Data time: 0.2823, Forward time: 2.2742, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.8475 [2020-11-08 23:42:42,484][root][INFO] - ===> Epoch[234](6077/26): Loss 0.7444, Sem 0.4915, dir -0.1306, norm 0.3835, swav 0.0000 LR: 4.308e-02 Score 85.315 Data time: 0.1827, Forward time: 2.2742, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 4.7340 [2020-11-08 23:42:48,413][root][INFO] - ===> Epoch[234](6078/26): Loss 0.8634, Sem 0.5592, dir -0.0688, norm 0.3730, swav 0.0000 LR: 4.307e-02 Score 84.168 Data time: 0.2304, Forward time: 2.2742, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.8431 [2020-11-08 23:42:53,775][root][INFO] - ===> Epoch[234](6079/26): Loss 0.6309, Sem 0.4250, dir -0.0926, norm 0.2984, swav 0.0000 LR: 4.306e-02 Score 87.615 Data time: 0.2535, Forward time: 2.2742, Backward time: 3.0913, DDP time: 0.0057, Total iter time: 5.2400 [2020-11-08 23:42:59,457][root][INFO] - ===> Epoch[234](6080/26): Loss 0.8401, Sem 0.5475, dir -0.0533, norm 0.3459, swav 0.0000 LR: 4.305e-02 Score 82.534 Data time: 0.1469, Forward time: 2.2741, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 5.5694 [2020-11-08 23:43:05,251][root][INFO] - ===> Epoch[234](6081/26): Loss 0.9028, Sem 0.5664, dir -0.0911, norm 0.4275, swav 0.0000 LR: 4.304e-02 Score 83.148 Data time: 0.1642, Forward time: 2.2740, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.7029 [2020-11-08 23:43:10,857][root][INFO] - ===> Epoch[234](6082/26): Loss 0.5951, Sem 0.3774, dir -0.1322, norm 0.3498, swav 0.0000 LR: 4.303e-02 Score 87.500 Data time: 0.2396, Forward time: 2.2741, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.5081 [2020-11-08 23:43:16,373][root][INFO] - ===> Epoch[234](6083/26): Loss 0.6854, Sem 0.4399, dir -0.1213, norm 0.3668, swav 0.0000 LR: 4.302e-02 Score 84.418 Data time: 0.2019, Forward time: 2.2740, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.3969 [2020-11-08 23:43:22,204][root][INFO] - ===> Epoch[234](6084/26): Loss 0.8255, Sem 0.4241, dir -0.0949, norm 0.4963, swav 0.0000 LR: 4.301e-02 Score 85.725 Data time: 0.2563, Forward time: 2.2741, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 5.7140 [2020-11-08 23:43:27,273][root][INFO] - ===> Epoch[235](6085/26): Loss 0.8646, Sem 0.5600, dir -0.0787, norm 0.3833, swav 0.0000 LR: 4.301e-02 Score 85.173 Data time: 0.1802, Forward time: 2.2740, Backward time: 3.0913, DDP time: 0.0057, Total iter time: 4.9435 [2020-11-08 23:43:32,807][root][INFO] - ===> Epoch[235](6086/26): Loss 0.7271, Sem 0.5082, dir -0.1928, norm 0.4116, swav 0.0000 LR: 4.300e-02 Score 82.614 Data time: 0.1518, Forward time: 2.2739, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 5.4448 [2020-11-08 23:43:39,012][root][INFO] - ===> Epoch[235](6087/26): Loss 0.7241, Sem 0.4894, dir -0.1232, norm 0.3579, swav 0.0000 LR: 4.299e-02 Score 83.772 Data time: 0.2304, Forward time: 2.2739, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 6.1136 [2020-11-08 23:43:45,850][root][INFO] - ===> Epoch[235](6088/26): Loss 0.8159, Sem 0.5371, dir -0.0733, norm 0.3521, swav 0.0000 LR: 4.298e-02 Score 81.906 Data time: 0.1967, Forward time: 2.2739, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 6.7067 [2020-11-08 23:43:51,170][root][INFO] - ===> Epoch[235](6089/26): Loss 0.8721, Sem 0.5438, dir -0.1113, norm 0.4397, swav 0.0000 LR: 4.297e-02 Score 83.511 Data time: 0.2078, Forward time: 2.2739, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 5.2183 [2020-11-08 23:43:56,990][root][INFO] - ===> Epoch[235](6090/26): Loss 0.6232, Sem 0.3934, dir -0.0832, norm 0.3130, swav 0.0000 LR: 4.296e-02 Score 87.196 Data time: 0.2693, Forward time: 2.2740, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 5.7129 [2020-11-08 23:44:01,882][root][INFO] - ===> Epoch[235](6091/26): Loss 0.7469, Sem 0.4527, dir -0.1115, norm 0.4057, swav 0.0000 LR: 4.295e-02 Score 86.166 Data time: 0.1557, Forward time: 2.2739, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 4.7902 [2020-11-08 23:44:08,053][root][INFO] - ===> Epoch[235](6092/26): Loss 0.6722, Sem 0.4490, dir -0.1128, norm 0.3361, swav 0.0000 LR: 4.294e-02 Score 85.651 Data time: 0.2187, Forward time: 2.2738, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 6.0563 [2020-11-08 23:44:13,681][root][INFO] - ===> Epoch[235](6093/26): Loss 0.8231, Sem 0.5288, dir -0.1178, norm 0.4122, swav 0.0000 LR: 4.293e-02 Score 82.642 Data time: 0.2754, Forward time: 2.2740, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.4983 [2020-11-08 23:44:20,905][root][INFO] - ===> Epoch[235](6094/26): Loss 0.8020, Sem 0.5077, dir -0.1404, norm 0.4347, swav 0.0000 LR: 4.292e-02 Score 81.855 Data time: 0.2035, Forward time: 2.2739, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 7.1113 [2020-11-08 23:44:27,122][root][INFO] - ===> Epoch[235](6095/26): Loss 0.7671, Sem 0.5571, dir -0.1370, norm 0.3470, swav 0.0000 LR: 4.291e-02 Score 82.115 Data time: 0.3076, Forward time: 2.2740, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 6.0732 [2020-11-08 23:44:33,398][root][INFO] - ===> Epoch[235](6096/26): Loss 0.8238, Sem 0.6173, dir -0.1661, norm 0.3727, swav 0.0000 LR: 4.290e-02 Score 80.272 Data time: 0.1963, Forward time: 2.2740, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 6.1310 [2020-11-08 23:44:38,849][root][INFO] - ===> Epoch[235](6097/26): Loss 0.7145, Sem 0.5399, dir -0.2186, norm 0.3931, swav 0.0000 LR: 4.289e-02 Score 82.965 Data time: 0.2391, Forward time: 2.2740, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 5.3385 [2020-11-08 23:44:44,851][root][INFO] - ===> Epoch[235](6098/26): Loss 0.7756, Sem 0.5123, dir -0.1139, norm 0.3772, swav 0.0000 LR: 4.288e-02 Score 84.431 Data time: 0.1678, Forward time: 2.2740, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.8713 [2020-11-08 23:44:49,149][root][INFO] - ===> Epoch[235](6099/26): Loss 0.8398, Sem 0.5384, dir -0.0981, norm 0.3995, swav 0.0000 LR: 4.287e-02 Score 83.542 Data time: 0.1408, Forward time: 2.2738, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 4.2090 [2020-11-08 23:44:56,910][root][INFO] - ===> Epoch[235](6100/26): Loss 0.6859, Sem 0.5089, dir -0.1508, norm 0.3277, swav 0.0000 LR: 4.286e-02 Score 85.856 Data time: 0.2419, Forward time: 2.2739, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 7.6784 [2020-11-08 23:45:03,399][root][INFO] - ===> Epoch[235](6101/26): Loss 0.6756, Sem 0.4565, dir -0.1511, norm 0.3701, swav 0.0000 LR: 4.285e-02 Score 84.753 Data time: 0.1921, Forward time: 2.2738, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.3477 [2020-11-08 23:45:08,877][root][INFO] - ===> Epoch[235](6102/26): Loss 0.7224, Sem 0.3830, dir -0.0826, norm 0.4220, swav 0.0000 LR: 4.284e-02 Score 87.661 Data time: 0.1761, Forward time: 2.2738, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.3754 [2020-11-08 23:45:14,299][root][INFO] - ===> Epoch[235](6103/26): Loss 0.9209, Sem 0.5028, dir -0.0773, norm 0.4953, swav 0.0000 LR: 4.283e-02 Score 82.874 Data time: 0.2649, Forward time: 2.2738, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.3291 [2020-11-08 23:45:20,253][root][INFO] - ===> Epoch[235](6104/26): Loss 0.9241, Sem 0.5797, dir -0.0765, norm 0.4209, swav 0.0000 LR: 4.282e-02 Score 82.083 Data time: 0.3038, Forward time: 2.2740, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.8203 [2020-11-08 23:45:26,595][root][INFO] - ===> Epoch[235](6105/26): Loss 0.6657, Sem 0.4876, dir -0.1276, norm 0.3057, swav 0.0000 LR: 4.281e-02 Score 86.154 Data time: 0.1997, Forward time: 2.2739, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 6.2223 [2020-11-08 23:45:32,523][root][INFO] - ===> Epoch[235](6106/26): Loss 0.9427, Sem 0.5892, dir -0.0604, norm 0.4139, swav 0.0000 LR: 4.280e-02 Score 80.925 Data time: 0.2149, Forward time: 2.2739, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.8187 [2020-11-08 23:45:38,190][root][INFO] - ===> Epoch[235](6107/26): Loss 0.8639, Sem 0.4971, dir -0.0611, norm 0.4279, swav 0.0000 LR: 4.279e-02 Score 82.322 Data time: 0.2071, Forward time: 2.2739, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.5384 [2020-11-08 23:45:43,244][root][INFO] - ===> Epoch[235](6108/26): Loss 0.8392, Sem 0.5330, dir -0.0814, norm 0.3877, swav 0.0000 LR: 4.278e-02 Score 84.850 Data time: 0.1697, Forward time: 2.2739, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 4.9594 [2020-11-08 23:45:48,364][root][INFO] - ===> Epoch[235](6109/26): Loss 0.7919, Sem 0.5340, dir -0.0771, norm 0.3349, swav 0.0000 LR: 4.277e-02 Score 83.288 Data time: 0.2259, Forward time: 2.2739, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.0181 [2020-11-08 23:45:54,160][root][INFO] - ===> Epoch[235](6110/26): Loss 0.7058, Sem 0.5024, dir -0.0704, norm 0.2738, swav 0.0000 LR: 4.276e-02 Score 84.713 Data time: 0.1763, Forward time: 2.2738, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.6618 [2020-11-08 23:46:00,451][root][INFO] - ===> Epoch[236](6111/26): Loss 0.8580, Sem 0.6050, dir -0.0985, norm 0.3515, swav 0.0000 LR: 4.275e-02 Score 78.655 Data time: 0.2066, Forward time: 2.2738, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.1820 [2020-11-08 23:46:05,524][root][INFO] - ===> Epoch[236](6112/26): Loss 0.7267, Sem 0.4679, dir -0.0640, norm 0.3228, swav 0.0000 LR: 4.274e-02 Score 86.791 Data time: 0.1930, Forward time: 2.2737, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 4.9731 [2020-11-08 23:46:11,699][root][INFO] - ===> Epoch[236](6113/26): Loss 0.8740, Sem 0.6155, dir -0.1251, norm 0.3836, swav 0.0000 LR: 4.273e-02 Score 80.367 Data time: 0.2449, Forward time: 2.2737, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.0859 [2020-11-08 23:46:16,277][root][INFO] - ===> Epoch[236](6114/26): Loss 0.5936, Sem 0.4100, dir -0.1572, norm 0.3409, swav 0.0000 LR: 4.272e-02 Score 87.401 Data time: 0.2280, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 4.4556 [2020-11-08 23:46:22,334][root][INFO] - ===> Epoch[236](6115/26): Loss 0.7119, Sem 0.5288, dir -0.1549, norm 0.3380, swav 0.0000 LR: 4.271e-02 Score 83.048 Data time: 0.2288, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.9588 [2020-11-08 23:46:28,506][root][INFO] - ===> Epoch[236](6116/26): Loss 0.8220, Sem 0.5593, dir -0.1046, norm 0.3673, swav 0.0000 LR: 4.270e-02 Score 80.570 Data time: 0.2428, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 6.0485 [2020-11-08 23:46:34,866][root][INFO] - ===> Epoch[236](6117/26): Loss 0.7479, Sem 0.5035, dir -0.1232, norm 0.3677, swav 0.0000 LR: 4.269e-02 Score 81.512 Data time: 0.1718, Forward time: 2.2737, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.2533 [2020-11-08 23:46:41,482][root][INFO] - ===> Epoch[236](6118/26): Loss 0.7797, Sem 0.5012, dir -0.0491, norm 0.3276, swav 0.0000 LR: 4.268e-02 Score 85.568 Data time: 0.1352, Forward time: 2.2735, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 6.5297 [2020-11-08 23:46:46,938][root][INFO] - ===> Epoch[236](6119/26): Loss 0.8151, Sem 0.5792, dir -0.1243, norm 0.3602, swav 0.0000 LR: 4.267e-02 Score 81.604 Data time: 0.2567, Forward time: 2.2736, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.4044 [2020-11-08 23:46:54,025][root][INFO] - ===> Epoch[236](6120/26): Loss 0.8691, Sem 0.5599, dir -0.1100, norm 0.4191, swav 0.0000 LR: 4.266e-02 Score 82.631 Data time: 0.2067, Forward time: 2.2736, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 6.9834 [2020-11-08 23:46:59,193][root][INFO] - ===> Epoch[236](6121/26): Loss 0.7551, Sem 0.4988, dir -0.1163, norm 0.3726, swav 0.0000 LR: 4.265e-02 Score 84.080 Data time: 0.2158, Forward time: 2.2736, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.0774 [2020-11-08 23:47:05,303][root][INFO] - ===> Epoch[236](6122/26): Loss 0.7229, Sem 0.5511, dir -0.1423, norm 0.3142, swav 0.0000 LR: 4.264e-02 Score 83.157 Data time: 0.1656, Forward time: 2.2735, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.9681 [2020-11-08 23:47:11,028][root][INFO] - ===> Epoch[236](6123/26): Loss 0.6880, Sem 0.3758, dir -0.0936, norm 0.4058, swav 0.0000 LR: 4.263e-02 Score 86.525 Data time: 0.2203, Forward time: 2.2735, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.6236 [2020-11-08 23:47:16,448][root][INFO] - ===> Epoch[236](6124/26): Loss 0.8397, Sem 0.4082, dir -0.0967, norm 0.5282, swav 0.0000 LR: 4.262e-02 Score 85.828 Data time: 0.2464, Forward time: 2.2736, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 5.3174 [2020-11-08 23:47:22,954][root][INFO] - ===> Epoch[236](6125/26): Loss 0.8807, Sem 0.4883, dir -0.1353, norm 0.5277, swav 0.0000 LR: 4.261e-02 Score 83.863 Data time: 0.2640, Forward time: 2.2737, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 6.3689 [2020-11-08 23:47:28,084][root][INFO] - ===> Epoch[236](6126/26): Loss 0.9282, Sem 0.6045, dir -0.0912, norm 0.4149, swav 0.0000 LR: 4.260e-02 Score 79.602 Data time: 0.2062, Forward time: 2.2736, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 4.9902 [2020-11-08 23:47:33,906][root][INFO] - ===> Epoch[236](6127/26): Loss 0.6852, Sem 0.4322, dir -0.1555, norm 0.4084, swav 0.0000 LR: 4.259e-02 Score 85.836 Data time: 0.2499, Forward time: 2.2736, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.7318 [2020-11-08 23:47:39,591][root][INFO] - ===> Epoch[236](6128/26): Loss 0.9152, Sem 0.5274, dir -0.0591, norm 0.4469, swav 0.0000 LR: 4.258e-02 Score 81.486 Data time: 0.2528, Forward time: 2.2737, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.5505 [2020-11-08 23:47:45,316][root][INFO] - ===> Epoch[236](6129/26): Loss 0.7364, Sem 0.4948, dir -0.0820, norm 0.3236, swav 0.0000 LR: 4.257e-02 Score 85.446 Data time: 0.2415, Forward time: 2.2737, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.5963 [2020-11-08 23:47:50,963][root][INFO] - ===> Epoch[236](6130/26): Loss 0.7212, Sem 0.3989, dir -0.0718, norm 0.3941, swav 0.0000 LR: 4.256e-02 Score 86.915 Data time: 0.2028, Forward time: 2.2737, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 5.5181 [2020-11-08 23:47:56,395][root][INFO] - ===> Epoch[236](6131/26): Loss 0.8922, Sem 0.5479, dir -0.0474, norm 0.3917, swav 0.0000 LR: 4.255e-02 Score 80.786 Data time: 0.2248, Forward time: 2.2737, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.3391 [2020-11-08 23:48:02,827][root][INFO] - ===> Epoch[236](6132/26): Loss 1.0704, Sem 0.7129, dir -0.0892, norm 0.4466, swav 0.0000 LR: 4.254e-02 Score 79.363 Data time: 0.3079, Forward time: 2.2739, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.3284 [2020-11-08 23:48:06,859][root][INFO] - ===> Epoch[236](6133/26): Loss 0.8374, Sem 0.5067, dir -0.1058, norm 0.4366, swav 0.0000 LR: 4.253e-02 Score 85.082 Data time: 0.1623, Forward time: 2.2738, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 3.8871 [2020-11-08 23:48:11,691][root][INFO] - ===> Epoch[236](6134/26): Loss 0.7133, Sem 0.4717, dir -0.1460, norm 0.3876, swav 0.0000 LR: 4.252e-02 Score 85.124 Data time: 0.1615, Forward time: 2.2737, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 4.7544 [2020-11-08 23:48:18,177][root][INFO] - ===> Epoch[236](6135/26): Loss 0.7614, Sem 0.5253, dir -0.0960, norm 0.3321, swav 0.0000 LR: 4.251e-02 Score 84.750 Data time: 0.1513, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.3915 [2020-11-08 23:48:24,382][root][INFO] - ===> Epoch[236](6136/26): Loss 0.9011, Sem 0.5828, dir -0.1288, norm 0.4471, swav 0.0000 LR: 4.250e-02 Score 81.358 Data time: 0.2410, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.1628 [2020-11-08 23:48:30,655][root][INFO] - ===> Epoch[237](6137/26): Loss 0.9448, Sem 0.5924, dir -0.0816, norm 0.4339, swav 0.0000 LR: 4.249e-02 Score 84.070 Data time: 0.2279, Forward time: 2.2737, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 6.1425 [2020-11-08 23:48:35,922][root][INFO] - ===> Epoch[237](6138/26): Loss 0.7478, Sem 0.5180, dir -0.0898, norm 0.3196, swav 0.0000 LR: 4.248e-02 Score 82.859 Data time: 0.1922, Forward time: 2.2737, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 5.1534 [2020-11-08 23:48:43,754][root][INFO] - ===> Epoch[237](6139/26): Loss 0.7966, Sem 0.5428, dir -0.0856, norm 0.3394, swav 0.0000 LR: 4.247e-02 Score 83.789 Data time: 0.2148, Forward time: 2.2736, Backward time: 3.0925, DDP time: 0.0057, Total iter time: 7.7333 [2020-11-08 23:48:49,161][root][INFO] - ===> Epoch[237](6140/26): Loss 0.6896, Sem 0.4780, dir -0.0733, norm 0.2849, swav 0.0000 LR: 4.246e-02 Score 84.154 Data time: 0.2506, Forward time: 2.2736, Backward time: 3.0924, DDP time: 0.0057, Total iter time: 5.2927 [2020-11-08 23:48:53,736][root][INFO] - ===> Epoch[237](6141/26): Loss 0.8075, Sem 0.5524, dir -0.1126, norm 0.3677, swav 0.0000 LR: 4.245e-02 Score 82.023 Data time: 0.2157, Forward time: 2.2736, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 4.4691 [2020-11-08 23:49:00,111][root][INFO] - ===> Epoch[237](6142/26): Loss 0.6954, Sem 0.4731, dir -0.0753, norm 0.2976, swav 0.0000 LR: 4.244e-02 Score 86.601 Data time: 0.2537, Forward time: 2.2737, Backward time: 3.0923, DDP time: 0.0057, Total iter time: 6.2755 [2020-11-08 23:49:05,648][root][INFO] - ===> Epoch[237](6143/26): Loss 0.6871, Sem 0.5094, dir -0.1090, norm 0.2866, swav 0.0000 LR: 4.243e-02 Score 82.267 Data time: 0.2459, Forward time: 2.2738, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.4040 [2020-11-08 23:49:11,484][root][INFO] - ===> Epoch[237](6144/26): Loss 0.6811, Sem 0.4129, dir -0.1389, norm 0.4071, swav 0.0000 LR: 4.242e-02 Score 85.921 Data time: 0.1871, Forward time: 2.2737, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.7231 [2020-11-08 23:49:16,217][root][INFO] - ===> Epoch[237](6145/26): Loss 0.6204, Sem 0.4497, dir -0.0797, norm 0.2504, swav 0.0000 LR: 4.241e-02 Score 85.408 Data time: 0.1569, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 4.6434 [2020-11-08 23:49:22,170][root][INFO] - ===> Epoch[237](6146/26): Loss 0.7987, Sem 0.5783, dir -0.0816, norm 0.3021, swav 0.0000 LR: 4.240e-02 Score 83.028 Data time: 0.2038, Forward time: 2.2736, Backward time: 3.0922, DDP time: 0.0057, Total iter time: 5.8880 [2020-11-08 23:49:26,916][root][INFO] - ===> Epoch[237](6147/26): Loss 0.8792, Sem 0.5268, dir -0.0917, norm 0.4441, swav 0.0000 LR: 4.239e-02 Score 82.700 Data time: 0.2138, Forward time: 2.2736, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 4.6497 [2020-11-08 23:49:32,770][root][INFO] - ===> Epoch[237](6148/26): Loss 0.7701, Sem 0.5359, dir -0.1306, norm 0.3648, swav 0.0000 LR: 4.238e-02 Score 85.745 Data time: 0.2766, Forward time: 2.2737, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.7716 [2020-11-08 23:49:38,186][root][INFO] - ===> Epoch[237](6149/26): Loss 0.7998, Sem 0.5296, dir -0.1005, norm 0.3707, swav 0.0000 LR: 4.237e-02 Score 84.699 Data time: 0.2530, Forward time: 2.2738, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.2886 [2020-11-08 23:49:43,733][root][INFO] - ===> Epoch[237](6150/26): Loss 0.6554, Sem 0.4382, dir -0.1159, norm 0.3332, swav 0.0000 LR: 4.236e-02 Score 84.541 Data time: 0.2089, Forward time: 2.2738, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.4354 [2020-11-08 23:49:49,452][root][INFO] - ===> Epoch[237](6151/26): Loss 0.6973, Sem 0.5125, dir -0.1240, norm 0.3088, swav 0.0000 LR: 4.235e-02 Score 81.777 Data time: 0.2277, Forward time: 2.2738, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.6284 [2020-11-08 23:49:54,109][root][INFO] - ===> Epoch[237](6152/26): Loss 0.8802, Sem 0.5839, dir -0.1037, norm 0.4000, swav 0.0000 LR: 4.234e-02 Score 79.268 Data time: 0.1867, Forward time: 2.2738, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 4.5476 [2020-11-08 23:49:59,162][root][INFO] - ===> Epoch[237](6153/26): Loss 0.9357, Sem 0.5639, dir -0.0838, norm 0.4556, swav 0.0000 LR: 4.233e-02 Score 81.963 Data time: 0.1866, Forward time: 2.2737, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 4.9330 [2020-11-08 23:50:05,063][root][INFO] - ===> Epoch[237](6154/26): Loss 0.8047, Sem 0.5284, dir -0.0829, norm 0.3592, swav 0.0000 LR: 4.232e-02 Score 85.907 Data time: 0.3236, Forward time: 2.2738, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.7944 [2020-11-08 23:50:11,263][root][INFO] - ===> Epoch[237](6155/26): Loss 0.8537, Sem 0.6262, dir -0.1143, norm 0.3419, swav 0.0000 LR: 4.231e-02 Score 81.087 Data time: 0.2649, Forward time: 2.2739, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 6.0686 [2020-11-08 23:50:16,841][root][INFO] - ===> Epoch[237](6156/26): Loss 0.7350, Sem 0.4858, dir -0.0913, norm 0.3404, swav 0.0000 LR: 4.230e-02 Score 83.840 Data time: 0.2454, Forward time: 2.2739, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 5.4452 [2020-11-08 23:50:23,885][root][INFO] - ===> Epoch[237](6157/26): Loss 0.6475, Sem 0.4287, dir -0.1569, norm 0.3758, swav 0.0000 LR: 4.229e-02 Score 86.042 Data time: 0.1526, Forward time: 2.2738, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 6.9332 [2020-11-08 23:50:29,322][root][INFO] - ===> Epoch[237](6158/26): Loss 0.7137, Sem 0.5091, dir -0.1657, norm 0.3704, swav 0.0000 LR: 4.228e-02 Score 83.492 Data time: 0.2106, Forward time: 2.2738, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 5.3925 [2020-11-08 23:50:36,462][root][INFO] - ===> Epoch[237](6159/26): Loss 0.6871, Sem 0.5197, dir -0.1376, norm 0.3050, swav 0.0000 LR: 4.227e-02 Score 82.141 Data time: 0.1766, Forward time: 2.2737, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 7.0596 [2020-11-08 23:50:42,043][root][INFO] - ===> Epoch[237](6160/26): Loss 0.8722, Sem 0.5310, dir -0.0844, norm 0.4256, swav 0.0000 LR: 4.226e-02 Score 82.697 Data time: 0.1765, Forward time: 2.2737, Backward time: 3.0920, DDP time: 0.0057, Total iter time: 5.5239 [2020-11-08 23:50:48,028][root][INFO] - ===> Epoch[237](6161/26): Loss 0.9123, Sem 0.5838, dir -0.1235, norm 0.4519, swav 0.0000 LR: 4.225e-02 Score 79.142 Data time: 0.2824, Forward time: 2.2738, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.8999 [2020-11-08 23:50:53,240][root][INFO] - ===> Epoch[237](6162/26): Loss 0.7958, Sem 0.5989, dir -0.1321, norm 0.3290, swav 0.0000 LR: 4.224e-02 Score 81.081 Data time: 0.2164, Forward time: 2.2738, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.0912 [2020-11-08 23:51:00,030][root][INFO] - ===> Epoch[238](6163/26): Loss 0.7312, Sem 0.5158, dir -0.1167, norm 0.3321, swav 0.0000 LR: 4.223e-02 Score 81.983 Data time: 0.1870, Forward time: 2.2737, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.7068 [2020-11-08 23:51:05,129][root][INFO] - ===> Epoch[238](6164/26): Loss 0.6962, Sem 0.3938, dir -0.0870, norm 0.3894, swav 0.0000 LR: 4.222e-02 Score 86.784 Data time: 0.2227, Forward time: 2.2738, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.0115 [2020-11-08 23:51:11,042][root][INFO] - ===> Epoch[238](6165/26): Loss 0.8283, Sem 0.5893, dir -0.1485, norm 0.3876, swav 0.0000 LR: 4.221e-02 Score 80.372 Data time: 0.2804, Forward time: 2.2738, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.7892 [2020-11-08 23:51:16,638][root][INFO] - ===> Epoch[238](6166/26): Loss 0.8163, Sem 0.4604, dir -0.1148, norm 0.4707, swav 0.0000 LR: 4.220e-02 Score 86.144 Data time: 0.2188, Forward time: 2.2739, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.4528 [2020-11-08 23:51:23,596][root][INFO] - ===> Epoch[238](6167/26): Loss 0.8502, Sem 0.6215, dir -0.1307, norm 0.3594, swav 0.0000 LR: 4.219e-02 Score 79.783 Data time: 0.1886, Forward time: 2.2738, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.8425 [2020-11-08 23:51:30,010][root][INFO] - ===> Epoch[238](6168/26): Loss 0.6238, Sem 0.3869, dir -0.1628, norm 0.3996, swav 0.0000 LR: 4.218e-02 Score 87.482 Data time: 0.2661, Forward time: 2.2738, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.3217 [2020-11-08 23:51:36,391][root][INFO] - ===> Epoch[238](6169/26): Loss 0.7338, Sem 0.4448, dir -0.0917, norm 0.3807, swav 0.0000 LR: 4.217e-02 Score 85.052 Data time: 0.2963, Forward time: 2.2740, Backward time: 3.0921, DDP time: 0.0057, Total iter time: 6.2750 [2020-11-08 23:51:41,575][root][INFO] - ===> Epoch[238](6170/26): Loss 0.6446, Sem 0.4617, dir -0.1033, norm 0.2862, swav 0.0000 LR: 4.216e-02 Score 86.105 Data time: 0.2320, Forward time: 2.2740, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.0374 [2020-11-08 23:51:46,827][root][INFO] - ===> Epoch[238](6171/26): Loss 0.7428, Sem 0.4558, dir -0.0602, norm 0.3472, swav 0.0000 LR: 4.215e-02 Score 86.671 Data time: 0.1548, Forward time: 2.2739, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 5.1424 [2020-11-08 23:51:51,890][root][INFO] - ===> Epoch[238](6172/26): Loss 1.0329, Sem 0.6886, dir -0.1212, norm 0.4656, swav 0.0000 LR: 4.214e-02 Score 74.752 Data time: 0.2449, Forward time: 2.2740, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.0271 [2020-11-08 23:51:58,263][root][INFO] - ===> Epoch[238](6173/26): Loss 0.8100, Sem 0.5430, dir -0.1030, norm 0.3699, swav 0.0000 LR: 4.213e-02 Score 84.940 Data time: 0.2145, Forward time: 2.2740, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 6.2790 [2020-11-08 23:52:04,644][root][INFO] - ===> Epoch[238](6174/26): Loss 0.6716, Sem 0.4601, dir -0.0937, norm 0.3053, swav 0.0000 LR: 4.212e-02 Score 85.730 Data time: 0.2732, Forward time: 2.2741, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 6.2660 [2020-11-08 23:52:09,410][root][INFO] - ===> Epoch[238](6175/26): Loss 0.6455, Sem 0.4308, dir -0.1321, norm 0.3468, swav 0.0000 LR: 4.211e-02 Score 86.299 Data time: 0.1886, Forward time: 2.2741, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 4.6230 [2020-11-08 23:52:14,238][root][INFO] - ===> Epoch[238](6176/26): Loss 0.8851, Sem 0.5423, dir -0.1093, norm 0.4522, swav 0.0000 LR: 4.210e-02 Score 81.191 Data time: 0.1946, Forward time: 2.2741, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 4.7227 [2020-11-08 23:52:19,964][root][INFO] - ===> Epoch[238](6177/26): Loss 0.7137, Sem 0.4892, dir -0.0894, norm 0.3138, swav 0.0000 LR: 4.209e-02 Score 83.205 Data time: 0.1825, Forward time: 2.2740, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 5.6288 [2020-11-08 23:52:25,140][root][INFO] - ===> Epoch[238](6178/26): Loss 0.8159, Sem 0.5127, dir -0.1133, norm 0.4165, swav 0.0000 LR: 4.208e-02 Score 80.408 Data time: 0.1901, Forward time: 2.2740, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 5.1085 [2020-11-08 23:52:31,039][root][INFO] - ===> Epoch[238](6179/26): Loss 0.7908, Sem 0.5489, dir -0.1117, norm 0.3535, swav 0.0000 LR: 4.207e-02 Score 82.104 Data time: 0.2787, Forward time: 2.2741, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.8095 [2020-11-08 23:52:38,281][root][INFO] - ===> Epoch[238](6180/26): Loss 0.7152, Sem 0.5032, dir -0.1355, norm 0.3474, swav 0.0000 LR: 4.206e-02 Score 84.277 Data time: 0.2271, Forward time: 2.2741, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 7.0974 [2020-11-08 23:52:43,072][root][INFO] - ===> Epoch[238](6181/26): Loss 0.6801, Sem 0.4204, dir -0.0866, norm 0.3463, swav 0.0000 LR: 4.206e-02 Score 87.564 Data time: 0.1854, Forward time: 2.2741, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 4.6707 [2020-11-08 23:52:49,629][root][INFO] - ===> Epoch[238](6182/26): Loss 0.6707, Sem 0.4373, dir -0.0775, norm 0.3110, swav 0.0000 LR: 4.205e-02 Score 85.743 Data time: 0.1692, Forward time: 2.2740, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 6.4679 [2020-11-08 23:52:54,360][root][INFO] - ===> Epoch[238](6183/26): Loss 0.7575, Sem 0.5162, dir -0.0968, norm 0.3382, swav 0.0000 LR: 4.204e-02 Score 84.280 Data time: 0.2164, Forward time: 2.2739, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 4.6540 [2020-11-08 23:52:59,787][root][INFO] - ===> Epoch[238](6184/26): Loss 0.7638, Sem 0.5156, dir -0.1057, norm 0.3539, swav 0.0000 LR: 4.203e-02 Score 83.235 Data time: 0.1929, Forward time: 2.2739, Backward time: 3.0917, DDP time: 0.0057, Total iter time: 5.3273 [2020-11-08 23:53:04,752][root][INFO] - ===> Epoch[238](6185/26): Loss 0.8641, Sem 0.5965, dir -0.0765, norm 0.3441, swav 0.0000 LR: 4.202e-02 Score 81.184 Data time: 0.2383, Forward time: 2.2739, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 4.8729 [2020-11-08 23:53:12,309][root][INFO] - ===> Epoch[238](6186/26): Loss 0.6928, Sem 0.5177, dir -0.0849, norm 0.2601, swav 0.0000 LR: 4.201e-02 Score 82.666 Data time: 0.2099, Forward time: 2.2739, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 7.4598 [2020-11-08 23:53:17,840][root][INFO] - ===> Epoch[238](6187/26): Loss 0.8588, Sem 0.5013, dir -0.0775, norm 0.4350, swav 0.0000 LR: 4.200e-02 Score 83.868 Data time: 0.2173, Forward time: 2.2739, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.4172 [2020-11-08 23:53:25,347][root][INFO] - ===> Epoch[238](6188/26): Loss 0.8293, Sem 0.5209, dir -0.0938, norm 0.4022, swav 0.0000 LR: 4.199e-02 Score 83.697 Data time: 0.3753, Forward time: 2.2741, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 7.4306 [2020-11-08 23:53:32,008][root][INFO] - ===> Epoch[239](6189/26): Loss 0.8312, Sem 0.5384, dir -0.1072, norm 0.4000, swav 0.0000 LR: 4.198e-02 Score 83.490 Data time: 0.2373, Forward time: 2.2742, Backward time: 3.0919, DDP time: 0.0057, Total iter time: 6.5098 [2020-11-08 23:53:37,398][root][INFO] - ===> Epoch[239](6190/26): Loss 0.7938, Sem 0.5121, dir -0.0809, norm 0.3626, swav 0.0000 LR: 4.197e-02 Score 82.237 Data time: 0.2472, Forward time: 2.2743, Backward time: 3.0918, DDP time: 0.0057, Total iter time: 5.2588 [2020-11-08 23:53:42,698][root][INFO] - ===> Epoch[239](6191/26): Loss 0.8554, Sem 0.5312, dir -0.0652, norm 0.3894, swav 0.0000 LR: 4.196e-02 Score 83.994 Data time: 0.2501, Forward time: 2.2743, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 5.1799 [2020-11-08 23:53:48,059][root][INFO] - ===> Epoch[239](6192/26): Loss 0.6452, Sem 0.4441, dir -0.0652, norm 0.2663, swav 0.0000 LR: 4.195e-02 Score 84.062 Data time: 0.1729, Forward time: 2.2743, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 5.2491 [2020-11-08 23:53:53,699][root][INFO] - ===> Epoch[239](6193/26): Loss 0.8567, Sem 0.5753, dir -0.1417, norm 0.4232, swav 0.0000 LR: 4.194e-02 Score 82.511 Data time: 0.1986, Forward time: 2.2743, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 5.5735 [2020-11-08 23:53:59,400][root][INFO] - ===> Epoch[239](6194/26): Loss 0.7757, Sem 0.5249, dir -0.0834, norm 0.3341, swav 0.0000 LR: 4.193e-02 Score 84.087 Data time: 0.2015, Forward time: 2.2742, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 5.5798 [2020-11-08 23:54:04,881][root][INFO] - ===> Epoch[239](6195/26): Loss 0.7532, Sem 0.5440, dir -0.1825, norm 0.3917, swav 0.0000 LR: 4.192e-02 Score 81.830 Data time: 0.2140, Forward time: 2.2742, Backward time: 3.0916, DDP time: 0.0057, Total iter time: 5.3842 [2020-11-08 23:54:10,636][root][INFO] - ===> Epoch[239](6196/26): Loss 0.7801, Sem 0.5360, dir -0.1567, norm 0.4007, swav 0.0000 LR: 4.191e-02 Score 82.877 Data time: 0.2690, Forward time: 2.2743, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.6497 [2020-11-08 23:54:16,538][root][INFO] - ===> Epoch[239](6197/26): Loss 0.7793, Sem 0.5126, dir -0.1084, norm 0.3751, swav 0.0000 LR: 4.190e-02 Score 84.754 Data time: 0.2547, Forward time: 2.2744, Backward time: 3.0915, DDP time: 0.0057, Total iter time: 5.7982 [2020-11-08 23:54:21,892][root][INFO] - ===> Epoch[239](6198/26): Loss 0.8450, Sem 0.5831, dir -0.1180, norm 0.3799, swav 0.0000 LR: 4.189e-02 Score 83.250 Data time: 0.2808, Forward time: 2.2744, Backward time: 3.0913, DDP time: 0.0057, Total iter time: 5.2398 [2020-11-08 23:54:27,651][root][INFO] - ===> Epoch[239](6199/26): Loss 0.6934, Sem 0.4477, dir -0.1203, norm 0.3660, swav 0.0000 LR: 4.188e-02 Score 85.540 Data time: 0.2878, Forward time: 2.2746, Backward time: 3.0912, DDP time: 0.0057, Total iter time: 5.6411 [2020-11-08 23:54:34,511][root][INFO] - ===> Epoch[239](6200/26): Loss 0.6280, Sem 0.4505, dir -0.1488, norm 0.3263, swav 0.0000 LR: 4.187e-02 Score 85.197 Data time: 0.2187, Forward time: 2.2746, Backward time: 3.0914, DDP time: 0.0057, Total iter time: 6.7332 [2020-11-08 23:54:39,999][root][INFO] - ===> Epoch[239](6201/26): Loss 0.9280, Sem 0.5654, dir -0.0624, norm 0.4250, swav 0.0000 LR: 4.186e-02 Score 81.163 Data time: 0.2269, Forward time: 2.2746, Backward time: 3.0913, DDP time: 0.0058, Total iter time: 5.3910 [2020-11-08 23:54:46,189][root][INFO] - ===> Epoch[239](6202/26): Loss 0.9372, Sem 0.5769, dir -0.0496, norm 0.4099, swav 0.0000 LR: 4.185e-02 Score 79.559 Data time: 0.2772, Forward time: 2.2747, Backward time: 3.0912, DDP time: 0.0058, Total iter time: 6.0463 [2020-11-08 23:54:51,333][root][INFO] - ===> Epoch[239](6203/26): Loss 0.8301, Sem 0.5006, dir -0.1075, norm 0.4369, swav 0.0000 LR: 4.184e-02 Score 83.796 Data time: 0.1868, Forward time: 2.2747, Backward time: 3.0911, DDP time: 0.0058, Total iter time: 5.0421 [2020-11-08 23:54:58,450][root][INFO] - ===> Epoch[239](6204/26): Loss 0.7686, Sem 0.4841, dir -0.1115, norm 0.3960, swav 0.0000 LR: 4.183e-02 Score 85.068 Data time: 0.1807, Forward time: 2.2746, Backward time: 3.0914, DDP time: 0.0058, Total iter time: 7.0064 [2020-11-08 23:55:03,455][root][INFO] - ===> Epoch[239](6205/26): Loss 0.7331, Sem 0.4683, dir -0.0818, norm 0.3466, swav 0.0000 LR: 4.182e-02 Score 83.428 Data time: 0.2191, Forward time: 2.2747, Backward time: 3.0913, DDP time: 0.0058, Total iter time: 4.9285 [2020-11-08 23:55:09,001][root][INFO] - ===> Epoch[239](6206/26): Loss 0.5831, Sem 0.4535, dir -0.1437, norm 0.2734, swav 0.0000 LR: 4.181e-02 Score 85.590 Data time: 0.1981, Forward time: 2.2746, Backward time: 3.0913, DDP time: 0.0058, Total iter time: 5.4342 [2020-11-08 23:55:14,757][root][INFO] - ===> Epoch[239](6207/26): Loss 0.7986, Sem 0.5868, dir -0.1378, norm 0.3496, swav 0.0000 LR: 4.180e-02 Score 81.819 Data time: 0.1827, Forward time: 2.2746, Backward time: 3.0914, DDP time: 0.0058, Total iter time: 5.6554 [2020-11-08 23:55:20,697][root][INFO] - ===> Epoch[239](6208/26): Loss 0.8231, Sem 0.5975, dir -0.0984, norm 0.3240, swav 0.0000 LR: 4.179e-02 Score 81.271 Data time: 0.2710, Forward time: 2.2747, Backward time: 3.0913, DDP time: 0.0058, Total iter time: 5.8835 [2020-11-08 23:55:26,362][root][INFO] - ===> Epoch[239](6209/26): Loss 0.7123, Sem 0.4121, dir -0.1063, norm 0.4065, swav 0.0000 LR: 4.178e-02 Score 85.987 Data time: 0.2103, Forward time: 2.2746, Backward time: 3.0913, DDP time: 0.0058, Total iter time: 5.5443 [2020-11-08 23:55:31,826][root][INFO] - ===> Epoch[239](6210/26): Loss 0.8365, Sem 0.5758, dir -0.0564, norm 0.3171, swav 0.0000 LR: 4.177e-02 Score 84.911 Data time: 0.2611, Forward time: 2.2747, Backward time: 3.0911, DDP time: 0.0058, Total iter time: 5.3677 [2020-11-08 23:55:36,620][root][INFO] - ===> Epoch[239](6211/26): Loss 0.7485, Sem 0.4695, dir -0.1241, norm 0.4031, swav 0.0000 LR: 4.176e-02 Score 84.204 Data time: 0.2396, Forward time: 2.2748, Backward time: 3.0910, DDP time: 0.0058, Total iter time: 4.6615 [2020-11-08 23:55:42,000][root][INFO] - ===> Epoch[239](6212/26): Loss 0.7896, Sem 0.5083, dir -0.1083, norm 0.3897, swav 0.0000 LR: 4.175e-02 Score 83.918 Data time: 0.2372, Forward time: 2.2748, Backward time: 3.0909, DDP time: 0.0058, Total iter time: 5.2719 [2020-11-08 23:55:47,047][root][INFO] - ===> Epoch[239](6213/26): Loss 0.9185, Sem 0.5996, dir -0.0519, norm 0.3707, swav 0.0000 LR: 4.174e-02 Score 80.238 Data time: 0.2025, Forward time: 2.2748, Backward time: 3.0908, DDP time: 0.0058, Total iter time: 4.8986 [2020-11-08 23:55:52,249][root][INFO] - ===> Epoch[239](6214/26): Loss 0.9095, Sem 0.5576, dir -0.0950, norm 0.4469, swav 0.0000 LR: 4.173e-02 Score 81.913 Data time: 0.1891, Forward time: 2.2747, Backward time: 3.0907, DDP time: 0.0058, Total iter time: 5.1051 [2020-11-08 23:55:59,054][root][INFO] - ===> Epoch[240](6215/26): Loss 0.7179, Sem 0.4431, dir -0.0878, norm 0.3625, swav 0.0000 LR: 4.172e-02 Score 85.034 Data time: 0.3412, Forward time: 2.2749, Backward time: 3.0907, DDP time: 0.0058, Total iter time: 6.7420 [2020-11-08 23:56:04,387][root][INFO] - ===> Epoch[240](6216/26): Loss 0.8079, Sem 0.5710, dir -0.0998, norm 0.3367, swav 0.0000 LR: 4.171e-02 Score 84.487 Data time: 0.2442, Forward time: 2.2750, Backward time: 3.0906, DDP time: 0.0058, Total iter time: 5.2066 [2020-11-08 23:56:10,155][root][INFO] - ===> Epoch[240](6217/26): Loss 0.8316, Sem 0.5103, dir -0.0925, norm 0.4137, swav 0.0000 LR: 4.170e-02 Score 85.211 Data time: 0.1816, Forward time: 2.2749, Backward time: 3.0907, DDP time: 0.0058, Total iter time: 5.6618 [2020-11-08 23:56:14,350][root][INFO] - ===> Epoch[240](6218/26): Loss 0.5850, Sem 0.4154, dir -0.1281, norm 0.2977, swav 0.0000 LR: 4.169e-02 Score 87.041 Data time: 0.1823, Forward time: 2.2748, Backward time: 3.0905, DDP time: 0.0058, Total iter time: 4.0938 [2020-11-08 23:56:19,293][root][INFO] - ===> Epoch[240](6219/26): Loss 0.7495, Sem 0.4971, dir -0.1374, norm 0.3898, swav 0.0000 LR: 4.168e-02 Score 82.283 Data time: 0.1414, Forward time: 2.2747, Backward time: 3.0905, DDP time: 0.0058, Total iter time: 4.8372 [2020-11-08 23:56:24,069][root][INFO] - ===> Epoch[240](6220/26): Loss 0.7666, Sem 0.4695, dir -0.0827, norm 0.3798, swav 0.0000 LR: 4.167e-02 Score 82.849 Data time: 0.2250, Forward time: 2.2747, Backward time: 3.0904, DDP time: 0.0058, Total iter time: 4.7316 [2020-11-08 23:56:29,429][root][INFO] - ===> Epoch[240](6221/26): Loss 0.8196, Sem 0.5712, dir -0.1234, norm 0.3718, swav 0.0000 LR: 4.166e-02 Score 84.248 Data time: 0.2375, Forward time: 2.2747, Backward time: 3.0903, DDP time: 0.0058, Total iter time: 5.2427 [2020-11-08 23:56:34,443][root][INFO] - ===> Epoch[240](6222/26): Loss 0.8367, Sem 0.5496, dir -0.1280, norm 0.4151, swav 0.0000 LR: 4.165e-02 Score 82.120 Data time: 0.1925, Forward time: 2.2747, Backward time: 3.0902, DDP time: 0.0058, Total iter time: 4.8687 [2020-11-08 23:56:41,440][root][INFO] - ===> Epoch[240](6223/26): Loss 0.7485, Sem 0.5643, dir -0.1254, norm 0.3096, swav 0.0000 LR: 4.164e-02 Score 81.006 Data time: 0.1758, Forward time: 2.2746, Backward time: 3.0905, DDP time: 0.0058, Total iter time: 6.9016 [2020-11-08 23:56:46,374][root][INFO] - ===> Epoch[240](6224/26): Loss 0.7123, Sem 0.3888, dir -0.0511, norm 0.3746, swav 0.0000 LR: 4.163e-02 Score 89.583 Data time: 0.2217, Forward time: 2.2746, Backward time: 3.0903, DDP time: 0.0058, Total iter time: 4.8374 [2020-11-08 23:56:51,869][root][INFO] - ===> Epoch[240](6225/26): Loss 0.8545, Sem 0.5268, dir -0.0994, norm 0.4272, swav 0.0000 LR: 4.162e-02 Score 85.000 Data time: 0.2708, Forward time: 2.2747, Backward time: 3.0902, DDP time: 0.0058, Total iter time: 5.3923 [2020-11-08 23:56:57,590][root][INFO] - ===> Epoch[240](6226/26): Loss 0.8475, Sem 0.6170, dir -0.0930, norm 0.3235, swav 0.0000 LR: 4.161e-02 Score 78.521 Data time: 0.2664, Forward time: 2.2748, Backward time: 3.0901, DDP time: 0.0058, Total iter time: 5.5864 [2020-11-08 23:57:03,754][root][INFO] - ===> Epoch[240](6227/26): Loss 0.6735, Sem 0.4880, dir -0.0971, norm 0.2826, swav 0.0000 LR: 4.160e-02 Score 85.175 Data time: 0.3020, Forward time: 2.2749, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 6.0439 [2020-11-08 23:57:09,170][root][INFO] - ===> Epoch[240](6228/26): Loss 0.7958, Sem 0.5112, dir -0.1400, norm 0.4246, swav 0.0000 LR: 4.159e-02 Score 84.249 Data time: 0.2508, Forward time: 2.2750, Backward time: 3.0899, DDP time: 0.0058, Total iter time: 5.2711 [2020-11-08 23:57:15,353][root][INFO] - ===> Epoch[240](6229/26): Loss 0.7509, Sem 0.5213, dir -0.1092, norm 0.3388, swav 0.0000 LR: 4.158e-02 Score 84.835 Data time: 0.2669, Forward time: 2.2751, Backward time: 3.0899, DDP time: 0.0058, Total iter time: 6.0709 [2020-11-08 23:57:22,178][root][INFO] - ===> Epoch[240](6230/26): Loss 0.7564, Sem 0.5268, dir -0.0854, norm 0.3151, swav 0.0000 LR: 4.157e-02 Score 84.650 Data time: 0.1888, Forward time: 2.2750, Backward time: 3.0901, DDP time: 0.0058, Total iter time: 6.6946 [2020-11-08 23:57:27,121][root][INFO] - ===> Epoch[240](6231/26): Loss 0.9554, Sem 0.6414, dir -0.0504, norm 0.3645, swav 0.0000 LR: 4.156e-02 Score 79.486 Data time: 0.1736, Forward time: 2.2750, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 4.8381 [2020-11-08 23:57:32,633][root][INFO] - ===> Epoch[240](6232/26): Loss 0.7684, Sem 0.5440, dir -0.0850, norm 0.3094, swav 0.0000 LR: 4.155e-02 Score 82.149 Data time: 0.1954, Forward time: 2.2749, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 5.4397 [2020-11-08 23:57:38,754][root][INFO] - ===> Epoch[240](6233/26): Loss 0.6111, Sem 0.4033, dir -0.1099, norm 0.3177, swav 0.0000 LR: 4.154e-02 Score 87.022 Data time: 0.1800, Forward time: 2.2749, Backward time: 3.0901, DDP time: 0.0058, Total iter time: 6.0272 [2020-11-08 23:57:45,088][root][INFO] - ===> Epoch[240](6234/26): Loss 0.9332, Sem 0.6012, dir -0.0910, norm 0.4230, swav 0.0000 LR: 4.153e-02 Score 81.188 Data time: 0.1962, Forward time: 2.2748, Backward time: 3.0903, DDP time: 0.0058, Total iter time: 6.2546 [2020-11-08 23:57:50,707][root][INFO] - ===> Epoch[240](6235/26): Loss 0.8005, Sem 0.5223, dir -0.0872, norm 0.3654, swav 0.0000 LR: 4.152e-02 Score 84.307 Data time: 0.1700, Forward time: 2.2747, Backward time: 3.0903, DDP time: 0.0058, Total iter time: 5.5361 [2020-11-08 23:57:56,784][root][INFO] - ===> Epoch[240](6236/26): Loss 0.7573, Sem 0.5107, dir -0.1072, norm 0.3538, swav 0.0000 LR: 4.151e-02 Score 84.208 Data time: 0.2277, Forward time: 2.2748, Backward time: 3.0903, DDP time: 0.0058, Total iter time: 5.9947 [2020-11-08 23:58:02,146][root][INFO] - ===> Epoch[240](6237/26): Loss 0.9408, Sem 0.5626, dir -0.0859, norm 0.4640, swav 0.0000 LR: 4.150e-02 Score 81.439 Data time: 0.2607, Forward time: 2.2749, Backward time: 3.0902, DDP time: 0.0058, Total iter time: 5.2573 [2020-11-08 23:58:06,566][root][INFO] - ===> Epoch[240](6238/26): Loss 0.6768, Sem 0.4154, dir -0.1145, norm 0.3760, swav 0.0000 LR: 4.149e-02 Score 85.312 Data time: 0.1873, Forward time: 2.2748, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 4.3060 [2020-11-08 23:58:11,956][root][INFO] - ===> Epoch[240](6239/26): Loss 0.7595, Sem 0.5243, dir -0.0828, norm 0.3179, swav 0.0000 LR: 4.148e-02 Score 83.830 Data time: 0.4435, Forward time: 2.2748, Backward time: 3.0899, DDP time: 0.0058, Total iter time: 5.2976 [2020-11-08 23:58:19,294][root][INFO] - ===> Epoch[240](6240/26): Loss 0.6912, Sem 0.4779, dir -0.0805, norm 0.2937, swav 0.0000 LR: 4.147e-02 Score 84.462 Data time: 0.3567, Forward time: 2.2750, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 7.2164 [2020-11-08 23:58:25,024][root][INFO] - ===> Epoch[241](6241/26): Loss 0.7281, Sem 0.5002, dir -0.0450, norm 0.2728, swav 0.0000 LR: 4.146e-02 Score 83.995 Data time: 0.1620, Forward time: 2.2750, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 5.5798 [2020-11-08 23:58:30,455][root][INFO] - ===> Epoch[241](6242/26): Loss 0.7577, Sem 0.5064, dir -0.0913, norm 0.3426, swav 0.0000 LR: 4.145e-02 Score 82.384 Data time: 0.1731, Forward time: 2.2749, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 5.3146 [2020-11-08 23:58:35,976][root][INFO] - ===> Epoch[241](6243/26): Loss 0.7867, Sem 0.4609, dir -0.0955, norm 0.4213, swav 0.0000 LR: 4.144e-02 Score 84.442 Data time: 0.2377, Forward time: 2.2750, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 5.4482 [2020-11-08 23:58:41,685][root][INFO] - ===> Epoch[241](6244/26): Loss 0.7260, Sem 0.4279, dir -0.1246, norm 0.4227, swav 0.0000 LR: 4.143e-02 Score 86.305 Data time: 0.2773, Forward time: 2.2751, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.5911 [2020-11-08 23:58:48,075][root][INFO] - ===> Epoch[241](6245/26): Loss 0.7653, Sem 0.5130, dir -0.1411, norm 0.3934, swav 0.0000 LR: 4.142e-02 Score 83.674 Data time: 0.2050, Forward time: 2.2750, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 6.2681 [2020-11-08 23:58:54,905][root][INFO] - ===> Epoch[241](6246/26): Loss 0.7516, Sem 0.3970, dir -0.1507, norm 0.5054, swav 0.0000 LR: 4.141e-02 Score 85.961 Data time: 0.3344, Forward time: 2.2752, Backward time: 3.0899, DDP time: 0.0058, Total iter time: 6.6973 [2020-11-08 23:59:00,125][root][INFO] - ===> Epoch[241](6247/26): Loss 0.6983, Sem 0.5129, dir -0.1312, norm 0.3166, swav 0.0000 LR: 4.140e-02 Score 85.772 Data time: 0.2372, Forward time: 2.2753, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.0929 [2020-11-08 23:59:06,057][root][INFO] - ===> Epoch[241](6248/26): Loss 0.7247, Sem 0.5458, dir -0.1339, norm 0.3128, swav 0.0000 LR: 4.139e-02 Score 80.169 Data time: 0.1819, Forward time: 2.2752, Backward time: 3.0899, DDP time: 0.0058, Total iter time: 5.8247 [2020-11-08 23:59:11,204][root][INFO] - ===> Epoch[241](6249/26): Loss 0.6121, Sem 0.4150, dir -0.0838, norm 0.2809, swav 0.0000 LR: 4.138e-02 Score 86.768 Data time: 0.2406, Forward time: 2.2753, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 5.0665 [2020-11-08 23:59:16,416][root][INFO] - ===> Epoch[241](6250/26): Loss 0.6873, Sem 0.5085, dir -0.1617, norm 0.3405, swav 0.0000 LR: 4.137e-02 Score 84.621 Data time: 0.2309, Forward time: 2.2753, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.0869 [2020-11-08 23:59:21,332][root][INFO] - ===> Epoch[241](6251/26): Loss 0.6164, Sem 0.4162, dir -0.1022, norm 0.3025, swav 0.0000 LR: 4.136e-02 Score 86.478 Data time: 0.2626, Forward time: 2.2753, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 4.7973 [2020-11-08 23:59:26,707][root][INFO] - ===> Epoch[241](6252/26): Loss 0.7330, Sem 0.5305, dir -0.0756, norm 0.2781, swav 0.0000 LR: 4.135e-02 Score 82.979 Data time: 0.1966, Forward time: 2.2753, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.2538 [2020-11-08 23:59:32,683][root][INFO] - ===> Epoch[241](6253/26): Loss 0.6593, Sem 0.4635, dir -0.1104, norm 0.3062, swav 0.0000 LR: 4.134e-02 Score 83.710 Data time: 0.2024, Forward time: 2.2752, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.8770 [2020-11-08 23:59:37,968][root][INFO] - ===> Epoch[241](6254/26): Loss 0.7472, Sem 0.4867, dir -0.0972, norm 0.3577, swav 0.0000 LR: 4.133e-02 Score 83.526 Data time: 0.2433, Forward time: 2.2752, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.1935 [2020-11-08 23:59:44,419][root][INFO] - ===> Epoch[241](6255/26): Loss 0.7780, Sem 0.5198, dir -0.1236, norm 0.3818, swav 0.0000 LR: 4.132e-02 Score 84.509 Data time: 0.3304, Forward time: 2.2754, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 6.3273 [2020-11-08 23:59:50,442][root][INFO] - ===> Epoch[241](6256/26): Loss 0.6902, Sem 0.4441, dir -0.0635, norm 0.3096, swav 0.0000 LR: 4.131e-02 Score 85.805 Data time: 0.2034, Forward time: 2.2754, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.9097 [2020-11-08 23:59:56,749][root][INFO] - ===> Epoch[241](6257/26): Loss 0.8088, Sem 0.4664, dir -0.0872, norm 0.4296, swav 0.0000 LR: 4.130e-02 Score 84.926 Data time: 0.2032, Forward time: 2.2754, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 6.2068 [2020-11-09 00:00:01,752][root][INFO] - ===> Epoch[241](6258/26): Loss 0.6663, Sem 0.4348, dir -0.1277, norm 0.3592, swav 0.0000 LR: 4.129e-02 Score 86.435 Data time: 0.2206, Forward time: 2.2753, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 4.9206 [2020-11-09 00:00:07,097][root][INFO] - ===> Epoch[241](6259/26): Loss 0.7726, Sem 0.6023, dir -0.1429, norm 0.3132, swav 0.0000 LR: 4.128e-02 Score 81.016 Data time: 0.2188, Forward time: 2.2753, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.2523 [2020-11-09 00:00:12,913][root][INFO] - ===> Epoch[241](6260/26): Loss 0.7392, Sem 0.4637, dir -0.1263, norm 0.4018, swav 0.0000 LR: 4.127e-02 Score 85.775 Data time: 0.2163, Forward time: 2.2754, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.7296 [2020-11-09 00:00:20,218][root][INFO] - ===> Epoch[241](6261/26): Loss 0.8275, Sem 0.5819, dir -0.1054, norm 0.3509, swav 0.0000 LR: 4.126e-02 Score 82.190 Data time: 0.2102, Forward time: 2.2754, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 7.1829 [2020-11-09 00:00:26,137][root][INFO] - ===> Epoch[241](6262/26): Loss 0.7129, Sem 0.4851, dir -0.1289, norm 0.3568, swav 0.0000 LR: 4.125e-02 Score 84.437 Data time: 0.2693, Forward time: 2.2755, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.8316 [2020-11-09 00:00:31,602][root][INFO] - ===> Epoch[241](6263/26): Loss 0.6206, Sem 0.4911, dir -0.1755, norm 0.3051, swav 0.0000 LR: 4.124e-02 Score 82.984 Data time: 0.2220, Forward time: 2.2754, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.3320 [2020-11-09 00:00:37,083][root][INFO] - ===> Epoch[241](6264/26): Loss 0.7113, Sem 0.4975, dir -0.1353, norm 0.3491, swav 0.0000 LR: 4.123e-02 Score 84.428 Data time: 0.1697, Forward time: 2.2754, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.3726 [2020-11-09 00:00:42,814][root][INFO] - ===> Epoch[241](6265/26): Loss 0.6666, Sem 0.3654, dir -0.1750, norm 0.4763, swav 0.0000 LR: 4.122e-02 Score 89.253 Data time: 0.2879, Forward time: 2.2755, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.6473 [2020-11-09 00:00:48,485][root][INFO] - ===> Epoch[241](6266/26): Loss 0.6607, Sem 0.4547, dir -0.1417, norm 0.3477, swav 0.0000 LR: 4.121e-02 Score 84.891 Data time: 0.2021, Forward time: 2.2754, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.5603 [2020-11-09 00:00:54,473][root][INFO] - ===> Epoch[242](6267/26): Loss 0.7638, Sem 0.4978, dir -0.0561, norm 0.3221, swav 0.0000 LR: 4.120e-02 Score 82.748 Data time: 0.2377, Forward time: 2.2755, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.8783 [2020-11-09 00:00:59,558][root][INFO] - ===> Epoch[242](6268/26): Loss 0.8650, Sem 0.5076, dir -0.0570, norm 0.4144, swav 0.0000 LR: 4.119e-02 Score 83.817 Data time: 0.1977, Forward time: 2.2754, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 4.9871 [2020-11-09 00:01:04,977][root][INFO] - ===> Epoch[242](6269/26): Loss 0.8282, Sem 0.5302, dir -0.1364, norm 0.4344, swav 0.0000 LR: 4.118e-02 Score 82.702 Data time: 0.2031, Forward time: 2.2754, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.3288 [2020-11-09 00:01:10,837][root][INFO] - ===> Epoch[242](6270/26): Loss 0.6174, Sem 0.4197, dir -0.1188, norm 0.3165, swav 0.0000 LR: 4.117e-02 Score 86.035 Data time: 0.2733, Forward time: 2.2755, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.7507 [2020-11-09 00:01:17,304][root][INFO] - ===> Epoch[242](6271/26): Loss 0.7180, Sem 0.4264, dir -0.1085, norm 0.4001, swav 0.0000 LR: 4.116e-02 Score 85.974 Data time: 0.2133, Forward time: 2.2755, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 6.3310 [2020-11-09 00:01:23,135][root][INFO] - ===> Epoch[242](6272/26): Loss 0.6637, Sem 0.5201, dir -0.1625, norm 0.3061, swav 0.0000 LR: 4.115e-02 Score 85.234 Data time: 0.2816, Forward time: 2.2756, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.7157 [2020-11-09 00:01:29,975][root][INFO] - ===> Epoch[242](6273/26): Loss 0.7232, Sem 0.5117, dir -0.1154, norm 0.3269, swav 0.0000 LR: 4.114e-02 Score 82.845 Data time: 0.2536, Forward time: 2.2757, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 6.7070 [2020-11-09 00:01:35,639][root][INFO] - ===> Epoch[242](6274/26): Loss 0.6926, Sem 0.4411, dir -0.0813, norm 0.3328, swav 0.0000 LR: 4.113e-02 Score 83.260 Data time: 0.2357, Forward time: 2.2758, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.5364 [2020-11-09 00:01:42,196][root][INFO] - ===> Epoch[242](6275/26): Loss 0.7992, Sem 0.4955, dir -0.0940, norm 0.3977, swav 0.0000 LR: 4.112e-02 Score 84.660 Data time: 0.1849, Forward time: 2.2757, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 6.4426 [2020-11-09 00:01:47,468][root][INFO] - ===> Epoch[242](6276/26): Loss 0.7661, Sem 0.6083, dir -0.1834, norm 0.3412, swav 0.0000 LR: 4.111e-02 Score 81.561 Data time: 0.1967, Forward time: 2.2757, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.1761 [2020-11-09 00:01:54,481][root][INFO] - ===> Epoch[242](6277/26): Loss 0.7682, Sem 0.4703, dir -0.0899, norm 0.3877, swav 0.0000 LR: 4.110e-02 Score 84.178 Data time: 0.1984, Forward time: 2.2756, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 6.9129 [2020-11-09 00:01:59,730][root][INFO] - ===> Epoch[242](6278/26): Loss 0.7592, Sem 0.4250, dir -0.1012, norm 0.4354, swav 0.0000 LR: 4.109e-02 Score 85.158 Data time: 0.1749, Forward time: 2.2756, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.1291 [2020-11-09 00:02:05,125][root][INFO] - ===> Epoch[242](6279/26): Loss 0.7843, Sem 0.5567, dir -0.0682, norm 0.2958, swav 0.0000 LR: 4.108e-02 Score 81.250 Data time: 0.2408, Forward time: 2.2756, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.3022 [2020-11-09 00:02:11,777][root][INFO] - ===> Epoch[242](6280/26): Loss 0.6375, Sem 0.4036, dir -0.0698, norm 0.3037, swav 0.0000 LR: 4.107e-02 Score 86.700 Data time: 0.2350, Forward time: 2.2756, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 6.5155 [2020-11-09 00:02:16,937][root][INFO] - ===> Epoch[242](6281/26): Loss 0.7151, Sem 0.4426, dir -0.0621, norm 0.3345, swav 0.0000 LR: 4.106e-02 Score 85.784 Data time: 0.2339, Forward time: 2.2757, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.0390 [2020-11-09 00:02:21,794][root][INFO] - ===> Epoch[242](6282/26): Loss 0.8269, Sem 0.4816, dir -0.0658, norm 0.4110, swav 0.0000 LR: 4.105e-02 Score 85.715 Data time: 0.1300, Forward time: 2.2755, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 4.7276 [2020-11-09 00:02:27,250][root][INFO] - ===> Epoch[242](6283/26): Loss 0.8539, Sem 0.4593, dir -0.0594, norm 0.4540, swav 0.0000 LR: 4.104e-02 Score 84.522 Data time: 0.1667, Forward time: 2.2755, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.3784 [2020-11-09 00:02:32,177][root][INFO] - ===> Epoch[242](6284/26): Loss 0.8564, Sem 0.5799, dir -0.1126, norm 0.3890, swav 0.0000 LR: 4.103e-02 Score 80.644 Data time: 0.1887, Forward time: 2.2754, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 4.8665 [2020-11-09 00:02:36,663][root][INFO] - ===> Epoch[242](6285/26): Loss 0.7344, Sem 0.5340, dir -0.1374, norm 0.3378, swav 0.0000 LR: 4.102e-02 Score 82.595 Data time: 0.1881, Forward time: 2.2753, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 4.3808 [2020-11-09 00:02:43,193][root][INFO] - ===> Epoch[242](6286/26): Loss 0.8426, Sem 0.5412, dir -0.0580, norm 0.3593, swav 0.0000 LR: 4.101e-02 Score 84.353 Data time: 0.2151, Forward time: 2.2754, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 6.4460 [2020-11-09 00:02:48,468][root][INFO] - ===> Epoch[242](6287/26): Loss 0.9375, Sem 0.4863, dir -0.0656, norm 0.5168, swav 0.0000 LR: 4.100e-02 Score 82.764 Data time: 0.1883, Forward time: 2.2753, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.1560 [2020-11-09 00:02:53,638][root][INFO] - ===> Epoch[242](6288/26): Loss 0.9518, Sem 0.5488, dir -0.0396, norm 0.4425, swav 0.0000 LR: 4.099e-02 Score 81.925 Data time: 0.2095, Forward time: 2.2753, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.0693 [2020-11-09 00:03:00,706][root][INFO] - ===> Epoch[242](6289/26): Loss 0.8646, Sem 0.3804, dir -0.0521, norm 0.5363, swav 0.0000 LR: 4.098e-02 Score 86.646 Data time: 0.1603, Forward time: 2.2752, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 6.9613 [2020-11-09 00:03:06,011][root][INFO] - ===> Epoch[242](6290/26): Loss 0.9137, Sem 0.5412, dir -0.0901, norm 0.4626, swav 0.0000 LR: 4.097e-02 Score 83.698 Data time: 0.1934, Forward time: 2.2752, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.2450 [2020-11-09 00:03:12,642][root][INFO] - ===> Epoch[242](6291/26): Loss 0.6033, Sem 0.3774, dir -0.0626, norm 0.2885, swav 0.0000 LR: 4.096e-02 Score 86.436 Data time: 0.2378, Forward time: 2.2752, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 6.5186 [2020-11-09 00:03:18,191][root][INFO] - ===> Epoch[242](6292/26): Loss 0.8131, Sem 0.5291, dir -0.1004, norm 0.3844, swav 0.0000 LR: 4.095e-02 Score 81.036 Data time: 0.2609, Forward time: 2.2753, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.4300 [2020-11-09 00:03:23,800][root][INFO] - ===> Epoch[243](6293/26): Loss 0.8808, Sem 0.5770, dir -0.1108, norm 0.4146, swav 0.0000 LR: 4.094e-02 Score 80.762 Data time: 0.2022, Forward time: 2.2753, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.5117 [2020-11-09 00:03:29,412][root][INFO] - ===> Epoch[243](6294/26): Loss 0.8957, Sem 0.4436, dir -0.0588, norm 0.5109, swav 0.0000 LR: 4.093e-02 Score 86.041 Data time: 0.1728, Forward time: 2.2753, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.4945 [2020-11-09 00:03:34,638][root][INFO] - ===> Epoch[243](6295/26): Loss 0.8011, Sem 0.4342, dir -0.0984, norm 0.4653, swav 0.0000 LR: 4.092e-02 Score 85.803 Data time: 0.1468, Forward time: 2.2751, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.1440 [2020-11-09 00:03:39,637][root][INFO] - ===> Epoch[243](6296/26): Loss 0.7168, Sem 0.4131, dir -0.0706, norm 0.3742, swav 0.0000 LR: 4.091e-02 Score 88.280 Data time: 0.2120, Forward time: 2.2751, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 4.9260 [2020-11-09 00:03:44,654][root][INFO] - ===> Epoch[243](6297/26): Loss 0.8793, Sem 0.4295, dir -0.1079, norm 0.5578, swav 0.0000 LR: 4.090e-02 Score 85.177 Data time: 0.1971, Forward time: 2.2751, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 4.8913 [2020-11-09 00:03:49,346][root][INFO] - ===> Epoch[243](6298/26): Loss 0.7725, Sem 0.4494, dir -0.0727, norm 0.3958, swav 0.0000 LR: 4.089e-02 Score 85.214 Data time: 0.1589, Forward time: 2.2749, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 4.5820 [2020-11-09 00:03:55,844][root][INFO] - ===> Epoch[243](6299/26): Loss 0.8555, Sem 0.5346, dir -0.1075, norm 0.4284, swav 0.0000 LR: 4.088e-02 Score 82.918 Data time: 0.2678, Forward time: 2.2750, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 6.4082 [2020-11-09 00:04:01,119][root][INFO] - ===> Epoch[243](6300/26): Loss 0.8761, Sem 0.5620, dir -0.0875, norm 0.4016, swav 0.0000 LR: 4.087e-02 Score 83.217 Data time: 0.1861, Forward time: 2.2750, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.1117 [2020-11-09 00:04:06,329][root][INFO] - ===> Epoch[243](6301/26): Loss 0.7304, Sem 0.4703, dir -0.1179, norm 0.3781, swav 0.0000 LR: 4.086e-02 Score 84.145 Data time: 0.2164, Forward time: 2.2750, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.1106 [2020-11-09 00:04:13,256][root][INFO] - ===> Epoch[243](6302/26): Loss 0.7034, Sem 0.4400, dir -0.1396, norm 0.4031, swav 0.0000 LR: 4.085e-02 Score 88.587 Data time: 0.2898, Forward time: 2.2751, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 6.7938 [2020-11-09 00:04:18,097][root][INFO] - ===> Epoch[243](6303/26): Loss 0.9295, Sem 0.5784, dir -0.1028, norm 0.4539, swav 0.0000 LR: 4.084e-02 Score 82.212 Data time: 0.1974, Forward time: 2.2751, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 4.6935 [2020-11-09 00:04:24,688][root][INFO] - ===> Epoch[243](6304/26): Loss 0.9049, Sem 0.5529, dir -0.1059, norm 0.4578, swav 0.0000 LR: 4.083e-02 Score 81.754 Data time: 0.2194, Forward time: 2.2751, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 6.4723 [2020-11-09 00:04:29,819][root][INFO] - ===> Epoch[243](6305/26): Loss 0.8385, Sem 0.4732, dir -0.0921, norm 0.4573, swav 0.0000 LR: 4.082e-02 Score 84.074 Data time: 0.1898, Forward time: 2.2751, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.0095 [2020-11-09 00:04:35,248][root][INFO] - ===> Epoch[243](6306/26): Loss 0.7733, Sem 0.5198, dir -0.1241, norm 0.3776, swav 0.0000 LR: 4.081e-02 Score 80.662 Data time: 0.1778, Forward time: 2.2750, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.3327 [2020-11-09 00:04:40,581][root][INFO] - ===> Epoch[243](6307/26): Loss 0.6421, Sem 0.3899, dir -0.0755, norm 0.3277, swav 0.0000 LR: 4.080e-02 Score 88.783 Data time: 0.1894, Forward time: 2.2749, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.2458 [2020-11-09 00:04:46,232][root][INFO] - ===> Epoch[243](6308/26): Loss 0.6514, Sem 0.5304, dir -0.1813, norm 0.3024, swav 0.0000 LR: 4.079e-02 Score 82.630 Data time: 0.2185, Forward time: 2.2749, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.5401 [2020-11-09 00:04:52,488][root][INFO] - ===> Epoch[243](6309/26): Loss 0.6733, Sem 0.4477, dir -0.1306, norm 0.3562, swav 0.0000 LR: 4.078e-02 Score 85.434 Data time: 0.2634, Forward time: 2.2750, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 6.1550 [2020-11-09 00:04:58,627][root][INFO] - ===> Epoch[243](6310/26): Loss 0.8006, Sem 0.5496, dir -0.0722, norm 0.3233, swav 0.0000 LR: 4.077e-02 Score 80.259 Data time: 0.2008, Forward time: 2.2749, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 6.0047 [2020-11-09 00:05:04,166][root][INFO] - ===> Epoch[243](6311/26): Loss 0.6526, Sem 0.3632, dir -0.0973, norm 0.3867, swav 0.0000 LR: 4.076e-02 Score 88.460 Data time: 0.2229, Forward time: 2.2749, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.4249 [2020-11-09 00:05:09,983][root][INFO] - ===> Epoch[243](6312/26): Loss 0.8426, Sem 0.5419, dir -0.1068, norm 0.4076, swav 0.0000 LR: 4.075e-02 Score 82.753 Data time: 0.2754, Forward time: 2.2750, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.6984 [2020-11-09 00:05:15,516][root][INFO] - ===> Epoch[243](6313/26): Loss 0.7790, Sem 0.4950, dir -0.0929, norm 0.3769, swav 0.0000 LR: 4.074e-02 Score 82.737 Data time: 0.1327, Forward time: 2.2749, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.3981 [2020-11-09 00:05:22,092][root][INFO] - ===> Epoch[243](6314/26): Loss 0.7975, Sem 0.5122, dir -0.0964, norm 0.3817, swav 0.0000 LR: 4.073e-02 Score 83.436 Data time: 0.2291, Forward time: 2.2749, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 6.4988 [2020-11-09 00:05:28,534][root][INFO] - ===> Epoch[243](6315/26): Loss 0.6686, Sem 0.3954, dir -0.0962, norm 0.3694, swav 0.0000 LR: 4.072e-02 Score 88.248 Data time: 0.1740, Forward time: 2.2749, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 6.3373 [2020-11-09 00:05:34,542][root][INFO] - ===> Epoch[243](6316/26): Loss 0.8276, Sem 0.5092, dir -0.0887, norm 0.4070, swav 0.0000 LR: 4.072e-02 Score 82.180 Data time: 0.2079, Forward time: 2.2749, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.9344 [2020-11-09 00:05:41,274][root][INFO] - ===> Epoch[243](6317/26): Loss 0.6169, Sem 0.3897, dir -0.1212, norm 0.3483, swav 0.0000 LR: 4.071e-02 Score 89.071 Data time: 0.2308, Forward time: 2.2749, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 6.5961 [2020-11-09 00:05:47,389][root][INFO] - ===> Epoch[243](6318/26): Loss 0.8261, Sem 0.5281, dir -0.0956, norm 0.3937, swav 0.0000 LR: 4.070e-02 Score 84.195 Data time: 0.2058, Forward time: 2.2748, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 6.0053 [2020-11-09 00:05:53,200][root][INFO] - ===> Epoch[244](6319/26): Loss 0.7699, Sem 0.5064, dir -0.1019, norm 0.3654, swav 0.0000 LR: 4.069e-02 Score 85.589 Data time: 0.2399, Forward time: 2.2749, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.7026 [2020-11-09 00:05:58,212][root][INFO] - ===> Epoch[244](6320/26): Loss 0.8567, Sem 0.5375, dir -0.0908, norm 0.4100, swav 0.0000 LR: 4.068e-02 Score 83.094 Data time: 0.2265, Forward time: 2.2749, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 4.8878 [2020-11-09 00:06:04,049][root][INFO] - ===> Epoch[244](6321/26): Loss 0.7853, Sem 0.4598, dir -0.0789, norm 0.4044, swav 0.0000 LR: 4.067e-02 Score 84.506 Data time: 0.1525, Forward time: 2.2748, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 5.7181 [2020-11-09 00:06:09,141][root][INFO] - ===> Epoch[244](6322/26): Loss 0.8069, Sem 0.4486, dir -0.0693, norm 0.4276, swav 0.0000 LR: 4.066e-02 Score 84.824 Data time: 0.1839, Forward time: 2.2748, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 5.0126 [2020-11-09 00:06:13,883][root][INFO] - ===> Epoch[244](6323/26): Loss 0.9673, Sem 0.6160, dir -0.0908, norm 0.4420, swav 0.0000 LR: 4.065e-02 Score 80.160 Data time: 0.1810, Forward time: 2.2747, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 4.6326 [2020-11-09 00:06:19,261][root][INFO] - ===> Epoch[244](6324/26): Loss 0.7764, Sem 0.4036, dir -0.0606, norm 0.4333, swav 0.0000 LR: 4.064e-02 Score 87.259 Data time: 0.2102, Forward time: 2.2747, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.2743 [2020-11-09 00:06:24,414][root][INFO] - ===> Epoch[244](6325/26): Loss 0.7603, Sem 0.4801, dir -0.0870, norm 0.3672, swav 0.0000 LR: 4.063e-02 Score 82.922 Data time: 0.2008, Forward time: 2.2747, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.0467 [2020-11-09 00:06:30,281][root][INFO] - ===> Epoch[244](6326/26): Loss 0.7968, Sem 0.5876, dir -0.1029, norm 0.3121, swav 0.0000 LR: 4.062e-02 Score 81.838 Data time: 0.1770, Forward time: 2.2746, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.7365 [2020-11-09 00:06:35,379][root][INFO] - ===> Epoch[244](6327/26): Loss 0.7756, Sem 0.4927, dir -0.1011, norm 0.3840, swav 0.0000 LR: 4.061e-02 Score 84.035 Data time: 0.1742, Forward time: 2.2746, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.0279 [2020-11-09 00:06:40,328][root][INFO] - ===> Epoch[244](6328/26): Loss 0.9013, Sem 0.5924, dir -0.0944, norm 0.4033, swav 0.0000 LR: 4.060e-02 Score 84.647 Data time: 0.2103, Forward time: 2.2746, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 4.8358 [2020-11-09 00:06:46,257][root][INFO] - ===> Epoch[244](6329/26): Loss 0.7882, Sem 0.4602, dir -0.0894, norm 0.4174, swav 0.0000 LR: 4.059e-02 Score 82.359 Data time: 0.2256, Forward time: 2.2746, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.8180 [2020-11-09 00:06:52,710][root][INFO] - ===> Epoch[244](6330/26): Loss 0.8568, Sem 0.5784, dir -0.1019, norm 0.3804, swav 0.0000 LR: 4.058e-02 Score 81.292 Data time: 0.2118, Forward time: 2.2746, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 6.3384 [2020-11-09 00:06:58,425][root][INFO] - ===> Epoch[244](6331/26): Loss 0.8237, Sem 0.5185, dir -0.1229, norm 0.4281, swav 0.0000 LR: 4.057e-02 Score 83.005 Data time: 0.2636, Forward time: 2.2747, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.6099 [2020-11-09 00:07:05,259][root][INFO] - ===> Epoch[244](6332/26): Loss 0.6340, Sem 0.4164, dir -0.0884, norm 0.3060, swav 0.0000 LR: 4.056e-02 Score 87.105 Data time: 0.2456, Forward time: 2.2746, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 6.7179 [2020-11-09 00:07:11,824][root][INFO] - ===> Epoch[244](6333/26): Loss 0.7835, Sem 0.4653, dir -0.1079, norm 0.4261, swav 0.0000 LR: 4.055e-02 Score 83.318 Data time: 0.2275, Forward time: 2.2747, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 6.4639 [2020-11-09 00:07:18,409][root][INFO] - ===> Epoch[244](6334/26): Loss 0.5627, Sem 0.4543, dir -0.2021, norm 0.3106, swav 0.0000 LR: 4.054e-02 Score 87.635 Data time: 0.1738, Forward time: 2.2746, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 6.4563 [2020-11-09 00:07:24,396][root][INFO] - ===> Epoch[244](6335/26): Loss 0.6960, Sem 0.4298, dir -0.0979, norm 0.3641, swav 0.0000 LR: 4.053e-02 Score 86.783 Data time: 0.2820, Forward time: 2.2748, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.8983 [2020-11-09 00:07:29,039][root][INFO] - ===> Epoch[244](6336/26): Loss 0.6946, Sem 0.4188, dir -0.1003, norm 0.3761, swav 0.0000 LR: 4.052e-02 Score 88.459 Data time: 0.1864, Forward time: 2.2747, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 4.5009 [2020-11-09 00:07:33,955][root][INFO] - ===> Epoch[244](6337/26): Loss 0.8792, Sem 0.6241, dir -0.0906, norm 0.3457, swav 0.0000 LR: 4.051e-02 Score 77.599 Data time: 0.2482, Forward time: 2.2748, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 4.7929 [2020-11-09 00:07:39,120][root][INFO] - ===> Epoch[244](6338/26): Loss 0.8188, Sem 0.5716, dir -0.1119, norm 0.3590, swav 0.0000 LR: 4.050e-02 Score 79.440 Data time: 0.2290, Forward time: 2.2748, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.0529 [2020-11-09 00:07:46,475][root][INFO] - ===> Epoch[244](6339/26): Loss 0.8364, Sem 0.6344, dir -0.1059, norm 0.3080, swav 0.0000 LR: 4.049e-02 Score 80.581 Data time: 0.2299, Forward time: 2.2748, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 7.2452 [2020-11-09 00:07:52,556][root][INFO] - ===> Epoch[244](6340/26): Loss 0.7675, Sem 0.4841, dir -0.0992, norm 0.3826, swav 0.0000 LR: 4.048e-02 Score 83.296 Data time: 0.2033, Forward time: 2.2748, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.9533 [2020-11-09 00:07:59,546][root][INFO] - ===> Epoch[244](6341/26): Loss 0.7250, Sem 0.4547, dir -0.1044, norm 0.3748, swav 0.0000 LR: 4.047e-02 Score 86.250 Data time: 0.1742, Forward time: 2.2748, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 6.8944 [2020-11-09 00:08:06,901][root][INFO] - ===> Epoch[244](6342/26): Loss 0.9466, Sem 0.5546, dir -0.0862, norm 0.4783, swav 0.0000 LR: 4.046e-02 Score 82.597 Data time: 0.1635, Forward time: 2.2747, Backward time: 3.0902, DDP time: 0.0058, Total iter time: 7.2975 [2020-11-09 00:08:12,222][root][INFO] - ===> Epoch[244](6343/26): Loss 0.7069, Sem 0.5338, dir -0.1015, norm 0.2746, swav 0.0000 LR: 4.045e-02 Score 81.531 Data time: 0.1829, Forward time: 2.2746, Backward time: 3.0902, DDP time: 0.0058, Total iter time: 5.2520 [2020-11-09 00:08:18,658][root][INFO] - ===> Epoch[244](6344/26): Loss 0.6334, Sem 0.4249, dir -0.1031, norm 0.3115, swav 0.0000 LR: 4.044e-02 Score 85.025 Data time: 0.2183, Forward time: 2.2747, Backward time: 3.0902, DDP time: 0.0058, Total iter time: 6.3450 [2020-11-09 00:08:23,017][root][INFO] - ===> Epoch[245](6345/26): Loss 0.7603, Sem 0.4512, dir -0.0592, norm 0.3683, swav 0.0000 LR: 4.043e-02 Score 82.836 Data time: 0.1779, Forward time: 2.2746, Backward time: 3.0901, DDP time: 0.0058, Total iter time: 4.2291 [2020-11-09 00:08:28,685][root][INFO] - ===> Epoch[245](6346/26): Loss 0.8410, Sem 0.5497, dir -0.0804, norm 0.3717, swav 0.0000 LR: 4.042e-02 Score 83.039 Data time: 0.2372, Forward time: 2.2746, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 5.5980 [2020-11-09 00:08:33,371][root][INFO] - ===> Epoch[245](6347/26): Loss 0.8170, Sem 0.5241, dir -0.1106, norm 0.4035, swav 0.0000 LR: 4.041e-02 Score 84.869 Data time: 0.2199, Forward time: 2.2747, Backward time: 3.0899, DDP time: 0.0058, Total iter time: 4.5691 [2020-11-09 00:08:40,393][root][INFO] - ===> Epoch[245](6348/26): Loss 0.7664, Sem 0.5631, dir -0.1134, norm 0.3167, swav 0.0000 LR: 4.040e-02 Score 81.400 Data time: 0.2858, Forward time: 2.2747, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 6.9144 [2020-11-09 00:08:46,389][root][INFO] - ===> Epoch[245](6349/26): Loss 0.5119, Sem 0.4149, dir -0.1279, norm 0.2248, swav 0.0000 LR: 4.039e-02 Score 84.952 Data time: 0.2948, Forward time: 2.2749, Backward time: 3.0899, DDP time: 0.0058, Total iter time: 5.8650 [2020-11-09 00:08:51,860][root][INFO] - ===> Epoch[245](6350/26): Loss 0.7524, Sem 0.4839, dir -0.0892, norm 0.3577, swav 0.0000 LR: 4.038e-02 Score 86.383 Data time: 0.2796, Forward time: 2.2749, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.3463 [2020-11-09 00:08:56,938][root][INFO] - ===> Epoch[245](6351/26): Loss 0.6365, Sem 0.4044, dir -0.1320, norm 0.3641, swav 0.0000 LR: 4.037e-02 Score 87.072 Data time: 0.1924, Forward time: 2.2749, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 4.9804 [2020-11-09 00:09:02,519][root][INFO] - ===> Epoch[245](6352/26): Loss 0.8082, Sem 0.4952, dir -0.0960, norm 0.4091, swav 0.0000 LR: 4.036e-02 Score 84.013 Data time: 0.2229, Forward time: 2.2749, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 5.4793 [2020-11-09 00:09:08,574][root][INFO] - ===> Epoch[245](6353/26): Loss 0.8171, Sem 0.4969, dir -0.1169, norm 0.4371, swav 0.0000 LR: 4.035e-02 Score 82.818 Data time: 0.1859, Forward time: 2.2749, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 5.9459 [2020-11-09 00:09:13,680][root][INFO] - ===> Epoch[245](6354/26): Loss 0.7802, Sem 0.5096, dir -0.0975, norm 0.3681, swav 0.0000 LR: 4.034e-02 Score 86.246 Data time: 0.1394, Forward time: 2.2747, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.0069 [2020-11-09 00:09:19,145][root][INFO] - ===> Epoch[245](6355/26): Loss 0.6858, Sem 0.4940, dir -0.0898, norm 0.2816, swav 0.0000 LR: 4.033e-02 Score 82.805 Data time: 0.2455, Forward time: 2.2747, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.4066 [2020-11-09 00:09:24,431][root][INFO] - ===> Epoch[245](6356/26): Loss 0.6419, Sem 0.4576, dir -0.1259, norm 0.3102, swav 0.0000 LR: 4.032e-02 Score 85.200 Data time: 0.1823, Forward time: 2.2746, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.1703 [2020-11-09 00:09:29,149][root][INFO] - ===> Epoch[245](6357/26): Loss 0.7040, Sem 0.4013, dir -0.1272, norm 0.4299, swav 0.0000 LR: 4.031e-02 Score 86.869 Data time: 0.1994, Forward time: 2.2746, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 4.6143 [2020-11-09 00:09:35,484][root][INFO] - ===> Epoch[245](6358/26): Loss 0.8546, Sem 0.5124, dir -0.0916, norm 0.4338, swav 0.0000 LR: 4.030e-02 Score 84.770 Data time: 0.2902, Forward time: 2.2747, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 6.2118 [2020-11-09 00:09:41,484][root][INFO] - ===> Epoch[245](6359/26): Loss 0.6261, Sem 0.3516, dir -0.0748, norm 0.3493, swav 0.0000 LR: 4.029e-02 Score 88.065 Data time: 0.1580, Forward time: 2.2746, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 5.8349 [2020-11-09 00:09:47,641][root][INFO] - ===> Epoch[245](6360/26): Loss 0.8100, Sem 0.5411, dir -0.1017, norm 0.3706, swav 0.0000 LR: 4.028e-02 Score 81.374 Data time: 0.2773, Forward time: 2.2747, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 6.0603 [2020-11-09 00:09:52,496][root][INFO] - ===> Epoch[245](6361/26): Loss 0.7610, Sem 0.5069, dir -0.1212, norm 0.3753, swav 0.0000 LR: 4.027e-02 Score 82.352 Data time: 0.2066, Forward time: 2.2747, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 4.7264 [2020-11-09 00:09:57,611][root][INFO] - ===> Epoch[245](6362/26): Loss 0.7410, Sem 0.5009, dir -0.0900, norm 0.3300, swav 0.0000 LR: 4.026e-02 Score 85.675 Data time: 0.1653, Forward time: 2.2746, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 4.9986 [2020-11-09 00:10:02,996][root][INFO] - ===> Epoch[245](6363/26): Loss 0.6717, Sem 0.4411, dir -0.1420, norm 0.3725, swav 0.0000 LR: 4.025e-02 Score 85.534 Data time: 0.2502, Forward time: 2.2747, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.2893 [2020-11-09 00:10:08,093][root][INFO] - ===> Epoch[245](6364/26): Loss 0.7551, Sem 0.4969, dir -0.0892, norm 0.3473, swav 0.0000 LR: 4.024e-02 Score 82.364 Data time: 0.1778, Forward time: 2.2747, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 4.9754 [2020-11-09 00:10:15,253][root][INFO] - ===> Epoch[245](6365/26): Loss 0.7953, Sem 0.5182, dir -0.0769, norm 0.3540, swav 0.0000 LR: 4.023e-02 Score 83.272 Data time: 0.1836, Forward time: 2.2746, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 7.0456 [2020-11-09 00:10:20,553][root][INFO] - ===> Epoch[245](6366/26): Loss 0.8085, Sem 0.4546, dir -0.0977, norm 0.4516, swav 0.0000 LR: 4.022e-02 Score 81.657 Data time: 0.2127, Forward time: 2.2746, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.1889 [2020-11-09 00:10:26,125][root][INFO] - ===> Epoch[245](6367/26): Loss 0.8519, Sem 0.5524, dir -0.1320, norm 0.4315, swav 0.0000 LR: 4.021e-02 Score 82.053 Data time: 0.2511, Forward time: 2.2747, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.4595 [2020-11-09 00:10:31,298][root][INFO] - ===> Epoch[245](6368/26): Loss 0.6858, Sem 0.4976, dir -0.1500, norm 0.3382, swav 0.0000 LR: 4.020e-02 Score 85.012 Data time: 0.2591, Forward time: 2.2747, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.0415 [2020-11-09 00:10:37,748][root][INFO] - ===> Epoch[245](6369/26): Loss 0.8183, Sem 0.5785, dir -0.0772, norm 0.3169, swav 0.0000 LR: 4.019e-02 Score 81.842 Data time: 0.2014, Forward time: 2.2747, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 6.3585 [2020-11-09 00:10:45,371][root][INFO] - ===> Epoch[245](6370/26): Loss 0.6797, Sem 0.4013, dir -0.1099, norm 0.3883, swav 0.0000 LR: 4.018e-02 Score 88.497 Data time: 0.2779, Forward time: 2.2748, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 7.5277 [2020-11-09 00:10:51,550][root][INFO] - ===> Epoch[246](6371/26): Loss 0.7305, Sem 0.5082, dir -0.1155, norm 0.3378, swav 0.0000 LR: 4.017e-02 Score 81.453 Data time: 0.2232, Forward time: 2.2748, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 6.0769 [2020-11-09 00:10:56,460][root][INFO] - ===> Epoch[246](6372/26): Loss 0.7851, Sem 0.4605, dir -0.0792, norm 0.4039, swav 0.0000 LR: 4.016e-02 Score 85.927 Data time: 0.1450, Forward time: 2.2747, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 4.7991 [2020-11-09 00:11:02,617][root][INFO] - ===> Epoch[246](6373/26): Loss 0.9046, Sem 0.5868, dir -0.1394, norm 0.4572, swav 0.0000 LR: 4.015e-02 Score 81.187 Data time: 0.1572, Forward time: 2.2746, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 6.0991 [2020-11-09 00:11:09,449][root][INFO] - ===> Epoch[246](6374/26): Loss 0.7702, Sem 0.4320, dir -0.1145, norm 0.4527, swav 0.0000 LR: 4.014e-02 Score 85.500 Data time: 0.2016, Forward time: 2.2746, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 6.7622 [2020-11-09 00:11:16,595][root][INFO] - ===> Epoch[246](6375/26): Loss 0.7017, Sem 0.4975, dir -0.1083, norm 0.3125, swav 0.0000 LR: 4.013e-02 Score 82.971 Data time: 0.2029, Forward time: 2.2746, Backward time: 3.0902, DDP time: 0.0058, Total iter time: 7.0606 [2020-11-09 00:11:21,629][root][INFO] - ===> Epoch[246](6376/26): Loss 0.7267, Sem 0.4724, dir -0.1132, norm 0.3675, swav 0.0000 LR: 4.012e-02 Score 84.449 Data time: 0.2392, Forward time: 2.2746, Backward time: 3.0901, DDP time: 0.0058, Total iter time: 4.9569 [2020-11-09 00:11:27,871][root][INFO] - ===> Epoch[246](6377/26): Loss 0.6457, Sem 0.4796, dir -0.0800, norm 0.2461, swav 0.0000 LR: 4.011e-02 Score 84.965 Data time: 0.2917, Forward time: 2.2747, Backward time: 3.0900, DDP time: 0.0058, Total iter time: 6.1314 [2020-11-09 00:11:33,205][root][INFO] - ===> Epoch[246](6378/26): Loss 0.8888, Sem 0.5973, dir -0.1473, norm 0.4388, swav 0.0000 LR: 4.010e-02 Score 81.094 Data time: 0.2434, Forward time: 2.2748, Backward time: 3.0899, DDP time: 0.0058, Total iter time: 5.2149 [2020-11-09 00:11:38,046][root][INFO] - ===> Epoch[246](6379/26): Loss 0.8505, Sem 0.5524, dir -0.0688, norm 0.3670, swav 0.0000 LR: 4.009e-02 Score 82.579 Data time: 0.2142, Forward time: 2.2748, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 4.7467 [2020-11-09 00:11:43,506][root][INFO] - ===> Epoch[246](6380/26): Loss 0.7767, Sem 0.4413, dir -0.0774, norm 0.4128, swav 0.0000 LR: 4.008e-02 Score 84.196 Data time: 0.1664, Forward time: 2.2748, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.3545 [2020-11-09 00:11:49,346][root][INFO] - ===> Epoch[246](6381/26): Loss 0.6742, Sem 0.4283, dir -0.0819, norm 0.3278, swav 0.0000 LR: 4.007e-02 Score 86.704 Data time: 0.2440, Forward time: 2.2748, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 5.7922 [2020-11-09 00:11:55,844][root][INFO] - ===> Epoch[246](6382/26): Loss 0.8412, Sem 0.5081, dir -0.1121, norm 0.4452, swav 0.0000 LR: 4.006e-02 Score 82.875 Data time: 0.2046, Forward time: 2.2748, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 6.3814 [2020-11-09 00:12:01,139][root][INFO] - ===> Epoch[246](6383/26): Loss 0.6054, Sem 0.4429, dir -0.1059, norm 0.2684, swav 0.0000 LR: 4.005e-02 Score 85.456 Data time: 0.2502, Forward time: 2.2749, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 5.2213 [2020-11-09 00:12:07,372][root][INFO] - ===> Epoch[246](6384/26): Loss 0.6385, Sem 0.4203, dir -0.1396, norm 0.3578, swav 0.0000 LR: 4.004e-02 Score 87.971 Data time: 0.2417, Forward time: 2.2750, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 6.1194 [2020-11-09 00:12:13,284][root][INFO] - ===> Epoch[246](6385/26): Loss 0.6268, Sem 0.4052, dir -0.0827, norm 0.3043, swav 0.0000 LR: 4.003e-02 Score 87.658 Data time: 0.2864, Forward time: 2.2751, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.8111 [2020-11-09 00:12:19,020][root][INFO] - ===> Epoch[246](6386/26): Loss 0.6698, Sem 0.4275, dir -0.1475, norm 0.3898, swav 0.0000 LR: 4.002e-02 Score 85.237 Data time: 0.1255, Forward time: 2.2749, Backward time: 3.0898, DDP time: 0.0058, Total iter time: 5.6201 [2020-11-09 00:12:24,449][root][INFO] - ===> Epoch[246](6387/26): Loss 0.6988, Sem 0.4800, dir -0.0991, norm 0.3179, swav 0.0000 LR: 4.001e-02 Score 85.607 Data time: 0.2193, Forward time: 2.2749, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 5.3874 [2020-11-09 00:12:29,625][root][INFO] - ===> Epoch[246](6388/26): Loss 0.6791, Sem 0.4522, dir -0.1021, norm 0.3291, swav 0.0000 LR: 4.000e-02 Score 86.597 Data time: 0.2432, Forward time: 2.2750, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.0694 [2020-11-09 00:12:35,160][root][INFO] - ===> Epoch[246](6389/26): Loss 0.6422, Sem 0.3933, dir -0.0994, norm 0.3484, swav 0.0000 LR: 3.999e-02 Score 89.401 Data time: 0.2702, Forward time: 2.2751, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.3907 [2020-11-09 00:12:40,679][root][INFO] - ===> Epoch[246](6390/26): Loss 0.6963, Sem 0.4586, dir -0.0891, norm 0.3269, swav 0.0000 LR: 3.998e-02 Score 84.313 Data time: 0.2394, Forward time: 2.2751, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.4179 [2020-11-09 00:12:46,108][root][INFO] - ===> Epoch[246](6391/26): Loss 0.7154, Sem 0.4358, dir -0.1378, norm 0.4174, swav 0.0000 LR: 3.997e-02 Score 86.050 Data time: 0.2059, Forward time: 2.2751, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.3256 [2020-11-09 00:12:51,278][root][INFO] - ===> Epoch[246](6392/26): Loss 0.8863, Sem 0.5408, dir -0.0867, norm 0.4322, swav 0.0000 LR: 3.996e-02 Score 82.882 Data time: 0.2134, Forward time: 2.2751, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.0636 [2020-11-09 00:12:57,560][root][INFO] - ===> Epoch[246](6393/26): Loss 0.7222, Sem 0.5400, dir -0.1190, norm 0.3013, swav 0.0000 LR: 3.995e-02 Score 82.665 Data time: 0.3054, Forward time: 2.2752, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 6.1647 [2020-11-09 00:13:02,446][root][INFO] - ===> Epoch[246](6394/26): Loss 0.8964, Sem 0.5580, dir -0.1094, norm 0.4478, swav 0.0000 LR: 3.994e-02 Score 81.680 Data time: 0.2336, Forward time: 2.2752, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 4.7519 [2020-11-09 00:13:07,138][root][INFO] - ===> Epoch[246](6395/26): Loss 0.7027, Sem 0.3896, dir -0.0765, norm 0.3897, swav 0.0000 LR: 3.993e-02 Score 88.801 Data time: 0.1729, Forward time: 2.2752, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 4.5913 [2020-11-09 00:13:12,493][root][INFO] - ===> Epoch[246](6396/26): Loss 0.8432, Sem 0.5339, dir -0.1195, norm 0.4288, swav 0.0000 LR: 3.992e-02 Score 86.452 Data time: 0.1680, Forward time: 2.2751, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 5.2707 [2020-11-09 00:13:17,821][root][INFO] - ===> Epoch[247](6397/26): Loss 0.6727, Sem 0.4203, dir -0.0758, norm 0.3282, swav 0.0000 LR: 3.991e-02 Score 85.807 Data time: 0.2005, Forward time: 2.2751, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 5.2757 [2020-11-09 00:13:23,527][root][INFO] - ===> Epoch[247](6398/26): Loss 0.7872, Sem 0.5192, dir -0.0986, norm 0.3666, swav 0.0000 LR: 3.990e-02 Score 84.757 Data time: 0.2084, Forward time: 2.2751, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 5.6115 [2020-11-09 00:13:29,670][root][INFO] - ===> Epoch[247](6399/26): Loss 0.6964, Sem 0.5054, dir -0.0992, norm 0.2902, swav 0.0000 LR: 3.989e-02 Score 83.494 Data time: 0.2107, Forward time: 2.2751, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 6.0214 [2020-11-09 00:13:34,707][root][INFO] - ===> Epoch[247](6400/26): Loss 0.8970, Sem 0.5460, dir -0.1417, norm 0.4926, swav 0.0000 LR: 3.988e-02 Score 83.713 Data time: 0.2020, Forward time: 2.2750, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 4.9322 [2020-11-09 00:13:40,411][root][INFO] - ===> Epoch[247](6401/26): Loss 0.7616, Sem 0.4940, dir -0.1354, norm 0.4029, swav 0.0000 LR: 3.987e-02 Score 81.978 Data time: 0.2712, Forward time: 2.2751, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 5.6147 [2020-11-09 00:13:47,212][root][INFO] - ===> Epoch[247](6402/26): Loss 0.6826, Sem 0.3894, dir -0.1297, norm 0.4229, swav 0.0000 LR: 3.986e-02 Score 85.954 Data time: 0.2099, Forward time: 2.2751, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 6.6626 [2020-11-09 00:13:52,858][root][INFO] - ===> Epoch[247](6403/26): Loss 0.8034, Sem 0.4820, dir -0.0795, norm 0.4009, swav 0.0000 LR: 3.985e-02 Score 81.824 Data time: 0.1745, Forward time: 2.2751, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 5.5393 [2020-11-09 00:13:58,920][root][INFO] - ===> Epoch[247](6404/26): Loss 0.8251, Sem 0.5032, dir -0.0813, norm 0.4032, swav 0.0000 LR: 3.984e-02 Score 85.152 Data time: 0.1777, Forward time: 2.2750, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.9680 [2020-11-09 00:14:04,838][root][INFO] - ===> Epoch[247](6405/26): Loss 0.6858, Sem 0.4503, dir -0.1272, norm 0.3627, swav 0.0000 LR: 3.983e-02 Score 85.880 Data time: 0.2586, Forward time: 2.2751, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.8345 [2020-11-09 00:14:09,772][root][INFO] - ===> Epoch[247](6406/26): Loss 0.8157, Sem 0.4784, dir -0.1015, norm 0.4388, swav 0.0000 LR: 3.982e-02 Score 82.935 Data time: 0.1842, Forward time: 2.2750, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 4.8116 [2020-11-09 00:14:15,555][root][INFO] - ===> Epoch[247](6407/26): Loss 0.7667, Sem 0.4642, dir -0.0899, norm 0.3924, swav 0.0000 LR: 3.981e-02 Score 83.123 Data time: 0.2156, Forward time: 2.2750, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 5.7008 [2020-11-09 00:14:21,862][root][INFO] - ===> Epoch[247](6408/26): Loss 0.6310, Sem 0.5153, dir -0.1382, norm 0.2539, swav 0.0000 LR: 3.980e-02 Score 82.674 Data time: 0.1727, Forward time: 2.2749, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 6.1925 [2020-11-09 00:14:28,701][root][INFO] - ===> Epoch[247](6409/26): Loss 0.6770, Sem 0.4298, dir -0.1032, norm 0.3503, swav 0.0000 LR: 3.979e-02 Score 85.920 Data time: 0.2186, Forward time: 2.2749, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 6.7705 [2020-11-09 00:14:34,728][root][INFO] - ===> Epoch[247](6410/26): Loss 0.8465, Sem 0.4988, dir -0.0802, norm 0.4279, swav 0.0000 LR: 3.978e-02 Score 81.696 Data time: 0.2158, Forward time: 2.2749, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 5.9234 [2020-11-09 00:14:39,877][root][INFO] - ===> Epoch[247](6411/26): Loss 0.9694, Sem 0.5089, dir -0.0643, norm 0.5248, swav 0.0000 LR: 3.977e-02 Score 81.561 Data time: 0.2311, Forward time: 2.2750, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.0243 [2020-11-09 00:14:46,223][root][INFO] - ===> Epoch[247](6412/26): Loss 0.7929, Sem 0.5484, dir -0.1268, norm 0.3714, swav 0.0000 LR: 3.976e-02 Score 83.897 Data time: 0.1527, Forward time: 2.2749, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 6.2119 [2020-11-09 00:14:52,532][root][INFO] - ===> Epoch[247](6413/26): Loss 0.7639, Sem 0.5122, dir -0.1417, norm 0.3934, swav 0.0000 LR: 3.975e-02 Score 82.905 Data time: 0.2178, Forward time: 2.2749, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 6.2261 [2020-11-09 00:14:59,035][root][INFO] - ===> Epoch[247](6414/26): Loss 0.7622, Sem 0.4799, dir -0.0767, norm 0.3591, swav 0.0000 LR: 3.974e-02 Score 84.783 Data time: 0.2264, Forward time: 2.2749, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 6.3798 [2020-11-09 00:15:05,177][root][INFO] - ===> Epoch[247](6415/26): Loss 0.7498, Sem 0.4827, dir -0.0547, norm 0.3217, swav 0.0000 LR: 3.973e-02 Score 83.283 Data time: 0.2054, Forward time: 2.2749, Backward time: 3.0897, DDP time: 0.0058, Total iter time: 6.0336 [2020-11-09 00:15:10,410][root][INFO] - ===> Epoch[247](6416/26): Loss 0.6250, Sem 0.4350, dir -0.1416, norm 0.3317, swav 0.0000 LR: 3.972e-02 Score 86.815 Data time: 0.2222, Forward time: 2.2749, Backward time: 3.0896, DDP time: 0.0058, Total iter time: 5.1123 [2020-11-09 00:15:15,575][root][INFO] - ===> Epoch[247](6417/26): Loss 0.9401, Sem 0.4640, dir -0.0686, norm 0.5447, swav 0.0000 LR: 3.971e-02 Score 85.751 Data time: 0.2200, Forward time: 2.2749, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.0387 [2020-11-09 00:15:21,131][root][INFO] - ===> Epoch[247](6418/26): Loss 0.7748, Sem 0.4608, dir -0.0512, norm 0.3652, swav 0.0000 LR: 3.970e-02 Score 86.515 Data time: 0.1738, Forward time: 2.2748, Backward time: 3.0895, DDP time: 0.0058, Total iter time: 5.4487 [2020-11-09 00:15:25,521][root][INFO] - ===> Epoch[247](6419/26): Loss 0.6478, Sem 0.4099, dir -0.1309, norm 0.3688, swav 0.0000 LR: 3.969e-02 Score 85.417 Data time: 0.1524, Forward time: 2.2747, Backward time: 3.0894, DDP time: 0.0058, Total iter time: 4.2972 [2020-11-09 00:15:29,914][root][INFO] - ===> Epoch[247](6420/26): Loss 0.7602, Sem 0.4322, dir -0.1032, norm 0.4312, swav 0.0000 LR: 3.968e-02 Score 86.468 Data time: 0.1866, Forward time: 2.2747, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 4.3290 [2020-11-09 00:15:35,182][root][INFO] - ===> Epoch[247](6421/26): Loss 0.9240, Sem 0.5521, dir -0.1602, norm 0.5321, swav 0.0000 LR: 3.967e-02 Score 81.754 Data time: 0.1973, Forward time: 2.2747, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.1662 [2020-11-09 00:15:41,203][root][INFO] - ===> Epoch[247](6422/26): Loss 0.6590, Sem 0.4694, dir -0.1438, norm 0.3334, swav 0.0000 LR: 3.966e-02 Score 83.895 Data time: 0.1946, Forward time: 2.2747, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 5.9095 [2020-11-09 00:15:45,899][root][INFO] - ===> Epoch[248](6423/26): Loss 0.8096, Sem 0.4894, dir -0.0917, norm 0.4119, swav 0.0000 LR: 3.965e-02 Score 86.234 Data time: 0.1545, Forward time: 2.2746, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 4.6057 [2020-11-09 00:15:51,335][root][INFO] - ===> Epoch[248](6424/26): Loss 0.7919, Sem 0.4009, dir -0.0910, norm 0.4820, swav 0.0000 LR: 3.964e-02 Score 88.571 Data time: 0.1837, Forward time: 2.2746, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.3917 [2020-11-09 00:15:57,798][root][INFO] - ===> Epoch[248](6425/26): Loss 0.9183, Sem 0.4983, dir -0.1256, norm 0.5456, swav 0.0000 LR: 3.963e-02 Score 84.233 Data time: 0.2395, Forward time: 2.2745, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 6.3581 [2020-11-09 00:16:04,535][root][INFO] - ===> Epoch[248](6426/26): Loss 0.7776, Sem 0.5184, dir -0.2077, norm 0.4668, swav 0.0000 LR: 3.962e-02 Score 82.396 Data time: 0.3302, Forward time: 2.2747, Backward time: 3.0893, DDP time: 0.0058, Total iter time: 6.6087 [2020-11-09 00:16:10,028][root][INFO] - ===> Epoch[248](6427/26): Loss 0.6969, Sem 0.4667, dir -0.1393, norm 0.3695, swav 0.0000 LR: 3.961e-02 Score 84.368 Data time: 0.2108, Forward time: 2.2748, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.3478 [2020-11-09 00:16:15,614][root][INFO] - ===> Epoch[248](6428/26): Loss 0.6733, Sem 0.4859, dir -0.1726, norm 0.3601, swav 0.0000 LR: 3.960e-02 Score 85.691 Data time: 0.2699, Forward time: 2.2748, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.4742 [2020-11-09 00:16:21,512][root][INFO] - ===> Epoch[248](6429/26): Loss 0.7408, Sem 0.4743, dir -0.0888, norm 0.3553, swav 0.0000 LR: 3.959e-02 Score 85.913 Data time: 0.2893, Forward time: 2.2749, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 5.7699 [2020-11-09 00:16:28,195][root][INFO] - ===> Epoch[248](6430/26): Loss 0.7203, Sem 0.5334, dir -0.1394, norm 0.3264, swav 0.0000 LR: 3.958e-02 Score 82.431 Data time: 0.3263, Forward time: 2.2751, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 6.5643 [2020-11-09 00:16:34,376][root][INFO] - ===> Epoch[248](6431/26): Loss 0.7994, Sem 0.5803, dir -0.1361, norm 0.3552, swav 0.0000 LR: 3.957e-02 Score 81.627 Data time: 0.2308, Forward time: 2.2751, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 6.0669 [2020-11-09 00:16:40,967][root][INFO] - ===> Epoch[248](6432/26): Loss 0.7845, Sem 0.5352, dir -0.0890, norm 0.3382, swav 0.0000 LR: 3.956e-02 Score 85.246 Data time: 0.3325, Forward time: 2.2753, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 6.4703 [2020-11-09 00:16:47,305][root][INFO] - ===> Epoch[248](6433/26): Loss 0.7242, Sem 0.4668, dir -0.0621, norm 0.3195, swav 0.0000 LR: 3.955e-02 Score 86.053 Data time: 0.2372, Forward time: 2.2753, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 6.1883 [2020-11-09 00:16:54,397][root][INFO] - ===> Epoch[248](6434/26): Loss 0.7343, Sem 0.4332, dir -0.0634, norm 0.3645, swav 0.0000 LR: 3.954e-02 Score 85.815 Data time: 0.2063, Forward time: 2.2753, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 6.9733 [2020-11-09 00:17:00,265][root][INFO] - ===> Epoch[248](6435/26): Loss 0.8588, Sem 0.5298, dir -0.1008, norm 0.4297, swav 0.0000 LR: 3.953e-02 Score 82.377 Data time: 0.2135, Forward time: 2.2753, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.7703 [2020-11-09 00:17:05,412][root][INFO] - ===> Epoch[248](6436/26): Loss 0.7491, Sem 0.5690, dir -0.1584, norm 0.3385, swav 0.0000 LR: 3.952e-02 Score 83.666 Data time: 0.2034, Forward time: 2.2753, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.0218 [2020-11-09 00:17:10,524][root][INFO] - ===> Epoch[248](6437/26): Loss 0.7306, Sem 0.4793, dir -0.0988, norm 0.3502, swav 0.0000 LR: 3.951e-02 Score 83.580 Data time: 0.2102, Forward time: 2.2753, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.0071 [2020-11-09 00:17:16,017][root][INFO] - ===> Epoch[248](6438/26): Loss 0.6523, Sem 0.4741, dir -0.1217, norm 0.2999, swav 0.0000 LR: 3.950e-02 Score 83.707 Data time: 0.1665, Forward time: 2.2752, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.4064 [2020-11-09 00:17:21,173][root][INFO] - ===> Epoch[248](6439/26): Loss 0.7813, Sem 0.5012, dir -0.1171, norm 0.3972, swav 0.0000 LR: 3.949e-02 Score 83.727 Data time: 0.2070, Forward time: 2.2752, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 5.0802 [2020-11-09 00:17:26,897][root][INFO] - ===> Epoch[248](6440/26): Loss 0.7501, Sem 0.5193, dir -0.0981, norm 0.3289, swav 0.0000 LR: 3.948e-02 Score 85.061 Data time: 0.2457, Forward time: 2.2752, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 5.6057 [2020-11-09 00:17:33,970][root][INFO] - ===> Epoch[248](6441/26): Loss 0.7965, Sem 0.5343, dir -0.0666, norm 0.3288, swav 0.0000 LR: 3.947e-02 Score 82.542 Data time: 0.2182, Forward time: 2.2752, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 6.9448 [2020-11-09 00:17:39,595][root][INFO] - ===> Epoch[248](6442/26): Loss 0.6876, Sem 0.5154, dir -0.1682, norm 0.3405, swav 0.0000 LR: 3.946e-02 Score 85.051 Data time: 0.2476, Forward time: 2.2753, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.5179 [2020-11-09 00:17:45,527][root][INFO] - ===> Epoch[248](6443/26): Loss 0.6184, Sem 0.5138, dir -0.1475, norm 0.2521, swav 0.0000 LR: 3.945e-02 Score 83.055 Data time: 0.2087, Forward time: 2.2753, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.8205 [2020-11-09 00:17:51,233][root][INFO] - ===> Epoch[248](6444/26): Loss 0.5706, Sem 0.4369, dir -0.2061, norm 0.3397, swav 0.0000 LR: 3.944e-02 Score 86.898 Data time: 0.1511, Forward time: 2.2752, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.5875 [2020-11-09 00:17:56,445][root][INFO] - ===> Epoch[248](6445/26): Loss 0.8450, Sem 0.6853, dir -0.1451, norm 0.3048, swav 0.0000 LR: 3.943e-02 Score 79.451 Data time: 0.1943, Forward time: 2.2751, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.1586 [2020-11-09 00:18:02,576][root][INFO] - ===> Epoch[248](6446/26): Loss 0.7022, Sem 0.4742, dir -0.1023, norm 0.3303, swav 0.0000 LR: 3.942e-02 Score 84.295 Data time: 0.2960, Forward time: 2.2752, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 6.0535 [2020-11-09 00:18:08,434][root][INFO] - ===> Epoch[248](6447/26): Loss 0.7617, Sem 0.4722, dir -0.1546, norm 0.4441, swav 0.0000 LR: 3.941e-02 Score 83.180 Data time: 0.2327, Forward time: 2.2752, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.7590 [2020-11-09 00:18:13,542][root][INFO] - ===> Epoch[248](6448/26): Loss 0.8425, Sem 0.5571, dir -0.1359, norm 0.4213, swav 0.0000 LR: 3.940e-02 Score 80.964 Data time: 0.2381, Forward time: 2.2753, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 4.9878 [2020-11-09 00:18:19,451][root][INFO] - ===> Epoch[249](6449/26): Loss 0.7485, Sem 0.4515, dir -0.1162, norm 0.4131, swav 0.0000 LR: 3.939e-02 Score 86.231 Data time: 0.1915, Forward time: 2.2753, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 5.7924 [2020-11-09 00:18:24,733][root][INFO] - ===> Epoch[249](6450/26): Loss 0.6976, Sem 0.4712, dir -0.1207, norm 0.3471, swav 0.0000 LR: 3.938e-02 Score 86.698 Data time: 0.2520, Forward time: 2.2753, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 5.2003 [2020-11-09 00:18:29,989][root][INFO] - ===> Epoch[249](6451/26): Loss 0.7138, Sem 0.4832, dir -0.1066, norm 0.3372, swav 0.0000 LR: 3.937e-02 Score 84.249 Data time: 0.2560, Forward time: 2.2754, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 5.1333 [2020-11-09 00:18:35,580][root][INFO] - ===> Epoch[249](6452/26): Loss 0.8245, Sem 0.5682, dir -0.1235, norm 0.3798, swav 0.0000 LR: 3.936e-02 Score 80.846 Data time: 0.1667, Forward time: 2.2753, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 5.4897 [2020-11-09 00:18:42,826][root][INFO] - ===> Epoch[249](6453/26): Loss 0.8074, Sem 0.5184, dir -0.1159, norm 0.4049, swav 0.0000 LR: 3.935e-02 Score 83.960 Data time: 0.1794, Forward time: 2.2752, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 7.1762 [2020-11-09 00:18:48,148][root][INFO] - ===> Epoch[249](6454/26): Loss 0.8339, Sem 0.5845, dir -0.1205, norm 0.3699, swav 0.0000 LR: 3.934e-02 Score 79.789 Data time: 0.2593, Forward time: 2.2753, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 5.2101 [2020-11-09 00:18:53,922][root][INFO] - ===> Epoch[249](6455/26): Loss 0.7979, Sem 0.4524, dir -0.0342, norm 0.3798, swav 0.0000 LR: 3.933e-02 Score 85.622 Data time: 0.1988, Forward time: 2.2752, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 5.6655 [2020-11-09 00:18:59,115][root][INFO] - ===> Epoch[249](6456/26): Loss 0.8544, Sem 0.4260, dir -0.0364, norm 0.4648, swav 0.0000 LR: 3.932e-02 Score 86.506 Data time: 0.2276, Forward time: 2.2753, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 5.1021 [2020-11-09 00:19:06,224][root][INFO] - ===> Epoch[249](6457/26): Loss 0.7664, Sem 0.4358, dir -0.0786, norm 0.4091, swav 0.0000 LR: 3.931e-02 Score 85.180 Data time: 0.2227, Forward time: 2.2753, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 6.9926 [2020-11-09 00:19:12,121][root][INFO] - ===> Epoch[249](6458/26): Loss 0.8236, Sem 0.5107, dir -0.1037, norm 0.4166, swav 0.0000 LR: 3.930e-02 Score 84.745 Data time: 0.1978, Forward time: 2.2752, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.7614 [2020-11-09 00:19:19,019][root][INFO] - ===> Epoch[249](6459/26): Loss 0.7705, Sem 0.4690, dir -0.1014, norm 0.4028, swav 0.0000 LR: 3.929e-02 Score 85.642 Data time: 0.2911, Forward time: 2.2754, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 6.7908 [2020-11-09 00:19:24,728][root][INFO] - ===> Epoch[249](6460/26): Loss 0.8116, Sem 0.5612, dir -0.0733, norm 0.3237, swav 0.0000 LR: 3.928e-02 Score 80.761 Data time: 0.1888, Forward time: 2.2754, Backward time: 3.0892, DDP time: 0.0058, Total iter time: 5.5745 [2020-11-09 00:19:29,842][root][INFO] - ===> Epoch[249](6461/26): Loss 0.7440, Sem 0.4050, dir -0.0201, norm 0.3590, swav 0.0000 LR: 3.927e-02 Score 85.788 Data time: 0.2003, Forward time: 2.2753, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 4.9975 [2020-11-09 00:19:35,135][root][INFO] - ===> Epoch[249](6462/26): Loss 0.8986, Sem 0.4807, dir -0.0686, norm 0.4865, swav 0.0000 LR: 3.926e-02 Score 83.991 Data time: 0.2127, Forward time: 2.2753, Backward time: 3.0891, DDP time: 0.0058, Total iter time: 5.1747 [2020-11-09 00:19:39,814][root][INFO] - ===> Epoch[249](6463/26): Loss 0.8238, Sem 0.5622, dir -0.1796, norm 0.4411, swav 0.0000 LR: 3.925e-02 Score 81.714 Data time: 0.1704, Forward time: 2.2752, Backward time: 3.0890, DDP time: 0.0058, Total iter time: 4.5583 [2020-11-09 00:19:45,013][root][INFO] - ===> Epoch[249](6464/26): Loss 0.6786, Sem 0.4560, dir -0.1093, norm 0.3319, swav 0.0000 LR: 3.924e-02 Score 85.301 Data time: 0.2056, Forward time: 2.2752, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 5.1296 [2020-11-09 00:19:50,183][root][INFO] - ===> Epoch[249](6465/26): Loss 0.7782, Sem 0.4139, dir -0.0908, norm 0.4551, swav 0.0000 LR: 3.923e-02 Score 87.089 Data time: 0.1821, Forward time: 2.2752, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 5.0358 [2020-11-09 00:19:55,207][root][INFO] - ===> Epoch[249](6466/26): Loss 0.9275, Sem 0.5690, dir -0.0930, norm 0.4515, swav 0.0000 LR: 3.922e-02 Score 83.934 Data time: 0.2316, Forward time: 2.2752, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 4.9166 [2020-11-09 00:20:00,799][root][INFO] - ===> Epoch[249](6467/26): Loss 0.8903, Sem 0.5947, dir -0.1079, norm 0.4035, swav 0.0000 LR: 3.921e-02 Score 80.330 Data time: 0.1834, Forward time: 2.2752, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 5.4657 [2020-11-09 00:20:06,804][root][INFO] - ===> Epoch[249](6468/26): Loss 0.7840, Sem 0.5476, dir -0.1419, norm 0.3783, swav 0.0000 LR: 3.920e-02 Score 81.558 Data time: 0.2873, Forward time: 2.2753, Backward time: 3.0887, DDP time: 0.0058, Total iter time: 5.8953 [2020-11-09 00:20:11,632][root][INFO] - ===> Epoch[249](6469/26): Loss 0.6338, Sem 0.4279, dir -0.1697, norm 0.3756, swav 0.0000 LR: 3.919e-02 Score 86.835 Data time: 0.2016, Forward time: 2.2752, Backward time: 3.0886, DDP time: 0.0058, Total iter time: 4.6850 [2020-11-09 00:20:18,125][root][INFO] - ===> Epoch[249](6470/26): Loss 0.6951, Sem 0.4395, dir -0.0369, norm 0.2925, swav 0.0000 LR: 3.918e-02 Score 87.066 Data time: 0.2270, Forward time: 2.2753, Backward time: 3.0887, DDP time: 0.0058, Total iter time: 6.3808 [2020-11-09 00:20:23,787][root][INFO] - ===> Epoch[249](6471/26): Loss 0.7481, Sem 0.4682, dir -0.0655, norm 0.3453, swav 0.0000 LR: 3.917e-02 Score 86.863 Data time: 0.2321, Forward time: 2.2753, Backward time: 3.0886, DDP time: 0.0058, Total iter time: 5.5411 [2020-11-09 00:20:29,189][root][INFO] - ===> Epoch[249](6472/26): Loss 0.8439, Sem 0.5619, dir -0.1119, norm 0.3939, swav 0.0000 LR: 3.916e-02 Score 81.348 Data time: 0.1986, Forward time: 2.2753, Backward time: 3.0886, DDP time: 0.0058, Total iter time: 5.2702 [2020-11-09 00:20:34,327][root][INFO] - ===> Epoch[249](6473/26): Loss 0.6681, Sem 0.4777, dir -0.1479, norm 0.3383, swav 0.0000 LR: 3.915e-02 Score 85.168 Data time: 0.1734, Forward time: 2.2752, Backward time: 3.0886, DDP time: 0.0058, Total iter time: 5.0268 [2020-11-09 00:20:40,155][root][INFO] - ===> Epoch[249](6474/26): Loss 0.9060, Sem 0.5444, dir -0.1244, norm 0.4860, swav 0.0000 LR: 3.914e-02 Score 82.761 Data time: 0.2528, Forward time: 2.2752, Backward time: 3.0885, DDP time: 0.0058, Total iter time: 5.7345 [2020-11-09 00:20:45,190][root][INFO] - ===> Epoch[250](6475/26): Loss 0.7434, Sem 0.5019, dir -0.1143, norm 0.3558, swav 0.0000 LR: 3.913e-02 Score 84.786 Data time: 0.2114, Forward time: 2.2752, Backward time: 3.0884, DDP time: 0.0058, Total iter time: 4.9132 [2020-11-09 00:20:50,459][root][INFO] - ===> Epoch[250](6476/26): Loss 0.5586, Sem 0.4226, dir -0.1139, norm 0.2499, swav 0.0000 LR: 3.912e-02 Score 87.350 Data time: 0.1357, Forward time: 2.2751, Backward time: 3.0885, DDP time: 0.0058, Total iter time: 5.1593 [2020-11-09 00:20:56,895][root][INFO] - ===> Epoch[250](6477/26): Loss 0.8995, Sem 0.6025, dir -0.1189, norm 0.4159, swav 0.0000 LR: 3.911e-02 Score 81.551 Data time: 0.1638, Forward time: 2.2750, Backward time: 3.0887, DDP time: 0.0058, Total iter time: 6.3663 [2020-11-09 00:21:02,969][root][INFO] - ===> Epoch[250](6478/26): Loss 0.6977, Sem 0.4891, dir -0.1267, norm 0.3353, swav 0.0000 LR: 3.910e-02 Score 84.206 Data time: 0.1841, Forward time: 2.2750, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 5.9985 [2020-11-09 00:21:08,614][root][INFO] - ===> Epoch[250](6479/26): Loss 0.8114, Sem 0.5464, dir -0.0716, norm 0.3366, swav 0.0000 LR: 3.909e-02 Score 85.054 Data time: 0.2437, Forward time: 2.2750, Backward time: 3.0887, DDP time: 0.0058, Total iter time: 5.5415 [2020-11-09 00:21:15,251][root][INFO] - ===> Epoch[250](6480/26): Loss 0.9249, Sem 0.5623, dir -0.0939, norm 0.4565, swav 0.0000 LR: 3.908e-02 Score 80.659 Data time: 0.1673, Forward time: 2.2750, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 6.5126 [2020-11-09 00:21:20,538][root][INFO] - ===> Epoch[250](6481/26): Loss 0.7843, Sem 0.5618, dir -0.1334, norm 0.3559, swav 0.0000 LR: 3.907e-02 Score 81.996 Data time: 0.1859, Forward time: 2.2749, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 5.1951 [2020-11-09 00:21:25,429][root][INFO] - ===> Epoch[250](6482/26): Loss 0.7026, Sem 0.4139, dir -0.0751, norm 0.3637, swav 0.0000 LR: 3.906e-02 Score 86.655 Data time: 0.2007, Forward time: 2.2749, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 4.7761 [2020-11-09 00:21:31,620][root][INFO] - ===> Epoch[250](6483/26): Loss 0.7627, Sem 0.5267, dir -0.1618, norm 0.3978, swav 0.0000 LR: 3.905e-02 Score 85.119 Data time: 0.2346, Forward time: 2.2748, Backward time: 3.0889, DDP time: 0.0058, Total iter time: 6.1156 [2020-11-09 00:21:36,658][root][INFO] - ===> Epoch[250](6484/26): Loss 0.6014, Sem 0.3742, dir -0.1012, norm 0.3283, swav 0.0000 LR: 3.904e-02 Score 87.616 Data time: 0.2401, Forward time: 2.2749, Backward time: 3.0887, DDP time: 0.0058, Total iter time: 4.9214 [2020-11-09 00:21:41,986][root][INFO] - ===> Epoch[250](6485/26): Loss 0.8751, Sem 0.5846, dir -0.1253, norm 0.4158, swav 0.0000 LR: 3.903e-02 Score 82.303 Data time: 0.1592, Forward time: 2.2748, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 5.2184 [2020-11-09 00:21:47,234][root][INFO] - ===> Epoch[250](6486/26): Loss 0.6305, Sem 0.4597, dir -0.1765, norm 0.3472, swav 0.0000 LR: 3.902e-02 Score 87.322 Data time: 0.2160, Forward time: 2.2747, Backward time: 3.0887, DDP time: 0.0058, Total iter time: 5.1487 [2020-11-09 00:21:54,812][root][INFO] - ===> Epoch[250](6487/26): Loss 0.6644, Sem 0.4729, dir -0.0684, norm 0.2598, swav 0.0000 LR: 3.901e-02 Score 84.766 Data time: 0.3560, Forward time: 2.2750, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 7.4773 [2020-11-09 00:22:00,826][root][INFO] - ===> Epoch[250](6488/26): Loss 0.7637, Sem 0.5345, dir -0.0994, norm 0.3286, swav 0.0000 LR: 3.900e-02 Score 82.040 Data time: 0.2100, Forward time: 2.2750, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 5.8720 [2020-11-09 00:22:05,805][root][INFO] - ===> Epoch[250](6489/26): Loss 0.7183, Sem 0.4604, dir -0.1184, norm 0.3763, swav 0.0000 LR: 3.899e-02 Score 86.388 Data time: 0.1538, Forward time: 2.2749, Backward time: 3.0888, DDP time: 0.0058, Total iter time: 4.8731 [2020-11-09 00:22:10,838][root][INFO] - ===> Epoch[250](6490/26): Loss 0.8549, Sem 0.4988, dir -0.0523, norm 0.4084, swav 0.0000 LR: 3.898e-02 Score 84.657 Data time: 0.2231, Forward time: 2.2749, Backward time: 3.0886, DDP time: 0.0058, Total iter time: 4.9732 [2020-11-09 00:22:15,840][root][INFO] - ===> Epoch[250](6491/26): Loss 0.7587, Sem 0.5122, dir -0.1282, norm 0.3747, swav 0.0000 LR: 3.897e-02 Score 83.033 Data time: 0.2158, Forward time: 2.2749, Backward time: 3.0885, DDP time: 0.0058, Total iter time: 4.8790 [2020-11-09 00:22:21,810][root][INFO] - ===> Epoch[250](6492/26): Loss 0.6911, Sem 0.5660, dir -0.1349, norm 0.2599, swav 0.0000 LR: 3.896e-02 Score 82.537 Data time: 0.3025, Forward time: 2.2750, Backward time: 3.0884, DDP time: 0.0058, Total iter time: 5.8734 [2020-11-09 00:22:27,457][root][INFO] - ===> Epoch[250](6493/26): Loss 0.6831, Sem 0.4720, dir -0.1034, norm 0.3145, swav 0.0000 LR: 3.895e-02 Score 83.854 Data time: 0.2638, Forward time: 2.2751, Backward time: 3.0883, DDP time: 0.0058, Total iter time: 5.4970 [2020-11-09 00:22:34,304][root][INFO] - ===> Epoch[250](6494/26): Loss 0.7534, Sem 0.5177, dir -0.0633, norm 0.2990, swav 0.0000 LR: 3.894e-02 Score 82.196 Data time: 0.3303, Forward time: 2.2753, Backward time: 3.0883, DDP time: 0.0058, Total iter time: 6.7284 [2020-11-09 00:22:40,007][root][INFO] - ===> Epoch[250](6495/26): Loss 0.7051, Sem 0.4944, dir -0.0843, norm 0.2950, swav 0.0000 LR: 3.893e-02 Score 84.313 Data time: 0.1386, Forward time: 2.2752, Backward time: 3.0884, DDP time: 0.0058, Total iter time: 5.5705 [2020-11-09 00:22:45,342][root][INFO] - ===> Epoch[250](6496/26): Loss 0.6866, Sem 0.4007, dir -0.1395, norm 0.4254, swav 0.0000 LR: 3.892e-02 Score 86.830 Data time: 0.2239, Forward time: 2.2752, Backward time: 3.0884, DDP time: 0.0058, Total iter time: 5.2547 [2020-11-09 00:22:51,771][root][INFO] - ===> Epoch[250](6497/26): Loss 0.7642, Sem 0.4736, dir -0.1088, norm 0.3993, swav 0.0000 LR: 3.891e-02 Score 84.118 Data time: 0.3563, Forward time: 2.2753, Backward time: 3.0883, DDP time: 0.0058, Total iter time: 6.3213 [2020-11-09 00:22:57,308][root][INFO] - ===> Epoch[250](6498/26): Loss 0.7734, Sem 0.5021, dir -0.0752, norm 0.3465, swav 0.0000 LR: 3.890e-02 Score 83.155 Data time: 0.2154, Forward time: 2.2753, Backward time: 3.0882, DDP time: 0.0058, Total iter time: 5.3979 [2020-11-09 00:23:02,828][root][INFO] - ===> Epoch[250](6499/26): Loss 0.7104, Sem 0.4942, dir -0.1379, norm 0.3541, swav 0.0000 LR: 3.889e-02 Score 85.444 Data time: 0.2715, Forward time: 2.2754, Backward time: 3.0881, DDP time: 0.0058, Total iter time: 5.4091 [2020-11-09 00:23:07,767][root][INFO] - ===> Epoch[250](6500/26): Loss 0.6166, Sem 0.3101, dir -0.0623, norm 0.3688, swav 0.0000 LR: 3.888e-02 Score 89.943 Data time: 0.2156, Forward time: 2.2754, Backward time: 3.0880, DDP time: 0.0058, Total iter time: 4.8348 [2020-11-09 00:23:08,473][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 00:23:08,719][root][INFO] - ===> Start testing [2020-11-09 00:24:37,551][root][INFO] - 101/312: Data time: 0.0069, Iter time: 0.5527 Loss 0.455 (AVG: 0.765) Score 86.710 (AVG: 78.422) mIOU 45.296 mAP 57.646 mAcc 56.237 IOU: 70.352 95.374 41.536 52.995 76.601 67.550 53.071 16.317 35.701 65.066 0.000 31.776 32.045 46.528 6.443 34.487 65.668 34.234 56.590 23.577 mAP: 72.905 95.636 55.108 74.326 81.389 74.737 60.861 38.841 46.731 62.452 12.240 43.202 47.068 57.359 29.298 72.076 82.917 49.256 69.129 27.396 mAcc: 90.081 99.079 66.530 74.515 83.338 84.334 60.489 18.777 40.032 88.180 0.000 33.921 51.627 53.236 6.966 48.741 76.200 47.258 64.721 36.720 [2020-11-09 00:25:58,195][root][INFO] - 201/312: Data time: 0.0060, Iter time: 0.1726 Loss 0.351 (AVG: 0.745) Score 88.925 (AVG: 79.348) mIOU 46.937 mAP 59.257 mAcc 57.421 IOU: 71.611 94.863 41.227 66.452 78.164 70.894 55.986 16.687 33.475 61.449 0.001 33.688 34.564 51.359 4.982 34.659 66.091 35.755 61.693 25.150 mAP: 74.485 95.766 53.907 75.279 83.007 74.846 64.474 41.076 46.278 60.056 13.841 46.693 47.501 63.811 33.650 72.890 81.147 53.410 72.138 30.887 mAcc: 90.939 98.917 68.392 81.069 84.445 85.428 64.775 18.775 37.284 85.286 0.001 36.135 52.265 57.373 5.373 52.336 73.163 46.733 70.701 39.034 [2020-11-09 00:27:19,853][root][INFO] - 301/312: Data time: 0.0078, Iter time: 0.2716 Loss 1.094 (AVG: 0.771) Score 72.113 (AVG: 78.874) mIOU 46.144 mAP 58.554 mAcc 56.687 IOU: 71.365 94.879 38.980 61.305 78.960 71.793 58.230 16.300 33.070 59.339 0.001 32.281 34.098 46.588 4.066 34.338 63.802 35.742 63.403 24.330 mAP: 74.308 95.796 52.140 68.378 82.913 76.057 64.432 38.461 44.793 59.165 14.669 44.633 48.260 60.400 30.797 77.236 83.389 50.882 74.838 29.533 mAcc: 91.057 98.930 63.713 77.518 84.420 86.371 67.034 18.603 38.009 84.221 0.001 34.178 52.616 51.336 4.474 54.593 71.361 46.026 73.059 36.220 [2020-11-09 00:27:29,867][root][INFO] - 312/312: Data time: 0.0032, Iter time: 0.2735 Loss 0.205 (AVG: 0.783) Score 94.981 (AVG: 78.836) mIOU 46.329 mAP 58.606 mAcc 56.883 IOU: 71.401 94.830 38.632 62.029 79.270 72.380 58.202 16.556 32.179 58.730 0.003 31.625 34.700 47.389 3.908 34.438 64.711 37.105 64.331 24.160 mAP: 74.190 95.657 52.581 67.457 83.124 76.333 63.966 39.063 44.002 59.591 14.982 44.453 48.564 61.487 29.164 77.299 83.901 51.687 75.309 29.308 mAcc: 90.957 98.923 63.565 77.485 84.684 86.828 67.088 18.850 37.146 84.244 0.003 33.481 53.143 52.079 4.314 55.225 72.085 47.472 73.987 36.108 [2020-11-09 00:27:29,869][root][INFO] - Finished test. Elapsed time: 261.1477 [2020-11-09 00:27:43,553][root][INFO] - [2020-11-09 00:27:43,554][root][INFO] - ################################################################ [2020-11-09 00:27:43,554][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 00:27:43,554][root][INFO] - ################################################################ [2020-11-09 00:27:43,554][root][INFO] - cabinet : 0.019 0.071 0.331 [2020-11-09 00:27:43,554][root][INFO] - bed : 0.171 0.489 0.627 [2020-11-09 00:27:43,554][root][INFO] - chair : 0.295 0.496 0.621 [2020-11-09 00:27:43,555][root][INFO] - sofa : 0.270 0.525 0.629 [2020-11-09 00:27:43,555][root][INFO] - table : 0.173 0.379 0.521 [2020-11-09 00:27:43,555][root][INFO] - door : 0.000 0.000 0.027 [2020-11-09 00:27:43,555][root][INFO] - window : 0.005 0.020 0.114 [2020-11-09 00:27:43,555][root][INFO] - bookshelf : 0.039 0.142 0.341 [2020-11-09 00:27:43,555][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-09 00:27:43,555][root][INFO] - counter : 0.001 0.004 0.094 [2020-11-09 00:27:43,555][root][INFO] - desk : 0.001 0.006 0.118 [2020-11-09 00:27:43,555][root][INFO] - curtain : 0.066 0.189 0.275 [2020-11-09 00:27:43,555][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-09 00:27:43,555][root][INFO] - shower curtain : 0.167 0.361 0.411 [2020-11-09 00:27:43,555][root][INFO] - toilet : 0.281 0.627 0.823 [2020-11-09 00:27:43,555][root][INFO] - sink : 0.057 0.170 0.430 [2020-11-09 00:27:43,555][root][INFO] - bathtub : 0.015 0.060 0.280 [2020-11-09 00:27:43,555][root][INFO] - otherfurniture : 0.022 0.062 0.195 [2020-11-09 00:27:43,555][root][INFO] - ---------------------------------------------------------------- [2020-11-09 00:27:43,555][root][INFO] - average : 0.088 0.200 0.324 [2020-11-09 00:27:43,555][root][INFO] - [2020-11-09 00:27:43,829][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 00:27:43,830][root][INFO] - Current best mIoU: 47.770 at iter 6000 [2020-11-09 00:27:47,397][root][INFO] - ===> Epoch[251](6501/26): Loss 0.8642, Sem 0.5163, dir -0.0726, norm 0.4205, swav 0.0000 LR: 3.887e-02 Score 82.808 Data time: 0.1461, Forward time: 2.2753, Backward time: 3.0878, DDP time: 0.0058, Total iter time: 3.5598 [2020-11-09 00:27:54,039][root][INFO] - ===> Epoch[251](6502/26): Loss 0.9005, Sem 0.4927, dir -0.0644, norm 0.4721, swav 0.0000 LR: 3.886e-02 Score 85.582 Data time: 0.2189, Forward time: 2.2753, Backward time: 3.0879, DDP time: 0.0058, Total iter time: 6.5551 [2020-11-09 00:28:00,053][root][INFO] - ===> Epoch[251](6503/26): Loss 0.9690, Sem 0.4931, dir -0.0765, norm 0.5524, swav 0.0000 LR: 3.885e-02 Score 82.540 Data time: 0.2705, Forward time: 2.2754, Backward time: 3.0879, DDP time: 0.0058, Total iter time: 5.9130 [2020-11-09 00:28:05,149][root][INFO] - ===> Epoch[251](6504/26): Loss 0.9197, Sem 0.5506, dir -0.0564, norm 0.4255, swav 0.0000 LR: 3.884e-02 Score 80.973 Data time: 0.2135, Forward time: 2.2754, Backward time: 3.0877, DDP time: 0.0058, Total iter time: 4.9703 [2020-11-09 00:28:10,868][root][INFO] - ===> Epoch[251](6505/26): Loss 0.6597, Sem 0.4943, dir -0.1371, norm 0.3025, swav 0.0000 LR: 3.883e-02 Score 83.377 Data time: 0.1772, Forward time: 2.2754, Backward time: 3.0878, DDP time: 0.0058, Total iter time: 5.6261 [2020-11-09 00:28:16,129][root][INFO] - ===> Epoch[251](6506/26): Loss 0.6415, Sem 0.3944, dir -0.1272, norm 0.3743, swav 0.0000 LR: 3.882e-02 Score 86.204 Data time: 0.1520, Forward time: 2.2753, Backward time: 3.0878, DDP time: 0.0058, Total iter time: 5.1864 [2020-11-09 00:28:21,105][root][INFO] - ===> Epoch[251](6507/26): Loss 0.9977, Sem 0.5613, dir -0.0684, norm 0.5048, swav 0.0000 LR: 3.881e-02 Score 82.230 Data time: 0.1643, Forward time: 2.2753, Backward time: 3.0877, DDP time: 0.0058, Total iter time: 4.9306 [2020-11-09 00:28:26,274][root][INFO] - ===> Epoch[251](6508/26): Loss 0.6640, Sem 0.3478, dir -0.0836, norm 0.3997, swav 0.0000 LR: 3.880e-02 Score 88.670 Data time: 0.1643, Forward time: 2.2752, Backward time: 3.0877, DDP time: 0.0058, Total iter time: 5.0973 [2020-11-09 00:28:33,404][root][INFO] - ===> Epoch[251](6509/26): Loss 0.8484, Sem 0.5558, dir -0.0779, norm 0.3706, swav 0.0000 LR: 3.879e-02 Score 83.732 Data time: 0.1864, Forward time: 2.2751, Backward time: 3.0880, DDP time: 0.0058, Total iter time: 7.0481 [2020-11-09 00:28:40,491][root][INFO] - ===> Epoch[251](6510/26): Loss 0.8127, Sem 0.4925, dir -0.0586, norm 0.3788, swav 0.0000 LR: 3.878e-02 Score 84.586 Data time: 0.2610, Forward time: 2.2752, Backward time: 3.0881, DDP time: 0.0058, Total iter time: 7.0071 [2020-11-09 00:28:47,817][root][INFO] - ===> Epoch[251](6511/26): Loss 0.7307, Sem 0.5630, dir -0.1271, norm 0.2948, swav 0.0000 LR: 3.877e-02 Score 84.070 Data time: 0.2093, Forward time: 2.2752, Backward time: 3.0883, DDP time: 0.0058, Total iter time: 7.2133 [2020-11-09 00:28:53,389][root][INFO] - ===> Epoch[251](6512/26): Loss 0.7319, Sem 0.5104, dir -0.0923, norm 0.3138, swav 0.0000 LR: 3.876e-02 Score 85.757 Data time: 0.2163, Forward time: 2.2752, Backward time: 3.0883, DDP time: 0.0058, Total iter time: 5.4603 [2020-11-09 00:28:58,361][root][INFO] - ===> Epoch[251](6513/26): Loss 0.6204, Sem 0.4156, dir -0.1225, norm 0.3273, swav 0.0000 LR: 3.875e-02 Score 87.125 Data time: 0.2315, Forward time: 2.2752, Backward time: 3.0882, DDP time: 0.0058, Total iter time: 4.8703 [2020-11-09 00:29:03,541][root][INFO] - ===> Epoch[251](6514/26): Loss 0.8008, Sem 0.5244, dir -0.1781, norm 0.4546, swav 0.0000 LR: 3.874e-02 Score 83.782 Data time: 0.2248, Forward time: 2.2753, Backward time: 3.0880, DDP time: 0.0058, Total iter time: 5.0727 [2020-11-09 00:29:09,108][root][INFO] - ===> Epoch[251](6515/26): Loss 0.6912, Sem 0.4855, dir -0.1135, norm 0.3193, swav 0.0000 LR: 3.873e-02 Score 83.508 Data time: 0.1725, Forward time: 2.2752, Backward time: 3.0881, DDP time: 0.0058, Total iter time: 5.4407 [2020-11-09 00:29:15,025][root][INFO] - ===> Epoch[251](6516/26): Loss 0.7524, Sem 0.5286, dir -0.1572, norm 0.3810, swav 0.0000 LR: 3.872e-02 Score 82.014 Data time: 0.2748, Forward time: 2.2753, Backward time: 3.0880, DDP time: 0.0058, Total iter time: 5.8408 [2020-11-09 00:29:19,499][root][INFO] - ===> Epoch[251](6517/26): Loss 0.8857, Sem 0.6337, dir -0.1663, norm 0.4183, swav 0.0000 LR: 3.871e-02 Score 80.207 Data time: 0.1632, Forward time: 2.2752, Backward time: 3.0879, DDP time: 0.0058, Total iter time: 4.3401 [2020-11-09 00:29:24,800][root][INFO] - ===> Epoch[251](6518/26): Loss 0.5986, Sem 0.4273, dir -0.1014, norm 0.2727, swav 0.0000 LR: 3.870e-02 Score 84.272 Data time: 0.1985, Forward time: 2.2752, Backward time: 3.0879, DDP time: 0.0058, Total iter time: 5.2162 [2020-11-09 00:29:30,757][root][INFO] - ===> Epoch[251](6519/26): Loss 0.6464, Sem 0.4836, dir -0.1344, norm 0.2972, swav 0.0000 LR: 3.869e-02 Score 84.870 Data time: 0.2441, Forward time: 2.2752, Backward time: 3.0879, DDP time: 0.0058, Total iter time: 5.8417 [2020-11-09 00:29:36,308][root][INFO] - ===> Epoch[251](6520/26): Loss 0.7752, Sem 0.5188, dir -0.1072, norm 0.3635, swav 0.0000 LR: 3.868e-02 Score 83.026 Data time: 0.2877, Forward time: 2.2753, Backward time: 3.0878, DDP time: 0.0058, Total iter time: 5.4521 [2020-11-09 00:29:41,722][root][INFO] - ===> Epoch[251](6521/26): Loss 0.8313, Sem 0.5329, dir -0.0727, norm 0.3711, swav 0.0000 LR: 3.867e-02 Score 81.405 Data time: 0.2561, Forward time: 2.2753, Backward time: 3.0877, DDP time: 0.0058, Total iter time: 5.2888 [2020-11-09 00:29:46,998][root][INFO] - ===> Epoch[251](6522/26): Loss 0.5978, Sem 0.4188, dir -0.1103, norm 0.2894, swav 0.0000 LR: 3.866e-02 Score 85.740 Data time: 0.2152, Forward time: 2.2753, Backward time: 3.0876, DDP time: 0.0058, Total iter time: 5.1610 [2020-11-09 00:29:53,433][root][INFO] - ===> Epoch[251](6523/26): Loss 0.8050, Sem 0.5535, dir -0.1096, norm 0.3611, swav 0.0000 LR: 3.865e-02 Score 83.121 Data time: 0.2816, Forward time: 2.2754, Backward time: 3.0876, DDP time: 0.0058, Total iter time: 6.3343 [2020-11-09 00:29:58,240][root][INFO] - ===> Epoch[251](6524/26): Loss 0.9045, Sem 0.5959, dir -0.1075, norm 0.4160, swav 0.0000 LR: 3.864e-02 Score 81.170 Data time: 0.2289, Forward time: 2.2754, Backward time: 3.0874, DDP time: 0.0058, Total iter time: 4.6717 [2020-11-09 00:30:03,587][root][INFO] - ===> Epoch[251](6525/26): Loss 0.7229, Sem 0.4947, dir -0.0503, norm 0.2784, swav 0.0000 LR: 3.863e-02 Score 83.326 Data time: 0.2480, Forward time: 2.2755, Backward time: 3.0873, DDP time: 0.0058, Total iter time: 5.2436 [2020-11-09 00:30:08,214][root][INFO] - ===> Epoch[251](6526/26): Loss 0.7858, Sem 0.5489, dir -0.1038, norm 0.3407, swav 0.0000 LR: 3.862e-02 Score 82.608 Data time: 0.2191, Forward time: 2.2755, Backward time: 3.0871, DDP time: 0.0058, Total iter time: 4.5122 [2020-11-09 00:30:14,409][root][INFO] - ===> Epoch[252](6527/26): Loss 0.6752, Sem 0.4721, dir -0.1112, norm 0.3143, swav 0.0000 LR: 3.861e-02 Score 83.854 Data time: 0.2235, Forward time: 2.2755, Backward time: 3.0872, DDP time: 0.0058, Total iter time: 6.0953 [2020-11-09 00:30:21,424][root][INFO] - ===> Epoch[252](6528/26): Loss 0.6343, Sem 0.4113, dir -0.1056, norm 0.3286, swav 0.0000 LR: 3.860e-02 Score 86.417 Data time: 0.1933, Forward time: 2.2755, Backward time: 3.0874, DDP time: 0.0058, Total iter time: 6.8676 [2020-11-09 00:30:26,342][root][INFO] - ===> Epoch[252](6529/26): Loss 0.7830, Sem 0.5047, dir -0.1101, norm 0.3885, swav 0.0000 LR: 3.859e-02 Score 83.274 Data time: 0.1905, Forward time: 2.2755, Backward time: 3.0873, DDP time: 0.0058, Total iter time: 4.7983 [2020-11-09 00:30:31,509][root][INFO] - ===> Epoch[252](6530/26): Loss 0.7294, Sem 0.4115, dir -0.1233, norm 0.4413, swav 0.0000 LR: 3.858e-02 Score 87.016 Data time: 0.2287, Forward time: 2.2755, Backward time: 3.0872, DDP time: 0.0058, Total iter time: 5.0787 [2020-11-09 00:30:35,770][root][INFO] - ===> Epoch[252](6531/26): Loss 0.7242, Sem 0.4326, dir -0.1165, norm 0.4081, swav 0.0000 LR: 3.857e-02 Score 86.164 Data time: 0.2169, Forward time: 2.2755, Backward time: 3.0870, DDP time: 0.0058, Total iter time: 4.1468 [2020-11-09 00:30:41,227][root][INFO] - ===> Epoch[252](6532/26): Loss 1.0071, Sem 0.6124, dir -0.0785, norm 0.4732, swav 0.0000 LR: 3.856e-02 Score 81.164 Data time: 0.2435, Forward time: 2.2755, Backward time: 3.0869, DDP time: 0.0058, Total iter time: 5.3630 [2020-11-09 00:30:48,542][root][INFO] - ===> Epoch[252](6533/26): Loss 0.7249, Sem 0.5382, dir -0.1081, norm 0.2949, swav 0.0000 LR: 3.855e-02 Score 82.160 Data time: 0.2204, Forward time: 2.2755, Backward time: 3.0871, DDP time: 0.0058, Total iter time: 7.1940 [2020-11-09 00:30:53,945][root][INFO] - ===> Epoch[252](6534/26): Loss 0.7423, Sem 0.4882, dir -0.1053, norm 0.3594, swav 0.0000 LR: 3.854e-02 Score 86.122 Data time: 0.2148, Forward time: 2.2755, Backward time: 3.0871, DDP time: 0.0058, Total iter time: 5.2919 [2020-11-09 00:30:59,015][root][INFO] - ===> Epoch[252](6535/26): Loss 0.7138, Sem 0.4115, dir -0.0844, norm 0.3867, swav 0.0000 LR: 3.853e-02 Score 86.687 Data time: 0.2126, Forward time: 2.2755, Backward time: 3.0870, DDP time: 0.0058, Total iter time: 4.9769 [2020-11-09 00:31:05,277][root][INFO] - ===> Epoch[252](6536/26): Loss 0.8132, Sem 0.4221, dir -0.1073, norm 0.4983, swav 0.0000 LR: 3.852e-02 Score 88.111 Data time: 0.2833, Forward time: 2.2756, Backward time: 3.0870, DDP time: 0.0058, Total iter time: 6.1445 [2020-11-09 00:31:12,240][root][INFO] - ===> Epoch[252](6537/26): Loss 0.6866, Sem 0.4615, dir -0.1424, norm 0.3674, swav 0.0000 LR: 3.851e-02 Score 85.535 Data time: 0.1728, Forward time: 2.2755, Backward time: 3.0872, DDP time: 0.0058, Total iter time: 6.8319 [2020-11-09 00:31:17,111][root][INFO] - ===> Epoch[252](6538/26): Loss 0.6465, Sem 0.4165, dir -0.1077, norm 0.3377, swav 0.0000 LR: 3.850e-02 Score 85.003 Data time: 0.2190, Forward time: 2.2755, Backward time: 3.0871, DDP time: 0.0058, Total iter time: 4.7636 [2020-11-09 00:31:24,229][root][INFO] - ===> Epoch[252](6539/26): Loss 0.8237, Sem 0.5619, dir -0.0763, norm 0.3381, swav 0.0000 LR: 3.849e-02 Score 83.272 Data time: 0.3126, Forward time: 2.2757, Backward time: 3.0871, DDP time: 0.0058, Total iter time: 7.0087 [2020-11-09 00:31:30,027][root][INFO] - ===> Epoch[252](6540/26): Loss 0.6816, Sem 0.4753, dir -0.1207, norm 0.3270, swav 0.0000 LR: 3.848e-02 Score 84.940 Data time: 0.1895, Forward time: 2.2756, Backward time: 3.0871, DDP time: 0.0058, Total iter time: 5.6550 [2020-11-09 00:31:34,538][root][INFO] - ===> Epoch[252](6541/26): Loss 0.7796, Sem 0.5535, dir -0.1086, norm 0.3347, swav 0.0000 LR: 3.847e-02 Score 84.446 Data time: 0.1984, Forward time: 2.2756, Backward time: 3.0870, DDP time: 0.0058, Total iter time: 4.3818 [2020-11-09 00:31:39,820][root][INFO] - ===> Epoch[252](6542/26): Loss 0.7667, Sem 0.5073, dir -0.0953, norm 0.3547, swav 0.0000 LR: 3.846e-02 Score 84.399 Data time: 0.2362, Forward time: 2.2756, Backward time: 3.0869, DDP time: 0.0058, Total iter time: 5.1974 [2020-11-09 00:31:44,652][root][INFO] - ===> Epoch[252](6543/26): Loss 0.7219, Sem 0.4708, dir -0.0879, norm 0.3390, swav 0.0000 LR: 3.845e-02 Score 85.569 Data time: 0.2039, Forward time: 2.2756, Backward time: 3.0868, DDP time: 0.0058, Total iter time: 4.6943 [2020-11-09 00:31:50,629][root][INFO] - ===> Epoch[252](6544/26): Loss 0.7374, Sem 0.4902, dir -0.0536, norm 0.3007, swav 0.0000 LR: 3.844e-02 Score 84.583 Data time: 0.1994, Forward time: 2.2756, Backward time: 3.0868, DDP time: 0.0058, Total iter time: 5.8880 [2020-11-09 00:31:55,450][root][INFO] - ===> Epoch[252](6545/26): Loss 0.6760, Sem 0.4067, dir -0.1332, norm 0.4026, swav 0.0000 LR: 3.843e-02 Score 87.973 Data time: 0.2044, Forward time: 2.2756, Backward time: 3.0867, DDP time: 0.0058, Total iter time: 4.7184 [2020-11-09 00:32:01,892][root][INFO] - ===> Epoch[252](6546/26): Loss 0.7702, Sem 0.5169, dir -0.1221, norm 0.3754, swav 0.0000 LR: 3.842e-02 Score 81.795 Data time: 0.2738, Forward time: 2.2757, Backward time: 3.0867, DDP time: 0.0058, Total iter time: 6.3770 [2020-11-09 00:32:08,284][root][INFO] - ===> Epoch[252](6547/26): Loss 0.6859, Sem 0.4526, dir -0.0929, norm 0.3262, swav 0.0000 LR: 3.841e-02 Score 85.748 Data time: 0.2066, Forward time: 2.2757, Backward time: 3.0868, DDP time: 0.0058, Total iter time: 6.2360 [2020-11-09 00:32:14,825][root][INFO] - ===> Epoch[252](6548/26): Loss 0.7576, Sem 0.5098, dir -0.0757, norm 0.3235, swav 0.0000 LR: 3.840e-02 Score 82.947 Data time: 0.2267, Forward time: 2.2757, Backward time: 3.0869, DDP time: 0.0058, Total iter time: 6.4514 [2020-11-09 00:32:20,523][root][INFO] - ===> Epoch[252](6549/26): Loss 0.7107, Sem 0.4522, dir -0.0894, norm 0.3479, swav 0.0000 LR: 3.839e-02 Score 85.132 Data time: 0.1555, Forward time: 2.2756, Backward time: 3.0870, DDP time: 0.0058, Total iter time: 5.5757 [2020-11-09 00:32:26,240][root][INFO] - ===> Epoch[252](6550/26): Loss 0.7801, Sem 0.5138, dir -0.0683, norm 0.3345, swav 0.0000 LR: 3.838e-02 Score 82.952 Data time: 0.2071, Forward time: 2.2756, Backward time: 3.0870, DDP time: 0.0058, Total iter time: 5.6561 [2020-11-09 00:32:31,499][root][INFO] - ===> Epoch[252](6551/26): Loss 0.6630, Sem 0.4558, dir -0.1459, norm 0.3530, swav 0.0000 LR: 3.837e-02 Score 84.436 Data time: 0.2437, Forward time: 2.2757, Backward time: 3.0869, DDP time: 0.0058, Total iter time: 5.1590 [2020-11-09 00:32:35,752][root][INFO] - ===> Epoch[252](6552/26): Loss 0.6941, Sem 0.4589, dir -0.1491, norm 0.3844, swav 0.0000 LR: 3.836e-02 Score 86.017 Data time: 0.2084, Forward time: 2.2756, Backward time: 3.0867, DDP time: 0.0058, Total iter time: 4.1299 [2020-11-09 00:32:41,356][root][INFO] - ===> Epoch[253](6553/26): Loss 0.6245, Sem 0.4173, dir -0.1180, norm 0.3251, swav 0.0000 LR: 3.835e-02 Score 85.673 Data time: 0.1892, Forward time: 2.2756, Backward time: 3.0867, DDP time: 0.0058, Total iter time: 5.5047 [2020-11-09 00:32:46,229][root][INFO] - ===> Epoch[253](6554/26): Loss 0.7160, Sem 0.4959, dir -0.1670, norm 0.3871, swav 0.0000 LR: 3.834e-02 Score 84.567 Data time: 0.1854, Forward time: 2.2756, Backward time: 3.0866, DDP time: 0.0058, Total iter time: 4.7793 [2020-11-09 00:32:52,115][root][INFO] - ===> Epoch[253](6555/26): Loss 0.5920, Sem 0.5090, dir -0.1284, norm 0.2114, swav 0.0000 LR: 3.833e-02 Score 84.770 Data time: 0.2403, Forward time: 2.2756, Backward time: 3.0866, DDP time: 0.0058, Total iter time: 5.7899 [2020-11-09 00:32:58,290][root][INFO] - ===> Epoch[253](6556/26): Loss 0.7501, Sem 0.5577, dir -0.1026, norm 0.2950, swav 0.0000 LR: 3.832e-02 Score 83.883 Data time: 0.1612, Forward time: 2.2755, Backward time: 3.0867, DDP time: 0.0058, Total iter time: 6.0376 [2020-11-09 00:33:03,058][root][INFO] - ===> Epoch[253](6557/26): Loss 0.5873, Sem 0.3904, dir -0.0680, norm 0.2649, swav 0.0000 LR: 3.831e-02 Score 88.272 Data time: 0.2292, Forward time: 2.2756, Backward time: 3.0865, DDP time: 0.0058, Total iter time: 4.6764 [2020-11-09 00:33:09,130][root][INFO] - ===> Epoch[253](6558/26): Loss 0.6964, Sem 0.4953, dir -0.1675, norm 0.3686, swav 0.0000 LR: 3.830e-02 Score 83.472 Data time: 0.2117, Forward time: 2.2756, Backward time: 3.0866, DDP time: 0.0058, Total iter time: 5.9227 [2020-11-09 00:33:13,966][root][INFO] - ===> Epoch[253](6559/26): Loss 0.7076, Sem 0.4159, dir -0.0816, norm 0.3733, swav 0.0000 LR: 3.829e-02 Score 86.125 Data time: 0.1491, Forward time: 2.2755, Backward time: 3.0865, DDP time: 0.0058, Total iter time: 4.7156 [2020-11-09 00:33:20,157][root][INFO] - ===> Epoch[253](6560/26): Loss 0.8835, Sem 0.6281, dir -0.1120, norm 0.3674, swav 0.0000 LR: 3.828e-02 Score 79.098 Data time: 0.1481, Forward time: 2.2754, Backward time: 3.0867, DDP time: 0.0058, Total iter time: 6.1120 [2020-11-09 00:33:25,196][root][INFO] - ===> Epoch[253](6561/26): Loss 0.6827, Sem 0.4113, dir -0.0934, norm 0.3648, swav 0.0000 LR: 3.827e-02 Score 86.804 Data time: 0.2193, Forward time: 2.2754, Backward time: 3.0866, DDP time: 0.0058, Total iter time: 4.9604 [2020-11-09 00:33:30,277][root][INFO] - ===> Epoch[253](6562/26): Loss 0.7805, Sem 0.5626, dir -0.1355, norm 0.3533, swav 0.0000 LR: 3.826e-02 Score 82.956 Data time: 0.2125, Forward time: 2.2754, Backward time: 3.0865, DDP time: 0.0058, Total iter time: 4.9372 [2020-11-09 00:33:36,103][root][INFO] - ===> Epoch[253](6563/26): Loss 0.6940, Sem 0.4713, dir -0.1190, norm 0.3417, swav 0.0000 LR: 3.825e-02 Score 83.095 Data time: 0.2499, Forward time: 2.2754, Backward time: 3.0864, DDP time: 0.0058, Total iter time: 5.7124 [2020-11-09 00:33:41,484][root][INFO] - ===> Epoch[253](6564/26): Loss 0.7285, Sem 0.4770, dir -0.1122, norm 0.3637, swav 0.0000 LR: 3.824e-02 Score 85.664 Data time: 0.2367, Forward time: 2.2755, Backward time: 3.0863, DDP time: 0.0058, Total iter time: 5.2490 [2020-11-09 00:33:46,987][root][INFO] - ===> Epoch[253](6565/26): Loss 0.7315, Sem 0.4302, dir -0.0767, norm 0.3779, swav 0.0000 LR: 3.823e-02 Score 86.197 Data time: 0.2430, Forward time: 2.2755, Backward time: 3.0863, DDP time: 0.0058, Total iter time: 5.3966 [2020-11-09 00:33:53,578][root][INFO] - ===> Epoch[253](6566/26): Loss 0.7917, Sem 0.4728, dir -0.0938, norm 0.4127, swav 0.0000 LR: 3.822e-02 Score 84.602 Data time: 0.2476, Forward time: 2.2755, Backward time: 3.0863, DDP time: 0.0058, Total iter time: 6.4540 [2020-11-09 00:33:57,968][root][INFO] - ===> Epoch[253](6567/26): Loss 0.7710, Sem 0.5033, dir -0.0860, norm 0.3536, swav 0.0000 LR: 3.821e-02 Score 84.625 Data time: 0.2474, Forward time: 2.2755, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 4.2523 [2020-11-09 00:34:02,489][root][INFO] - ===> Epoch[253](6568/26): Loss 0.8588, Sem 0.5206, dir -0.0852, norm 0.4234, swav 0.0000 LR: 3.820e-02 Score 84.339 Data time: 0.2118, Forward time: 2.2755, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 4.4308 [2020-11-09 00:34:08,208][root][INFO] - ===> Epoch[253](6569/26): Loss 0.6390, Sem 0.3580, dir -0.1006, norm 0.3815, swav 0.0000 LR: 3.819e-02 Score 89.276 Data time: 0.2435, Forward time: 2.2756, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.6200 [2020-11-09 00:34:13,864][root][INFO] - ===> Epoch[253](6570/26): Loss 0.8450, Sem 0.5835, dir -0.0757, norm 0.3372, swav 0.0000 LR: 3.818e-02 Score 81.090 Data time: 0.2465, Forward time: 2.2755, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.5387 [2020-11-09 00:34:19,476][root][INFO] - ===> Epoch[253](6571/26): Loss 0.6598, Sem 0.4302, dir -0.1263, norm 0.3559, swav 0.0000 LR: 3.817e-02 Score 86.445 Data time: 0.1860, Forward time: 2.2755, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.5247 [2020-11-09 00:34:24,900][root][INFO] - ===> Epoch[253](6572/26): Loss 0.8197, Sem 0.6068, dir -0.1183, norm 0.3313, swav 0.0000 LR: 3.816e-02 Score 82.691 Data time: 0.1833, Forward time: 2.2755, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.3371 [2020-11-09 00:34:30,838][root][INFO] - ===> Epoch[253](6573/26): Loss 0.6524, Sem 0.4473, dir -0.0818, norm 0.2868, swav 0.0000 LR: 3.815e-02 Score 84.990 Data time: 0.2165, Forward time: 2.2755, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.8320 [2020-11-09 00:34:35,666][root][INFO] - ===> Epoch[253](6574/26): Loss 0.7103, Sem 0.4594, dir -0.0972, norm 0.3481, swav 0.0000 LR: 3.814e-02 Score 83.534 Data time: 0.2478, Forward time: 2.2754, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 4.7081 [2020-11-09 00:34:41,953][root][INFO] - ===> Epoch[253](6575/26): Loss 0.7771, Sem 0.4787, dir -0.1143, norm 0.4127, swav 0.0000 LR: 3.813e-02 Score 86.685 Data time: 0.2355, Forward time: 2.2755, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 6.1920 [2020-11-09 00:34:47,428][root][INFO] - ===> Epoch[253](6576/26): Loss 0.7825, Sem 0.5724, dir -0.1168, norm 0.3269, swav 0.0000 LR: 3.812e-02 Score 78.783 Data time: 0.2129, Forward time: 2.2755, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.3528 [2020-11-09 00:34:53,703][root][INFO] - ===> Epoch[253](6577/26): Loss 0.6554, Sem 0.3658, dir -0.0868, norm 0.3764, swav 0.0000 LR: 3.811e-02 Score 87.831 Data time: 0.1902, Forward time: 2.2754, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 6.1921 [2020-11-09 00:34:58,657][root][INFO] - ===> Epoch[253](6578/26): Loss 0.6516, Sem 0.4359, dir -0.1235, norm 0.3392, swav 0.0000 LR: 3.810e-02 Score 85.376 Data time: 0.1863, Forward time: 2.2754, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 4.8619 [2020-11-09 00:35:05,150][root][INFO] - ===> Epoch[254](6579/26): Loss 0.9101, Sem 0.5157, dir -0.1197, norm 0.5140, swav 0.0000 LR: 3.809e-02 Score 84.944 Data time: 0.2196, Forward time: 2.2754, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 6.4174 [2020-11-09 00:35:11,394][root][INFO] - ===> Epoch[254](6580/26): Loss 0.6490, Sem 0.3734, dir -0.0794, norm 0.3550, swav 0.0000 LR: 3.808e-02 Score 88.742 Data time: 0.1963, Forward time: 2.2753, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 6.1387 [2020-11-09 00:35:17,405][root][INFO] - ===> Epoch[254](6581/26): Loss 0.7801, Sem 0.4791, dir -0.0665, norm 0.3675, swav 0.0000 LR: 3.807e-02 Score 84.283 Data time: 0.1916, Forward time: 2.2753, Backward time: 3.0862, DDP time: 0.0058, Total iter time: 5.9031 [2020-11-09 00:35:22,408][root][INFO] - ===> Epoch[254](6582/26): Loss 0.9909, Sem 0.5711, dir -0.1429, norm 0.5626, swav 0.0000 LR: 3.806e-02 Score 81.435 Data time: 0.2054, Forward time: 2.2753, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 4.9038 [2020-11-09 00:35:27,111][root][INFO] - ===> Epoch[254](6583/26): Loss 0.6598, Sem 0.4216, dir -0.1003, norm 0.3385, swav 0.0000 LR: 3.805e-02 Score 86.335 Data time: 0.2052, Forward time: 2.2752, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 4.5814 [2020-11-09 00:35:32,393][root][INFO] - ===> Epoch[254](6584/26): Loss 0.6986, Sem 0.4401, dir -0.0887, norm 0.3471, swav 0.0000 LR: 3.804e-02 Score 87.094 Data time: 0.1979, Forward time: 2.2752, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.1826 [2020-11-09 00:35:37,908][root][INFO] - ===> Epoch[254](6585/26): Loss 0.7385, Sem 0.4904, dir -0.1363, norm 0.3844, swav 0.0000 LR: 3.803e-02 Score 83.353 Data time: 0.2679, Forward time: 2.2753, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.4139 [2020-11-09 00:35:43,716][root][INFO] - ===> Epoch[254](6586/26): Loss 0.7013, Sem 0.4715, dir -0.1136, norm 0.3433, swav 0.0000 LR: 3.802e-02 Score 85.333 Data time: 0.2004, Forward time: 2.2753, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.6688 [2020-11-09 00:35:48,966][root][INFO] - ===> Epoch[254](6587/26): Loss 0.5678, Sem 0.3901, dir -0.0953, norm 0.2730, swav 0.0000 LR: 3.801e-02 Score 87.179 Data time: 0.2492, Forward time: 2.2753, Backward time: 3.0857, DDP time: 0.0058, Total iter time: 5.1725 [2020-11-09 00:35:54,723][root][INFO] - ===> Epoch[254](6588/26): Loss 0.9054, Sem 0.4932, dir -0.0918, norm 0.5041, swav 0.0000 LR: 3.800e-02 Score 83.859 Data time: 0.1949, Forward time: 2.2753, Backward time: 3.0857, DDP time: 0.0058, Total iter time: 5.6256 [2020-11-09 00:36:00,116][root][INFO] - ===> Epoch[254](6589/26): Loss 0.9245, Sem 0.4992, dir -0.0839, norm 0.5092, swav 0.0000 LR: 3.799e-02 Score 84.828 Data time: 0.2362, Forward time: 2.2753, Backward time: 3.0857, DDP time: 0.0058, Total iter time: 5.3073 [2020-11-09 00:36:06,544][root][INFO] - ===> Epoch[254](6590/26): Loss 0.8402, Sem 0.4587, dir -0.0377, norm 0.4192, swav 0.0000 LR: 3.798e-02 Score 86.155 Data time: 0.2504, Forward time: 2.2753, Backward time: 3.0857, DDP time: 0.0058, Total iter time: 6.3234 [2020-11-09 00:36:13,715][root][INFO] - ===> Epoch[254](6591/26): Loss 0.8190, Sem 0.4370, dir -0.0651, norm 0.4472, swav 0.0000 LR: 3.797e-02 Score 85.554 Data time: 0.1681, Forward time: 2.2753, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 7.0412 [2020-11-09 00:36:20,036][root][INFO] - ===> Epoch[254](6592/26): Loss 0.9987, Sem 0.6406, dir -0.0814, norm 0.4396, swav 0.0000 LR: 3.796e-02 Score 79.930 Data time: 0.2032, Forward time: 2.2753, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 6.2313 [2020-11-09 00:36:25,894][root][INFO] - ===> Epoch[254](6593/26): Loss 0.7516, Sem 0.4877, dir -0.1249, norm 0.3889, swav 0.0000 LR: 3.795e-02 Score 83.475 Data time: 0.2106, Forward time: 2.2752, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 5.7510 [2020-11-09 00:36:32,390][root][INFO] - ===> Epoch[254](6594/26): Loss 0.7917, Sem 0.4312, dir -0.0776, norm 0.4380, swav 0.0000 LR: 3.794e-02 Score 85.400 Data time: 0.2760, Forward time: 2.2753, Backward time: 3.0862, DDP time: 0.0058, Total iter time: 6.4055 [2020-11-09 00:36:38,917][root][INFO] - ===> Epoch[254](6595/26): Loss 0.8807, Sem 0.4537, dir -0.0673, norm 0.4944, swav 0.0000 LR: 3.793e-02 Score 83.978 Data time: 0.3045, Forward time: 2.2755, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 6.4091 [2020-11-09 00:36:45,897][root][INFO] - ===> Epoch[254](6596/26): Loss 0.7298, Sem 0.3754, dir -0.0509, norm 0.4053, swav 0.0000 LR: 3.792e-02 Score 86.810 Data time: 0.1674, Forward time: 2.2754, Backward time: 3.0864, DDP time: 0.0058, Total iter time: 6.8309 [2020-11-09 00:36:50,827][root][INFO] - ===> Epoch[254](6597/26): Loss 1.0982, Sem 0.6402, dir -0.0692, norm 0.5272, swav 0.0000 LR: 3.791e-02 Score 81.645 Data time: 0.2503, Forward time: 2.2754, Backward time: 3.0862, DDP time: 0.0058, Total iter time: 4.8473 [2020-11-09 00:36:57,237][root][INFO] - ===> Epoch[254](6598/26): Loss 0.8337, Sem 0.4632, dir -0.0967, norm 0.4672, swav 0.0000 LR: 3.790e-02 Score 86.153 Data time: 0.2433, Forward time: 2.2755, Backward time: 3.0862, DDP time: 0.0058, Total iter time: 6.3022 [2020-11-09 00:37:02,211][root][INFO] - ===> Epoch[254](6599/26): Loss 0.7058, Sem 0.5117, dir -0.1433, norm 0.3374, swav 0.0000 LR: 3.789e-02 Score 84.850 Data time: 0.2043, Forward time: 2.2755, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 4.8550 [2020-11-09 00:37:07,768][root][INFO] - ===> Epoch[254](6600/26): Loss 0.8272, Sem 0.5020, dir -0.1479, norm 0.4730, swav 0.0000 LR: 3.788e-02 Score 83.742 Data time: 0.1986, Forward time: 2.2754, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 5.4596 [2020-11-09 00:37:12,297][root][INFO] - ===> Epoch[254](6601/26): Loss 0.8877, Sem 0.6273, dir -0.1039, norm 0.3643, swav 0.0000 LR: 3.787e-02 Score 79.568 Data time: 0.1853, Forward time: 2.2754, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 4.4381 [2020-11-09 00:37:19,338][root][INFO] - ===> Epoch[254](6602/26): Loss 0.8009, Sem 0.3673, dir -0.0740, norm 0.5076, swav 0.0000 LR: 3.786e-02 Score 88.300 Data time: 0.1937, Forward time: 2.2753, Backward time: 3.0862, DDP time: 0.0058, Total iter time: 6.9666 [2020-11-09 00:37:24,719][root][INFO] - ===> Epoch[254](6603/26): Loss 0.7526, Sem 0.4027, dir -0.0666, norm 0.4165, swav 0.0000 LR: 3.785e-02 Score 85.872 Data time: 0.2241, Forward time: 2.2754, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 5.2884 [2020-11-09 00:37:29,822][root][INFO] - ===> Epoch[254](6604/26): Loss 0.7038, Sem 0.4060, dir -0.1107, norm 0.4086, swav 0.0000 LR: 3.784e-02 Score 86.192 Data time: 0.1922, Forward time: 2.2753, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 4.9934 [2020-11-09 00:37:35,538][root][INFO] - ===> Epoch[255](6605/26): Loss 0.6458, Sem 0.4029, dir -0.1048, norm 0.3476, swav 0.0000 LR: 3.783e-02 Score 85.903 Data time: 0.2190, Forward time: 2.2754, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 5.6090 [2020-11-09 00:37:40,243][root][INFO] - ===> Epoch[255](6606/26): Loss 0.7752, Sem 0.4134, dir -0.0388, norm 0.4007, swav 0.0000 LR: 3.782e-02 Score 87.396 Data time: 0.1987, Forward time: 2.2753, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 4.5974 [2020-11-09 00:37:45,895][root][INFO] - ===> Epoch[255](6607/26): Loss 0.9013, Sem 0.5628, dir -0.1265, norm 0.4649, swav 0.0000 LR: 3.781e-02 Score 81.120 Data time: 0.2678, Forward time: 2.2753, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.5643 [2020-11-09 00:37:51,815][root][INFO] - ===> Epoch[255](6608/26): Loss 0.7820, Sem 0.4553, dir -0.0744, norm 0.4011, swav 0.0000 LR: 3.780e-02 Score 85.377 Data time: 0.2138, Forward time: 2.2754, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.8084 [2020-11-09 00:37:58,357][root][INFO] - ===> Epoch[255](6609/26): Loss 0.7309, Sem 0.5012, dir -0.0996, norm 0.3293, swav 0.0000 LR: 3.779e-02 Score 84.659 Data time: 0.2421, Forward time: 2.2754, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 6.4444 [2020-11-09 00:38:03,889][root][INFO] - ===> Epoch[255](6610/26): Loss 0.7625, Sem 0.4524, dir -0.1225, norm 0.4326, swav 0.0000 LR: 3.778e-02 Score 83.748 Data time: 0.2055, Forward time: 2.2753, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 5.4269 [2020-11-09 00:38:09,767][root][INFO] - ===> Epoch[255](6611/26): Loss 0.7239, Sem 0.4547, dir -0.1062, norm 0.3753, swav 0.0000 LR: 3.777e-02 Score 85.967 Data time: 0.2646, Forward time: 2.2754, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.7799 [2020-11-09 00:38:16,301][root][INFO] - ===> Epoch[255](6612/26): Loss 0.7368, Sem 0.4954, dir -0.1197, norm 0.3611, swav 0.0000 LR: 3.776e-02 Score 83.158 Data time: 0.3205, Forward time: 2.2756, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 6.3864 [2020-11-09 00:38:22,772][root][INFO] - ===> Epoch[255](6613/26): Loss 0.7648, Sem 0.5576, dir -0.1474, norm 0.3546, swav 0.0000 LR: 3.775e-02 Score 83.483 Data time: 0.2545, Forward time: 2.2756, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 6.3484 [2020-11-09 00:38:28,088][root][INFO] - ===> Epoch[255](6614/26): Loss 0.6370, Sem 0.4229, dir -0.1683, norm 0.3824, swav 0.0000 LR: 3.774e-02 Score 85.501 Data time: 0.2600, Forward time: 2.2757, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.1745 [2020-11-09 00:38:34,322][root][INFO] - ===> Epoch[255](6615/26): Loss 0.6503, Sem 0.3824, dir -0.1313, norm 0.3993, swav 0.0000 LR: 3.773e-02 Score 86.928 Data time: 0.1820, Forward time: 2.2757, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 6.1291 [2020-11-09 00:38:40,396][root][INFO] - ===> Epoch[255](6616/26): Loss 0.7028, Sem 0.4270, dir -0.0988, norm 0.3746, swav 0.0000 LR: 3.772e-02 Score 83.715 Data time: 0.1924, Forward time: 2.2756, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 5.9844 [2020-11-09 00:38:46,820][root][INFO] - ===> Epoch[255](6617/26): Loss 0.7248, Sem 0.4513, dir -0.1080, norm 0.3814, swav 0.0000 LR: 3.771e-02 Score 87.782 Data time: 0.2191, Forward time: 2.2756, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 6.3201 [2020-11-09 00:38:53,622][root][INFO] - ===> Epoch[255](6618/26): Loss 0.8113, Sem 0.5158, dir -0.1372, norm 0.4326, swav 0.0000 LR: 3.770e-02 Score 83.296 Data time: 0.2121, Forward time: 2.2756, Backward time: 3.0863, DDP time: 0.0058, Total iter time: 6.7111 [2020-11-09 00:38:59,029][root][INFO] - ===> Epoch[255](6619/26): Loss 0.8194, Sem 0.4519, dir -0.0959, norm 0.4634, swav 0.0000 LR: 3.769e-02 Score 85.982 Data time: 0.1977, Forward time: 2.2755, Backward time: 3.0863, DDP time: 0.0058, Total iter time: 5.3141 [2020-11-09 00:39:04,705][root][INFO] - ===> Epoch[255](6620/26): Loss 0.7459, Sem 0.5071, dir -0.1060, norm 0.3448, swav 0.0000 LR: 3.768e-02 Score 82.725 Data time: 0.2507, Forward time: 2.2756, Backward time: 3.0862, DDP time: 0.0058, Total iter time: 5.5871 [2020-11-09 00:39:10,253][root][INFO] - ===> Epoch[255](6621/26): Loss 0.8563, Sem 0.6216, dir -0.1211, norm 0.3558, swav 0.0000 LR: 3.767e-02 Score 81.611 Data time: 0.1903, Forward time: 2.2756, Backward time: 3.0862, DDP time: 0.0058, Total iter time: 5.4123 [2020-11-09 00:39:15,737][root][INFO] - ===> Epoch[255](6622/26): Loss 0.6844, Sem 0.3901, dir -0.1321, norm 0.4264, swav 0.0000 LR: 3.766e-02 Score 88.439 Data time: 0.2619, Forward time: 2.2757, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 5.3855 [2020-11-09 00:39:21,420][root][INFO] - ===> Epoch[255](6623/26): Loss 0.7632, Sem 0.4878, dir -0.0927, norm 0.3681, swav 0.0000 LR: 3.765e-02 Score 83.366 Data time: 0.2590, Forward time: 2.2757, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 5.5818 [2020-11-09 00:39:26,339][root][INFO] - ===> Epoch[255](6624/26): Loss 0.6160, Sem 0.3860, dir -0.1298, norm 0.3598, swav 0.0000 LR: 3.764e-02 Score 85.974 Data time: 0.2074, Forward time: 2.2756, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 4.7917 [2020-11-09 00:39:32,114][root][INFO] - ===> Epoch[255](6625/26): Loss 0.7161, Sem 0.4886, dir -0.1194, norm 0.3469, swav 0.0000 LR: 3.763e-02 Score 84.829 Data time: 0.2487, Forward time: 2.2757, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.6756 [2020-11-09 00:39:37,462][root][INFO] - ===> Epoch[255](6626/26): Loss 0.8069, Sem 0.4805, dir -0.0825, norm 0.4089, swav 0.0000 LR: 3.762e-02 Score 83.071 Data time: 0.2058, Forward time: 2.2757, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.2207 [2020-11-09 00:39:44,368][root][INFO] - ===> Epoch[255](6627/26): Loss 0.7569, Sem 0.4259, dir -0.0594, norm 0.3903, swav 0.0000 LR: 3.761e-02 Score 87.783 Data time: 0.2136, Forward time: 2.2756, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 6.8072 [2020-11-09 00:39:49,653][root][INFO] - ===> Epoch[255](6628/26): Loss 0.6824, Sem 0.3840, dir -0.0860, norm 0.3844, swav 0.0000 LR: 3.760e-02 Score 86.973 Data time: 0.2645, Forward time: 2.2757, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.1760 [2020-11-09 00:39:54,436][root][INFO] - ===> Epoch[255](6629/26): Loss 0.7512, Sem 0.4314, dir -0.0632, norm 0.3830, swav 0.0000 LR: 3.759e-02 Score 86.894 Data time: 0.2222, Forward time: 2.2757, Backward time: 3.0857, DDP time: 0.0058, Total iter time: 4.6517 [2020-11-09 00:40:01,966][root][INFO] - ===> Epoch[255](6630/26): Loss 0.5224, Sem 0.3615, dir -0.1248, norm 0.2856, swav 0.0000 LR: 3.758e-02 Score 86.638 Data time: 0.1801, Forward time: 2.2756, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 7.4267 [2020-11-09 00:40:09,278][root][INFO] - ===> Epoch[256](6631/26): Loss 0.7509, Sem 0.4708, dir -0.0701, norm 0.3502, swav 0.0000 LR: 3.757e-02 Score 85.800 Data time: 0.2308, Forward time: 2.2757, Backward time: 3.0863, DDP time: 0.0058, Total iter time: 7.2215 [2020-11-09 00:40:14,746][root][INFO] - ===> Epoch[256](6632/26): Loss 0.8865, Sem 0.4762, dir -0.0634, norm 0.4737, swav 0.0000 LR: 3.756e-02 Score 84.391 Data time: 0.2197, Forward time: 2.2757, Backward time: 3.0862, DDP time: 0.0058, Total iter time: 5.3457 [2020-11-09 00:40:21,028][root][INFO] - ===> Epoch[256](6633/26): Loss 0.7791, Sem 0.4657, dir -0.1189, norm 0.4323, swav 0.0000 LR: 3.755e-02 Score 84.299 Data time: 0.2628, Forward time: 2.2757, Backward time: 3.0862, DDP time: 0.0058, Total iter time: 6.1773 [2020-11-09 00:40:26,419][root][INFO] - ===> Epoch[256](6634/26): Loss 0.7432, Sem 0.4783, dir -0.1377, norm 0.4027, swav 0.0000 LR: 3.754e-02 Score 82.046 Data time: 0.2734, Forward time: 2.2758, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 5.2762 [2020-11-09 00:40:32,035][root][INFO] - ===> Epoch[256](6635/26): Loss 0.6737, Sem 0.4740, dir -0.1273, norm 0.3269, swav 0.0000 LR: 3.753e-02 Score 84.805 Data time: 0.2846, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 5.5137 [2020-11-09 00:40:38,252][root][INFO] - ===> Epoch[256](6636/26): Loss 0.7403, Sem 0.4364, dir -0.0892, norm 0.3931, swav 0.0000 LR: 3.752e-02 Score 86.454 Data time: 0.3167, Forward time: 2.2760, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 6.1028 [2020-11-09 00:40:45,067][root][INFO] - ===> Epoch[256](6637/26): Loss 0.8456, Sem 0.5454, dir -0.0916, norm 0.3918, swav 0.0000 LR: 3.751e-02 Score 82.864 Data time: 0.1843, Forward time: 2.2760, Backward time: 3.0861, DDP time: 0.0058, Total iter time: 6.6836 [2020-11-09 00:40:50,343][root][INFO] - ===> Epoch[256](6638/26): Loss 0.7599, Sem 0.4960, dir -0.0808, norm 0.3446, swav 0.0000 LR: 3.750e-02 Score 83.128 Data time: 0.2610, Forward time: 2.2761, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.1915 [2020-11-09 00:40:55,468][root][INFO] - ===> Epoch[256](6639/26): Loss 0.8970, Sem 0.5446, dir -0.0808, norm 0.4331, swav 0.0000 LR: 3.749e-02 Score 82.989 Data time: 0.2144, Forward time: 2.2761, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.0102 [2020-11-09 00:41:01,210][root][INFO] - ===> Epoch[256](6640/26): Loss 0.6547, Sem 0.4237, dir -0.1322, norm 0.3632, swav 0.0000 LR: 3.748e-02 Score 87.751 Data time: 0.1703, Forward time: 2.2760, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.6525 [2020-11-09 00:41:06,410][root][INFO] - ===> Epoch[256](6641/26): Loss 0.8611, Sem 0.4984, dir -0.1305, norm 0.4931, swav 0.0000 LR: 3.747e-02 Score 84.046 Data time: 0.2242, Forward time: 2.2760, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.1604 [2020-11-09 00:41:12,280][root][INFO] - ===> Epoch[256](6642/26): Loss 0.6970, Sem 0.4220, dir -0.1436, norm 0.4187, swav 0.0000 LR: 3.746e-02 Score 85.601 Data time: 0.2126, Forward time: 2.2760, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.7525 [2020-11-09 00:41:17,105][root][INFO] - ===> Epoch[256](6643/26): Loss 0.6675, Sem 0.4383, dir -0.1441, norm 0.3733, swav 0.0000 LR: 3.745e-02 Score 85.120 Data time: 0.1728, Forward time: 2.2760, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 4.7359 [2020-11-09 00:41:22,041][root][INFO] - ===> Epoch[256](6644/26): Loss 0.8943, Sem 0.5327, dir -0.1034, norm 0.4651, swav 0.0000 LR: 3.744e-02 Score 82.244 Data time: 0.1920, Forward time: 2.2759, Backward time: 3.0857, DDP time: 0.0058, Total iter time: 4.8526 [2020-11-09 00:41:28,941][root][INFO] - ===> Epoch[256](6645/26): Loss 0.7441, Sem 0.4693, dir -0.0987, norm 0.3735, swav 0.0000 LR: 3.743e-02 Score 86.507 Data time: 0.2225, Forward time: 2.2759, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 6.8046 [2020-11-09 00:41:35,064][root][INFO] - ===> Epoch[256](6646/26): Loss 0.7616, Sem 0.4532, dir -0.0936, norm 0.4020, swav 0.0000 LR: 3.742e-02 Score 85.954 Data time: 0.2269, Forward time: 2.2759, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.9874 [2020-11-09 00:41:41,196][root][INFO] - ===> Epoch[256](6647/26): Loss 0.7100, Sem 0.4136, dir -0.0705, norm 0.3668, swav 0.0000 LR: 3.741e-02 Score 87.157 Data time: 0.1975, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 6.0248 [2020-11-09 00:41:46,259][root][INFO] - ===> Epoch[256](6648/26): Loss 0.6600, Sem 0.4612, dir -0.1428, norm 0.3416, swav 0.0000 LR: 3.740e-02 Score 86.102 Data time: 0.2191, Forward time: 2.2759, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 4.9578 [2020-11-09 00:41:52,713][root][INFO] - ===> Epoch[256](6649/26): Loss 0.7585, Sem 0.4968, dir -0.1191, norm 0.3807, swav 0.0000 LR: 3.739e-02 Score 84.268 Data time: 0.3114, Forward time: 2.2760, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 6.3381 [2020-11-09 00:41:58,484][root][INFO] - ===> Epoch[256](6650/26): Loss 0.6397, Sem 0.4139, dir -0.1100, norm 0.3359, swav 0.0000 LR: 3.738e-02 Score 85.799 Data time: 0.2666, Forward time: 2.2761, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.6573 [2020-11-09 00:42:04,429][root][INFO] - ===> Epoch[256](6651/26): Loss 0.5977, Sem 0.4368, dir -0.0977, norm 0.2587, swav 0.0000 LR: 3.737e-02 Score 86.367 Data time: 0.2408, Forward time: 2.2761, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.8317 [2020-11-09 00:42:09,665][root][INFO] - ===> Epoch[256](6652/26): Loss 0.7941, Sem 0.5903, dir -0.1663, norm 0.3701, swav 0.0000 LR: 3.736e-02 Score 81.594 Data time: 0.1813, Forward time: 2.2761, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.1319 [2020-11-09 00:42:16,349][root][INFO] - ===> Epoch[256](6653/26): Loss 0.7702, Sem 0.5116, dir -0.1118, norm 0.3704, swav 0.0000 LR: 3.735e-02 Score 82.403 Data time: 0.2819, Forward time: 2.2762, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 6.6019 [2020-11-09 00:42:22,473][root][INFO] - ===> Epoch[256](6654/26): Loss 0.6749, Sem 0.4662, dir -0.1152, norm 0.3239, swav 0.0000 LR: 3.734e-02 Score 86.161 Data time: 0.1979, Forward time: 2.2761, Backward time: 3.0859, DDP time: 0.0058, Total iter time: 5.9948 [2020-11-09 00:42:27,847][root][INFO] - ===> Epoch[256](6655/26): Loss 0.7866, Sem 0.5427, dir -0.1946, norm 0.4385, swav 0.0000 LR: 3.733e-02 Score 83.584 Data time: 0.1982, Forward time: 2.2761, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 5.2879 [2020-11-09 00:42:32,408][root][INFO] - ===> Epoch[256](6656/26): Loss 0.6822, Sem 0.4503, dir -0.1470, norm 0.3789, swav 0.0000 LR: 3.732e-02 Score 86.043 Data time: 0.1700, Forward time: 2.2761, Backward time: 3.0857, DDP time: 0.0058, Total iter time: 4.4550 [2020-11-09 00:42:39,296][root][INFO] - ===> Epoch[257](6657/26): Loss 0.6387, Sem 0.4479, dir -0.0769, norm 0.2677, swav 0.0000 LR: 3.731e-02 Score 84.752 Data time: 0.1546, Forward time: 2.2760, Backward time: 3.0860, DDP time: 0.0058, Total iter time: 6.7842 [2020-11-09 00:42:43,730][root][INFO] - ===> Epoch[257](6658/26): Loss 0.6865, Sem 0.4289, dir -0.0769, norm 0.3344, swav 0.0000 LR: 3.730e-02 Score 84.976 Data time: 0.2168, Forward time: 2.2760, Backward time: 3.0858, DDP time: 0.0058, Total iter time: 4.3617 [2020-11-09 00:42:48,029][root][INFO] - ===> Epoch[257](6659/26): Loss 0.6779, Sem 0.4808, dir -0.1141, norm 0.3111, swav 0.0000 LR: 3.729e-02 Score 84.081 Data time: 0.2371, Forward time: 2.2759, Backward time: 3.0856, DDP time: 0.0058, Total iter time: 4.1782 [2020-11-09 00:42:52,889][root][INFO] - ===> Epoch[257](6660/26): Loss 0.7124, Sem 0.4806, dir -0.1025, norm 0.3343, swav 0.0000 LR: 3.728e-02 Score 84.578 Data time: 0.2169, Forward time: 2.2759, Backward time: 3.0855, DDP time: 0.0058, Total iter time: 4.7588 [2020-11-09 00:42:58,558][root][INFO] - ===> Epoch[257](6661/26): Loss 0.9134, Sem 0.5418, dir -0.0866, norm 0.4582, swav 0.0000 LR: 3.727e-02 Score 84.003 Data time: 0.2734, Forward time: 2.2760, Backward time: 3.0854, DDP time: 0.0058, Total iter time: 5.5502 [2020-11-09 00:43:04,187][root][INFO] - ===> Epoch[257](6662/26): Loss 0.7469, Sem 0.4647, dir -0.1107, norm 0.3929, swav 0.0000 LR: 3.726e-02 Score 85.712 Data time: 0.2528, Forward time: 2.2761, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.4816 [2020-11-09 00:43:09,906][root][INFO] - ===> Epoch[257](6663/26): Loss 0.7482, Sem 0.4478, dir -0.1089, norm 0.4093, swav 0.0000 LR: 3.725e-02 Score 85.885 Data time: 0.2573, Forward time: 2.2762, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.5918 [2020-11-09 00:43:15,042][root][INFO] - ===> Epoch[257](6664/26): Loss 0.6266, Sem 0.4116, dir -0.1373, norm 0.3523, swav 0.0000 LR: 3.724e-02 Score 85.945 Data time: 0.1794, Forward time: 2.2761, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 4.9952 [2020-11-09 00:43:20,530][root][INFO] - ===> Epoch[257](6665/26): Loss 0.7883, Sem 0.4870, dir -0.0889, norm 0.3901, swav 0.0000 LR: 3.723e-02 Score 83.521 Data time: 0.2052, Forward time: 2.2761, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.3780 [2020-11-09 00:43:25,420][root][INFO] - ===> Epoch[257](6666/26): Loss 0.7553, Sem 0.4897, dir -0.1309, norm 0.3965, swav 0.0000 LR: 3.722e-02 Score 84.228 Data time: 0.1740, Forward time: 2.2760, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 4.7923 [2020-11-09 00:43:30,827][root][INFO] - ===> Epoch[257](6667/26): Loss 0.6903, Sem 0.4201, dir -0.1124, norm 0.3826, swav 0.0000 LR: 3.721e-02 Score 84.556 Data time: 0.1996, Forward time: 2.2760, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.2952 [2020-11-09 00:43:36,146][root][INFO] - ===> Epoch[257](6668/26): Loss 0.6208, Sem 0.3764, dir -0.0820, norm 0.3264, swav 0.0000 LR: 3.720e-02 Score 89.360 Data time: 0.2279, Forward time: 2.2760, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.2134 [2020-11-09 00:43:42,460][root][INFO] - ===> Epoch[257](6669/26): Loss 0.6414, Sem 0.4126, dir -0.1433, norm 0.3721, swav 0.0000 LR: 3.719e-02 Score 87.387 Data time: 0.3173, Forward time: 2.2761, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 6.2037 [2020-11-09 00:43:48,214][root][INFO] - ===> Epoch[257](6670/26): Loss 0.5798, Sem 0.4679, dir -0.1543, norm 0.2661, swav 0.0000 LR: 3.718e-02 Score 84.051 Data time: 0.2536, Forward time: 2.2762, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 5.6240 [2020-11-09 00:43:54,008][root][INFO] - ===> Epoch[257](6671/26): Loss 0.6835, Sem 0.4230, dir -0.1394, norm 0.3998, swav 0.0000 LR: 3.717e-02 Score 86.999 Data time: 0.2031, Forward time: 2.2762, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 5.6788 [2020-11-09 00:43:59,390][root][INFO] - ===> Epoch[257](6672/26): Loss 0.7578, Sem 0.4550, dir -0.1154, norm 0.4181, swav 0.0000 LR: 3.716e-02 Score 85.203 Data time: 0.1684, Forward time: 2.2761, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 5.2731 [2020-11-09 00:44:04,658][root][INFO] - ===> Epoch[257](6673/26): Loss 0.7150, Sem 0.4629, dir -0.1049, norm 0.3569, swav 0.0000 LR: 3.715e-02 Score 85.131 Data time: 0.2526, Forward time: 2.2762, Backward time: 3.0848, DDP time: 0.0058, Total iter time: 5.1851 [2020-11-09 00:44:10,142][root][INFO] - ===> Epoch[257](6674/26): Loss 0.5505, Sem 0.3650, dir -0.1425, norm 0.3280, swav 0.0000 LR: 3.714e-02 Score 87.878 Data time: 0.2164, Forward time: 2.2762, Backward time: 3.0847, DDP time: 0.0058, Total iter time: 5.3585 [2020-11-09 00:44:15,872][root][INFO] - ===> Epoch[257](6675/26): Loss 0.5996, Sem 0.3860, dir -0.0921, norm 0.3056, swav 0.0000 LR: 3.713e-02 Score 87.548 Data time: 0.2055, Forward time: 2.2762, Backward time: 3.0847, DDP time: 0.0058, Total iter time: 5.6210 [2020-11-09 00:44:22,578][root][INFO] - ===> Epoch[257](6676/26): Loss 0.6185, Sem 0.4152, dir -0.1433, norm 0.3465, swav 0.0000 LR: 3.712e-02 Score 85.289 Data time: 0.2071, Forward time: 2.2761, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 6.6169 [2020-11-09 00:44:28,508][root][INFO] - ===> Epoch[257](6677/26): Loss 0.7340, Sem 0.4751, dir -0.1140, norm 0.3730, swav 0.0000 LR: 3.711e-02 Score 85.012 Data time: 0.2137, Forward time: 2.2762, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 5.8056 [2020-11-09 00:44:32,583][root][INFO] - ===> Epoch[257](6678/26): Loss 0.5498, Sem 0.3412, dir -0.1232, norm 0.3319, swav 0.0000 LR: 3.710e-02 Score 88.821 Data time: 0.1774, Forward time: 2.2761, Backward time: 3.0847, DDP time: 0.0058, Total iter time: 3.9517 [2020-11-09 00:44:38,476][root][INFO] - ===> Epoch[257](6679/26): Loss 0.7698, Sem 0.4880, dir -0.1281, norm 0.4099, swav 0.0000 LR: 3.709e-02 Score 84.139 Data time: 0.2044, Forward time: 2.2761, Backward time: 3.0847, DDP time: 0.0058, Total iter time: 5.7941 [2020-11-09 00:44:45,275][root][INFO] - ===> Epoch[257](6680/26): Loss 0.6527, Sem 0.4405, dir -0.0819, norm 0.2941, swav 0.0000 LR: 3.708e-02 Score 84.501 Data time: 0.2544, Forward time: 2.2761, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 6.6859 [2020-11-09 00:44:50,839][root][INFO] - ===> Epoch[257](6681/26): Loss 0.6950, Sem 0.5050, dir -0.1697, norm 0.3597, swav 0.0000 LR: 3.707e-02 Score 82.780 Data time: 0.2193, Forward time: 2.2761, Backward time: 3.0848, DDP time: 0.0058, Total iter time: 5.4321 [2020-11-09 00:44:55,971][root][INFO] - ===> Epoch[257](6682/26): Loss 0.7835, Sem 0.4751, dir -0.1197, norm 0.4280, swav 0.0000 LR: 3.706e-02 Score 85.745 Data time: 0.1690, Forward time: 2.2761, Backward time: 3.0848, DDP time: 0.0058, Total iter time: 5.0348 [2020-11-09 00:45:01,617][root][INFO] - ===> Epoch[258](6683/26): Loss 0.6082, Sem 0.3547, dir -0.1059, norm 0.3594, swav 0.0000 LR: 3.705e-02 Score 89.257 Data time: 0.2020, Forward time: 2.2760, Backward time: 3.0848, DDP time: 0.0058, Total iter time: 5.5544 [2020-11-09 00:45:08,023][root][INFO] - ===> Epoch[258](6684/26): Loss 0.7440, Sem 0.5275, dir -0.1253, norm 0.3418, swav 0.0000 LR: 3.704e-02 Score 83.323 Data time: 0.2417, Forward time: 2.2761, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 6.2810 [2020-11-09 00:45:14,372][root][INFO] - ===> Epoch[258](6685/26): Loss 0.7828, Sem 0.5264, dir -0.1480, norm 0.4045, swav 0.0000 LR: 3.703e-02 Score 82.634 Data time: 0.2148, Forward time: 2.2760, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 6.2259 [2020-11-09 00:45:20,706][root][INFO] - ===> Epoch[258](6686/26): Loss 0.6778, Sem 0.5065, dir -0.1708, norm 0.3422, swav 0.0000 LR: 3.702e-02 Score 83.517 Data time: 0.2044, Forward time: 2.2760, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 6.2544 [2020-11-09 00:45:27,058][root][INFO] - ===> Epoch[258](6687/26): Loss 0.6995, Sem 0.4187, dir -0.1042, norm 0.3851, swav 0.0000 LR: 3.701e-02 Score 87.134 Data time: 0.3088, Forward time: 2.2761, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 6.2320 [2020-11-09 00:45:33,459][root][INFO] - ===> Epoch[258](6688/26): Loss 0.8422, Sem 0.5544, dir -0.1336, norm 0.4214, swav 0.0000 LR: 3.700e-02 Score 84.571 Data time: 0.1596, Forward time: 2.2760, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 6.2721 [2020-11-09 00:45:39,711][root][INFO] - ===> Epoch[258](6689/26): Loss 0.5934, Sem 0.3858, dir -0.0958, norm 0.3034, swav 0.0000 LR: 3.699e-02 Score 87.412 Data time: 0.1731, Forward time: 2.2759, Backward time: 3.0854, DDP time: 0.0058, Total iter time: 6.1510 [2020-11-09 00:45:46,183][root][INFO] - ===> Epoch[258](6690/26): Loss 0.7757, Sem 0.5361, dir -0.1109, norm 0.3505, swav 0.0000 LR: 3.698e-02 Score 84.330 Data time: 0.1717, Forward time: 2.2759, Backward time: 3.0856, DDP time: 0.0058, Total iter time: 6.3898 [2020-11-09 00:45:51,864][root][INFO] - ===> Epoch[258](6691/26): Loss 0.7473, Sem 0.4328, dir -0.0467, norm 0.3612, swav 0.0000 LR: 3.697e-02 Score 86.296 Data time: 0.1730, Forward time: 2.2758, Backward time: 3.0856, DDP time: 0.0058, Total iter time: 5.5712 [2020-11-09 00:45:57,971][root][INFO] - ===> Epoch[258](6692/26): Loss 0.7493, Sem 0.4112, dir -0.0571, norm 0.3952, swav 0.0000 LR: 3.696e-02 Score 87.834 Data time: 0.2331, Forward time: 2.2758, Backward time: 3.0857, DDP time: 0.0058, Total iter time: 6.0423 [2020-11-09 00:46:03,006][root][INFO] - ===> Epoch[258](6693/26): Loss 0.6900, Sem 0.4347, dir -0.1052, norm 0.3605, swav 0.0000 LR: 3.695e-02 Score 84.733 Data time: 0.2293, Forward time: 2.2758, Backward time: 3.0855, DDP time: 0.0058, Total iter time: 4.9330 [2020-11-09 00:46:09,109][root][INFO] - ===> Epoch[258](6694/26): Loss 0.6122, Sem 0.4130, dir -0.1527, norm 0.3518, swav 0.0000 LR: 3.694e-02 Score 85.707 Data time: 0.3247, Forward time: 2.2759, Backward time: 3.0855, DDP time: 0.0058, Total iter time: 5.9868 [2020-11-09 00:46:15,684][root][INFO] - ===> Epoch[258](6695/26): Loss 0.7444, Sem 0.4620, dir -0.1369, norm 0.4193, swav 0.0000 LR: 3.693e-02 Score 85.663 Data time: 0.3674, Forward time: 2.2760, Backward time: 3.0855, DDP time: 0.0058, Total iter time: 6.4491 [2020-11-09 00:46:21,568][root][INFO] - ===> Epoch[258](6696/26): Loss 0.6991, Sem 0.3872, dir -0.1077, norm 0.4197, swav 0.0000 LR: 3.692e-02 Score 86.624 Data time: 0.2379, Forward time: 2.2761, Backward time: 3.0854, DDP time: 0.0058, Total iter time: 5.7525 [2020-11-09 00:46:26,976][root][INFO] - ===> Epoch[258](6697/26): Loss 0.6927, Sem 0.4143, dir -0.0712, norm 0.3496, swav 0.0000 LR: 3.691e-02 Score 86.541 Data time: 0.2567, Forward time: 2.2762, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.3100 [2020-11-09 00:46:32,477][root][INFO] - ===> Epoch[258](6698/26): Loss 0.6384, Sem 0.4125, dir -0.1501, norm 0.3760, swav 0.0000 LR: 3.690e-02 Score 85.772 Data time: 0.1819, Forward time: 2.2761, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.3855 [2020-11-09 00:46:37,994][root][INFO] - ===> Epoch[258](6699/26): Loss 0.7054, Sem 0.4766, dir -0.1672, norm 0.3959, swav 0.0000 LR: 3.689e-02 Score 86.506 Data time: 0.2243, Forward time: 2.2761, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.4106 [2020-11-09 00:46:43,384][root][INFO] - ===> Epoch[258](6700/26): Loss 0.6300, Sem 0.3868, dir -0.1142, norm 0.3574, swav 0.0000 LR: 3.688e-02 Score 87.456 Data time: 0.1320, Forward time: 2.2760, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.2931 [2020-11-09 00:46:49,300][root][INFO] - ===> Epoch[258](6701/26): Loss 0.7683, Sem 0.5061, dir -0.1219, norm 0.3841, swav 0.0000 LR: 3.687e-02 Score 83.394 Data time: 0.2003, Forward time: 2.2760, Backward time: 3.0854, DDP time: 0.0058, Total iter time: 5.8415 [2020-11-09 00:46:55,453][root][INFO] - ===> Epoch[258](6702/26): Loss 0.8148, Sem 0.4206, dir -0.1056, norm 0.4997, swav 0.0000 LR: 3.686e-02 Score 86.967 Data time: 0.1798, Forward time: 2.2760, Backward time: 3.0855, DDP time: 0.0058, Total iter time: 6.0534 [2020-11-09 00:47:00,589][root][INFO] - ===> Epoch[258](6703/26): Loss 0.7631, Sem 0.4580, dir -0.1016, norm 0.4066, swav 0.0000 LR: 3.685e-02 Score 84.006 Data time: 0.2016, Forward time: 2.2759, Backward time: 3.0854, DDP time: 0.0058, Total iter time: 5.0390 [2020-11-09 00:47:05,661][root][INFO] - ===> Epoch[258](6704/26): Loss 0.7130, Sem 0.5090, dir -0.1796, norm 0.3836, swav 0.0000 LR: 3.684e-02 Score 83.706 Data time: 0.2429, Forward time: 2.2759, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 4.9916 [2020-11-09 00:47:11,475][root][INFO] - ===> Epoch[258](6705/26): Loss 0.8480, Sem 0.6204, dir -0.1473, norm 0.3748, swav 0.0000 LR: 3.683e-02 Score 81.163 Data time: 0.1982, Forward time: 2.2759, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.6884 [2020-11-09 00:47:16,992][root][INFO] - ===> Epoch[258](6706/26): Loss 0.7122, Sem 0.4426, dir -0.1140, norm 0.3836, swav 0.0000 LR: 3.682e-02 Score 84.760 Data time: 0.2629, Forward time: 2.2760, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.4497 [2020-11-09 00:47:24,163][root][INFO] - ===> Epoch[258](6707/26): Loss 0.6521, Sem 0.4170, dir -0.1774, norm 0.4125, swav 0.0000 LR: 3.681e-02 Score 86.998 Data time: 0.2213, Forward time: 2.2760, Backward time: 3.0854, DDP time: 0.0058, Total iter time: 7.0508 [2020-11-09 00:47:29,342][root][INFO] - ===> Epoch[258](6708/26): Loss 0.7861, Sem 0.5668, dir -0.1334, norm 0.3526, swav 0.0000 LR: 3.680e-02 Score 81.522 Data time: 0.2347, Forward time: 2.2760, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.0775 [2020-11-09 00:47:34,538][root][INFO] - ===> Epoch[259](6709/26): Loss 0.7010, Sem 0.4711, dir -0.0690, norm 0.2989, swav 0.0000 LR: 3.679e-02 Score 86.254 Data time: 0.2194, Forward time: 2.2760, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.0526 [2020-11-09 00:47:40,687][root][INFO] - ===> Epoch[259](6710/26): Loss 0.6801, Sem 0.4675, dir -0.1522, norm 0.3649, swav 0.0000 LR: 3.678e-02 Score 86.323 Data time: 0.2064, Forward time: 2.2760, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 6.0409 [2020-11-09 00:47:47,387][root][INFO] - ===> Epoch[259](6711/26): Loss 0.7024, Sem 0.4458, dir -0.1002, norm 0.3568, swav 0.0000 LR: 3.677e-02 Score 85.654 Data time: 0.3016, Forward time: 2.2762, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 6.6078 [2020-11-09 00:47:53,646][root][INFO] - ===> Epoch[259](6712/26): Loss 0.7007, Sem 0.4908, dir -0.0940, norm 0.3039, swav 0.0000 LR: 3.676e-02 Score 83.092 Data time: 0.1628, Forward time: 2.2761, Backward time: 3.0854, DDP time: 0.0058, Total iter time: 6.1346 [2020-11-09 00:47:59,740][root][INFO] - ===> Epoch[259](6713/26): Loss 0.6616, Sem 0.4322, dir -0.0863, norm 0.3157, swav 0.0000 LR: 3.675e-02 Score 86.827 Data time: 0.2776, Forward time: 2.2762, Backward time: 3.0854, DDP time: 0.0058, Total iter time: 5.9843 [2020-11-09 00:48:05,477][root][INFO] - ===> Epoch[259](6714/26): Loss 0.6392, Sem 0.4468, dir -0.1285, norm 0.3208, swav 0.0000 LR: 3.674e-02 Score 83.622 Data time: 0.2718, Forward time: 2.2763, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.6313 [2020-11-09 00:48:11,134][root][INFO] - ===> Epoch[259](6715/26): Loss 0.7440, Sem 0.4827, dir -0.0878, norm 0.3490, swav 0.0000 LR: 3.672e-02 Score 84.064 Data time: 0.2024, Forward time: 2.2763, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.5489 [2020-11-09 00:48:17,044][root][INFO] - ===> Epoch[259](6716/26): Loss 0.6648, Sem 0.3812, dir -0.0499, norm 0.3334, swav 0.0000 LR: 3.671e-02 Score 88.059 Data time: 0.1565, Forward time: 2.2762, Backward time: 3.0854, DDP time: 0.0058, Total iter time: 5.8080 [2020-11-09 00:48:22,086][root][INFO] - ===> Epoch[259](6717/26): Loss 0.5880, Sem 0.3912, dir -0.1406, norm 0.3374, swav 0.0000 LR: 3.670e-02 Score 88.004 Data time: 0.2377, Forward time: 2.2762, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 4.9812 [2020-11-09 00:48:27,624][root][INFO] - ===> Epoch[259](6718/26): Loss 0.6743, Sem 0.4633, dir -0.1299, norm 0.3409, swav 0.0000 LR: 3.669e-02 Score 86.001 Data time: 0.2701, Forward time: 2.2763, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.4299 [2020-11-09 00:48:33,352][root][INFO] - ===> Epoch[259](6719/26): Loss 0.8394, Sem 0.5719, dir -0.0652, norm 0.3328, swav 0.0000 LR: 3.668e-02 Score 81.318 Data time: 0.1545, Forward time: 2.2762, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.6098 [2020-11-09 00:48:39,057][root][INFO] - ===> Epoch[259](6720/26): Loss 0.6682, Sem 0.4263, dir -0.1396, norm 0.3815, swav 0.0000 LR: 3.667e-02 Score 84.813 Data time: 0.2392, Forward time: 2.2763, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.6185 [2020-11-09 00:48:44,475][root][INFO] - ===> Epoch[259](6721/26): Loss 0.7835, Sem 0.4820, dir -0.0867, norm 0.3881, swav 0.0000 LR: 3.666e-02 Score 85.511 Data time: 0.1903, Forward time: 2.2763, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.2905 [2020-11-09 00:48:49,379][root][INFO] - ===> Epoch[259](6722/26): Loss 0.7446, Sem 0.4488, dir -0.1143, norm 0.4101, swav 0.0000 LR: 3.665e-02 Score 85.708 Data time: 0.1952, Forward time: 2.2762, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 4.7934 [2020-11-09 00:48:55,225][root][INFO] - ===> Epoch[259](6723/26): Loss 0.4716, Sem 0.3121, dir -0.1792, norm 0.3387, swav 0.0000 LR: 3.664e-02 Score 89.476 Data time: 0.1686, Forward time: 2.2762, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.7568 [2020-11-09 00:49:00,657][root][INFO] - ===> Epoch[259](6724/26): Loss 0.6605, Sem 0.4336, dir -0.1845, norm 0.4114, swav 0.0000 LR: 3.663e-02 Score 85.939 Data time: 0.1725, Forward time: 2.2761, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.3449 [2020-11-09 00:49:05,962][root][INFO] - ===> Epoch[259](6725/26): Loss 0.6609, Sem 0.3848, dir -0.1112, norm 0.3873, swav 0.0000 LR: 3.662e-02 Score 87.224 Data time: 0.1913, Forward time: 2.2761, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.1971 [2020-11-09 00:49:12,558][root][INFO] - ===> Epoch[259](6726/26): Loss 0.7616, Sem 0.5301, dir -0.0926, norm 0.3241, swav 0.0000 LR: 3.661e-02 Score 80.091 Data time: 0.2337, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 6.5010 [2020-11-09 00:49:18,083][root][INFO] - ===> Epoch[259](6727/26): Loss 0.7761, Sem 0.4737, dir -0.1022, norm 0.4046, swav 0.0000 LR: 3.660e-02 Score 84.643 Data time: 0.2109, Forward time: 2.2761, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.4021 [2020-11-09 00:49:23,271][root][INFO] - ===> Epoch[259](6728/26): Loss 0.6855, Sem 0.3933, dir -0.1464, norm 0.4386, swav 0.0000 LR: 3.659e-02 Score 87.386 Data time: 0.2202, Forward time: 2.2761, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.0844 [2020-11-09 00:49:28,753][root][INFO] - ===> Epoch[259](6729/26): Loss 0.7731, Sem 0.4893, dir -0.1192, norm 0.4029, swav 0.0000 LR: 3.658e-02 Score 82.305 Data time: 0.1882, Forward time: 2.2761, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.3730 [2020-11-09 00:49:34,452][root][INFO] - ===> Epoch[259](6730/26): Loss 0.6959, Sem 0.4644, dir -0.1038, norm 0.3353, swav 0.0000 LR: 3.657e-02 Score 85.454 Data time: 0.2481, Forward time: 2.2761, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.5975 [2020-11-09 00:49:40,453][root][INFO] - ===> Epoch[259](6731/26): Loss 0.7474, Sem 0.3990, dir -0.1182, norm 0.4667, swav 0.0000 LR: 3.656e-02 Score 87.842 Data time: 0.2812, Forward time: 2.2762, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 5.8621 [2020-11-09 00:49:45,237][root][INFO] - ===> Epoch[259](6732/26): Loss 0.9418, Sem 0.5361, dir -0.1159, norm 0.5217, swav 0.0000 LR: 3.655e-02 Score 83.011 Data time: 0.2036, Forward time: 2.2762, Backward time: 3.0847, DDP time: 0.0058, Total iter time: 4.6446 [2020-11-09 00:49:51,740][root][INFO] - ===> Epoch[259](6733/26): Loss 0.8081, Sem 0.4355, dir -0.0864, norm 0.4591, swav 0.0000 LR: 3.654e-02 Score 84.536 Data time: 0.1930, Forward time: 2.2762, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 6.3984 [2020-11-09 00:49:55,811][root][INFO] - ===> Epoch[259](6734/26): Loss 0.9832, Sem 0.4680, dir -0.0288, norm 0.5440, swav 0.0000 LR: 3.653e-02 Score 87.121 Data time: 0.2426, Forward time: 2.2762, Backward time: 3.0847, DDP time: 0.0058, Total iter time: 3.9728 [2020-11-09 00:50:01,520][root][INFO] - ===> Epoch[260](6735/26): Loss 1.0350, Sem 0.3928, dir -0.0759, norm 0.7181, swav 0.0000 LR: 3.652e-02 Score 87.447 Data time: 0.2655, Forward time: 2.2762, Backward time: 3.0846, DDP time: 0.0058, Total iter time: 5.5986 [2020-11-09 00:50:06,778][root][INFO] - ===> Epoch[260](6736/26): Loss 0.9241, Sem 0.4882, dir -0.0434, norm 0.4794, swav 0.0000 LR: 3.651e-02 Score 84.700 Data time: 0.2342, Forward time: 2.2762, Backward time: 3.0845, DDP time: 0.0058, Total iter time: 5.1196 [2020-11-09 00:50:14,065][root][INFO] - ===> Epoch[260](6737/26): Loss 0.7994, Sem 0.3803, dir -0.0510, norm 0.4701, swav 0.0000 LR: 3.650e-02 Score 87.147 Data time: 0.1952, Forward time: 2.2762, Backward time: 3.0847, DDP time: 0.0058, Total iter time: 7.1752 [2020-11-09 00:50:20,331][root][INFO] - ===> Epoch[260](6738/26): Loss 0.8014, Sem 0.4409, dir -0.0774, norm 0.4379, swav 0.0000 LR: 3.649e-02 Score 86.454 Data time: 0.2455, Forward time: 2.2763, Backward time: 3.0848, DDP time: 0.0058, Total iter time: 6.1875 [2020-11-09 00:50:26,657][root][INFO] - ===> Epoch[260](6739/26): Loss 0.8459, Sem 0.5516, dir -0.1270, norm 0.4214, swav 0.0000 LR: 3.648e-02 Score 80.852 Data time: 0.1756, Forward time: 2.2762, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 6.1952 [2020-11-09 00:50:32,089][root][INFO] - ===> Epoch[260](6740/26): Loss 0.7684, Sem 0.5011, dir -0.0911, norm 0.3584, swav 0.0000 LR: 3.647e-02 Score 84.052 Data time: 0.2229, Forward time: 2.2762, Backward time: 3.0848, DDP time: 0.0058, Total iter time: 5.3404 [2020-11-09 00:50:37,025][root][INFO] - ===> Epoch[260](6741/26): Loss 0.9141, Sem 0.5132, dir -0.0699, norm 0.4707, swav 0.0000 LR: 3.646e-02 Score 84.535 Data time: 0.2059, Forward time: 2.2762, Backward time: 3.0847, DDP time: 0.0058, Total iter time: 4.8178 [2020-11-09 00:50:43,704][root][INFO] - ===> Epoch[260](6742/26): Loss 0.7456, Sem 0.4187, dir -0.0740, norm 0.4010, swav 0.0000 LR: 3.645e-02 Score 86.523 Data time: 0.2968, Forward time: 2.2763, Backward time: 3.0847, DDP time: 0.0058, Total iter time: 6.5812 [2020-11-09 00:50:50,928][root][INFO] - ===> Epoch[260](6743/26): Loss 0.6516, Sem 0.4550, dir -0.1060, norm 0.3026, swav 0.0000 LR: 3.644e-02 Score 85.107 Data time: 0.1410, Forward time: 2.2762, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 7.0736 [2020-11-09 00:50:56,171][root][INFO] - ===> Epoch[260](6744/26): Loss 0.7743, Sem 0.5742, dir -0.1554, norm 0.3554, swav 0.0000 LR: 3.643e-02 Score 80.784 Data time: 0.2011, Forward time: 2.2762, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.1600 [2020-11-09 00:51:01,383][root][INFO] - ===> Epoch[260](6745/26): Loss 0.7519, Sem 0.4251, dir -0.0747, norm 0.4015, swav 0.0000 LR: 3.642e-02 Score 87.703 Data time: 0.2055, Forward time: 2.2761, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.1126 [2020-11-09 00:51:07,952][root][INFO] - ===> Epoch[260](6746/26): Loss 0.6363, Sem 0.3868, dir -0.0771, norm 0.3266, swav 0.0000 LR: 3.641e-02 Score 87.299 Data time: 0.2258, Forward time: 2.2762, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 6.4537 [2020-11-09 00:51:13,846][root][INFO] - ===> Epoch[260](6747/26): Loss 0.9166, Sem 0.4760, dir -0.0236, norm 0.4642, swav 0.0000 LR: 3.640e-02 Score 84.828 Data time: 0.1791, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.7910 [2020-11-09 00:51:20,083][root][INFO] - ===> Epoch[260](6748/26): Loss 0.7699, Sem 0.4319, dir -0.0857, norm 0.4236, swav 0.0000 LR: 3.639e-02 Score 86.486 Data time: 0.2189, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 6.1475 [2020-11-09 00:51:25,895][root][INFO] - ===> Epoch[260](6749/26): Loss 0.8177, Sem 0.4607, dir -0.0927, norm 0.4497, swav 0.0000 LR: 3.638e-02 Score 86.967 Data time: 0.1875, Forward time: 2.2761, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.6737 [2020-11-09 00:51:31,384][root][INFO] - ===> Epoch[260](6750/26): Loss 0.8112, Sem 0.4736, dir -0.0713, norm 0.4089, swav 0.0000 LR: 3.637e-02 Score 82.390 Data time: 0.2187, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.4064 [2020-11-09 00:51:37,014][root][INFO] - ===> Epoch[260](6751/26): Loss 0.8023, Sem 0.4110, dir -0.0857, norm 0.4771, swav 0.0000 LR: 3.636e-02 Score 84.674 Data time: 0.1826, Forward time: 2.2760, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.5210 [2020-11-09 00:51:42,012][root][INFO] - ===> Epoch[260](6752/26): Loss 0.8759, Sem 0.5255, dir -0.1110, norm 0.4614, swav 0.0000 LR: 3.635e-02 Score 83.829 Data time: 0.2248, Forward time: 2.2760, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 4.8995 [2020-11-09 00:51:46,599][root][INFO] - ===> Epoch[260](6753/26): Loss 0.8344, Sem 0.5100, dir -0.1381, norm 0.4624, swav 0.0000 LR: 3.634e-02 Score 85.080 Data time: 0.2048, Forward time: 2.2760, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 4.4657 [2020-11-09 00:51:51,967][root][INFO] - ===> Epoch[260](6754/26): Loss 0.6245, Sem 0.3690, dir -0.1170, norm 0.3724, swav 0.0000 LR: 3.633e-02 Score 88.994 Data time: 0.1746, Forward time: 2.2760, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.2722 [2020-11-09 00:51:57,553][root][INFO] - ===> Epoch[260](6755/26): Loss 0.6978, Sem 0.5098, dir -0.0904, norm 0.2784, swav 0.0000 LR: 3.632e-02 Score 83.152 Data time: 0.2381, Forward time: 2.2759, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.5100 [2020-11-09 00:52:02,414][root][INFO] - ===> Epoch[260](6756/26): Loss 0.8256, Sem 0.5200, dir -0.1020, norm 0.4077, swav 0.0000 LR: 3.631e-02 Score 83.916 Data time: 0.1939, Forward time: 2.2759, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 4.7567 [2020-11-09 00:52:08,709][root][INFO] - ===> Epoch[260](6757/26): Loss 0.8794, Sem 0.4692, dir -0.0664, norm 0.4766, swav 0.0000 LR: 3.630e-02 Score 87.353 Data time: 0.2129, Forward time: 2.2759, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 6.2103 [2020-11-09 00:52:14,758][root][INFO] - ===> Epoch[260](6758/26): Loss 0.7624, Sem 0.4467, dir -0.1155, norm 0.4312, swav 0.0000 LR: 3.629e-02 Score 84.945 Data time: 0.2277, Forward time: 2.2759, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.9596 [2020-11-09 00:52:22,095][root][INFO] - ===> Epoch[260](6759/26): Loss 0.7044, Sem 0.4829, dir -0.1531, norm 0.3747, swav 0.0000 LR: 3.628e-02 Score 84.009 Data time: 0.3289, Forward time: 2.2760, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 7.2081 [2020-11-09 00:52:29,031][root][INFO] - ===> Epoch[260](6760/26): Loss 0.8288, Sem 0.4732, dir -0.0927, norm 0.4483, swav 0.0000 LR: 3.627e-02 Score 84.685 Data time: 0.2336, Forward time: 2.2760, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 6.7932 [2020-11-09 00:52:34,520][root][INFO] - ===> Epoch[261](6761/26): Loss 0.8546, Sem 0.4141, dir -0.0865, norm 0.5270, swav 0.0000 LR: 3.626e-02 Score 87.781 Data time: 0.2775, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.3848 [2020-11-09 00:52:39,447][root][INFO] - ===> Epoch[261](6762/26): Loss 0.8313, Sem 0.5067, dir -0.0827, norm 0.4074, swav 0.0000 LR: 3.625e-02 Score 82.769 Data time: 0.2145, Forward time: 2.2761, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 4.8069 [2020-11-09 00:52:47,016][root][INFO] - ===> Epoch[261](6763/26): Loss 0.9084, Sem 0.5308, dir -0.0613, norm 0.4389, swav 0.0000 LR: 3.624e-02 Score 82.145 Data time: 0.2120, Forward time: 2.2761, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 7.4740 [2020-11-09 00:52:52,681][root][INFO] - ===> Epoch[261](6764/26): Loss 0.6629, Sem 0.3867, dir -0.1329, norm 0.4090, swav 0.0000 LR: 3.623e-02 Score 87.098 Data time: 0.3122, Forward time: 2.2762, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.5631 [2020-11-09 00:53:00,173][root][INFO] - ===> Epoch[261](6765/26): Loss 0.9009, Sem 0.5959, dir -0.0692, norm 0.3742, swav 0.0000 LR: 3.622e-02 Score 79.358 Data time: 0.2696, Forward time: 2.2763, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 7.3475 [2020-11-09 00:53:06,246][root][INFO] - ===> Epoch[261](6766/26): Loss 0.8499, Sem 0.5075, dir -0.0743, norm 0.4168, swav 0.0000 LR: 3.621e-02 Score 83.957 Data time: 0.2817, Forward time: 2.2764, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.9534 [2020-11-09 00:53:11,766][root][INFO] - ===> Epoch[261](6767/26): Loss 0.6354, Sem 0.3818, dir -0.0939, norm 0.3475, swav 0.0000 LR: 3.620e-02 Score 87.625 Data time: 0.2231, Forward time: 2.2764, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.3911 [2020-11-09 00:53:17,104][root][INFO] - ===> Epoch[261](6768/26): Loss 0.7226, Sem 0.4841, dir -0.1062, norm 0.3446, swav 0.0000 LR: 3.619e-02 Score 84.694 Data time: 0.1729, Forward time: 2.2763, Backward time: 3.0853, DDP time: 0.0058, Total iter time: 5.2374 [2020-11-09 00:53:22,902][root][INFO] - ===> Epoch[261](6769/26): Loss 0.6098, Sem 0.4574, dir -0.0961, norm 0.2485, swav 0.0000 LR: 3.618e-02 Score 84.803 Data time: 0.3142, Forward time: 2.2764, Backward time: 3.0852, DDP time: 0.0058, Total iter time: 5.7225 [2020-11-09 00:53:27,958][root][INFO] - ===> Epoch[261](6770/26): Loss 0.5710, Sem 0.3875, dir -0.0989, norm 0.2823, swav 0.0000 LR: 3.617e-02 Score 85.930 Data time: 0.2012, Forward time: 2.2764, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 4.9243 [2020-11-09 00:53:33,364][root][INFO] - ===> Epoch[261](6771/26): Loss 0.7469, Sem 0.6093, dir -0.1976, norm 0.3352, swav 0.0000 LR: 3.616e-02 Score 80.298 Data time: 0.1877, Forward time: 2.2763, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.3032 [2020-11-09 00:53:38,715][root][INFO] - ===> Epoch[261](6772/26): Loss 0.6026, Sem 0.4152, dir -0.0811, norm 0.2685, swav 0.0000 LR: 3.615e-02 Score 85.693 Data time: 0.1825, Forward time: 2.2763, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.2595 [2020-11-09 00:53:43,540][root][INFO] - ===> Epoch[261](6773/26): Loss 0.6775, Sem 0.4508, dir -0.1334, norm 0.3600, swav 0.0000 LR: 3.614e-02 Score 85.862 Data time: 0.2042, Forward time: 2.2763, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 4.7251 [2020-11-09 00:53:49,311][root][INFO] - ===> Epoch[261](6774/26): Loss 0.7103, Sem 0.4538, dir -0.1074, norm 0.3639, swav 0.0000 LR: 3.613e-02 Score 86.511 Data time: 0.2408, Forward time: 2.2763, Backward time: 3.0849, DDP time: 0.0058, Total iter time: 5.6730 [2020-11-09 00:53:55,324][root][INFO] - ===> Epoch[261](6775/26): Loss 0.6339, Sem 0.4123, dir -0.1165, norm 0.3381, swav 0.0000 LR: 3.612e-02 Score 85.481 Data time: 0.1450, Forward time: 2.2762, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.8882 [2020-11-09 00:54:00,580][root][INFO] - ===> Epoch[261](6776/26): Loss 0.6948, Sem 0.4848, dir -0.1565, norm 0.3665, swav 0.0000 LR: 3.611e-02 Score 86.387 Data time: 0.1493, Forward time: 2.2761, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.1913 [2020-11-09 00:54:05,980][root][INFO] - ===> Epoch[261](6777/26): Loss 0.7383, Sem 0.4726, dir -0.1135, norm 0.3791, swav 0.0000 LR: 3.610e-02 Score 84.329 Data time: 0.1673, Forward time: 2.2760, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.3419 [2020-11-09 00:54:11,725][root][INFO] - ===> Epoch[261](6778/26): Loss 0.6837, Sem 0.4774, dir -0.1425, norm 0.3487, swav 0.0000 LR: 3.609e-02 Score 84.673 Data time: 0.2452, Forward time: 2.2761, Backward time: 3.0851, DDP time: 0.0058, Total iter time: 5.6702 [2020-11-09 00:54:16,996][root][INFO] - ===> Epoch[261](6779/26): Loss 0.7136, Sem 0.5033, dir -0.0795, norm 0.2897, swav 0.0000 LR: 3.608e-02 Score 84.131 Data time: 0.2064, Forward time: 2.2761, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.1385 [2020-11-09 00:54:22,488][root][INFO] - ===> Epoch[261](6780/26): Loss 0.8282, Sem 0.5294, dir -0.0621, norm 0.3608, swav 0.0000 LR: 3.607e-02 Score 84.724 Data time: 0.1695, Forward time: 2.2760, Backward time: 3.0850, DDP time: 0.0058, Total iter time: 5.3937 [2020-11-09 00:54:28,261][root][INFO] - ===> Epoch[261](6781/26): Loss 0.6391, Sem 0.3709, dir -0.0275, norm 0.2957, swav 0.0000 LR: 3.606e-02 Score 88.092 Data time: 0.1628, Forward time: 2.2759, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.6725 [2020-11-09 00:54:33,630][root][INFO] - ===> Epoch[261](6782/26): Loss 0.7905, Sem 0.4617, dir -0.0456, norm 0.3744, swav 0.0000 LR: 3.605e-02 Score 86.515 Data time: 0.1241, Forward time: 2.2757, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.3011 [2020-11-09 00:54:38,794][root][INFO] - ===> Epoch[261](6783/26): Loss 0.8536, Sem 0.4820, dir -0.0511, norm 0.4227, swav 0.0000 LR: 3.604e-02 Score 84.662 Data time: 0.2210, Forward time: 2.2757, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.1206 [2020-11-09 00:54:44,396][root][INFO] - ===> Epoch[261](6784/26): Loss 0.7209, Sem 0.4876, dir -0.1187, norm 0.3520, swav 0.0000 LR: 3.603e-02 Score 84.694 Data time: 0.2092, Forward time: 2.2757, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.4880 [2020-11-09 00:54:49,681][root][INFO] - ===> Epoch[261](6785/26): Loss 0.7611, Sem 0.4606, dir -0.0343, norm 0.3348, swav 0.0000 LR: 3.602e-02 Score 84.177 Data time: 0.1755, Forward time: 2.2757, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.1701 [2020-11-09 00:54:56,262][root][INFO] - ===> Epoch[261](6786/26): Loss 0.8161, Sem 0.4906, dir -0.0516, norm 0.3771, swav 0.0000 LR: 3.601e-02 Score 84.235 Data time: 0.2097, Forward time: 2.2757, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 6.4779 [2020-11-09 00:55:01,701][root][INFO] - ===> Epoch[262](6787/26): Loss 0.6797, Sem 0.3827, dir -0.0894, norm 0.3864, swav 0.0000 LR: 3.600e-02 Score 86.613 Data time: 0.1503, Forward time: 2.2756, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.3048 [2020-11-09 00:55:06,756][root][INFO] - ===> Epoch[262](6788/26): Loss 0.6621, Sem 0.4170, dir -0.0748, norm 0.3200, swav 0.0000 LR: 3.599e-02 Score 85.690 Data time: 0.1439, Forward time: 2.2755, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 4.9659 [2020-11-09 00:55:12,023][root][INFO] - ===> Epoch[262](6789/26): Loss 0.6906, Sem 0.4135, dir -0.0641, norm 0.3412, swav 0.0000 LR: 3.598e-02 Score 86.778 Data time: 0.1746, Forward time: 2.2754, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.1918 [2020-11-09 00:55:19,056][root][INFO] - ===> Epoch[262](6790/26): Loss 0.6787, Sem 0.4598, dir -0.0982, norm 0.3171, swav 0.0000 LR: 3.597e-02 Score 85.102 Data time: 0.2080, Forward time: 2.2754, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.9101 [2020-11-09 00:55:25,244][root][INFO] - ===> Epoch[262](6791/26): Loss 0.8740, Sem 0.5042, dir -0.1205, norm 0.4903, swav 0.0000 LR: 3.596e-02 Score 84.067 Data time: 0.2721, Forward time: 2.2755, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 6.0499 [2020-11-09 00:55:31,562][root][INFO] - ===> Epoch[262](6792/26): Loss 0.7124, Sem 0.4144, dir -0.0721, norm 0.3701, swav 0.0000 LR: 3.595e-02 Score 87.201 Data time: 0.1829, Forward time: 2.2754, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.1777 [2020-11-09 00:55:36,535][root][INFO] - ===> Epoch[262](6793/26): Loss 0.7153, Sem 0.4984, dir -0.1490, norm 0.3660, swav 0.0000 LR: 3.594e-02 Score 81.783 Data time: 0.1656, Forward time: 2.2754, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.8452 [2020-11-09 00:55:41,042][root][INFO] - ===> Epoch[262](6794/26): Loss 0.6968, Sem 0.4694, dir -0.0864, norm 0.3138, swav 0.0000 LR: 3.593e-02 Score 84.161 Data time: 0.2168, Forward time: 2.2754, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 4.4114 [2020-11-09 00:55:46,381][root][INFO] - ===> Epoch[262](6795/26): Loss 0.5593, Sem 0.3891, dir -0.1246, norm 0.2948, swav 0.0000 LR: 3.592e-02 Score 89.030 Data time: 0.2052, Forward time: 2.2753, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.2418 [2020-11-09 00:55:51,398][root][INFO] - ===> Epoch[262](6796/26): Loss 0.6970, Sem 0.4521, dir -0.1133, norm 0.3582, swav 0.0000 LR: 3.591e-02 Score 84.533 Data time: 0.2051, Forward time: 2.2753, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 4.9200 [2020-11-09 00:55:58,857][root][INFO] - ===> Epoch[262](6797/26): Loss 0.6442, Sem 0.4328, dir -0.1272, norm 0.3385, swav 0.0000 LR: 3.590e-02 Score 86.042 Data time: 0.1960, Forward time: 2.2753, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 7.3672 [2020-11-09 00:56:04,728][root][INFO] - ===> Epoch[262](6798/26): Loss 0.6268, Sem 0.3667, dir -0.1355, norm 0.3956, swav 0.0000 LR: 3.589e-02 Score 87.184 Data time: 0.2095, Forward time: 2.2753, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.7793 [2020-11-09 00:56:10,212][root][INFO] - ===> Epoch[262](6799/26): Loss 0.6481, Sem 0.4189, dir -0.1591, norm 0.3884, swav 0.0000 LR: 3.588e-02 Score 86.079 Data time: 0.1677, Forward time: 2.2752, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.3741 [2020-11-09 00:56:15,754][root][INFO] - ===> Epoch[262](6800/26): Loss 0.6747, Sem 0.4566, dir -0.1176, norm 0.3357, swav 0.0000 LR: 3.587e-02 Score 85.215 Data time: 0.2063, Forward time: 2.2752, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.4681 [2020-11-09 00:56:22,793][root][INFO] - ===> Epoch[262](6801/26): Loss 0.5797, Sem 0.4176, dir -0.1764, norm 0.3385, swav 0.0000 LR: 3.586e-02 Score 85.057 Data time: 0.1632, Forward time: 2.2751, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.9273 [2020-11-09 00:56:28,466][root][INFO] - ===> Epoch[262](6802/26): Loss 0.6631, Sem 0.4158, dir -0.1446, norm 0.3920, swav 0.0000 LR: 3.585e-02 Score 84.845 Data time: 0.1645, Forward time: 2.2750, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.5646 [2020-11-09 00:56:34,261][root][INFO] - ===> Epoch[262](6803/26): Loss 0.6679, Sem 0.4960, dir -0.1199, norm 0.2918, swav 0.0000 LR: 3.584e-02 Score 82.697 Data time: 0.2591, Forward time: 2.2751, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.7289 [2020-11-09 00:56:40,036][root][INFO] - ===> Epoch[262](6804/26): Loss 0.7242, Sem 0.5321, dir -0.1389, norm 0.3310, swav 0.0000 LR: 3.583e-02 Score 81.829 Data time: 0.2035, Forward time: 2.2751, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.6440 [2020-11-09 00:56:45,418][root][INFO] - ===> Epoch[262](6805/26): Loss 0.6843, Sem 0.4098, dir -0.1346, norm 0.4091, swav 0.0000 LR: 3.582e-02 Score 86.645 Data time: 0.2026, Forward time: 2.2751, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.2764 [2020-11-09 00:56:50,730][root][INFO] - ===> Epoch[262](6806/26): Loss 0.7532, Sem 0.4619, dir -0.1055, norm 0.3969, swav 0.0000 LR: 3.581e-02 Score 84.952 Data time: 0.1851, Forward time: 2.2750, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.2122 [2020-11-09 00:56:57,439][root][INFO] - ===> Epoch[262](6807/26): Loss 0.6846, Sem 0.4672, dir -0.1253, norm 0.3427, swav 0.0000 LR: 3.580e-02 Score 86.320 Data time: 0.2355, Forward time: 2.2750, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.6096 [2020-11-09 00:57:03,303][root][INFO] - ===> Epoch[262](6808/26): Loss 0.6201, Sem 0.3863, dir -0.1423, norm 0.3761, swav 0.0000 LR: 3.579e-02 Score 86.225 Data time: 0.2866, Forward time: 2.2752, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.7407 [2020-11-09 00:57:08,866][root][INFO] - ===> Epoch[262](6809/26): Loss 0.7156, Sem 0.4981, dir -0.1034, norm 0.3209, swav 0.0000 LR: 3.578e-02 Score 82.600 Data time: 0.1881, Forward time: 2.2751, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.4393 [2020-11-09 00:57:14,281][root][INFO] - ===> Epoch[262](6810/26): Loss 0.7120, Sem 0.4553, dir -0.1158, norm 0.3725, swav 0.0000 LR: 3.577e-02 Score 86.701 Data time: 0.2270, Forward time: 2.2751, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.3045 [2020-11-09 00:57:20,897][root][INFO] - ===> Epoch[262](6811/26): Loss 0.7269, Sem 0.4737, dir -0.0601, norm 0.3133, swav 0.0000 LR: 3.576e-02 Score 85.706 Data time: 0.3242, Forward time: 2.2753, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.4958 [2020-11-09 00:57:25,725][root][INFO] - ===> Epoch[262](6812/26): Loss 0.6940, Sem 0.4533, dir -0.1072, norm 0.3479, swav 0.0000 LR: 3.575e-02 Score 85.621 Data time: 0.1464, Forward time: 2.2752, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 4.6925 [2020-11-09 00:57:31,135][root][INFO] - ===> Epoch[263](6813/26): Loss 0.7864, Sem 0.4222, dir -0.0962, norm 0.4604, swav 0.0000 LR: 3.574e-02 Score 86.043 Data time: 0.2085, Forward time: 2.2751, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.3260 [2020-11-09 00:57:37,762][root][INFO] - ===> Epoch[263](6814/26): Loss 0.8095, Sem 0.5486, dir -0.0865, norm 0.3475, swav 0.0000 LR: 3.573e-02 Score 84.444 Data time: 0.3241, Forward time: 2.2753, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.5234 [2020-11-09 00:57:44,492][root][INFO] - ===> Epoch[263](6815/26): Loss 0.8222, Sem 0.5468, dir -0.0622, norm 0.3376, swav 0.0000 LR: 3.572e-02 Score 83.618 Data time: 0.1642, Forward time: 2.2752, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 6.6161 [2020-11-09 00:57:50,842][root][INFO] - ===> Epoch[263](6816/26): Loss 0.6707, Sem 0.4334, dir -0.0972, norm 0.3345, swav 0.0000 LR: 3.571e-02 Score 86.523 Data time: 0.1726, Forward time: 2.2752, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.2625 [2020-11-09 00:57:58,601][root][INFO] - ===> Epoch[263](6817/26): Loss 0.7702, Sem 0.5032, dir -0.1543, norm 0.4213, swav 0.0000 LR: 3.570e-02 Score 82.727 Data time: 0.2417, Forward time: 2.2752, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 7.6626 [2020-11-09 00:58:05,769][root][INFO] - ===> Epoch[263](6818/26): Loss 0.6841, Sem 0.4362, dir -0.1578, norm 0.4057, swav 0.0000 LR: 3.569e-02 Score 86.163 Data time: 0.2192, Forward time: 2.2751, Backward time: 3.0865, DDP time: 0.0059, Total iter time: 7.0482 [2020-11-09 00:58:11,493][root][INFO] - ===> Epoch[263](6819/26): Loss 0.6951, Sem 0.4879, dir -0.1331, norm 0.3403, swav 0.0000 LR: 3.568e-02 Score 82.845 Data time: 0.2141, Forward time: 2.2751, Backward time: 3.0865, DDP time: 0.0059, Total iter time: 5.6284 [2020-11-09 00:58:17,025][root][INFO] - ===> Epoch[263](6820/26): Loss 0.8876, Sem 0.5550, dir -0.0704, norm 0.4029, swav 0.0000 LR: 3.567e-02 Score 84.091 Data time: 0.2606, Forward time: 2.2752, Backward time: 3.0864, DDP time: 0.0059, Total iter time: 5.4333 [2020-11-09 00:58:23,082][root][INFO] - ===> Epoch[263](6821/26): Loss 0.5569, Sem 0.3061, dir -0.1511, norm 0.4019, swav 0.0000 LR: 3.566e-02 Score 89.277 Data time: 0.2627, Forward time: 2.2753, Backward time: 3.0864, DDP time: 0.0059, Total iter time: 5.9402 [2020-11-09 00:58:28,623][root][INFO] - ===> Epoch[263](6822/26): Loss 0.6963, Sem 0.4884, dir -0.1765, norm 0.3844, swav 0.0000 LR: 3.565e-02 Score 85.521 Data time: 0.2089, Forward time: 2.2753, Backward time: 3.0864, DDP time: 0.0059, Total iter time: 5.4080 [2020-11-09 00:58:34,230][root][INFO] - ===> Epoch[263](6823/26): Loss 0.6350, Sem 0.3902, dir -0.0891, norm 0.3339, swav 0.0000 LR: 3.564e-02 Score 87.606 Data time: 0.2148, Forward time: 2.2753, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 5.5003 [2020-11-09 00:58:40,553][root][INFO] - ===> Epoch[263](6824/26): Loss 0.6306, Sem 0.4410, dir -0.1624, norm 0.3520, swav 0.0000 LR: 3.563e-02 Score 83.969 Data time: 0.1996, Forward time: 2.2752, Backward time: 3.0865, DDP time: 0.0059, Total iter time: 6.2166 [2020-11-09 00:58:45,477][root][INFO] - ===> Epoch[263](6825/26): Loss 0.6238, Sem 0.4836, dir -0.0889, norm 0.2291, swav 0.0000 LR: 3.562e-02 Score 85.896 Data time: 0.2308, Forward time: 2.2752, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 4.8219 [2020-11-09 00:58:52,230][root][INFO] - ===> Epoch[263](6826/26): Loss 0.7684, Sem 0.5100, dir -0.1751, norm 0.4335, swav 0.0000 LR: 3.561e-02 Score 83.223 Data time: 0.2395, Forward time: 2.2753, Backward time: 3.0864, DDP time: 0.0059, Total iter time: 6.6259 [2020-11-09 00:58:57,937][root][INFO] - ===> Epoch[263](6827/26): Loss 0.6998, Sem 0.4646, dir -0.1301, norm 0.3653, swav 0.0000 LR: 3.560e-02 Score 83.953 Data time: 0.1837, Forward time: 2.2752, Backward time: 3.0865, DDP time: 0.0059, Total iter time: 5.5942 [2020-11-09 00:59:03,974][root][INFO] - ===> Epoch[263](6828/26): Loss 0.6594, Sem 0.4199, dir -0.1405, norm 0.3800, swav 0.0000 LR: 3.559e-02 Score 86.727 Data time: 0.2515, Forward time: 2.2753, Backward time: 3.0864, DDP time: 0.0059, Total iter time: 5.9588 [2020-11-09 00:59:10,474][root][INFO] - ===> Epoch[263](6829/26): Loss 0.7262, Sem 0.4198, dir -0.0963, norm 0.4027, swav 0.0000 LR: 3.558e-02 Score 87.577 Data time: 0.1857, Forward time: 2.2752, Backward time: 3.0866, DDP time: 0.0059, Total iter time: 6.3768 [2020-11-09 00:59:15,126][root][INFO] - ===> Epoch[263](6830/26): Loss 0.7041, Sem 0.3990, dir -0.0787, norm 0.3839, swav 0.0000 LR: 3.557e-02 Score 87.381 Data time: 0.2314, Forward time: 2.2753, Backward time: 3.0864, DDP time: 0.0059, Total iter time: 4.5452 [2020-11-09 00:59:21,693][root][INFO] - ===> Epoch[263](6831/26): Loss 0.8179, Sem 0.5025, dir -0.1036, norm 0.4190, swav 0.0000 LR: 3.556e-02 Score 86.326 Data time: 0.2888, Forward time: 2.2754, Backward time: 3.0864, DDP time: 0.0059, Total iter time: 6.4557 [2020-11-09 00:59:26,838][root][INFO] - ===> Epoch[263](6832/26): Loss 0.6911, Sem 0.4420, dir -0.1268, norm 0.3758, swav 0.0000 LR: 3.555e-02 Score 86.480 Data time: 0.1824, Forward time: 2.2754, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 5.0273 [2020-11-09 00:59:31,886][root][INFO] - ===> Epoch[263](6833/26): Loss 0.7794, Sem 0.4558, dir -0.1275, norm 0.4512, swav 0.0000 LR: 3.554e-02 Score 86.030 Data time: 0.2574, Forward time: 2.2754, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 4.9301 [2020-11-09 00:59:37,825][root][INFO] - ===> Epoch[263](6834/26): Loss 0.5731, Sem 0.3817, dir -0.1480, norm 0.3393, swav 0.0000 LR: 3.553e-02 Score 85.986 Data time: 0.2443, Forward time: 2.2754, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.8163 [2020-11-09 00:59:43,262][root][INFO] - ===> Epoch[263](6835/26): Loss 0.5815, Sem 0.4145, dir -0.1368, norm 0.3038, swav 0.0000 LR: 3.552e-02 Score 86.516 Data time: 0.2702, Forward time: 2.2755, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.3159 [2020-11-09 00:59:49,259][root][INFO] - ===> Epoch[263](6836/26): Loss 0.7871, Sem 0.3960, dir -0.0252, norm 0.4163, swav 0.0000 LR: 3.551e-02 Score 87.020 Data time: 0.2983, Forward time: 2.2756, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.8625 [2020-11-09 00:59:55,179][root][INFO] - ===> Epoch[263](6837/26): Loss 0.9486, Sem 0.5090, dir -0.0549, norm 0.4944, swav 0.0000 LR: 3.550e-02 Score 81.374 Data time: 0.2698, Forward time: 2.2757, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.7930 [2020-11-09 01:00:01,114][root][INFO] - ===> Epoch[263](6838/26): Loss 0.7847, Sem 0.4538, dir -0.1030, norm 0.4339, swav 0.0000 LR: 3.549e-02 Score 84.837 Data time: 0.2894, Forward time: 2.2758, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.8403 [2020-11-09 01:00:06,274][root][INFO] - ===> Epoch[264](6839/26): Loss 0.7034, Sem 0.4458, dir -0.1303, norm 0.3878, swav 0.0000 LR: 3.548e-02 Score 85.634 Data time: 0.2092, Forward time: 2.2758, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.0435 [2020-11-09 01:00:12,719][root][INFO] - ===> Epoch[264](6840/26): Loss 0.7441, Sem 0.5184, dir -0.1217, norm 0.3475, swav 0.0000 LR: 3.547e-02 Score 84.539 Data time: 0.1955, Forward time: 2.2757, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 6.3701 [2020-11-09 01:00:19,429][root][INFO] - ===> Epoch[264](6841/26): Loss 0.7780, Sem 0.4287, dir -0.0960, norm 0.4453, swav 0.0000 LR: 3.546e-02 Score 87.435 Data time: 0.2142, Forward time: 2.2758, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.6175 [2020-11-09 01:00:24,179][root][INFO] - ===> Epoch[264](6842/26): Loss 0.8488, Sem 0.4163, dir -0.0856, norm 0.5181, swav 0.0000 LR: 3.545e-02 Score 87.005 Data time: 0.1497, Forward time: 2.2757, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 4.6399 [2020-11-09 01:00:30,103][root][INFO] - ===> Epoch[264](6843/26): Loss 0.7240, Sem 0.3847, dir -0.0896, norm 0.4290, swav 0.0000 LR: 3.543e-02 Score 88.464 Data time: 0.1767, Forward time: 2.2756, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.8673 [2020-11-09 01:00:35,527][root][INFO] - ===> Epoch[264](6844/26): Loss 0.7255, Sem 0.3680, dir -0.0874, norm 0.4449, swav 0.0000 LR: 3.542e-02 Score 87.806 Data time: 0.2138, Forward time: 2.2756, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.3453 [2020-11-09 01:00:39,959][root][INFO] - ===> Epoch[264](6845/26): Loss 0.6284, Sem 0.4598, dir -0.2064, norm 0.3751, swav 0.0000 LR: 3.541e-02 Score 85.461 Data time: 0.2025, Forward time: 2.2756, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 4.3230 [2020-11-09 01:00:46,291][root][INFO] - ===> Epoch[264](6846/26): Loss 0.7988, Sem 0.4547, dir -0.1043, norm 0.4485, swav 0.0000 LR: 3.540e-02 Score 85.340 Data time: 0.2409, Forward time: 2.2756, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 6.2299 [2020-11-09 01:00:51,006][root][INFO] - ===> Epoch[264](6847/26): Loss 0.8549, Sem 0.4237, dir -0.0837, norm 0.5148, swav 0.0000 LR: 3.539e-02 Score 86.201 Data time: 0.2079, Forward time: 2.2756, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.5878 [2020-11-09 01:00:57,737][root][INFO] - ===> Epoch[264](6848/26): Loss 0.8762, Sem 0.5122, dir -0.1100, norm 0.4739, swav 0.0000 LR: 3.538e-02 Score 84.216 Data time: 0.1543, Forward time: 2.2755, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.6433 [2020-11-09 01:01:03,940][root][INFO] - ===> Epoch[264](6849/26): Loss 0.7308, Sem 0.3621, dir -0.1101, norm 0.4788, swav 0.0000 LR: 3.537e-02 Score 89.946 Data time: 0.1993, Forward time: 2.2755, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 6.1474 [2020-11-09 01:01:09,553][root][INFO] - ===> Epoch[264](6850/26): Loss 0.5481, Sem 0.3375, dir -0.1874, norm 0.3979, swav 0.0000 LR: 3.536e-02 Score 88.305 Data time: 0.2609, Forward time: 2.2756, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.5127 [2020-11-09 01:01:17,022][root][INFO] - ===> Epoch[264](6851/26): Loss 0.6578, Sem 0.4164, dir -0.1617, norm 0.4031, swav 0.0000 LR: 3.535e-02 Score 88.022 Data time: 0.2735, Forward time: 2.2756, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 7.3563 [2020-11-09 01:01:22,358][root][INFO] - ===> Epoch[264](6852/26): Loss 0.7433, Sem 0.4170, dir -0.1247, norm 0.4510, swav 0.0000 LR: 3.534e-02 Score 87.252 Data time: 0.2585, Forward time: 2.2757, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.2115 [2020-11-09 01:01:27,325][root][INFO] - ===> Epoch[264](6853/26): Loss 0.8383, Sem 0.5176, dir -0.1038, norm 0.4245, swav 0.0000 LR: 3.533e-02 Score 85.423 Data time: 0.2355, Forward time: 2.2757, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 4.8605 [2020-11-09 01:01:32,584][root][INFO] - ===> Epoch[264](6854/26): Loss 0.6254, Sem 0.3805, dir -0.1230, norm 0.3679, swav 0.0000 LR: 3.532e-02 Score 87.041 Data time: 0.2549, Forward time: 2.2758, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.1565 [2020-11-09 01:01:37,418][root][INFO] - ===> Epoch[264](6855/26): Loss 0.6938, Sem 0.4977, dir -0.1239, norm 0.3199, swav 0.0000 LR: 3.531e-02 Score 85.242 Data time: 0.2206, Forward time: 2.2758, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.7140 [2020-11-09 01:01:42,791][root][INFO] - ===> Epoch[264](6856/26): Loss 0.7680, Sem 0.4461, dir -0.1030, norm 0.4249, swav 0.0000 LR: 3.530e-02 Score 84.411 Data time: 0.2454, Forward time: 2.2758, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.2848 [2020-11-09 01:01:48,120][root][INFO] - ===> Epoch[264](6857/26): Loss 0.7997, Sem 0.5407, dir -0.1018, norm 0.3608, swav 0.0000 LR: 3.529e-02 Score 79.250 Data time: 0.1937, Forward time: 2.2758, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.1986 [2020-11-09 01:01:53,184][root][INFO] - ===> Epoch[264](6858/26): Loss 0.7338, Sem 0.4255, dir -0.1040, norm 0.4123, swav 0.0000 LR: 3.528e-02 Score 86.442 Data time: 0.1284, Forward time: 2.2757, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 4.9765 [2020-11-09 01:01:58,646][root][INFO] - ===> Epoch[264](6859/26): Loss 0.8491, Sem 0.4972, dir -0.1025, norm 0.4544, swav 0.0000 LR: 3.527e-02 Score 82.344 Data time: 0.1385, Forward time: 2.2756, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.4270 [2020-11-09 01:02:03,948][root][INFO] - ===> Epoch[264](6860/26): Loss 0.7660, Sem 0.4946, dir -0.1139, norm 0.3852, swav 0.0000 LR: 3.526e-02 Score 83.069 Data time: 0.1719, Forward time: 2.2755, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.2268 [2020-11-09 01:02:11,233][root][INFO] - ===> Epoch[264](6861/26): Loss 0.6760, Sem 0.3813, dir -0.0722, norm 0.3669, swav 0.0000 LR: 3.525e-02 Score 85.972 Data time: 0.2062, Forward time: 2.2755, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 7.2045 [2020-11-09 01:02:16,690][root][INFO] - ===> Epoch[264](6862/26): Loss 0.5912, Sem 0.3870, dir -0.0946, norm 0.2988, swav 0.0000 LR: 3.524e-02 Score 88.086 Data time: 0.2338, Forward time: 2.2755, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.3377 [2020-11-09 01:02:22,407][root][INFO] - ===> Epoch[264](6863/26): Loss 0.6299, Sem 0.3886, dir -0.0830, norm 0.3244, swav 0.0000 LR: 3.523e-02 Score 85.231 Data time: 0.2230, Forward time: 2.2755, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.5809 [2020-11-09 01:02:28,636][root][INFO] - ===> Epoch[264](6864/26): Loss 0.6747, Sem 0.4584, dir -0.0993, norm 0.3156, swav 0.0000 LR: 3.522e-02 Score 85.378 Data time: 0.1595, Forward time: 2.2755, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 6.1058 [2020-11-09 01:02:33,503][root][INFO] - ===> Epoch[265](6865/26): Loss 0.7893, Sem 0.4254, dir -0.0797, norm 0.4436, swav 0.0000 LR: 3.521e-02 Score 88.539 Data time: 0.1821, Forward time: 2.2754, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.7677 [2020-11-09 01:02:38,292][root][INFO] - ===> Epoch[265](6866/26): Loss 0.5371, Sem 0.4070, dir -0.1674, norm 0.2974, swav 0.0000 LR: 3.520e-02 Score 88.305 Data time: 0.2302, Forward time: 2.2754, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.6921 [2020-11-09 01:02:44,815][root][INFO] - ===> Epoch[265](6867/26): Loss 0.6722, Sem 0.4304, dir -0.0983, norm 0.3401, swav 0.0000 LR: 3.519e-02 Score 86.500 Data time: 0.3150, Forward time: 2.2755, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.3885 [2020-11-09 01:02:50,148][root][INFO] - ===> Epoch[265](6868/26): Loss 0.6811, Sem 0.3847, dir -0.0937, norm 0.3902, swav 0.0000 LR: 3.518e-02 Score 88.738 Data time: 0.2632, Forward time: 2.2756, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.1888 [2020-11-09 01:02:55,269][root][INFO] - ===> Epoch[265](6869/26): Loss 0.7059, Sem 0.5420, dir -0.1390, norm 0.3029, swav 0.0000 LR: 3.517e-02 Score 81.166 Data time: 0.2457, Forward time: 2.2756, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.0152 [2020-11-09 01:03:00,465][root][INFO] - ===> Epoch[265](6870/26): Loss 0.6656, Sem 0.4598, dir -0.1482, norm 0.3541, swav 0.0000 LR: 3.516e-02 Score 85.591 Data time: 0.1492, Forward time: 2.2755, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.0735 [2020-11-09 01:03:08,178][root][INFO] - ===> Epoch[265](6871/26): Loss 0.8903, Sem 0.5531, dir -0.1043, norm 0.4415, swav 0.0000 LR: 3.515e-02 Score 85.229 Data time: 0.1847, Forward time: 2.2755, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 7.6382 [2020-11-09 01:03:14,206][root][INFO] - ===> Epoch[265](6872/26): Loss 0.7109, Sem 0.4869, dir -0.1466, norm 0.3706, swav 0.0000 LR: 3.514e-02 Score 83.638 Data time: 0.2632, Forward time: 2.2756, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.9383 [2020-11-09 01:03:19,347][root][INFO] - ===> Epoch[265](6873/26): Loss 0.6251, Sem 0.4029, dir -0.0907, norm 0.3129, swav 0.0000 LR: 3.513e-02 Score 86.645 Data time: 0.1634, Forward time: 2.2755, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.0133 [2020-11-09 01:03:25,013][root][INFO] - ===> Epoch[265](6874/26): Loss 0.9148, Sem 0.5374, dir -0.0822, norm 0.4596, swav 0.0000 LR: 3.512e-02 Score 80.568 Data time: 0.2473, Forward time: 2.2755, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.5868 [2020-11-09 01:03:31,832][root][INFO] - ===> Epoch[265](6875/26): Loss 0.6716, Sem 0.3951, dir -0.0589, norm 0.3355, swav 0.0000 LR: 3.511e-02 Score 88.359 Data time: 0.3419, Forward time: 2.2757, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.6944 [2020-11-09 01:03:37,834][root][INFO] - ===> Epoch[265](6876/26): Loss 0.8101, Sem 0.4693, dir -0.0788, norm 0.4196, swav 0.0000 LR: 3.510e-02 Score 84.931 Data time: 0.2075, Forward time: 2.2757, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.8670 [2020-11-09 01:03:42,831][root][INFO] - ===> Epoch[265](6877/26): Loss 0.7328, Sem 0.3958, dir -0.0998, norm 0.4367, swav 0.0000 LR: 3.509e-02 Score 85.416 Data time: 0.2231, Forward time: 2.2757, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 4.8981 [2020-11-09 01:03:48,737][root][INFO] - ===> Epoch[265](6878/26): Loss 0.6262, Sem 0.4287, dir -0.1344, norm 0.3319, swav 0.0000 LR: 3.508e-02 Score 87.070 Data time: 0.2129, Forward time: 2.2756, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.7814 [2020-11-09 01:03:56,220][root][INFO] - ===> Epoch[265](6879/26): Loss 0.8021, Sem 0.4980, dir -0.1239, norm 0.4281, swav 0.0000 LR: 3.507e-02 Score 83.809 Data time: 0.2277, Forward time: 2.2756, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 7.3689 [2020-11-09 01:04:02,615][root][INFO] - ===> Epoch[265](6880/26): Loss 0.5230, Sem 0.3358, dir -0.1276, norm 0.3147, swav 0.0000 LR: 3.506e-02 Score 89.616 Data time: 0.3126, Forward time: 2.2758, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.2939 [2020-11-09 01:04:07,608][root][INFO] - ===> Epoch[265](6881/26): Loss 0.7988, Sem 0.5054, dir -0.1061, norm 0.3995, swav 0.0000 LR: 3.505e-02 Score 84.471 Data time: 0.2095, Forward time: 2.2758, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 4.8539 [2020-11-09 01:04:13,115][root][INFO] - ===> Epoch[265](6882/26): Loss 0.7316, Sem 0.4638, dir -0.1616, norm 0.4294, swav 0.0000 LR: 3.504e-02 Score 87.584 Data time: 0.2816, Forward time: 2.2758, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.4113 [2020-11-09 01:04:20,208][root][INFO] - ===> Epoch[265](6883/26): Loss 0.7735, Sem 0.4980, dir -0.0945, norm 0.3700, swav 0.0000 LR: 3.503e-02 Score 85.340 Data time: 0.2399, Forward time: 2.2759, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.9736 [2020-11-09 01:04:26,712][root][INFO] - ===> Epoch[265](6884/26): Loss 0.7880, Sem 0.4626, dir -0.1177, norm 0.4432, swav 0.0000 LR: 3.502e-02 Score 85.704 Data time: 0.2301, Forward time: 2.2759, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.4017 [2020-11-09 01:04:31,650][root][INFO] - ===> Epoch[265](6885/26): Loss 0.6261, Sem 0.4233, dir -0.1168, norm 0.3196, swav 0.0000 LR: 3.501e-02 Score 85.752 Data time: 0.2248, Forward time: 2.2759, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.8382 [2020-11-09 01:04:36,525][root][INFO] - ===> Epoch[265](6886/26): Loss 0.5822, Sem 0.3689, dir -0.1218, norm 0.3352, swav 0.0000 LR: 3.500e-02 Score 88.987 Data time: 0.2233, Forward time: 2.2760, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 4.7748 [2020-11-09 01:04:42,025][root][INFO] - ===> Epoch[265](6887/26): Loss 0.6442, Sem 0.3950, dir -0.1448, norm 0.3940, swav 0.0000 LR: 3.499e-02 Score 88.638 Data time: 0.2317, Forward time: 2.2760, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.3951 [2020-11-09 01:04:48,671][root][INFO] - ===> Epoch[265](6888/26): Loss 0.6913, Sem 0.4545, dir -0.1049, norm 0.3418, swav 0.0000 LR: 3.498e-02 Score 84.213 Data time: 0.1797, Forward time: 2.2760, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.5460 [2020-11-09 01:04:54,899][root][INFO] - ===> Epoch[265](6889/26): Loss 0.7473, Sem 0.5548, dir -0.1167, norm 0.3091, swav 0.0000 LR: 3.497e-02 Score 81.719 Data time: 0.2432, Forward time: 2.2760, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.1210 [2020-11-09 01:04:59,611][root][INFO] - ===> Epoch[265](6890/26): Loss 0.6015, Sem 0.3921, dir -0.0831, norm 0.2925, swav 0.0000 LR: 3.496e-02 Score 85.667 Data time: 0.1878, Forward time: 2.2760, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 4.5765 [2020-11-09 01:05:04,800][root][INFO] - ===> Epoch[266](6891/26): Loss 0.7157, Sem 0.4868, dir -0.1123, norm 0.3412, swav 0.0000 LR: 3.495e-02 Score 83.824 Data time: 0.2362, Forward time: 2.2760, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.1189 [2020-11-09 01:05:10,996][root][INFO] - ===> Epoch[266](6892/26): Loss 0.6998, Sem 0.4506, dir -0.1428, norm 0.3919, swav 0.0000 LR: 3.494e-02 Score 85.300 Data time: 0.2971, Forward time: 2.2761, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 6.0652 [2020-11-09 01:05:16,230][root][INFO] - ===> Epoch[266](6893/26): Loss 0.6362, Sem 0.4187, dir -0.1218, norm 0.3392, swav 0.0000 LR: 3.493e-02 Score 85.350 Data time: 0.2265, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.0976 [2020-11-09 01:05:21,881][root][INFO] - ===> Epoch[266](6894/26): Loss 0.8010, Sem 0.5853, dir -0.0850, norm 0.3007, swav 0.0000 LR: 3.492e-02 Score 81.799 Data time: 0.2514, Forward time: 2.2762, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.5572 [2020-11-09 01:05:27,735][root][INFO] - ===> Epoch[266](6895/26): Loss 0.7148, Sem 0.4343, dir -0.1079, norm 0.3883, swav 0.0000 LR: 3.491e-02 Score 86.088 Data time: 0.1671, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.7428 [2020-11-09 01:05:33,144][root][INFO] - ===> Epoch[266](6896/26): Loss 0.8307, Sem 0.5322, dir -0.1036, norm 0.4021, swav 0.0000 LR: 3.490e-02 Score 83.103 Data time: 0.2174, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.3422 [2020-11-09 01:05:38,764][root][INFO] - ===> Epoch[266](6897/26): Loss 0.6654, Sem 0.3848, dir -0.1164, norm 0.3969, swav 0.0000 LR: 3.489e-02 Score 89.488 Data time: 0.1884, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.5030 [2020-11-09 01:05:44,875][root][INFO] - ===> Epoch[266](6898/26): Loss 0.8230, Sem 0.4818, dir -0.1071, norm 0.4482, swav 0.0000 LR: 3.488e-02 Score 85.283 Data time: 0.1529, Forward time: 2.2760, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 6.0175 [2020-11-09 01:05:49,276][root][INFO] - ===> Epoch[266](6899/26): Loss 0.7315, Sem 0.4760, dir -0.1053, norm 0.3608, swav 0.0000 LR: 3.487e-02 Score 86.363 Data time: 0.1103, Forward time: 2.2759, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 4.3550 [2020-11-09 01:05:56,259][root][INFO] - ===> Epoch[266](6900/26): Loss 0.7233, Sem 0.4206, dir -0.0712, norm 0.3739, swav 0.0000 LR: 3.486e-02 Score 87.064 Data time: 0.1598, Forward time: 2.2758, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 6.9592 [2020-11-09 01:06:01,835][root][INFO] - ===> Epoch[266](6901/26): Loss 0.7645, Sem 0.5566, dir -0.1555, norm 0.3633, swav 0.0000 LR: 3.485e-02 Score 81.682 Data time: 0.2462, Forward time: 2.2759, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.5464 [2020-11-09 01:06:07,045][root][INFO] - ===> Epoch[266](6902/26): Loss 0.6751, Sem 0.4600, dir -0.1137, norm 0.3288, swav 0.0000 LR: 3.484e-02 Score 87.595 Data time: 0.1870, Forward time: 2.2759, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.1017 [2020-11-09 01:06:12,523][root][INFO] - ===> Epoch[266](6903/26): Loss 0.6292, Sem 0.4500, dir -0.0967, norm 0.2759, swav 0.0000 LR: 3.483e-02 Score 86.126 Data time: 0.1812, Forward time: 2.2758, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.3853 [2020-11-09 01:06:17,370][root][INFO] - ===> Epoch[266](6904/26): Loss 0.7120, Sem 0.4092, dir -0.1034, norm 0.4062, swav 0.0000 LR: 3.482e-02 Score 86.387 Data time: 0.1579, Forward time: 2.2757, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 4.7364 [2020-11-09 01:06:23,261][root][INFO] - ===> Epoch[266](6905/26): Loss 0.5386, Sem 0.3286, dir -0.1273, norm 0.3373, swav 0.0000 LR: 3.481e-02 Score 89.527 Data time: 0.2214, Forward time: 2.2757, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.7884 [2020-11-09 01:06:29,299][root][INFO] - ===> Epoch[266](6906/26): Loss 0.6933, Sem 0.5069, dir -0.1381, norm 0.3245, swav 0.0000 LR: 3.480e-02 Score 83.654 Data time: 0.2465, Forward time: 2.2758, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.9077 [2020-11-09 01:06:34,602][root][INFO] - ===> Epoch[266](6907/26): Loss 0.6533, Sem 0.4426, dir -0.0856, norm 0.2962, swav 0.0000 LR: 3.479e-02 Score 87.155 Data time: 0.2362, Forward time: 2.2758, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.1757 [2020-11-09 01:06:41,052][root][INFO] - ===> Epoch[266](6908/26): Loss 0.5317, Sem 0.3799, dir -0.1485, norm 0.3003, swav 0.0000 LR: 3.478e-02 Score 90.010 Data time: 0.2341, Forward time: 2.2758, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 6.3397 [2020-11-09 01:06:46,754][root][INFO] - ===> Epoch[266](6909/26): Loss 0.7606, Sem 0.5860, dir -0.1327, norm 0.3072, swav 0.0000 LR: 3.477e-02 Score 81.296 Data time: 0.1904, Forward time: 2.2758, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.5909 [2020-11-09 01:06:52,906][root][INFO] - ===> Epoch[266](6910/26): Loss 0.5882, Sem 0.4195, dir -0.1240, norm 0.2927, swav 0.0000 LR: 3.476e-02 Score 86.986 Data time: 0.2062, Forward time: 2.2758, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 6.0472 [2020-11-09 01:06:57,827][root][INFO] - ===> Epoch[266](6911/26): Loss 0.6248, Sem 0.3658, dir -0.1039, norm 0.3630, swav 0.0000 LR: 3.475e-02 Score 89.279 Data time: 0.2230, Forward time: 2.2758, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 4.8152 [2020-11-09 01:07:03,620][root][INFO] - ===> Epoch[266](6912/26): Loss 0.8414, Sem 0.4823, dir -0.0882, norm 0.4473, swav 0.0000 LR: 3.474e-02 Score 86.166 Data time: 0.1776, Forward time: 2.2757, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.6810 [2020-11-09 01:07:08,733][root][INFO] - ===> Epoch[266](6913/26): Loss 0.5786, Sem 0.3899, dir -0.1201, norm 0.3087, swav 0.0000 LR: 3.473e-02 Score 87.296 Data time: 0.2264, Forward time: 2.2758, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.0263 [2020-11-09 01:07:15,113][root][INFO] - ===> Epoch[266](6914/26): Loss 0.8173, Sem 0.4666, dir -0.1401, norm 0.4909, swav 0.0000 LR: 3.472e-02 Score 85.905 Data time: 0.2351, Forward time: 2.2758, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 6.2484 [2020-11-09 01:07:21,385][root][INFO] - ===> Epoch[266](6915/26): Loss 0.6736, Sem 0.4367, dir -0.1062, norm 0.3431, swav 0.0000 LR: 3.471e-02 Score 85.346 Data time: 0.2192, Forward time: 2.2758, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 6.1684 [2020-11-09 01:07:26,659][root][INFO] - ===> Epoch[266](6916/26): Loss 0.5861, Sem 0.3584, dir -0.0964, norm 0.3241, swav 0.0000 LR: 3.470e-02 Score 87.508 Data time: 0.2451, Forward time: 2.2758, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.1531 [2020-11-09 01:07:31,809][root][INFO] - ===> Epoch[267](6917/26): Loss 0.6435, Sem 0.4660, dir -0.1002, norm 0.2777, swav 0.0000 LR: 3.469e-02 Score 86.555 Data time: 0.1276, Forward time: 2.2757, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.0372 [2020-11-09 01:07:37,992][root][INFO] - ===> Epoch[267](6918/26): Loss 0.5859, Sem 0.4342, dir -0.1359, norm 0.2876, swav 0.0000 LR: 3.468e-02 Score 86.283 Data time: 0.2276, Forward time: 2.2757, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 6.0993 [2020-11-09 01:07:43,030][root][INFO] - ===> Epoch[267](6919/26): Loss 0.6107, Sem 0.3656, dir -0.1025, norm 0.3475, swav 0.0000 LR: 3.467e-02 Score 88.036 Data time: 0.1641, Forward time: 2.2757, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 4.9328 [2020-11-09 01:07:49,786][root][INFO] - ===> Epoch[267](6920/26): Loss 0.6447, Sem 0.4518, dir -0.0793, norm 0.2722, swav 0.0000 LR: 3.466e-02 Score 84.918 Data time: 0.2122, Forward time: 2.2757, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 6.6874 [2020-11-09 01:07:55,822][root][INFO] - ===> Epoch[267](6921/26): Loss 0.8021, Sem 0.5667, dir -0.1679, norm 0.4033, swav 0.0000 LR: 3.465e-02 Score 82.140 Data time: 0.1286, Forward time: 2.2755, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.9218 [2020-11-09 01:08:01,362][root][INFO] - ===> Epoch[267](6922/26): Loss 0.6344, Sem 0.4233, dir -0.1425, norm 0.3536, swav 0.0000 LR: 3.464e-02 Score 87.035 Data time: 0.2170, Forward time: 2.2756, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.4869 [2020-11-09 01:08:08,270][root][INFO] - ===> Epoch[267](6923/26): Loss 0.5993, Sem 0.3976, dir -0.0300, norm 0.2316, swav 0.0000 LR: 3.463e-02 Score 87.631 Data time: 0.1976, Forward time: 2.2756, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.7971 [2020-11-09 01:08:13,970][root][INFO] - ===> Epoch[267](6924/26): Loss 0.6515, Sem 0.4490, dir -0.0852, norm 0.2876, swav 0.0000 LR: 3.462e-02 Score 85.459 Data time: 0.1544, Forward time: 2.2754, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.5996 [2020-11-09 01:08:20,699][root][INFO] - ===> Epoch[267](6925/26): Loss 0.5063, Sem 0.3402, dir -0.0985, norm 0.2646, swav 0.0000 LR: 3.461e-02 Score 90.209 Data time: 0.3172, Forward time: 2.2756, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.6628 [2020-11-09 01:08:25,730][root][INFO] - ===> Epoch[267](6926/26): Loss 0.6349, Sem 0.4080, dir -0.1102, norm 0.3371, swav 0.0000 LR: 3.460e-02 Score 86.084 Data time: 0.2185, Forward time: 2.2756, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 4.9108 [2020-11-09 01:08:30,993][root][INFO] - ===> Epoch[267](6927/26): Loss 0.6183, Sem 0.4425, dir -0.0834, norm 0.2592, swav 0.0000 LR: 3.459e-02 Score 86.325 Data time: 0.2185, Forward time: 2.2756, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.1527 [2020-11-09 01:08:36,638][root][INFO] - ===> Epoch[267](6928/26): Loss 0.8012, Sem 0.4883, dir -0.1047, norm 0.4176, swav 0.0000 LR: 3.458e-02 Score 85.212 Data time: 0.2521, Forward time: 2.2757, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.5461 [2020-11-09 01:08:42,462][root][INFO] - ===> Epoch[267](6929/26): Loss 0.7449, Sem 0.4569, dir -0.1471, norm 0.4351, swav 0.0000 LR: 3.457e-02 Score 84.512 Data time: 0.1753, Forward time: 2.2757, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.6814 [2020-11-09 01:08:48,317][root][INFO] - ===> Epoch[267](6930/26): Loss 0.6674, Sem 0.4280, dir -0.1239, norm 0.3633, swav 0.0000 LR: 3.456e-02 Score 85.214 Data time: 0.2327, Forward time: 2.2757, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.7264 [2020-11-09 01:08:54,050][root][INFO] - ===> Epoch[267](6931/26): Loss 0.7726, Sem 0.4603, dir -0.0755, norm 0.3878, swav 0.0000 LR: 3.455e-02 Score 86.723 Data time: 0.1391, Forward time: 2.2756, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.6037 [2020-11-09 01:08:58,651][root][INFO] - ===> Epoch[267](6932/26): Loss 0.8965, Sem 0.4973, dir -0.0552, norm 0.4544, swav 0.0000 LR: 3.453e-02 Score 86.326 Data time: 0.1744, Forward time: 2.2755, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.5221 [2020-11-09 01:09:04,256][root][INFO] - ===> Epoch[267](6933/26): Loss 0.7972, Sem 0.4368, dir -0.0385, norm 0.3989, swav 0.0000 LR: 3.452e-02 Score 86.521 Data time: 0.2386, Forward time: 2.2756, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.5127 [2020-11-09 01:09:08,843][root][INFO] - ===> Epoch[267](6934/26): Loss 0.6473, Sem 0.3653, dir -0.1017, norm 0.3837, swav 0.0000 LR: 3.451e-02 Score 87.313 Data time: 0.1910, Forward time: 2.2755, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 4.4656 [2020-11-09 01:09:13,547][root][INFO] - ===> Epoch[267](6935/26): Loss 0.6826, Sem 0.4905, dir -0.1115, norm 0.3036, swav 0.0000 LR: 3.450e-02 Score 82.971 Data time: 0.1561, Forward time: 2.2755, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 4.6055 [2020-11-09 01:09:19,526][root][INFO] - ===> Epoch[267](6936/26): Loss 0.6864, Sem 0.4363, dir -0.1170, norm 0.3671, swav 0.0000 LR: 3.449e-02 Score 85.848 Data time: 0.1566, Forward time: 2.2754, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.9145 [2020-11-09 01:09:24,206][root][INFO] - ===> Epoch[267](6937/26): Loss 0.6675, Sem 0.4308, dir -0.0819, norm 0.3186, swav 0.0000 LR: 3.448e-02 Score 89.545 Data time: 0.1658, Forward time: 2.2753, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 4.6186 [2020-11-09 01:09:30,480][root][INFO] - ===> Epoch[267](6938/26): Loss 0.9635, Sem 0.5957, dir -0.0885, norm 0.4563, swav 0.0000 LR: 3.447e-02 Score 80.724 Data time: 0.2191, Forward time: 2.2753, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 6.1930 [2020-11-09 01:09:36,117][root][INFO] - ===> Epoch[267](6939/26): Loss 0.7356, Sem 0.3664, dir -0.0842, norm 0.4535, swav 0.0000 LR: 3.446e-02 Score 89.190 Data time: 0.1873, Forward time: 2.2753, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.5245 [2020-11-09 01:09:41,839][root][INFO] - ===> Epoch[267](6940/26): Loss 0.8249, Sem 0.5201, dir -0.1433, norm 0.4481, swav 0.0000 LR: 3.445e-02 Score 83.376 Data time: 0.2147, Forward time: 2.2753, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.6334 [2020-11-09 01:09:47,064][root][INFO] - ===> Epoch[267](6941/26): Loss 0.6447, Sem 0.3656, dir -0.0852, norm 0.3644, swav 0.0000 LR: 3.444e-02 Score 88.365 Data time: 0.2488, Forward time: 2.2753, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.0789 [2020-11-09 01:09:51,549][root][INFO] - ===> Epoch[267](6942/26): Loss 0.6176, Sem 0.4101, dir -0.1458, norm 0.3533, swav 0.0000 LR: 3.443e-02 Score 88.288 Data time: 0.1932, Forward time: 2.2753, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 4.3627 [2020-11-09 01:09:57,387][root][INFO] - ===> Epoch[268](6943/26): Loss 0.6634, Sem 0.4370, dir -0.1853, norm 0.4117, swav 0.0000 LR: 3.442e-02 Score 83.827 Data time: 0.1977, Forward time: 2.2752, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.7390 [2020-11-09 01:10:02,780][root][INFO] - ===> Epoch[268](6944/26): Loss 0.6271, Sem 0.3770, dir -0.0869, norm 0.3370, swav 0.0000 LR: 3.441e-02 Score 88.824 Data time: 0.2648, Forward time: 2.2753, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.2830 [2020-11-09 01:10:09,312][root][INFO] - ===> Epoch[268](6945/26): Loss 0.6730, Sem 0.4450, dir -0.1102, norm 0.3382, swav 0.0000 LR: 3.440e-02 Score 84.404 Data time: 0.2331, Forward time: 2.2753, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 6.3843 [2020-11-09 01:10:15,759][root][INFO] - ===> Epoch[268](6946/26): Loss 0.6393, Sem 0.4939, dir -0.1254, norm 0.2709, swav 0.0000 LR: 3.439e-02 Score 85.358 Data time: 0.2570, Forward time: 2.2754, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 6.3274 [2020-11-09 01:10:21,986][root][INFO] - ===> Epoch[268](6947/26): Loss 0.6121, Sem 0.3547, dir -0.0991, norm 0.3565, swav 0.0000 LR: 3.438e-02 Score 86.244 Data time: 0.1666, Forward time: 2.2753, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 6.1080 [2020-11-09 01:10:28,566][root][INFO] - ===> Epoch[268](6948/26): Loss 0.7338, Sem 0.4424, dir -0.0814, norm 0.3727, swav 0.0000 LR: 3.437e-02 Score 83.421 Data time: 0.2048, Forward time: 2.2753, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 6.5185 [2020-11-09 01:10:33,177][root][INFO] - ===> Epoch[268](6949/26): Loss 0.8008, Sem 0.4300, dir -0.1328, norm 0.5035, swav 0.0000 LR: 3.436e-02 Score 85.115 Data time: 0.1757, Forward time: 2.2753, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 4.4826 [2020-11-09 01:10:38,717][root][INFO] - ===> Epoch[268](6950/26): Loss 0.5133, Sem 0.3599, dir -0.1332, norm 0.2865, swav 0.0000 LR: 3.435e-02 Score 86.298 Data time: 0.1832, Forward time: 2.2752, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.4372 [2020-11-09 01:10:44,776][root][INFO] - ===> Epoch[268](6951/26): Loss 0.7119, Sem 0.3183, dir -0.0966, norm 0.4903, swav 0.0000 LR: 3.434e-02 Score 90.510 Data time: 0.2984, Forward time: 2.2753, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.9405 [2020-11-09 01:10:49,915][root][INFO] - ===> Epoch[268](6952/26): Loss 0.7800, Sem 0.4687, dir -0.1146, norm 0.4259, swav 0.0000 LR: 3.433e-02 Score 86.559 Data time: 0.2173, Forward time: 2.2753, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.0066 [2020-11-09 01:10:55,013][root][INFO] - ===> Epoch[268](6953/26): Loss 0.8305, Sem 0.5278, dir -0.0665, norm 0.3691, swav 0.0000 LR: 3.432e-02 Score 82.228 Data time: 0.1940, Forward time: 2.2753, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 4.9844 [2020-11-09 01:11:00,457][root][INFO] - ===> Epoch[268](6954/26): Loss 0.7354, Sem 0.4784, dir -0.0865, norm 0.3434, swav 0.0000 LR: 3.431e-02 Score 82.760 Data time: 0.2437, Forward time: 2.2754, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.3402 [2020-11-09 01:11:06,433][root][INFO] - ===> Epoch[268](6955/26): Loss 0.8578, Sem 0.5506, dir -0.1455, norm 0.4528, swav 0.0000 LR: 3.430e-02 Score 82.649 Data time: 0.1967, Forward time: 2.2753, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.8455 [2020-11-09 01:11:11,678][root][INFO] - ===> Epoch[268](6956/26): Loss 0.7331, Sem 0.4086, dir -0.1270, norm 0.4514, swav 0.0000 LR: 3.429e-02 Score 87.774 Data time: 0.1896, Forward time: 2.2753, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.1417 [2020-11-09 01:11:19,052][root][INFO] - ===> Epoch[268](6957/26): Loss 0.7898, Sem 0.4897, dir -0.0862, norm 0.3862, swav 0.0000 LR: 3.428e-02 Score 83.551 Data time: 0.2399, Forward time: 2.2753, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 7.2598 [2020-11-09 01:11:25,420][root][INFO] - ===> Epoch[268](6958/26): Loss 0.7601, Sem 0.4494, dir -0.1166, norm 0.4273, swav 0.0000 LR: 3.427e-02 Score 84.435 Data time: 0.1948, Forward time: 2.2753, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 6.2329 [2020-11-09 01:11:30,459][root][INFO] - ===> Epoch[268](6959/26): Loss 0.6655, Sem 0.4149, dir -0.1690, norm 0.4196, swav 0.0000 LR: 3.426e-02 Score 88.302 Data time: 0.1701, Forward time: 2.2752, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 4.9332 [2020-11-09 01:11:35,933][root][INFO] - ===> Epoch[268](6960/26): Loss 0.7432, Sem 0.4400, dir -0.0925, norm 0.3958, swav 0.0000 LR: 3.425e-02 Score 85.643 Data time: 0.1603, Forward time: 2.2751, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.3767 [2020-11-09 01:11:41,599][root][INFO] - ===> Epoch[268](6961/26): Loss 0.6191, Sem 0.3473, dir -0.1081, norm 0.3799, swav 0.0000 LR: 3.424e-02 Score 89.048 Data time: 0.1870, Forward time: 2.2751, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.5755 [2020-11-09 01:11:46,316][root][INFO] - ===> Epoch[268](6962/26): Loss 0.6787, Sem 0.4718, dir -0.1136, norm 0.3205, swav 0.0000 LR: 3.423e-02 Score 84.182 Data time: 0.1782, Forward time: 2.2750, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 4.6213 [2020-11-09 01:11:51,339][root][INFO] - ===> Epoch[268](6963/26): Loss 0.8604, Sem 0.6057, dir -0.1167, norm 0.3713, swav 0.0000 LR: 3.422e-02 Score 82.391 Data time: 0.2305, Forward time: 2.2750, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 4.9520 [2020-11-09 01:11:56,257][root][INFO] - ===> Epoch[268](6964/26): Loss 0.6996, Sem 0.4369, dir -0.1736, norm 0.4363, swav 0.0000 LR: 3.421e-02 Score 86.529 Data time: 0.2020, Forward time: 2.2750, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 4.8158 [2020-11-09 01:12:02,534][root][INFO] - ===> Epoch[268](6965/26): Loss 0.8103, Sem 0.5040, dir -0.0854, norm 0.3917, swav 0.0000 LR: 3.420e-02 Score 84.356 Data time: 0.2224, Forward time: 2.2750, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 6.1786 [2020-11-09 01:12:08,512][root][INFO] - ===> Epoch[268](6966/26): Loss 0.7073, Sem 0.4538, dir -0.1120, norm 0.3656, swav 0.0000 LR: 3.419e-02 Score 85.565 Data time: 0.3012, Forward time: 2.2750, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.8604 [2020-11-09 01:12:16,288][root][INFO] - ===> Epoch[268](6967/26): Loss 0.7069, Sem 0.4718, dir -0.1261, norm 0.3612, swav 0.0000 LR: 3.418e-02 Score 83.709 Data time: 0.2780, Forward time: 2.2751, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 7.6425 [2020-11-09 01:12:21,803][root][INFO] - ===> Epoch[268](6968/26): Loss 0.6949, Sem 0.4336, dir -0.0831, norm 0.3444, swav 0.0000 LR: 3.417e-02 Score 84.105 Data time: 0.2282, Forward time: 2.2752, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.3848 [2020-11-09 01:12:27,322][root][INFO] - ===> Epoch[269](6969/26): Loss 0.6516, Sem 0.3683, dir -0.1200, norm 0.4033, swav 0.0000 LR: 3.416e-02 Score 88.379 Data time: 0.1595, Forward time: 2.2751, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.3951 [2020-11-09 01:12:33,751][root][INFO] - ===> Epoch[269](6970/26): Loss 0.5497, Sem 0.3420, dir -0.1300, norm 0.3377, swav 0.0000 LR: 3.415e-02 Score 89.316 Data time: 0.1919, Forward time: 2.2751, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 6.3383 [2020-11-09 01:12:38,561][root][INFO] - ===> Epoch[269](6971/26): Loss 0.6394, Sem 0.4327, dir -0.0952, norm 0.3020, swav 0.0000 LR: 3.414e-02 Score 87.006 Data time: 0.2164, Forward time: 2.2751, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 4.7415 [2020-11-09 01:12:44,772][root][INFO] - ===> Epoch[269](6972/26): Loss 0.7001, Sem 0.4394, dir -0.1077, norm 0.3684, swav 0.0000 LR: 3.413e-02 Score 85.021 Data time: 0.1661, Forward time: 2.2750, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 6.1287 [2020-11-09 01:12:49,582][root][INFO] - ===> Epoch[269](6973/26): Loss 0.7542, Sem 0.4300, dir -0.0972, norm 0.4215, swav 0.0000 LR: 3.412e-02 Score 85.467 Data time: 0.0921, Forward time: 2.2749, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.7419 [2020-11-09 01:12:55,302][root][INFO] - ===> Epoch[269](6974/26): Loss 0.7923, Sem 0.4731, dir -0.1388, norm 0.4581, swav 0.0000 LR: 3.411e-02 Score 86.421 Data time: 0.1589, Forward time: 2.2748, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.6518 [2020-11-09 01:13:00,159][root][INFO] - ===> Epoch[269](6975/26): Loss 0.6418, Sem 0.4263, dir -0.1059, norm 0.3214, swav 0.0000 LR: 3.410e-02 Score 85.954 Data time: 0.1573, Forward time: 2.2747, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.7587 [2020-11-09 01:13:04,839][root][INFO] - ===> Epoch[269](6976/26): Loss 0.6796, Sem 0.3795, dir -0.0713, norm 0.3714, swav 0.0000 LR: 3.409e-02 Score 87.276 Data time: 0.1794, Forward time: 2.2747, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 4.6017 [2020-11-09 01:13:10,210][root][INFO] - ===> Epoch[269](6977/26): Loss 0.6704, Sem 0.4031, dir -0.0954, norm 0.3627, swav 0.0000 LR: 3.408e-02 Score 86.969 Data time: 0.1580, Forward time: 2.2746, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.2565 [2020-11-09 01:13:16,261][root][INFO] - ===> Epoch[269](6978/26): Loss 0.6818, Sem 0.4238, dir -0.1037, norm 0.3617, swav 0.0000 LR: 3.407e-02 Score 86.696 Data time: 0.1899, Forward time: 2.2746, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.0005 [2020-11-09 01:13:21,554][root][INFO] - ===> Epoch[269](6979/26): Loss 0.5733, Sem 0.4319, dir -0.1387, norm 0.2801, swav 0.0000 LR: 3.406e-02 Score 85.378 Data time: 0.1955, Forward time: 2.2745, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.1840 [2020-11-09 01:13:27,447][root][INFO] - ===> Epoch[269](6980/26): Loss 0.6265, Sem 0.3883, dir -0.0760, norm 0.3142, swav 0.0000 LR: 3.405e-02 Score 88.332 Data time: 0.2869, Forward time: 2.2746, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.7971 [2020-11-09 01:13:32,774][root][INFO] - ===> Epoch[269](6981/26): Loss 0.7525, Sem 0.4486, dir -0.1422, norm 0.4461, swav 0.0000 LR: 3.404e-02 Score 85.760 Data time: 0.2006, Forward time: 2.2746, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.1923 [2020-11-09 01:13:37,914][root][INFO] - ===> Epoch[269](6982/26): Loss 0.5299, Sem 0.3601, dir -0.0960, norm 0.2658, swav 0.0000 LR: 3.403e-02 Score 89.732 Data time: 0.2484, Forward time: 2.2746, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.0408 [2020-11-09 01:13:43,500][root][INFO] - ===> Epoch[269](6983/26): Loss 0.7429, Sem 0.5177, dir -0.1085, norm 0.3337, swav 0.0000 LR: 3.402e-02 Score 85.565 Data time: 0.2377, Forward time: 2.2747, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 5.4796 [2020-11-09 01:13:48,236][root][INFO] - ===> Epoch[269](6984/26): Loss 0.7551, Sem 0.4848, dir -0.1116, norm 0.3819, swav 0.0000 LR: 3.401e-02 Score 85.644 Data time: 0.2116, Forward time: 2.2747, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 4.6245 [2020-11-09 01:13:53,800][root][INFO] - ===> Epoch[269](6985/26): Loss 0.6800, Sem 0.4618, dir -0.1612, norm 0.3795, swav 0.0000 LR: 3.400e-02 Score 86.793 Data time: 0.2580, Forward time: 2.2748, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 5.4568 [2020-11-09 01:13:59,029][root][INFO] - ===> Epoch[269](6986/26): Loss 0.6840, Sem 0.4803, dir -0.1175, norm 0.3212, swav 0.0000 LR: 3.399e-02 Score 84.838 Data time: 0.2031, Forward time: 2.2748, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.0985 [2020-11-09 01:14:04,916][root][INFO] - ===> Epoch[269](6987/26): Loss 0.6511, Sem 0.3919, dir -0.1327, norm 0.3919, swav 0.0000 LR: 3.398e-02 Score 86.023 Data time: 0.1929, Forward time: 2.2747, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 5.8038 [2020-11-09 01:14:11,170][root][INFO] - ===> Epoch[269](6988/26): Loss 0.7577, Sem 0.4424, dir -0.0889, norm 0.4042, swav 0.0000 LR: 3.397e-02 Score 84.524 Data time: 0.2041, Forward time: 2.2747, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 6.1662 [2020-11-09 01:14:16,053][root][INFO] - ===> Epoch[269](6989/26): Loss 0.7412, Sem 0.5230, dir -0.1572, norm 0.3754, swav 0.0000 LR: 3.396e-02 Score 82.722 Data time: 0.2169, Forward time: 2.2747, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 4.7831 [2020-11-09 01:14:21,429][root][INFO] - ===> Epoch[269](6990/26): Loss 0.7049, Sem 0.3916, dir -0.1299, norm 0.4432, swav 0.0000 LR: 3.395e-02 Score 87.234 Data time: 0.2570, Forward time: 2.2748, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.2485 [2020-11-09 01:14:27,905][root][INFO] - ===> Epoch[269](6991/26): Loss 0.7961, Sem 0.4053, dir -0.0624, norm 0.4532, swav 0.0000 LR: 3.394e-02 Score 85.305 Data time: 0.1866, Forward time: 2.2747, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 6.3701 [2020-11-09 01:14:34,381][root][INFO] - ===> Epoch[269](6992/26): Loss 0.7502, Sem 0.4341, dir -0.0996, norm 0.4157, swav 0.0000 LR: 3.393e-02 Score 85.177 Data time: 0.3680, Forward time: 2.2749, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 6.3772 [2020-11-09 01:14:40,495][root][INFO] - ===> Epoch[269](6993/26): Loss 0.6146, Sem 0.3768, dir -0.0877, norm 0.3255, swav 0.0000 LR: 3.392e-02 Score 88.268 Data time: 0.2251, Forward time: 2.2749, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 5.9511 [2020-11-09 01:14:47,201][root][INFO] - ===> Epoch[269](6994/26): Loss 0.7010, Sem 0.4349, dir -0.1164, norm 0.3824, swav 0.0000 LR: 3.391e-02 Score 85.981 Data time: 0.2299, Forward time: 2.2749, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 6.5865 [2020-11-09 01:14:52,730][root][INFO] - ===> Epoch[270](6995/26): Loss 0.6684, Sem 0.3298, dir -0.0645, norm 0.4031, swav 0.0000 LR: 3.390e-02 Score 89.421 Data time: 0.1816, Forward time: 2.2749, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.3893 [2020-11-09 01:14:57,242][root][INFO] - ===> Epoch[270](6996/26): Loss 0.7281, Sem 0.4079, dir -0.1105, norm 0.4307, swav 0.0000 LR: 3.389e-02 Score 87.438 Data time: 0.2382, Forward time: 2.2748, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 4.4177 [2020-11-09 01:15:03,146][root][INFO] - ===> Epoch[270](6997/26): Loss 0.7460, Sem 0.4798, dir -0.1558, norm 0.4220, swav 0.0000 LR: 3.388e-02 Score 85.264 Data time: 0.1978, Forward time: 2.2748, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 5.7948 [2020-11-09 01:15:10,041][root][INFO] - ===> Epoch[270](6998/26): Loss 0.6523, Sem 0.4670, dir -0.1184, norm 0.3037, swav 0.0000 LR: 3.387e-02 Score 85.044 Data time: 0.2459, Forward time: 2.2749, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 6.7805 [2020-11-09 01:15:15,738][root][INFO] - ===> Epoch[270](6999/26): Loss 0.5096, Sem 0.2851, dir -0.1907, norm 0.4151, swav 0.0000 LR: 3.386e-02 Score 90.373 Data time: 0.2027, Forward time: 2.2749, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.5669 [2020-11-09 01:15:21,346][root][INFO] - ===> Epoch[270](7000/26): Loss 0.7170, Sem 0.4772, dir -0.1008, norm 0.3406, swav 0.0000 LR: 3.385e-02 Score 85.079 Data time: 0.2432, Forward time: 2.2749, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 5.4980 [2020-11-09 01:15:22,033][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 01:15:22,283][root][INFO] - ===> Start testing [2020-11-09 01:16:45,401][root][INFO] - 101/312: Data time: 0.0051, Iter time: 0.3266 Loss 0.844 (AVG: 0.701) Score 79.410 (AVG: 80.117) mIOU 49.672 mAP 58.711 mAcc 60.880 IOU: 73.103 95.002 39.805 72.823 81.445 71.173 59.374 18.436 43.421 46.551 0.813 39.716 37.787 61.916 6.597 47.783 72.046 32.346 70.193 23.113 mAP: 75.367 96.283 49.165 63.600 84.522 82.667 57.817 40.181 50.595 56.032 18.660 37.964 47.690 60.815 27.078 81.931 84.505 45.132 79.024 35.201 mAcc: 92.533 97.771 53.863 78.391 88.249 89.464 69.168 21.165 56.838 63.093 0.838 51.255 61.494 75.739 7.169 70.101 78.940 38.720 86.246 36.562 [2020-11-09 01:18:11,117][root][INFO] - 201/312: Data time: 0.0055, Iter time: 0.2561 Loss 0.666 (AVG: 0.712) Score 77.253 (AVG: 80.503) mIOU 49.963 mAP 59.856 mAcc 61.033 IOU: 72.869 95.225 40.324 67.801 81.762 71.129 61.843 17.939 38.026 59.210 0.701 42.866 40.417 57.354 5.217 45.106 71.826 34.788 69.340 25.519 mAP: 75.338 95.997 49.181 63.765 83.169 79.044 62.794 40.593 47.362 60.830 17.180 46.388 51.429 67.190 23.568 81.150 87.031 51.121 78.971 35.017 mAcc: 92.455 98.034 55.909 76.486 88.235 87.423 71.615 20.543 48.968 76.716 0.721 55.975 63.266 67.296 5.825 65.518 82.075 42.399 83.430 37.771 [2020-11-09 01:19:33,480][root][INFO] - 301/312: Data time: 0.0059, Iter time: 0.4003 Loss 1.608 (AVG: 0.736) Score 69.285 (AVG: 80.157) mIOU 49.958 mAP 60.106 mAcc 61.062 IOU: 72.123 95.271 43.223 65.182 80.303 72.391 60.033 18.332 35.779 61.812 0.796 44.259 39.913 58.233 7.493 43.616 71.227 35.385 67.552 26.234 mAP: 74.474 96.323 51.329 63.480 82.727 77.786 62.840 40.539 45.476 59.957 16.746 47.339 51.764 68.838 29.573 80.573 87.640 51.408 78.061 35.244 mAcc: 92.465 98.055 59.388 76.971 87.051 88.278 69.425 21.072 46.421 77.242 0.817 57.203 60.850 67.375 8.224 64.363 81.596 42.347 84.317 37.774 [2020-11-09 01:19:41,597][root][INFO] - 312/312: Data time: 0.0042, Iter time: 0.3818 Loss 0.786 (AVG: 0.730) Score 80.425 (AVG: 80.256) mIOU 50.082 mAP 60.381 mAcc 61.211 IOU: 72.227 95.318 43.411 65.066 80.190 73.110 60.110 18.398 35.731 61.649 0.781 44.429 40.846 58.197 7.086 43.632 71.587 35.163 68.080 26.635 mAP: 74.486 96.352 51.702 63.480 82.948 78.025 63.314 41.094 45.968 61.141 16.830 48.842 52.123 68.838 29.487 79.736 87.916 50.729 78.635 35.974 mAcc: 92.451 98.057 59.604 76.971 86.798 88.683 69.891 21.126 46.009 77.530 0.803 56.835 62.011 67.375 7.741 64.904 82.091 42.073 84.840 38.421 [2020-11-09 01:19:41,597][root][INFO] - Finished test. Elapsed time: 259.3131 [2020-11-09 01:19:55,453][root][INFO] - [2020-11-09 01:19:55,455][root][INFO] - ################################################################ [2020-11-09 01:19:55,455][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 01:19:55,455][root][INFO] - ################################################################ [2020-11-09 01:19:55,455][root][INFO] - cabinet : 0.034 0.123 0.347 [2020-11-09 01:19:55,455][root][INFO] - bed : 0.139 0.447 0.606 [2020-11-09 01:19:55,455][root][INFO] - chair : 0.292 0.503 0.632 [2020-11-09 01:19:55,455][root][INFO] - sofa : 0.273 0.548 0.658 [2020-11-09 01:19:55,455][root][INFO] - table : 0.121 0.289 0.432 [2020-11-09 01:19:55,455][root][INFO] - door : 0.000 0.002 0.074 [2020-11-09 01:19:55,455][root][INFO] - window : 0.005 0.024 0.137 [2020-11-09 01:19:55,455][root][INFO] - bookshelf : 0.045 0.170 0.366 [2020-11-09 01:19:55,455][root][INFO] - picture : 0.000 0.000 0.005 [2020-11-09 01:19:55,455][root][INFO] - counter : 0.010 0.053 0.435 [2020-11-09 01:19:55,455][root][INFO] - desk : 0.003 0.022 0.210 [2020-11-09 01:19:55,455][root][INFO] - curtain : 0.130 0.287 0.447 [2020-11-09 01:19:55,455][root][INFO] - refrigerator : 0.000 0.000 0.002 [2020-11-09 01:19:55,455][root][INFO] - shower curtain : 0.270 0.477 0.506 [2020-11-09 01:19:55,455][root][INFO] - toilet : 0.391 0.811 0.950 [2020-11-09 01:19:55,455][root][INFO] - sink : 0.073 0.160 0.376 [2020-11-09 01:19:55,456][root][INFO] - bathtub : 0.009 0.029 0.363 [2020-11-09 01:19:55,456][root][INFO] - otherfurniture : 0.048 0.119 0.295 [2020-11-09 01:19:55,456][root][INFO] - ---------------------------------------------------------------- [2020-11-09 01:19:55,456][root][INFO] - average : 0.102 0.226 0.380 [2020-11-09 01:19:55,456][root][INFO] - [2020-11-09 01:19:55,724][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 01:19:56,429][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 01:19:56,656][root][INFO] - Current best mIoU: 50.082 at iter 7000 [2020-11-09 01:20:00,154][root][INFO] - ===> Epoch[270](7001/26): Loss 0.7501, Sem 0.4665, dir -0.1241, norm 0.4078, swav 0.0000 LR: 3.384e-02 Score 85.427 Data time: 0.1516, Forward time: 2.2748, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 3.4914 [2020-11-09 01:20:05,853][root][INFO] - ===> Epoch[270](7002/26): Loss 0.6403, Sem 0.3735, dir -0.1040, norm 0.3708, swav 0.0000 LR: 3.383e-02 Score 88.023 Data time: 0.1650, Forward time: 2.2747, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.6140 [2020-11-09 01:20:11,650][root][INFO] - ===> Epoch[270](7003/26): Loss 0.6708, Sem 0.4483, dir -0.1560, norm 0.3786, swav 0.0000 LR: 3.381e-02 Score 84.569 Data time: 0.2043, Forward time: 2.2747, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.7135 [2020-11-09 01:20:18,043][root][INFO] - ===> Epoch[270](7004/26): Loss 0.5965, Sem 0.4028, dir -0.1574, norm 0.3511, swav 0.0000 LR: 3.380e-02 Score 87.312 Data time: 0.1884, Forward time: 2.2747, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 6.2677 [2020-11-09 01:20:23,030][root][INFO] - ===> Epoch[270](7005/26): Loss 0.7102, Sem 0.4819, dir -0.1093, norm 0.3376, swav 0.0000 LR: 3.379e-02 Score 84.496 Data time: 0.1949, Forward time: 2.2747, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 4.9169 [2020-11-09 01:20:28,332][root][INFO] - ===> Epoch[270](7006/26): Loss 0.7181, Sem 0.4203, dir -0.0618, norm 0.3596, swav 0.0000 LR: 3.378e-02 Score 88.011 Data time: 0.2077, Forward time: 2.2747, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.2047 [2020-11-09 01:20:33,719][root][INFO] - ===> Epoch[270](7007/26): Loss 0.6645, Sem 0.3692, dir -0.1389, norm 0.4341, swav 0.0000 LR: 3.377e-02 Score 89.284 Data time: 0.2572, Forward time: 2.2747, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.2877 [2020-11-09 01:20:39,154][root][INFO] - ===> Epoch[270](7008/26): Loss 0.5445, Sem 0.3847, dir -0.1167, norm 0.2765, swav 0.0000 LR: 3.376e-02 Score 87.502 Data time: 0.1809, Forward time: 2.2747, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.3130 [2020-11-09 01:20:43,960][root][INFO] - ===> Epoch[270](7009/26): Loss 0.4316, Sem 0.3483, dir -0.1578, norm 0.2412, swav 0.0000 LR: 3.375e-02 Score 88.165 Data time: 0.2122, Forward time: 2.2747, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 4.6979 [2020-11-09 01:20:48,478][root][INFO] - ===> Epoch[270](7010/26): Loss 0.7051, Sem 0.4362, dir -0.1208, norm 0.3897, swav 0.0000 LR: 3.374e-02 Score 86.297 Data time: 0.2240, Forward time: 2.2747, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 4.4071 [2020-11-09 01:20:55,625][root][INFO] - ===> Epoch[270](7011/26): Loss 0.6567, Sem 0.4147, dir -0.0573, norm 0.2993, swav 0.0000 LR: 3.373e-02 Score 84.721 Data time: 0.2049, Forward time: 2.2747, Backward time: 3.0846, DDP time: 0.0059, Total iter time: 7.0231 [2020-11-09 01:21:01,557][root][INFO] - ===> Epoch[270](7012/26): Loss 0.6079, Sem 0.4193, dir -0.1770, norm 0.3656, swav 0.0000 LR: 3.372e-02 Score 86.415 Data time: 0.1641, Forward time: 2.2746, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 5.7848 [2020-11-09 01:21:06,598][root][INFO] - ===> Epoch[270](7013/26): Loss 0.6565, Sem 0.3828, dir -0.1652, norm 0.4389, swav 0.0000 LR: 3.371e-02 Score 87.663 Data time: 0.2420, Forward time: 2.2746, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 4.9570 [2020-11-09 01:21:13,718][root][INFO] - ===> Epoch[270](7014/26): Loss 0.8196, Sem 0.5023, dir -0.1148, norm 0.4320, swav 0.0000 LR: 3.370e-02 Score 83.390 Data time: 0.3416, Forward time: 2.2748, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 7.0131 [2020-11-09 01:21:19,254][root][INFO] - ===> Epoch[270](7015/26): Loss 0.7748, Sem 0.5679, dir -0.1182, norm 0.3251, swav 0.0000 LR: 3.369e-02 Score 81.879 Data time: 0.1791, Forward time: 2.2747, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 5.3764 [2020-11-09 01:21:24,461][root][INFO] - ===> Epoch[270](7016/26): Loss 0.7308, Sem 0.3892, dir -0.0654, norm 0.4070, swav 0.0000 LR: 3.368e-02 Score 87.330 Data time: 0.2802, Forward time: 2.2748, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 5.0920 [2020-11-09 01:21:29,676][root][INFO] - ===> Epoch[270](7017/26): Loss 0.8445, Sem 0.4810, dir -0.0422, norm 0.4056, swav 0.0000 LR: 3.367e-02 Score 84.377 Data time: 0.1547, Forward time: 2.2747, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 5.0858 [2020-11-09 01:21:36,124][root][INFO] - ===> Epoch[270](7018/26): Loss 0.7004, Sem 0.4445, dir -0.0635, norm 0.3194, swav 0.0000 LR: 3.366e-02 Score 87.368 Data time: 0.1951, Forward time: 2.2747, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 6.3507 [2020-11-09 01:21:41,980][root][INFO] - ===> Epoch[270](7019/26): Loss 0.6379, Sem 0.3956, dir -0.1073, norm 0.3496, swav 0.0000 LR: 3.365e-02 Score 87.961 Data time: 0.2422, Forward time: 2.2747, Backward time: 3.0846, DDP time: 0.0059, Total iter time: 5.7276 [2020-11-09 01:21:47,550][root][INFO] - ===> Epoch[270](7020/26): Loss 0.6709, Sem 0.4422, dir -0.0981, norm 0.3269, swav 0.0000 LR: 3.364e-02 Score 87.484 Data time: 0.2174, Forward time: 2.2747, Backward time: 3.0846, DDP time: 0.0059, Total iter time: 5.4165 [2020-11-09 01:21:54,434][root][INFO] - ===> Epoch[271](7021/26): Loss 0.6526, Sem 0.4432, dir -0.0990, norm 0.3084, swav 0.0000 LR: 3.363e-02 Score 85.863 Data time: 0.2705, Forward time: 2.2748, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 6.7619 [2020-11-09 01:21:59,625][root][INFO] - ===> Epoch[271](7022/26): Loss 0.6803, Sem 0.3670, dir -0.1679, norm 0.4812, swav 0.0000 LR: 3.362e-02 Score 87.936 Data time: 0.2121, Forward time: 2.2749, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 5.0479 [2020-11-09 01:22:04,271][root][INFO] - ===> Epoch[271](7023/26): Loss 0.5257, Sem 0.3732, dir -0.1131, norm 0.2656, swav 0.0000 LR: 3.361e-02 Score 87.258 Data time: 0.1253, Forward time: 2.2747, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 4.5272 [2020-11-09 01:22:10,168][root][INFO] - ===> Epoch[271](7024/26): Loss 0.8334, Sem 0.5090, dir -0.0539, norm 0.3783, swav 0.0000 LR: 3.360e-02 Score 85.698 Data time: 0.2228, Forward time: 2.2747, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 5.8175 [2020-11-09 01:22:15,282][root][INFO] - ===> Epoch[271](7025/26): Loss 0.5316, Sem 0.3858, dir -0.0944, norm 0.2402, swav 0.0000 LR: 3.359e-02 Score 87.214 Data time: 0.2166, Forward time: 2.2747, Backward time: 3.0844, DDP time: 0.0059, Total iter time: 4.9995 [2020-11-09 01:22:20,587][root][INFO] - ===> Epoch[271](7026/26): Loss 0.6381, Sem 0.4303, dir -0.1422, norm 0.3499, swav 0.0000 LR: 3.358e-02 Score 85.121 Data time: 0.2412, Forward time: 2.2748, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 5.1996 [2020-11-09 01:22:27,046][root][INFO] - ===> Epoch[271](7027/26): Loss 0.7853, Sem 0.4530, dir -0.1362, norm 0.4685, swav 0.0000 LR: 3.357e-02 Score 84.510 Data time: 0.1629, Forward time: 2.2747, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 6.3187 [2020-11-09 01:22:32,183][root][INFO] - ===> Epoch[271](7028/26): Loss 0.6599, Sem 0.4486, dir -0.1354, norm 0.3466, swav 0.0000 LR: 3.356e-02 Score 86.089 Data time: 0.2135, Forward time: 2.2747, Backward time: 3.0844, DDP time: 0.0059, Total iter time: 5.0421 [2020-11-09 01:22:37,639][root][INFO] - ===> Epoch[271](7029/26): Loss 0.6771, Sem 0.4387, dir -0.1111, norm 0.3494, swav 0.0000 LR: 3.355e-02 Score 84.365 Data time: 0.2135, Forward time: 2.2747, Backward time: 3.0844, DDP time: 0.0059, Total iter time: 5.3415 [2020-11-09 01:22:44,131][root][INFO] - ===> Epoch[271](7030/26): Loss 0.6841, Sem 0.3814, dir -0.0826, norm 0.3854, swav 0.0000 LR: 3.354e-02 Score 86.740 Data time: 0.2341, Forward time: 2.2747, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 6.3741 [2020-11-09 01:22:50,532][root][INFO] - ===> Epoch[271](7031/26): Loss 0.6340, Sem 0.4759, dir -0.1733, norm 0.3314, swav 0.0000 LR: 3.353e-02 Score 84.602 Data time: 0.2900, Forward time: 2.2748, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 6.2783 [2020-11-09 01:22:55,503][root][INFO] - ===> Epoch[271](7032/26): Loss 0.6352, Sem 0.3460, dir -0.1098, norm 0.3990, swav 0.0000 LR: 3.352e-02 Score 88.925 Data time: 0.1841, Forward time: 2.2747, Backward time: 3.0844, DDP time: 0.0059, Total iter time: 4.8066 [2020-11-09 01:22:59,839][root][INFO] - ===> Epoch[271](7033/26): Loss 0.7845, Sem 0.4651, dir -0.0991, norm 0.4185, swav 0.0000 LR: 3.351e-02 Score 83.045 Data time: 0.2154, Forward time: 2.2747, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 4.2546 [2020-11-09 01:23:04,826][root][INFO] - ===> Epoch[271](7034/26): Loss 0.5912, Sem 0.3753, dir -0.0973, norm 0.3132, swav 0.0000 LR: 3.350e-02 Score 88.341 Data time: 0.2371, Forward time: 2.2748, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 4.8677 [2020-11-09 01:23:10,593][root][INFO] - ===> Epoch[271](7035/26): Loss 0.7097, Sem 0.4459, dir -0.1468, norm 0.4106, swav 0.0000 LR: 3.349e-02 Score 84.760 Data time: 0.2655, Forward time: 2.2749, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 5.6351 [2020-11-09 01:23:16,381][root][INFO] - ===> Epoch[271](7036/26): Loss 0.6538, Sem 0.3756, dir -0.1707, norm 0.4490, swav 0.0000 LR: 3.348e-02 Score 86.006 Data time: 0.1942, Forward time: 2.2748, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 5.6435 [2020-11-09 01:23:21,193][root][INFO] - ===> Epoch[271](7037/26): Loss 0.6584, Sem 0.4536, dir -0.1452, norm 0.3500, swav 0.0000 LR: 3.347e-02 Score 84.807 Data time: 0.2231, Forward time: 2.2749, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 4.7240 [2020-11-09 01:23:26,579][root][INFO] - ===> Epoch[271](7038/26): Loss 0.7406, Sem 0.4639, dir -0.0960, norm 0.3728, swav 0.0000 LR: 3.346e-02 Score 86.149 Data time: 0.1584, Forward time: 2.2748, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 5.2680 [2020-11-09 01:23:31,943][root][INFO] - ===> Epoch[271](7039/26): Loss 0.6829, Sem 0.3899, dir -0.1209, norm 0.4139, swav 0.0000 LR: 3.345e-02 Score 86.773 Data time: 0.2043, Forward time: 2.2748, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 5.2644 [2020-11-09 01:23:37,486][root][INFO] - ===> Epoch[271](7040/26): Loss 0.7990, Sem 0.5781, dir -0.1504, norm 0.3713, swav 0.0000 LR: 3.344e-02 Score 81.334 Data time: 0.2671, Forward time: 2.2748, Backward time: 3.0838, DDP time: 0.0059, Total iter time: 5.4282 [2020-11-09 01:23:43,007][root][INFO] - ===> Epoch[271](7041/26): Loss 0.8071, Sem 0.5134, dir -0.1193, norm 0.4129, swav 0.0000 LR: 3.343e-02 Score 83.737 Data time: 0.1890, Forward time: 2.2748, Backward time: 3.0837, DDP time: 0.0059, Total iter time: 5.3944 [2020-11-09 01:23:48,270][root][INFO] - ===> Epoch[271](7042/26): Loss 0.6281, Sem 0.4122, dir -0.1073, norm 0.3233, swav 0.0000 LR: 3.342e-02 Score 87.430 Data time: 0.2264, Forward time: 2.2748, Backward time: 3.0837, DDP time: 0.0059, Total iter time: 5.1587 [2020-11-09 01:23:55,704][root][INFO] - ===> Epoch[271](7043/26): Loss 0.7800, Sem 0.5300, dir -0.1227, norm 0.3728, swav 0.0000 LR: 3.341e-02 Score 81.823 Data time: 0.1983, Forward time: 2.2748, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 7.3280 [2020-11-09 01:24:01,404][root][INFO] - ===> Epoch[271](7044/26): Loss 0.5559, Sem 0.3815, dir -0.1121, norm 0.2865, swav 0.0000 LR: 3.340e-02 Score 87.686 Data time: 0.2005, Forward time: 2.2747, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 5.6037 [2020-11-09 01:24:06,415][root][INFO] - ===> Epoch[271](7045/26): Loss 0.7152, Sem 0.4798, dir -0.0948, norm 0.3302, swav 0.0000 LR: 3.339e-02 Score 87.112 Data time: 0.1408, Forward time: 2.2746, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 4.8956 [2020-11-09 01:24:12,693][root][INFO] - ===> Epoch[271](7046/26): Loss 0.6520, Sem 0.4089, dir -0.0536, norm 0.2966, swav 0.0000 LR: 3.338e-02 Score 85.499 Data time: 0.2234, Forward time: 2.2746, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 6.2201 [2020-11-09 01:24:18,189][root][INFO] - ===> Epoch[272](7047/26): Loss 0.6934, Sem 0.4478, dir -0.1342, norm 0.3798, swav 0.0000 LR: 3.337e-02 Score 86.187 Data time: 0.2557, Forward time: 2.2747, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 5.3771 [2020-11-09 01:24:24,361][root][INFO] - ===> Epoch[272](7048/26): Loss 0.6031, Sem 0.3993, dir -0.1438, norm 0.3476, swav 0.0000 LR: 3.336e-02 Score 85.926 Data time: 0.2062, Forward time: 2.2747, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 6.0487 [2020-11-09 01:24:29,747][root][INFO] - ===> Epoch[272](7049/26): Loss 0.7456, Sem 0.5282, dir -0.1335, norm 0.3509, swav 0.0000 LR: 3.335e-02 Score 84.377 Data time: 0.2302, Forward time: 2.2747, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 5.2636 [2020-11-09 01:24:34,860][root][INFO] - ===> Epoch[272](7050/26): Loss 0.6844, Sem 0.4289, dir -0.1235, norm 0.3791, swav 0.0000 LR: 3.334e-02 Score 87.106 Data time: 0.2194, Forward time: 2.2747, Backward time: 3.0838, DDP time: 0.0059, Total iter time: 4.9931 [2020-11-09 01:24:40,235][root][INFO] - ===> Epoch[272](7051/26): Loss 0.6264, Sem 0.4003, dir -0.1239, norm 0.3500, swav 0.0000 LR: 3.333e-02 Score 86.397 Data time: 0.2214, Forward time: 2.2747, Backward time: 3.0838, DDP time: 0.0059, Total iter time: 5.2432 [2020-11-09 01:24:44,754][root][INFO] - ===> Epoch[272](7052/26): Loss 0.7555, Sem 0.5216, dir -0.1525, norm 0.3864, swav 0.0000 LR: 3.332e-02 Score 84.081 Data time: 0.1422, Forward time: 2.2746, Backward time: 3.0837, DDP time: 0.0059, Total iter time: 4.4051 [2020-11-09 01:24:50,244][root][INFO] - ===> Epoch[272](7053/26): Loss 0.7615, Sem 0.5202, dir -0.1483, norm 0.3896, swav 0.0000 LR: 3.331e-02 Score 85.005 Data time: 0.2485, Forward time: 2.2747, Backward time: 3.0836, DDP time: 0.0059, Total iter time: 5.4279 [2020-11-09 01:24:56,836][root][INFO] - ===> Epoch[272](7054/26): Loss 0.7037, Sem 0.4576, dir -0.1061, norm 0.3521, swav 0.0000 LR: 3.330e-02 Score 85.817 Data time: 0.2493, Forward time: 2.2747, Backward time: 3.0837, DDP time: 0.0059, Total iter time: 6.4792 [2020-11-09 01:25:03,966][root][INFO] - ===> Epoch[272](7055/26): Loss 0.5735, Sem 0.3748, dir -0.0962, norm 0.2949, swav 0.0000 LR: 3.329e-02 Score 88.527 Data time: 0.2204, Forward time: 2.2747, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 7.0105 [2020-11-09 01:25:09,605][root][INFO] - ===> Epoch[272](7056/26): Loss 0.5946, Sem 0.4688, dir -0.1333, norm 0.2592, swav 0.0000 LR: 3.328e-02 Score 83.525 Data time: 0.1652, Forward time: 2.2746, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 5.5369 [2020-11-09 01:25:16,480][root][INFO] - ===> Epoch[272](7057/26): Loss 0.7432, Sem 0.5099, dir -0.1374, norm 0.3706, swav 0.0000 LR: 3.327e-02 Score 83.756 Data time: 0.2726, Forward time: 2.2747, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 6.7732 [2020-11-09 01:25:23,829][root][INFO] - ===> Epoch[272](7058/26): Loss 0.6084, Sem 0.4078, dir -0.1270, norm 0.3276, swav 0.0000 LR: 3.326e-02 Score 87.638 Data time: 0.2509, Forward time: 2.2747, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 7.2111 [2020-11-09 01:25:30,579][root][INFO] - ===> Epoch[272](7059/26): Loss 0.6837, Sem 0.4265, dir -0.1163, norm 0.3734, swav 0.0000 LR: 3.325e-02 Score 86.509 Data time: 0.2025, Forward time: 2.2747, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 6.6213 [2020-11-09 01:25:36,290][root][INFO] - ===> Epoch[272](7060/26): Loss 0.6866, Sem 0.4643, dir -0.0615, norm 0.2837, swav 0.0000 LR: 3.324e-02 Score 83.954 Data time: 0.2355, Forward time: 2.2748, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 5.5812 [2020-11-09 01:25:41,371][root][INFO] - ===> Epoch[272](7061/26): Loss 0.6606, Sem 0.4336, dir -0.1178, norm 0.3448, swav 0.0000 LR: 3.323e-02 Score 86.357 Data time: 0.2222, Forward time: 2.2748, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 4.9262 [2020-11-09 01:25:47,630][root][INFO] - ===> Epoch[272](7062/26): Loss 0.6524, Sem 0.4480, dir -0.1751, norm 0.3795, swav 0.0000 LR: 3.322e-02 Score 85.138 Data time: 0.2061, Forward time: 2.2748, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 6.1613 [2020-11-09 01:25:53,671][root][INFO] - ===> Epoch[272](7063/26): Loss 0.6678, Sem 0.3636, dir -0.1369, norm 0.4411, swav 0.0000 LR: 3.321e-02 Score 88.342 Data time: 0.2109, Forward time: 2.2748, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 5.9322 [2020-11-09 01:25:59,135][root][INFO] - ===> Epoch[272](7064/26): Loss 0.6547, Sem 0.3832, dir -0.0818, norm 0.3533, swav 0.0000 LR: 3.320e-02 Score 86.195 Data time: 0.2779, Forward time: 2.2748, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 5.3667 [2020-11-09 01:26:05,447][root][INFO] - ===> Epoch[272](7065/26): Loss 0.7225, Sem 0.4460, dir -0.0696, norm 0.3461, swav 0.0000 LR: 3.318e-02 Score 86.344 Data time: 0.2237, Forward time: 2.2749, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 6.1926 [2020-11-09 01:26:10,256][root][INFO] - ===> Epoch[272](7066/26): Loss 0.6517, Sem 0.3951, dir -0.0702, norm 0.3268, swav 0.0000 LR: 3.317e-02 Score 85.415 Data time: 0.1663, Forward time: 2.2748, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 4.6865 [2020-11-09 01:26:16,080][root][INFO] - ===> Epoch[272](7067/26): Loss 0.9360, Sem 0.5245, dir -0.0811, norm 0.4927, swav 0.0000 LR: 3.316e-02 Score 82.560 Data time: 0.2329, Forward time: 2.2749, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 5.7383 [2020-11-09 01:26:21,602][root][INFO] - ===> Epoch[272](7068/26): Loss 0.6739, Sem 0.4927, dir -0.1126, norm 0.2939, swav 0.0000 LR: 3.315e-02 Score 84.918 Data time: 0.2344, Forward time: 2.2749, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 5.4166 [2020-11-09 01:26:28,206][root][INFO] - ===> Epoch[272](7069/26): Loss 0.8210, Sem 0.5242, dir -0.1189, norm 0.4158, swav 0.0000 LR: 3.314e-02 Score 83.090 Data time: 0.2791, Forward time: 2.2750, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 6.4962 [2020-11-09 01:26:33,039][root][INFO] - ===> Epoch[272](7070/26): Loss 0.8029, Sem 0.4311, dir -0.0555, norm 0.4273, swav 0.0000 LR: 3.313e-02 Score 87.169 Data time: 0.2354, Forward time: 2.2750, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 4.7089 [2020-11-09 01:26:39,082][root][INFO] - ===> Epoch[272](7071/26): Loss 0.6172, Sem 0.3559, dir -0.0819, norm 0.3433, swav 0.0000 LR: 3.312e-02 Score 88.263 Data time: 0.1981, Forward time: 2.2750, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 5.9393 [2020-11-09 01:26:43,905][root][INFO] - ===> Epoch[272](7072/26): Loss 0.7418, Sem 0.5200, dir -0.1033, norm 0.3252, swav 0.0000 LR: 3.311e-02 Score 81.137 Data time: 0.1853, Forward time: 2.2749, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 4.7487 [2020-11-09 01:26:48,537][root][INFO] - ===> Epoch[273](7073/26): Loss 0.5847, Sem 0.4593, dir -0.1911, norm 0.3165, swav 0.0000 LR: 3.310e-02 Score 86.169 Data time: 0.1825, Forward time: 2.2749, Backward time: 3.0838, DDP time: 0.0059, Total iter time: 4.5469 [2020-11-09 01:26:54,101][root][INFO] - ===> Epoch[273](7074/26): Loss 0.6241, Sem 0.3590, dir -0.0986, norm 0.3637, swav 0.0000 LR: 3.309e-02 Score 87.529 Data time: 0.1817, Forward time: 2.2748, Backward time: 3.0838, DDP time: 0.0059, Total iter time: 5.4598 [2020-11-09 01:27:00,227][root][INFO] - ===> Epoch[273](7075/26): Loss 0.7063, Sem 0.3271, dir -0.0673, norm 0.4465, swav 0.0000 LR: 3.308e-02 Score 88.889 Data time: 0.2255, Forward time: 2.2749, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 6.0269 [2020-11-09 01:27:05,911][root][INFO] - ===> Epoch[273](7076/26): Loss 0.8408, Sem 0.3595, dir -0.0772, norm 0.5586, swav 0.0000 LR: 3.307e-02 Score 87.500 Data time: 0.1950, Forward time: 2.2749, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 5.5578 [2020-11-09 01:27:11,177][root][INFO] - ===> Epoch[273](7077/26): Loss 0.8113, Sem 0.4149, dir -0.0540, norm 0.4505, swav 0.0000 LR: 3.306e-02 Score 88.497 Data time: 0.1667, Forward time: 2.2748, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 5.1656 [2020-11-09 01:27:17,308][root][INFO] - ===> Epoch[273](7078/26): Loss 0.7336, Sem 0.4528, dir -0.0835, norm 0.3642, swav 0.0000 LR: 3.305e-02 Score 85.039 Data time: 0.2126, Forward time: 2.2748, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 6.0449 [2020-11-09 01:27:23,345][root][INFO] - ===> Epoch[273](7079/26): Loss 0.7451, Sem 0.4189, dir -0.1083, norm 0.4346, swav 0.0000 LR: 3.304e-02 Score 85.511 Data time: 0.1957, Forward time: 2.2748, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 5.9231 [2020-11-09 01:27:29,600][root][INFO] - ===> Epoch[273](7080/26): Loss 0.7114, Sem 0.4116, dir -0.1482, norm 0.4481, swav 0.0000 LR: 3.303e-02 Score 85.539 Data time: 0.1477, Forward time: 2.2747, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 6.1446 [2020-11-09 01:27:34,222][root][INFO] - ===> Epoch[273](7081/26): Loss 0.6477, Sem 0.3303, dir -0.0927, norm 0.4102, swav 0.0000 LR: 3.302e-02 Score 89.673 Data time: 0.1597, Forward time: 2.2746, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 4.5362 [2020-11-09 01:27:40,618][root][INFO] - ===> Epoch[273](7082/26): Loss 0.7002, Sem 0.4228, dir -0.1271, norm 0.4045, swav 0.0000 LR: 3.301e-02 Score 87.745 Data time: 0.2027, Forward time: 2.2746, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 6.3138 [2020-11-09 01:27:45,828][root][INFO] - ===> Epoch[273](7083/26): Loss 0.5986, Sem 0.3413, dir -0.1159, norm 0.3732, swav 0.0000 LR: 3.300e-02 Score 89.525 Data time: 0.1732, Forward time: 2.2745, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 5.0952 [2020-11-09 01:27:51,098][root][INFO] - ===> Epoch[273](7084/26): Loss 0.7404, Sem 0.5064, dir -0.1210, norm 0.3551, swav 0.0000 LR: 3.299e-02 Score 82.624 Data time: 0.1984, Forward time: 2.2745, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 5.1801 [2020-11-09 01:27:56,194][root][INFO] - ===> Epoch[273](7085/26): Loss 0.5153, Sem 0.3210, dir -0.1430, norm 0.3373, swav 0.0000 LR: 3.298e-02 Score 89.636 Data time: 0.2965, Forward time: 2.2745, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 4.9958 [2020-11-09 01:28:01,440][root][INFO] - ===> Epoch[273](7086/26): Loss 0.7433, Sem 0.4718, dir -0.0869, norm 0.3584, swav 0.0000 LR: 3.297e-02 Score 83.943 Data time: 0.2406, Forward time: 2.2746, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 5.1211 [2020-11-09 01:28:06,721][root][INFO] - ===> Epoch[273](7087/26): Loss 0.8395, Sem 0.4610, dir -0.0726, norm 0.4511, swav 0.0000 LR: 3.296e-02 Score 85.239 Data time: 0.1594, Forward time: 2.2745, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 5.1651 [2020-11-09 01:28:11,235][root][INFO] - ===> Epoch[273](7088/26): Loss 0.6505, Sem 0.3839, dir -0.1748, norm 0.4414, swav 0.0000 LR: 3.295e-02 Score 88.303 Data time: 0.1928, Forward time: 2.2744, Backward time: 3.0838, DDP time: 0.0059, Total iter time: 4.3956 [2020-11-09 01:28:15,630][root][INFO] - ===> Epoch[273](7089/26): Loss 0.6901, Sem 0.4204, dir -0.1239, norm 0.3937, swav 0.0000 LR: 3.294e-02 Score 86.041 Data time: 0.2361, Forward time: 2.2744, Backward time: 3.0836, DDP time: 0.0059, Total iter time: 4.2956 [2020-11-09 01:28:21,544][root][INFO] - ===> Epoch[273](7090/26): Loss 0.7985, Sem 0.4401, dir -0.1022, norm 0.4606, swav 0.0000 LR: 3.293e-02 Score 83.768 Data time: 0.2215, Forward time: 2.2744, Backward time: 3.0836, DDP time: 0.0059, Total iter time: 5.7882 [2020-11-09 01:28:26,371][root][INFO] - ===> Epoch[273](7091/26): Loss 0.7236, Sem 0.3929, dir -0.0747, norm 0.4054, swav 0.0000 LR: 3.292e-02 Score 87.034 Data time: 0.2027, Forward time: 2.2744, Backward time: 3.0835, DDP time: 0.0059, Total iter time: 4.6852 [2020-11-09 01:28:31,685][root][INFO] - ===> Epoch[273](7092/26): Loss 0.6559, Sem 0.3739, dir -0.0841, norm 0.3661, swav 0.0000 LR: 3.291e-02 Score 85.938 Data time: 0.2216, Forward time: 2.2744, Backward time: 3.0834, DDP time: 0.0059, Total iter time: 5.2012 [2020-11-09 01:28:37,719][root][INFO] - ===> Epoch[273](7093/26): Loss 0.7573, Sem 0.4422, dir -0.0860, norm 0.4010, swav 0.0000 LR: 3.290e-02 Score 85.134 Data time: 0.1393, Forward time: 2.2743, Backward time: 3.0836, DDP time: 0.0059, Total iter time: 5.9206 [2020-11-09 01:28:43,105][root][INFO] - ===> Epoch[273](7094/26): Loss 0.6978, Sem 0.4462, dir -0.1040, norm 0.3556, swav 0.0000 LR: 3.289e-02 Score 86.880 Data time: 0.1905, Forward time: 2.2743, Backward time: 3.0836, DDP time: 0.0059, Total iter time: 5.3341 [2020-11-09 01:28:47,955][root][INFO] - ===> Epoch[273](7095/26): Loss 0.7319, Sem 0.4444, dir -0.1364, norm 0.4239, swav 0.0000 LR: 3.288e-02 Score 87.210 Data time: 0.2086, Forward time: 2.2743, Backward time: 3.0835, DDP time: 0.0059, Total iter time: 4.7487 [2020-11-09 01:28:54,312][root][INFO] - ===> Epoch[273](7096/26): Loss 0.5234, Sem 0.3966, dir -0.1317, norm 0.2585, swav 0.0000 LR: 3.287e-02 Score 87.248 Data time: 0.3273, Forward time: 2.2744, Backward time: 3.0834, DDP time: 0.0059, Total iter time: 6.2367 [2020-11-09 01:29:00,641][root][INFO] - ===> Epoch[273](7097/26): Loss 0.8036, Sem 0.6142, dir -0.0898, norm 0.2793, swav 0.0000 LR: 3.286e-02 Score 82.664 Data time: 0.2474, Forward time: 2.2745, Backward time: 3.0834, DDP time: 0.0059, Total iter time: 6.1912 [2020-11-09 01:29:07,094][root][INFO] - ===> Epoch[273](7098/26): Loss 0.6113, Sem 0.3657, dir -0.0887, norm 0.3343, swav 0.0000 LR: 3.285e-02 Score 87.811 Data time: 0.1926, Forward time: 2.2744, Backward time: 3.0835, DDP time: 0.0059, Total iter time: 6.3299 [2020-11-09 01:29:13,544][root][INFO] - ===> Epoch[274](7099/26): Loss 0.7584, Sem 0.4756, dir -0.1419, norm 0.4246, swav 0.0000 LR: 3.284e-02 Score 85.181 Data time: 0.1924, Forward time: 2.2744, Backward time: 3.0837, DDP time: 0.0059, Total iter time: 6.3416 [2020-11-09 01:29:18,794][root][INFO] - ===> Epoch[274](7100/26): Loss 0.4895, Sem 0.3406, dir -0.0988, norm 0.2478, swav 0.0000 LR: 3.283e-02 Score 86.914 Data time: 0.1494, Forward time: 2.2743, Backward time: 3.0837, DDP time: 0.0059, Total iter time: 5.1424 [2020-11-09 01:29:25,325][root][INFO] - ===> Epoch[274](7101/26): Loss 0.5763, Sem 0.3626, dir -0.0808, norm 0.2945, swav 0.0000 LR: 3.282e-02 Score 89.425 Data time: 0.2108, Forward time: 2.2743, Backward time: 3.0838, DDP time: 0.0059, Total iter time: 6.4771 [2020-11-09 01:29:30,467][root][INFO] - ===> Epoch[274](7102/26): Loss 0.6932, Sem 0.4033, dir -0.1015, norm 0.3914, swav 0.0000 LR: 3.281e-02 Score 87.786 Data time: 0.1917, Forward time: 2.2743, Backward time: 3.0838, DDP time: 0.0059, Total iter time: 5.0231 [2020-11-09 01:29:37,394][root][INFO] - ===> Epoch[274](7103/26): Loss 0.6662, Sem 0.3433, dir -0.0674, norm 0.3903, swav 0.0000 LR: 3.280e-02 Score 87.966 Data time: 0.2089, Forward time: 2.2742, Backward time: 3.0839, DDP time: 0.0059, Total iter time: 6.8335 [2020-11-09 01:29:43,521][root][INFO] - ===> Epoch[274](7104/26): Loss 0.6146, Sem 0.4069, dir -0.1244, norm 0.3320, swav 0.0000 LR: 3.279e-02 Score 87.188 Data time: 0.2189, Forward time: 2.2743, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 6.0407 [2020-11-09 01:29:49,555][root][INFO] - ===> Epoch[274](7105/26): Loss 0.6669, Sem 0.4384, dir -0.1093, norm 0.3378, swav 0.0000 LR: 3.278e-02 Score 85.244 Data time: 0.2239, Forward time: 2.2742, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 5.9381 [2020-11-09 01:29:56,188][root][INFO] - ===> Epoch[274](7106/26): Loss 0.7142, Sem 0.4252, dir -0.1035, norm 0.3926, swav 0.0000 LR: 3.277e-02 Score 87.240 Data time: 0.1991, Forward time: 2.2742, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 6.5459 [2020-11-09 01:30:01,556][root][INFO] - ===> Epoch[274](7107/26): Loss 0.5220, Sem 0.3385, dir -0.1260, norm 0.3096, swav 0.0000 LR: 3.276e-02 Score 89.372 Data time: 0.1932, Forward time: 2.2742, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 5.2745 [2020-11-09 01:30:07,932][root][INFO] - ===> Epoch[274](7108/26): Loss 0.7194, Sem 0.4437, dir -0.1416, norm 0.4174, swav 0.0000 LR: 3.275e-02 Score 83.305 Data time: 0.1907, Forward time: 2.2741, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 6.2670 [2020-11-09 01:30:15,071][root][INFO] - ===> Epoch[274](7109/26): Loss 0.5980, Sem 0.4318, dir -0.1371, norm 0.3033, swav 0.0000 LR: 3.274e-02 Score 84.464 Data time: 0.2116, Forward time: 2.2741, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 7.0484 [2020-11-09 01:30:21,786][root][INFO] - ===> Epoch[274](7110/26): Loss 0.6674, Sem 0.4078, dir -0.1042, norm 0.3638, swav 0.0000 LR: 3.273e-02 Score 88.211 Data time: 0.1818, Forward time: 2.2741, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 6.5974 [2020-11-09 01:30:26,461][root][INFO] - ===> Epoch[274](7111/26): Loss 0.7407, Sem 0.4394, dir -0.1301, norm 0.4314, swav 0.0000 LR: 3.272e-02 Score 85.495 Data time: 0.2188, Forward time: 2.2741, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 4.5576 [2020-11-09 01:30:32,850][root][INFO] - ===> Epoch[274](7112/26): Loss 0.6057, Sem 0.3633, dir -0.1030, norm 0.3454, swav 0.0000 LR: 3.271e-02 Score 87.665 Data time: 0.2102, Forward time: 2.2740, Backward time: 3.0846, DDP time: 0.0059, Total iter time: 6.2663 [2020-11-09 01:30:38,511][root][INFO] - ===> Epoch[274](7113/26): Loss 0.5744, Sem 0.3698, dir -0.1325, norm 0.3372, swav 0.0000 LR: 3.270e-02 Score 88.027 Data time: 0.2180, Forward time: 2.2740, Backward time: 3.0846, DDP time: 0.0059, Total iter time: 5.5516 [2020-11-09 01:30:44,335][root][INFO] - ===> Epoch[274](7114/26): Loss 0.6122, Sem 0.3450, dir -0.1055, norm 0.3727, swav 0.0000 LR: 3.269e-02 Score 87.208 Data time: 0.2391, Forward time: 2.2741, Backward time: 3.0846, DDP time: 0.0059, Total iter time: 5.7049 [2020-11-09 01:30:49,518][root][INFO] - ===> Epoch[274](7115/26): Loss 0.7378, Sem 0.4523, dir -0.0654, norm 0.3509, swav 0.0000 LR: 3.268e-02 Score 86.533 Data time: 0.1197, Forward time: 2.2739, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 5.0753 [2020-11-09 01:30:55,929][root][INFO] - ===> Epoch[274](7116/26): Loss 0.6849, Sem 0.4399, dir -0.1348, norm 0.3798, swav 0.0000 LR: 3.267e-02 Score 85.554 Data time: 0.2124, Forward time: 2.2739, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 6.3448 [2020-11-09 01:31:01,892][root][INFO] - ===> Epoch[274](7117/26): Loss 0.7688, Sem 0.5080, dir -0.1376, norm 0.3983, swav 0.0000 LR: 3.266e-02 Score 82.917 Data time: 0.1732, Forward time: 2.2739, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.8568 [2020-11-09 01:31:06,826][root][INFO] - ===> Epoch[274](7118/26): Loss 0.5757, Sem 0.3986, dir -0.1301, norm 0.3072, swav 0.0000 LR: 3.265e-02 Score 88.326 Data time: 0.2325, Forward time: 2.2739, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 4.8681 [2020-11-09 01:31:11,803][root][INFO] - ===> Epoch[274](7119/26): Loss 0.7210, Sem 0.4231, dir -0.1558, norm 0.4536, swav 0.0000 LR: 3.264e-02 Score 83.152 Data time: 0.2045, Forward time: 2.2739, Backward time: 3.0846, DDP time: 0.0059, Total iter time: 4.8615 [2020-11-09 01:31:17,695][root][INFO] - ===> Epoch[274](7120/26): Loss 0.5674, Sem 0.3243, dir -0.1219, norm 0.3650, swav 0.0000 LR: 3.262e-02 Score 89.090 Data time: 0.2811, Forward time: 2.2740, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 5.7732 [2020-11-09 01:31:23,599][root][INFO] - ===> Epoch[274](7121/26): Loss 0.7099, Sem 0.4032, dir -0.0735, norm 0.3802, swav 0.0000 LR: 3.261e-02 Score 88.415 Data time: 0.1990, Forward time: 2.2740, Backward time: 3.0846, DDP time: 0.0059, Total iter time: 5.7729 [2020-11-09 01:31:28,813][root][INFO] - ===> Epoch[274](7122/26): Loss 0.7223, Sem 0.4836, dir -0.0555, norm 0.2943, swav 0.0000 LR: 3.260e-02 Score 85.220 Data time: 0.2462, Forward time: 2.2741, Backward time: 3.0844, DDP time: 0.0059, Total iter time: 5.1280 [2020-11-09 01:31:34,326][root][INFO] - ===> Epoch[274](7123/26): Loss 0.6460, Sem 0.4320, dir -0.1494, norm 0.3634, swav 0.0000 LR: 3.259e-02 Score 87.204 Data time: 0.1489, Forward time: 2.2740, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 5.4049 [2020-11-09 01:31:39,816][root][INFO] - ===> Epoch[274](7124/26): Loss 0.4074, Sem 0.2651, dir -0.1876, norm 0.3299, swav 0.0000 LR: 3.258e-02 Score 91.626 Data time: 0.2694, Forward time: 2.2740, Backward time: 3.0844, DDP time: 0.0059, Total iter time: 5.4217 [2020-11-09 01:31:45,279][root][INFO] - ===> Epoch[275](7125/26): Loss 0.7021, Sem 0.4676, dir -0.0764, norm 0.3109, swav 0.0000 LR: 3.257e-02 Score 85.727 Data time: 0.2080, Forward time: 2.2740, Backward time: 3.0844, DDP time: 0.0059, Total iter time: 5.3596 [2020-11-09 01:31:51,899][root][INFO] - ===> Epoch[275](7126/26): Loss 0.6404, Sem 0.4620, dir -0.0996, norm 0.2779, swav 0.0000 LR: 3.256e-02 Score 86.773 Data time: 0.1940, Forward time: 2.2739, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 6.5215 [2020-11-09 01:31:57,028][root][INFO] - ===> Epoch[275](7127/26): Loss 0.5591, Sem 0.3858, dir -0.1306, norm 0.3040, swav 0.0000 LR: 3.255e-02 Score 85.837 Data time: 0.1637, Forward time: 2.2739, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 5.0364 [2020-11-09 01:32:03,378][root][INFO] - ===> Epoch[275](7128/26): Loss 0.6987, Sem 0.3603, dir -0.0846, norm 0.4230, swav 0.0000 LR: 3.254e-02 Score 86.959 Data time: 0.2333, Forward time: 2.2739, Backward time: 3.0846, DDP time: 0.0059, Total iter time: 6.2639 [2020-11-09 01:32:09,134][root][INFO] - ===> Epoch[275](7129/26): Loss 0.7415, Sem 0.4755, dir -0.0978, norm 0.3638, swav 0.0000 LR: 3.253e-02 Score 85.183 Data time: 0.2796, Forward time: 2.2740, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 5.6393 [2020-11-09 01:32:13,789][root][INFO] - ===> Epoch[275](7130/26): Loss 0.6019, Sem 0.3658, dir -0.1190, norm 0.3551, swav 0.0000 LR: 3.252e-02 Score 87.918 Data time: 0.2259, Forward time: 2.2740, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 4.5185 [2020-11-09 01:32:19,151][root][INFO] - ===> Epoch[275](7131/26): Loss 0.6455, Sem 0.4356, dir -0.1866, norm 0.3965, swav 0.0000 LR: 3.251e-02 Score 84.656 Data time: 0.2637, Forward time: 2.2740, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 5.2493 [2020-11-09 01:32:24,232][root][INFO] - ===> Epoch[275](7132/26): Loss 0.8152, Sem 0.5772, dir -0.1212, norm 0.3591, swav 0.0000 LR: 3.250e-02 Score 81.570 Data time: 0.2315, Forward time: 2.2741, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 4.9538 [2020-11-09 01:32:29,609][root][INFO] - ===> Epoch[275](7133/26): Loss 0.7161, Sem 0.4111, dir -0.0982, norm 0.4032, swav 0.0000 LR: 3.249e-02 Score 85.261 Data time: 0.1891, Forward time: 2.2740, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 5.2847 [2020-11-09 01:32:35,274][root][INFO] - ===> Epoch[275](7134/26): Loss 0.7627, Sem 0.4829, dir -0.1278, norm 0.4076, swav 0.0000 LR: 3.248e-02 Score 85.785 Data time: 0.2195, Forward time: 2.2740, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 5.5739 [2020-11-09 01:32:40,717][root][INFO] - ===> Epoch[275](7135/26): Loss 0.7803, Sem 0.5619, dir -0.1100, norm 0.3284, swav 0.0000 LR: 3.247e-02 Score 82.145 Data time: 0.2184, Forward time: 2.2740, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 5.3296 [2020-11-09 01:32:46,271][root][INFO] - ===> Epoch[275](7136/26): Loss 0.7368, Sem 0.4517, dir -0.1202, norm 0.4052, swav 0.0000 LR: 3.246e-02 Score 85.542 Data time: 0.1952, Forward time: 2.2740, Backward time: 3.0840, DDP time: 0.0059, Total iter time: 5.4327 [2020-11-09 01:32:51,921][root][INFO] - ===> Epoch[275](7137/26): Loss 0.5503, Sem 0.3851, dir -0.1162, norm 0.2813, swav 0.0000 LR: 3.245e-02 Score 84.129 Data time: 0.2160, Forward time: 2.2739, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 5.5495 [2020-11-09 01:32:58,487][root][INFO] - ===> Epoch[275](7138/26): Loss 0.7992, Sem 0.4780, dir -0.1139, norm 0.4350, swav 0.0000 LR: 3.244e-02 Score 84.989 Data time: 0.1738, Forward time: 2.2739, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 6.4762 [2020-11-09 01:33:04,136][root][INFO] - ===> Epoch[275](7139/26): Loss 0.7761, Sem 0.4585, dir -0.1422, norm 0.4598, swav 0.0000 LR: 3.243e-02 Score 84.721 Data time: 0.2562, Forward time: 2.2739, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 5.5621 [2020-11-09 01:33:09,801][root][INFO] - ===> Epoch[275](7140/26): Loss 0.6791, Sem 0.3966, dir -0.0927, norm 0.3751, swav 0.0000 LR: 3.242e-02 Score 85.487 Data time: 0.2665, Forward time: 2.2740, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 5.5457 [2020-11-09 01:33:15,012][root][INFO] - ===> Epoch[275](7141/26): Loss 0.7471, Sem 0.4415, dir -0.0650, norm 0.3706, swav 0.0000 LR: 3.241e-02 Score 87.094 Data time: 0.2164, Forward time: 2.2740, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 5.0983 [2020-11-09 01:33:21,934][root][INFO] - ===> Epoch[275](7142/26): Loss 0.7438, Sem 0.5634, dir -0.1258, norm 0.3061, swav 0.0000 LR: 3.240e-02 Score 83.678 Data time: 0.2318, Forward time: 2.2740, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 6.8129 [2020-11-09 01:33:27,545][root][INFO] - ===> Epoch[275](7143/26): Loss 0.6963, Sem 0.4614, dir -0.1255, norm 0.3604, swav 0.0000 LR: 3.239e-02 Score 84.883 Data time: 0.1929, Forward time: 2.2740, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 5.4666 [2020-11-09 01:33:33,006][root][INFO] - ===> Epoch[275](7144/26): Loss 0.6405, Sem 0.3709, dir -0.1174, norm 0.3870, swav 0.0000 LR: 3.238e-02 Score 87.076 Data time: 0.1677, Forward time: 2.2739, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 5.3721 [2020-11-09 01:33:38,860][root][INFO] - ===> Epoch[275](7145/26): Loss 0.6832, Sem 0.4680, dir -0.1860, norm 0.4011, swav 0.0000 LR: 3.237e-02 Score 84.340 Data time: 0.2874, Forward time: 2.2740, Backward time: 3.0841, DDP time: 0.0059, Total iter time: 5.7648 [2020-11-09 01:33:46,725][root][INFO] - ===> Epoch[275](7146/26): Loss 0.6256, Sem 0.3967, dir -0.1220, norm 0.3509, swav 0.0000 LR: 3.236e-02 Score 87.392 Data time: 0.2033, Forward time: 2.2740, Backward time: 3.0844, DDP time: 0.0059, Total iter time: 7.7513 [2020-11-09 01:33:51,841][root][INFO] - ===> Epoch[275](7147/26): Loss 0.6312, Sem 0.3633, dir -0.1565, norm 0.4243, swav 0.0000 LR: 3.235e-02 Score 89.029 Data time: 0.2213, Forward time: 2.2740, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 5.0110 [2020-11-09 01:33:57,566][root][INFO] - ===> Epoch[275](7148/26): Loss 0.5755, Sem 0.4122, dir -0.1393, norm 0.3026, swav 0.0000 LR: 3.234e-02 Score 87.211 Data time: 0.2013, Forward time: 2.2740, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 5.6084 [2020-11-09 01:34:03,012][root][INFO] - ===> Epoch[275](7149/26): Loss 0.7227, Sem 0.4692, dir -0.1012, norm 0.3547, swav 0.0000 LR: 3.233e-02 Score 84.531 Data time: 0.2290, Forward time: 2.2740, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 5.3386 [2020-11-09 01:34:10,011][root][INFO] - ===> Epoch[275](7150/26): Loss 0.6843, Sem 0.4214, dir -0.0932, norm 0.3561, swav 0.0000 LR: 3.232e-02 Score 87.134 Data time: 0.3265, Forward time: 2.2741, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 6.8911 [2020-11-09 01:34:15,262][root][INFO] - ===> Epoch[276](7151/26): Loss 0.8213, Sem 0.5712, dir -0.1298, norm 0.3798, swav 0.0000 LR: 3.231e-02 Score 80.642 Data time: 0.1893, Forward time: 2.2741, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 5.1071 [2020-11-09 01:34:21,649][root][INFO] - ===> Epoch[276](7152/26): Loss 0.7692, Sem 0.4277, dir -0.1097, norm 0.4511, swav 0.0000 LR: 3.230e-02 Score 88.602 Data time: 0.3255, Forward time: 2.2742, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 6.2908 [2020-11-09 01:34:28,557][root][INFO] - ===> Epoch[276](7153/26): Loss 0.7199, Sem 0.4717, dir -0.1194, norm 0.3675, swav 0.0000 LR: 3.229e-02 Score 84.152 Data time: 0.3130, Forward time: 2.2743, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 6.7861 [2020-11-09 01:34:34,511][root][INFO] - ===> Epoch[276](7154/26): Loss 0.6432, Sem 0.3772, dir -0.1124, norm 0.3785, swav 0.0000 LR: 3.228e-02 Score 90.920 Data time: 0.2117, Forward time: 2.2744, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 5.8283 [2020-11-09 01:34:39,660][root][INFO] - ===> Epoch[276](7155/26): Loss 0.7214, Sem 0.4525, dir -0.1102, norm 0.3790, swav 0.0000 LR: 3.227e-02 Score 84.876 Data time: 0.2265, Forward time: 2.2744, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 5.0262 [2020-11-09 01:34:45,433][root][INFO] - ===> Epoch[276](7156/26): Loss 0.6913, Sem 0.4466, dir -0.1001, norm 0.3448, swav 0.0000 LR: 3.226e-02 Score 84.751 Data time: 0.1931, Forward time: 2.2744, Backward time: 3.0842, DDP time: 0.0059, Total iter time: 5.6305 [2020-11-09 01:34:52,991][root][INFO] - ===> Epoch[276](7157/26): Loss 0.7050, Sem 0.4357, dir -0.1047, norm 0.3740, swav 0.0000 LR: 3.225e-02 Score 84.765 Data time: 0.1717, Forward time: 2.2743, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 7.4336 [2020-11-09 01:34:58,192][root][INFO] - ===> Epoch[276](7158/26): Loss 0.7149, Sem 0.3958, dir -0.0581, norm 0.3772, swav 0.0000 LR: 3.224e-02 Score 88.825 Data time: 0.2035, Forward time: 2.2743, Backward time: 3.0844, DDP time: 0.0059, Total iter time: 5.1104 [2020-11-09 01:35:03,272][root][INFO] - ===> Epoch[276](7159/26): Loss 0.7016, Sem 0.5182, dir -0.1078, norm 0.2911, swav 0.0000 LR: 3.223e-02 Score 82.340 Data time: 0.2467, Forward time: 2.2743, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 4.9647 [2020-11-09 01:35:08,912][root][INFO] - ===> Epoch[276](7160/26): Loss 0.6983, Sem 0.4328, dir -0.1195, norm 0.3850, swav 0.0000 LR: 3.222e-02 Score 84.196 Data time: 0.1614, Forward time: 2.2743, Backward time: 3.0843, DDP time: 0.0059, Total iter time: 5.5102 [2020-11-09 01:35:15,332][root][INFO] - ===> Epoch[276](7161/26): Loss 0.6098, Sem 0.3931, dir -0.1083, norm 0.3250, swav 0.0000 LR: 3.221e-02 Score 85.483 Data time: 0.2212, Forward time: 2.2742, Backward time: 3.0845, DDP time: 0.0059, Total iter time: 6.3067 [2020-11-09 01:35:22,314][root][INFO] - ===> Epoch[276](7162/26): Loss 0.8827, Sem 0.4665, dir -0.0783, norm 0.4946, swav 0.0000 LR: 3.220e-02 Score 85.119 Data time: 0.1372, Forward time: 2.2741, Backward time: 3.0847, DDP time: 0.0059, Total iter time: 6.8671 [2020-11-09 01:35:28,554][root][INFO] - ===> Epoch[276](7163/26): Loss 0.6510, Sem 0.4107, dir -0.1332, norm 0.3735, swav 0.0000 LR: 3.219e-02 Score 87.390 Data time: 0.2024, Forward time: 2.2741, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 6.1932 [2020-11-09 01:35:33,551][root][INFO] - ===> Epoch[276](7164/26): Loss 0.5944, Sem 0.4282, dir -0.1744, norm 0.3406, swav 0.0000 LR: 3.218e-02 Score 85.598 Data time: 0.1899, Forward time: 2.2740, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 4.8910 [2020-11-09 01:35:40,398][root][INFO] - ===> Epoch[276](7165/26): Loss 0.5492, Sem 0.3669, dir -0.1376, norm 0.3199, swav 0.0000 LR: 3.217e-02 Score 89.800 Data time: 0.2152, Forward time: 2.2740, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 6.7456 [2020-11-09 01:35:45,208][root][INFO] - ===> Epoch[276](7166/26): Loss 0.6836, Sem 0.5096, dir -0.1608, norm 0.3347, swav 0.0000 LR: 3.216e-02 Score 83.224 Data time: 0.2161, Forward time: 2.2740, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 4.6980 [2020-11-09 01:35:50,713][root][INFO] - ===> Epoch[276](7167/26): Loss 0.6923, Sem 0.4440, dir -0.0739, norm 0.3222, swav 0.0000 LR: 3.215e-02 Score 85.115 Data time: 0.2114, Forward time: 2.2740, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.4146 [2020-11-09 01:35:56,185][root][INFO] - ===> Epoch[276](7168/26): Loss 0.5252, Sem 0.3480, dir -0.1241, norm 0.3013, swav 0.0000 LR: 3.214e-02 Score 88.833 Data time: 0.1787, Forward time: 2.2740, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.3501 [2020-11-09 01:36:01,905][root][INFO] - ===> Epoch[276](7169/26): Loss 0.7174, Sem 0.5155, dir -0.1247, norm 0.3265, swav 0.0000 LR: 3.213e-02 Score 81.718 Data time: 0.1879, Forward time: 2.2739, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.6090 [2020-11-09 01:36:08,673][root][INFO] - ===> Epoch[276](7170/26): Loss 0.7084, Sem 0.4248, dir -0.1157, norm 0.3993, swav 0.0000 LR: 3.211e-02 Score 87.749 Data time: 0.2329, Forward time: 2.2739, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 6.6434 [2020-11-09 01:36:13,952][root][INFO] - ===> Epoch[276](7171/26): Loss 0.6605, Sem 0.3413, dir -0.0724, norm 0.3916, swav 0.0000 LR: 3.210e-02 Score 88.642 Data time: 0.2095, Forward time: 2.2739, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.1608 [2020-11-09 01:36:19,415][root][INFO] - ===> Epoch[276](7172/26): Loss 0.7209, Sem 0.4201, dir -0.0947, norm 0.3955, swav 0.0000 LR: 3.209e-02 Score 85.893 Data time: 0.1960, Forward time: 2.2739, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.3388 [2020-11-09 01:36:24,636][root][INFO] - ===> Epoch[276](7173/26): Loss 0.6660, Sem 0.3449, dir -0.1133, norm 0.4344, swav 0.0000 LR: 3.208e-02 Score 89.589 Data time: 0.2208, Forward time: 2.2739, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.1097 [2020-11-09 01:36:30,366][root][INFO] - ===> Epoch[276](7174/26): Loss 0.5999, Sem 0.3615, dir -0.1858, norm 0.4242, swav 0.0000 LR: 3.207e-02 Score 88.393 Data time: 0.2586, Forward time: 2.2739, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.6003 [2020-11-09 01:36:35,806][root][INFO] - ===> Epoch[276](7175/26): Loss 0.6677, Sem 0.3410, dir -0.0661, norm 0.3927, swav 0.0000 LR: 3.206e-02 Score 90.032 Data time: 0.1901, Forward time: 2.2739, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.3218 [2020-11-09 01:36:41,461][root][INFO] - ===> Epoch[276](7176/26): Loss 0.7028, Sem 0.3816, dir -0.1009, norm 0.4221, swav 0.0000 LR: 3.205e-02 Score 88.368 Data time: 0.1764, Forward time: 2.2738, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.5595 [2020-11-09 01:36:47,386][root][INFO] - ===> Epoch[277](7177/26): Loss 0.6239, Sem 0.3303, dir -0.1272, norm 0.4208, swav 0.0000 LR: 3.204e-02 Score 90.968 Data time: 0.1775, Forward time: 2.2738, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.8209 [2020-11-09 01:36:53,104][root][INFO] - ===> Epoch[277](7178/26): Loss 0.5220, Sem 0.3584, dir -0.1939, norm 0.3576, swav 0.0000 LR: 3.203e-02 Score 88.270 Data time: 0.1717, Forward time: 2.2737, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 5.5999 [2020-11-09 01:37:00,658][root][INFO] - ===> Epoch[277](7179/26): Loss 0.6999, Sem 0.4988, dir -0.1295, norm 0.3306, swav 0.0000 LR: 3.202e-02 Score 84.603 Data time: 0.2243, Forward time: 2.2737, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 7.4703 [2020-11-09 01:37:05,670][root][INFO] - ===> Epoch[277](7180/26): Loss 0.7524, Sem 0.3492, dir -0.0837, norm 0.4869, swav 0.0000 LR: 3.201e-02 Score 88.282 Data time: 0.2292, Forward time: 2.2737, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 4.8924 [2020-11-09 01:37:11,021][root][INFO] - ===> Epoch[277](7181/26): Loss 0.6921, Sem 0.4715, dir -0.1132, norm 0.3337, swav 0.0000 LR: 3.200e-02 Score 87.285 Data time: 0.2441, Forward time: 2.2738, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 5.2400 [2020-11-09 01:37:16,456][root][INFO] - ===> Epoch[277](7182/26): Loss 0.5462, Sem 0.3294, dir -0.1178, norm 0.3346, swav 0.0000 LR: 3.199e-02 Score 89.949 Data time: 0.2148, Forward time: 2.2738, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.3035 [2020-11-09 01:37:22,459][root][INFO] - ===> Epoch[277](7183/26): Loss 0.5727, Sem 0.3884, dir -0.1541, norm 0.3385, swav 0.0000 LR: 3.198e-02 Score 87.603 Data time: 0.2000, Forward time: 2.2738, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.9073 [2020-11-09 01:37:28,589][root][INFO] - ===> Epoch[277](7184/26): Loss 0.7157, Sem 0.4514, dir -0.1230, norm 0.3874, swav 0.0000 LR: 3.197e-02 Score 86.117 Data time: 0.2001, Forward time: 2.2737, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 6.0365 [2020-11-09 01:37:33,582][root][INFO] - ===> Epoch[277](7185/26): Loss 0.5927, Sem 0.3930, dir -0.1011, norm 0.3008, swav 0.0000 LR: 3.196e-02 Score 87.762 Data time: 0.2603, Forward time: 2.2738, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 4.9320 [2020-11-09 01:37:40,016][root][INFO] - ===> Epoch[277](7186/26): Loss 0.6726, Sem 0.4844, dir -0.1970, norm 0.3853, swav 0.0000 LR: 3.195e-02 Score 84.730 Data time: 0.3230, Forward time: 2.2739, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 6.3210 [2020-11-09 01:37:45,919][root][INFO] - ===> Epoch[277](7187/26): Loss 0.6217, Sem 0.4058, dir -0.1317, norm 0.3476, swav 0.0000 LR: 3.194e-02 Score 86.064 Data time: 0.2103, Forward time: 2.2739, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.7628 [2020-11-09 01:37:51,783][root][INFO] - ===> Epoch[277](7188/26): Loss 0.6903, Sem 0.4193, dir -0.0443, norm 0.3152, swav 0.0000 LR: 3.193e-02 Score 84.828 Data time: 0.1680, Forward time: 2.2738, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 5.7722 [2020-11-09 01:37:57,014][root][INFO] - ===> Epoch[277](7189/26): Loss 0.6748, Sem 0.4073, dir -0.1756, norm 0.4431, swav 0.0000 LR: 3.192e-02 Score 87.571 Data time: 0.2527, Forward time: 2.2739, Backward time: 3.0848, DDP time: 0.0059, Total iter time: 5.1813 [2020-11-09 01:38:02,888][root][INFO] - ===> Epoch[277](7190/26): Loss 0.5289, Sem 0.3275, dir -0.1023, norm 0.3037, swav 0.0000 LR: 3.191e-02 Score 88.562 Data time: 0.1999, Forward time: 2.2739, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.7619 [2020-11-09 01:38:08,518][root][INFO] - ===> Epoch[277](7191/26): Loss 0.5881, Sem 0.3408, dir -0.1262, norm 0.3735, swav 0.0000 LR: 3.190e-02 Score 89.746 Data time: 0.1551, Forward time: 2.2738, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 5.5283 [2020-11-09 01:38:14,639][root][INFO] - ===> Epoch[277](7192/26): Loss 0.6962, Sem 0.3667, dir -0.1200, norm 0.4495, swav 0.0000 LR: 3.189e-02 Score 86.761 Data time: 0.2768, Forward time: 2.2739, Backward time: 3.0849, DDP time: 0.0059, Total iter time: 6.0495 [2020-11-09 01:38:21,377][root][INFO] - ===> Epoch[277](7193/26): Loss 0.6970, Sem 0.4574, dir -0.1490, norm 0.3886, swav 0.0000 LR: 3.188e-02 Score 85.790 Data time: 0.1936, Forward time: 2.2738, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 6.5980 [2020-11-09 01:38:27,100][root][INFO] - ===> Epoch[277](7194/26): Loss 0.6489, Sem 0.3765, dir -0.1123, norm 0.3847, swav 0.0000 LR: 3.187e-02 Score 87.340 Data time: 0.1912, Forward time: 2.2738, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.6250 [2020-11-09 01:38:32,351][root][INFO] - ===> Epoch[277](7195/26): Loss 0.6341, Sem 0.4199, dir -0.1423, norm 0.3565, swav 0.0000 LR: 3.186e-02 Score 87.895 Data time: 0.1818, Forward time: 2.2738, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.1496 [2020-11-09 01:38:37,393][root][INFO] - ===> Epoch[277](7196/26): Loss 0.6197, Sem 0.4149, dir -0.1366, norm 0.3414, swav 0.0000 LR: 3.185e-02 Score 86.634 Data time: 0.1948, Forward time: 2.2737, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 4.9539 [2020-11-09 01:38:43,487][root][INFO] - ===> Epoch[277](7197/26): Loss 0.6978, Sem 0.4528, dir -0.1323, norm 0.3774, swav 0.0000 LR: 3.184e-02 Score 84.635 Data time: 0.3382, Forward time: 2.2737, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 6.0104 [2020-11-09 01:38:51,522][root][INFO] - ===> Epoch[277](7198/26): Loss 0.6785, Sem 0.4189, dir -0.1374, norm 0.3970, swav 0.0000 LR: 3.183e-02 Score 86.352 Data time: 0.3874, Forward time: 2.2739, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 7.9287 [2020-11-09 01:38:56,826][root][INFO] - ===> Epoch[277](7199/26): Loss 0.5028, Sem 0.3326, dir -0.1710, norm 0.3412, swav 0.0000 LR: 3.182e-02 Score 90.745 Data time: 0.2063, Forward time: 2.2739, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 5.1722 [2020-11-09 01:39:03,972][root][INFO] - ===> Epoch[277](7200/26): Loss 0.5187, Sem 0.3122, dir -0.1246, norm 0.3310, swav 0.0000 LR: 3.181e-02 Score 90.329 Data time: 0.2106, Forward time: 2.2739, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 7.0453 [2020-11-09 01:39:08,969][root][INFO] - ===> Epoch[277](7201/26): Loss 0.5942, Sem 0.3885, dir -0.1201, norm 0.3257, swav 0.0000 LR: 3.180e-02 Score 88.229 Data time: 0.1774, Forward time: 2.2739, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 4.8935 [2020-11-09 01:39:13,840][root][INFO] - ===> Epoch[277](7202/26): Loss 0.6489, Sem 0.4301, dir -0.0991, norm 0.3178, swav 0.0000 LR: 3.179e-02 Score 86.254 Data time: 0.1895, Forward time: 2.2738, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 4.8062 [2020-11-09 01:39:18,613][root][INFO] - ===> Epoch[278](7203/26): Loss 0.5079, Sem 0.3113, dir -0.0486, norm 0.2452, swav 0.0000 LR: 3.178e-02 Score 90.743 Data time: 0.1972, Forward time: 2.2738, Backward time: 3.0850, DDP time: 0.0059, Total iter time: 4.6853 [2020-11-09 01:39:25,387][root][INFO] - ===> Epoch[278](7204/26): Loss 0.6313, Sem 0.3499, dir -0.1166, norm 0.3980, swav 0.0000 LR: 3.177e-02 Score 90.602 Data time: 0.2171, Forward time: 2.2738, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 6.6764 [2020-11-09 01:39:31,324][root][INFO] - ===> Epoch[278](7205/26): Loss 0.6835, Sem 0.4215, dir -0.1318, norm 0.3938, swav 0.0000 LR: 3.176e-02 Score 86.722 Data time: 0.1791, Forward time: 2.2738, Backward time: 3.0852, DDP time: 0.0059, Total iter time: 5.8264 [2020-11-09 01:39:35,731][root][INFO] - ===> Epoch[278](7206/26): Loss 0.6561, Sem 0.3856, dir -0.0649, norm 0.3354, swav 0.0000 LR: 3.175e-02 Score 85.604 Data time: 0.2176, Forward time: 2.2738, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 4.3136 [2020-11-09 01:39:41,968][root][INFO] - ===> Epoch[278](7207/26): Loss 0.6770, Sem 0.3679, dir -0.0760, norm 0.3851, swav 0.0000 LR: 3.174e-02 Score 88.004 Data time: 0.2096, Forward time: 2.2737, Backward time: 3.0851, DDP time: 0.0059, Total iter time: 6.1450 [2020-11-09 01:39:48,644][root][INFO] - ===> Epoch[278](7208/26): Loss 0.6394, Sem 0.3928, dir -0.1422, norm 0.3888, swav 0.0000 LR: 3.173e-02 Score 88.792 Data time: 0.2096, Forward time: 2.2738, Backward time: 3.0853, DDP time: 0.0059, Total iter time: 6.5774 [2020-11-09 01:39:54,433][root][INFO] - ===> Epoch[278](7209/26): Loss 0.5801, Sem 0.3686, dir -0.0352, norm 0.2467, swav 0.0000 LR: 3.172e-02 Score 89.619 Data time: 0.1564, Forward time: 2.2737, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.6688 [2020-11-09 01:40:01,433][root][INFO] - ===> Epoch[278](7210/26): Loss 0.5930, Sem 0.4104, dir -0.1334, norm 0.3160, swav 0.0000 LR: 3.171e-02 Score 86.096 Data time: 0.2560, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 6.9149 [2020-11-09 01:40:07,530][root][INFO] - ===> Epoch[278](7211/26): Loss 0.5913, Sem 0.3834, dir -0.1055, norm 0.3133, swav 0.0000 LR: 3.170e-02 Score 86.044 Data time: 0.2516, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.9959 [2020-11-09 01:40:12,623][root][INFO] - ===> Epoch[278](7212/26): Loss 0.4746, Sem 0.3767, dir -0.2048, norm 0.3028, swav 0.0000 LR: 3.169e-02 Score 87.666 Data time: 0.2232, Forward time: 2.2737, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 4.9819 [2020-11-09 01:40:18,428][root][INFO] - ===> Epoch[278](7213/26): Loss 0.6579, Sem 0.5097, dir -0.1877, norm 0.3359, swav 0.0000 LR: 3.168e-02 Score 83.910 Data time: 0.2423, Forward time: 2.2737, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.6795 [2020-11-09 01:40:26,336][root][INFO] - ===> Epoch[278](7214/26): Loss 0.6870, Sem 0.4163, dir -0.0858, norm 0.3565, swav 0.0000 LR: 3.167e-02 Score 86.412 Data time: 0.2669, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 7.7952 [2020-11-09 01:40:32,968][root][INFO] - ===> Epoch[278](7215/26): Loss 0.7661, Sem 0.3753, dir -0.0684, norm 0.4592, swav 0.0000 LR: 3.166e-02 Score 87.457 Data time: 0.3199, Forward time: 2.2739, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.4750 [2020-11-09 01:40:37,526][root][INFO] - ===> Epoch[278](7216/26): Loss 0.6748, Sem 0.3717, dir -0.0566, norm 0.3597, swav 0.0000 LR: 3.164e-02 Score 87.954 Data time: 0.2115, Forward time: 2.2739, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 4.4359 [2020-11-09 01:40:42,883][root][INFO] - ===> Epoch[278](7217/26): Loss 0.6698, Sem 0.3470, dir -0.0874, norm 0.4103, swav 0.0000 LR: 3.163e-02 Score 89.733 Data time: 0.1777, Forward time: 2.2739, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.2560 [2020-11-09 01:40:49,464][root][INFO] - ===> Epoch[278](7218/26): Loss 0.6469, Sem 0.4047, dir -0.0825, norm 0.3247, swav 0.0000 LR: 3.162e-02 Score 85.573 Data time: 0.1982, Forward time: 2.2739, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.4800 [2020-11-09 01:40:54,309][root][INFO] - ===> Epoch[278](7219/26): Loss 0.7643, Sem 0.4444, dir -0.0998, norm 0.4196, swav 0.0000 LR: 3.161e-02 Score 86.603 Data time: 0.1929, Forward time: 2.2738, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 4.7137 [2020-11-09 01:41:00,178][root][INFO] - ===> Epoch[278](7220/26): Loss 0.6877, Sem 0.4095, dir -0.0725, norm 0.3507, swav 0.0000 LR: 3.160e-02 Score 86.476 Data time: 0.2317, Forward time: 2.2739, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.7442 [2020-11-09 01:41:05,326][root][INFO] - ===> Epoch[278](7221/26): Loss 0.8472, Sem 0.4955, dir -0.1090, norm 0.4607, swav 0.0000 LR: 3.159e-02 Score 85.606 Data time: 0.1777, Forward time: 2.2738, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.0208 [2020-11-09 01:41:11,135][root][INFO] - ===> Epoch[278](7222/26): Loss 0.7358, Sem 0.4057, dir -0.1039, norm 0.4339, swav 0.0000 LR: 3.158e-02 Score 86.809 Data time: 0.1799, Forward time: 2.2738, Backward time: 3.0854, DDP time: 0.0059, Total iter time: 5.7078 [2020-11-09 01:41:17,673][root][INFO] - ===> Epoch[278](7223/26): Loss 0.6421, Sem 0.4251, dir -0.0965, norm 0.3135, swav 0.0000 LR: 3.157e-02 Score 86.236 Data time: 0.1952, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.4331 [2020-11-09 01:41:23,175][root][INFO] - ===> Epoch[278](7224/26): Loss 0.7478, Sem 0.4634, dir -0.1012, norm 0.3856, swav 0.0000 LR: 3.156e-02 Score 84.946 Data time: 0.1554, Forward time: 2.2737, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.3894 [2020-11-09 01:41:28,576][root][INFO] - ===> Epoch[278](7225/26): Loss 0.7045, Sem 0.3345, dir -0.0741, norm 0.4441, swav 0.0000 LR: 3.155e-02 Score 90.701 Data time: 0.2215, Forward time: 2.2737, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.2998 [2020-11-09 01:41:35,451][root][INFO] - ===> Epoch[278](7226/26): Loss 0.7249, Sem 0.4120, dir -0.1065, norm 0.4195, swav 0.0000 LR: 3.154e-02 Score 87.827 Data time: 0.3309, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.7527 [2020-11-09 01:41:41,160][root][INFO] - ===> Epoch[278](7227/26): Loss 0.8021, Sem 0.5290, dir -0.0974, norm 0.3705, swav 0.0000 LR: 3.153e-02 Score 82.998 Data time: 0.1905, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.5769 [2020-11-09 01:41:47,583][root][INFO] - ===> Epoch[278](7228/26): Loss 0.6376, Sem 0.3987, dir -0.1029, norm 0.3418, swav 0.0000 LR: 3.152e-02 Score 86.174 Data time: 0.1776, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.2903 [2020-11-09 01:41:54,090][root][INFO] - ===> Epoch[279](7229/26): Loss 0.6491, Sem 0.3756, dir -0.1182, norm 0.3916, swav 0.0000 LR: 3.151e-02 Score 87.766 Data time: 0.2144, Forward time: 2.2738, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.4333 [2020-11-09 01:41:59,219][root][INFO] - ===> Epoch[279](7230/26): Loss 0.7085, Sem 0.4099, dir -0.0920, norm 0.3906, swav 0.0000 LR: 3.150e-02 Score 84.314 Data time: 0.2009, Forward time: 2.2737, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.0050 [2020-11-09 01:42:04,924][root][INFO] - ===> Epoch[279](7231/26): Loss 0.7639, Sem 0.4108, dir -0.0967, norm 0.4497, swav 0.0000 LR: 3.149e-02 Score 86.822 Data time: 0.2897, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.5721 [2020-11-09 01:42:10,095][root][INFO] - ===> Epoch[279](7232/26): Loss 0.7440, Sem 0.4908, dir -0.1262, norm 0.3795, swav 0.0000 LR: 3.148e-02 Score 85.275 Data time: 0.2420, Forward time: 2.2739, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 5.0238 [2020-11-09 01:42:16,297][root][INFO] - ===> Epoch[279](7233/26): Loss 0.6679, Sem 0.4425, dir -0.1351, norm 0.3605, swav 0.0000 LR: 3.147e-02 Score 84.217 Data time: 0.2346, Forward time: 2.2739, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.0719 [2020-11-09 01:42:22,102][root][INFO] - ===> Epoch[279](7234/26): Loss 0.7977, Sem 0.4078, dir -0.1071, norm 0.4971, swav 0.0000 LR: 3.146e-02 Score 87.936 Data time: 0.2059, Forward time: 2.2739, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.6758 [2020-11-09 01:42:27,571][root][INFO] - ===> Epoch[279](7235/26): Loss 0.6077, Sem 0.3935, dir -0.0782, norm 0.2924, swav 0.0000 LR: 3.145e-02 Score 88.803 Data time: 0.1455, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.3348 [2020-11-09 01:42:33,898][root][INFO] - ===> Epoch[279](7236/26): Loss 0.5747, Sem 0.3770, dir -0.1815, norm 0.3791, swav 0.0000 LR: 3.144e-02 Score 87.294 Data time: 0.2541, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.2940 [2020-11-09 01:42:38,998][root][INFO] - ===> Epoch[279](7237/26): Loss 0.6490, Sem 0.4151, dir -0.1218, norm 0.3557, swav 0.0000 LR: 3.143e-02 Score 86.944 Data time: 0.1953, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.9845 [2020-11-09 01:42:44,799][root][INFO] - ===> Epoch[279](7238/26): Loss 0.7202, Sem 0.4341, dir -0.0861, norm 0.3722, swav 0.0000 LR: 3.142e-02 Score 84.920 Data time: 0.2143, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.7317 [2020-11-09 01:42:51,162][root][INFO] - ===> Epoch[279](7239/26): Loss 0.7460, Sem 0.4048, dir -0.0818, norm 0.4230, swav 0.0000 LR: 3.141e-02 Score 86.668 Data time: 0.3132, Forward time: 2.2739, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 6.2515 [2020-11-09 01:42:56,945][root][INFO] - ===> Epoch[279](7240/26): Loss 0.6733, Sem 0.4542, dir -0.0995, norm 0.3186, swav 0.0000 LR: 3.140e-02 Score 86.633 Data time: 0.1650, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.6667 [2020-11-09 01:43:03,657][root][INFO] - ===> Epoch[279](7241/26): Loss 0.6291, Sem 0.4238, dir -0.1666, norm 0.3720, swav 0.0000 LR: 3.139e-02 Score 85.348 Data time: 0.2416, Forward time: 2.2739, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.6468 [2020-11-09 01:43:09,684][root][INFO] - ===> Epoch[279](7242/26): Loss 0.6428, Sem 0.3491, dir -0.0926, norm 0.3863, swav 0.0000 LR: 3.138e-02 Score 88.818 Data time: 0.2605, Forward time: 2.2739, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.9233 [2020-11-09 01:43:14,281][root][INFO] - ===> Epoch[279](7243/26): Loss 0.5911, Sem 0.3536, dir -0.0775, norm 0.3149, swav 0.0000 LR: 3.137e-02 Score 87.951 Data time: 0.1909, Forward time: 2.2739, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.4747 [2020-11-09 01:43:20,568][root][INFO] - ===> Epoch[279](7244/26): Loss 0.6574, Sem 0.4609, dir -0.1262, norm 0.3226, swav 0.0000 LR: 3.136e-02 Score 85.871 Data time: 0.2290, Forward time: 2.2739, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.1894 [2020-11-09 01:43:26,688][root][INFO] - ===> Epoch[279](7245/26): Loss 0.7605, Sem 0.4812, dir -0.1260, norm 0.4053, swav 0.0000 LR: 3.135e-02 Score 83.083 Data time: 0.2337, Forward time: 2.2739, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.0013 [2020-11-09 01:43:33,265][root][INFO] - ===> Epoch[279](7246/26): Loss 0.7875, Sem 0.3889, dir -0.1182, norm 0.5168, swav 0.0000 LR: 3.134e-02 Score 86.708 Data time: 0.2326, Forward time: 2.2740, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.4875 [2020-11-09 01:43:39,771][root][INFO] - ===> Epoch[279](7247/26): Loss 0.7326, Sem 0.4613, dir -0.1239, norm 0.3953, swav 0.0000 LR: 3.133e-02 Score 88.147 Data time: 0.2024, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 6.3720 [2020-11-09 01:43:44,948][root][INFO] - ===> Epoch[279](7248/26): Loss 0.7170, Sem 0.4602, dir -0.1068, norm 0.3636, swav 0.0000 LR: 3.132e-02 Score 84.993 Data time: 0.2155, Forward time: 2.2739, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.0782 [2020-11-09 01:43:49,804][root][INFO] - ===> Epoch[279](7249/26): Loss 0.7637, Sem 0.4485, dir -0.1060, norm 0.4212, swav 0.0000 LR: 3.131e-02 Score 85.281 Data time: 0.1687, Forward time: 2.2739, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.7621 [2020-11-09 01:43:54,973][root][INFO] - ===> Epoch[279](7250/26): Loss 0.5464, Sem 0.3430, dir -0.1052, norm 0.3085, swav 0.0000 LR: 3.130e-02 Score 87.629 Data time: 0.1830, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.1046 [2020-11-09 01:43:59,055][root][INFO] - ===> Epoch[279](7251/26): Loss 0.6126, Sem 0.4087, dir -0.0669, norm 0.2707, swav 0.0000 LR: 3.129e-02 Score 88.434 Data time: 0.2065, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 3.9947 [2020-11-09 01:44:04,814][root][INFO] - ===> Epoch[279](7252/26): Loss 0.5589, Sem 0.3591, dir -0.1502, norm 0.3500, swav 0.0000 LR: 3.128e-02 Score 88.472 Data time: 0.1838, Forward time: 2.2737, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.6573 [2020-11-09 01:44:09,558][root][INFO] - ===> Epoch[279](7253/26): Loss 0.6641, Sem 0.4119, dir -0.1181, norm 0.3703, swav 0.0000 LR: 3.127e-02 Score 85.706 Data time: 0.1750, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0059, Total iter time: 4.6629 [2020-11-09 01:44:15,045][root][INFO] - ===> Epoch[279](7254/26): Loss 0.7930, Sem 0.4601, dir -0.1219, norm 0.4548, swav 0.0000 LR: 3.126e-02 Score 87.606 Data time: 0.1981, Forward time: 2.2736, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.3826 [2020-11-09 01:44:21,732][root][INFO] - ===> Epoch[280](7255/26): Loss 0.7285, Sem 0.3863, dir -0.1337, norm 0.4760, swav 0.0000 LR: 3.125e-02 Score 85.426 Data time: 0.2152, Forward time: 2.2736, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.6079 [2020-11-09 01:44:27,762][root][INFO] - ===> Epoch[280](7256/26): Loss 0.6220, Sem 0.4205, dir -0.1211, norm 0.3226, swav 0.0000 LR: 3.124e-02 Score 88.123 Data time: 0.2261, Forward time: 2.2736, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.9128 [2020-11-09 01:44:33,846][root][INFO] - ===> Epoch[280](7257/26): Loss 0.6241, Sem 0.3414, dir -0.0865, norm 0.3691, swav 0.0000 LR: 3.123e-02 Score 90.460 Data time: 0.3120, Forward time: 2.2737, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.9942 [2020-11-09 01:44:39,208][root][INFO] - ===> Epoch[280](7258/26): Loss 0.5664, Sem 0.3404, dir -0.1243, norm 0.3503, swav 0.0000 LR: 3.122e-02 Score 89.506 Data time: 0.1780, Forward time: 2.2736, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.2058 [2020-11-09 01:44:45,875][root][INFO] - ===> Epoch[280](7259/26): Loss 0.6708, Sem 0.3763, dir -0.1220, norm 0.4164, swav 0.0000 LR: 3.120e-02 Score 88.991 Data time: 0.2145, Forward time: 2.2736, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.5748 [2020-11-09 01:44:50,968][root][INFO] - ===> Epoch[280](7260/26): Loss 0.6065, Sem 0.4057, dir -0.1311, norm 0.3318, swav 0.0000 LR: 3.119e-02 Score 87.670 Data time: 0.1965, Forward time: 2.2735, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.9702 [2020-11-09 01:44:58,065][root][INFO] - ===> Epoch[280](7261/26): Loss 0.6466, Sem 0.3915, dir -0.0679, norm 0.3231, swav 0.0000 LR: 3.118e-02 Score 88.859 Data time: 0.1901, Forward time: 2.2735, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 7.0017 [2020-11-09 01:45:03,031][root][INFO] - ===> Epoch[280](7262/26): Loss 0.6638, Sem 0.4175, dir -0.1292, norm 0.3755, swav 0.0000 LR: 3.117e-02 Score 85.329 Data time: 0.1953, Forward time: 2.2735, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 4.8637 [2020-11-09 01:45:09,080][root][INFO] - ===> Epoch[280](7263/26): Loss 0.6016, Sem 0.3378, dir -0.1395, norm 0.4033, swav 0.0000 LR: 3.116e-02 Score 89.103 Data time: 0.2747, Forward time: 2.2736, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.9542 [2020-11-09 01:45:15,067][root][INFO] - ===> Epoch[280](7264/26): Loss 0.6958, Sem 0.4637, dir -0.1539, norm 0.3859, swav 0.0000 LR: 3.115e-02 Score 85.407 Data time: 0.1961, Forward time: 2.2735, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.8462 [2020-11-09 01:45:21,599][root][INFO] - ===> Epoch[280](7265/26): Loss 0.5955, Sem 0.3288, dir -0.0897, norm 0.3564, swav 0.0000 LR: 3.114e-02 Score 89.786 Data time: 0.1947, Forward time: 2.2735, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 6.4237 [2020-11-09 01:45:27,985][root][INFO] - ===> Epoch[280](7266/26): Loss 0.5549, Sem 0.3781, dir -0.1450, norm 0.3218, swav 0.0000 LR: 3.113e-02 Score 87.529 Data time: 0.1962, Forward time: 2.2735, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 6.2982 [2020-11-09 01:45:33,843][root][INFO] - ===> Epoch[280](7267/26): Loss 0.7136, Sem 0.3823, dir -0.0490, norm 0.3804, swav 0.0000 LR: 3.112e-02 Score 87.122 Data time: 0.1784, Forward time: 2.2734, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 5.7569 [2020-11-09 01:45:38,596][root][INFO] - ===> Epoch[280](7268/26): Loss 0.7761, Sem 0.5479, dir -0.1216, norm 0.3498, swav 0.0000 LR: 3.111e-02 Score 81.806 Data time: 0.1888, Forward time: 2.2734, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 4.6729 [2020-11-09 01:45:43,887][root][INFO] - ===> Epoch[280](7269/26): Loss 0.6942, Sem 0.4574, dir -0.1554, norm 0.3922, swav 0.0000 LR: 3.110e-02 Score 84.857 Data time: 0.2537, Forward time: 2.2734, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.1823 [2020-11-09 01:45:49,537][root][INFO] - ===> Epoch[280](7270/26): Loss 0.5348, Sem 0.3379, dir -0.1564, norm 0.3532, swav 0.0000 LR: 3.109e-02 Score 88.402 Data time: 0.2377, Forward time: 2.2735, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.5462 [2020-11-09 01:45:55,647][root][INFO] - ===> Epoch[280](7271/26): Loss 0.7810, Sem 0.5202, dir -0.1000, norm 0.3608, swav 0.0000 LR: 3.108e-02 Score 83.471 Data time: 0.3243, Forward time: 2.2735, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.0141 [2020-11-09 01:46:01,492][root][INFO] - ===> Epoch[280](7272/26): Loss 0.7942, Sem 0.4529, dir -0.0831, norm 0.4245, swav 0.0000 LR: 3.107e-02 Score 85.529 Data time: 0.2929, Forward time: 2.2736, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.7209 [2020-11-09 01:46:07,155][root][INFO] - ===> Epoch[280](7273/26): Loss 0.6470, Sem 0.4795, dir -0.1232, norm 0.2907, swav 0.0000 LR: 3.106e-02 Score 83.626 Data time: 0.2150, Forward time: 2.2737, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.5492 [2020-11-09 01:46:12,873][root][INFO] - ===> Epoch[280](7274/26): Loss 0.6754, Sem 0.4658, dir -0.1393, norm 0.3489, swav 0.0000 LR: 3.105e-02 Score 83.979 Data time: 0.1971, Forward time: 2.2736, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.6007 [2020-11-09 01:46:19,690][root][INFO] - ===> Epoch[280](7275/26): Loss 0.7213, Sem 0.3900, dir -0.0844, norm 0.4157, swav 0.0000 LR: 3.104e-02 Score 86.944 Data time: 0.1897, Forward time: 2.2736, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.7155 [2020-11-09 01:46:25,203][root][INFO] - ===> Epoch[280](7276/26): Loss 0.6145, Sem 0.3760, dir -0.0941, norm 0.3326, swav 0.0000 LR: 3.103e-02 Score 89.122 Data time: 0.2460, Forward time: 2.2736, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.4165 [2020-11-09 01:46:29,949][root][INFO] - ===> Epoch[280](7277/26): Loss 0.3680, Sem 0.2481, dir -0.1341, norm 0.2539, swav 0.0000 LR: 3.102e-02 Score 92.153 Data time: 0.2182, Forward time: 2.2737, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.6292 [2020-11-09 01:46:36,342][root][INFO] - ===> Epoch[280](7278/26): Loss 0.6186, Sem 0.3818, dir -0.1264, norm 0.3633, swav 0.0000 LR: 3.101e-02 Score 87.507 Data time: 0.1826, Forward time: 2.2736, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.3001 [2020-11-09 01:46:41,548][root][INFO] - ===> Epoch[280](7279/26): Loss 0.6464, Sem 0.3952, dir -0.1140, norm 0.3652, swav 0.0000 LR: 3.100e-02 Score 87.262 Data time: 0.2219, Forward time: 2.2736, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.1066 [2020-11-09 01:46:49,172][root][INFO] - ===> Epoch[280](7280/26): Loss 0.8164, Sem 0.4458, dir -0.0806, norm 0.4512, swav 0.0000 LR: 3.099e-02 Score 85.858 Data time: 0.2114, Forward time: 2.2736, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 7.5160 [2020-11-09 01:46:55,321][root][INFO] - ===> Epoch[281](7281/26): Loss 0.5825, Sem 0.3551, dir -0.0678, norm 0.2951, swav 0.0000 LR: 3.098e-02 Score 89.003 Data time: 0.2253, Forward time: 2.2736, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 6.0557 [2020-11-09 01:47:01,012][root][INFO] - ===> Epoch[281](7282/26): Loss 0.6390, Sem 0.4375, dir -0.1608, norm 0.3622, swav 0.0000 LR: 3.097e-02 Score 87.744 Data time: 0.2752, Forward time: 2.2737, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.5946 [2020-11-09 01:47:07,542][root][INFO] - ===> Epoch[281](7283/26): Loss 0.7921, Sem 0.5096, dir -0.1015, norm 0.3840, swav 0.0000 LR: 3.096e-02 Score 81.593 Data time: 0.2447, Forward time: 2.2737, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 6.3972 [2020-11-09 01:47:13,326][root][INFO] - ===> Epoch[281](7284/26): Loss 0.7308, Sem 0.4506, dir -0.0813, norm 0.3615, swav 0.0000 LR: 3.095e-02 Score 85.639 Data time: 0.2116, Forward time: 2.2737, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.6611 [2020-11-09 01:47:18,823][root][INFO] - ===> Epoch[281](7285/26): Loss 0.6302, Sem 0.4355, dir -0.0852, norm 0.2799, swav 0.0000 LR: 3.094e-02 Score 83.704 Data time: 0.2603, Forward time: 2.2737, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.3810 [2020-11-09 01:47:24,665][root][INFO] - ===> Epoch[281](7286/26): Loss 0.6143, Sem 0.3903, dir -0.1436, norm 0.3675, swav 0.0000 LR: 3.093e-02 Score 87.537 Data time: 0.1616, Forward time: 2.2736, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.7029 [2020-11-09 01:47:30,262][root][INFO] - ===> Epoch[281](7287/26): Loss 0.6995, Sem 0.4856, dir -0.1105, norm 0.3245, swav 0.0000 LR: 3.092e-02 Score 83.602 Data time: 0.2328, Forward time: 2.2737, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.5430 [2020-11-09 01:47:36,661][root][INFO] - ===> Epoch[281](7288/26): Loss 0.5644, Sem 0.3690, dir -0.0860, norm 0.2813, swav 0.0000 LR: 3.091e-02 Score 88.018 Data time: 0.2196, Forward time: 2.2737, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 6.2833 [2020-11-09 01:47:41,501][root][INFO] - ===> Epoch[281](7289/26): Loss 0.6742, Sem 0.4906, dir -0.1323, norm 0.3159, swav 0.0000 LR: 3.090e-02 Score 84.295 Data time: 0.2287, Forward time: 2.2737, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 4.7318 [2020-11-09 01:47:47,015][root][INFO] - ===> Epoch[281](7290/26): Loss 0.6267, Sem 0.4123, dir -0.1081, norm 0.3225, swav 0.0000 LR: 3.089e-02 Score 85.032 Data time: 0.2334, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.4062 [2020-11-09 01:47:53,494][root][INFO] - ===> Epoch[281](7291/26): Loss 0.6952, Sem 0.4044, dir -0.1481, norm 0.4389, swav 0.0000 LR: 3.088e-02 Score 85.367 Data time: 0.3145, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.3643 [2020-11-09 01:47:58,860][root][INFO] - ===> Epoch[281](7292/26): Loss 0.5520, Sem 0.4272, dir -0.1607, norm 0.2855, swav 0.0000 LR: 3.087e-02 Score 83.586 Data time: 0.2098, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.2171 [2020-11-09 01:48:03,965][root][INFO] - ===> Epoch[281](7293/26): Loss 0.4925, Sem 0.3539, dir -0.0976, norm 0.2362, swav 0.0000 LR: 3.086e-02 Score 88.326 Data time: 0.1789, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.0176 [2020-11-09 01:48:08,581][root][INFO] - ===> Epoch[281](7294/26): Loss 0.6900, Sem 0.4424, dir -0.1544, norm 0.4019, swav 0.0000 LR: 3.085e-02 Score 85.744 Data time: 0.2135, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 4.5274 [2020-11-09 01:48:15,078][root][INFO] - ===> Epoch[281](7295/26): Loss 0.6380, Sem 0.3677, dir -0.0809, norm 0.3511, swav 0.0000 LR: 3.084e-02 Score 89.043 Data time: 0.3076, Forward time: 2.2739, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.3957 [2020-11-09 01:48:22,588][root][INFO] - ===> Epoch[281](7296/26): Loss 0.7161, Sem 0.4913, dir -0.1203, norm 0.3451, swav 0.0000 LR: 3.083e-02 Score 83.942 Data time: 0.1943, Forward time: 2.2739, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 7.3773 [2020-11-09 01:48:27,729][root][INFO] - ===> Epoch[281](7297/26): Loss 0.8130, Sem 0.4620, dir -0.0935, norm 0.4445, swav 0.0000 LR: 3.082e-02 Score 85.137 Data time: 0.2331, Forward time: 2.2739, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.0282 [2020-11-09 01:48:32,994][root][INFO] - ===> Epoch[281](7298/26): Loss 0.6806, Sem 0.4090, dir -0.1472, norm 0.4188, swav 0.0000 LR: 3.081e-02 Score 84.531 Data time: 0.1628, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.1468 [2020-11-09 01:48:40,002][root][INFO] - ===> Epoch[281](7299/26): Loss 0.7407, Sem 0.4751, dir -0.1100, norm 0.3756, swav 0.0000 LR: 3.079e-02 Score 83.529 Data time: 0.1843, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.9378 [2020-11-09 01:48:44,190][root][INFO] - ===> Epoch[281](7300/26): Loss 0.6457, Sem 0.4851, dir -0.1556, norm 0.3161, swav 0.0000 LR: 3.078e-02 Score 83.865 Data time: 0.1642, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 4.0696 [2020-11-09 01:48:50,965][root][INFO] - ===> Epoch[281](7301/26): Loss 0.6492, Sem 0.3886, dir -0.1209, norm 0.3815, swav 0.0000 LR: 3.077e-02 Score 86.318 Data time: 0.2466, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.7065 [2020-11-09 01:48:57,207][root][INFO] - ===> Epoch[281](7302/26): Loss 0.6298, Sem 0.3412, dir -0.0761, norm 0.3647, swav 0.0000 LR: 3.076e-02 Score 90.083 Data time: 0.2655, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.1182 [2020-11-09 01:49:03,875][root][INFO] - ===> Epoch[281](7303/26): Loss 0.6174, Sem 0.4247, dir -0.1185, norm 0.3111, swav 0.0000 LR: 3.075e-02 Score 85.354 Data time: 0.3188, Forward time: 2.2740, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.5315 [2020-11-09 01:49:08,794][root][INFO] - ===> Epoch[281](7304/26): Loss 0.6912, Sem 0.4119, dir -0.1132, norm 0.3924, swav 0.0000 LR: 3.074e-02 Score 86.608 Data time: 0.1843, Forward time: 2.2740, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 4.7995 [2020-11-09 01:49:15,039][root][INFO] - ===> Epoch[281](7305/26): Loss 0.6824, Sem 0.4096, dir -0.1081, norm 0.3808, swav 0.0000 LR: 3.073e-02 Score 87.089 Data time: 0.1981, Forward time: 2.2739, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.1462 [2020-11-09 01:49:20,518][root][INFO] - ===> Epoch[281](7306/26): Loss 0.5809, Sem 0.4068, dir -0.1047, norm 0.2788, swav 0.0000 LR: 3.072e-02 Score 87.436 Data time: 0.2107, Forward time: 2.2739, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.3675 [2020-11-09 01:49:25,292][root][INFO] - ===> Epoch[282](7307/26): Loss 0.5530, Sem 0.3921, dir -0.1200, norm 0.2808, swav 0.0000 LR: 3.071e-02 Score 88.989 Data time: 0.2100, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 4.6701 [2020-11-09 01:49:30,507][root][INFO] - ===> Epoch[282](7308/26): Loss 0.5159, Sem 0.3232, dir -0.1526, norm 0.3452, swav 0.0000 LR: 3.070e-02 Score 89.243 Data time: 0.2321, Forward time: 2.2739, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.1223 [2020-11-09 01:49:37,011][root][INFO] - ===> Epoch[282](7309/26): Loss 0.4686, Sem 0.3162, dir -0.1288, norm 0.2812, swav 0.0000 LR: 3.069e-02 Score 89.226 Data time: 0.2301, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 6.3974 [2020-11-09 01:49:42,634][root][INFO] - ===> Epoch[282](7310/26): Loss 0.5117, Sem 0.4109, dir -0.1280, norm 0.2288, swav 0.0000 LR: 3.068e-02 Score 87.775 Data time: 0.2061, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.5308 [2020-11-09 01:49:49,968][root][INFO] - ===> Epoch[282](7311/26): Loss 0.7912, Sem 0.4638, dir -0.1374, norm 0.4647, swav 0.0000 LR: 3.067e-02 Score 83.706 Data time: 0.2373, Forward time: 2.2740, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 7.2412 [2020-11-09 01:49:55,118][root][INFO] - ===> Epoch[282](7312/26): Loss 0.7615, Sem 0.5215, dir -0.1085, norm 0.3485, swav 0.0000 LR: 3.066e-02 Score 84.288 Data time: 0.1913, Forward time: 2.2739, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.0231 [2020-11-09 01:50:01,647][root][INFO] - ===> Epoch[282](7313/26): Loss 0.7176, Sem 0.4913, dir -0.0839, norm 0.3102, swav 0.0000 LR: 3.065e-02 Score 84.847 Data time: 0.2547, Forward time: 2.2740, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.4468 [2020-11-09 01:50:08,624][root][INFO] - ===> Epoch[282](7314/26): Loss 0.6237, Sem 0.4145, dir -0.1234, norm 0.3326, swav 0.0000 LR: 3.064e-02 Score 85.765 Data time: 0.1833, Forward time: 2.2740, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 6.8492 [2020-11-09 01:50:13,760][root][INFO] - ===> Epoch[282](7315/26): Loss 0.8464, Sem 0.4763, dir -0.0815, norm 0.4516, swav 0.0000 LR: 3.063e-02 Score 83.202 Data time: 0.1960, Forward time: 2.2739, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.0334 [2020-11-09 01:50:21,077][root][INFO] - ===> Epoch[282](7316/26): Loss 0.8098, Sem 0.3767, dir -0.0710, norm 0.5040, swav 0.0000 LR: 3.062e-02 Score 88.937 Data time: 0.1479, Forward time: 2.2738, Backward time: 3.0865, DDP time: 0.0059, Total iter time: 7.2062 [2020-11-09 01:50:26,791][root][INFO] - ===> Epoch[282](7317/26): Loss 0.7827, Sem 0.4164, dir -0.0809, norm 0.4472, swav 0.0000 LR: 3.061e-02 Score 85.140 Data time: 0.1853, Forward time: 2.2738, Backward time: 3.0865, DDP time: 0.0059, Total iter time: 5.6723 [2020-11-09 01:50:32,812][root][INFO] - ===> Epoch[282](7318/26): Loss 0.8107, Sem 0.4279, dir -0.0919, norm 0.4746, swav 0.0000 LR: 3.060e-02 Score 86.890 Data time: 0.1880, Forward time: 2.2738, Backward time: 3.0866, DDP time: 0.0059, Total iter time: 5.9288 [2020-11-09 01:50:39,307][root][INFO] - ===> Epoch[282](7319/26): Loss 0.7253, Sem 0.4421, dir -0.0904, norm 0.3736, swav 0.0000 LR: 3.059e-02 Score 84.179 Data time: 0.1761, Forward time: 2.2737, Backward time: 3.0867, DDP time: 0.0059, Total iter time: 6.3974 [2020-11-09 01:50:44,788][root][INFO] - ===> Epoch[282](7320/26): Loss 0.6653, Sem 0.4179, dir -0.1136, norm 0.3610, swav 0.0000 LR: 3.058e-02 Score 85.126 Data time: 0.2023, Forward time: 2.2737, Backward time: 3.0867, DDP time: 0.0059, Total iter time: 5.3891 [2020-11-09 01:50:50,663][root][INFO] - ===> Epoch[282](7321/26): Loss 0.6003, Sem 0.3569, dir -0.1608, norm 0.4042, swav 0.0000 LR: 3.057e-02 Score 88.845 Data time: 0.2887, Forward time: 2.2738, Backward time: 3.0867, DDP time: 0.0059, Total iter time: 5.7717 [2020-11-09 01:50:57,216][root][INFO] - ===> Epoch[282](7322/26): Loss 0.7508, Sem 0.4143, dir -0.0959, norm 0.4324, swav 0.0000 LR: 3.056e-02 Score 85.317 Data time: 0.2092, Forward time: 2.2738, Backward time: 3.0868, DDP time: 0.0059, Total iter time: 6.4275 [2020-11-09 01:51:02,835][root][INFO] - ===> Epoch[282](7323/26): Loss 0.5969, Sem 0.3746, dir -0.1314, norm 0.3537, swav 0.0000 LR: 3.055e-02 Score 88.037 Data time: 0.2561, Forward time: 2.2738, Backward time: 3.0867, DDP time: 0.0059, Total iter time: 5.5321 [2020-11-09 01:51:08,735][root][INFO] - ===> Epoch[282](7324/26): Loss 0.6268, Sem 0.4326, dir -0.1592, norm 0.3533, swav 0.0000 LR: 3.054e-02 Score 86.675 Data time: 0.2355, Forward time: 2.2738, Backward time: 3.0867, DDP time: 0.0059, Total iter time: 5.7766 [2020-11-09 01:51:14,621][root][INFO] - ===> Epoch[282](7325/26): Loss 0.7160, Sem 0.4389, dir -0.1004, norm 0.3775, swav 0.0000 LR: 3.053e-02 Score 83.420 Data time: 0.2436, Forward time: 2.2739, Backward time: 3.0867, DDP time: 0.0059, Total iter time: 5.7672 [2020-11-09 01:51:19,524][root][INFO] - ===> Epoch[282](7326/26): Loss 0.7317, Sem 0.3704, dir -0.1161, norm 0.4774, swav 0.0000 LR: 3.052e-02 Score 88.967 Data time: 0.2397, Forward time: 2.2739, Backward time: 3.0865, DDP time: 0.0059, Total iter time: 4.7704 [2020-11-09 01:51:26,026][root][INFO] - ===> Epoch[282](7327/26): Loss 0.6434, Sem 0.3423, dir -0.0867, norm 0.3878, swav 0.0000 LR: 3.051e-02 Score 88.560 Data time: 0.2403, Forward time: 2.2739, Backward time: 3.0866, DDP time: 0.0059, Total iter time: 6.3822 [2020-11-09 01:51:31,190][root][INFO] - ===> Epoch[282](7328/26): Loss 0.6327, Sem 0.4292, dir -0.1460, norm 0.3495, swav 0.0000 LR: 3.050e-02 Score 87.053 Data time: 0.2565, Forward time: 2.2740, Backward time: 3.0865, DDP time: 0.0059, Total iter time: 5.0310 [2020-11-09 01:51:36,254][root][INFO] - ===> Epoch[282](7329/26): Loss 0.6023, Sem 0.3110, dir -0.0794, norm 0.3707, swav 0.0000 LR: 3.049e-02 Score 89.882 Data time: 0.1887, Forward time: 2.2739, Backward time: 3.0864, DDP time: 0.0059, Total iter time: 4.9458 [2020-11-09 01:51:41,307][root][INFO] - ===> Epoch[282](7330/26): Loss 0.7235, Sem 0.4728, dir -0.1263, norm 0.3770, swav 0.0000 LR: 3.048e-02 Score 85.423 Data time: 0.2350, Forward time: 2.2740, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 4.9522 [2020-11-09 01:51:46,107][root][INFO] - ===> Epoch[282](7331/26): Loss 0.5765, Sem 0.4301, dir -0.1556, norm 0.3020, swav 0.0000 LR: 3.047e-02 Score 86.754 Data time: 0.1666, Forward time: 2.2739, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 4.6752 [2020-11-09 01:51:51,399][root][INFO] - ===> Epoch[282](7332/26): Loss 0.6546, Sem 0.3585, dir -0.1452, norm 0.4413, swav 0.0000 LR: 3.046e-02 Score 88.049 Data time: 0.1914, Forward time: 2.2739, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.1960 [2020-11-09 01:51:56,819][root][INFO] - ===> Epoch[283](7333/26): Loss 0.8311, Sem 0.5499, dir -0.1012, norm 0.3824, swav 0.0000 LR: 3.045e-02 Score 83.071 Data time: 0.2188, Forward time: 2.2739, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.3041 [2020-11-09 01:52:02,305][root][INFO] - ===> Epoch[283](7334/26): Loss 0.6436, Sem 0.3874, dir -0.1266, norm 0.3828, swav 0.0000 LR: 3.044e-02 Score 86.645 Data time: 0.2227, Forward time: 2.2739, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.3515 [2020-11-09 01:52:07,448][root][INFO] - ===> Epoch[283](7335/26): Loss 0.6676, Sem 0.3836, dir -0.1347, norm 0.4188, swav 0.0000 LR: 3.043e-02 Score 86.427 Data time: 0.2113, Forward time: 2.2739, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.0180 [2020-11-09 01:52:12,622][root][INFO] - ===> Epoch[283](7336/26): Loss 0.5819, Sem 0.3976, dir -0.1084, norm 0.2926, swav 0.0000 LR: 3.042e-02 Score 86.553 Data time: 0.1817, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.0494 [2020-11-09 01:52:18,585][root][INFO] - ===> Epoch[283](7337/26): Loss 0.7727, Sem 0.5151, dir -0.1521, norm 0.4097, swav 0.0000 LR: 3.040e-02 Score 85.266 Data time: 0.2371, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.8634 [2020-11-09 01:52:24,121][root][INFO] - ===> Epoch[283](7338/26): Loss 0.7289, Sem 0.4933, dir -0.1193, norm 0.3548, swav 0.0000 LR: 3.039e-02 Score 84.821 Data time: 0.1700, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.4134 [2020-11-09 01:52:29,031][root][INFO] - ===> Epoch[283](7339/26): Loss 0.6217, Sem 0.3175, dir -0.0868, norm 0.3910, swav 0.0000 LR: 3.038e-02 Score 89.292 Data time: 0.1973, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 4.8119 [2020-11-09 01:52:34,966][root][INFO] - ===> Epoch[283](7340/26): Loss 0.6431, Sem 0.3839, dir -0.0917, norm 0.3509, swav 0.0000 LR: 3.037e-02 Score 87.132 Data time: 0.2020, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.8323 [2020-11-09 01:52:41,074][root][INFO] - ===> Epoch[283](7341/26): Loss 0.4313, Sem 0.3259, dir -0.1581, norm 0.2636, swav 0.0000 LR: 3.036e-02 Score 89.573 Data time: 0.2547, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.9996 [2020-11-09 01:52:46,616][root][INFO] - ===> Epoch[283](7342/26): Loss 0.6154, Sem 0.4201, dir -0.1423, norm 0.3376, swav 0.0000 LR: 3.035e-02 Score 86.452 Data time: 0.1744, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.3929 [2020-11-09 01:52:52,984][root][INFO] - ===> Epoch[283](7343/26): Loss 0.5178, Sem 0.3249, dir -0.1556, norm 0.3485, swav 0.0000 LR: 3.034e-02 Score 90.058 Data time: 0.2299, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.2545 [2020-11-09 01:52:58,648][root][INFO] - ===> Epoch[283](7344/26): Loss 0.6352, Sem 0.4233, dir -0.1061, norm 0.3180, swav 0.0000 LR: 3.033e-02 Score 84.413 Data time: 0.2639, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.5415 [2020-11-09 01:53:04,392][root][INFO] - ===> Epoch[283](7345/26): Loss 0.4820, Sem 0.2559, dir -0.1418, norm 0.3680, swav 0.0000 LR: 3.032e-02 Score 92.137 Data time: 0.2233, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.6149 [2020-11-09 01:53:09,435][root][INFO] - ===> Epoch[283](7346/26): Loss 0.6162, Sem 0.4886, dir -0.1686, norm 0.2962, swav 0.0000 LR: 3.031e-02 Score 83.436 Data time: 0.1651, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 4.8993 [2020-11-09 01:53:15,161][root][INFO] - ===> Epoch[283](7347/26): Loss 0.4748, Sem 0.3197, dir -0.0842, norm 0.2392, swav 0.0000 LR: 3.030e-02 Score 89.581 Data time: 0.1417, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.6280 [2020-11-09 01:53:21,238][root][INFO] - ===> Epoch[283](7348/26): Loss 0.7077, Sem 0.4435, dir -0.0941, norm 0.3583, swav 0.0000 LR: 3.029e-02 Score 84.268 Data time: 0.2403, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.9939 [2020-11-09 01:53:26,858][root][INFO] - ===> Epoch[283](7349/26): Loss 0.6838, Sem 0.3676, dir -0.1366, norm 0.4528, swav 0.0000 LR: 3.028e-02 Score 88.327 Data time: 0.1992, Forward time: 2.2736, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.5076 [2020-11-09 01:53:32,414][root][INFO] - ===> Epoch[283](7350/26): Loss 0.7234, Sem 0.4794, dir -0.1373, norm 0.3813, swav 0.0000 LR: 3.027e-02 Score 83.334 Data time: 0.2655, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.4712 [2020-11-09 01:53:38,707][root][INFO] - ===> Epoch[283](7351/26): Loss 0.7681, Sem 0.3814, dir -0.1825, norm 0.5692, swav 0.0000 LR: 3.026e-02 Score 87.798 Data time: 0.2144, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.1666 [2020-11-09 01:53:44,655][root][INFO] - ===> Epoch[283](7352/26): Loss 0.6094, Sem 0.4317, dir -0.1568, norm 0.3345, swav 0.0000 LR: 3.025e-02 Score 87.254 Data time: 0.1813, Forward time: 2.2736, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.8458 [2020-11-09 01:53:50,372][root][INFO] - ===> Epoch[283](7353/26): Loss 0.6892, Sem 0.4623, dir -0.1803, norm 0.4072, swav 0.0000 LR: 3.024e-02 Score 85.703 Data time: 0.2015, Forward time: 2.2736, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.6397 [2020-11-09 01:53:57,205][root][INFO] - ===> Epoch[283](7354/26): Loss 0.5089, Sem 0.3059, dir -0.1256, norm 0.3287, swav 0.0000 LR: 3.023e-02 Score 88.587 Data time: 0.2438, Forward time: 2.2736, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 6.7284 [2020-11-09 01:54:02,985][root][INFO] - ===> Epoch[283](7355/26): Loss 0.6307, Sem 0.4372, dir -0.1245, norm 0.3181, swav 0.0000 LR: 3.022e-02 Score 85.047 Data time: 0.2647, Forward time: 2.2737, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.6616 [2020-11-09 01:54:08,735][root][INFO] - ===> Epoch[283](7356/26): Loss 0.6025, Sem 0.3936, dir -0.1709, norm 0.3799, swav 0.0000 LR: 3.021e-02 Score 86.188 Data time: 0.1450, Forward time: 2.2736, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 5.6289 [2020-11-09 01:54:14,112][root][INFO] - ===> Epoch[283](7357/26): Loss 0.6293, Sem 0.4138, dir -0.0781, norm 0.2937, swav 0.0000 LR: 3.020e-02 Score 87.507 Data time: 0.2173, Forward time: 2.2736, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.3016 [2020-11-09 01:54:19,893][root][INFO] - ===> Epoch[283](7358/26): Loss 0.5795, Sem 0.3971, dir -0.1119, norm 0.2943, swav 0.0000 LR: 3.019e-02 Score 87.785 Data time: 0.2934, Forward time: 2.2737, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.6642 [2020-11-09 01:54:26,121][root][INFO] - ===> Epoch[284](7359/26): Loss 0.5033, Sem 0.3459, dir -0.1212, norm 0.2786, swav 0.0000 LR: 3.018e-02 Score 88.245 Data time: 0.2860, Forward time: 2.2738, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 6.0955 [2020-11-09 01:54:32,585][root][INFO] - ===> Epoch[284](7360/26): Loss 0.6647, Sem 0.4244, dir -0.0763, norm 0.3167, swav 0.0000 LR: 3.017e-02 Score 87.995 Data time: 0.1746, Forward time: 2.2738, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 6.3032 [2020-11-09 01:54:37,723][root][INFO] - ===> Epoch[284](7361/26): Loss 0.7472, Sem 0.4506, dir -0.0951, norm 0.3917, swav 0.0000 LR: 3.016e-02 Score 86.515 Data time: 0.2021, Forward time: 2.2738, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.0579 [2020-11-09 01:54:43,300][root][INFO] - ===> Epoch[284](7362/26): Loss 0.6267, Sem 0.3657, dir -0.0596, norm 0.3206, swav 0.0000 LR: 3.015e-02 Score 87.125 Data time: 0.1825, Forward time: 2.2737, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.4569 [2020-11-09 01:54:49,152][root][INFO] - ===> Epoch[284](7363/26): Loss 0.5967, Sem 0.4337, dir -0.1344, norm 0.2973, swav 0.0000 LR: 3.014e-02 Score 86.477 Data time: 0.2624, Forward time: 2.2738, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.7674 [2020-11-09 01:54:54,764][root][INFO] - ===> Epoch[284](7364/26): Loss 0.7465, Sem 0.4785, dir -0.1430, norm 0.4110, swav 0.0000 LR: 3.013e-02 Score 82.738 Data time: 0.1383, Forward time: 2.2737, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.4908 [2020-11-09 01:55:00,681][root][INFO] - ===> Epoch[284](7365/26): Loss 0.6324, Sem 0.3980, dir -0.0665, norm 0.3008, swav 0.0000 LR: 3.012e-02 Score 86.485 Data time: 0.1697, Forward time: 2.2736, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 5.8456 [2020-11-09 01:55:05,524][root][INFO] - ===> Epoch[284](7366/26): Loss 0.5586, Sem 0.3766, dir -0.1452, norm 0.3272, swav 0.0000 LR: 3.011e-02 Score 88.223 Data time: 0.2664, Forward time: 2.2737, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 4.7790 [2020-11-09 01:55:11,753][root][INFO] - ===> Epoch[284](7367/26): Loss 0.5668, Sem 0.3932, dir -0.1702, norm 0.3439, swav 0.0000 LR: 3.010e-02 Score 87.122 Data time: 0.3161, Forward time: 2.2738, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 6.1213 [2020-11-09 01:55:17,600][root][INFO] - ===> Epoch[284](7368/26): Loss 0.7149, Sem 0.4380, dir -0.1274, norm 0.4042, swav 0.0000 LR: 3.009e-02 Score 87.767 Data time: 0.2747, Forward time: 2.2739, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.7155 [2020-11-09 01:55:23,281][root][INFO] - ===> Epoch[284](7369/26): Loss 0.6048, Sem 0.4627, dir -0.1666, norm 0.3086, swav 0.0000 LR: 3.008e-02 Score 87.432 Data time: 0.2702, Forward time: 2.2740, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.5700 [2020-11-09 01:55:29,386][root][INFO] - ===> Epoch[284](7370/26): Loss 0.7740, Sem 0.4701, dir -0.1244, norm 0.4283, swav 0.0000 LR: 3.007e-02 Score 84.570 Data time: 0.2229, Forward time: 2.2740, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.9887 [2020-11-09 01:55:34,510][root][INFO] - ===> Epoch[284](7371/26): Loss 0.5608, Sem 0.3336, dir -0.1035, norm 0.3308, swav 0.0000 LR: 3.006e-02 Score 87.858 Data time: 0.1764, Forward time: 2.2739, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.0333 [2020-11-09 01:55:39,468][root][INFO] - ===> Epoch[284](7372/26): Loss 0.5356, Sem 0.3907, dir -0.1096, norm 0.2544, swav 0.0000 LR: 3.005e-02 Score 86.434 Data time: 0.1801, Forward time: 2.2739, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.8887 [2020-11-09 01:55:44,455][root][INFO] - ===> Epoch[284](7373/26): Loss 0.6694, Sem 0.4179, dir -0.0946, norm 0.3461, swav 0.0000 LR: 3.003e-02 Score 87.742 Data time: 0.1778, Forward time: 2.2738, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.9036 [2020-11-09 01:55:49,849][root][INFO] - ===> Epoch[284](7374/26): Loss 0.6307, Sem 0.3735, dir -0.0983, norm 0.3554, swav 0.0000 LR: 3.002e-02 Score 88.374 Data time: 0.1754, Forward time: 2.2738, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.3224 [2020-11-09 01:55:55,429][root][INFO] - ===> Epoch[284](7375/26): Loss 0.5241, Sem 0.4088, dir -0.1451, norm 0.2604, swav 0.0000 LR: 3.001e-02 Score 86.304 Data time: 0.1897, Forward time: 2.2737, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.4928 [2020-11-09 01:56:02,607][root][INFO] - ===> Epoch[284](7376/26): Loss 0.6717, Sem 0.4222, dir -0.1116, norm 0.3611, swav 0.0000 LR: 3.000e-02 Score 88.781 Data time: 0.1712, Forward time: 2.2736, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 7.0968 [2020-11-09 01:56:07,609][root][INFO] - ===> Epoch[284](7377/26): Loss 0.6635, Sem 0.4568, dir -0.1225, norm 0.3293, swav 0.0000 LR: 2.999e-02 Score 82.770 Data time: 0.2248, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 4.9349 [2020-11-09 01:56:13,108][root][INFO] - ===> Epoch[284](7378/26): Loss 0.5314, Sem 0.4125, dir -0.1566, norm 0.2755, swav 0.0000 LR: 2.998e-02 Score 87.354 Data time: 0.2165, Forward time: 2.2736, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.3981 [2020-11-09 01:56:17,355][root][INFO] - ===> Epoch[284](7379/26): Loss 0.6292, Sem 0.4085, dir -0.1574, norm 0.3782, swav 0.0000 LR: 2.997e-02 Score 87.895 Data time: 0.1844, Forward time: 2.2736, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.1447 [2020-11-09 01:56:22,579][root][INFO] - ===> Epoch[284](7380/26): Loss 0.6772, Sem 0.4075, dir -0.0958, norm 0.3655, swav 0.0000 LR: 2.996e-02 Score 85.326 Data time: 0.2434, Forward time: 2.2737, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.1415 [2020-11-09 01:56:28,941][root][INFO] - ===> Epoch[284](7381/26): Loss 0.6222, Sem 0.3060, dir -0.1037, norm 0.4199, swav 0.0000 LR: 2.995e-02 Score 89.797 Data time: 0.2397, Forward time: 2.2737, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.2420 [2020-11-09 01:56:34,806][root][INFO] - ===> Epoch[284](7382/26): Loss 0.6942, Sem 0.4537, dir -0.1486, norm 0.3891, swav 0.0000 LR: 2.994e-02 Score 84.506 Data time: 0.2045, Forward time: 2.2736, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.7617 [2020-11-09 01:56:39,507][root][INFO] - ===> Epoch[284](7383/26): Loss 0.6791, Sem 0.4688, dir -0.0718, norm 0.2821, swav 0.0000 LR: 2.993e-02 Score 86.279 Data time: 0.2008, Forward time: 2.2736, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 4.6084 [2020-11-09 01:56:44,928][root][INFO] - ===> Epoch[284](7384/26): Loss 0.5940, Sem 0.3511, dir -0.1249, norm 0.3679, swav 0.0000 LR: 2.992e-02 Score 88.431 Data time: 0.1807, Forward time: 2.2736, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.3076 [2020-11-09 01:56:49,997][root][INFO] - ===> Epoch[285](7385/26): Loss 0.5843, Sem 0.2963, dir -0.1310, norm 0.4190, swav 0.0000 LR: 2.991e-02 Score 89.107 Data time: 0.2116, Forward time: 2.2736, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.9819 [2020-11-09 01:56:55,918][root][INFO] - ===> Epoch[285](7386/26): Loss 0.5880, Sem 0.3617, dir -0.1399, norm 0.3663, swav 0.0000 LR: 2.990e-02 Score 89.500 Data time: 0.2783, Forward time: 2.2736, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.8008 [2020-11-09 01:57:01,787][root][INFO] - ===> Epoch[285](7387/26): Loss 0.4840, Sem 0.2978, dir -0.1341, norm 0.3204, swav 0.0000 LR: 2.989e-02 Score 89.044 Data time: 0.2183, Forward time: 2.2736, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.7316 [2020-11-09 01:57:09,317][root][INFO] - ===> Epoch[285](7388/26): Loss 0.8378, Sem 0.5002, dir -0.1512, norm 0.4888, swav 0.0000 LR: 2.988e-02 Score 83.534 Data time: 0.2605, Forward time: 2.2737, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 7.4215 [2020-11-09 01:57:15,671][root][INFO] - ===> Epoch[285](7389/26): Loss 0.6871, Sem 0.4146, dir -0.1177, norm 0.3903, swav 0.0000 LR: 2.987e-02 Score 87.200 Data time: 0.1851, Forward time: 2.2736, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 6.2326 [2020-11-09 01:57:21,111][root][INFO] - ===> Epoch[285](7390/26): Loss 0.5914, Sem 0.4359, dir -0.1606, norm 0.3162, swav 0.0000 LR: 2.986e-02 Score 85.680 Data time: 0.1770, Forward time: 2.2736, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.3475 [2020-11-09 01:57:26,957][root][INFO] - ===> Epoch[285](7391/26): Loss 0.6271, Sem 0.4140, dir -0.0914, norm 0.3045, swav 0.0000 LR: 2.985e-02 Score 86.405 Data time: 0.1830, Forward time: 2.2735, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.7699 [2020-11-09 01:57:32,368][root][INFO] - ===> Epoch[285](7392/26): Loss 0.7172, Sem 0.4154, dir -0.0189, norm 0.3207, swav 0.0000 LR: 2.984e-02 Score 88.465 Data time: 0.2101, Forward time: 2.2735, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.2948 [2020-11-09 01:57:37,792][root][INFO] - ===> Epoch[285](7393/26): Loss 0.8360, Sem 0.4652, dir -0.0549, norm 0.4257, swav 0.0000 LR: 2.983e-02 Score 85.154 Data time: 0.1398, Forward time: 2.2734, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.2987 [2020-11-09 01:57:42,573][root][INFO] - ===> Epoch[285](7394/26): Loss 0.7402, Sem 0.4333, dir -0.0665, norm 0.3734, swav 0.0000 LR: 2.982e-02 Score 88.010 Data time: 0.2100, Forward time: 2.2734, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.7013 [2020-11-09 01:57:48,303][root][INFO] - ===> Epoch[285](7395/26): Loss 0.5244, Sem 0.2916, dir -0.1106, norm 0.3434, swav 0.0000 LR: 2.981e-02 Score 90.529 Data time: 0.2052, Forward time: 2.2734, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.6165 [2020-11-09 01:57:53,285][root][INFO] - ===> Epoch[285](7396/26): Loss 0.7246, Sem 0.4296, dir -0.1190, norm 0.4140, swav 0.0000 LR: 2.980e-02 Score 86.101 Data time: 0.1976, Forward time: 2.2734, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.8744 [2020-11-09 01:58:00,586][root][INFO] - ===> Epoch[285](7397/26): Loss 0.8096, Sem 0.4097, dir -0.0200, norm 0.4199, swav 0.0000 LR: 2.979e-02 Score 86.255 Data time: 0.2435, Forward time: 2.2734, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 7.1858 [2020-11-09 01:58:06,717][root][INFO] - ===> Epoch[285](7398/26): Loss 0.6988, Sem 0.4316, dir -0.0200, norm 0.2872, swav 0.0000 LR: 2.978e-02 Score 87.684 Data time: 0.1787, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.9855 [2020-11-09 01:58:12,080][root][INFO] - ===> Epoch[285](7399/26): Loss 0.5473, Sem 0.2907, dir -0.1279, norm 0.3844, swav 0.0000 LR: 2.977e-02 Score 90.510 Data time: 0.2307, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.2544 [2020-11-09 01:58:18,043][root][INFO] - ===> Epoch[285](7400/26): Loss 0.5330, Sem 0.2920, dir -0.1671, norm 0.4081, swav 0.0000 LR: 2.976e-02 Score 92.252 Data time: 0.2497, Forward time: 2.2734, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.8451 [2020-11-09 01:58:22,952][root][INFO] - ===> Epoch[285](7401/26): Loss 0.6950, Sem 0.4260, dir -0.0915, norm 0.3605, swav 0.0000 LR: 2.975e-02 Score 86.933 Data time: 0.1884, Forward time: 2.2734, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.8006 [2020-11-09 01:58:28,908][root][INFO] - ===> Epoch[285](7402/26): Loss 0.6072, Sem 0.3931, dir -0.1270, norm 0.3411, swav 0.0000 LR: 2.974e-02 Score 85.285 Data time: 0.1893, Forward time: 2.2734, Backward time: 3.0859, DDP time: 0.0059, Total iter time: 5.8689 [2020-11-09 01:58:34,180][root][INFO] - ===> Epoch[285](7403/26): Loss 0.6071, Sem 0.3395, dir -0.1252, norm 0.3928, swav 0.0000 LR: 2.973e-02 Score 89.415 Data time: 0.2279, Forward time: 2.2734, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.1393 [2020-11-09 01:58:39,586][root][INFO] - ===> Epoch[285](7404/26): Loss 0.5959, Sem 0.3755, dir -0.0749, norm 0.2953, swav 0.0000 LR: 2.972e-02 Score 85.967 Data time: 0.2171, Forward time: 2.2734, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.2925 [2020-11-09 01:58:44,676][root][INFO] - ===> Epoch[285](7405/26): Loss 0.6572, Sem 0.4533, dir -0.1380, norm 0.3419, swav 0.0000 LR: 2.971e-02 Score 85.909 Data time: 0.1329, Forward time: 2.2733, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 4.9711 [2020-11-09 01:58:49,177][root][INFO] - ===> Epoch[285](7406/26): Loss 0.5597, Sem 0.3666, dir -0.1816, norm 0.3748, swav 0.0000 LR: 2.970e-02 Score 88.342 Data time: 0.1893, Forward time: 2.2732, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 4.4198 [2020-11-09 01:58:54,934][root][INFO] - ===> Epoch[285](7407/26): Loss 0.7020, Sem 0.3845, dir -0.1639, norm 0.4814, swav 0.0000 LR: 2.968e-02 Score 86.249 Data time: 0.2119, Forward time: 2.2732, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.6541 [2020-11-09 01:59:01,334][root][INFO] - ===> Epoch[285](7408/26): Loss 0.9114, Sem 0.5382, dir -0.0810, norm 0.4542, swav 0.0000 LR: 2.967e-02 Score 84.463 Data time: 0.2052, Forward time: 2.2732, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.2828 [2020-11-09 01:59:06,886][root][INFO] - ===> Epoch[285](7409/26): Loss 0.6086, Sem 0.4188, dir -0.1609, norm 0.3507, swav 0.0000 LR: 2.966e-02 Score 86.060 Data time: 0.2208, Forward time: 2.2732, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.4309 [2020-11-09 01:59:12,095][root][INFO] - ===> Epoch[285](7410/26): Loss 0.5462, Sem 0.3590, dir -0.1255, norm 0.3128, swav 0.0000 LR: 2.965e-02 Score 89.350 Data time: 0.1450, Forward time: 2.2731, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.0767 [2020-11-09 01:59:17,368][root][INFO] - ===> Epoch[286](7411/26): Loss 0.6330, Sem 0.3991, dir -0.1231, norm 0.3569, swav 0.0000 LR: 2.964e-02 Score 86.570 Data time: 0.2008, Forward time: 2.2731, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.1993 [2020-11-09 01:59:23,011][root][INFO] - ===> Epoch[286](7412/26): Loss 0.5783, Sem 0.3430, dir -0.1063, norm 0.3416, swav 0.0000 LR: 2.963e-02 Score 89.414 Data time: 0.2793, Forward time: 2.2732, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 5.5220 [2020-11-09 01:59:28,071][root][INFO] - ===> Epoch[286](7413/26): Loss 0.6364, Sem 0.3902, dir -0.1180, norm 0.3643, swav 0.0000 LR: 2.962e-02 Score 86.405 Data time: 0.1917, Forward time: 2.2732, Backward time: 3.0856, DDP time: 0.0059, Total iter time: 4.9384 [2020-11-09 01:59:34,222][root][INFO] - ===> Epoch[286](7414/26): Loss 0.7415, Sem 0.4613, dir -0.1679, norm 0.4481, swav 0.0000 LR: 2.961e-02 Score 87.805 Data time: 0.1783, Forward time: 2.2731, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.0503 [2020-11-09 01:59:40,189][root][INFO] - ===> Epoch[286](7415/26): Loss 0.5629, Sem 0.4091, dir -0.1917, norm 0.3454, swav 0.0000 LR: 2.960e-02 Score 88.530 Data time: 0.2685, Forward time: 2.2731, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.8849 [2020-11-09 01:59:46,001][root][INFO] - ===> Epoch[286](7416/26): Loss 0.5746, Sem 0.3991, dir -0.1770, norm 0.3525, swav 0.0000 LR: 2.959e-02 Score 85.251 Data time: 0.2341, Forward time: 2.2731, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.6893 [2020-11-09 01:59:52,647][root][INFO] - ===> Epoch[286](7417/26): Loss 0.8031, Sem 0.4713, dir -0.1116, norm 0.4435, swav 0.0000 LR: 2.958e-02 Score 85.648 Data time: 0.2870, Forward time: 2.2732, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 6.5310 [2020-11-09 01:59:58,733][root][INFO] - ===> Epoch[286](7418/26): Loss 0.5855, Sem 0.3836, dir -0.1455, norm 0.3474, swav 0.0000 LR: 2.957e-02 Score 87.995 Data time: 0.2241, Forward time: 2.2732, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 5.9311 [2020-11-09 02:00:05,850][root][INFO] - ===> Epoch[286](7419/26): Loss 0.6371, Sem 0.4299, dir -0.1591, norm 0.3663, swav 0.0000 LR: 2.956e-02 Score 85.828 Data time: 0.3212, Forward time: 2.2734, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 7.0003 [2020-11-09 02:00:11,447][root][INFO] - ===> Epoch[286](7420/26): Loss 0.5027, Sem 0.2892, dir -0.1049, norm 0.3184, swav 0.0000 LR: 2.955e-02 Score 91.672 Data time: 0.2778, Forward time: 2.2734, Backward time: 3.0857, DDP time: 0.0059, Total iter time: 5.4518 [2020-11-09 02:00:17,974][root][INFO] - ===> Epoch[286](7421/26): Loss 0.6258, Sem 0.4049, dir -0.1086, norm 0.3294, swav 0.0000 LR: 2.954e-02 Score 84.491 Data time: 0.1918, Forward time: 2.2734, Backward time: 3.0858, DDP time: 0.0059, Total iter time: 6.4142 [2020-11-09 02:00:25,605][root][INFO] - ===> Epoch[286](7422/26): Loss 0.6647, Sem 0.4583, dir -0.1129, norm 0.3193, swav 0.0000 LR: 2.953e-02 Score 82.910 Data time: 0.1517, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 7.5309 [2020-11-09 02:00:31,181][root][INFO] - ===> Epoch[286](7423/26): Loss 0.5976, Sem 0.4079, dir -0.1097, norm 0.2995, swav 0.0000 LR: 2.952e-02 Score 87.644 Data time: 0.2212, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.5243 [2020-11-09 02:00:36,982][root][INFO] - ===> Epoch[286](7424/26): Loss 0.6474, Sem 0.3822, dir -0.1052, norm 0.3703, swav 0.0000 LR: 2.951e-02 Score 87.316 Data time: 0.2040, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.6814 [2020-11-09 02:00:42,140][root][INFO] - ===> Epoch[286](7425/26): Loss 0.6076, Sem 0.3183, dir -0.1377, norm 0.4269, swav 0.0000 LR: 2.950e-02 Score 87.973 Data time: 0.2263, Forward time: 2.2733, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.0530 [2020-11-09 02:00:47,294][root][INFO] - ===> Epoch[286](7426/26): Loss 0.6169, Sem 0.3749, dir -0.0891, norm 0.3311, swav 0.0000 LR: 2.949e-02 Score 88.509 Data time: 0.2212, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.0373 [2020-11-09 02:00:53,148][root][INFO] - ===> Epoch[286](7427/26): Loss 0.6099, Sem 0.4227, dir -0.1974, norm 0.3846, swav 0.0000 LR: 2.948e-02 Score 83.825 Data time: 0.2049, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.7337 [2020-11-09 02:00:59,165][root][INFO] - ===> Epoch[286](7428/26): Loss 0.5886, Sem 0.4160, dir -0.0961, norm 0.2687, swav 0.0000 LR: 2.947e-02 Score 86.566 Data time: 0.1746, Forward time: 2.2732, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.8983 [2020-11-09 02:01:04,089][root][INFO] - ===> Epoch[286](7429/26): Loss 0.6214, Sem 0.3868, dir -0.1203, norm 0.3549, swav 0.0000 LR: 2.946e-02 Score 86.903 Data time: 0.2312, Forward time: 2.2732, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 4.8175 [2020-11-09 02:01:10,107][root][INFO] - ===> Epoch[286](7430/26): Loss 0.5965, Sem 0.3762, dir -0.1143, norm 0.3347, swav 0.0000 LR: 2.945e-02 Score 88.069 Data time: 0.2389, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.9152 [2020-11-09 02:01:16,638][root][INFO] - ===> Epoch[286](7431/26): Loss 0.6281, Sem 0.4258, dir -0.1023, norm 0.3046, swav 0.0000 LR: 2.944e-02 Score 85.889 Data time: 0.2213, Forward time: 2.2733, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 6.4099 [2020-11-09 02:01:22,531][root][INFO] - ===> Epoch[286](7432/26): Loss 0.6950, Sem 0.3199, dir -0.0824, norm 0.4575, swav 0.0000 LR: 2.943e-02 Score 90.547 Data time: 0.2491, Forward time: 2.2733, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.7876 [2020-11-09 02:01:27,994][root][INFO] - ===> Epoch[286](7433/26): Loss 0.5436, Sem 0.3625, dir -0.1149, norm 0.2961, swav 0.0000 LR: 2.942e-02 Score 87.285 Data time: 0.1781, Forward time: 2.2733, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.3446 [2020-11-09 02:01:34,421][root][INFO] - ===> Epoch[286](7434/26): Loss 0.6075, Sem 0.4315, dir -0.0984, norm 0.2744, swav 0.0000 LR: 2.941e-02 Score 86.428 Data time: 0.1909, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 6.3299 [2020-11-09 02:01:39,681][root][INFO] - ===> Epoch[286](7435/26): Loss 0.5437, Sem 0.2599, dir -0.0748, norm 0.3587, swav 0.0000 LR: 2.940e-02 Score 92.516 Data time: 0.2064, Forward time: 2.2732, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.1502 [2020-11-09 02:01:46,458][root][INFO] - ===> Epoch[286](7436/26): Loss 0.7675, Sem 0.4703, dir -0.1001, norm 0.3974, swav 0.0000 LR: 2.939e-02 Score 84.315 Data time: 0.1849, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 6.6673 [2020-11-09 02:01:51,850][root][INFO] - ===> Epoch[287](7437/26): Loss 0.7463, Sem 0.5032, dir -0.1716, norm 0.4147, swav 0.0000 LR: 2.938e-02 Score 84.571 Data time: 0.1832, Forward time: 2.2731, Backward time: 3.0863, DDP time: 0.0059, Total iter time: 5.2861 [2020-11-09 02:01:56,896][root][INFO] - ===> Epoch[287](7438/26): Loss 0.6388, Sem 0.3550, dir -0.1004, norm 0.3842, swav 0.0000 LR: 2.937e-02 Score 89.583 Data time: 0.2274, Forward time: 2.2731, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 4.9613 [2020-11-09 02:02:02,513][root][INFO] - ===> Epoch[287](7439/26): Loss 0.6213, Sem 0.3487, dir -0.1233, norm 0.3959, swav 0.0000 LR: 2.936e-02 Score 89.480 Data time: 0.2189, Forward time: 2.2731, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 5.4764 [2020-11-09 02:02:06,925][root][INFO] - ===> Epoch[287](7440/26): Loss 0.6613, Sem 0.3853, dir -0.1299, norm 0.4058, swav 0.0000 LR: 2.934e-02 Score 87.661 Data time: 0.1876, Forward time: 2.2731, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 4.3072 [2020-11-09 02:02:13,943][root][INFO] - ===> Epoch[287](7441/26): Loss 0.8904, Sem 0.5493, dir -0.1060, norm 0.4471, swav 0.0000 LR: 2.933e-02 Score 83.950 Data time: 0.2282, Forward time: 2.2731, Backward time: 3.0862, DDP time: 0.0059, Total iter time: 6.9366 [2020-11-09 02:02:19,431][root][INFO] - ===> Epoch[287](7442/26): Loss 0.6043, Sem 0.3976, dir -0.1765, norm 0.3832, swav 0.0000 LR: 2.932e-02 Score 87.285 Data time: 0.2684, Forward time: 2.2732, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.3735 [2020-11-09 02:02:24,983][root][INFO] - ===> Epoch[287](7443/26): Loss 0.6390, Sem 0.3952, dir -0.1649, norm 0.4087, swav 0.0000 LR: 2.931e-02 Score 87.303 Data time: 0.1990, Forward time: 2.2731, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.4334 [2020-11-09 02:02:31,161][root][INFO] - ===> Epoch[287](7444/26): Loss 0.6549, Sem 0.3741, dir -0.1264, norm 0.4071, swav 0.0000 LR: 2.930e-02 Score 88.319 Data time: 0.3084, Forward time: 2.2733, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 6.0817 [2020-11-09 02:02:36,604][root][INFO] - ===> Epoch[287](7445/26): Loss 0.6024, Sem 0.3970, dir -0.1498, norm 0.3552, swav 0.0000 LR: 2.929e-02 Score 86.600 Data time: 0.1872, Forward time: 2.2732, Backward time: 3.0861, DDP time: 0.0059, Total iter time: 5.3250 [2020-11-09 02:02:42,279][root][INFO] - ===> Epoch[287](7446/26): Loss 0.6820, Sem 0.3500, dir -0.1019, norm 0.4339, swav 0.0000 LR: 2.928e-02 Score 88.502 Data time: 0.2656, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 5.5961 [2020-11-09 02:02:48,515][root][INFO] - ===> Epoch[287](7447/26): Loss 0.7698, Sem 0.4287, dir -0.0861, norm 0.4273, swav 0.0000 LR: 2.927e-02 Score 85.631 Data time: 0.2265, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0059, Total iter time: 6.1197 [2020-11-09 02:02:52,890][root][INFO] - ===> Epoch[287](7448/26): Loss 0.6840, Sem 0.3963, dir -0.1203, norm 0.4079, swav 0.0000 LR: 2.926e-02 Score 87.065 Data time: 0.1764, Forward time: 2.2733, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 4.2675 [2020-11-09 02:02:58,460][root][INFO] - ===> Epoch[287](7449/26): Loss 0.7504, Sem 0.4635, dir -0.1280, norm 0.4149, swav 0.0000 LR: 2.925e-02 Score 85.843 Data time: 0.1425, Forward time: 2.2732, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.4708 [2020-11-09 02:03:04,404][root][INFO] - ===> Epoch[287](7450/26): Loss 0.5397, Sem 0.3520, dir -0.1155, norm 0.3031, swav 0.0000 LR: 2.924e-02 Score 90.275 Data time: 0.2220, Forward time: 2.2732, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.8710 [2020-11-09 02:03:11,858][root][INFO] - ===> Epoch[287](7451/26): Loss 0.7042, Sem 0.4873, dir -0.1665, norm 0.3834, swav 0.0000 LR: 2.923e-02 Score 84.366 Data time: 0.2364, Forward time: 2.2732, Backward time: 3.0862, DDP time: 0.0060, Total iter time: 7.3478 [2020-11-09 02:03:16,953][root][INFO] - ===> Epoch[287](7452/26): Loss 0.6307, Sem 0.4652, dir -0.1610, norm 0.3265, swav 0.0000 LR: 2.922e-02 Score 82.923 Data time: 0.2250, Forward time: 2.2732, Backward time: 3.0861, DDP time: 0.0060, Total iter time: 4.9666 [2020-11-09 02:03:21,751][root][INFO] - ===> Epoch[287](7453/26): Loss 0.7114, Sem 0.3848, dir -0.0973, norm 0.4239, swav 0.0000 LR: 2.921e-02 Score 87.746 Data time: 0.2049, Forward time: 2.2732, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 4.6852 [2020-11-09 02:03:28,219][root][INFO] - ===> Epoch[287](7454/26): Loss 0.6755, Sem 0.3627, dir -0.0828, norm 0.3956, swav 0.0000 LR: 2.920e-02 Score 89.176 Data time: 0.3386, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 6.3678 [2020-11-09 02:03:32,948][root][INFO] - ===> Epoch[287](7455/26): Loss 0.5357, Sem 0.3403, dir -0.1700, norm 0.3655, swav 0.0000 LR: 2.919e-02 Score 89.706 Data time: 0.1942, Forward time: 2.2733, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 4.5921 [2020-11-09 02:03:39,949][root][INFO] - ===> Epoch[287](7456/26): Loss 0.5964, Sem 0.2958, dir -0.0931, norm 0.3936, swav 0.0000 LR: 2.918e-02 Score 92.045 Data time: 0.2374, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 6.8739 [2020-11-09 02:03:46,031][root][INFO] - ===> Epoch[287](7457/26): Loss 0.7249, Sem 0.4233, dir -0.0958, norm 0.3974, swav 0.0000 LR: 2.917e-02 Score 85.557 Data time: 0.2304, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.9637 [2020-11-09 02:03:50,965][root][INFO] - ===> Epoch[287](7458/26): Loss 0.7276, Sem 0.3994, dir -0.0991, norm 0.4273, swav 0.0000 LR: 2.916e-02 Score 87.395 Data time: 0.2567, Forward time: 2.2733, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 4.8089 [2020-11-09 02:03:56,852][root][INFO] - ===> Epoch[287](7459/26): Loss 0.7256, Sem 0.5075, dir -0.1407, norm 0.3588, swav 0.0000 LR: 2.915e-02 Score 83.590 Data time: 0.2096, Forward time: 2.2733, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 5.7800 [2020-11-09 02:04:02,172][root][INFO] - ===> Epoch[287](7460/26): Loss 0.7506, Sem 0.4766, dir -0.1021, norm 0.3762, swav 0.0000 LR: 2.914e-02 Score 85.944 Data time: 0.2304, Forward time: 2.2733, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 5.2366 [2020-11-09 02:04:08,702][root][INFO] - ===> Epoch[287](7461/26): Loss 0.6777, Sem 0.3436, dir -0.1336, norm 0.4677, swav 0.0000 LR: 2.913e-02 Score 89.471 Data time: 0.2118, Forward time: 2.2733, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 6.4127 [2020-11-09 02:04:14,943][root][INFO] - ===> Epoch[287](7462/26): Loss 0.5914, Sem 0.4426, dir -0.1321, norm 0.2809, swav 0.0000 LR: 2.912e-02 Score 86.141 Data time: 0.1904, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 6.1467 [2020-11-09 02:04:22,536][root][INFO] - ===> Epoch[288](7463/26): Loss 0.6245, Sem 0.3907, dir -0.1141, norm 0.3479, swav 0.0000 LR: 2.911e-02 Score 87.692 Data time: 0.2174, Forward time: 2.2733, Backward time: 3.0863, DDP time: 0.0060, Total iter time: 7.4842 [2020-11-09 02:04:27,884][root][INFO] - ===> Epoch[288](7464/26): Loss 0.5853, Sem 0.3755, dir -0.1185, norm 0.3282, swav 0.0000 LR: 2.910e-02 Score 86.503 Data time: 0.1855, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0060, Total iter time: 5.2541 [2020-11-09 02:04:33,151][root][INFO] - ===> Epoch[288](7465/26): Loss 0.5438, Sem 0.4162, dir -0.1275, norm 0.2551, swav 0.0000 LR: 2.909e-02 Score 87.100 Data time: 0.2611, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0060, Total iter time: 5.1629 [2020-11-09 02:04:38,878][root][INFO] - ===> Epoch[288](7466/26): Loss 0.6308, Sem 0.3993, dir -0.0794, norm 0.3109, swav 0.0000 LR: 2.908e-02 Score 88.820 Data time: 0.2688, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.6110 [2020-11-09 02:04:43,805][root][INFO] - ===> Epoch[288](7467/26): Loss 0.6480, Sem 0.3860, dir -0.1082, norm 0.3703, swav 0.0000 LR: 2.907e-02 Score 88.493 Data time: 0.2314, Forward time: 2.2734, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 4.8068 [2020-11-09 02:04:49,018][root][INFO] - ===> Epoch[288](7468/26): Loss 0.5166, Sem 0.3924, dir -0.0976, norm 0.2218, swav 0.0000 LR: 2.906e-02 Score 89.939 Data time: 0.1793, Forward time: 2.2733, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 5.1074 [2020-11-09 02:04:54,078][root][INFO] - ===> Epoch[288](7469/26): Loss 0.8836, Sem 0.5257, dir -0.1129, norm 0.4708, swav 0.0000 LR: 2.905e-02 Score 83.850 Data time: 0.2331, Forward time: 2.2734, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 5.0036 [2020-11-09 02:04:59,316][root][INFO] - ===> Epoch[288](7470/26): Loss 0.6690, Sem 0.3714, dir -0.0791, norm 0.3767, swav 0.0000 LR: 2.904e-02 Score 88.865 Data time: 0.2209, Forward time: 2.2734, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 5.1222 [2020-11-09 02:05:05,580][root][INFO] - ===> Epoch[288](7471/26): Loss 0.6923, Sem 0.4275, dir -0.1177, norm 0.3826, swav 0.0000 LR: 2.902e-02 Score 85.559 Data time: 0.3138, Forward time: 2.2735, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 6.1636 [2020-11-09 02:05:11,290][root][INFO] - ===> Epoch[288](7472/26): Loss 0.5814, Sem 0.3867, dir -0.1284, norm 0.3232, swav 0.0000 LR: 2.901e-02 Score 87.225 Data time: 0.1999, Forward time: 2.2735, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 5.5717 [2020-11-09 02:05:16,888][root][INFO] - ===> Epoch[288](7473/26): Loss 0.5252, Sem 0.3863, dir -0.1820, norm 0.3210, swav 0.0000 LR: 2.900e-02 Score 85.229 Data time: 0.1818, Forward time: 2.2734, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 5.4820 [2020-11-09 02:05:22,842][root][INFO] - ===> Epoch[288](7474/26): Loss 0.6135, Sem 0.4271, dir -0.1295, norm 0.3159, swav 0.0000 LR: 2.899e-02 Score 86.944 Data time: 0.1749, Forward time: 2.2733, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 5.8260 [2020-11-09 02:05:28,220][root][INFO] - ===> Epoch[288](7475/26): Loss 0.7015, Sem 0.3883, dir -0.0865, norm 0.3997, swav 0.0000 LR: 2.898e-02 Score 88.009 Data time: 0.2459, Forward time: 2.2734, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 5.2834 [2020-11-09 02:05:35,211][root][INFO] - ===> Epoch[288](7476/26): Loss 0.6349, Sem 0.4024, dir -0.0850, norm 0.3175, swav 0.0000 LR: 2.897e-02 Score 86.248 Data time: 0.2080, Forward time: 2.2734, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 6.8893 [2020-11-09 02:05:41,545][root][INFO] - ===> Epoch[288](7477/26): Loss 0.7560, Sem 0.4181, dir -0.0961, norm 0.4341, swav 0.0000 LR: 2.896e-02 Score 85.769 Data time: 0.2793, Forward time: 2.2734, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 6.2202 [2020-11-09 02:05:48,168][root][INFO] - ===> Epoch[288](7478/26): Loss 0.6238, Sem 0.3008, dir -0.1086, norm 0.4315, swav 0.0000 LR: 2.895e-02 Score 90.313 Data time: 0.2504, Forward time: 2.2735, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 6.4963 [2020-11-09 02:05:54,248][root][INFO] - ===> Epoch[288](7479/26): Loss 0.6730, Sem 0.4276, dir -0.1242, norm 0.3696, swav 0.0000 LR: 2.894e-02 Score 83.951 Data time: 0.2588, Forward time: 2.2736, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 5.9329 [2020-11-09 02:05:59,047][root][INFO] - ===> Epoch[288](7480/26): Loss 0.6787, Sem 0.3903, dir -0.0925, norm 0.3810, swav 0.0000 LR: 2.893e-02 Score 89.023 Data time: 0.1907, Forward time: 2.2735, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 4.6706 [2020-11-09 02:06:05,499][root][INFO] - ===> Epoch[288](7481/26): Loss 0.6822, Sem 0.4452, dir -0.0673, norm 0.3043, swav 0.0000 LR: 2.892e-02 Score 84.941 Data time: 0.2475, Forward time: 2.2736, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 6.3565 [2020-11-09 02:06:09,837][root][INFO] - ===> Epoch[288](7482/26): Loss 0.5722, Sem 0.3406, dir -0.1475, norm 0.3792, swav 0.0000 LR: 2.891e-02 Score 91.394 Data time: 0.1719, Forward time: 2.2735, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 4.2016 [2020-11-09 02:06:14,630][root][INFO] - ===> Epoch[288](7483/26): Loss 0.7274, Sem 0.5070, dir -0.1199, norm 0.3402, swav 0.0000 LR: 2.890e-02 Score 83.525 Data time: 0.1512, Forward time: 2.2734, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 4.7080 [2020-11-09 02:06:20,542][root][INFO] - ===> Epoch[288](7484/26): Loss 0.5711, Sem 0.2946, dir -0.0934, norm 0.3699, swav 0.0000 LR: 2.889e-02 Score 89.020 Data time: 0.2120, Forward time: 2.2734, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 5.8423 [2020-11-09 02:06:26,478][root][INFO] - ===> Epoch[288](7485/26): Loss 0.5985, Sem 0.3758, dir -0.1195, norm 0.3423, swav 0.0000 LR: 2.888e-02 Score 88.381 Data time: 0.3054, Forward time: 2.2735, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 5.8307 [2020-11-09 02:06:31,578][root][INFO] - ===> Epoch[288](7486/26): Loss 0.6604, Sem 0.3956, dir -0.1467, norm 0.4114, swav 0.0000 LR: 2.887e-02 Score 88.420 Data time: 0.2403, Forward time: 2.2735, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 4.9742 [2020-11-09 02:06:37,444][root][INFO] - ===> Epoch[288](7487/26): Loss 0.7623, Sem 0.4431, dir -0.1014, norm 0.4205, swav 0.0000 LR: 2.886e-02 Score 86.849 Data time: 0.2832, Forward time: 2.2736, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.7558 [2020-11-09 02:06:43,306][root][INFO] - ===> Epoch[288](7488/26): Loss 0.5551, Sem 0.3564, dir -0.1129, norm 0.3116, swav 0.0000 LR: 2.885e-02 Score 88.575 Data time: 0.2215, Forward time: 2.2736, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.7476 [2020-11-09 02:06:49,763][root][INFO] - ===> Epoch[289](7489/26): Loss 0.7714, Sem 0.3798, dir -0.1223, norm 0.5139, swav 0.0000 LR: 2.884e-02 Score 87.434 Data time: 0.2224, Forward time: 2.2736, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 6.3429 [2020-11-09 02:06:55,189][root][INFO] - ===> Epoch[289](7490/26): Loss 0.7278, Sem 0.4570, dir -0.1776, norm 0.4483, swav 0.0000 LR: 2.883e-02 Score 86.164 Data time: 0.2230, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.3267 [2020-11-09 02:07:00,817][root][INFO] - ===> Epoch[289](7491/26): Loss 0.6676, Sem 0.4379, dir -0.1443, norm 0.3739, swav 0.0000 LR: 2.882e-02 Score 85.110 Data time: 0.2033, Forward time: 2.2736, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.5089 [2020-11-09 02:07:06,875][root][INFO] - ===> Epoch[289](7492/26): Loss 0.5599, Sem 0.3521, dir -0.1360, norm 0.3439, swav 0.0000 LR: 2.881e-02 Score 88.782 Data time: 0.2611, Forward time: 2.2737, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.9506 [2020-11-09 02:07:12,979][root][INFO] - ===> Epoch[289](7493/26): Loss 0.6209, Sem 0.4137, dir -0.1337, norm 0.3409, swav 0.0000 LR: 2.880e-02 Score 86.762 Data time: 0.1910, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.9691 [2020-11-09 02:07:17,912][root][INFO] - ===> Epoch[289](7494/26): Loss 0.6884, Sem 0.4055, dir -0.1223, norm 0.4052, swav 0.0000 LR: 2.879e-02 Score 86.410 Data time: 0.2111, Forward time: 2.2736, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 4.8365 [2020-11-09 02:07:23,924][root][INFO] - ===> Epoch[289](7495/26): Loss 0.6416, Sem 0.4111, dir -0.1765, norm 0.4070, swav 0.0000 LR: 2.878e-02 Score 85.080 Data time: 0.2406, Forward time: 2.2737, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.9149 [2020-11-09 02:07:30,195][root][INFO] - ===> Epoch[289](7496/26): Loss 0.4879, Sem 0.3116, dir -0.1780, norm 0.3543, swav 0.0000 LR: 2.877e-02 Score 90.329 Data time: 0.1977, Forward time: 2.2736, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 6.1511 [2020-11-09 02:07:35,824][root][INFO] - ===> Epoch[289](7497/26): Loss 0.6819, Sem 0.3934, dir -0.1048, norm 0.3932, swav 0.0000 LR: 2.876e-02 Score 86.028 Data time: 0.2657, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.5251 [2020-11-09 02:07:42,037][root][INFO] - ===> Epoch[289](7498/26): Loss 0.6374, Sem 0.4615, dir -0.1690, norm 0.3449, swav 0.0000 LR: 2.875e-02 Score 84.007 Data time: 0.3093, Forward time: 2.2738, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 6.0758 [2020-11-09 02:07:48,797][root][INFO] - ===> Epoch[289](7499/26): Loss 0.5649, Sem 0.3769, dir -0.1583, norm 0.3464, swav 0.0000 LR: 2.874e-02 Score 87.978 Data time: 0.1670, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 6.6187 [2020-11-09 02:07:53,598][root][INFO] - ===> Epoch[289](7500/26): Loss 0.5128, Sem 0.3006, dir -0.1771, norm 0.3893, swav 0.0000 LR: 2.873e-02 Score 91.412 Data time: 0.2288, Forward time: 2.2738, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 4.6949 [2020-11-09 02:07:55,012][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 02:07:55,265][root][INFO] - ===> Start testing [2020-11-09 02:09:19,073][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.2495 Loss 1.005 (AVG: 0.720) Score 68.723 (AVG: 80.391) mIOU 48.886 mAP 62.085 mAcc 59.449 IOU: 72.648 94.906 47.501 56.578 82.524 75.393 58.190 21.743 28.396 58.961 1.639 45.240 33.338 55.016 10.259 49.675 70.834 22.897 65.001 26.970 mAP: 75.524 95.903 57.956 72.104 85.345 78.638 67.209 45.993 47.798 70.433 20.856 52.195 48.675 70.525 34.775 77.890 91.521 45.149 70.367 32.846 mAcc: 93.856 97.506 63.262 81.473 89.164 88.857 71.880 26.334 33.752 74.075 1.735 50.804 46.314 59.032 11.009 68.090 89.198 29.521 75.193 37.927 [2020-11-09 02:10:45,935][root][INFO] - 201/312: Data time: 0.0063, Iter time: 0.4249 Loss 0.419 (AVG: 0.692) Score 90.002 (AVG: 81.144) mIOU 50.669 mAP 61.827 mAcc 60.770 IOU: 73.504 95.420 47.274 59.507 82.686 77.282 60.267 23.116 35.471 56.897 2.163 44.614 32.660 57.177 11.579 54.244 74.413 25.357 72.288 27.454 mAP: 75.716 95.786 55.901 67.235 83.767 79.382 66.886 40.386 51.023 66.043 21.678 47.928 48.506 68.104 32.927 82.807 90.934 47.292 79.560 34.673 mAcc: 92.932 97.725 64.065 76.990 90.116 89.998 74.678 29.102 42.794 70.981 2.254 49.983 43.627 62.210 12.478 69.931 89.496 32.036 84.802 39.196 [2020-11-09 02:12:10,720][root][INFO] - 301/312: Data time: 0.0060, Iter time: 0.2195 Loss 0.800 (AVG: 0.730) Score 76.887 (AVG: 80.469) mIOU 50.101 mAP 60.694 mAcc 60.360 IOU: 72.831 95.261 44.904 61.190 81.403 75.503 59.217 23.487 35.397 66.586 1.584 43.932 31.845 54.913 10.739 49.909 70.782 24.921 71.100 26.509 mAP: 74.396 95.624 52.978 67.668 82.938 77.768 66.823 40.601 49.915 62.722 18.494 47.989 48.370 69.544 32.128 82.062 88.631 42.344 78.718 34.170 mAcc: 92.854 97.828 61.625 77.750 90.749 88.087 73.550 29.164 42.879 78.121 1.659 49.937 41.867 60.342 11.771 67.256 86.549 32.144 85.965 37.101 [2020-11-09 02:12:17,948][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.1516 Loss 0.472 (AVG: 0.727) Score 87.020 (AVG: 80.520) mIOU 50.057 mAP 60.687 mAcc 60.354 IOU: 72.893 95.228 44.727 60.899 81.421 75.321 58.508 23.364 35.714 67.782 1.680 43.723 31.789 54.546 10.547 49.531 70.443 25.277 71.055 26.684 mAP: 74.463 95.666 52.476 66.596 82.951 78.081 66.869 40.322 50.341 63.343 18.529 47.545 48.915 69.190 31.884 82.062 88.646 42.534 78.718 34.604 mAcc: 92.813 97.833 61.623 77.513 90.679 88.235 73.122 29.051 43.250 79.035 1.760 49.649 41.565 60.015 11.603 67.256 86.218 32.568 85.965 37.317 [2020-11-09 02:12:17,948][root][INFO] - Finished test. Elapsed time: 262.6824 [2020-11-09 02:12:32,156][root][INFO] - [2020-11-09 02:12:32,157][root][INFO] - ################################################################ [2020-11-09 02:12:32,157][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 02:12:32,157][root][INFO] - ################################################################ [2020-11-09 02:12:32,157][root][INFO] - cabinet : 0.028 0.113 0.334 [2020-11-09 02:12:32,157][root][INFO] - bed : 0.154 0.408 0.554 [2020-11-09 02:12:32,157][root][INFO] - chair : 0.233 0.460 0.640 [2020-11-09 02:12:32,157][root][INFO] - sofa : 0.103 0.248 0.411 [2020-11-09 02:12:32,157][root][INFO] - table : 0.138 0.348 0.512 [2020-11-09 02:12:32,157][root][INFO] - door : 0.001 0.006 0.079 [2020-11-09 02:12:32,157][root][INFO] - window : 0.003 0.011 0.104 [2020-11-09 02:12:32,157][root][INFO] - bookshelf : 0.032 0.105 0.438 [2020-11-09 02:12:32,157][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-09 02:12:32,158][root][INFO] - counter : 0.001 0.006 0.083 [2020-11-09 02:12:32,158][root][INFO] - desk : 0.000 0.001 0.050 [2020-11-09 02:12:32,158][root][INFO] - curtain : 0.159 0.282 0.395 [2020-11-09 02:12:32,158][root][INFO] - refrigerator : 0.000 0.000 0.018 [2020-11-09 02:12:32,158][root][INFO] - shower curtain : 0.222 0.472 0.496 [2020-11-09 02:12:32,158][root][INFO] - toilet : 0.105 0.292 0.654 [2020-11-09 02:12:32,158][root][INFO] - sink : 0.031 0.079 0.196 [2020-11-09 02:12:32,158][root][INFO] - bathtub : 0.018 0.083 0.580 [2020-11-09 02:12:32,158][root][INFO] - otherfurniture : 0.028 0.077 0.242 [2020-11-09 02:12:32,158][root][INFO] - ---------------------------------------------------------------- [2020-11-09 02:12:32,158][root][INFO] - average : 0.070 0.166 0.321 [2020-11-09 02:12:32,158][root][INFO] - [2020-11-09 02:12:32,441][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 02:12:32,442][root][INFO] - Current best mIoU: 50.082 at iter 7000 [2020-11-09 02:12:36,512][root][INFO] - ===> Epoch[289](7501/26): Loss 0.6361, Sem 0.3790, dir -0.1081, norm 0.3653, swav 0.0000 LR: 2.871e-02 Score 88.442 Data time: 0.1624, Forward time: 2.2737, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 4.0634 [2020-11-09 02:12:42,727][root][INFO] - ===> Epoch[289](7502/26): Loss 0.6192, Sem 0.3577, dir -0.1226, norm 0.3841, swav 0.0000 LR: 2.870e-02 Score 88.592 Data time: 0.2491, Forward time: 2.2737, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 6.1191 [2020-11-09 02:12:47,815][root][INFO] - ===> Epoch[289](7503/26): Loss 0.7514, Sem 0.4682, dir -0.0950, norm 0.3782, swav 0.0000 LR: 2.869e-02 Score 85.483 Data time: 0.1657, Forward time: 2.2737, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 4.9753 [2020-11-09 02:12:53,502][root][INFO] - ===> Epoch[289](7504/26): Loss 0.7258, Sem 0.4410, dir -0.0895, norm 0.3744, swav 0.0000 LR: 2.868e-02 Score 83.189 Data time: 0.2033, Forward time: 2.2737, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.6161 [2020-11-09 02:12:59,183][root][INFO] - ===> Epoch[289](7505/26): Loss 0.6900, Sem 0.4414, dir -0.1221, norm 0.3707, swav 0.0000 LR: 2.867e-02 Score 88.209 Data time: 0.2107, Forward time: 2.2737, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.5556 [2020-11-09 02:13:04,625][root][INFO] - ===> Epoch[289](7506/26): Loss 0.4968, Sem 0.2612, dir -0.1018, norm 0.3374, swav 0.0000 LR: 2.866e-02 Score 91.649 Data time: 0.1752, Forward time: 2.2736, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.3192 [2020-11-09 02:13:09,665][root][INFO] - ===> Epoch[289](7507/26): Loss 0.7031, Sem 0.4220, dir -0.1121, norm 0.3932, swav 0.0000 LR: 2.865e-02 Score 86.562 Data time: 0.2327, Forward time: 2.2736, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.9345 [2020-11-09 02:13:16,851][root][INFO] - ===> Epoch[289](7508/26): Loss 0.7016, Sem 0.4096, dir -0.1540, norm 0.4460, swav 0.0000 LR: 2.864e-02 Score 87.172 Data time: 0.2354, Forward time: 2.2736, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 7.0733 [2020-11-09 02:13:22,081][root][INFO] - ===> Epoch[289](7509/26): Loss 0.5261, Sem 0.4190, dir -0.1760, norm 0.2831, swav 0.0000 LR: 2.863e-02 Score 87.160 Data time: 0.1702, Forward time: 2.2735, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.1130 [2020-11-09 02:13:27,260][root][INFO] - ===> Epoch[289](7510/26): Loss 0.5958, Sem 0.4151, dir -0.1571, norm 0.3378, swav 0.0000 LR: 2.862e-02 Score 85.879 Data time: 0.2399, Forward time: 2.2735, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.0844 [2020-11-09 02:13:33,168][root][INFO] - ===> Epoch[289](7511/26): Loss 0.5062, Sem 0.3673, dir -0.1092, norm 0.2481, swav 0.0000 LR: 2.861e-02 Score 89.479 Data time: 0.2137, Forward time: 2.2735, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.7928 [2020-11-09 02:13:37,967][root][INFO] - ===> Epoch[289](7512/26): Loss 0.6315, Sem 0.4311, dir -0.1720, norm 0.3724, swav 0.0000 LR: 2.860e-02 Score 86.567 Data time: 0.2460, Forward time: 2.2735, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.6708 [2020-11-09 02:13:43,801][root][INFO] - ===> Epoch[289](7513/26): Loss 0.6188, Sem 0.3927, dir -0.1094, norm 0.3354, swav 0.0000 LR: 2.859e-02 Score 86.334 Data time: 0.2282, Forward time: 2.2736, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 5.7232 [2020-11-09 02:13:50,918][root][INFO] - ===> Epoch[289](7514/26): Loss 0.5442, Sem 0.3645, dir -0.1268, norm 0.3065, swav 0.0000 LR: 2.858e-02 Score 88.274 Data time: 0.2618, Forward time: 2.2736, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 6.9884 [2020-11-09 02:13:56,406][root][INFO] - ===> Epoch[290](7515/26): Loss 0.5588, Sem 0.2980, dir -0.1027, norm 0.3635, swav 0.0000 LR: 2.857e-02 Score 90.387 Data time: 0.1775, Forward time: 2.2736, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.3514 [2020-11-09 02:14:00,930][root][INFO] - ===> Epoch[290](7516/26): Loss 0.6389, Sem 0.4210, dir -0.0841, norm 0.3020, swav 0.0000 LR: 2.856e-02 Score 87.475 Data time: 0.2099, Forward time: 2.2736, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.4468 [2020-11-09 02:14:06,514][root][INFO] - ===> Epoch[290](7517/26): Loss 0.7029, Sem 0.4769, dir -0.1440, norm 0.3700, swav 0.0000 LR: 2.855e-02 Score 87.250 Data time: 0.2425, Forward time: 2.2736, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.4978 [2020-11-09 02:14:11,574][root][INFO] - ===> Epoch[290](7518/26): Loss 0.6381, Sem 0.3780, dir -0.0796, norm 0.3397, swav 0.0000 LR: 2.854e-02 Score 85.840 Data time: 0.1374, Forward time: 2.2735, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 4.9190 [2020-11-09 02:14:18,006][root][INFO] - ===> Epoch[290](7519/26): Loss 0.7017, Sem 0.4583, dir -0.1145, norm 0.3579, swav 0.0000 LR: 2.853e-02 Score 86.955 Data time: 0.1774, Forward time: 2.2735, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 6.3601 [2020-11-09 02:14:23,073][root][INFO] - ===> Epoch[290](7520/26): Loss 0.5685, Sem 0.3736, dir -0.1382, norm 0.3331, swav 0.0000 LR: 2.852e-02 Score 88.096 Data time: 0.1920, Forward time: 2.2734, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.9901 [2020-11-09 02:14:28,477][root][INFO] - ===> Epoch[290](7521/26): Loss 0.5803, Sem 0.3482, dir -0.1089, norm 0.3411, swav 0.0000 LR: 2.851e-02 Score 89.730 Data time: 0.2292, Forward time: 2.2735, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.3171 [2020-11-09 02:14:34,446][root][INFO] - ===> Epoch[290](7522/26): Loss 0.4851, Sem 0.3230, dir -0.1551, norm 0.3172, swav 0.0000 LR: 2.850e-02 Score 90.403 Data time: 0.2307, Forward time: 2.2735, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.8588 [2020-11-09 02:14:39,775][root][INFO] - ===> Epoch[290](7523/26): Loss 0.5851, Sem 0.3570, dir -0.1780, norm 0.4061, swav 0.0000 LR: 2.849e-02 Score 89.041 Data time: 0.1851, Forward time: 2.2734, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.1915 [2020-11-09 02:14:45,911][root][INFO] - ===> Epoch[290](7524/26): Loss 0.6501, Sem 0.3613, dir -0.1370, norm 0.4258, swav 0.0000 LR: 2.848e-02 Score 87.291 Data time: 0.2917, Forward time: 2.2735, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.0441 [2020-11-09 02:14:50,894][root][INFO] - ===> Epoch[290](7525/26): Loss 0.6599, Sem 0.4663, dir -0.1310, norm 0.3246, swav 0.0000 LR: 2.847e-02 Score 86.017 Data time: 0.2108, Forward time: 2.2735, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 4.8560 [2020-11-09 02:14:56,501][root][INFO] - ===> Epoch[290](7526/26): Loss 0.5313, Sem 0.4304, dir -0.1514, norm 0.2524, swav 0.0000 LR: 2.846e-02 Score 86.971 Data time: 0.1954, Forward time: 2.2735, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.4965 [2020-11-09 02:15:03,701][root][INFO] - ===> Epoch[290](7527/26): Loss 0.6571, Sem 0.4005, dir -0.1342, norm 0.3908, swav 0.0000 LR: 2.845e-02 Score 86.233 Data time: 0.1519, Forward time: 2.2734, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 7.0955 [2020-11-09 02:15:09,345][root][INFO] - ===> Epoch[290](7528/26): Loss 0.7267, Sem 0.4866, dir -0.0789, norm 0.3190, swav 0.0000 LR: 2.844e-02 Score 84.533 Data time: 0.2727, Forward time: 2.2735, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.5703 [2020-11-09 02:15:14,495][root][INFO] - ===> Epoch[290](7529/26): Loss 0.5282, Sem 0.2843, dir -0.0971, norm 0.3409, swav 0.0000 LR: 2.843e-02 Score 91.924 Data time: 0.2330, Forward time: 2.2736, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.0260 [2020-11-09 02:15:20,510][root][INFO] - ===> Epoch[290](7530/26): Loss 0.6322, Sem 0.3960, dir -0.1411, norm 0.3773, swav 0.0000 LR: 2.841e-02 Score 88.200 Data time: 0.1821, Forward time: 2.2735, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.8925 [2020-11-09 02:15:26,849][root][INFO] - ===> Epoch[290](7531/26): Loss 0.6790, Sem 0.3905, dir -0.0525, norm 0.3410, swav 0.0000 LR: 2.840e-02 Score 86.860 Data time: 0.3150, Forward time: 2.2736, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.2391 [2020-11-09 02:15:34,022][root][INFO] - ===> Epoch[290](7532/26): Loss 0.6237, Sem 0.3712, dir -0.1392, norm 0.3917, swav 0.0000 LR: 2.839e-02 Score 87.411 Data time: 0.2119, Forward time: 2.2736, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 7.0544 [2020-11-09 02:15:39,521][root][INFO] - ===> Epoch[290](7533/26): Loss 0.6341, Sem 0.3927, dir -0.1042, norm 0.3456, swav 0.0000 LR: 2.838e-02 Score 87.187 Data time: 0.1903, Forward time: 2.2735, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.3727 [2020-11-09 02:15:44,983][root][INFO] - ===> Epoch[290](7534/26): Loss 0.7926, Sem 0.4318, dir -0.0979, norm 0.4588, swav 0.0000 LR: 2.837e-02 Score 86.010 Data time: 0.2376, Forward time: 2.2736, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 5.3760 [2020-11-09 02:15:50,221][root][INFO] - ===> Epoch[290](7535/26): Loss 0.4986, Sem 0.2960, dir -0.1699, norm 0.3724, swav 0.0000 LR: 2.836e-02 Score 91.330 Data time: 0.2604, Forward time: 2.2736, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.1037 [2020-11-09 02:15:56,061][root][INFO] - ===> Epoch[290](7536/26): Loss 0.4926, Sem 0.3922, dir -0.1631, norm 0.2635, swav 0.0000 LR: 2.835e-02 Score 86.610 Data time: 0.2647, Forward time: 2.2737, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.7197 [2020-11-09 02:16:01,110][root][INFO] - ===> Epoch[290](7537/26): Loss 0.5781, Sem 0.4132, dir -0.1491, norm 0.3140, swav 0.0000 LR: 2.834e-02 Score 86.326 Data time: 0.2043, Forward time: 2.2737, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 4.8981 [2020-11-09 02:16:05,830][root][INFO] - ===> Epoch[290](7538/26): Loss 0.6844, Sem 0.4037, dir -0.1427, norm 0.4234, swav 0.0000 LR: 2.833e-02 Score 88.069 Data time: 0.2202, Forward time: 2.2737, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 4.6117 [2020-11-09 02:16:12,062][root][INFO] - ===> Epoch[290](7539/26): Loss 0.5475, Sem 0.3060, dir -0.0842, norm 0.3258, swav 0.0000 LR: 2.832e-02 Score 88.543 Data time: 0.2237, Forward time: 2.2737, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.1285 [2020-11-09 02:16:17,864][root][INFO] - ===> Epoch[290](7540/26): Loss 0.6598, Sem 0.3486, dir -0.0509, norm 0.3621, swav 0.0000 LR: 2.831e-02 Score 89.415 Data time: 0.1891, Forward time: 2.2736, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.6794 [2020-11-09 02:16:23,108][root][INFO] - ===> Epoch[291](7541/26): Loss 0.8096, Sem 0.3901, dir -0.1086, norm 0.5282, swav 0.0000 LR: 2.830e-02 Score 87.580 Data time: 0.2371, Forward time: 2.2736, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.1467 [2020-11-09 02:16:28,871][root][INFO] - ===> Epoch[291](7542/26): Loss 0.7819, Sem 0.5678, dir -0.1801, norm 0.3942, swav 0.0000 LR: 2.829e-02 Score 83.902 Data time: 0.2961, Forward time: 2.2737, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.6519 [2020-11-09 02:16:35,376][root][INFO] - ===> Epoch[291](7543/26): Loss 0.6640, Sem 0.3654, dir -0.1226, norm 0.4213, swav 0.0000 LR: 2.828e-02 Score 88.918 Data time: 0.2586, Forward time: 2.2738, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 6.3726 [2020-11-09 02:16:41,344][root][INFO] - ===> Epoch[291](7544/26): Loss 0.7284, Sem 0.4220, dir -0.0926, norm 0.3990, swav 0.0000 LR: 2.827e-02 Score 88.490 Data time: 0.1735, Forward time: 2.2738, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.8520 [2020-11-09 02:16:47,820][root][INFO] - ===> Epoch[291](7545/26): Loss 0.6974, Sem 0.3858, dir -0.1377, norm 0.4493, swav 0.0000 LR: 2.826e-02 Score 87.801 Data time: 0.3049, Forward time: 2.2739, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.4175 [2020-11-09 02:16:54,210][root][INFO] - ===> Epoch[291](7546/26): Loss 0.7637, Sem 0.5179, dir -0.1010, norm 0.3468, swav 0.0000 LR: 2.825e-02 Score 82.751 Data time: 0.1971, Forward time: 2.2739, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 6.2542 [2020-11-09 02:17:00,071][root][INFO] - ===> Epoch[291](7547/26): Loss 0.4823, Sem 0.3653, dir -0.1226, norm 0.2396, swav 0.0000 LR: 2.824e-02 Score 87.309 Data time: 0.1336, Forward time: 2.2738, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.7651 [2020-11-09 02:17:05,765][root][INFO] - ===> Epoch[291](7548/26): Loss 0.6246, Sem 0.4289, dir -0.1700, norm 0.3657, swav 0.0000 LR: 2.823e-02 Score 87.905 Data time: 0.1635, Forward time: 2.2737, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.6451 [2020-11-09 02:17:10,695][root][INFO] - ===> Epoch[291](7549/26): Loss 0.8036, Sem 0.4602, dir -0.1095, norm 0.4529, swav 0.0000 LR: 2.822e-02 Score 86.805 Data time: 0.1655, Forward time: 2.2737, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 4.8368 [2020-11-09 02:17:16,902][root][INFO] - ===> Epoch[291](7550/26): Loss 0.6829, Sem 0.4550, dir -0.1278, norm 0.3556, swav 0.0000 LR: 2.821e-02 Score 84.004 Data time: 0.1816, Forward time: 2.2736, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.1256 [2020-11-09 02:17:23,080][root][INFO] - ===> Epoch[291](7551/26): Loss 0.8080, Sem 0.4242, dir -0.0577, norm 0.4415, swav 0.0000 LR: 2.820e-02 Score 87.450 Data time: 0.2410, Forward time: 2.2736, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 6.0796 [2020-11-09 02:17:28,398][root][INFO] - ===> Epoch[291](7552/26): Loss 0.7327, Sem 0.3913, dir -0.1197, norm 0.4611, swav 0.0000 LR: 2.819e-02 Score 87.525 Data time: 0.2619, Forward time: 2.2737, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.1861 [2020-11-09 02:17:33,333][root][INFO] - ===> Epoch[291](7553/26): Loss 0.6657, Sem 0.3989, dir -0.0990, norm 0.3659, swav 0.0000 LR: 2.818e-02 Score 87.397 Data time: 0.1886, Forward time: 2.2736, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 4.8252 [2020-11-09 02:17:39,107][root][INFO] - ===> Epoch[291](7554/26): Loss 0.7203, Sem 0.4370, dir -0.1254, norm 0.4087, swav 0.0000 LR: 2.817e-02 Score 86.709 Data time: 0.2106, Forward time: 2.2736, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.6660 [2020-11-09 02:17:46,002][root][INFO] - ===> Epoch[291](7555/26): Loss 0.6548, Sem 0.3954, dir -0.1321, norm 0.3914, swav 0.0000 LR: 2.816e-02 Score 84.346 Data time: 0.2491, Forward time: 2.2737, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.7856 [2020-11-09 02:17:51,515][root][INFO] - ===> Epoch[291](7556/26): Loss 0.6427, Sem 0.4183, dir -0.1621, norm 0.3865, swav 0.0000 LR: 2.815e-02 Score 85.294 Data time: 0.2369, Forward time: 2.2737, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.3878 [2020-11-09 02:17:57,713][root][INFO] - ===> Epoch[291](7557/26): Loss 0.6591, Sem 0.3486, dir -0.0759, norm 0.3864, swav 0.0000 LR: 2.814e-02 Score 87.457 Data time: 0.2769, Forward time: 2.2737, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.0787 [2020-11-09 02:18:03,357][root][INFO] - ===> Epoch[291](7558/26): Loss 0.7562, Sem 0.3650, dir -0.1207, norm 0.5118, swav 0.0000 LR: 2.812e-02 Score 88.805 Data time: 0.2111, Forward time: 2.2738, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.5192 [2020-11-09 02:18:09,629][root][INFO] - ===> Epoch[291](7559/26): Loss 0.6266, Sem 0.2909, dir -0.0993, norm 0.4350, swav 0.0000 LR: 2.811e-02 Score 91.725 Data time: 0.2537, Forward time: 2.2738, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.1590 [2020-11-09 02:18:15,923][root][INFO] - ===> Epoch[291](7560/26): Loss 0.5926, Sem 0.3721, dir -0.1322, norm 0.3527, swav 0.0000 LR: 2.810e-02 Score 89.664 Data time: 0.2489, Forward time: 2.2738, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.1561 [2020-11-09 02:18:24,899][root][INFO] - ===> Epoch[291](7561/26): Loss 0.6719, Sem 0.4238, dir -0.1003, norm 0.3484, swav 0.0000 LR: 2.809e-02 Score 88.666 Data time: 0.2172, Forward time: 2.2738, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 8.8577 [2020-11-09 02:18:30,766][root][INFO] - ===> Epoch[291](7562/26): Loss 0.5973, Sem 0.3953, dir -0.1919, norm 0.3939, swav 0.0000 LR: 2.808e-02 Score 85.550 Data time: 0.2300, Forward time: 2.2738, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.7326 [2020-11-09 02:18:36,510][root][INFO] - ===> Epoch[291](7563/26): Loss 0.7138, Sem 0.4582, dir -0.1114, norm 0.3670, swav 0.0000 LR: 2.807e-02 Score 84.567 Data time: 0.2912, Forward time: 2.2739, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.6207 [2020-11-09 02:18:41,594][root][INFO] - ===> Epoch[291](7564/26): Loss 0.6177, Sem 0.3481, dir -0.1179, norm 0.3876, swav 0.0000 LR: 2.806e-02 Score 89.602 Data time: 0.1381, Forward time: 2.2738, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 4.9687 [2020-11-09 02:18:46,386][root][INFO] - ===> Epoch[291](7565/26): Loss 0.6889, Sem 0.4668, dir -0.1323, norm 0.3544, swav 0.0000 LR: 2.805e-02 Score 84.228 Data time: 0.1900, Forward time: 2.2738, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 4.7125 [2020-11-09 02:18:52,217][root][INFO] - ===> Epoch[291](7566/26): Loss 0.7297, Sem 0.4836, dir -0.1180, norm 0.3641, swav 0.0000 LR: 2.804e-02 Score 85.001 Data time: 0.1531, Forward time: 2.2737, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.7239 [2020-11-09 02:18:57,366][root][INFO] - ===> Epoch[292](7567/26): Loss 0.5503, Sem 0.3611, dir -0.1190, norm 0.3081, swav 0.0000 LR: 2.803e-02 Score 87.351 Data time: 0.1621, Forward time: 2.2736, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.0690 [2020-11-09 02:19:03,205][root][INFO] - ===> Epoch[292](7568/26): Loss 0.6360, Sem 0.3786, dir -0.0903, norm 0.3478, swav 0.0000 LR: 2.802e-02 Score 87.460 Data time: 0.1781, Forward time: 2.2736, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.7388 [2020-11-09 02:19:08,262][root][INFO] - ===> Epoch[292](7569/26): Loss 0.6711, Sem 0.4153, dir -0.1530, norm 0.4087, swav 0.0000 LR: 2.801e-02 Score 86.509 Data time: 0.2269, Forward time: 2.2736, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 4.9507 [2020-11-09 02:19:14,131][root][INFO] - ===> Epoch[292](7570/26): Loss 0.7228, Sem 0.4259, dir -0.1083, norm 0.4052, swav 0.0000 LR: 2.800e-02 Score 86.200 Data time: 0.1655, Forward time: 2.2735, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.7636 [2020-11-09 02:19:20,266][root][INFO] - ===> Epoch[292](7571/26): Loss 0.4830, Sem 0.3588, dir -0.1531, norm 0.2773, swav 0.0000 LR: 2.799e-02 Score 89.425 Data time: 0.2697, Forward time: 2.2736, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 6.0400 [2020-11-09 02:19:26,781][root][INFO] - ===> Epoch[292](7572/26): Loss 0.6757, Sem 0.4154, dir -0.0853, norm 0.3456, swav 0.0000 LR: 2.798e-02 Score 85.989 Data time: 0.2396, Forward time: 2.2736, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 6.3904 [2020-11-09 02:19:33,025][root][INFO] - ===> Epoch[292](7573/26): Loss 0.5785, Sem 0.2858, dir -0.1010, norm 0.3938, swav 0.0000 LR: 2.797e-02 Score 90.476 Data time: 0.1926, Forward time: 2.2736, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 6.1199 [2020-11-09 02:19:38,523][root][INFO] - ===> Epoch[292](7574/26): Loss 0.5077, Sem 0.3471, dir -0.1079, norm 0.2685, swav 0.0000 LR: 2.796e-02 Score 90.341 Data time: 0.2813, Forward time: 2.2736, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.3712 [2020-11-09 02:19:44,075][root][INFO] - ===> Epoch[292](7575/26): Loss 0.4585, Sem 0.3018, dir -0.0745, norm 0.2312, swav 0.0000 LR: 2.795e-02 Score 89.066 Data time: 0.2131, Forward time: 2.2736, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.4261 [2020-11-09 02:19:50,240][root][INFO] - ===> Epoch[292](7576/26): Loss 0.6898, Sem 0.3890, dir -0.1425, norm 0.4433, swav 0.0000 LR: 2.794e-02 Score 90.037 Data time: 0.1499, Forward time: 2.2735, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 6.0817 [2020-11-09 02:19:56,310][root][INFO] - ===> Epoch[292](7577/26): Loss 0.6530, Sem 0.4330, dir -0.1532, norm 0.3732, swav 0.0000 LR: 2.793e-02 Score 86.615 Data time: 0.2607, Forward time: 2.2736, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 6.0200 [2020-11-09 02:20:03,220][root][INFO] - ===> Epoch[292](7578/26): Loss 0.5517, Sem 0.3316, dir -0.1449, norm 0.3650, swav 0.0000 LR: 2.792e-02 Score 89.987 Data time: 0.2919, Forward time: 2.2737, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 6.8082 [2020-11-09 02:20:08,995][root][INFO] - ===> Epoch[292](7579/26): Loss 0.8154, Sem 0.5338, dir -0.1152, norm 0.3967, swav 0.0000 LR: 2.791e-02 Score 81.375 Data time: 0.1881, Forward time: 2.2737, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 5.6371 [2020-11-09 02:20:14,358][root][INFO] - ===> Epoch[292](7580/26): Loss 0.5698, Sem 0.3553, dir -0.1117, norm 0.3261, swav 0.0000 LR: 2.790e-02 Score 88.955 Data time: 0.1822, Forward time: 2.2736, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 5.2660 [2020-11-09 02:20:19,946][root][INFO] - ===> Epoch[292](7581/26): Loss 0.5090, Sem 0.3277, dir -0.1244, norm 0.3056, swav 0.0000 LR: 2.789e-02 Score 87.909 Data time: 0.1602, Forward time: 2.2736, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 5.5044 [2020-11-09 02:20:24,701][root][INFO] - ===> Epoch[292](7582/26): Loss 0.6511, Sem 0.3982, dir -0.0793, norm 0.3323, swav 0.0000 LR: 2.788e-02 Score 86.988 Data time: 0.2267, Forward time: 2.2736, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 4.6934 [2020-11-09 02:20:31,328][root][INFO] - ===> Epoch[292](7583/26): Loss 0.6183, Sem 0.3376, dir -0.0725, norm 0.3532, swav 0.0000 LR: 2.787e-02 Score 88.863 Data time: 0.3284, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 6.5026 [2020-11-09 02:20:37,029][root][INFO] - ===> Epoch[292](7584/26): Loss 0.5636, Sem 0.4000, dir -0.1118, norm 0.2754, swav 0.0000 LR: 2.786e-02 Score 88.278 Data time: 0.2306, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.5800 [2020-11-09 02:20:42,795][root][INFO] - ===> Epoch[292](7585/26): Loss 0.7179, Sem 0.3898, dir -0.0940, norm 0.4221, swav 0.0000 LR: 2.785e-02 Score 86.923 Data time: 0.2709, Forward time: 2.2738, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.6515 [2020-11-09 02:20:47,577][root][INFO] - ===> Epoch[292](7586/26): Loss 0.7020, Sem 0.3140, dir -0.0414, norm 0.4294, swav 0.0000 LR: 2.783e-02 Score 90.547 Data time: 0.1479, Forward time: 2.2737, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 4.6564 [2020-11-09 02:20:54,583][root][INFO] - ===> Epoch[292](7587/26): Loss 0.6557, Sem 0.3747, dir -0.0707, norm 0.3517, swav 0.0000 LR: 2.782e-02 Score 87.665 Data time: 0.2698, Forward time: 2.2738, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 6.9448 [2020-11-09 02:20:59,333][root][INFO] - ===> Epoch[292](7588/26): Loss 0.5512, Sem 0.2954, dir -0.0774, norm 0.3333, swav 0.0000 LR: 2.781e-02 Score 89.754 Data time: 0.2082, Forward time: 2.2738, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 4.6487 [2020-11-09 02:21:06,418][root][INFO] - ===> Epoch[292](7589/26): Loss 0.5541, Sem 0.3835, dir -0.1776, norm 0.3482, swav 0.0000 LR: 2.780e-02 Score 88.036 Data time: 0.2160, Forward time: 2.2738, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 7.0072 [2020-11-09 02:21:11,427][root][INFO] - ===> Epoch[292](7590/26): Loss 0.6560, Sem 0.3754, dir -0.1226, norm 0.4032, swav 0.0000 LR: 2.779e-02 Score 88.635 Data time: 0.1837, Forward time: 2.2738, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 4.9086 [2020-11-09 02:21:17,090][root][INFO] - ===> Epoch[292](7591/26): Loss 0.6570, Sem 0.3517, dir -0.0635, norm 0.3688, swav 0.0000 LR: 2.778e-02 Score 88.767 Data time: 0.2921, Forward time: 2.2739, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.5977 [2020-11-09 02:21:24,036][root][INFO] - ===> Epoch[292](7592/26): Loss 0.5865, Sem 0.3271, dir -0.0535, norm 0.3129, swav 0.0000 LR: 2.777e-02 Score 89.612 Data time: 0.2356, Forward time: 2.2739, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 6.8260 [2020-11-09 02:21:29,190][root][INFO] - ===> Epoch[293](7593/26): Loss 0.5532, Sem 0.3213, dir -0.0827, norm 0.3146, swav 0.0000 LR: 2.776e-02 Score 88.369 Data time: 0.1506, Forward time: 2.2738, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.0392 [2020-11-09 02:21:36,121][root][INFO] - ===> Epoch[293](7594/26): Loss 0.5969, Sem 0.3160, dir -0.1019, norm 0.3829, swav 0.0000 LR: 2.775e-02 Score 88.479 Data time: 0.1734, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 6.8753 [2020-11-09 02:21:42,429][root][INFO] - ===> Epoch[293](7595/26): Loss 0.6617, Sem 0.4336, dir -0.0849, norm 0.3130, swav 0.0000 LR: 2.774e-02 Score 84.221 Data time: 0.2504, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 6.2434 [2020-11-09 02:21:48,012][root][INFO] - ===> Epoch[293](7596/26): Loss 0.4944, Sem 0.3020, dir -0.0782, norm 0.2706, swav 0.0000 LR: 2.773e-02 Score 91.088 Data time: 0.1717, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 5.4729 [2020-11-09 02:21:53,112][root][INFO] - ===> Epoch[293](7597/26): Loss 0.7081, Sem 0.4267, dir -0.0847, norm 0.3662, swav 0.0000 LR: 2.772e-02 Score 85.779 Data time: 0.1824, Forward time: 2.2737, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 5.0134 [2020-11-09 02:21:58,056][root][INFO] - ===> Epoch[293](7598/26): Loss 0.6505, Sem 0.4148, dir -0.0609, norm 0.2967, swav 0.0000 LR: 2.771e-02 Score 85.531 Data time: 0.1658, Forward time: 2.2737, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 4.8427 [2020-11-09 02:22:04,945][root][INFO] - ===> Epoch[293](7599/26): Loss 0.5051, Sem 0.3780, dir -0.1511, norm 0.2782, swav 0.0000 LR: 2.770e-02 Score 88.711 Data time: 0.2036, Forward time: 2.2736, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 6.8200 [2020-11-09 02:22:11,263][root][INFO] - ===> Epoch[293](7600/26): Loss 0.6840, Sem 0.3699, dir -0.0799, norm 0.3940, swav 0.0000 LR: 2.769e-02 Score 87.657 Data time: 0.3183, Forward time: 2.2737, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 6.2750 [2020-11-09 02:22:17,120][root][INFO] - ===> Epoch[293](7601/26): Loss 0.7104, Sem 0.4707, dir -0.1246, norm 0.3643, swav 0.0000 LR: 2.768e-02 Score 84.968 Data time: 0.1960, Forward time: 2.2737, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 5.7525 [2020-11-09 02:22:23,979][root][INFO] - ===> Epoch[293](7602/26): Loss 0.5526, Sem 0.3627, dir -0.0920, norm 0.2818, swav 0.0000 LR: 2.767e-02 Score 88.289 Data time: 0.2107, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 6.7683 [2020-11-09 02:22:30,233][root][INFO] - ===> Epoch[293](7603/26): Loss 0.5743, Sem 0.4220, dir -0.1199, norm 0.2722, swav 0.0000 LR: 2.766e-02 Score 85.708 Data time: 0.3172, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 6.1646 [2020-11-09 02:22:35,305][root][INFO] - ===> Epoch[293](7604/26): Loss 0.4831, Sem 0.2940, dir -0.1604, norm 0.3495, swav 0.0000 LR: 2.765e-02 Score 91.535 Data time: 0.1284, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 4.9530 [2020-11-09 02:22:40,711][root][INFO] - ===> Epoch[293](7605/26): Loss 0.6752, Sem 0.3739, dir -0.1135, norm 0.4148, swav 0.0000 LR: 2.764e-02 Score 88.438 Data time: 0.1797, Forward time: 2.2736, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.3565 [2020-11-09 02:22:46,431][root][INFO] - ===> Epoch[293](7606/26): Loss 0.6105, Sem 0.4061, dir -0.1693, norm 0.3737, swav 0.0000 LR: 2.763e-02 Score 86.675 Data time: 0.2301, Forward time: 2.2736, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.6474 [2020-11-09 02:22:52,716][root][INFO] - ===> Epoch[293](7607/26): Loss 0.6975, Sem 0.4731, dir -0.1236, norm 0.3480, swav 0.0000 LR: 2.762e-02 Score 84.213 Data time: 0.2884, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 6.1718 [2020-11-09 02:22:58,129][root][INFO] - ===> Epoch[293](7608/26): Loss 0.6716, Sem 0.3805, dir -0.1360, norm 0.4270, swav 0.0000 LR: 2.761e-02 Score 87.707 Data time: 0.2519, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 5.2957 [2020-11-09 02:23:04,424][root][INFO] - ===> Epoch[293](7609/26): Loss 0.6151, Sem 0.3613, dir -0.1308, norm 0.3845, swav 0.0000 LR: 2.760e-02 Score 88.637 Data time: 0.1609, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 6.1689 [2020-11-09 02:23:09,538][root][INFO] - ===> Epoch[293](7610/26): Loss 0.5648, Sem 0.3478, dir -0.1368, norm 0.3538, swav 0.0000 LR: 2.759e-02 Score 87.748 Data time: 0.1841, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.0819 [2020-11-09 02:23:16,141][root][INFO] - ===> Epoch[293](7611/26): Loss 0.7354, Sem 0.4335, dir -0.1029, norm 0.4049, swav 0.0000 LR: 2.758e-02 Score 87.683 Data time: 0.3230, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 6.5226 [2020-11-09 02:23:21,198][root][INFO] - ===> Epoch[293](7612/26): Loss 0.6188, Sem 0.3740, dir -0.1115, norm 0.3563, swav 0.0000 LR: 2.756e-02 Score 87.047 Data time: 0.2069, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 4.9204 [2020-11-09 02:23:26,719][root][INFO] - ===> Epoch[293](7613/26): Loss 0.4794, Sem 0.3299, dir -0.1420, norm 0.2915, swav 0.0000 LR: 2.755e-02 Score 89.906 Data time: 0.2958, Forward time: 2.2738, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 5.4153 [2020-11-09 02:23:33,688][root][INFO] - ===> Epoch[293](7614/26): Loss 0.5610, Sem 0.3401, dir -0.1048, norm 0.3257, swav 0.0000 LR: 2.754e-02 Score 90.021 Data time: 0.2073, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 6.8721 [2020-11-09 02:23:39,155][root][INFO] - ===> Epoch[293](7615/26): Loss 0.7542, Sem 0.4543, dir -0.1286, norm 0.4285, swav 0.0000 LR: 2.753e-02 Score 84.754 Data time: 0.1865, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.3299 [2020-11-09 02:23:44,849][root][INFO] - ===> Epoch[293](7616/26): Loss 0.5459, Sem 0.3343, dir -0.1085, norm 0.3200, swav 0.0000 LR: 2.752e-02 Score 88.220 Data time: 0.1871, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.6066 [2020-11-09 02:23:50,656][root][INFO] - ===> Epoch[293](7617/26): Loss 0.5448, Sem 0.3712, dir -0.0905, norm 0.2640, swav 0.0000 LR: 2.751e-02 Score 85.648 Data time: 0.1914, Forward time: 2.2737, Backward time: 3.0861, DDP time: 0.0060, Total iter time: 5.6942 [2020-11-09 02:23:56,104][root][INFO] - ===> Epoch[293](7618/26): Loss 0.6306, Sem 0.4312, dir -0.0981, norm 0.2975, swav 0.0000 LR: 2.750e-02 Score 84.661 Data time: 0.2650, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0060, Total iter time: 5.3990 [2020-11-09 02:24:01,639][root][INFO] - ===> Epoch[294](7619/26): Loss 0.5960, Sem 0.3190, dir -0.0965, norm 0.3735, swav 0.0000 LR: 2.749e-02 Score 89.707 Data time: 0.2365, Forward time: 2.2737, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 5.4300 [2020-11-09 02:24:07,723][root][INFO] - ===> Epoch[294](7620/26): Loss 0.6059, Sem 0.3131, dir -0.1190, norm 0.4119, swav 0.0000 LR: 2.748e-02 Score 89.649 Data time: 0.2713, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0060, Total iter time: 5.9775 [2020-11-09 02:24:12,459][root][INFO] - ===> Epoch[294](7621/26): Loss 0.5308, Sem 0.3698, dir -0.1071, norm 0.2681, swav 0.0000 LR: 2.747e-02 Score 86.404 Data time: 0.1977, Forward time: 2.2738, Backward time: 3.0858, DDP time: 0.0060, Total iter time: 4.6099 [2020-11-09 02:24:16,872][root][INFO] - ===> Epoch[294](7622/26): Loss 0.5777, Sem 0.3023, dir -0.1420, norm 0.4174, swav 0.0000 LR: 2.746e-02 Score 89.572 Data time: 0.2092, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 4.3195 [2020-11-09 02:24:23,142][root][INFO] - ===> Epoch[294](7623/26): Loss 0.5857, Sem 0.3421, dir -0.1393, norm 0.3829, swav 0.0000 LR: 2.745e-02 Score 88.843 Data time: 0.2008, Forward time: 2.2738, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 6.1679 [2020-11-09 02:24:28,514][root][INFO] - ===> Epoch[294](7624/26): Loss 0.5591, Sem 0.3503, dir -0.1317, norm 0.3405, swav 0.0000 LR: 2.744e-02 Score 88.416 Data time: 0.2328, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 5.2676 [2020-11-09 02:24:34,710][root][INFO] - ===> Epoch[294](7625/26): Loss 0.6111, Sem 0.3559, dir -0.0977, norm 0.3530, swav 0.0000 LR: 2.743e-02 Score 89.314 Data time: 0.1746, Forward time: 2.2737, Backward time: 3.0857, DDP time: 0.0060, Total iter time: 6.0809 [2020-11-09 02:24:39,422][root][INFO] - ===> Epoch[294](7626/26): Loss 0.7824, Sem 0.4305, dir -0.0617, norm 0.4135, swav 0.0000 LR: 2.742e-02 Score 85.312 Data time: 0.2092, Forward time: 2.2737, Backward time: 3.0856, DDP time: 0.0060, Total iter time: 4.6321 [2020-11-09 02:24:43,958][root][INFO] - ===> Epoch[294](7627/26): Loss 0.5783, Sem 0.3435, dir -0.1051, norm 0.3398, swav 0.0000 LR: 2.741e-02 Score 89.337 Data time: 0.2046, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 4.4306 [2020-11-09 02:24:49,607][root][INFO] - ===> Epoch[294](7628/26): Loss 0.6200, Sem 0.3486, dir -0.0990, norm 0.3704, swav 0.0000 LR: 2.740e-02 Score 89.183 Data time: 0.2459, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.5428 [2020-11-09 02:24:55,565][root][INFO] - ===> Epoch[294](7629/26): Loss 0.5026, Sem 0.3583, dir -0.1477, norm 0.2920, swav 0.0000 LR: 2.739e-02 Score 87.898 Data time: 0.2331, Forward time: 2.2737, Backward time: 3.0855, DDP time: 0.0060, Total iter time: 5.8458 [2020-11-09 02:25:01,497][root][INFO] - ===> Epoch[294](7630/26): Loss 0.5933, Sem 0.3467, dir -0.1522, norm 0.3989, swav 0.0000 LR: 2.738e-02 Score 88.918 Data time: 0.3045, Forward time: 2.2738, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 5.8431 [2020-11-09 02:25:06,872][root][INFO] - ===> Epoch[294](7631/26): Loss 0.4934, Sem 0.3162, dir -0.1908, norm 0.3681, swav 0.0000 LR: 2.737e-02 Score 90.170 Data time: 0.2807, Forward time: 2.2739, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.2455 [2020-11-09 02:25:13,565][root][INFO] - ===> Epoch[294](7632/26): Loss 0.6232, Sem 0.3514, dir -0.0889, norm 0.3606, swav 0.0000 LR: 2.736e-02 Score 88.635 Data time: 0.2774, Forward time: 2.2740, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 6.5840 [2020-11-09 02:25:17,922][root][INFO] - ===> Epoch[294](7633/26): Loss 0.5315, Sem 0.3844, dir -0.1551, norm 0.3021, swav 0.0000 LR: 2.735e-02 Score 89.361 Data time: 0.1999, Forward time: 2.2740, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 4.2151 [2020-11-09 02:25:23,453][root][INFO] - ===> Epoch[294](7634/26): Loss 0.6470, Sem 0.4526, dir -0.1157, norm 0.3101, swav 0.0000 LR: 2.734e-02 Score 86.673 Data time: 0.3381, Forward time: 2.2739, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 5.4632 [2020-11-09 02:25:29,836][root][INFO] - ===> Epoch[294](7635/26): Loss 0.5833, Sem 0.4285, dir -0.1520, norm 0.3068, swav 0.0000 LR: 2.733e-02 Score 86.273 Data time: 0.3233, Forward time: 2.2740, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.3079 [2020-11-09 02:25:35,880][root][INFO] - ===> Epoch[294](7636/26): Loss 0.4777, Sem 0.3291, dir -0.1067, norm 0.2553, swav 0.0000 LR: 2.732e-02 Score 88.485 Data time: 0.2055, Forward time: 2.2740, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 5.9053 [2020-11-09 02:25:41,825][root][INFO] - ===> Epoch[294](7637/26): Loss 0.6939, Sem 0.3973, dir -0.1340, norm 0.4307, swav 0.0000 LR: 2.731e-02 Score 87.500 Data time: 0.2626, Forward time: 2.2741, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.8449 [2020-11-09 02:25:48,364][root][INFO] - ===> Epoch[294](7638/26): Loss 0.6017, Sem 0.3891, dir -0.1028, norm 0.3155, swav 0.0000 LR: 2.729e-02 Score 89.164 Data time: 0.2302, Forward time: 2.2741, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 6.4135 [2020-11-09 02:25:54,378][root][INFO] - ===> Epoch[294](7639/26): Loss 0.5082, Sem 0.3538, dir -0.1404, norm 0.2948, swav 0.0000 LR: 2.728e-02 Score 89.404 Data time: 0.2657, Forward time: 2.2742, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 5.8908 [2020-11-09 02:26:00,252][root][INFO] - ===> Epoch[294](7640/26): Loss 0.6741, Sem 0.3731, dir -0.0758, norm 0.3768, swav 0.0000 LR: 2.727e-02 Score 88.356 Data time: 0.2800, Forward time: 2.2743, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.7647 [2020-11-09 02:26:05,165][root][INFO] - ===> Epoch[294](7641/26): Loss 0.5317, Sem 0.3234, dir -0.1182, norm 0.3265, swav 0.0000 LR: 2.726e-02 Score 88.868 Data time: 0.1666, Forward time: 2.2742, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 4.7810 [2020-11-09 02:26:10,202][root][INFO] - ===> Epoch[294](7642/26): Loss 0.6134, Sem 0.3525, dir -0.1066, norm 0.3676, swav 0.0000 LR: 2.725e-02 Score 88.399 Data time: 0.2221, Forward time: 2.2742, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 4.9615 [2020-11-09 02:26:15,335][root][INFO] - ===> Epoch[294](7643/26): Loss 0.5292, Sem 0.3178, dir -0.0929, norm 0.3043, swav 0.0000 LR: 2.724e-02 Score 88.073 Data time: 0.1954, Forward time: 2.2742, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.0253 [2020-11-09 02:26:20,663][root][INFO] - ===> Epoch[294](7644/26): Loss 0.5979, Sem 0.3417, dir -0.0919, norm 0.3480, swav 0.0000 LR: 2.723e-02 Score 90.050 Data time: 0.2505, Forward time: 2.2742, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.2518 [2020-11-09 02:26:25,820][root][INFO] - ===> Epoch[295](7645/26): Loss 0.7398, Sem 0.5524, dir -0.1333, norm 0.3208, swav 0.0000 LR: 2.722e-02 Score 81.640 Data time: 0.1961, Forward time: 2.2742, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.0596 [2020-11-09 02:26:31,857][root][INFO] - ===> Epoch[295](7646/26): Loss 0.4747, Sem 0.3068, dir -0.1926, norm 0.3604, swav 0.0000 LR: 2.721e-02 Score 89.167 Data time: 0.2164, Forward time: 2.2742, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.9288 [2020-11-09 02:26:36,078][root][INFO] - ===> Epoch[295](7647/26): Loss 0.6474, Sem 0.3436, dir -0.0583, norm 0.3621, swav 0.0000 LR: 2.720e-02 Score 89.088 Data time: 0.2006, Forward time: 2.2742, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 4.1293 [2020-11-09 02:26:42,696][root][INFO] - ===> Epoch[295](7648/26): Loss 0.6351, Sem 0.4334, dir -0.1601, norm 0.3618, swav 0.0000 LR: 2.719e-02 Score 85.215 Data time: 0.2882, Forward time: 2.2742, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 6.5187 [2020-11-09 02:26:49,149][root][INFO] - ===> Epoch[295](7649/26): Loss 0.5398, Sem 0.3195, dir -0.1266, norm 0.3469, swav 0.0000 LR: 2.718e-02 Score 89.916 Data time: 0.2463, Forward time: 2.2742, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 6.3283 [2020-11-09 02:26:53,733][root][INFO] - ===> Epoch[295](7650/26): Loss 0.5270, Sem 0.3767, dir -0.1391, norm 0.2895, swav 0.0000 LR: 2.717e-02 Score 89.070 Data time: 0.2110, Forward time: 2.2742, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 4.4858 [2020-11-09 02:27:00,064][root][INFO] - ===> Epoch[295](7651/26): Loss 0.6741, Sem 0.4452, dir -0.0904, norm 0.3193, swav 0.0000 LR: 2.716e-02 Score 84.576 Data time: 0.2369, Forward time: 2.2743, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 6.2319 [2020-11-09 02:27:04,685][root][INFO] - ===> Epoch[295](7652/26): Loss 0.5381, Sem 0.3215, dir -0.1307, norm 0.3473, swav 0.0000 LR: 2.715e-02 Score 91.431 Data time: 0.2209, Forward time: 2.2743, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 4.5008 [2020-11-09 02:27:10,709][root][INFO] - ===> Epoch[295](7653/26): Loss 0.5122, Sem 0.3336, dir -0.1494, norm 0.3280, swav 0.0000 LR: 2.714e-02 Score 88.648 Data time: 0.2816, Forward time: 2.2744, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.9348 [2020-11-09 02:27:17,690][root][INFO] - ===> Epoch[295](7654/26): Loss 0.5104, Sem 0.3287, dir -0.1096, norm 0.2914, swav 0.0000 LR: 2.713e-02 Score 88.794 Data time: 0.1736, Forward time: 2.2743, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 6.8533 [2020-11-09 02:27:23,335][root][INFO] - ===> Epoch[295](7655/26): Loss 0.5896, Sem 0.3877, dir -0.0845, norm 0.2865, swav 0.0000 LR: 2.712e-02 Score 87.750 Data time: 0.1976, Forward time: 2.2743, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 5.5380 [2020-11-09 02:27:28,105][root][INFO] - ===> Epoch[295](7656/26): Loss 0.4539, Sem 0.2966, dir -0.1285, norm 0.2858, swav 0.0000 LR: 2.711e-02 Score 90.709 Data time: 0.2402, Forward time: 2.2743, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 4.6635 [2020-11-09 02:27:32,686][root][INFO] - ===> Epoch[295](7657/26): Loss 0.5778, Sem 0.3951, dir -0.1170, norm 0.2996, swav 0.0000 LR: 2.710e-02 Score 88.675 Data time: 0.1652, Forward time: 2.2742, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.4547 [2020-11-09 02:27:37,720][root][INFO] - ===> Epoch[295](7658/26): Loss 0.6050, Sem 0.3592, dir -0.1313, norm 0.3771, swav 0.0000 LR: 2.709e-02 Score 90.131 Data time: 0.1187, Forward time: 2.2741, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.9286 [2020-11-09 02:27:42,697][root][INFO] - ===> Epoch[295](7659/26): Loss 0.6188, Sem 0.4361, dir -0.1325, norm 0.3152, swav 0.0000 LR: 2.708e-02 Score 86.759 Data time: 0.1423, Forward time: 2.2740, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.9294 [2020-11-09 02:27:47,848][root][INFO] - ===> Epoch[295](7660/26): Loss 0.4431, Sem 0.3350, dir -0.1333, norm 0.2414, swav 0.0000 LR: 2.707e-02 Score 89.041 Data time: 0.2729, Forward time: 2.2740, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.0700 [2020-11-09 02:27:52,449][root][INFO] - ===> Epoch[295](7661/26): Loss 0.4438, Sem 0.3013, dir -0.1231, norm 0.2657, swav 0.0000 LR: 2.706e-02 Score 90.880 Data time: 0.2280, Forward time: 2.2740, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 4.4588 [2020-11-09 02:27:58,509][root][INFO] - ===> Epoch[295](7662/26): Loss 0.5637, Sem 0.4113, dir -0.1661, norm 0.3185, swav 0.0000 LR: 2.705e-02 Score 86.896 Data time: 0.2978, Forward time: 2.2742, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.9482 [2020-11-09 02:28:05,789][root][INFO] - ===> Epoch[295](7663/26): Loss 0.6692, Sem 0.4789, dir -0.0985, norm 0.2889, swav 0.0000 LR: 2.703e-02 Score 83.987 Data time: 0.2103, Forward time: 2.2741, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 7.1377 [2020-11-09 02:28:11,758][root][INFO] - ===> Epoch[295](7664/26): Loss 0.6508, Sem 0.4955, dir -0.0624, norm 0.2177, swav 0.0000 LR: 2.702e-02 Score 82.337 Data time: 0.2601, Forward time: 2.2742, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.8718 [2020-11-09 02:28:17,274][root][INFO] - ===> Epoch[295](7665/26): Loss 0.4658, Sem 0.2686, dir -0.1031, norm 0.3003, swav 0.0000 LR: 2.701e-02 Score 89.247 Data time: 0.2441, Forward time: 2.2743, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.3971 [2020-11-09 02:28:23,548][root][INFO] - ===> Epoch[295](7666/26): Loss 0.6523, Sem 0.4065, dir -0.1309, norm 0.3768, swav 0.0000 LR: 2.700e-02 Score 85.034 Data time: 0.1683, Forward time: 2.2742, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.1601 [2020-11-09 02:28:29,287][root][INFO] - ===> Epoch[295](7667/26): Loss 0.6849, Sem 0.4219, dir -0.1325, norm 0.3955, swav 0.0000 LR: 2.699e-02 Score 87.985 Data time: 0.2321, Forward time: 2.2742, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.6711 [2020-11-09 02:28:35,475][root][INFO] - ===> Epoch[295](7668/26): Loss 0.6773, Sem 0.3635, dir -0.1256, norm 0.4394, swav 0.0000 LR: 2.698e-02 Score 87.411 Data time: 0.2022, Forward time: 2.2742, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.0781 [2020-11-09 02:28:42,136][root][INFO] - ===> Epoch[295](7669/26): Loss 0.6697, Sem 0.3553, dir -0.0604, norm 0.3748, swav 0.0000 LR: 2.697e-02 Score 87.584 Data time: 0.1579, Forward time: 2.2741, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 6.5670 [2020-11-09 02:28:46,598][root][INFO] - ===> Epoch[295](7670/26): Loss 0.5959, Sem 0.4390, dir -0.0954, norm 0.2523, swav 0.0000 LR: 2.696e-02 Score 88.175 Data time: 0.2048, Forward time: 2.2741, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.3936 [2020-11-09 02:28:52,900][root][INFO] - ===> Epoch[296](7671/26): Loss 0.4408, Sem 0.3251, dir -0.1627, norm 0.2783, swav 0.0000 LR: 2.695e-02 Score 88.390 Data time: 0.2342, Forward time: 2.2742, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.2074 [2020-11-09 02:28:58,724][root][INFO] - ===> Epoch[296](7672/26): Loss 0.7487, Sem 0.4104, dir -0.1016, norm 0.4399, swav 0.0000 LR: 2.694e-02 Score 86.367 Data time: 0.1657, Forward time: 2.2741, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.7098 [2020-11-09 02:29:04,974][root][INFO] - ===> Epoch[296](7673/26): Loss 0.8535, Sem 0.4718, dir -0.1061, norm 0.4879, swav 0.0000 LR: 2.693e-02 Score 86.011 Data time: 0.2509, Forward time: 2.2741, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 6.1595 [2020-11-09 02:29:10,592][root][INFO] - ===> Epoch[296](7674/26): Loss 0.6054, Sem 0.3891, dir -0.1071, norm 0.3234, swav 0.0000 LR: 2.692e-02 Score 85.772 Data time: 0.2048, Forward time: 2.2741, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.4926 [2020-11-09 02:29:16,195][root][INFO] - ===> Epoch[296](7675/26): Loss 0.5765, Sem 0.3778, dir -0.1102, norm 0.3090, swav 0.0000 LR: 2.691e-02 Score 87.581 Data time: 0.2511, Forward time: 2.2742, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.5284 [2020-11-09 02:29:21,941][root][INFO] - ===> Epoch[296](7676/26): Loss 0.6294, Sem 0.4034, dir -0.1557, norm 0.3817, swav 0.0000 LR: 2.690e-02 Score 86.860 Data time: 0.2566, Forward time: 2.2742, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.6202 [2020-11-09 02:29:27,036][root][INFO] - ===> Epoch[296](7677/26): Loss 0.6637, Sem 0.3996, dir -0.1031, norm 0.3672, swav 0.0000 LR: 2.689e-02 Score 87.487 Data time: 0.1772, Forward time: 2.2742, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.9811 [2020-11-09 02:29:32,669][root][INFO] - ===> Epoch[296](7678/26): Loss 0.6957, Sem 0.4813, dir -0.1121, norm 0.3266, swav 0.0000 LR: 2.688e-02 Score 83.650 Data time: 0.2042, Forward time: 2.2742, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.5472 [2020-11-09 02:29:38,643][root][INFO] - ===> Epoch[296](7679/26): Loss 0.5385, Sem 0.2961, dir -0.0832, norm 0.3255, swav 0.0000 LR: 2.687e-02 Score 91.029 Data time: 0.1758, Forward time: 2.2741, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.8758 [2020-11-09 02:29:44,009][root][INFO] - ===> Epoch[296](7680/26): Loss 0.7060, Sem 0.3442, dir -0.1232, norm 0.4850, swav 0.0000 LR: 2.686e-02 Score 86.835 Data time: 0.1440, Forward time: 2.2740, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.2588 [2020-11-09 02:29:49,468][root][INFO] - ===> Epoch[296](7681/26): Loss 0.6808, Sem 0.4521, dir -0.1190, norm 0.3477, swav 0.0000 LR: 2.685e-02 Score 86.476 Data time: 0.2345, Forward time: 2.2740, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.3949 [2020-11-09 02:29:54,976][root][INFO] - ===> Epoch[296](7682/26): Loss 0.4929, Sem 0.2766, dir -0.0749, norm 0.2912, swav 0.0000 LR: 2.684e-02 Score 91.456 Data time: 0.2193, Forward time: 2.2741, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.3850 [2020-11-09 02:30:00,323][root][INFO] - ===> Epoch[296](7683/26): Loss 0.6693, Sem 0.3705, dir -0.0842, norm 0.3830, swav 0.0000 LR: 2.683e-02 Score 86.844 Data time: 0.2649, Forward time: 2.2741, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.2365 [2020-11-09 02:30:05,921][root][INFO] - ===> Epoch[296](7684/26): Loss 0.7597, Sem 0.4187, dir -0.1485, norm 0.4895, swav 0.0000 LR: 2.682e-02 Score 87.226 Data time: 0.1962, Forward time: 2.2741, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.4669 [2020-11-09 02:30:12,578][root][INFO] - ===> Epoch[296](7685/26): Loss 0.6130, Sem 0.4203, dir -0.1165, norm 0.3092, swav 0.0000 LR: 2.681e-02 Score 87.077 Data time: 0.2643, Forward time: 2.2742, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.5770 [2020-11-09 02:30:18,112][root][INFO] - ===> Epoch[296](7686/26): Loss 0.5951, Sem 0.3175, dir -0.1190, norm 0.3966, swav 0.0000 LR: 2.680e-02 Score 88.401 Data time: 0.2077, Forward time: 2.2741, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.4112 [2020-11-09 02:30:24,595][root][INFO] - ===> Epoch[296](7687/26): Loss 0.7239, Sem 0.4254, dir -0.0905, norm 0.3889, swav 0.0000 LR: 2.678e-02 Score 86.456 Data time: 0.2346, Forward time: 2.2742, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.3888 [2020-11-09 02:30:31,125][root][INFO] - ===> Epoch[296](7688/26): Loss 0.6655, Sem 0.3604, dir -0.0998, norm 0.4049, swav 0.0000 LR: 2.677e-02 Score 88.398 Data time: 0.2799, Forward time: 2.2742, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.4167 [2020-11-09 02:30:36,531][root][INFO] - ===> Epoch[296](7689/26): Loss 0.5173, Sem 0.3711, dir -0.1183, norm 0.2645, swav 0.0000 LR: 2.676e-02 Score 87.174 Data time: 0.2503, Forward time: 2.2743, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.2681 [2020-11-09 02:30:41,674][root][INFO] - ===> Epoch[296](7690/26): Loss 0.5640, Sem 0.4110, dir -0.1497, norm 0.3027, swav 0.0000 LR: 2.675e-02 Score 85.200 Data time: 0.2210, Forward time: 2.2743, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.0146 [2020-11-09 02:30:47,941][root][INFO] - ===> Epoch[296](7691/26): Loss 0.6228, Sem 0.3975, dir -0.0820, norm 0.3073, swav 0.0000 LR: 2.674e-02 Score 85.531 Data time: 0.2566, Forward time: 2.2744, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.1590 [2020-11-09 02:30:53,045][root][INFO] - ===> Epoch[296](7692/26): Loss 0.6890, Sem 0.3200, dir -0.0643, norm 0.4333, swav 0.0000 LR: 2.673e-02 Score 90.981 Data time: 0.2169, Forward time: 2.2743, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 4.9818 [2020-11-09 02:30:59,397][root][INFO] - ===> Epoch[296](7693/26): Loss 0.7550, Sem 0.4156, dir -0.0670, norm 0.4064, swav 0.0000 LR: 2.672e-02 Score 87.518 Data time: 0.2523, Forward time: 2.2744, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.2408 [2020-11-09 02:31:05,638][root][INFO] - ===> Epoch[296](7694/26): Loss 0.6248, Sem 0.4030, dir -0.1003, norm 0.3220, swav 0.0000 LR: 2.671e-02 Score 88.852 Data time: 0.2021, Forward time: 2.2744, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.1122 [2020-11-09 02:31:10,698][root][INFO] - ===> Epoch[296](7695/26): Loss 0.5888, Sem 0.3726, dir -0.1337, norm 0.3499, swav 0.0000 LR: 2.670e-02 Score 89.530 Data time: 0.2217, Forward time: 2.2744, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 4.9554 [2020-11-09 02:31:16,605][root][INFO] - ===> Epoch[296](7696/26): Loss 0.6957, Sem 0.4460, dir -0.1155, norm 0.3652, swav 0.0000 LR: 2.669e-02 Score 85.657 Data time: 0.1889, Forward time: 2.2744, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.8149 [2020-11-09 02:31:21,490][root][INFO] - ===> Epoch[297](7697/26): Loss 0.5889, Sem 0.3703, dir -0.1006, norm 0.3192, swav 0.0000 LR: 2.668e-02 Score 87.214 Data time: 0.1877, Forward time: 2.2743, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 4.7857 [2020-11-09 02:31:27,053][root][INFO] - ===> Epoch[297](7698/26): Loss 0.6398, Sem 0.3919, dir -0.1410, norm 0.3889, swav 0.0000 LR: 2.667e-02 Score 86.528 Data time: 0.2458, Forward time: 2.2744, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.4490 [2020-11-09 02:31:32,457][root][INFO] - ===> Epoch[297](7699/26): Loss 0.4677, Sem 0.3283, dir -0.1744, norm 0.3139, swav 0.0000 LR: 2.666e-02 Score 89.301 Data time: 0.2980, Forward time: 2.2744, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 5.2757 [2020-11-09 02:31:38,376][root][INFO] - ===> Epoch[297](7700/26): Loss 0.5904, Sem 0.4090, dir -0.1391, norm 0.3205, swav 0.0000 LR: 2.665e-02 Score 86.524 Data time: 0.2484, Forward time: 2.2745, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 5.8083 [2020-11-09 02:31:43,690][root][INFO] - ===> Epoch[297](7701/26): Loss 0.6185, Sem 0.4048, dir -0.1410, norm 0.3547, swav 0.0000 LR: 2.664e-02 Score 85.090 Data time: 0.2281, Forward time: 2.2745, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 5.1953 [2020-11-09 02:31:49,277][root][INFO] - ===> Epoch[297](7702/26): Loss 0.5034, Sem 0.2722, dir -0.0922, norm 0.3234, swav 0.0000 LR: 2.663e-02 Score 91.002 Data time: 0.1888, Forward time: 2.2745, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 5.4912 [2020-11-09 02:31:56,085][root][INFO] - ===> Epoch[297](7703/26): Loss 0.5734, Sem 0.3669, dir -0.1709, norm 0.3774, swav 0.0000 LR: 2.662e-02 Score 89.200 Data time: 0.2360, Forward time: 2.2745, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 6.6812 [2020-11-09 02:32:01,914][root][INFO] - ===> Epoch[297](7704/26): Loss 0.6115, Sem 0.3836, dir -0.1118, norm 0.3398, swav 0.0000 LR: 2.661e-02 Score 87.577 Data time: 0.2475, Forward time: 2.2745, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 5.7130 [2020-11-09 02:32:06,931][root][INFO] - ===> Epoch[297](7705/26): Loss 0.5918, Sem 0.3308, dir -0.1601, norm 0.4211, swav 0.0000 LR: 2.660e-02 Score 88.229 Data time: 0.1870, Forward time: 2.2745, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 4.8744 [2020-11-09 02:32:11,834][root][INFO] - ===> Epoch[297](7706/26): Loss 0.4913, Sem 0.2540, dir -0.1187, norm 0.3560, swav 0.0000 LR: 2.659e-02 Score 91.752 Data time: 0.1665, Forward time: 2.2744, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 4.8203 [2020-11-09 02:32:17,370][root][INFO] - ===> Epoch[297](7707/26): Loss 0.5339, Sem 0.3522, dir -0.1209, norm 0.3026, swav 0.0000 LR: 2.658e-02 Score 89.482 Data time: 0.2446, Forward time: 2.2745, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 5.4565 [2020-11-09 02:32:22,593][root][INFO] - ===> Epoch[297](7708/26): Loss 0.5996, Sem 0.4027, dir -0.1440, norm 0.3409, swav 0.0000 LR: 2.657e-02 Score 87.011 Data time: 0.2265, Forward time: 2.2744, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 5.1185 [2020-11-09 02:32:28,201][root][INFO] - ===> Epoch[297](7709/26): Loss 0.6406, Sem 0.3893, dir -0.1327, norm 0.3840, swav 0.0000 LR: 2.656e-02 Score 87.087 Data time: 0.2256, Forward time: 2.2744, Backward time: 3.0837, DDP time: 0.0060, Total iter time: 5.5248 [2020-11-09 02:32:33,626][root][INFO] - ===> Epoch[297](7710/26): Loss 0.6732, Sem 0.4548, dir -0.1291, norm 0.3475, swav 0.0000 LR: 2.655e-02 Score 85.284 Data time: 0.2110, Forward time: 2.2744, Backward time: 3.0837, DDP time: 0.0060, Total iter time: 5.3204 [2020-11-09 02:32:38,913][root][INFO] - ===> Epoch[297](7711/26): Loss 0.4686, Sem 0.3399, dir -0.1599, norm 0.2886, swav 0.0000 LR: 2.653e-02 Score 90.184 Data time: 0.1319, Forward time: 2.2743, Backward time: 3.0837, DDP time: 0.0060, Total iter time: 5.1836 [2020-11-09 02:32:44,984][root][INFO] - ===> Epoch[297](7712/26): Loss 0.5465, Sem 0.3248, dir -0.1721, norm 0.3937, swav 0.0000 LR: 2.652e-02 Score 89.326 Data time: 0.1486, Forward time: 2.2742, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 5.9981 [2020-11-09 02:32:52,932][root][INFO] - ===> Epoch[297](7713/26): Loss 0.5666, Sem 0.3890, dir -0.1171, norm 0.2946, swav 0.0000 LR: 2.651e-02 Score 87.571 Data time: 0.2409, Forward time: 2.2742, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 7.8492 [2020-11-09 02:32:58,997][root][INFO] - ===> Epoch[297](7714/26): Loss 0.6156, Sem 0.4150, dir -0.1542, norm 0.3549, swav 0.0000 LR: 2.650e-02 Score 88.516 Data time: 0.2667, Forward time: 2.2743, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.9502 [2020-11-09 02:33:04,122][root][INFO] - ===> Epoch[297](7715/26): Loss 0.6615, Sem 0.3359, dir -0.1126, norm 0.4383, swav 0.0000 LR: 2.649e-02 Score 91.128 Data time: 0.2141, Forward time: 2.2743, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 4.9995 [2020-11-09 02:33:09,728][root][INFO] - ===> Epoch[297](7716/26): Loss 0.6124, Sem 0.3653, dir -0.1249, norm 0.3719, swav 0.0000 LR: 2.648e-02 Score 88.297 Data time: 0.2629, Forward time: 2.2744, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 5.5053 [2020-11-09 02:33:15,030][root][INFO] - ===> Epoch[297](7717/26): Loss 0.5134, Sem 0.3229, dir -0.1119, norm 0.3024, swav 0.0000 LR: 2.647e-02 Score 87.333 Data time: 0.2071, Forward time: 2.2744, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 5.1714 [2020-11-09 02:33:21,269][root][INFO] - ===> Epoch[297](7718/26): Loss 0.5296, Sem 0.3039, dir -0.1435, norm 0.3692, swav 0.0000 LR: 2.646e-02 Score 91.938 Data time: 0.2128, Forward time: 2.2744, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 6.1029 [2020-11-09 02:33:27,398][root][INFO] - ===> Epoch[297](7719/26): Loss 0.4990, Sem 0.3074, dir -0.1027, norm 0.2943, swav 0.0000 LR: 2.645e-02 Score 90.391 Data time: 0.2396, Forward time: 2.2744, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 6.0341 [2020-11-09 02:33:32,365][root][INFO] - ===> Epoch[297](7720/26): Loss 0.5506, Sem 0.2661, dir -0.1396, norm 0.4241, swav 0.0000 LR: 2.644e-02 Score 91.342 Data time: 0.2015, Forward time: 2.2744, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 4.8614 [2020-11-09 02:33:39,061][root][INFO] - ===> Epoch[297](7721/26): Loss 0.5428, Sem 0.3559, dir -0.0931, norm 0.2801, swav 0.0000 LR: 2.643e-02 Score 87.766 Data time: 0.2319, Forward time: 2.2744, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 6.5872 [2020-11-09 02:33:45,046][root][INFO] - ===> Epoch[297](7722/26): Loss 0.5447, Sem 0.3644, dir -0.1176, norm 0.2979, swav 0.0000 LR: 2.642e-02 Score 88.129 Data time: 0.1923, Forward time: 2.2744, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 5.8584 [2020-11-09 02:33:51,612][root][INFO] - ===> Epoch[298](7723/26): Loss 0.6278, Sem 0.4268, dir -0.1603, norm 0.3613, swav 0.0000 LR: 2.641e-02 Score 84.140 Data time: 0.1850, Forward time: 2.2743, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.4648 [2020-11-09 02:33:56,699][root][INFO] - ===> Epoch[298](7724/26): Loss 0.7057, Sem 0.4452, dir -0.1262, norm 0.3866, swav 0.0000 LR: 2.640e-02 Score 87.019 Data time: 0.2105, Forward time: 2.2743, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 4.9841 [2020-11-09 02:34:01,913][root][INFO] - ===> Epoch[298](7725/26): Loss 0.6376, Sem 0.3358, dir -0.1016, norm 0.4035, swav 0.0000 LR: 2.639e-02 Score 90.107 Data time: 0.1559, Forward time: 2.2742, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.0944 [2020-11-09 02:34:07,282][root][INFO] - ===> Epoch[298](7726/26): Loss 0.4525, Sem 0.3161, dir -0.1553, norm 0.2916, swav 0.0000 LR: 2.638e-02 Score 89.494 Data time: 0.2037, Forward time: 2.2742, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.2846 [2020-11-09 02:34:12,159][root][INFO] - ===> Epoch[298](7727/26): Loss 0.5292, Sem 0.3250, dir -0.1153, norm 0.3195, swav 0.0000 LR: 2.637e-02 Score 89.745 Data time: 0.1969, Forward time: 2.2742, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 4.7601 [2020-11-09 02:34:17,079][root][INFO] - ===> Epoch[298](7728/26): Loss 0.5467, Sem 0.3350, dir -0.1840, norm 0.3957, swav 0.0000 LR: 2.636e-02 Score 89.474 Data time: 0.1870, Forward time: 2.2741, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 4.8024 [2020-11-09 02:34:22,215][root][INFO] - ===> Epoch[298](7729/26): Loss 0.6567, Sem 0.3334, dir -0.0994, norm 0.4228, swav 0.0000 LR: 2.635e-02 Score 90.256 Data time: 0.1924, Forward time: 2.2741, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 5.0247 [2020-11-09 02:34:27,327][root][INFO] - ===> Epoch[298](7730/26): Loss 0.5494, Sem 0.3384, dir -0.2182, norm 0.4293, swav 0.0000 LR: 2.634e-02 Score 88.151 Data time: 0.2182, Forward time: 2.2741, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 5.0121 [2020-11-09 02:34:32,561][root][INFO] - ===> Epoch[298](7731/26): Loss 0.7100, Sem 0.4287, dir -0.0859, norm 0.3672, swav 0.0000 LR: 2.633e-02 Score 86.973 Data time: 0.2008, Forward time: 2.2741, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 5.1275 [2020-11-09 02:34:38,741][root][INFO] - ===> Epoch[298](7732/26): Loss 0.7277, Sem 0.4499, dir -0.1024, norm 0.3802, swav 0.0000 LR: 2.632e-02 Score 83.996 Data time: 0.1820, Forward time: 2.2740, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 6.1092 [2020-11-09 02:34:45,451][root][INFO] - ===> Epoch[298](7733/26): Loss 0.6663, Sem 0.3847, dir -0.0638, norm 0.3455, swav 0.0000 LR: 2.631e-02 Score 87.345 Data time: 0.1482, Forward time: 2.2739, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 6.6153 [2020-11-09 02:34:50,897][root][INFO] - ===> Epoch[298](7734/26): Loss 0.7515, Sem 0.5056, dir -0.1480, norm 0.3939, swav 0.0000 LR: 2.629e-02 Score 83.948 Data time: 0.1655, Forward time: 2.2739, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.3525 [2020-11-09 02:34:56,358][root][INFO] - ===> Epoch[298](7735/26): Loss 0.4777, Sem 0.3295, dir -0.1426, norm 0.2908, swav 0.0000 LR: 2.628e-02 Score 90.219 Data time: 0.1397, Forward time: 2.2738, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.3565 [2020-11-09 02:35:01,757][root][INFO] - ===> Epoch[298](7736/26): Loss 0.5997, Sem 0.4387, dir -0.1295, norm 0.2905, swav 0.0000 LR: 2.627e-02 Score 85.036 Data time: 0.1897, Forward time: 2.2737, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.3320 [2020-11-09 02:35:07,278][root][INFO] - ===> Epoch[298](7737/26): Loss 0.5801, Sem 0.3203, dir -0.1051, norm 0.3649, swav 0.0000 LR: 2.626e-02 Score 89.075 Data time: 0.2089, Forward time: 2.2737, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.4069 [2020-11-09 02:35:13,897][root][INFO] - ===> Epoch[298](7738/26): Loss 0.7052, Sem 0.4387, dir -0.1176, norm 0.3842, swav 0.0000 LR: 2.625e-02 Score 84.812 Data time: 0.2971, Forward time: 2.2738, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.5090 [2020-11-09 02:35:20,283][root][INFO] - ===> Epoch[298](7739/26): Loss 0.5630, Sem 0.3623, dir -0.1235, norm 0.3242, swav 0.0000 LR: 2.624e-02 Score 86.482 Data time: 0.1527, Forward time: 2.2737, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.2400 [2020-11-09 02:35:26,637][root][INFO] - ===> Epoch[298](7740/26): Loss 0.5093, Sem 0.2859, dir -0.1335, norm 0.3568, swav 0.0000 LR: 2.623e-02 Score 90.531 Data time: 0.3034, Forward time: 2.2738, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.2660 [2020-11-09 02:35:32,474][root][INFO] - ===> Epoch[298](7741/26): Loss 0.6506, Sem 0.4259, dir -0.1849, norm 0.4096, swav 0.0000 LR: 2.622e-02 Score 86.320 Data time: 0.1510, Forward time: 2.2737, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.7229 [2020-11-09 02:35:37,470][root][INFO] - ===> Epoch[298](7742/26): Loss 0.5371, Sem 0.3575, dir -0.1938, norm 0.3735, swav 0.0000 LR: 2.621e-02 Score 88.722 Data time: 0.2061, Forward time: 2.2737, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 4.9060 [2020-11-09 02:35:42,797][root][INFO] - ===> Epoch[298](7743/26): Loss 0.6019, Sem 0.4335, dir -0.1425, norm 0.3109, swav 0.0000 LR: 2.620e-02 Score 84.557 Data time: 0.2608, Forward time: 2.2738, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.2166 [2020-11-09 02:35:48,014][root][INFO] - ===> Epoch[298](7744/26): Loss 0.5243, Sem 0.3478, dir -0.1200, norm 0.2966, swav 0.0000 LR: 2.619e-02 Score 88.131 Data time: 0.1791, Forward time: 2.2737, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.0875 [2020-11-09 02:35:54,167][root][INFO] - ===> Epoch[298](7745/26): Loss 0.6703, Sem 0.4006, dir -0.1118, norm 0.3815, swav 0.0000 LR: 2.618e-02 Score 87.774 Data time: 0.2135, Forward time: 2.2737, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.0581 [2020-11-09 02:36:00,796][root][INFO] - ===> Epoch[298](7746/26): Loss 0.5492, Sem 0.3668, dir -0.1308, norm 0.3132, swav 0.0000 LR: 2.617e-02 Score 87.942 Data time: 0.2218, Forward time: 2.2737, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.5134 [2020-11-09 02:36:06,889][root][INFO] - ===> Epoch[298](7747/26): Loss 0.6211, Sem 0.3665, dir -0.1184, norm 0.3730, swav 0.0000 LR: 2.616e-02 Score 87.496 Data time: 0.2314, Forward time: 2.2737, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.9646 [2020-11-09 02:36:12,504][root][INFO] - ===> Epoch[298](7748/26): Loss 0.6320, Sem 0.3593, dir -0.1368, norm 0.4095, swav 0.0000 LR: 2.615e-02 Score 89.120 Data time: 0.1600, Forward time: 2.2736, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.4870 [2020-11-09 02:36:18,606][root][INFO] - ===> Epoch[299](7749/26): Loss 0.4782, Sem 0.3172, dir -0.1188, norm 0.2798, swav 0.0000 LR: 2.614e-02 Score 90.216 Data time: 0.2095, Forward time: 2.2736, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 6.0272 [2020-11-09 02:36:23,962][root][INFO] - ===> Epoch[299](7750/26): Loss 0.6819, Sem 0.3983, dir -0.0565, norm 0.3400, swav 0.0000 LR: 2.613e-02 Score 84.694 Data time: 0.2100, Forward time: 2.2736, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.2306 [2020-11-09 02:36:29,261][root][INFO] - ===> Epoch[299](7751/26): Loss 0.5817, Sem 0.3861, dir -0.1428, norm 0.3385, swav 0.0000 LR: 2.612e-02 Score 85.736 Data time: 0.2069, Forward time: 2.2736, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.1910 [2020-11-09 02:36:36,318][root][INFO] - ===> Epoch[299](7752/26): Loss 0.4634, Sem 0.3246, dir -0.1811, norm 0.3199, swav 0.0000 LR: 2.611e-02 Score 89.960 Data time: 0.2512, Forward time: 2.2737, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 6.9550 [2020-11-09 02:36:41,700][root][INFO] - ===> Epoch[299](7753/26): Loss 0.5048, Sem 0.2619, dir -0.0830, norm 0.3258, swav 0.0000 LR: 2.610e-02 Score 92.370 Data time: 0.1658, Forward time: 2.2736, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.2674 [2020-11-09 02:36:46,796][root][INFO] - ===> Epoch[299](7754/26): Loss 0.5246, Sem 0.3815, dir -0.1444, norm 0.2875, swav 0.0000 LR: 2.609e-02 Score 88.622 Data time: 0.1930, Forward time: 2.2736, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.0053 [2020-11-09 02:36:52,921][root][INFO] - ===> Epoch[299](7755/26): Loss 0.4639, Sem 0.3207, dir -0.1147, norm 0.2579, swav 0.0000 LR: 2.608e-02 Score 89.611 Data time: 0.2454, Forward time: 2.2736, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 6.0204 [2020-11-09 02:36:58,949][root][INFO] - ===> Epoch[299](7756/26): Loss 0.5678, Sem 0.3626, dir -0.1199, norm 0.3250, swav 0.0000 LR: 2.606e-02 Score 88.278 Data time: 0.2502, Forward time: 2.2736, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.9195 [2020-11-09 02:37:03,962][root][INFO] - ===> Epoch[299](7757/26): Loss 0.5234, Sem 0.3617, dir -0.1367, norm 0.2985, swav 0.0000 LR: 2.605e-02 Score 88.773 Data time: 0.2399, Forward time: 2.2736, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.8665 [2020-11-09 02:37:09,162][root][INFO] - ===> Epoch[299](7758/26): Loss 0.4746, Sem 0.3200, dir -0.1102, norm 0.2648, swav 0.0000 LR: 2.604e-02 Score 89.686 Data time: 0.2481, Forward time: 2.2736, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.0993 [2020-11-09 02:37:14,420][root][INFO] - ===> Epoch[299](7759/26): Loss 0.5327, Sem 0.3114, dir -0.0774, norm 0.2987, swav 0.0000 LR: 2.603e-02 Score 88.733 Data time: 0.2055, Forward time: 2.2736, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.1388 [2020-11-09 02:37:19,581][root][INFO] - ===> Epoch[299](7760/26): Loss 0.4973, Sem 0.3254, dir -0.1163, norm 0.2882, swav 0.0000 LR: 2.602e-02 Score 88.534 Data time: 0.2234, Forward time: 2.2736, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.0526 [2020-11-09 02:37:24,330][root][INFO] - ===> Epoch[299](7761/26): Loss 0.5678, Sem 0.3577, dir -0.1819, norm 0.3920, swav 0.0000 LR: 2.601e-02 Score 87.352 Data time: 0.1627, Forward time: 2.2736, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 4.6233 [2020-11-09 02:37:29,720][root][INFO] - ===> Epoch[299](7762/26): Loss 0.7068, Sem 0.4371, dir -0.1320, norm 0.4017, swav 0.0000 LR: 2.600e-02 Score 86.111 Data time: 0.2675, Forward time: 2.2736, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 5.2952 [2020-11-09 02:37:35,182][root][INFO] - ===> Epoch[299](7763/26): Loss 0.5756, Sem 0.3367, dir -0.0787, norm 0.3176, swav 0.0000 LR: 2.599e-02 Score 88.459 Data time: 0.1961, Forward time: 2.2736, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 5.3405 [2020-11-09 02:37:40,401][root][INFO] - ===> Epoch[299](7764/26): Loss 0.5857, Sem 0.3660, dir -0.1168, norm 0.3365, swav 0.0000 LR: 2.598e-02 Score 88.053 Data time: 0.2035, Forward time: 2.2736, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 5.1334 [2020-11-09 02:37:45,472][root][INFO] - ===> Epoch[299](7765/26): Loss 0.5039, Sem 0.3183, dir -0.1045, norm 0.2901, swav 0.0000 LR: 2.597e-02 Score 89.618 Data time: 0.1674, Forward time: 2.2735, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 4.9563 [2020-11-09 02:37:50,049][root][INFO] - ===> Epoch[299](7766/26): Loss 0.6296, Sem 0.4381, dir -0.1543, norm 0.3458, swav 0.0000 LR: 2.596e-02 Score 85.229 Data time: 0.1764, Forward time: 2.2734, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 4.4812 [2020-11-09 02:37:55,964][root][INFO] - ===> Epoch[299](7767/26): Loss 0.5406, Sem 0.3623, dir -0.1349, norm 0.3132, swav 0.0000 LR: 2.595e-02 Score 88.186 Data time: 0.2167, Forward time: 2.2734, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 5.8088 [2020-11-09 02:38:01,220][root][INFO] - ===> Epoch[299](7768/26): Loss 0.6054, Sem 0.3861, dir -0.1304, norm 0.3497, swav 0.0000 LR: 2.594e-02 Score 86.573 Data time: 0.2431, Forward time: 2.2735, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 5.1397 [2020-11-09 02:38:07,524][root][INFO] - ===> Epoch[299](7769/26): Loss 0.6877, Sem 0.4170, dir -0.1536, norm 0.4244, swav 0.0000 LR: 2.593e-02 Score 85.454 Data time: 0.2669, Forward time: 2.2735, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 6.1751 [2020-11-09 02:38:14,815][root][INFO] - ===> Epoch[299](7770/26): Loss 0.6227, Sem 0.4165, dir -0.1622, norm 0.3684, swav 0.0000 LR: 2.592e-02 Score 87.307 Data time: 0.2045, Forward time: 2.2735, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 7.1625 [2020-11-09 02:38:22,619][root][INFO] - ===> Epoch[299](7771/26): Loss 0.5515, Sem 0.4120, dir -0.1602, norm 0.2997, swav 0.0000 LR: 2.591e-02 Score 87.588 Data time: 0.1660, Forward time: 2.2735, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 7.6843 [2020-11-09 02:38:29,180][root][INFO] - ===> Epoch[299](7772/26): Loss 0.6118, Sem 0.3554, dir -0.0952, norm 0.3516, swav 0.0000 LR: 2.590e-02 Score 89.888 Data time: 0.2110, Forward time: 2.2735, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.4549 [2020-11-09 02:38:34,865][root][INFO] - ===> Epoch[299](7773/26): Loss 0.6010, Sem 0.3709, dir -0.0593, norm 0.2894, swav 0.0000 LR: 2.589e-02 Score 88.999 Data time: 0.1453, Forward time: 2.2734, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.5526 [2020-11-09 02:38:40,864][root][INFO] - ===> Epoch[299](7774/26): Loss 0.5379, Sem 0.3763, dir -0.1431, norm 0.3046, swav 0.0000 LR: 2.588e-02 Score 88.259 Data time: 0.1620, Forward time: 2.2733, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 5.8889 [2020-11-09 02:38:45,498][root][INFO] - ===> Epoch[300](7775/26): Loss 0.5264, Sem 0.3391, dir -0.1159, norm 0.3032, swav 0.0000 LR: 2.587e-02 Score 90.578 Data time: 0.1814, Forward time: 2.2733, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 4.5240 [2020-11-09 02:38:51,232][root][INFO] - ===> Epoch[300](7776/26): Loss 0.6025, Sem 0.3822, dir -0.0997, norm 0.3200, swav 0.0000 LR: 2.586e-02 Score 88.389 Data time: 0.2075, Forward time: 2.2732, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.6178 [2020-11-09 02:38:56,801][root][INFO] - ===> Epoch[300](7777/26): Loss 0.6475, Sem 0.3960, dir -0.1265, norm 0.3780, swav 0.0000 LR: 2.585e-02 Score 88.400 Data time: 0.2210, Forward time: 2.2732, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.4565 [2020-11-09 02:39:01,756][root][INFO] - ===> Epoch[300](7778/26): Loss 0.4920, Sem 0.2425, dir -0.0704, norm 0.3199, swav 0.0000 LR: 2.583e-02 Score 92.341 Data time: 0.2255, Forward time: 2.2732, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.8454 [2020-11-09 02:39:08,697][root][INFO] - ===> Epoch[300](7779/26): Loss 0.4570, Sem 0.2998, dir -0.1236, norm 0.2808, swav 0.0000 LR: 2.582e-02 Score 89.190 Data time: 0.1859, Forward time: 2.2732, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 6.8239 [2020-11-09 02:39:15,016][root][INFO] - ===> Epoch[300](7780/26): Loss 0.6742, Sem 0.4485, dir -0.0728, norm 0.2985, swav 0.0000 LR: 2.581e-02 Score 84.026 Data time: 0.3009, Forward time: 2.2733, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 6.2224 [2020-11-09 02:39:20,426][root][INFO] - ===> Epoch[300](7781/26): Loss 0.6482, Sem 0.3633, dir -0.1189, norm 0.4039, swav 0.0000 LR: 2.580e-02 Score 88.842 Data time: 0.2174, Forward time: 2.2733, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.2638 [2020-11-09 02:39:25,373][root][INFO] - ===> Epoch[300](7782/26): Loss 0.4553, Sem 0.2701, dir -0.1625, norm 0.3477, swav 0.0000 LR: 2.579e-02 Score 90.777 Data time: 0.2359, Forward time: 2.2733, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.8302 [2020-11-09 02:39:31,737][root][INFO] - ===> Epoch[300](7783/26): Loss 0.5639, Sem 0.2963, dir -0.1317, norm 0.3992, swav 0.0000 LR: 2.578e-02 Score 91.278 Data time: 0.1979, Forward time: 2.2733, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 6.2509 [2020-11-09 02:39:37,540][root][INFO] - ===> Epoch[300](7784/26): Loss 0.6000, Sem 0.3205, dir -0.0954, norm 0.3748, swav 0.0000 LR: 2.577e-02 Score 90.399 Data time: 0.2700, Forward time: 2.2734, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.7039 [2020-11-09 02:39:43,506][root][INFO] - ===> Epoch[300](7785/26): Loss 0.7489, Sem 0.4100, dir -0.0969, norm 0.4358, swav 0.0000 LR: 2.576e-02 Score 86.480 Data time: 0.1757, Forward time: 2.2733, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.8368 [2020-11-09 02:39:50,331][root][INFO] - ===> Epoch[300](7786/26): Loss 0.6805, Sem 0.3958, dir -0.0796, norm 0.3642, swav 0.0000 LR: 2.575e-02 Score 87.317 Data time: 0.1720, Forward time: 2.2733, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 6.7440 [2020-11-09 02:39:56,320][root][INFO] - ===> Epoch[300](7787/26): Loss 0.6349, Sem 0.4197, dir -0.1334, norm 0.3485, swav 0.0000 LR: 2.574e-02 Score 87.370 Data time: 0.1886, Forward time: 2.2732, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.8668 [2020-11-09 02:40:01,051][root][INFO] - ===> Epoch[300](7788/26): Loss 0.6955, Sem 0.3893, dir -0.1583, norm 0.4644, swav 0.0000 LR: 2.573e-02 Score 88.612 Data time: 0.2437, Forward time: 2.2732, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 4.6159 [2020-11-09 02:40:05,098][root][INFO] - ===> Epoch[300](7789/26): Loss 0.5304, Sem 0.3511, dir -0.1677, norm 0.3470, swav 0.0000 LR: 2.572e-02 Score 90.230 Data time: 0.1720, Forward time: 2.2731, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 3.9514 [2020-11-09 02:40:10,024][root][INFO] - ===> Epoch[300](7790/26): Loss 0.6024, Sem 0.3812, dir -0.0907, norm 0.3119, swav 0.0000 LR: 2.571e-02 Score 86.527 Data time: 0.2334, Forward time: 2.2731, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.8290 [2020-11-09 02:40:15,146][root][INFO] - ===> Epoch[300](7791/26): Loss 0.6625, Sem 0.4239, dir -0.1655, norm 0.4041, swav 0.0000 LR: 2.570e-02 Score 86.348 Data time: 0.2618, Forward time: 2.2732, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 4.9987 [2020-11-09 02:40:20,885][root][INFO] - ===> Epoch[300](7792/26): Loss 0.7023, Sem 0.5130, dir -0.1528, norm 0.3421, swav 0.0000 LR: 2.569e-02 Score 81.054 Data time: 0.2573, Forward time: 2.2732, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.5927 [2020-11-09 02:40:27,462][root][INFO] - ===> Epoch[300](7793/26): Loss 0.5223, Sem 0.3360, dir -0.1208, norm 0.3071, swav 0.0000 LR: 2.568e-02 Score 90.382 Data time: 0.1999, Forward time: 2.2732, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.4670 [2020-11-09 02:40:33,636][root][INFO] - ===> Epoch[300](7794/26): Loss 0.6966, Sem 0.3952, dir -0.1144, norm 0.4158, swav 0.0000 LR: 2.567e-02 Score 86.619 Data time: 0.2227, Forward time: 2.2732, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.0604 [2020-11-09 02:40:40,425][root][INFO] - ===> Epoch[300](7795/26): Loss 0.6404, Sem 0.4356, dir -0.1504, norm 0.3552, swav 0.0000 LR: 2.566e-02 Score 89.022 Data time: 0.2137, Forward time: 2.2731, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 6.6834 [2020-11-09 02:40:45,762][root][INFO] - ===> Epoch[300](7796/26): Loss 0.5350, Sem 0.3542, dir -0.1708, norm 0.3517, swav 0.0000 LR: 2.565e-02 Score 86.860 Data time: 0.1823, Forward time: 2.2731, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.2236 [2020-11-09 02:40:50,622][root][INFO] - ===> Epoch[300](7797/26): Loss 0.6519, Sem 0.3589, dir -0.1223, norm 0.4153, swav 0.0000 LR: 2.564e-02 Score 88.063 Data time: 0.1770, Forward time: 2.2730, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 4.7737 [2020-11-09 02:40:56,911][root][INFO] - ===> Epoch[300](7798/26): Loss 0.5879, Sem 0.3246, dir -0.1212, norm 0.3845, swav 0.0000 LR: 2.563e-02 Score 87.926 Data time: 0.2158, Forward time: 2.2730, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 6.2168 [2020-11-09 02:41:03,606][root][INFO] - ===> Epoch[300](7799/26): Loss 0.4946, Sem 0.3297, dir -0.0826, norm 0.2475, swav 0.0000 LR: 2.562e-02 Score 90.122 Data time: 0.2382, Forward time: 2.2730, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 6.5648 [2020-11-09 02:41:08,938][root][INFO] - ===> Epoch[300](7800/26): Loss 0.5783, Sem 0.2945, dir -0.1395, norm 0.4233, swav 0.0000 LR: 2.560e-02 Score 89.902 Data time: 0.2574, Forward time: 2.2731, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.1997 [2020-11-09 02:41:13,427][root][INFO] - ===> Epoch[301](7801/26): Loss 0.7705, Sem 0.3821, dir -0.0895, norm 0.4779, swav 0.0000 LR: 2.559e-02 Score 89.615 Data time: 0.1753, Forward time: 2.2731, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.3656 [2020-11-09 02:41:19,183][root][INFO] - ===> Epoch[301](7802/26): Loss 0.5493, Sem 0.3395, dir -0.1545, norm 0.3643, swav 0.0000 LR: 2.558e-02 Score 88.976 Data time: 0.1862, Forward time: 2.2730, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.6813 [2020-11-09 02:41:24,718][root][INFO] - ===> Epoch[301](7803/26): Loss 0.5092, Sem 0.3132, dir -0.0827, norm 0.2787, swav 0.0000 LR: 2.557e-02 Score 90.204 Data time: 0.2050, Forward time: 2.2730, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.4262 [2020-11-09 02:41:31,184][root][INFO] - ===> Epoch[301](7804/26): Loss 0.6128, Sem 0.3625, dir -0.1210, norm 0.3713, swav 0.0000 LR: 2.556e-02 Score 89.464 Data time: 0.1616, Forward time: 2.2730, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 6.3293 [2020-11-09 02:41:37,828][root][INFO] - ===> Epoch[301](7805/26): Loss 0.5667, Sem 0.2953, dir -0.1082, norm 0.3796, swav 0.0000 LR: 2.555e-02 Score 90.814 Data time: 0.1673, Forward time: 2.2729, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.5566 [2020-11-09 02:41:43,392][root][INFO] - ===> Epoch[301](7806/26): Loss 0.5813, Sem 0.3509, dir -0.1295, norm 0.3599, swav 0.0000 LR: 2.554e-02 Score 89.284 Data time: 0.1841, Forward time: 2.2729, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.4665 [2020-11-09 02:41:48,807][root][INFO] - ===> Epoch[301](7807/26): Loss 0.5935, Sem 0.4068, dir -0.1204, norm 0.3071, swav 0.0000 LR: 2.553e-02 Score 87.100 Data time: 0.1419, Forward time: 2.2728, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.2835 [2020-11-09 02:41:54,631][root][INFO] - ===> Epoch[301](7808/26): Loss 0.6108, Sem 0.3468, dir -0.1003, norm 0.3643, swav 0.0000 LR: 2.552e-02 Score 89.132 Data time: 0.2200, Forward time: 2.2727, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.7296 [2020-11-09 02:42:01,002][root][INFO] - ===> Epoch[301](7809/26): Loss 0.5229, Sem 0.3236, dir -0.1096, norm 0.3089, swav 0.0000 LR: 2.551e-02 Score 89.952 Data time: 0.3240, Forward time: 2.2729, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.2657 [2020-11-09 02:42:07,765][root][INFO] - ===> Epoch[301](7810/26): Loss 0.5434, Sem 0.3927, dir -0.1056, norm 0.2563, swav 0.0000 LR: 2.550e-02 Score 90.096 Data time: 0.1775, Forward time: 2.2728, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 6.6168 [2020-11-09 02:42:13,366][root][INFO] - ===> Epoch[301](7811/26): Loss 0.5001, Sem 0.3433, dir -0.1383, norm 0.2951, swav 0.0000 LR: 2.549e-02 Score 90.430 Data time: 0.1702, Forward time: 2.2728, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.4844 [2020-11-09 02:42:19,133][root][INFO] - ===> Epoch[301](7812/26): Loss 0.6156, Sem 0.3325, dir -0.0861, norm 0.3691, swav 0.0000 LR: 2.548e-02 Score 89.566 Data time: 0.1895, Forward time: 2.2727, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.6679 [2020-11-09 02:42:24,303][root][INFO] - ===> Epoch[301](7813/26): Loss 0.6564, Sem 0.3954, dir -0.1045, norm 0.3655, swav 0.0000 LR: 2.547e-02 Score 86.035 Data time: 0.2498, Forward time: 2.2728, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.0271 [2020-11-09 02:42:29,146][root][INFO] - ===> Epoch[301](7814/26): Loss 0.8125, Sem 0.3940, dir -0.0868, norm 0.5054, swav 0.0000 LR: 2.546e-02 Score 87.527 Data time: 0.1505, Forward time: 2.2727, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 4.7165 [2020-11-09 02:42:35,178][root][INFO] - ===> Epoch[301](7815/26): Loss 0.5761, Sem 0.3308, dir -0.0826, norm 0.3279, swav 0.0000 LR: 2.545e-02 Score 90.918 Data time: 0.1771, Forward time: 2.2726, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.9449 [2020-11-09 02:42:40,689][root][INFO] - ===> Epoch[301](7816/26): Loss 0.4985, Sem 0.3244, dir -0.1818, norm 0.3559, swav 0.0000 LR: 2.544e-02 Score 88.764 Data time: 0.1862, Forward time: 2.2726, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.4069 [2020-11-09 02:42:46,232][root][INFO] - ===> Epoch[301](7817/26): Loss 0.6496, Sem 0.3817, dir -0.0753, norm 0.3432, swav 0.0000 LR: 2.543e-02 Score 88.175 Data time: 0.2081, Forward time: 2.2726, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.4308 [2020-11-09 02:42:52,778][root][INFO] - ===> Epoch[301](7818/26): Loss 0.6899, Sem 0.3997, dir -0.1093, norm 0.3996, swav 0.0000 LR: 2.542e-02 Score 86.008 Data time: 0.1862, Forward time: 2.2726, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.4259 [2020-11-09 02:42:57,722][root][INFO] - ===> Epoch[301](7819/26): Loss 0.5198, Sem 0.3098, dir -0.1662, norm 0.3762, swav 0.0000 LR: 2.541e-02 Score 89.727 Data time: 0.2135, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 4.8382 [2020-11-09 02:43:03,671][root][INFO] - ===> Epoch[301](7820/26): Loss 0.6493, Sem 0.4135, dir -0.1013, norm 0.3371, swav 0.0000 LR: 2.540e-02 Score 86.864 Data time: 0.2768, Forward time: 2.2726, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.8211 [2020-11-09 02:43:08,740][root][INFO] - ===> Epoch[301](7821/26): Loss 0.6899, Sem 0.4164, dir -0.1580, norm 0.4315, swav 0.0000 LR: 2.538e-02 Score 86.302 Data time: 0.1940, Forward time: 2.2726, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 4.9182 [2020-11-09 02:43:13,614][root][INFO] - ===> Epoch[301](7822/26): Loss 0.7018, Sem 0.3814, dir -0.0595, norm 0.3799, swav 0.0000 LR: 2.537e-02 Score 88.366 Data time: 0.2425, Forward time: 2.2726, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 4.7541 [2020-11-09 02:43:19,598][root][INFO] - ===> Epoch[301](7823/26): Loss 0.4901, Sem 0.3130, dir -0.1533, norm 0.3305, swav 0.0000 LR: 2.536e-02 Score 88.623 Data time: 0.1718, Forward time: 2.2726, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.8582 [2020-11-09 02:43:26,179][root][INFO] - ===> Epoch[301](7824/26): Loss 0.7870, Sem 0.4343, dir -0.0957, norm 0.4485, swav 0.0000 LR: 2.535e-02 Score 86.919 Data time: 0.1780, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.4838 [2020-11-09 02:43:32,794][root][INFO] - ===> Epoch[301](7825/26): Loss 0.4497, Sem 0.3143, dir -0.1246, norm 0.2599, swav 0.0000 LR: 2.534e-02 Score 89.537 Data time: 0.2275, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.5482 [2020-11-09 02:43:38,075][root][INFO] - ===> Epoch[301](7826/26): Loss 0.5886, Sem 0.2662, dir -0.1106, norm 0.4330, swav 0.0000 LR: 2.533e-02 Score 91.235 Data time: 0.2202, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.1752 [2020-11-09 02:43:42,903][root][INFO] - ===> Epoch[302](7827/26): Loss 0.6602, Sem 0.3209, dir -0.1060, norm 0.4453, swav 0.0000 LR: 2.532e-02 Score 88.620 Data time: 0.1837, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 4.7012 [2020-11-09 02:43:48,603][root][INFO] - ===> Epoch[302](7828/26): Loss 0.5270, Sem 0.3136, dir -0.1152, norm 0.3286, swav 0.0000 LR: 2.531e-02 Score 89.094 Data time: 0.2107, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.5952 [2020-11-09 02:43:55,000][root][INFO] - ===> Epoch[302](7829/26): Loss 0.5207, Sem 0.3303, dir -0.0804, norm 0.2708, swav 0.0000 LR: 2.530e-02 Score 88.653 Data time: 0.2689, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.2565 [2020-11-09 02:44:00,653][root][INFO] - ===> Epoch[302](7830/26): Loss 0.7879, Sem 0.4524, dir -0.0638, norm 0.3993, swav 0.0000 LR: 2.529e-02 Score 84.344 Data time: 0.1553, Forward time: 2.2724, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.5178 [2020-11-09 02:44:06,110][root][INFO] - ===> Epoch[302](7831/26): Loss 0.5522, Sem 0.3023, dir -0.1186, norm 0.3685, swav 0.0000 LR: 2.528e-02 Score 90.681 Data time: 0.2051, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.3344 [2020-11-09 02:44:11,303][root][INFO] - ===> Epoch[302](7832/26): Loss 0.5843, Sem 0.3963, dir -0.2087, norm 0.3966, swav 0.0000 LR: 2.527e-02 Score 87.333 Data time: 0.2602, Forward time: 2.2725, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.0661 [2020-11-09 02:44:15,902][root][INFO] - ===> Epoch[302](7833/26): Loss 0.5812, Sem 0.3333, dir -0.1304, norm 0.3783, swav 0.0000 LR: 2.526e-02 Score 89.849 Data time: 0.2098, Forward time: 2.2724, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 4.4735 [2020-11-09 02:44:23,398][root][INFO] - ===> Epoch[302](7834/26): Loss 0.7486, Sem 0.4900, dir -0.0675, norm 0.3261, swav 0.0000 LR: 2.525e-02 Score 85.846 Data time: 0.3685, Forward time: 2.2726, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 7.3870 [2020-11-09 02:44:28,953][root][INFO] - ===> Epoch[302](7835/26): Loss 0.6710, Sem 0.3759, dir -0.1123, norm 0.4075, swav 0.0000 LR: 2.524e-02 Score 89.419 Data time: 0.2527, Forward time: 2.2727, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.4298 [2020-11-09 02:44:34,393][root][INFO] - ===> Epoch[302](7836/26): Loss 0.5228, Sem 0.3454, dir -0.1860, norm 0.3633, swav 0.0000 LR: 2.523e-02 Score 87.839 Data time: 0.1910, Forward time: 2.2727, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.3010 [2020-11-09 02:44:40,184][root][INFO] - ===> Epoch[302](7837/26): Loss 0.7251, Sem 0.4520, dir -0.0709, norm 0.3440, swav 0.0000 LR: 2.522e-02 Score 86.931 Data time: 0.2205, Forward time: 2.2727, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.6811 [2020-11-09 02:44:45,649][root][INFO] - ===> Epoch[302](7838/26): Loss 0.4642, Sem 0.3170, dir -0.1416, norm 0.2887, swav 0.0000 LR: 2.521e-02 Score 87.527 Data time: 0.1796, Forward time: 2.2726, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.3349 [2020-11-09 02:44:51,094][root][INFO] - ===> Epoch[302](7839/26): Loss 0.5138, Sem 0.3739, dir -0.1787, norm 0.3187, swav 0.0000 LR: 2.520e-02 Score 87.891 Data time: 0.2270, Forward time: 2.2726, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.3287 [2020-11-09 02:44:56,695][root][INFO] - ===> Epoch[302](7840/26): Loss 0.5694, Sem 0.3821, dir -0.1605, norm 0.3478, swav 0.0000 LR: 2.519e-02 Score 90.281 Data time: 0.1623, Forward time: 2.2726, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.4715 [2020-11-09 02:45:02,643][root][INFO] - ===> Epoch[302](7841/26): Loss 0.6199, Sem 0.2633, dir -0.0641, norm 0.4207, swav 0.0000 LR: 2.517e-02 Score 91.733 Data time: 0.2233, Forward time: 2.2726, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.8665 [2020-11-09 02:45:09,345][root][INFO] - ===> Epoch[302](7842/26): Loss 0.5569, Sem 0.3290, dir -0.1408, norm 0.3687, swav 0.0000 LR: 2.516e-02 Score 87.758 Data time: 0.2268, Forward time: 2.2726, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.5720 [2020-11-09 02:45:15,543][root][INFO] - ===> Epoch[302](7843/26): Loss 0.5692, Sem 0.4160, dir -0.1468, norm 0.3000, swav 0.0000 LR: 2.515e-02 Score 86.746 Data time: 0.1881, Forward time: 2.2725, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 6.0715 [2020-11-09 02:45:22,560][root][INFO] - ===> Epoch[302](7844/26): Loss 0.5281, Sem 0.3437, dir -0.1570, norm 0.3413, swav 0.0000 LR: 2.514e-02 Score 87.179 Data time: 0.2859, Forward time: 2.2726, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.9401 [2020-11-09 02:45:29,342][root][INFO] - ===> Epoch[302](7845/26): Loss 0.5302, Sem 0.3497, dir -0.1835, norm 0.3640, swav 0.0000 LR: 2.513e-02 Score 86.269 Data time: 0.1678, Forward time: 2.2726, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 6.6195 [2020-11-09 02:45:34,559][root][INFO] - ===> Epoch[302](7846/26): Loss 0.6710, Sem 0.4288, dir -0.1614, norm 0.4036, swav 0.0000 LR: 2.512e-02 Score 87.648 Data time: 0.2219, Forward time: 2.2726, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.1050 [2020-11-09 02:45:41,978][root][INFO] - ===> Epoch[302](7847/26): Loss 0.5657, Sem 0.3625, dir -0.0945, norm 0.2978, swav 0.0000 LR: 2.511e-02 Score 87.689 Data time: 0.2090, Forward time: 2.2726, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 7.3156 [2020-11-09 02:45:47,403][root][INFO] - ===> Epoch[302](7848/26): Loss 0.4612, Sem 0.3305, dir -0.2002, norm 0.3310, swav 0.0000 LR: 2.510e-02 Score 88.517 Data time: 0.1741, Forward time: 2.2725, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.3098 [2020-11-09 02:45:53,623][root][INFO] - ===> Epoch[302](7849/26): Loss 0.5771, Sem 0.3702, dir -0.1078, norm 0.3146, swav 0.0000 LR: 2.509e-02 Score 86.738 Data time: 0.2957, Forward time: 2.2726, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 6.1207 [2020-11-09 02:45:58,469][root][INFO] - ===> Epoch[302](7850/26): Loss 0.5229, Sem 0.3662, dir -0.1570, norm 0.3137, swav 0.0000 LR: 2.508e-02 Score 88.095 Data time: 0.2201, Forward time: 2.2726, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.7306 [2020-11-09 02:46:03,802][root][INFO] - ===> Epoch[302](7851/26): Loss 0.4900, Sem 0.3443, dir -0.1049, norm 0.2505, swav 0.0000 LR: 2.507e-02 Score 87.416 Data time: 0.2680, Forward time: 2.2727, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.2266 [2020-11-09 02:46:09,299][root][INFO] - ===> Epoch[302](7852/26): Loss 0.5002, Sem 0.3374, dir -0.1464, norm 0.3092, swav 0.0000 LR: 2.506e-02 Score 89.914 Data time: 0.1863, Forward time: 2.2726, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.3844 [2020-11-09 02:46:16,767][root][INFO] - ===> Epoch[303](7853/26): Loss 0.4504, Sem 0.2778, dir -0.1285, norm 0.3012, swav 0.0000 LR: 2.505e-02 Score 89.845 Data time: 0.1776, Forward time: 2.2726, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 7.3572 [2020-11-09 02:46:22,926][root][INFO] - ===> Epoch[303](7854/26): Loss 0.5464, Sem 0.3793, dir -0.1443, norm 0.3115, swav 0.0000 LR: 2.504e-02 Score 89.817 Data time: 0.2335, Forward time: 2.2726, Backward time: 3.0854, DDP time: 0.0060, Total iter time: 6.0824 [2020-11-09 02:46:27,962][root][INFO] - ===> Epoch[303](7855/26): Loss 0.5025, Sem 0.3125, dir -0.1602, norm 0.3502, swav 0.0000 LR: 2.503e-02 Score 89.649 Data time: 0.2419, Forward time: 2.2726, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 4.9165 [2020-11-09 02:46:32,740][root][INFO] - ===> Epoch[303](7856/26): Loss 0.5807, Sem 0.3523, dir -0.1440, norm 0.3724, swav 0.0000 LR: 2.502e-02 Score 89.114 Data time: 0.1885, Forward time: 2.2726, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.6398 [2020-11-09 02:46:37,787][root][INFO] - ===> Epoch[303](7857/26): Loss 0.5535, Sem 0.3809, dir -0.0862, norm 0.2588, swav 0.0000 LR: 2.501e-02 Score 88.085 Data time: 0.1341, Forward time: 2.2724, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 4.9318 [2020-11-09 02:46:43,807][root][INFO] - ===> Epoch[303](7858/26): Loss 0.6179, Sem 0.4002, dir -0.1292, norm 0.3469, swav 0.0000 LR: 2.500e-02 Score 86.048 Data time: 0.2838, Forward time: 2.2725, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 5.9890 [2020-11-09 02:46:48,258][root][INFO] - ===> Epoch[303](7859/26): Loss 0.4222, Sem 0.3100, dir -0.1301, norm 0.2422, swav 0.0000 LR: 2.499e-02 Score 88.670 Data time: 0.1798, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 4.3410 [2020-11-09 02:46:53,627][root][INFO] - ===> Epoch[303](7860/26): Loss 0.5725, Sem 0.3885, dir -0.0989, norm 0.2828, swav 0.0000 LR: 2.498e-02 Score 87.688 Data time: 0.1613, Forward time: 2.2724, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.2532 [2020-11-09 02:46:59,602][root][INFO] - ===> Epoch[303](7861/26): Loss 0.6331, Sem 0.4035, dir -0.1476, norm 0.3773, swav 0.0000 LR: 2.497e-02 Score 87.569 Data time: 0.2110, Forward time: 2.2724, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 5.8832 [2020-11-09 02:47:04,637][root][INFO] - ===> Epoch[303](7862/26): Loss 0.6232, Sem 0.3284, dir -0.0771, norm 0.3719, swav 0.0000 LR: 2.495e-02 Score 90.064 Data time: 0.2176, Forward time: 2.2723, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 4.9060 [2020-11-09 02:47:10,552][root][INFO] - ===> Epoch[303](7863/26): Loss 0.6766, Sem 0.4127, dir -0.1421, norm 0.4060, swav 0.0000 LR: 2.494e-02 Score 87.562 Data time: 0.2948, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.8093 [2020-11-09 02:47:16,303][root][INFO] - ===> Epoch[303](7864/26): Loss 0.6279, Sem 0.3693, dir -0.1347, norm 0.3933, swav 0.0000 LR: 2.493e-02 Score 87.129 Data time: 0.2300, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.6281 [2020-11-09 02:47:23,392][root][INFO] - ===> Epoch[303](7865/26): Loss 0.5082, Sem 0.3211, dir -0.1361, norm 0.3232, swav 0.0000 LR: 2.492e-02 Score 88.767 Data time: 0.2318, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.9534 [2020-11-09 02:47:29,993][root][INFO] - ===> Epoch[303](7866/26): Loss 0.6072, Sem 0.3477, dir -0.1331, norm 0.3926, swav 0.0000 LR: 2.491e-02 Score 89.238 Data time: 0.1797, Forward time: 2.2725, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 6.4663 [2020-11-09 02:47:35,950][root][INFO] - ===> Epoch[303](7867/26): Loss 0.6868, Sem 0.3875, dir -0.1331, norm 0.4324, swav 0.0000 LR: 2.490e-02 Score 87.718 Data time: 0.1919, Forward time: 2.2725, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.8841 [2020-11-09 02:47:40,960][root][INFO] - ===> Epoch[303](7868/26): Loss 0.5246, Sem 0.2544, dir -0.1262, norm 0.3964, swav 0.0000 LR: 2.489e-02 Score 93.218 Data time: 0.1985, Forward time: 2.2725, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.9109 [2020-11-09 02:47:47,355][root][INFO] - ===> Epoch[303](7869/26): Loss 0.6143, Sem 0.3561, dir -0.0980, norm 0.3562, swav 0.0000 LR: 2.488e-02 Score 88.901 Data time: 0.1750, Forward time: 2.2724, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 6.2798 [2020-11-09 02:47:52,698][root][INFO] - ===> Epoch[303](7870/26): Loss 0.6374, Sem 0.3747, dir -0.1114, norm 0.3742, swav 0.0000 LR: 2.487e-02 Score 89.046 Data time: 0.2018, Forward time: 2.2724, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 5.2671 [2020-11-09 02:47:57,198][root][INFO] - ===> Epoch[303](7871/26): Loss 0.5450, Sem 0.2993, dir -0.1030, norm 0.3487, swav 0.0000 LR: 2.486e-02 Score 90.003 Data time: 0.1764, Forward time: 2.2723, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.3935 [2020-11-09 02:48:03,713][root][INFO] - ===> Epoch[303](7872/26): Loss 0.6366, Sem 0.3474, dir -0.0770, norm 0.3661, swav 0.0000 LR: 2.485e-02 Score 90.455 Data time: 0.2264, Forward time: 2.2723, Backward time: 3.0853, DDP time: 0.0060, Total iter time: 6.4317 [2020-11-09 02:48:08,515][root][INFO] - ===> Epoch[303](7873/26): Loss 0.5220, Sem 0.3006, dir -0.1634, norm 0.3848, swav 0.0000 LR: 2.484e-02 Score 88.522 Data time: 0.2397, Forward time: 2.2723, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.6903 [2020-11-09 02:48:13,446][root][INFO] - ===> Epoch[303](7874/26): Loss 0.7103, Sem 0.4053, dir -0.1586, norm 0.4637, swav 0.0000 LR: 2.483e-02 Score 87.970 Data time: 0.2639, Forward time: 2.2724, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 4.8260 [2020-11-09 02:48:18,494][root][INFO] - ===> Epoch[303](7875/26): Loss 0.6555, Sem 0.3113, dir -0.0778, norm 0.4220, swav 0.0000 LR: 2.482e-02 Score 89.368 Data time: 0.2399, Forward time: 2.2724, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 4.9278 [2020-11-09 02:48:24,663][root][INFO] - ===> Epoch[303](7876/26): Loss 0.7145, Sem 0.3492, dir -0.1228, norm 0.4882, swav 0.0000 LR: 2.481e-02 Score 86.694 Data time: 0.2514, Forward time: 2.2724, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 6.0694 [2020-11-09 02:48:30,409][root][INFO] - ===> Epoch[303](7877/26): Loss 0.6675, Sem 0.3576, dir -0.1096, norm 0.4196, swav 0.0000 LR: 2.480e-02 Score 88.599 Data time: 0.2129, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.6181 [2020-11-09 02:48:35,969][root][INFO] - ===> Epoch[303](7878/26): Loss 0.5311, Sem 0.3250, dir -0.0940, norm 0.3001, swav 0.0000 LR: 2.479e-02 Score 87.593 Data time: 0.2642, Forward time: 2.2725, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.4542 [2020-11-09 02:48:42,152][root][INFO] - ===> Epoch[304](7879/26): Loss 0.6845, Sem 0.3359, dir -0.0873, norm 0.4359, swav 0.0000 LR: 2.478e-02 Score 90.578 Data time: 0.1793, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.0649 [2020-11-09 02:48:48,085][root][INFO] - ===> Epoch[304](7880/26): Loss 0.5951, Sem 0.3790, dir -0.0997, norm 0.3157, swav 0.0000 LR: 2.477e-02 Score 88.010 Data time: 0.1995, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.8394 [2020-11-09 02:48:54,035][root][INFO] - ===> Epoch[304](7881/26): Loss 0.4958, Sem 0.2617, dir -0.1006, norm 0.3348, swav 0.0000 LR: 2.476e-02 Score 91.180 Data time: 0.1892, Forward time: 2.2724, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.8259 [2020-11-09 02:48:59,263][root][INFO] - ===> Epoch[304](7882/26): Loss 0.5533, Sem 0.3168, dir -0.1076, norm 0.3441, swav 0.0000 LR: 2.474e-02 Score 88.789 Data time: 0.2204, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.1323 [2020-11-09 02:49:04,742][root][INFO] - ===> Epoch[304](7883/26): Loss 0.5032, Sem 0.3019, dir -0.1407, norm 0.3420, swav 0.0000 LR: 2.473e-02 Score 88.978 Data time: 0.1647, Forward time: 2.2723, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.3701 [2020-11-09 02:49:09,395][root][INFO] - ===> Epoch[304](7884/26): Loss 0.6802, Sem 0.3756, dir -0.0876, norm 0.3922, swav 0.0000 LR: 2.472e-02 Score 88.542 Data time: 0.2691, Forward time: 2.2723, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 4.5462 [2020-11-09 02:49:14,288][root][INFO] - ===> Epoch[304](7885/26): Loss 0.6257, Sem 0.3458, dir -0.1353, norm 0.4152, swav 0.0000 LR: 2.471e-02 Score 87.357 Data time: 0.2228, Forward time: 2.2724, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 4.7807 [2020-11-09 02:49:19,596][root][INFO] - ===> Epoch[304](7886/26): Loss 0.6944, Sem 0.4326, dir -0.1480, norm 0.4098, swav 0.0000 LR: 2.470e-02 Score 86.597 Data time: 0.1633, Forward time: 2.2723, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 5.1946 [2020-11-09 02:49:25,652][root][INFO] - ===> Epoch[304](7887/26): Loss 0.4669, Sem 0.3014, dir -0.1040, norm 0.2695, swav 0.0000 LR: 2.469e-02 Score 91.016 Data time: 0.2179, Forward time: 2.2723, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.9665 [2020-11-09 02:49:30,709][root][INFO] - ===> Epoch[304](7888/26): Loss 0.6832, Sem 0.4447, dir -0.1112, norm 0.3497, swav 0.0000 LR: 2.468e-02 Score 84.586 Data time: 0.2061, Forward time: 2.2723, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 4.9504 [2020-11-09 02:49:37,250][root][INFO] - ===> Epoch[304](7889/26): Loss 0.6675, Sem 0.4177, dir -0.1486, norm 0.3985, swav 0.0000 LR: 2.467e-02 Score 86.887 Data time: 0.1735, Forward time: 2.2722, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.4321 [2020-11-09 02:49:42,616][root][INFO] - ===> Epoch[304](7890/26): Loss 0.5205, Sem 0.2885, dir -0.1547, norm 0.3868, swav 0.0000 LR: 2.466e-02 Score 90.305 Data time: 0.1952, Forward time: 2.2722, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.2788 [2020-11-09 02:49:48,523][root][INFO] - ===> Epoch[304](7891/26): Loss 0.6305, Sem 0.3805, dir -0.1533, norm 0.4034, swav 0.0000 LR: 2.465e-02 Score 87.144 Data time: 0.2600, Forward time: 2.2723, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.7976 [2020-11-09 02:49:54,293][root][INFO] - ===> Epoch[304](7892/26): Loss 0.6122, Sem 0.3759, dir -0.1172, norm 0.3535, swav 0.0000 LR: 2.464e-02 Score 88.968 Data time: 0.1813, Forward time: 2.2723, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.6463 [2020-11-09 02:50:00,876][root][INFO] - ===> Epoch[304](7893/26): Loss 0.7125, Sem 0.4405, dir -0.1345, norm 0.4065, swav 0.0000 LR: 2.463e-02 Score 85.776 Data time: 0.2726, Forward time: 2.2723, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.4679 [2020-11-09 02:50:07,112][root][INFO] - ===> Epoch[304](7894/26): Loss 0.6951, Sem 0.4499, dir -0.0916, norm 0.3367, swav 0.0000 LR: 2.462e-02 Score 85.653 Data time: 0.2948, Forward time: 2.2724, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.1086 [2020-11-09 02:50:13,684][root][INFO] - ===> Epoch[304](7895/26): Loss 0.7187, Sem 0.4494, dir -0.1237, norm 0.3929, swav 0.0000 LR: 2.461e-02 Score 85.729 Data time: 0.2293, Forward time: 2.2725, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.4361 [2020-11-09 02:50:19,866][root][INFO] - ===> Epoch[304](7896/26): Loss 0.5550, Sem 0.3483, dir -0.1543, norm 0.3611, swav 0.0000 LR: 2.460e-02 Score 89.251 Data time: 0.1759, Forward time: 2.2724, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 6.0611 [2020-11-09 02:50:26,290][root][INFO] - ===> Epoch[304](7897/26): Loss 0.6601, Sem 0.3497, dir -0.0653, norm 0.3757, swav 0.0000 LR: 2.459e-02 Score 88.336 Data time: 0.2650, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.3424 [2020-11-09 02:50:30,840][root][INFO] - ===> Epoch[304](7898/26): Loss 0.5474, Sem 0.3455, dir -0.2105, norm 0.4125, swav 0.0000 LR: 2.458e-02 Score 90.139 Data time: 0.2032, Forward time: 2.2725, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 4.4006 [2020-11-09 02:50:38,052][root][INFO] - ===> Epoch[304](7899/26): Loss 0.6702, Sem 0.4937, dir -0.1745, norm 0.3510, swav 0.0000 LR: 2.457e-02 Score 83.727 Data time: 0.3959, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 7.1002 [2020-11-09 02:50:45,464][root][INFO] - ===> Epoch[304](7900/26): Loss 0.6371, Sem 0.4219, dir -0.0921, norm 0.3073, swav 0.0000 LR: 2.456e-02 Score 87.845 Data time: 0.3436, Forward time: 2.2726, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 7.2951 [2020-11-09 02:50:51,890][root][INFO] - ===> Epoch[304](7901/26): Loss 0.6921, Sem 0.3347, dir -0.0917, norm 0.4491, swav 0.0000 LR: 2.454e-02 Score 89.471 Data time: 0.1465, Forward time: 2.2726, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 6.2976 [2020-11-09 02:50:56,902][root][INFO] - ===> Epoch[304](7902/26): Loss 0.5395, Sem 0.3572, dir -0.1578, norm 0.3401, swav 0.0000 LR: 2.453e-02 Score 89.193 Data time: 0.1780, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 4.9239 [2020-11-09 02:51:02,214][root][INFO] - ===> Epoch[304](7903/26): Loss 0.6851, Sem 0.3343, dir -0.1004, norm 0.4513, swav 0.0000 LR: 2.452e-02 Score 88.735 Data time: 0.1981, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.2092 [2020-11-09 02:51:07,006][root][INFO] - ===> Epoch[304](7904/26): Loss 0.5086, Sem 0.2903, dir -0.1525, norm 0.3709, swav 0.0000 LR: 2.451e-02 Score 90.008 Data time: 0.1636, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 4.6750 [2020-11-09 02:51:11,680][root][INFO] - ===> Epoch[305](7905/26): Loss 0.6145, Sem 0.3062, dir -0.0961, norm 0.4044, swav 0.0000 LR: 2.450e-02 Score 90.081 Data time: 0.1792, Forward time: 2.2724, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 4.5774 [2020-11-09 02:51:17,444][root][INFO] - ===> Epoch[305](7906/26): Loss 0.5976, Sem 0.3486, dir -0.1419, norm 0.3909, swav 0.0000 LR: 2.449e-02 Score 89.643 Data time: 0.2075, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.6494 [2020-11-09 02:51:24,330][root][INFO] - ===> Epoch[305](7907/26): Loss 0.6736, Sem 0.3130, dir -0.1031, norm 0.4638, swav 0.0000 LR: 2.448e-02 Score 90.157 Data time: 0.2428, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.7687 [2020-11-09 02:51:30,253][root][INFO] - ===> Epoch[305](7908/26): Loss 0.6397, Sem 0.3697, dir -0.1024, norm 0.3724, swav 0.0000 LR: 2.447e-02 Score 87.351 Data time: 0.2164, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.7891 [2020-11-09 02:51:35,626][root][INFO] - ===> Epoch[305](7909/26): Loss 0.7820, Sem 0.4176, dir -0.0759, norm 0.4403, swav 0.0000 LR: 2.446e-02 Score 85.890 Data time: 0.1987, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.2503 [2020-11-09 02:51:41,223][root][INFO] - ===> Epoch[305](7910/26): Loss 0.6535, Sem 0.3270, dir -0.0637, norm 0.3902, swav 0.0000 LR: 2.445e-02 Score 88.404 Data time: 0.2215, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.4932 [2020-11-09 02:51:47,090][root][INFO] - ===> Epoch[305](7911/26): Loss 0.5526, Sem 0.3719, dir -0.1693, norm 0.3501, swav 0.0000 LR: 2.444e-02 Score 89.401 Data time: 0.1798, Forward time: 2.2724, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.7547 [2020-11-09 02:51:53,217][root][INFO] - ===> Epoch[305](7912/26): Loss 0.5439, Sem 0.3492, dir -0.0697, norm 0.2644, swav 0.0000 LR: 2.443e-02 Score 89.351 Data time: 0.2611, Forward time: 2.2724, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.0423 [2020-11-09 02:51:58,743][root][INFO] - ===> Epoch[305](7913/26): Loss 0.5989, Sem 0.3457, dir -0.1064, norm 0.3596, swav 0.0000 LR: 2.442e-02 Score 88.511 Data time: 0.2081, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.3680 [2020-11-09 02:52:04,924][root][INFO] - ===> Epoch[305](7914/26): Loss 0.7353, Sem 0.4257, dir -0.0778, norm 0.3874, swav 0.0000 LR: 2.441e-02 Score 86.050 Data time: 0.1819, Forward time: 2.2724, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.0817 [2020-11-09 02:52:10,586][root][INFO] - ===> Epoch[305](7915/26): Loss 0.5946, Sem 0.3410, dir -0.1480, norm 0.4015, swav 0.0000 LR: 2.440e-02 Score 90.718 Data time: 0.2231, Forward time: 2.2724, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.5557 [2020-11-09 02:52:15,478][root][INFO] - ===> Epoch[305](7916/26): Loss 0.5528, Sem 0.3445, dir -0.1507, norm 0.3590, swav 0.0000 LR: 2.439e-02 Score 85.990 Data time: 0.1795, Forward time: 2.2723, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 4.7863 [2020-11-09 02:52:22,552][root][INFO] - ===> Epoch[305](7917/26): Loss 0.6285, Sem 0.3780, dir -0.0907, norm 0.3412, swav 0.0000 LR: 2.438e-02 Score 88.271 Data time: 0.3817, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.9969 [2020-11-09 02:52:27,983][root][INFO] - ===> Epoch[305](7918/26): Loss 0.7622, Sem 0.4375, dir -0.0778, norm 0.4026, swav 0.0000 LR: 2.437e-02 Score 87.664 Data time: 0.2151, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.3049 [2020-11-09 02:52:33,733][root][INFO] - ===> Epoch[305](7919/26): Loss 0.7420, Sem 0.3357, dir -0.0929, norm 0.4991, swav 0.0000 LR: 2.436e-02 Score 89.087 Data time: 0.2523, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.6311 [2020-11-09 02:52:39,716][root][INFO] - ===> Epoch[305](7920/26): Loss 0.5008, Sem 0.2608, dir -0.0903, norm 0.3303, swav 0.0000 LR: 2.434e-02 Score 91.903 Data time: 0.2206, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.8651 [2020-11-09 02:52:45,244][root][INFO] - ===> Epoch[305](7921/26): Loss 0.6156, Sem 0.3431, dir -0.1371, norm 0.4095, swav 0.0000 LR: 2.433e-02 Score 87.835 Data time: 0.2742, Forward time: 2.2726, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.4249 [2020-11-09 02:52:50,168][root][INFO] - ===> Epoch[305](7922/26): Loss 0.5071, Sem 0.3464, dir -0.1610, norm 0.3217, swav 0.0000 LR: 2.432e-02 Score 88.818 Data time: 0.2498, Forward time: 2.2726, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 4.8195 [2020-11-09 02:52:56,087][root][INFO] - ===> Epoch[305](7923/26): Loss 0.5471, Sem 0.3244, dir -0.1754, norm 0.3982, swav 0.0000 LR: 2.431e-02 Score 90.506 Data time: 0.1914, Forward time: 2.2725, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.8041 [2020-11-09 02:53:01,594][root][INFO] - ===> Epoch[305](7924/26): Loss 0.6714, Sem 0.4320, dir -0.1420, norm 0.3814, swav 0.0000 LR: 2.430e-02 Score 85.704 Data time: 0.2391, Forward time: 2.2726, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.4347 [2020-11-09 02:53:07,995][root][INFO] - ===> Epoch[305](7925/26): Loss 0.7219, Sem 0.4824, dir -0.1417, norm 0.3812, swav 0.0000 LR: 2.429e-02 Score 84.433 Data time: 0.2360, Forward time: 2.2726, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 6.2827 [2020-11-09 02:53:14,495][root][INFO] - ===> Epoch[305](7926/26): Loss 0.5187, Sem 0.3269, dir -0.1896, norm 0.3814, swav 0.0000 LR: 2.428e-02 Score 90.607 Data time: 0.2445, Forward time: 2.2726, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 6.4042 [2020-11-09 02:53:21,556][root][INFO] - ===> Epoch[305](7927/26): Loss 0.6481, Sem 0.3788, dir -0.1563, norm 0.4256, swav 0.0000 LR: 2.427e-02 Score 88.434 Data time: 0.1377, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 6.9365 [2020-11-09 02:53:26,812][root][INFO] - ===> Epoch[305](7928/26): Loss 0.5191, Sem 0.2980, dir -0.1244, norm 0.3455, swav 0.0000 LR: 2.426e-02 Score 89.846 Data time: 0.1794, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.1878 [2020-11-09 02:53:32,105][root][INFO] - ===> Epoch[305](7929/26): Loss 0.6546, Sem 0.3557, dir -0.1539, norm 0.4528, swav 0.0000 LR: 2.425e-02 Score 88.330 Data time: 0.2114, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.1996 [2020-11-09 02:53:38,155][root][INFO] - ===> Epoch[305](7930/26): Loss 0.5901, Sem 0.3629, dir -0.1150, norm 0.3422, swav 0.0000 LR: 2.424e-02 Score 88.557 Data time: 0.1902, Forward time: 2.2724, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 5.9203 [2020-11-09 02:53:43,161][root][INFO] - ===> Epoch[306](7931/26): Loss 0.5983, Sem 0.3432, dir -0.1280, norm 0.3831, swav 0.0000 LR: 2.423e-02 Score 88.442 Data time: 0.1489, Forward time: 2.2723, Backward time: 3.0852, DDP time: 0.0060, Total iter time: 4.9463 [2020-11-09 02:53:48,039][root][INFO] - ===> Epoch[306](7932/26): Loss 0.6516, Sem 0.3333, dir -0.0588, norm 0.3771, swav 0.0000 LR: 2.422e-02 Score 88.458 Data time: 0.2204, Forward time: 2.2723, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 4.8085 [2020-11-09 02:53:54,479][root][INFO] - ===> Epoch[306](7933/26): Loss 0.6060, Sem 0.3213, dir -0.1066, norm 0.3914, swav 0.0000 LR: 2.421e-02 Score 89.735 Data time: 0.3206, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.3255 [2020-11-09 02:54:00,515][root][INFO] - ===> Epoch[306](7934/26): Loss 0.4701, Sem 0.3423, dir -0.1634, norm 0.2912, swav 0.0000 LR: 2.420e-02 Score 89.728 Data time: 0.2277, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0060, Total iter time: 5.9117 [2020-11-09 02:54:05,806][root][INFO] - ===> Epoch[306](7935/26): Loss 0.6211, Sem 0.4021, dir -0.1377, norm 0.3567, swav 0.0000 LR: 2.419e-02 Score 86.950 Data time: 0.2283, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.1878 [2020-11-09 02:54:11,948][root][INFO] - ===> Epoch[306](7936/26): Loss 0.5555, Sem 0.3483, dir -0.0879, norm 0.2950, swav 0.0000 LR: 2.418e-02 Score 89.715 Data time: 0.2445, Forward time: 2.2725, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.0308 [2020-11-09 02:54:18,258][root][INFO] - ===> Epoch[306](7937/26): Loss 0.4768, Sem 0.3031, dir -0.1733, norm 0.3470, swav 0.0000 LR: 2.417e-02 Score 89.378 Data time: 0.2330, Forward time: 2.2726, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 6.1805 [2020-11-09 02:54:23,654][root][INFO] - ===> Epoch[306](7938/26): Loss 0.6341, Sem 0.4027, dir -0.1597, norm 0.3911, swav 0.0000 LR: 2.416e-02 Score 86.811 Data time: 0.2462, Forward time: 2.2726, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.2920 [2020-11-09 02:54:30,882][root][INFO] - ===> Epoch[306](7939/26): Loss 0.5675, Sem 0.3159, dir -0.1278, norm 0.3794, swav 0.0000 LR: 2.414e-02 Score 89.212 Data time: 0.3473, Forward time: 2.2728, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 7.1262 [2020-11-09 02:54:36,406][root][INFO] - ===> Epoch[306](7940/26): Loss 0.5462, Sem 0.3968, dir -0.1489, norm 0.2983, swav 0.0000 LR: 2.413e-02 Score 87.308 Data time: 0.2120, Forward time: 2.2728, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.3905 [2020-11-09 02:54:42,306][root][INFO] - ===> Epoch[306](7941/26): Loss 0.6273, Sem 0.4291, dir -0.1671, norm 0.3653, swav 0.0000 LR: 2.412e-02 Score 87.408 Data time: 0.2042, Forward time: 2.2727, Backward time: 3.0850, DDP time: 0.0060, Total iter time: 5.7871 [2020-11-09 02:54:48,045][root][INFO] - ===> Epoch[306](7942/26): Loss 0.5801, Sem 0.3815, dir -0.1283, norm 0.3269, swav 0.0000 LR: 2.411e-02 Score 88.534 Data time: 0.2872, Forward time: 2.2728, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.6479 [2020-11-09 02:54:53,918][root][INFO] - ===> Epoch[306](7943/26): Loss 0.4373, Sem 0.2868, dir -0.1466, norm 0.2971, swav 0.0000 LR: 2.410e-02 Score 90.567 Data time: 0.2451, Forward time: 2.2729, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 5.7495 [2020-11-09 02:54:59,814][root][INFO] - ===> Epoch[306](7944/26): Loss 0.4757, Sem 0.3251, dir -0.1171, norm 0.2677, swav 0.0000 LR: 2.409e-02 Score 90.417 Data time: 0.2385, Forward time: 2.2729, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.7710 [2020-11-09 02:55:06,112][root][INFO] - ===> Epoch[306](7945/26): Loss 0.5829, Sem 0.3530, dir -0.1185, norm 0.3484, swav 0.0000 LR: 2.408e-02 Score 88.052 Data time: 0.2096, Forward time: 2.2729, Backward time: 3.0849, DDP time: 0.0060, Total iter time: 6.1824 [2020-11-09 02:55:11,363][root][INFO] - ===> Epoch[306](7946/26): Loss 0.5976, Sem 0.4267, dir -0.1644, norm 0.3352, swav 0.0000 LR: 2.407e-02 Score 86.465 Data time: 0.2280, Forward time: 2.2729, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 5.1336 [2020-11-09 02:55:16,198][root][INFO] - ===> Epoch[306](7947/26): Loss 0.5399, Sem 0.3866, dir -0.1428, norm 0.2962, swav 0.0000 LR: 2.406e-02 Score 89.727 Data time: 0.1732, Forward time: 2.2729, Backward time: 3.0848, DDP time: 0.0060, Total iter time: 4.7213 [2020-11-09 02:55:20,991][root][INFO] - ===> Epoch[306](7948/26): Loss 0.4806, Sem 0.3751, dir -0.1173, norm 0.2227, swav 0.0000 LR: 2.405e-02 Score 88.564 Data time: 0.2057, Forward time: 2.2728, Backward time: 3.0847, DDP time: 0.0060, Total iter time: 4.7077 [2020-11-09 02:55:25,698][root][INFO] - ===> Epoch[306](7949/26): Loss 0.6694, Sem 0.3493, dir -0.0677, norm 0.3877, swav 0.0000 LR: 2.404e-02 Score 88.650 Data time: 0.2033, Forward time: 2.2728, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 4.5946 [2020-11-09 02:55:31,489][root][INFO] - ===> Epoch[306](7950/26): Loss 0.7040, Sem 0.3441, dir -0.0682, norm 0.4281, swav 0.0000 LR: 2.403e-02 Score 90.018 Data time: 0.2832, Forward time: 2.2729, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.6898 [2020-11-09 02:55:36,874][root][INFO] - ===> Epoch[306](7951/26): Loss 0.6437, Sem 0.3159, dir -0.0137, norm 0.3415, swav 0.0000 LR: 2.402e-02 Score 89.362 Data time: 0.2387, Forward time: 2.2729, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.2582 [2020-11-09 02:55:42,589][root][INFO] - ===> Epoch[306](7952/26): Loss 0.6325, Sem 0.4575, dir -0.1570, norm 0.3320, swav 0.0000 LR: 2.401e-02 Score 83.025 Data time: 0.1526, Forward time: 2.2729, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.6061 [2020-11-09 02:55:47,511][root][INFO] - ===> Epoch[306](7953/26): Loss 0.7298, Sem 0.3682, dir -0.1008, norm 0.4624, swav 0.0000 LR: 2.400e-02 Score 87.911 Data time: 0.2317, Forward time: 2.2729, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 4.8588 [2020-11-09 02:55:52,983][root][INFO] - ===> Epoch[306](7954/26): Loss 0.7341, Sem 0.3662, dir -0.0747, norm 0.4426, swav 0.0000 LR: 2.399e-02 Score 87.858 Data time: 0.1814, Forward time: 2.2728, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.3584 [2020-11-09 02:55:58,772][root][INFO] - ===> Epoch[306](7955/26): Loss 0.6655, Sem 0.3399, dir -0.0508, norm 0.3764, swav 0.0000 LR: 2.398e-02 Score 88.506 Data time: 0.1920, Forward time: 2.2728, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.6990 [2020-11-09 02:56:04,039][root][INFO] - ===> Epoch[306](7956/26): Loss 0.6098, Sem 0.3403, dir -0.0944, norm 0.3639, swav 0.0000 LR: 2.397e-02 Score 89.003 Data time: 0.2639, Forward time: 2.2728, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.1534 [2020-11-09 02:56:10,728][root][INFO] - ===> Epoch[307](7957/26): Loss 0.6094, Sem 0.3757, dir -0.1515, norm 0.3851, swav 0.0000 LR: 2.395e-02 Score 86.719 Data time: 0.2582, Forward time: 2.2729, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.5710 [2020-11-09 02:56:16,489][root][INFO] - ===> Epoch[307](7958/26): Loss 0.6106, Sem 0.3072, dir -0.0966, norm 0.3999, swav 0.0000 LR: 2.394e-02 Score 88.288 Data time: 0.2796, Forward time: 2.2730, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.6598 [2020-11-09 02:56:23,299][root][INFO] - ===> Epoch[307](7959/26): Loss 0.5782, Sem 0.3351, dir -0.1184, norm 0.3615, swav 0.0000 LR: 2.393e-02 Score 88.432 Data time: 0.2290, Forward time: 2.2730, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.6889 [2020-11-09 02:56:28,983][root][INFO] - ===> Epoch[307](7960/26): Loss 0.5826, Sem 0.3144, dir -0.1059, norm 0.3742, swav 0.0000 LR: 2.392e-02 Score 88.892 Data time: 0.2761, Forward time: 2.2731, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.5832 [2020-11-09 02:56:34,023][root][INFO] - ===> Epoch[307](7961/26): Loss 0.5112, Sem 0.3212, dir -0.1458, norm 0.3359, swav 0.0000 LR: 2.391e-02 Score 89.187 Data time: 0.2187, Forward time: 2.2731, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 4.9205 [2020-11-09 02:56:39,983][root][INFO] - ===> Epoch[307](7962/26): Loss 0.6045, Sem 0.3646, dir -0.1314, norm 0.3713, swav 0.0000 LR: 2.390e-02 Score 87.298 Data time: 0.1863, Forward time: 2.2730, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.8584 [2020-11-09 02:56:46,170][root][INFO] - ===> Epoch[307](7963/26): Loss 0.6775, Sem 0.3414, dir -0.1681, norm 0.5042, swav 0.0000 LR: 2.389e-02 Score 90.437 Data time: 0.1809, Forward time: 2.2730, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.1183 [2020-11-09 02:56:51,123][root][INFO] - ===> Epoch[307](7964/26): Loss 0.5910, Sem 0.3294, dir -0.1113, norm 0.3728, swav 0.0000 LR: 2.388e-02 Score 90.517 Data time: 0.2087, Forward time: 2.2730, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 4.8416 [2020-11-09 02:56:56,140][root][INFO] - ===> Epoch[307](7965/26): Loss 0.5104, Sem 0.3156, dir -0.1436, norm 0.3384, swav 0.0000 LR: 2.387e-02 Score 90.984 Data time: 0.2410, Forward time: 2.2730, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 4.9088 [2020-11-09 02:57:02,974][root][INFO] - ===> Epoch[307](7966/26): Loss 0.4534, Sem 0.2928, dir -0.1356, norm 0.2962, swav 0.0000 LR: 2.386e-02 Score 90.340 Data time: 0.3442, Forward time: 2.2732, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 6.7290 [2020-11-09 02:57:08,874][root][INFO] - ===> Epoch[307](7967/26): Loss 0.6868, Sem 0.3720, dir -0.1196, norm 0.4344, swav 0.0000 LR: 2.385e-02 Score 86.590 Data time: 0.2222, Forward time: 2.2732, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.7682 [2020-11-09 02:57:14,704][root][INFO] - ===> Epoch[307](7968/26): Loss 0.5433, Sem 0.2772, dir -0.0834, norm 0.3496, swav 0.0000 LR: 2.384e-02 Score 91.636 Data time: 0.1848, Forward time: 2.2732, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.7314 [2020-11-09 02:57:20,263][root][INFO] - ===> Epoch[307](7969/26): Loss 0.6218, Sem 0.3900, dir -0.1354, norm 0.3672, swav 0.0000 LR: 2.383e-02 Score 87.496 Data time: 0.1768, Forward time: 2.2731, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.4664 [2020-11-09 02:57:25,791][root][INFO] - ===> Epoch[307](7970/26): Loss 0.6679, Sem 0.3957, dir -0.1540, norm 0.4262, swav 0.0000 LR: 2.382e-02 Score 86.584 Data time: 0.1824, Forward time: 2.2731, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.4234 [2020-11-09 02:57:31,653][root][INFO] - ===> Epoch[307](7971/26): Loss 0.5050, Sem 0.3324, dir -0.1184, norm 0.2910, swav 0.0000 LR: 2.381e-02 Score 89.706 Data time: 0.2705, Forward time: 2.2732, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.7647 [2020-11-09 02:57:36,546][root][INFO] - ===> Epoch[307](7972/26): Loss 0.5954, Sem 0.3757, dir -0.1490, norm 0.3687, swav 0.0000 LR: 2.380e-02 Score 85.108 Data time: 0.2303, Forward time: 2.2732, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 4.7853 [2020-11-09 02:57:42,851][root][INFO] - ===> Epoch[307](7973/26): Loss 0.5926, Sem 0.3206, dir -0.1018, norm 0.3738, swav 0.0000 LR: 2.379e-02 Score 87.743 Data time: 0.1787, Forward time: 2.2731, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 6.2133 [2020-11-09 02:57:49,930][root][INFO] - ===> Epoch[307](7974/26): Loss 0.5945, Sem 0.3511, dir -0.1315, norm 0.3748, swav 0.0000 LR: 2.378e-02 Score 90.339 Data time: 0.1553, Forward time: 2.2731, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.9937 [2020-11-09 02:57:55,042][root][INFO] - ===> Epoch[307](7975/26): Loss 0.4714, Sem 0.2746, dir -0.1588, norm 0.3556, swav 0.0000 LR: 2.376e-02 Score 92.087 Data time: 0.1809, Forward time: 2.2730, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.0321 [2020-11-09 02:58:00,590][root][INFO] - ===> Epoch[307](7976/26): Loss 0.4507, Sem 0.2904, dir -0.1409, norm 0.3012, swav 0.0000 LR: 2.375e-02 Score 89.967 Data time: 0.2240, Forward time: 2.2730, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.4734 [2020-11-09 02:58:05,732][root][INFO] - ===> Epoch[307](7977/26): Loss 0.5545, Sem 0.3740, dir -0.1452, norm 0.3256, swav 0.0000 LR: 2.374e-02 Score 87.046 Data time: 0.1766, Forward time: 2.2730, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.0170 [2020-11-09 02:58:10,790][root][INFO] - ===> Epoch[307](7978/26): Loss 0.5169, Sem 0.3080, dir -0.1340, norm 0.3428, swav 0.0000 LR: 2.373e-02 Score 88.989 Data time: 0.1387, Forward time: 2.2729, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 4.9753 [2020-11-09 02:58:17,248][root][INFO] - ===> Epoch[307](7979/26): Loss 0.5855, Sem 0.3801, dir -0.0948, norm 0.3002, swav 0.0000 LR: 2.372e-02 Score 88.020 Data time: 0.3453, Forward time: 2.2730, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.3925 [2020-11-09 02:58:21,576][root][INFO] - ===> Epoch[307](7980/26): Loss 0.5987, Sem 0.3000, dir -0.1135, norm 0.4121, swav 0.0000 LR: 2.371e-02 Score 90.374 Data time: 0.1435, Forward time: 2.2729, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 4.2140 [2020-11-09 02:58:27,963][root][INFO] - ===> Epoch[307](7981/26): Loss 0.5729, Sem 0.3135, dir -0.0863, norm 0.3456, swav 0.0000 LR: 2.370e-02 Score 88.854 Data time: 0.1904, Forward time: 2.2729, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.3013 [2020-11-09 02:58:33,837][root][INFO] - ===> Epoch[307](7982/26): Loss 0.5644, Sem 0.3335, dir -0.1334, norm 0.3643, swav 0.0000 LR: 2.369e-02 Score 90.942 Data time: 0.2690, Forward time: 2.2730, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.8118 [2020-11-09 02:58:38,770][root][INFO] - ===> Epoch[308](7983/26): Loss 0.5778, Sem 0.3313, dir -0.1464, norm 0.3930, swav 0.0000 LR: 2.368e-02 Score 86.985 Data time: 0.1908, Forward time: 2.2729, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 4.8060 [2020-11-09 02:58:45,236][root][INFO] - ===> Epoch[308](7984/26): Loss 0.7158, Sem 0.3999, dir -0.1363, norm 0.4522, swav 0.0000 LR: 2.367e-02 Score 87.539 Data time: 0.1755, Forward time: 2.2729, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.3794 [2020-11-09 02:58:50,911][root][INFO] - ===> Epoch[308](7985/26): Loss 0.5422, Sem 0.2948, dir -0.1537, norm 0.4011, swav 0.0000 LR: 2.366e-02 Score 89.800 Data time: 0.1990, Forward time: 2.2729, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.5608 [2020-11-09 02:58:55,825][root][INFO] - ===> Epoch[308](7986/26): Loss 0.5241, Sem 0.3006, dir -0.1715, norm 0.3950, swav 0.0000 LR: 2.365e-02 Score 90.803 Data time: 0.1850, Forward time: 2.2728, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 4.8023 [2020-11-09 02:59:02,071][root][INFO] - ===> Epoch[308](7987/26): Loss 0.5497, Sem 0.3618, dir -0.1874, norm 0.3753, swav 0.0000 LR: 2.364e-02 Score 89.100 Data time: 0.1960, Forward time: 2.2728, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.1415 [2020-11-09 02:59:07,869][root][INFO] - ===> Epoch[308](7988/26): Loss 0.5607, Sem 0.3171, dir -0.1166, norm 0.3602, swav 0.0000 LR: 2.363e-02 Score 90.875 Data time: 0.1956, Forward time: 2.2728, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.6693 [2020-11-09 02:59:14,243][root][INFO] - ===> Epoch[308](7989/26): Loss 0.5786, Sem 0.4068, dir -0.1621, norm 0.3339, swav 0.0000 LR: 2.362e-02 Score 86.888 Data time: 0.1832, Forward time: 2.2727, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 6.2579 [2020-11-09 02:59:19,964][root][INFO] - ===> Epoch[308](7990/26): Loss 0.5174, Sem 0.3364, dir -0.1328, norm 0.3138, swav 0.0000 LR: 2.361e-02 Score 90.737 Data time: 0.2291, Forward time: 2.2727, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 5.6337 [2020-11-09 02:59:24,916][root][INFO] - ===> Epoch[308](7991/26): Loss 0.5744, Sem 0.3521, dir -0.1244, norm 0.3467, swav 0.0000 LR: 2.360e-02 Score 89.592 Data time: 0.1842, Forward time: 2.2727, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 4.8335 [2020-11-09 02:59:29,957][root][INFO] - ===> Epoch[308](7992/26): Loss 0.6418, Sem 0.4231, dir -0.1008, norm 0.3194, swav 0.0000 LR: 2.359e-02 Score 86.757 Data time: 0.2410, Forward time: 2.2727, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 4.9455 [2020-11-09 02:59:36,906][root][INFO] - ===> Epoch[308](7993/26): Loss 0.5031, Sem 0.3485, dir -0.0947, norm 0.2493, swav 0.0000 LR: 2.357e-02 Score 85.586 Data time: 0.2058, Forward time: 2.2727, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 6.8427 [2020-11-09 02:59:43,170][root][INFO] - ===> Epoch[308](7994/26): Loss 0.5785, Sem 0.3792, dir -0.1218, norm 0.3210, swav 0.0000 LR: 2.356e-02 Score 88.221 Data time: 0.1771, Forward time: 2.2727, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 6.1647 [2020-11-09 02:59:49,580][root][INFO] - ===> Epoch[308](7995/26): Loss 0.5776, Sem 0.4419, dir -0.1207, norm 0.2563, swav 0.0000 LR: 2.355e-02 Score 86.544 Data time: 0.1713, Forward time: 2.2726, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 6.3037 [2020-11-09 02:59:55,542][root][INFO] - ===> Epoch[308](7996/26): Loss 0.5483, Sem 0.3171, dir -0.1500, norm 0.3812, swav 0.0000 LR: 2.354e-02 Score 89.309 Data time: 0.2855, Forward time: 2.2727, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 5.8689 [2020-11-09 03:00:01,230][root][INFO] - ===> Epoch[308](7997/26): Loss 0.6058, Sem 0.3839, dir -0.1626, norm 0.3845, swav 0.0000 LR: 2.353e-02 Score 87.343 Data time: 0.2295, Forward time: 2.2727, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 5.5412 [2020-11-09 03:00:06,850][root][INFO] - ===> Epoch[308](7998/26): Loss 0.5428, Sem 0.2792, dir -0.0898, norm 0.3534, swav 0.0000 LR: 2.352e-02 Score 92.807 Data time: 0.1819, Forward time: 2.2727, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 5.4947 [2020-11-09 03:00:12,774][root][INFO] - ===> Epoch[308](7999/26): Loss 0.5946, Sem 0.3439, dir -0.1244, norm 0.3751, swav 0.0000 LR: 2.351e-02 Score 88.110 Data time: 0.2748, Forward time: 2.2727, Backward time: 3.0846, DDP time: 0.0060, Total iter time: 5.8256 [2020-11-09 03:00:18,068][root][INFO] - ===> Epoch[308](8000/26): Loss 0.4541, Sem 0.3201, dir -0.0787, norm 0.2127, swav 0.0000 LR: 2.350e-02 Score 87.752 Data time: 0.2080, Forward time: 2.2727, Backward time: 3.0845, DDP time: 0.0060, Total iter time: 5.1637 [2020-11-09 03:00:18,711][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 03:00:18,900][root][INFO] - ===> Start testing [2020-11-09 03:01:43,062][root][INFO] - 101/312: Data time: 0.0063, Iter time: 0.2248 Loss 0.501 (AVG: 0.771) Score 81.544 (AVG: 80.493) mIOU 50.052 mAP 60.610 mAcc 61.220 IOU: 73.743 95.409 45.363 55.601 83.729 73.230 64.487 27.951 39.768 43.393 0.948 43.496 48.126 58.418 19.611 35.510 65.033 26.991 74.144 26.091 mAP: 77.720 96.730 53.528 56.396 83.014 70.997 66.929 49.673 45.107 54.945 20.861 49.333 52.834 73.298 39.430 82.935 84.806 45.819 73.429 34.427 mAcc: 91.106 98.270 65.899 68.488 91.363 89.144 77.625 33.610 49.471 71.971 1.009 62.737 71.143 67.253 22.753 44.284 68.426 33.429 82.106 34.310 [2020-11-09 03:03:06,775][root][INFO] - 201/312: Data time: 0.0117, Iter time: 0.6291 Loss 0.557 (AVG: 0.776) Score 82.746 (AVG: 80.201) mIOU 51.207 mAP 60.540 mAcc 62.307 IOU: 72.126 95.496 44.664 57.941 82.143 70.252 61.494 28.196 38.146 64.018 1.040 41.316 46.501 58.946 18.162 42.006 71.344 28.956 73.904 27.486 mAP: 75.053 96.783 54.390 63.035 83.536 73.067 64.064 45.817 46.543 60.929 19.284 44.912 52.373 69.843 34.918 82.222 86.559 42.826 77.909 36.741 mAcc: 90.443 98.203 65.971 75.825 90.098 86.016 72.707 34.764 47.486 79.731 1.133 60.426 71.743 66.073 22.232 54.415 76.553 35.057 82.609 34.659 [2020-11-09 03:04:29,216][root][INFO] - 301/312: Data time: 0.0064, Iter time: 0.4154 Loss 0.325 (AVG: 0.773) Score 92.015 (AVG: 80.855) mIOU 51.047 mAP 60.232 mAcc 61.936 IOU: 73.220 95.186 45.425 61.215 81.611 70.611 60.637 27.280 38.275 61.886 1.974 42.484 45.767 55.763 15.154 43.919 70.988 27.727 74.844 26.976 mAP: 75.183 96.504 52.797 60.984 84.050 75.270 62.252 45.579 45.721 62.840 17.766 44.716 50.689 69.217 36.103 79.613 86.285 42.930 80.047 36.098 mAcc: 90.940 98.120 66.489 76.082 90.431 84.733 71.228 33.304 48.557 77.403 2.156 60.353 71.621 63.293 18.096 56.658 76.821 32.933 84.520 34.984 [2020-11-09 03:04:37,780][root][INFO] - 312/312: Data time: 0.0040, Iter time: 0.3674 Loss 0.670 (AVG: 0.771) Score 83.289 (AVG: 80.868) mIOU 51.179 mAP 60.396 mAcc 62.009 IOU: 73.115 95.215 45.351 61.961 81.357 70.683 60.282 27.354 37.956 61.758 1.856 43.233 45.222 56.549 14.954 43.875 70.749 30.083 74.816 27.219 mAP: 75.011 96.534 53.039 61.131 84.111 75.536 62.305 45.370 45.584 63.119 17.888 45.726 50.805 69.734 35.370 79.613 86.656 44.281 80.047 36.066 mAcc: 90.922 98.106 66.400 76.680 90.391 84.711 71.203 33.541 47.817 76.987 2.017 60.756 70.529 64.060 17.832 56.658 76.299 35.532 84.520 35.213 [2020-11-09 03:04:37,781][root][INFO] - Finished test. Elapsed time: 258.8786 [2020-11-09 03:04:50,937][root][INFO] - [2020-11-09 03:04:50,937][root][INFO] - ################################################################ [2020-11-09 03:04:50,937][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 03:04:50,937][root][INFO] - ################################################################ [2020-11-09 03:04:50,937][root][INFO] - cabinet : 0.047 0.159 0.363 [2020-11-09 03:04:50,937][root][INFO] - bed : 0.172 0.558 0.691 [2020-11-09 03:04:50,937][root][INFO] - chair : 0.310 0.498 0.647 [2020-11-09 03:04:50,937][root][INFO] - sofa : 0.202 0.466 0.609 [2020-11-09 03:04:50,938][root][INFO] - table : 0.182 0.391 0.519 [2020-11-09 03:04:50,938][root][INFO] - door : 0.007 0.031 0.145 [2020-11-09 03:04:50,938][root][INFO] - window : 0.016 0.061 0.204 [2020-11-09 03:04:50,938][root][INFO] - bookshelf : 0.057 0.178 0.507 [2020-11-09 03:04:50,938][root][INFO] - picture : 0.000 0.000 0.002 [2020-11-09 03:04:50,938][root][INFO] - counter : 0.002 0.008 0.430 [2020-11-09 03:04:50,938][root][INFO] - desk : 0.006 0.041 0.279 [2020-11-09 03:04:50,938][root][INFO] - curtain : 0.155 0.288 0.462 [2020-11-09 03:04:50,938][root][INFO] - refrigerator : 0.000 0.000 0.072 [2020-11-09 03:04:50,938][root][INFO] - shower curtain : 0.244 0.481 0.489 [2020-11-09 03:04:50,938][root][INFO] - toilet : 0.446 0.769 0.885 [2020-11-09 03:04:50,938][root][INFO] - sink : 0.076 0.147 0.192 [2020-11-09 03:04:50,938][root][INFO] - bathtub : 0.231 0.472 0.620 [2020-11-09 03:04:50,938][root][INFO] - otherfurniture : 0.031 0.089 0.271 [2020-11-09 03:04:50,938][root][INFO] - ---------------------------------------------------------------- [2020-11-09 03:04:50,938][root][INFO] - average : 0.121 0.258 0.410 [2020-11-09 03:04:50,938][root][INFO] - [2020-11-09 03:04:51,148][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 03:04:51,833][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 03:04:52,007][root][INFO] - Current best mIoU: 51.179 at iter 8000 [2020-11-09 03:04:54,999][root][INFO] - ===> Epoch[308](8001/26): Loss 0.6923, Sem 0.4386, dir -0.1482, norm 0.4018, swav 0.0000 LR: 2.349e-02 Score 86.211 Data time: 0.1123, Forward time: 2.2726, Backward time: 3.0844, DDP time: 0.0060, Total iter time: 2.9852 [2020-11-09 03:05:00,831][root][INFO] - ===> Epoch[308](8002/26): Loss 0.5064, Sem 0.2719, dir -0.1280, norm 0.3625, swav 0.0000 LR: 2.348e-02 Score 92.356 Data time: 0.2685, Forward time: 2.2727, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 5.7680 [2020-11-09 03:05:05,889][root][INFO] - ===> Epoch[308](8003/26): Loss 0.3350, Sem 0.2387, dir -0.1693, norm 0.2656, swav 0.0000 LR: 2.347e-02 Score 91.720 Data time: 0.2455, Forward time: 2.2727, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 4.9412 [2020-11-09 03:05:12,167][root][INFO] - ===> Epoch[308](8004/26): Loss 0.5861, Sem 0.3483, dir -0.1596, norm 0.3975, swav 0.0000 LR: 2.346e-02 Score 87.520 Data time: 0.2480, Forward time: 2.2727, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.1669 [2020-11-09 03:05:18,366][root][INFO] - ===> Epoch[308](8005/26): Loss 0.5531, Sem 0.3462, dir -0.1690, norm 0.3759, swav 0.0000 LR: 2.345e-02 Score 89.810 Data time: 0.2390, Forward time: 2.2728, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.0779 [2020-11-09 03:05:23,886][root][INFO] - ===> Epoch[308](8006/26): Loss 0.4577, Sem 0.2502, dir -0.1161, norm 0.3236, swav 0.0000 LR: 2.344e-02 Score 92.137 Data time: 0.2132, Forward time: 2.2727, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.4005 [2020-11-09 03:05:29,220][root][INFO] - ===> Epoch[308](8007/26): Loss 0.4946, Sem 0.3843, dir -0.1667, norm 0.2770, swav 0.0000 LR: 2.343e-02 Score 88.066 Data time: 0.2119, Forward time: 2.2727, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.2365 [2020-11-09 03:05:34,605][root][INFO] - ===> Epoch[308](8008/26): Loss 0.6105, Sem 0.3661, dir -0.1153, norm 0.3597, swav 0.0000 LR: 2.342e-02 Score 88.963 Data time: 0.2207, Forward time: 2.2727, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.2811 [2020-11-09 03:05:40,573][root][INFO] - ===> Epoch[309](8009/26): Loss 0.4729, Sem 0.3954, dir -0.2301, norm 0.3076, swav 0.0000 LR: 2.341e-02 Score 86.483 Data time: 0.1990, Forward time: 2.2727, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.8903 [2020-11-09 03:05:46,054][root][INFO] - ===> Epoch[309](8010/26): Loss 0.5003, Sem 0.2964, dir -0.0752, norm 0.2791, swav 0.0000 LR: 2.340e-02 Score 89.578 Data time: 0.2763, Forward time: 2.2727, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.3617 [2020-11-09 03:05:51,765][root][INFO] - ===> Epoch[309](8011/26): Loss 0.7631, Sem 0.4915, dir -0.1124, norm 0.3841, swav 0.0000 LR: 2.338e-02 Score 86.260 Data time: 0.2221, Forward time: 2.2728, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.5999 [2020-11-09 03:05:57,299][root][INFO] - ===> Epoch[309](8012/26): Loss 0.4225, Sem 0.3149, dir -0.1509, norm 0.2585, swav 0.0000 LR: 2.337e-02 Score 89.889 Data time: 0.2098, Forward time: 2.2728, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 5.4289 [2020-11-09 03:06:03,241][root][INFO] - ===> Epoch[309](8013/26): Loss 0.6001, Sem 0.3574, dir -0.1225, norm 0.3652, swav 0.0000 LR: 2.336e-02 Score 88.731 Data time: 0.2009, Forward time: 2.2727, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.8396 [2020-11-09 03:06:08,648][root][INFO] - ===> Epoch[309](8014/26): Loss 0.6424, Sem 0.4479, dir -0.1309, norm 0.3254, swav 0.0000 LR: 2.335e-02 Score 86.183 Data time: 0.1400, Forward time: 2.2726, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.2838 [2020-11-09 03:06:14,234][root][INFO] - ===> Epoch[309](8015/26): Loss 0.6105, Sem 0.3282, dir -0.1387, norm 0.4210, swav 0.0000 LR: 2.334e-02 Score 89.673 Data time: 0.1606, Forward time: 2.2726, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.5250 [2020-11-09 03:06:20,721][root][INFO] - ===> Epoch[309](8016/26): Loss 0.4545, Sem 0.3133, dir -0.1534, norm 0.2946, swav 0.0000 LR: 2.333e-02 Score 89.987 Data time: 0.2339, Forward time: 2.2726, Backward time: 3.0843, DDP time: 0.0060, Total iter time: 6.3976 [2020-11-09 03:06:26,983][root][INFO] - ===> Epoch[309](8017/26): Loss 0.6367, Sem 0.4020, dir -0.1181, norm 0.3528, swav 0.0000 LR: 2.332e-02 Score 87.883 Data time: 0.2991, Forward time: 2.2727, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.1530 [2020-11-09 03:06:31,521][root][INFO] - ===> Epoch[309](8018/26): Loss 0.6338, Sem 0.3400, dir -0.1018, norm 0.3956, swav 0.0000 LR: 2.331e-02 Score 88.093 Data time: 0.1892, Forward time: 2.2727, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 4.4229 [2020-11-09 03:06:37,510][root][INFO] - ===> Epoch[309](8019/26): Loss 0.5649, Sem 0.3521, dir -0.1253, norm 0.3381, swav 0.0000 LR: 2.330e-02 Score 88.912 Data time: 0.2147, Forward time: 2.2726, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.8733 [2020-11-09 03:06:43,755][root][INFO] - ===> Epoch[309](8020/26): Loss 0.6639, Sem 0.4757, dir -0.1780, norm 0.3662, swav 0.0000 LR: 2.329e-02 Score 84.696 Data time: 0.3196, Forward time: 2.2727, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.1682 [2020-11-09 03:06:49,746][root][INFO] - ===> Epoch[309](8021/26): Loss 0.5886, Sem 0.3260, dir -0.1025, norm 0.3651, swav 0.0000 LR: 2.328e-02 Score 90.376 Data time: 0.2714, Forward time: 2.2728, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.8443 [2020-11-09 03:06:54,861][root][INFO] - ===> Epoch[309](8022/26): Loss 0.5725, Sem 0.3324, dir -0.1814, norm 0.4214, swav 0.0000 LR: 2.327e-02 Score 89.509 Data time: 0.2225, Forward time: 2.2728, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 5.0026 [2020-11-09 03:07:00,860][root][INFO] - ===> Epoch[309](8023/26): Loss 0.5612, Sem 0.2898, dir -0.0682, norm 0.3396, swav 0.0000 LR: 2.326e-02 Score 90.876 Data time: 0.2491, Forward time: 2.2729, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 5.8701 [2020-11-09 03:07:07,418][root][INFO] - ===> Epoch[309](8024/26): Loss 0.5775, Sem 0.3557, dir -0.0747, norm 0.2965, swav 0.0000 LR: 2.325e-02 Score 90.202 Data time: 0.1689, Forward time: 2.2728, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 6.4525 [2020-11-09 03:07:14,669][root][INFO] - ===> Epoch[309](8025/26): Loss 0.4985, Sem 0.2619, dir -0.0785, norm 0.3152, swav 0.0000 LR: 2.324e-02 Score 91.392 Data time: 0.2452, Forward time: 2.2728, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 7.1655 [2020-11-09 03:07:20,446][root][INFO] - ===> Epoch[309](8026/26): Loss 0.5154, Sem 0.3466, dir -0.1397, norm 0.3084, swav 0.0000 LR: 2.323e-02 Score 89.765 Data time: 0.2242, Forward time: 2.2729, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.6575 [2020-11-09 03:07:25,704][root][INFO] - ===> Epoch[309](8027/26): Loss 0.6243, Sem 0.3739, dir -0.1198, norm 0.3701, swav 0.0000 LR: 2.322e-02 Score 87.082 Data time: 0.2229, Forward time: 2.2729, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.1454 [2020-11-09 03:07:31,019][root][INFO] - ===> Epoch[309](8028/26): Loss 0.7375, Sem 0.4517, dir -0.1184, norm 0.4042, swav 0.0000 LR: 2.320e-02 Score 85.506 Data time: 0.2313, Forward time: 2.2729, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.2069 [2020-11-09 03:07:36,659][root][INFO] - ===> Epoch[309](8029/26): Loss 0.5342, Sem 0.3705, dir -0.1688, norm 0.3325, swav 0.0000 LR: 2.319e-02 Score 88.333 Data time: 0.1749, Forward time: 2.2729, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.5225 [2020-11-09 03:07:41,456][root][INFO] - ===> Epoch[309](8030/26): Loss 0.5589, Sem 0.3360, dir -0.1910, norm 0.4139, swav 0.0000 LR: 2.318e-02 Score 89.511 Data time: 0.1993, Forward time: 2.2729, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 4.6974 [2020-11-09 03:07:47,239][root][INFO] - ===> Epoch[309](8031/26): Loss 0.6299, Sem 0.3847, dir -0.1745, norm 0.4197, swav 0.0000 LR: 2.317e-02 Score 88.780 Data time: 0.1933, Forward time: 2.2728, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 5.6675 [2020-11-09 03:07:54,346][root][INFO] - ===> Epoch[309](8032/26): Loss 0.6635, Sem 0.4072, dir -0.1483, norm 0.4046, swav 0.0000 LR: 2.316e-02 Score 86.117 Data time: 0.2365, Forward time: 2.2729, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 7.0104 [2020-11-09 03:07:59,936][root][INFO] - ===> Epoch[309](8033/26): Loss 0.6989, Sem 0.3995, dir -0.0718, norm 0.3712, swav 0.0000 LR: 2.315e-02 Score 86.614 Data time: 0.1860, Forward time: 2.2728, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 5.4638 [2020-11-09 03:08:06,724][root][INFO] - ===> Epoch[309](8034/26): Loss 0.6412, Sem 0.3665, dir -0.1339, norm 0.4086, swav 0.0000 LR: 2.314e-02 Score 88.333 Data time: 0.2600, Forward time: 2.2729, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 6.7149 [2020-11-09 03:08:14,019][root][INFO] - ===> Epoch[310](8035/26): Loss 0.7339, Sem 0.3223, dir -0.0803, norm 0.4919, swav 0.0000 LR: 2.313e-02 Score 91.582 Data time: 0.3639, Forward time: 2.2730, Backward time: 3.0842, DDP time: 0.0060, Total iter time: 7.1421 [2020-11-09 03:08:19,200][root][INFO] - ===> Epoch[310](8036/26): Loss 0.6005, Sem 0.3292, dir -0.1124, norm 0.3837, swav 0.0000 LR: 2.312e-02 Score 89.700 Data time: 0.2397, Forward time: 2.2731, Backward time: 3.0841, DDP time: 0.0060, Total iter time: 5.0310 [2020-11-09 03:08:24,183][root][INFO] - ===> Epoch[310](8037/26): Loss 0.5622, Sem 0.2562, dir -0.1372, norm 0.4431, swav 0.0000 LR: 2.311e-02 Score 92.091 Data time: 0.1826, Forward time: 2.2731, Backward time: 3.0840, DDP time: 0.0060, Total iter time: 4.8463 [2020-11-09 03:08:29,157][root][INFO] - ===> Epoch[310](8038/26): Loss 0.6240, Sem 0.4026, dir -0.1521, norm 0.3735, swav 0.0000 LR: 2.310e-02 Score 87.270 Data time: 0.2073, Forward time: 2.2731, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 4.8702 [2020-11-09 03:08:34,502][root][INFO] - ===> Epoch[310](8039/26): Loss 0.4869, Sem 0.3222, dir -0.1884, norm 0.3531, swav 0.0000 LR: 2.309e-02 Score 88.667 Data time: 0.2336, Forward time: 2.2731, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 5.2400 [2020-11-09 03:08:39,296][root][INFO] - ===> Epoch[310](8040/26): Loss 0.5813, Sem 0.3783, dir -0.1407, norm 0.3437, swav 0.0000 LR: 2.308e-02 Score 86.750 Data time: 0.2280, Forward time: 2.2731, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 4.6909 [2020-11-09 03:08:44,279][root][INFO] - ===> Epoch[310](8041/26): Loss 0.5997, Sem 0.3062, dir -0.0955, norm 0.3890, swav 0.0000 LR: 2.307e-02 Score 88.488 Data time: 0.1286, Forward time: 2.2730, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 4.8896 [2020-11-09 03:08:49,430][root][INFO] - ===> Epoch[310](8042/26): Loss 0.5728, Sem 0.3059, dir -0.1509, norm 0.4178, swav 0.0000 LR: 2.306e-02 Score 89.597 Data time: 0.1704, Forward time: 2.2729, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 5.0936 [2020-11-09 03:08:55,216][root][INFO] - ===> Epoch[310](8043/26): Loss 0.5593, Sem 0.3389, dir -0.0808, norm 0.3012, swav 0.0000 LR: 2.305e-02 Score 89.804 Data time: 0.2436, Forward time: 2.2729, Backward time: 3.0838, DDP time: 0.0060, Total iter time: 5.6891 [2020-11-09 03:09:00,285][root][INFO] - ===> Epoch[310](8044/26): Loss 0.5756, Sem 0.2884, dir -0.0728, norm 0.3599, swav 0.0000 LR: 2.304e-02 Score 89.553 Data time: 0.2340, Forward time: 2.2729, Backward time: 3.0837, DDP time: 0.0060, Total iter time: 4.9519 [2020-11-09 03:09:06,816][root][INFO] - ===> Epoch[310](8045/26): Loss 0.6022, Sem 0.4036, dir -0.1614, norm 0.3600, swav 0.0000 LR: 2.302e-02 Score 87.041 Data time: 0.2519, Forward time: 2.2730, Backward time: 3.0837, DDP time: 0.0060, Total iter time: 6.4094 [2020-11-09 03:09:13,257][root][INFO] - ===> Epoch[310](8046/26): Loss 0.6324, Sem 0.4158, dir -0.2228, norm 0.4393, swav 0.0000 LR: 2.301e-02 Score 87.435 Data time: 0.3047, Forward time: 2.2731, Backward time: 3.0837, DDP time: 0.0060, Total iter time: 6.2884 [2020-11-09 03:09:18,613][root][INFO] - ===> Epoch[310](8047/26): Loss 0.5920, Sem 0.3535, dir -0.1125, norm 0.3510, swav 0.0000 LR: 2.300e-02 Score 88.787 Data time: 0.1994, Forward time: 2.2731, Backward time: 3.0837, DDP time: 0.0060, Total iter time: 5.2284 [2020-11-09 03:09:23,929][root][INFO] - ===> Epoch[310](8048/26): Loss 0.6245, Sem 0.3447, dir -0.1367, norm 0.4165, swav 0.0000 LR: 2.299e-02 Score 85.902 Data time: 0.3077, Forward time: 2.2731, Backward time: 3.0836, DDP time: 0.0060, Total iter time: 5.2089 [2020-11-09 03:09:29,335][root][INFO] - ===> Epoch[310](8049/26): Loss 0.5997, Sem 0.3448, dir -0.1106, norm 0.3655, swav 0.0000 LR: 2.298e-02 Score 89.216 Data time: 0.2229, Forward time: 2.2731, Backward time: 3.0835, DDP time: 0.0060, Total iter time: 5.2815 [2020-11-09 03:09:34,656][root][INFO] - ===> Epoch[310](8050/26): Loss 0.5047, Sem 0.3093, dir -0.1412, norm 0.3366, swav 0.0000 LR: 2.297e-02 Score 89.086 Data time: 0.1873, Forward time: 2.2731, Backward time: 3.0835, DDP time: 0.0060, Total iter time: 5.1972 [2020-11-09 03:09:40,806][root][INFO] - ===> Epoch[310](8051/26): Loss 0.5689, Sem 0.4392, dir -0.1458, norm 0.2755, swav 0.0000 LR: 2.296e-02 Score 85.821 Data time: 0.1867, Forward time: 2.2731, Backward time: 3.0836, DDP time: 0.0060, Total iter time: 6.0455 [2020-11-09 03:09:47,293][root][INFO] - ===> Epoch[310](8052/26): Loss 0.5728, Sem 0.4185, dir -0.1215, norm 0.2758, swav 0.0000 LR: 2.295e-02 Score 88.404 Data time: 0.1967, Forward time: 2.2730, Backward time: 3.0837, DDP time: 0.0060, Total iter time: 6.3870 [2020-11-09 03:09:53,237][root][INFO] - ===> Epoch[310](8053/26): Loss 0.5628, Sem 0.3565, dir -0.0935, norm 0.2998, swav 0.0000 LR: 2.294e-02 Score 89.094 Data time: 0.2060, Forward time: 2.2730, Backward time: 3.0837, DDP time: 0.0060, Total iter time: 5.8649 [2020-11-09 03:09:59,050][root][INFO] - ===> Epoch[310](8054/26): Loss 0.5281, Sem 0.3302, dir -0.1460, norm 0.3440, swav 0.0000 LR: 2.293e-02 Score 90.281 Data time: 0.1841, Forward time: 2.2730, Backward time: 3.0838, DDP time: 0.0061, Total iter time: 5.7082 [2020-11-09 03:10:05,760][root][INFO] - ===> Epoch[310](8055/26): Loss 0.6509, Sem 0.3708, dir -0.1051, norm 0.3852, swav 0.0000 LR: 2.292e-02 Score 89.805 Data time: 0.2306, Forward time: 2.2730, Backward time: 3.0839, DDP time: 0.0060, Total iter time: 6.6065 [2020-11-09 03:10:10,768][root][INFO] - ===> Epoch[310](8056/26): Loss 0.6443, Sem 0.4270, dir -0.0996, norm 0.3169, swav 0.0000 LR: 2.291e-02 Score 85.049 Data time: 0.2121, Forward time: 2.2730, Backward time: 3.0838, DDP time: 0.0061, Total iter time: 4.8743 [2020-11-09 03:10:15,978][root][INFO] - ===> Epoch[310](8057/26): Loss 0.6302, Sem 0.3951, dir -0.1355, norm 0.3706, swav 0.0000 LR: 2.290e-02 Score 88.677 Data time: 0.2142, Forward time: 2.2730, Backward time: 3.0837, DDP time: 0.0061, Total iter time: 5.1009 [2020-11-09 03:10:22,512][root][INFO] - ===> Epoch[310](8058/26): Loss 0.5935, Sem 0.4118, dir -0.1334, norm 0.3151, swav 0.0000 LR: 2.289e-02 Score 85.818 Data time: 0.3100, Forward time: 2.2731, Backward time: 3.0837, DDP time: 0.0061, Total iter time: 6.4138 [2020-11-09 03:10:27,984][root][INFO] - ===> Epoch[310](8059/26): Loss 0.4290, Sem 0.3257, dir -0.1969, norm 0.3002, swav 0.0000 LR: 2.288e-02 Score 88.676 Data time: 0.2382, Forward time: 2.2731, Backward time: 3.0836, DDP time: 0.0061, Total iter time: 5.3367 [2020-11-09 03:10:33,394][root][INFO] - ===> Epoch[310](8060/26): Loss 0.5658, Sem 0.3440, dir -0.0799, norm 0.3017, swav 0.0000 LR: 2.287e-02 Score 88.186 Data time: 0.1790, Forward time: 2.2731, Backward time: 3.0836, DDP time: 0.0061, Total iter time: 5.2974 [2020-11-09 03:10:38,630][root][INFO] - ===> Epoch[311](8061/26): Loss 0.4992, Sem 0.3811, dir -0.1601, norm 0.2781, swav 0.0000 LR: 2.286e-02 Score 88.295 Data time: 0.2407, Forward time: 2.2731, Backward time: 3.0835, DDP time: 0.0061, Total iter time: 5.1556 [2020-11-09 03:10:43,655][root][INFO] - ===> Epoch[311](8062/26): Loss 0.4365, Sem 0.3370, dir -0.1144, norm 0.2140, swav 0.0000 LR: 2.284e-02 Score 88.694 Data time: 0.1819, Forward time: 2.2731, Backward time: 3.0835, DDP time: 0.0061, Total iter time: 4.9081 [2020-11-09 03:10:50,461][root][INFO] - ===> Epoch[311](8063/26): Loss 0.6198, Sem 0.3582, dir -0.1188, norm 0.3804, swav 0.0000 LR: 2.283e-02 Score 89.517 Data time: 0.1274, Forward time: 2.2730, Backward time: 3.0837, DDP time: 0.0061, Total iter time: 6.7096 [2020-11-09 03:10:55,358][root][INFO] - ===> Epoch[311](8064/26): Loss 0.5945, Sem 0.3738, dir -0.1576, norm 0.3783, swav 0.0000 LR: 2.282e-02 Score 89.931 Data time: 0.1633, Forward time: 2.2729, Backward time: 3.0837, DDP time: 0.0061, Total iter time: 4.8275 [2020-11-09 03:11:02,134][root][INFO] - ===> Epoch[311](8065/26): Loss 0.5870, Sem 0.3959, dir -0.1060, norm 0.2971, swav 0.0000 LR: 2.281e-02 Score 87.176 Data time: 0.3221, Forward time: 2.2730, Backward time: 3.0837, DDP time: 0.0061, Total iter time: 6.6721 [2020-11-09 03:11:07,990][root][INFO] - ===> Epoch[311](8066/26): Loss 0.6531, Sem 0.3345, dir -0.1416, norm 0.4601, swav 0.0000 LR: 2.280e-02 Score 88.424 Data time: 0.1363, Forward time: 2.2730, Backward time: 3.0838, DDP time: 0.0061, Total iter time: 5.7400 [2020-11-09 03:11:13,681][root][INFO] - ===> Epoch[311](8067/26): Loss 0.6303, Sem 0.3849, dir -0.1212, norm 0.3666, swav 0.0000 LR: 2.279e-02 Score 88.884 Data time: 0.3111, Forward time: 2.2730, Backward time: 3.0837, DDP time: 0.0061, Total iter time: 5.5791 [2020-11-09 03:11:19,325][root][INFO] - ===> Epoch[311](8068/26): Loss 0.5346, Sem 0.3171, dir -0.1020, norm 0.3195, swav 0.0000 LR: 2.278e-02 Score 89.617 Data time: 0.2191, Forward time: 2.2730, Backward time: 3.0837, DDP time: 0.0061, Total iter time: 5.5096 [2020-11-09 03:11:24,557][root][INFO] - ===> Epoch[311](8069/26): Loss 0.7080, Sem 0.4215, dir -0.0772, norm 0.3637, swav 0.0000 LR: 2.277e-02 Score 87.438 Data time: 0.2253, Forward time: 2.2730, Backward time: 3.0836, DDP time: 0.0061, Total iter time: 5.1307 [2020-11-09 03:11:30,855][root][INFO] - ===> Epoch[311](8070/26): Loss 0.6146, Sem 0.3364, dir -0.0831, norm 0.3613, swav 0.0000 LR: 2.276e-02 Score 89.405 Data time: 0.3034, Forward time: 2.2731, Backward time: 3.0836, DDP time: 0.0061, Total iter time: 6.1328 [2020-11-09 03:11:37,099][root][INFO] - ===> Epoch[311](8071/26): Loss 0.5463, Sem 0.2946, dir -0.1126, norm 0.3644, swav 0.0000 LR: 2.275e-02 Score 90.913 Data time: 0.1436, Forward time: 2.2730, Backward time: 3.0837, DDP time: 0.0061, Total iter time: 6.1073 [2020-11-09 03:11:42,381][root][INFO] - ===> Epoch[311](8072/26): Loss 0.6496, Sem 0.3734, dir -0.1142, norm 0.3904, swav 0.0000 LR: 2.274e-02 Score 86.675 Data time: 0.2678, Forward time: 2.2731, Backward time: 3.0836, DDP time: 0.0061, Total iter time: 5.2062 [2020-11-09 03:11:47,576][root][INFO] - ===> Epoch[311](8073/26): Loss 0.5741, Sem 0.3113, dir -0.1319, norm 0.3947, swav 0.0000 LR: 2.273e-02 Score 89.107 Data time: 0.2467, Forward time: 2.2731, Backward time: 3.0835, DDP time: 0.0061, Total iter time: 5.0774 [2020-11-09 03:11:53,558][root][INFO] - ===> Epoch[311](8074/26): Loss 0.4619, Sem 0.2791, dir -0.1286, norm 0.3114, swav 0.0000 LR: 2.272e-02 Score 91.370 Data time: 0.2817, Forward time: 2.2732, Backward time: 3.0834, DDP time: 0.0061, Total iter time: 5.8669 [2020-11-09 03:11:58,723][root][INFO] - ===> Epoch[311](8075/26): Loss 0.5674, Sem 0.2934, dir -0.1884, norm 0.4624, swav 0.0000 LR: 2.271e-02 Score 89.683 Data time: 0.2583, Forward time: 2.2733, Backward time: 3.0833, DDP time: 0.0061, Total iter time: 5.0389 [2020-11-09 03:12:03,944][root][INFO] - ===> Epoch[311](8076/26): Loss 0.5209, Sem 0.3018, dir -0.1138, norm 0.3329, swav 0.0000 LR: 2.270e-02 Score 90.090 Data time: 0.2210, Forward time: 2.2733, Backward time: 3.0833, DDP time: 0.0061, Total iter time: 5.1090 [2020-11-09 03:12:10,246][root][INFO] - ===> Epoch[311](8077/26): Loss 0.7169, Sem 0.4858, dir -0.1349, norm 0.3660, swav 0.0000 LR: 2.269e-02 Score 85.162 Data time: 0.2520, Forward time: 2.2733, Backward time: 3.0833, DDP time: 0.0061, Total iter time: 6.1989 [2020-11-09 03:12:15,429][root][INFO] - ===> Epoch[311](8078/26): Loss 0.5417, Sem 0.4113, dir -0.1658, norm 0.2962, swav 0.0000 LR: 2.267e-02 Score 87.148 Data time: 0.2426, Forward time: 2.2734, Backward time: 3.0832, DDP time: 0.0061, Total iter time: 5.0550 [2020-11-09 03:12:20,910][root][INFO] - ===> Epoch[311](8079/26): Loss 0.4701, Sem 0.3067, dir -0.1564, norm 0.3198, swav 0.0000 LR: 2.266e-02 Score 90.240 Data time: 0.2058, Forward time: 2.2734, Backward time: 3.0831, DDP time: 0.0061, Total iter time: 5.3518 [2020-11-09 03:12:26,549][root][INFO] - ===> Epoch[311](8080/26): Loss 0.5179, Sem 0.3276, dir -0.1108, norm 0.3010, swav 0.0000 LR: 2.265e-02 Score 89.591 Data time: 0.1932, Forward time: 2.2733, Backward time: 3.0831, DDP time: 0.0061, Total iter time: 5.5198 [2020-11-09 03:12:33,506][root][INFO] - ===> Epoch[311](8081/26): Loss 0.5818, Sem 0.3497, dir -0.1066, norm 0.3387, swav 0.0000 LR: 2.264e-02 Score 89.869 Data time: 0.1674, Forward time: 2.2733, Backward time: 3.0834, DDP time: 0.0061, Total iter time: 6.8302 [2020-11-09 03:12:39,544][root][INFO] - ===> Epoch[311](8082/26): Loss 0.7190, Sem 0.3622, dir -0.1270, norm 0.4838, swav 0.0000 LR: 2.263e-02 Score 87.269 Data time: 0.2439, Forward time: 2.2733, Backward time: 3.0834, DDP time: 0.0061, Total iter time: 5.9438 [2020-11-09 03:12:45,560][root][INFO] - ===> Epoch[311](8083/26): Loss 0.5678, Sem 0.3075, dir -0.0811, norm 0.3415, swav 0.0000 LR: 2.262e-02 Score 91.172 Data time: 0.2989, Forward time: 2.2734, Backward time: 3.0833, DDP time: 0.0061, Total iter time: 5.8898 [2020-11-09 03:12:52,118][root][INFO] - ===> Epoch[311](8084/26): Loss 0.4953, Sem 0.3161, dir -0.1417, norm 0.3209, swav 0.0000 LR: 2.261e-02 Score 89.837 Data time: 0.3111, Forward time: 2.2735, Backward time: 3.0833, DDP time: 0.0061, Total iter time: 6.3793 [2020-11-09 03:12:56,766][root][INFO] - ===> Epoch[311](8085/26): Loss 0.5667, Sem 0.3661, dir -0.2043, norm 0.4050, swav 0.0000 LR: 2.260e-02 Score 86.181 Data time: 0.2052, Forward time: 2.2735, Backward time: 3.0831, DDP time: 0.0061, Total iter time: 4.5152 [2020-11-09 03:13:02,565][root][INFO] - ===> Epoch[311](8086/26): Loss 0.5358, Sem 0.2868, dir -0.1287, norm 0.3778, swav 0.0000 LR: 2.259e-02 Score 91.064 Data time: 0.2196, Forward time: 2.2735, Backward time: 3.0831, DDP time: 0.0061, Total iter time: 5.6741 [2020-11-09 03:13:07,383][root][INFO] - ===> Epoch[312](8087/26): Loss 0.6077, Sem 0.3899, dir -0.0790, norm 0.2969, swav 0.0000 LR: 2.258e-02 Score 88.562 Data time: 0.1385, Forward time: 2.2734, Backward time: 3.0831, DDP time: 0.0061, Total iter time: 4.7162 [2020-11-09 03:13:12,625][root][INFO] - ===> Epoch[312](8088/26): Loss 0.6554, Sem 0.4245, dir -0.1363, norm 0.3672, swav 0.0000 LR: 2.257e-02 Score 87.060 Data time: 0.1431, Forward time: 2.2734, Backward time: 3.0831, DDP time: 0.0061, Total iter time: 5.1828 [2020-11-09 03:13:18,411][root][INFO] - ===> Epoch[312](8089/26): Loss 0.5719, Sem 0.3286, dir -0.1546, norm 0.3979, swav 0.0000 LR: 2.256e-02 Score 89.912 Data time: 0.1142, Forward time: 2.2732, Backward time: 3.0832, DDP time: 0.0061, Total iter time: 5.7264 [2020-11-09 03:13:23,255][root][INFO] - ===> Epoch[312](8090/26): Loss 0.6377, Sem 0.3958, dir -0.0928, norm 0.3347, swav 0.0000 LR: 2.255e-02 Score 88.280 Data time: 0.1477, Forward time: 2.2731, Backward time: 3.0832, DDP time: 0.0061, Total iter time: 4.8042 [2020-11-09 03:13:28,312][root][INFO] - ===> Epoch[312](8091/26): Loss 0.4830, Sem 0.3260, dir -0.1615, norm 0.3185, swav 0.0000 LR: 2.254e-02 Score 89.984 Data time: 0.2569, Forward time: 2.2732, Backward time: 3.0831, DDP time: 0.0061, Total iter time: 4.9792 [2020-11-09 03:13:34,144][root][INFO] - ===> Epoch[312](8092/26): Loss 0.5223, Sem 0.3214, dir -0.1739, norm 0.3748, swav 0.0000 LR: 2.253e-02 Score 89.012 Data time: 0.2642, Forward time: 2.2733, Backward time: 3.0831, DDP time: 0.0061, Total iter time: 5.6868 [2020-11-09 03:13:39,894][root][INFO] - ===> Epoch[312](8093/26): Loss 0.6079, Sem 0.3191, dir -0.1872, norm 0.4761, swav 0.0000 LR: 2.252e-02 Score 90.468 Data time: 0.2127, Forward time: 2.2733, Backward time: 3.0830, DDP time: 0.0061, Total iter time: 5.5916 [2020-11-09 03:13:45,351][root][INFO] - ===> Epoch[312](8094/26): Loss 0.4816, Sem 0.3237, dir -0.1741, norm 0.3320, swav 0.0000 LR: 2.250e-02 Score 88.318 Data time: 0.1973, Forward time: 2.2732, Backward time: 3.0830, DDP time: 0.0061, Total iter time: 5.3521 [2020-11-09 03:13:49,322][root][INFO] - ===> Epoch[312](8095/26): Loss 0.5898, Sem 0.3054, dir -0.1081, norm 0.3924, swav 0.0000 LR: 2.249e-02 Score 91.560 Data time: 0.1733, Forward time: 2.2732, Backward time: 3.0829, DDP time: 0.0061, Total iter time: 3.8464 [2020-11-09 03:13:54,580][root][INFO] - ===> Epoch[312](8096/26): Loss 0.6898, Sem 0.3989, dir -0.0905, norm 0.3813, swav 0.0000 LR: 2.248e-02 Score 85.748 Data time: 0.2262, Forward time: 2.2732, Backward time: 3.0828, DDP time: 0.0061, Total iter time: 5.1700 [2020-11-09 03:14:00,123][root][INFO] - ===> Epoch[312](8097/26): Loss 0.5982, Sem 0.3472, dir -0.0650, norm 0.3160, swav 0.0000 LR: 2.247e-02 Score 89.441 Data time: 0.2358, Forward time: 2.2732, Backward time: 3.0828, DDP time: 0.0061, Total iter time: 5.4171 [2020-11-09 03:14:05,153][root][INFO] - ===> Epoch[312](8098/26): Loss 0.5362, Sem 0.3411, dir -0.1286, norm 0.3237, swav 0.0000 LR: 2.246e-02 Score 88.610 Data time: 0.2850, Forward time: 2.2732, Backward time: 3.0826, DDP time: 0.0061, Total iter time: 4.9311 [2020-11-09 03:14:10,596][root][INFO] - ===> Epoch[312](8099/26): Loss 0.6167, Sem 0.3655, dir -0.1478, norm 0.3990, swav 0.0000 LR: 2.245e-02 Score 87.619 Data time: 0.2368, Forward time: 2.2732, Backward time: 3.0826, DDP time: 0.0061, Total iter time: 5.3157 [2020-11-09 03:14:16,362][root][INFO] - ===> Epoch[312](8100/26): Loss 0.5215, Sem 0.3755, dir -0.1316, norm 0.2775, swav 0.0000 LR: 2.244e-02 Score 89.182 Data time: 0.2656, Forward time: 2.2733, Backward time: 3.0825, DDP time: 0.0061, Total iter time: 5.6692 [2020-11-09 03:14:21,450][root][INFO] - ===> Epoch[312](8101/26): Loss 0.5656, Sem 0.3508, dir -0.1750, norm 0.3899, swav 0.0000 LR: 2.243e-02 Score 89.041 Data time: 0.2263, Forward time: 2.2734, Backward time: 3.0824, DDP time: 0.0061, Total iter time: 4.9685 [2020-11-09 03:14:27,470][root][INFO] - ===> Epoch[312](8102/26): Loss 0.6274, Sem 0.4078, dir -0.1044, norm 0.3240, swav 0.0000 LR: 2.242e-02 Score 86.844 Data time: 0.1730, Forward time: 2.2733, Backward time: 3.0825, DDP time: 0.0061, Total iter time: 5.9206 [2020-11-09 03:14:34,258][root][INFO] - ===> Epoch[312](8103/26): Loss 0.4844, Sem 0.3359, dir -0.1356, norm 0.2842, swav 0.0000 LR: 2.241e-02 Score 89.614 Data time: 0.3250, Forward time: 2.2734, Backward time: 3.0825, DDP time: 0.0061, Total iter time: 6.6832 [2020-11-09 03:14:39,837][root][INFO] - ===> Epoch[312](8104/26): Loss 0.4567, Sem 0.2812, dir -0.1355, norm 0.3110, swav 0.0000 LR: 2.240e-02 Score 90.305 Data time: 0.2661, Forward time: 2.2735, Backward time: 3.0824, DDP time: 0.0061, Total iter time: 5.4531 [2020-11-09 03:14:46,594][root][INFO] - ===> Epoch[312](8105/26): Loss 0.5168, Sem 0.3663, dir -0.1603, norm 0.3109, swav 0.0000 LR: 2.239e-02 Score 88.070 Data time: 0.2550, Forward time: 2.2736, Backward time: 3.0824, DDP time: 0.0061, Total iter time: 6.6341 [2020-11-09 03:14:52,351][root][INFO] - ===> Epoch[312](8106/26): Loss 0.4801, Sem 0.3423, dir -0.2052, norm 0.3429, swav 0.0000 LR: 2.238e-02 Score 89.070 Data time: 0.2862, Forward time: 2.2736, Backward time: 3.0824, DDP time: 0.0061, Total iter time: 5.6344 [2020-11-09 03:14:57,712][root][INFO] - ===> Epoch[312](8107/26): Loss 0.6586, Sem 0.3986, dir -0.1624, norm 0.4224, swav 0.0000 LR: 2.237e-02 Score 87.376 Data time: 0.2352, Forward time: 2.2737, Backward time: 3.0823, DDP time: 0.0061, Total iter time: 5.2323 [2020-11-09 03:15:03,628][root][INFO] - ===> Epoch[312](8108/26): Loss 0.5024, Sem 0.3153, dir -0.1691, norm 0.3562, swav 0.0000 LR: 2.236e-02 Score 89.659 Data time: 0.2395, Forward time: 2.2737, Backward time: 3.0823, DDP time: 0.0061, Total iter time: 5.8240 [2020-11-09 03:15:08,108][root][INFO] - ===> Epoch[312](8109/26): Loss 0.5757, Sem 0.3702, dir -0.1112, norm 0.3167, swav 0.0000 LR: 2.235e-02 Score 85.405 Data time: 0.2135, Forward time: 2.2737, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 4.3917 [2020-11-09 03:15:15,098][root][INFO] - ===> Epoch[312](8110/26): Loss 0.4287, Sem 0.2495, dir -0.1810, norm 0.3602, swav 0.0000 LR: 2.233e-02 Score 91.970 Data time: 0.2477, Forward time: 2.2737, Backward time: 3.0823, DDP time: 0.0061, Total iter time: 6.8799 [2020-11-09 03:15:21,372][root][INFO] - ===> Epoch[312](8111/26): Loss 0.6137, Sem 0.2993, dir -0.1515, norm 0.4659, swav 0.0000 LR: 2.232e-02 Score 90.263 Data time: 0.3084, Forward time: 2.2738, Backward time: 3.0822, DDP time: 0.0061, Total iter time: 6.1485 [2020-11-09 03:15:26,532][root][INFO] - ===> Epoch[312](8112/26): Loss 0.6462, Sem 0.4524, dir -0.1066, norm 0.3004, swav 0.0000 LR: 2.231e-02 Score 85.376 Data time: 0.2553, Forward time: 2.2739, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 5.0324 [2020-11-09 03:15:31,925][root][INFO] - ===> Epoch[313](8113/26): Loss 0.6603, Sem 0.4285, dir -0.0998, norm 0.3316, swav 0.0000 LR: 2.230e-02 Score 87.107 Data time: 0.2596, Forward time: 2.2739, Backward time: 3.0820, DDP time: 0.0061, Total iter time: 5.2754 [2020-11-09 03:15:38,597][root][INFO] - ===> Epoch[313](8114/26): Loss 0.4857, Sem 0.2690, dir -0.1150, norm 0.3318, swav 0.0000 LR: 2.229e-02 Score 91.546 Data time: 0.2786, Forward time: 2.2740, Backward time: 3.0820, DDP time: 0.0061, Total iter time: 6.5537 [2020-11-09 03:15:45,195][root][INFO] - ===> Epoch[313](8115/26): Loss 0.5293, Sem 0.3084, dir -0.1333, norm 0.3541, swav 0.0000 LR: 2.228e-02 Score 88.748 Data time: 0.2699, Forward time: 2.2740, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 6.4791 [2020-11-09 03:15:51,716][root][INFO] - ===> Epoch[313](8116/26): Loss 0.4948, Sem 0.2809, dir -0.1129, norm 0.3268, swav 0.0000 LR: 2.227e-02 Score 91.004 Data time: 0.2459, Forward time: 2.2741, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 6.3882 [2020-11-09 03:15:56,383][root][INFO] - ===> Epoch[313](8117/26): Loss 0.6952, Sem 0.3586, dir -0.1761, norm 0.5128, swav 0.0000 LR: 2.226e-02 Score 87.944 Data time: 0.2187, Forward time: 2.2741, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 4.5696 [2020-11-09 03:16:02,930][root][INFO] - ===> Epoch[313](8118/26): Loss 0.5259, Sem 0.3852, dir -0.1370, norm 0.2777, swav 0.0000 LR: 2.225e-02 Score 88.170 Data time: 0.2238, Forward time: 2.2741, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 6.4504 [2020-11-09 03:16:08,462][root][INFO] - ===> Epoch[313](8119/26): Loss 0.6883, Sem 0.3707, dir -0.1200, norm 0.4376, swav 0.0000 LR: 2.224e-02 Score 89.502 Data time: 0.2483, Forward time: 2.2741, Backward time: 3.0820, DDP time: 0.0061, Total iter time: 5.4531 [2020-11-09 03:16:13,144][root][INFO] - ===> Epoch[313](8120/26): Loss 0.4791, Sem 0.2828, dir -0.1339, norm 0.3302, swav 0.0000 LR: 2.223e-02 Score 90.548 Data time: 0.1921, Forward time: 2.2741, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 4.5783 [2020-11-09 03:16:18,938][root][INFO] - ===> Epoch[313](8121/26): Loss 0.5304, Sem 0.3299, dir -0.1465, norm 0.3470, swav 0.0000 LR: 2.222e-02 Score 90.251 Data time: 0.2487, Forward time: 2.2742, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 5.7268 [2020-11-09 03:16:24,402][root][INFO] - ===> Epoch[313](8122/26): Loss 0.5250, Sem 0.3234, dir -0.1549, norm 0.3565, swav 0.0000 LR: 2.221e-02 Score 88.427 Data time: 0.2184, Forward time: 2.2742, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 5.3496 [2020-11-09 03:16:29,359][root][INFO] - ===> Epoch[313](8123/26): Loss 0.4672, Sem 0.3175, dir -0.1840, norm 0.3338, swav 0.0000 LR: 2.220e-02 Score 89.268 Data time: 0.1932, Forward time: 2.2742, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 4.8606 [2020-11-09 03:16:34,942][root][INFO] - ===> Epoch[313](8124/26): Loss 0.5678, Sem 0.3515, dir -0.1596, norm 0.3760, swav 0.0000 LR: 2.219e-02 Score 88.865 Data time: 0.1328, Forward time: 2.2741, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 5.4921 [2020-11-09 03:16:40,540][root][INFO] - ===> Epoch[313](8125/26): Loss 0.6184, Sem 0.3778, dir -0.0897, norm 0.3304, swav 0.0000 LR: 2.218e-02 Score 86.851 Data time: 0.1843, Forward time: 2.2740, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 5.5407 [2020-11-09 03:16:47,099][root][INFO] - ===> Epoch[313](8126/26): Loss 0.6433, Sem 0.4332, dir -0.1457, norm 0.3558, swav 0.0000 LR: 2.216e-02 Score 85.238 Data time: 0.2566, Forward time: 2.2740, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 6.4773 [2020-11-09 03:16:52,162][root][INFO] - ===> Epoch[313](8127/26): Loss 0.5592, Sem 0.4025, dir -0.1098, norm 0.2665, swav 0.0000 LR: 2.215e-02 Score 87.118 Data time: 0.1624, Forward time: 2.2740, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 4.9514 [2020-11-09 03:16:57,567][root][INFO] - ===> Epoch[313](8128/26): Loss 0.6031, Sem 0.3454, dir -0.1527, norm 0.4104, swav 0.0000 LR: 2.214e-02 Score 90.166 Data time: 0.1769, Forward time: 2.2739, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 5.3565 [2020-11-09 03:17:03,493][root][INFO] - ===> Epoch[313](8129/26): Loss 0.4987, Sem 0.3194, dir -0.1205, norm 0.2998, swav 0.0000 LR: 2.213e-02 Score 91.634 Data time: 0.2435, Forward time: 2.2740, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 5.8921 [2020-11-09 03:17:08,513][root][INFO] - ===> Epoch[313](8130/26): Loss 0.5791, Sem 0.3268, dir -0.1489, norm 0.4013, swav 0.0000 LR: 2.212e-02 Score 88.222 Data time: 0.1862, Forward time: 2.2739, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 4.9101 [2020-11-09 03:17:14,321][root][INFO] - ===> Epoch[313](8131/26): Loss 0.5765, Sem 0.3248, dir -0.1373, norm 0.3890, swav 0.0000 LR: 2.211e-02 Score 90.210 Data time: 0.1688, Forward time: 2.2739, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 5.7157 [2020-11-09 03:17:20,846][root][INFO] - ===> Epoch[313](8132/26): Loss 0.5710, Sem 0.3502, dir -0.1539, norm 0.3747, swav 0.0000 LR: 2.210e-02 Score 88.982 Data time: 0.1869, Forward time: 2.2738, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 6.4323 [2020-11-09 03:17:26,438][root][INFO] - ===> Epoch[313](8133/26): Loss 0.5327, Sem 0.3054, dir -0.1331, norm 0.3604, swav 0.0000 LR: 2.209e-02 Score 90.523 Data time: 0.2441, Forward time: 2.2738, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 5.4714 [2020-11-09 03:17:33,284][root][INFO] - ===> Epoch[313](8134/26): Loss 0.4957, Sem 0.3392, dir -0.1549, norm 0.3114, swav 0.0000 LR: 2.208e-02 Score 88.895 Data time: 0.3448, Forward time: 2.2739, Backward time: 3.0820, DDP time: 0.0061, Total iter time: 6.7574 [2020-11-09 03:17:39,314][root][INFO] - ===> Epoch[313](8135/26): Loss 0.7212, Sem 0.4076, dir -0.0821, norm 0.3957, swav 0.0000 LR: 2.207e-02 Score 89.259 Data time: 0.1436, Forward time: 2.2739, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 5.8888 [2020-11-09 03:17:46,284][root][INFO] - ===> Epoch[313](8136/26): Loss 0.6888, Sem 0.3459, dir -0.1314, norm 0.4742, swav 0.0000 LR: 2.206e-02 Score 89.071 Data time: 0.2516, Forward time: 2.2739, Backward time: 3.0823, DDP time: 0.0061, Total iter time: 6.9141 [2020-11-09 03:17:51,230][root][INFO] - ===> Epoch[313](8137/26): Loss 0.5369, Sem 0.3041, dir -0.0998, norm 0.3326, swav 0.0000 LR: 2.205e-02 Score 90.549 Data time: 0.1536, Forward time: 2.2738, Backward time: 3.0823, DDP time: 0.0061, Total iter time: 4.8438 [2020-11-09 03:17:58,679][root][INFO] - ===> Epoch[313](8138/26): Loss 0.5961, Sem 0.2919, dir -0.1013, norm 0.4055, swav 0.0000 LR: 2.204e-02 Score 90.811 Data time: 0.2338, Forward time: 2.2738, Backward time: 3.0825, DDP time: 0.0061, Total iter time: 7.3740 [2020-11-09 03:18:04,304][root][INFO] - ===> Epoch[314](8139/26): Loss 0.4779, Sem 0.2435, dir -0.0661, norm 0.3006, swav 0.0000 LR: 2.203e-02 Score 92.598 Data time: 0.2329, Forward time: 2.2738, Backward time: 3.0824, DDP time: 0.0061, Total iter time: 5.5177 [2020-11-09 03:18:08,933][root][INFO] - ===> Epoch[314](8140/26): Loss 0.5386, Sem 0.2754, dir -0.0968, norm 0.3599, swav 0.0000 LR: 2.202e-02 Score 91.087 Data time: 0.1745, Forward time: 2.2738, Backward time: 3.0823, DDP time: 0.0061, Total iter time: 4.4972 [2020-11-09 03:18:14,235][root][INFO] - ===> Epoch[314](8141/26): Loss 0.6726, Sem 0.3938, dir -0.1202, norm 0.3990, swav 0.0000 LR: 2.201e-02 Score 87.552 Data time: 0.2283, Forward time: 2.2738, Backward time: 3.0822, DDP time: 0.0061, Total iter time: 5.2215 [2020-11-09 03:18:19,238][root][INFO] - ===> Epoch[314](8142/26): Loss 0.5616, Sem 0.3061, dir -0.1599, norm 0.4154, swav 0.0000 LR: 2.199e-02 Score 91.394 Data time: 0.1846, Forward time: 2.2738, Backward time: 3.0822, DDP time: 0.0061, Total iter time: 4.8675 [2020-11-09 03:18:24,848][root][INFO] - ===> Epoch[314](8143/26): Loss 0.5790, Sem 0.3631, dir -0.1094, norm 0.3253, swav 0.0000 LR: 2.198e-02 Score 88.481 Data time: 0.2812, Forward time: 2.2738, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 5.5290 [2020-11-09 03:18:30,479][root][INFO] - ===> Epoch[314](8144/26): Loss 0.7095, Sem 0.3957, dir -0.0862, norm 0.4000, swav 0.0000 LR: 2.197e-02 Score 87.680 Data time: 0.2298, Forward time: 2.2739, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 5.4929 [2020-11-09 03:18:36,269][root][INFO] - ===> Epoch[314](8145/26): Loss 0.5760, Sem 0.3051, dir -0.1456, norm 0.4165, swav 0.0000 LR: 2.196e-02 Score 90.696 Data time: 0.1932, Forward time: 2.2738, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 5.6644 [2020-11-09 03:18:42,158][root][INFO] - ===> Epoch[314](8146/26): Loss 0.6332, Sem 0.3587, dir -0.0732, norm 0.3477, swav 0.0000 LR: 2.195e-02 Score 87.830 Data time: 0.1496, Forward time: 2.2738, Backward time: 3.0822, DDP time: 0.0061, Total iter time: 5.7738 [2020-11-09 03:18:47,114][root][INFO] - ===> Epoch[314](8147/26): Loss 0.6034, Sem 0.3771, dir -0.0956, norm 0.3220, swav 0.0000 LR: 2.194e-02 Score 88.080 Data time: 0.1781, Forward time: 2.2737, Backward time: 3.0821, DDP time: 0.0061, Total iter time: 4.8651 [2020-11-09 03:18:52,792][root][INFO] - ===> Epoch[314](8148/26): Loss 0.6448, Sem 0.3194, dir -0.1048, norm 0.4302, swav 0.0000 LR: 2.193e-02 Score 88.589 Data time: 0.2741, Forward time: 2.2738, Backward time: 3.0820, DDP time: 0.0061, Total iter time: 5.5809 [2020-11-09 03:18:58,757][root][INFO] - ===> Epoch[314](8149/26): Loss 0.6431, Sem 0.3349, dir -0.0577, norm 0.3659, swav 0.0000 LR: 2.192e-02 Score 88.705 Data time: 0.2433, Forward time: 2.2739, Backward time: 3.0820, DDP time: 0.0061, Total iter time: 5.8242 [2020-11-09 03:19:03,593][root][INFO] - ===> Epoch[314](8150/26): Loss 0.7395, Sem 0.4420, dir -0.0926, norm 0.3901, swav 0.0000 LR: 2.191e-02 Score 86.242 Data time: 0.1870, Forward time: 2.2738, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 4.7011 [2020-11-09 03:19:08,641][root][INFO] - ===> Epoch[314](8151/26): Loss 0.6838, Sem 0.3320, dir -0.0938, norm 0.4456, swav 0.0000 LR: 2.190e-02 Score 88.911 Data time: 0.2410, Forward time: 2.2739, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 4.9579 [2020-11-09 03:19:15,249][root][INFO] - ===> Epoch[314](8152/26): Loss 0.5014, Sem 0.3526, dir -0.1053, norm 0.2541, swav 0.0000 LR: 2.189e-02 Score 88.445 Data time: 0.2055, Forward time: 2.2738, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 6.4971 [2020-11-09 03:19:20,043][root][INFO] - ===> Epoch[314](8153/26): Loss 0.5154, Sem 0.3439, dir -0.1815, norm 0.3530, swav 0.0000 LR: 2.188e-02 Score 88.155 Data time: 0.1740, Forward time: 2.2738, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 4.6760 [2020-11-09 03:19:25,748][root][INFO] - ===> Epoch[314](8154/26): Loss 0.6562, Sem 0.3870, dir -0.1012, norm 0.3703, swav 0.0000 LR: 2.187e-02 Score 86.213 Data time: 0.2427, Forward time: 2.2738, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 5.6183 [2020-11-09 03:19:30,621][root][INFO] - ===> Epoch[314](8155/26): Loss 0.5298, Sem 0.3305, dir -0.1516, norm 0.3508, swav 0.0000 LR: 2.186e-02 Score 88.749 Data time: 0.2243, Forward time: 2.2739, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 4.7523 [2020-11-09 03:19:37,897][root][INFO] - ===> Epoch[314](8156/26): Loss 0.5899, Sem 0.3643, dir -0.0981, norm 0.3237, swav 0.0000 LR: 2.185e-02 Score 87.858 Data time: 0.2089, Forward time: 2.2738, Backward time: 3.0819, DDP time: 0.0061, Total iter time: 7.1702 [2020-11-09 03:19:42,773][root][INFO] - ===> Epoch[314](8157/26): Loss 0.6477, Sem 0.4010, dir -0.1163, norm 0.3630, swav 0.0000 LR: 2.183e-02 Score 84.829 Data time: 0.2376, Forward time: 2.2738, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 4.7497 [2020-11-09 03:19:48,761][root][INFO] - ===> Epoch[314](8158/26): Loss 0.4717, Sem 0.3136, dir -0.1291, norm 0.2872, swav 0.0000 LR: 2.182e-02 Score 89.801 Data time: 0.2751, Forward time: 2.2738, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 5.8679 [2020-11-09 03:19:54,196][root][INFO] - ===> Epoch[314](8159/26): Loss 0.5796, Sem 0.3713, dir -0.0941, norm 0.3024, swav 0.0000 LR: 2.181e-02 Score 88.205 Data time: 0.2593, Forward time: 2.2739, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 5.3147 [2020-11-09 03:20:00,771][root][INFO] - ===> Epoch[314](8160/26): Loss 0.5431, Sem 0.3115, dir -0.1400, norm 0.3717, swav 0.0000 LR: 2.180e-02 Score 89.899 Data time: 0.2543, Forward time: 2.2740, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 6.4326 [2020-11-09 03:20:06,625][root][INFO] - ===> Epoch[314](8161/26): Loss 0.5009, Sem 0.3240, dir -0.1740, norm 0.3509, swav 0.0000 LR: 2.179e-02 Score 90.557 Data time: 0.2349, Forward time: 2.2740, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 5.7512 [2020-11-09 03:20:12,370][root][INFO] - ===> Epoch[314](8162/26): Loss 0.5546, Sem 0.3266, dir -0.1458, norm 0.3738, swav 0.0000 LR: 2.178e-02 Score 88.975 Data time: 0.2223, Forward time: 2.2740, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 5.6287 [2020-11-09 03:20:18,920][root][INFO] - ===> Epoch[314](8163/26): Loss 0.5772, Sem 0.2939, dir -0.1048, norm 0.3881, swav 0.0000 LR: 2.177e-02 Score 90.638 Data time: 0.1674, Forward time: 2.2740, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 6.4375 [2020-11-09 03:20:23,794][root][INFO] - ===> Epoch[314](8164/26): Loss 0.5261, Sem 0.3300, dir -0.1219, norm 0.3179, swav 0.0000 LR: 2.176e-02 Score 87.635 Data time: 0.2148, Forward time: 2.2740, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 4.7661 [2020-11-09 03:20:29,358][root][INFO] - ===> Epoch[315](8165/26): Loss 0.4442, Sem 0.2682, dir -0.1456, norm 0.3217, swav 0.0000 LR: 2.175e-02 Score 90.694 Data time: 0.2717, Forward time: 2.2740, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 5.4555 [2020-11-09 03:20:34,844][root][INFO] - ===> Epoch[315](8166/26): Loss 0.5791, Sem 0.3944, dir -0.0732, norm 0.2579, swav 0.0000 LR: 2.174e-02 Score 87.183 Data time: 0.2681, Forward time: 2.2740, Backward time: 3.0816, DDP time: 0.0061, Total iter time: 5.3493 [2020-11-09 03:20:40,250][root][INFO] - ===> Epoch[315](8167/26): Loss 0.6279, Sem 0.3730, dir -0.1198, norm 0.3747, swav 0.0000 LR: 2.173e-02 Score 88.080 Data time: 0.2342, Forward time: 2.2740, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 5.2896 [2020-11-09 03:20:45,004][root][INFO] - ===> Epoch[315](8168/26): Loss 0.6551, Sem 0.3581, dir -0.1049, norm 0.4020, swav 0.0000 LR: 2.172e-02 Score 89.164 Data time: 0.1841, Forward time: 2.2740, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 4.6324 [2020-11-09 03:20:50,640][root][INFO] - ===> Epoch[315](8169/26): Loss 0.5150, Sem 0.2966, dir -0.1727, norm 0.3912, swav 0.0000 LR: 2.171e-02 Score 88.936 Data time: 0.1657, Forward time: 2.2739, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 5.5547 [2020-11-09 03:20:55,952][root][INFO] - ===> Epoch[315](8170/26): Loss 0.5093, Sem 0.2921, dir -0.1019, norm 0.3191, swav 0.0000 LR: 2.170e-02 Score 89.659 Data time: 0.2281, Forward time: 2.2740, Backward time: 3.0814, DDP time: 0.0061, Total iter time: 5.2210 [2020-11-09 03:21:01,338][root][INFO] - ===> Epoch[315](8171/26): Loss 0.5187, Sem 0.3424, dir -0.1152, norm 0.2916, swav 0.0000 LR: 2.169e-02 Score 88.556 Data time: 0.1730, Forward time: 2.2739, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 5.2711 [2020-11-09 03:21:07,319][root][INFO] - ===> Epoch[315](8172/26): Loss 0.7796, Sem 0.4627, dir -0.1115, norm 0.4284, swav 0.0000 LR: 2.167e-02 Score 84.874 Data time: 0.1960, Forward time: 2.2739, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 5.8759 [2020-11-09 03:21:11,686][root][INFO] - ===> Epoch[315](8173/26): Loss 0.3030, Sem 0.2383, dir -0.1318, norm 0.1965, swav 0.0000 LR: 2.166e-02 Score 92.571 Data time: 0.2054, Forward time: 2.2738, Backward time: 3.0814, DDP time: 0.0061, Total iter time: 4.2608 [2020-11-09 03:21:18,481][root][INFO] - ===> Epoch[315](8174/26): Loss 0.6151, Sem 0.4434, dir -0.1435, norm 0.3152, swav 0.0000 LR: 2.165e-02 Score 84.516 Data time: 0.1257, Forward time: 2.2737, Backward time: 3.0816, DDP time: 0.0061, Total iter time: 6.6888 [2020-11-09 03:21:24,828][root][INFO] - ===> Epoch[315](8175/26): Loss 0.6418, Sem 0.3546, dir -0.1003, norm 0.3874, swav 0.0000 LR: 2.164e-02 Score 87.817 Data time: 0.2728, Forward time: 2.2737, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 6.2544 [2020-11-09 03:21:30,183][root][INFO] - ===> Epoch[315](8176/26): Loss 0.4906, Sem 0.3351, dir -0.1206, norm 0.2761, swav 0.0000 LR: 2.163e-02 Score 89.666 Data time: 0.2260, Forward time: 2.2737, Backward time: 3.0816, DDP time: 0.0061, Total iter time: 5.2348 [2020-11-09 03:21:36,015][root][INFO] - ===> Epoch[315](8177/26): Loss 0.5040, Sem 0.2501, dir -0.1422, norm 0.3961, swav 0.0000 LR: 2.162e-02 Score 92.034 Data time: 0.2303, Forward time: 2.2737, Backward time: 3.0816, DDP time: 0.0061, Total iter time: 5.7030 [2020-11-09 03:21:40,928][root][INFO] - ===> Epoch[315](8178/26): Loss 0.4680, Sem 0.3285, dir -0.1180, norm 0.2574, swav 0.0000 LR: 2.161e-02 Score 90.007 Data time: 0.2430, Forward time: 2.2738, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 4.7892 [2020-11-09 03:21:46,658][root][INFO] - ===> Epoch[315](8179/26): Loss 0.6129, Sem 0.3915, dir -0.0788, norm 0.3002, swav 0.0000 LR: 2.160e-02 Score 88.770 Data time: 0.2283, Forward time: 2.2738, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 5.6143 [2020-11-09 03:21:52,625][root][INFO] - ===> Epoch[315](8180/26): Loss 0.5449, Sem 0.3978, dir -0.1428, norm 0.2900, swav 0.0000 LR: 2.159e-02 Score 86.560 Data time: 0.1975, Forward time: 2.2738, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 5.8494 [2020-11-09 03:21:58,183][root][INFO] - ===> Epoch[315](8181/26): Loss 0.5279, Sem 0.3546, dir -0.0934, norm 0.2667, swav 0.0000 LR: 2.158e-02 Score 88.261 Data time: 0.2207, Forward time: 2.2738, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 5.4502 [2020-11-09 03:22:03,085][root][INFO] - ===> Epoch[315](8182/26): Loss 0.5489, Sem 0.4046, dir -0.1438, norm 0.2881, swav 0.0000 LR: 2.157e-02 Score 86.452 Data time: 0.2281, Forward time: 2.2738, Backward time: 3.0814, DDP time: 0.0061, Total iter time: 4.7956 [2020-11-09 03:22:08,844][root][INFO] - ===> Epoch[315](8183/26): Loss 0.6315, Sem 0.3993, dir -0.1231, norm 0.3554, swav 0.0000 LR: 2.156e-02 Score 86.735 Data time: 0.1811, Forward time: 2.2738, Backward time: 3.0814, DDP time: 0.0061, Total iter time: 5.6307 [2020-11-09 03:22:14,503][root][INFO] - ===> Epoch[315](8184/26): Loss 0.5190, Sem 0.3028, dir -0.1464, norm 0.3626, swav 0.0000 LR: 2.155e-02 Score 89.806 Data time: 0.1869, Forward time: 2.2737, Backward time: 3.0815, DDP time: 0.0061, Total iter time: 5.5457 [2020-11-09 03:22:20,367][root][INFO] - ===> Epoch[315](8185/26): Loss 0.4103, Sem 0.2752, dir -0.1348, norm 0.2699, swav 0.0000 LR: 2.154e-02 Score 91.397 Data time: 0.2471, Forward time: 2.2738, Backward time: 3.0814, DDP time: 0.0061, Total iter time: 5.7704 [2020-11-09 03:22:27,209][root][INFO] - ===> Epoch[315](8186/26): Loss 0.4788, Sem 0.3979, dir -0.1582, norm 0.2391, swav 0.0000 LR: 2.153e-02 Score 87.569 Data time: 0.1802, Forward time: 2.2737, Backward time: 3.0816, DDP time: 0.0061, Total iter time: 6.7254 [2020-11-09 03:22:33,076][root][INFO] - ===> Epoch[315](8187/26): Loss 0.5616, Sem 0.3561, dir -0.1009, norm 0.3064, swav 0.0000 LR: 2.151e-02 Score 88.544 Data time: 0.2532, Forward time: 2.2738, Backward time: 3.0816, DDP time: 0.0061, Total iter time: 5.7603 [2020-11-09 03:22:38,688][root][INFO] - ===> Epoch[315](8188/26): Loss 0.5873, Sem 0.3720, dir -0.1714, norm 0.3867, swav 0.0000 LR: 2.150e-02 Score 89.678 Data time: 0.1627, Forward time: 2.2737, Backward time: 3.0816, DDP time: 0.0061, Total iter time: 5.4772 [2020-11-09 03:22:45,211][root][INFO] - ===> Epoch[315](8189/26): Loss 0.5226, Sem 0.2856, dir -0.1148, norm 0.3518, swav 0.0000 LR: 2.149e-02 Score 90.527 Data time: 0.2321, Forward time: 2.2737, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 6.4449 [2020-11-09 03:22:50,958][root][INFO] - ===> Epoch[315](8190/26): Loss 0.5677, Sem 0.3453, dir -0.1695, norm 0.3919, swav 0.0000 LR: 2.148e-02 Score 87.333 Data time: 0.2289, Forward time: 2.2737, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 5.6099 [2020-11-09 03:22:57,327][root][INFO] - ===> Epoch[316](8191/26): Loss 0.7466, Sem 0.4084, dir -0.1379, norm 0.4762, swav 0.0000 LR: 2.147e-02 Score 86.935 Data time: 0.1997, Forward time: 2.2737, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 6.2503 [2020-11-09 03:23:02,791][root][INFO] - ===> Epoch[316](8192/26): Loss 0.5565, Sem 0.3678, dir -0.1523, norm 0.3411, swav 0.0000 LR: 2.146e-02 Score 86.740 Data time: 0.1537, Forward time: 2.2736, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 5.3429 [2020-11-09 03:23:07,594][root][INFO] - ===> Epoch[316](8193/26): Loss 0.6337, Sem 0.4093, dir -0.1352, norm 0.3595, swav 0.0000 LR: 2.145e-02 Score 89.187 Data time: 0.1700, Forward time: 2.2736, Backward time: 3.0818, DDP time: 0.0061, Total iter time: 4.7022 [2020-11-09 03:23:12,318][root][INFO] - ===> Epoch[316](8194/26): Loss 0.5361, Sem 0.3361, dir -0.1316, norm 0.3317, swav 0.0000 LR: 2.144e-02 Score 90.141 Data time: 0.1944, Forward time: 2.2735, Backward time: 3.0817, DDP time: 0.0061, Total iter time: 4.6241 [2020-11-09 03:23:17,343][root][INFO] - ===> Epoch[316](8195/26): Loss 0.5404, Sem 0.3613, dir -0.1855, norm 0.3646, swav 0.0000 LR: 2.143e-02 Score 86.610 Data time: 0.2519, Forward time: 2.2735, Backward time: 3.0816, DDP time: 0.0061, Total iter time: 4.9186 [2020-11-09 03:23:22,154][root][INFO] - ===> Epoch[316](8196/26): Loss 0.5489, Sem 0.2676, dir -0.0931, norm 0.3743, swav 0.0000 LR: 2.142e-02 Score 91.718 Data time: 0.2588, Forward time: 2.2736, Backward time: 3.0814, DDP time: 0.0061, Total iter time: 4.6812 [2020-11-09 03:23:27,319][root][INFO] - ===> Epoch[316](8197/26): Loss 0.5932, Sem 0.3457, dir -0.1220, norm 0.3695, swav 0.0000 LR: 2.141e-02 Score 89.960 Data time: 0.2111, Forward time: 2.2736, Backward time: 3.0814, DDP time: 0.0061, Total iter time: 5.0208 [2020-11-09 03:23:32,292][root][INFO] - ===> Epoch[316](8198/26): Loss 0.4499, Sem 0.3256, dir -0.1708, norm 0.2951, swav 0.0000 LR: 2.140e-02 Score 89.528 Data time: 0.2203, Forward time: 2.2735, Backward time: 3.0813, DDP time: 0.0061, Total iter time: 4.8544 [2020-11-09 03:23:37,670][root][INFO] - ===> Epoch[316](8199/26): Loss 0.4530, Sem 0.2371, dir -0.1650, norm 0.3809, swav 0.0000 LR: 2.139e-02 Score 91.567 Data time: 0.2427, Forward time: 2.2736, Backward time: 3.0812, DDP time: 0.0061, Total iter time: 5.2706 [2020-11-09 03:23:43,075][root][INFO] - ===> Epoch[316](8200/26): Loss 0.7040, Sem 0.3854, dir -0.1198, norm 0.4385, swav 0.0000 LR: 2.138e-02 Score 87.806 Data time: 0.2648, Forward time: 2.2737, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 5.2766 [2020-11-09 03:23:48,080][root][INFO] - ===> Epoch[316](8201/26): Loss 0.5929, Sem 0.3259, dir -0.1233, norm 0.3904, swav 0.0000 LR: 2.137e-02 Score 87.228 Data time: 0.1757, Forward time: 2.2736, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 4.8648 [2020-11-09 03:23:52,920][root][INFO] - ===> Epoch[316](8202/26): Loss 0.6160, Sem 0.4427, dir -0.1711, norm 0.3444, swav 0.0000 LR: 2.135e-02 Score 84.358 Data time: 0.2303, Forward time: 2.2736, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 4.7467 [2020-11-09 03:23:59,039][root][INFO] - ===> Epoch[316](8203/26): Loss 0.5538, Sem 0.3330, dir -0.1741, norm 0.3949, swav 0.0000 LR: 2.134e-02 Score 90.121 Data time: 0.1697, Forward time: 2.2736, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.9964 [2020-11-09 03:24:04,154][root][INFO] - ===> Epoch[316](8204/26): Loss 0.4959, Sem 0.2960, dir -0.0905, norm 0.2904, swav 0.0000 LR: 2.133e-02 Score 91.296 Data time: 0.1774, Forward time: 2.2735, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.0164 [2020-11-09 03:24:10,265][root][INFO] - ===> Epoch[316](8205/26): Loss 0.6525, Sem 0.3848, dir -0.0980, norm 0.3657, swav 0.0000 LR: 2.132e-02 Score 87.074 Data time: 0.2100, Forward time: 2.2735, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 6.0158 [2020-11-09 03:24:16,985][root][INFO] - ===> Epoch[316](8206/26): Loss 0.5264, Sem 0.3190, dir -0.1144, norm 0.3218, swav 0.0000 LR: 2.131e-02 Score 89.918 Data time: 0.2179, Forward time: 2.2735, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 6.6034 [2020-11-09 03:24:22,580][root][INFO] - ===> Epoch[316](8207/26): Loss 0.5687, Sem 0.3413, dir -0.1781, norm 0.4056, swav 0.0000 LR: 2.130e-02 Score 88.732 Data time: 0.2143, Forward time: 2.2735, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 5.4685 [2020-11-09 03:24:27,358][root][INFO] - ===> Epoch[316](8208/26): Loss 0.5462, Sem 0.3657, dir -0.1822, norm 0.3627, swav 0.0000 LR: 2.129e-02 Score 88.910 Data time: 0.1847, Forward time: 2.2735, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 4.6649 [2020-11-09 03:24:32,738][root][INFO] - ===> Epoch[316](8209/26): Loss 0.4860, Sem 0.2988, dir -0.1408, norm 0.3280, swav 0.0000 LR: 2.128e-02 Score 87.784 Data time: 0.1871, Forward time: 2.2735, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.2956 [2020-11-09 03:24:38,427][root][INFO] - ===> Epoch[316](8210/26): Loss 0.5346, Sem 0.3405, dir -0.1407, norm 0.3348, swav 0.0000 LR: 2.127e-02 Score 89.882 Data time: 0.1822, Forward time: 2.2734, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 5.5549 [2020-11-09 03:24:44,042][root][INFO] - ===> Epoch[316](8211/26): Loss 0.6416, Sem 0.3943, dir -0.1219, norm 0.3692, swav 0.0000 LR: 2.126e-02 Score 87.145 Data time: 0.2397, Forward time: 2.2734, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.5206 [2020-11-09 03:24:49,509][root][INFO] - ===> Epoch[316](8212/26): Loss 0.6678, Sem 0.4119, dir -0.1578, norm 0.4137, swav 0.0000 LR: 2.125e-02 Score 88.323 Data time: 0.2271, Forward time: 2.2734, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.3386 [2020-11-09 03:24:55,254][root][INFO] - ===> Epoch[316](8213/26): Loss 0.5037, Sem 0.3726, dir -0.1772, norm 0.3083, swav 0.0000 LR: 2.124e-02 Score 88.175 Data time: 0.2124, Forward time: 2.2734, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.6335 [2020-11-09 03:25:01,082][root][INFO] - ===> Epoch[316](8214/26): Loss 0.3671, Sem 0.2094, dir -0.1216, norm 0.2793, swav 0.0000 LR: 2.123e-02 Score 92.489 Data time: 0.2288, Forward time: 2.2734, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.7263 [2020-11-09 03:25:06,376][root][INFO] - ===> Epoch[316](8215/26): Loss 0.5730, Sem 0.3323, dir -0.0917, norm 0.3324, swav 0.0000 LR: 2.122e-02 Score 89.208 Data time: 0.2693, Forward time: 2.2735, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 5.1972 [2020-11-09 03:25:12,692][root][INFO] - ===> Epoch[316](8216/26): Loss 0.4257, Sem 0.2916, dir -0.1044, norm 0.2384, swav 0.0000 LR: 2.120e-02 Score 92.669 Data time: 0.3205, Forward time: 2.2736, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 6.1663 [2020-11-09 03:25:18,682][root][INFO] - ===> Epoch[317](8217/26): Loss 0.4143, Sem 0.2853, dir -0.1157, norm 0.2447, swav 0.0000 LR: 2.119e-02 Score 90.367 Data time: 0.1622, Forward time: 2.2735, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 5.8612 [2020-11-09 03:25:26,204][root][INFO] - ===> Epoch[317](8218/26): Loss 0.5473, Sem 0.3435, dir -0.1501, norm 0.3539, swav 0.0000 LR: 2.118e-02 Score 88.770 Data time: 0.2324, Forward time: 2.2735, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 7.4065 [2020-11-09 03:25:30,955][root][INFO] - ===> Epoch[317](8219/26): Loss 0.4968, Sem 0.3128, dir -0.1323, norm 0.3163, swav 0.0000 LR: 2.117e-02 Score 89.979 Data time: 0.2140, Forward time: 2.2736, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 4.6325 [2020-11-09 03:25:35,746][root][INFO] - ===> Epoch[317](8220/26): Loss 0.5734, Sem 0.3111, dir -0.0328, norm 0.2951, swav 0.0000 LR: 2.116e-02 Score 89.622 Data time: 0.1883, Forward time: 2.2735, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 4.6798 [2020-11-09 03:25:40,551][root][INFO] - ===> Epoch[317](8221/26): Loss 0.5343, Sem 0.3138, dir -0.1475, norm 0.3680, swav 0.0000 LR: 2.115e-02 Score 89.073 Data time: 0.1852, Forward time: 2.2735, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 4.7029 [2020-11-09 03:25:46,884][root][INFO] - ===> Epoch[317](8222/26): Loss 0.5686, Sem 0.3419, dir -0.1288, norm 0.3555, swav 0.0000 LR: 2.114e-02 Score 90.215 Data time: 0.2734, Forward time: 2.2735, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 6.2376 [2020-11-09 03:25:52,947][root][INFO] - ===> Epoch[317](8223/26): Loss 0.6093, Sem 0.2996, dir -0.0966, norm 0.4063, swav 0.0000 LR: 2.113e-02 Score 88.730 Data time: 0.3189, Forward time: 2.2736, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 5.9142 [2020-11-09 03:25:59,275][root][INFO] - ===> Epoch[317](8224/26): Loss 0.6475, Sem 0.3771, dir -0.0894, norm 0.3598, swav 0.0000 LR: 2.112e-02 Score 88.435 Data time: 0.2177, Forward time: 2.2736, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 6.1890 [2020-11-09 03:26:05,398][root][INFO] - ===> Epoch[317](8225/26): Loss 0.6690, Sem 0.3660, dir -0.0748, norm 0.3778, swav 0.0000 LR: 2.111e-02 Score 87.079 Data time: 0.3065, Forward time: 2.2737, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 6.0078 [2020-11-09 03:26:11,185][root][INFO] - ===> Epoch[317](8226/26): Loss 0.5116, Sem 0.3434, dir -0.1395, norm 0.3077, swav 0.0000 LR: 2.110e-02 Score 89.190 Data time: 0.2721, Forward time: 2.2738, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 5.6500 [2020-11-09 03:26:15,878][root][INFO] - ===> Epoch[317](8227/26): Loss 0.5556, Sem 0.3193, dir -0.1369, norm 0.3732, swav 0.0000 LR: 2.109e-02 Score 90.135 Data time: 0.2505, Forward time: 2.2738, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 4.5857 [2020-11-09 03:26:20,989][root][INFO] - ===> Epoch[317](8228/26): Loss 0.6069, Sem 0.3667, dir -0.1577, norm 0.3980, swav 0.0000 LR: 2.108e-02 Score 88.279 Data time: 0.2402, Forward time: 2.2738, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.0004 [2020-11-09 03:26:26,367][root][INFO] - ===> Epoch[317](8229/26): Loss 0.7462, Sem 0.4740, dir -0.1395, norm 0.4117, swav 0.0000 LR: 2.107e-02 Score 84.727 Data time: 0.2350, Forward time: 2.2738, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.2679 [2020-11-09 03:26:31,329][root][INFO] - ===> Epoch[317](8230/26): Loss 0.4855, Sem 0.3542, dir -0.1636, norm 0.2949, swav 0.0000 LR: 2.106e-02 Score 87.522 Data time: 0.1942, Forward time: 2.2738, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 4.8365 [2020-11-09 03:26:36,848][root][INFO] - ===> Epoch[317](8231/26): Loss 0.4969, Sem 0.3031, dir -0.1743, norm 0.3680, swav 0.0000 LR: 2.104e-02 Score 89.563 Data time: 0.1848, Forward time: 2.2738, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.4369 [2020-11-09 03:26:42,123][root][INFO] - ===> Epoch[317](8232/26): Loss 0.6669, Sem 0.3777, dir -0.1337, norm 0.4229, swav 0.0000 LR: 2.103e-02 Score 87.580 Data time: 0.1385, Forward time: 2.2737, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.1805 [2020-11-09 03:26:47,196][root][INFO] - ===> Epoch[317](8233/26): Loss 0.4474, Sem 0.2810, dir -0.1399, norm 0.3062, swav 0.0000 LR: 2.102e-02 Score 88.217 Data time: 0.1599, Forward time: 2.2736, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 4.9985 [2020-11-09 03:26:52,395][root][INFO] - ===> Epoch[317](8234/26): Loss 0.5057, Sem 0.3354, dir -0.1306, norm 0.3010, swav 0.0000 LR: 2.101e-02 Score 89.809 Data time: 0.1889, Forward time: 2.2736, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.1207 [2020-11-09 03:26:58,343][root][INFO] - ===> Epoch[317](8235/26): Loss 0.4044, Sem 0.2634, dir -0.1278, norm 0.2688, swav 0.0000 LR: 2.100e-02 Score 91.639 Data time: 0.1848, Forward time: 2.2735, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.8529 [2020-11-09 03:27:03,558][root][INFO] - ===> Epoch[317](8236/26): Loss 0.6015, Sem 0.3948, dir -0.1156, norm 0.3223, swav 0.0000 LR: 2.099e-02 Score 87.164 Data time: 0.2052, Forward time: 2.2735, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.0945 [2020-11-09 03:27:10,662][root][INFO] - ===> Epoch[317](8237/26): Loss 0.7485, Sem 0.3589, dir -0.1234, norm 0.5129, swav 0.0000 LR: 2.098e-02 Score 88.833 Data time: 0.2868, Forward time: 2.2736, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 6.9906 [2020-11-09 03:27:15,659][root][INFO] - ===> Epoch[317](8238/26): Loss 0.6364, Sem 0.4488, dir -0.0849, norm 0.2725, swav 0.0000 LR: 2.097e-02 Score 87.739 Data time: 0.1822, Forward time: 2.2736, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 4.8706 [2020-11-09 03:27:21,794][root][INFO] - ===> Epoch[317](8239/26): Loss 0.4778, Sem 0.3845, dir -0.1805, norm 0.2738, swav 0.0000 LR: 2.096e-02 Score 87.221 Data time: 0.1242, Forward time: 2.2735, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 6.0469 [2020-11-09 03:27:28,093][root][INFO] - ===> Epoch[317](8240/26): Loss 0.5866, Sem 0.3456, dir -0.1498, norm 0.3908, swav 0.0000 LR: 2.095e-02 Score 87.862 Data time: 0.1352, Forward time: 2.2734, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 6.2361 [2020-11-09 03:27:33,995][root][INFO] - ===> Epoch[317](8241/26): Loss 0.5619, Sem 0.3921, dir -0.0942, norm 0.2640, swav 0.0000 LR: 2.094e-02 Score 86.679 Data time: 0.2710, Forward time: 2.2735, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 5.8550 [2020-11-09 03:27:39,333][root][INFO] - ===> Epoch[317](8242/26): Loss 0.5788, Sem 0.3650, dir -0.1512, norm 0.3650, swav 0.0000 LR: 2.093e-02 Score 87.128 Data time: 0.2352, Forward time: 2.2735, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 5.2030 [2020-11-09 03:27:45,617][root][INFO] - ===> Epoch[318](8243/26): Loss 0.5510, Sem 0.3635, dir -0.0836, norm 0.2711, swav 0.0000 LR: 2.092e-02 Score 88.008 Data time: 0.2394, Forward time: 2.2735, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 6.1469 [2020-11-09 03:27:51,602][root][INFO] - ===> Epoch[318](8244/26): Loss 0.5348, Sem 0.3339, dir -0.1414, norm 0.3422, swav 0.0000 LR: 2.091e-02 Score 90.471 Data time: 0.2735, Forward time: 2.2736, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.8390 [2020-11-09 03:27:58,030][root][INFO] - ===> Epoch[318](8245/26): Loss 0.4825, Sem 0.3086, dir -0.1001, norm 0.2739, swav 0.0000 LR: 2.089e-02 Score 90.558 Data time: 0.1968, Forward time: 2.2736, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 6.3097 [2020-11-09 03:28:03,128][root][INFO] - ===> Epoch[318](8246/26): Loss 0.3547, Sem 0.2441, dir -0.1723, norm 0.2829, swav 0.0000 LR: 2.088e-02 Score 92.120 Data time: 0.2807, Forward time: 2.2736, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 4.9940 [2020-11-09 03:28:08,729][root][INFO] - ===> Epoch[318](8247/26): Loss 0.5644, Sem 0.3212, dir -0.1242, norm 0.3674, swav 0.0000 LR: 2.087e-02 Score 90.271 Data time: 0.2305, Forward time: 2.2736, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.4916 [2020-11-09 03:28:14,404][root][INFO] - ===> Epoch[318](8248/26): Loss 0.6110, Sem 0.3867, dir -0.1482, norm 0.3725, swav 0.0000 LR: 2.086e-02 Score 87.242 Data time: 0.2298, Forward time: 2.2737, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.5700 [2020-11-09 03:28:21,998][root][INFO] - ===> Epoch[318](8249/26): Loss 0.6038, Sem 0.3344, dir -0.1265, norm 0.3959, swav 0.0000 LR: 2.085e-02 Score 89.623 Data time: 0.1927, Forward time: 2.2737, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 7.4635 [2020-11-09 03:28:27,560][root][INFO] - ===> Epoch[318](8250/26): Loss 0.5616, Sem 0.3216, dir -0.1412, norm 0.3811, swav 0.0000 LR: 2.084e-02 Score 89.118 Data time: 0.2299, Forward time: 2.2737, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 5.4737 [2020-11-09 03:28:34,036][root][INFO] - ===> Epoch[318](8251/26): Loss 0.4400, Sem 0.3114, dir -0.1107, norm 0.2393, swav 0.0000 LR: 2.083e-02 Score 90.658 Data time: 0.1962, Forward time: 2.2737, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 6.3627 [2020-11-09 03:28:39,084][root][INFO] - ===> Epoch[318](8252/26): Loss 0.5381, Sem 0.3694, dir -0.1470, norm 0.3156, swav 0.0000 LR: 2.082e-02 Score 88.798 Data time: 0.2314, Forward time: 2.2737, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 4.9694 [2020-11-09 03:28:44,238][root][INFO] - ===> Epoch[318](8253/26): Loss 0.6193, Sem 0.3720, dir -0.0902, norm 0.3375, swav 0.0000 LR: 2.081e-02 Score 87.002 Data time: 0.1729, Forward time: 2.2737, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 5.0399 [2020-11-09 03:28:49,451][root][INFO] - ===> Epoch[318](8254/26): Loss 0.3984, Sem 0.2821, dir -0.1550, norm 0.2713, swav 0.0000 LR: 2.080e-02 Score 90.761 Data time: 0.2379, Forward time: 2.2737, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.1085 [2020-11-09 03:28:55,302][root][INFO] - ===> Epoch[318](8255/26): Loss 0.4897, Sem 0.3354, dir -0.1420, norm 0.2963, swav 0.0000 LR: 2.079e-02 Score 89.573 Data time: 0.2800, Forward time: 2.2738, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.7397 [2020-11-09 03:29:00,233][root][INFO] - ===> Epoch[318](8256/26): Loss 0.5595, Sem 0.2784, dir -0.1487, norm 0.4298, swav 0.0000 LR: 2.078e-02 Score 91.564 Data time: 0.2003, Forward time: 2.2737, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 4.8024 [2020-11-09 03:29:06,801][root][INFO] - ===> Epoch[318](8257/26): Loss 0.4111, Sem 0.2746, dir -0.1373, norm 0.2738, swav 0.0000 LR: 2.077e-02 Score 92.251 Data time: 0.1994, Forward time: 2.2737, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 6.4711 [2020-11-09 03:29:12,121][root][INFO] - ===> Epoch[318](8258/26): Loss 0.4794, Sem 0.2560, dir -0.1243, norm 0.3477, swav 0.0000 LR: 2.076e-02 Score 91.585 Data time: 0.1898, Forward time: 2.2737, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.2178 [2020-11-09 03:29:18,185][root][INFO] - ===> Epoch[318](8259/26): Loss 0.3864, Sem 0.2681, dir -0.1740, norm 0.2923, swav 0.0000 LR: 2.074e-02 Score 90.632 Data time: 0.2696, Forward time: 2.2737, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.9657 [2020-11-09 03:29:23,642][root][INFO] - ===> Epoch[318](8260/26): Loss 0.5077, Sem 0.3669, dir -0.1443, norm 0.2851, swav 0.0000 LR: 2.073e-02 Score 88.565 Data time: 0.1600, Forward time: 2.2737, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.3132 [2020-11-09 03:29:28,601][root][INFO] - ===> Epoch[318](8261/26): Loss 0.5632, Sem 0.2933, dir -0.0918, norm 0.3617, swav 0.0000 LR: 2.072e-02 Score 89.041 Data time: 0.2476, Forward time: 2.2737, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 4.8878 [2020-11-09 03:29:34,734][root][INFO] - ===> Epoch[318](8262/26): Loss 0.4612, Sem 0.2896, dir -0.1142, norm 0.2859, swav 0.0000 LR: 2.071e-02 Score 90.212 Data time: 0.2291, Forward time: 2.2737, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 6.0214 [2020-11-09 03:29:39,057][root][INFO] - ===> Epoch[318](8263/26): Loss 0.7564, Sem 0.4949, dir -0.1488, norm 0.4103, swav 0.0000 LR: 2.070e-02 Score 84.777 Data time: 0.1649, Forward time: 2.2736, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 4.2021 [2020-11-09 03:29:44,405][root][INFO] - ===> Epoch[318](8264/26): Loss 0.6073, Sem 0.3784, dir -0.1502, norm 0.3791, swav 0.0000 LR: 2.069e-02 Score 89.000 Data time: 0.2517, Forward time: 2.2737, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.2747 [2020-11-09 03:29:49,753][root][INFO] - ===> Epoch[318](8265/26): Loss 0.5075, Sem 0.3511, dir -0.1641, norm 0.3205, swav 0.0000 LR: 2.068e-02 Score 91.169 Data time: 0.2648, Forward time: 2.2737, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.2323 [2020-11-09 03:29:56,197][root][INFO] - ===> Epoch[318](8266/26): Loss 0.5996, Sem 0.3365, dir -0.0953, norm 0.3585, swav 0.0000 LR: 2.067e-02 Score 89.394 Data time: 0.2247, Forward time: 2.2737, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.3262 [2020-11-09 03:30:02,157][root][INFO] - ===> Epoch[318](8267/26): Loss 0.6542, Sem 0.4169, dir -0.0982, norm 0.3354, swav 0.0000 LR: 2.066e-02 Score 87.822 Data time: 0.2488, Forward time: 2.2738, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.8715 [2020-11-09 03:30:07,522][root][INFO] - ===> Epoch[318](8268/26): Loss 0.4674, Sem 0.3839, dir -0.1385, norm 0.2220, swav 0.0000 LR: 2.065e-02 Score 87.472 Data time: 0.2284, Forward time: 2.2738, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.2296 [2020-11-09 03:30:13,675][root][INFO] - ===> Epoch[319](8269/26): Loss 0.5232, Sem 0.3495, dir -0.1401, norm 0.3138, swav 0.0000 LR: 2.064e-02 Score 88.280 Data time: 0.2302, Forward time: 2.2738, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 6.0504 [2020-11-09 03:30:18,666][root][INFO] - ===> Epoch[319](8270/26): Loss 0.5170, Sem 0.3597, dir -0.1822, norm 0.3394, swav 0.0000 LR: 2.063e-02 Score 89.104 Data time: 0.1560, Forward time: 2.2738, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 4.8760 [2020-11-09 03:30:23,867][root][INFO] - ===> Epoch[319](8271/26): Loss 0.4818, Sem 0.2452, dir -0.1308, norm 0.3674, swav 0.0000 LR: 2.062e-02 Score 90.421 Data time: 0.1711, Forward time: 2.2737, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.1339 [2020-11-09 03:30:30,078][root][INFO] - ===> Epoch[319](8272/26): Loss 0.5207, Sem 0.3600, dir -0.0713, norm 0.2321, swav 0.0000 LR: 2.061e-02 Score 89.826 Data time: 0.2255, Forward time: 2.2737, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 6.1354 [2020-11-09 03:30:35,436][root][INFO] - ===> Epoch[319](8273/26): Loss 0.5881, Sem 0.3176, dir -0.1688, norm 0.4393, swav 0.0000 LR: 2.059e-02 Score 88.248 Data time: 0.2454, Forward time: 2.2738, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.2240 [2020-11-09 03:30:40,469][root][INFO] - ===> Epoch[319](8274/26): Loss 0.5216, Sem 0.3814, dir -0.1454, norm 0.2856, swav 0.0000 LR: 2.058e-02 Score 88.362 Data time: 0.2375, Forward time: 2.2738, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 4.9171 [2020-11-09 03:30:46,159][root][INFO] - ===> Epoch[319](8275/26): Loss 0.5211, Sem 0.3902, dir -0.2096, norm 0.3405, swav 0.0000 LR: 2.057e-02 Score 86.379 Data time: 0.2058, Forward time: 2.2738, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.5719 [2020-11-09 03:30:52,253][root][INFO] - ===> Epoch[319](8276/26): Loss 0.5172, Sem 0.2830, dir -0.1254, norm 0.3596, swav 0.0000 LR: 2.056e-02 Score 90.133 Data time: 0.2024, Forward time: 2.2738, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.9980 [2020-11-09 03:30:57,926][root][INFO] - ===> Epoch[319](8277/26): Loss 0.4894, Sem 0.2995, dir -0.0793, norm 0.2692, swav 0.0000 LR: 2.055e-02 Score 90.066 Data time: 0.2402, Forward time: 2.2738, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.5767 [2020-11-09 03:31:04,519][root][INFO] - ===> Epoch[319](8278/26): Loss 0.5490, Sem 0.2961, dir -0.1084, norm 0.3613, swav 0.0000 LR: 2.054e-02 Score 91.965 Data time: 0.2231, Forward time: 2.2738, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.4767 [2020-11-09 03:31:09,587][root][INFO] - ===> Epoch[319](8279/26): Loss 0.6298, Sem 0.3317, dir -0.1396, norm 0.4377, swav 0.0000 LR: 2.053e-02 Score 87.843 Data time: 0.1633, Forward time: 2.2738, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 4.9510 [2020-11-09 03:31:14,540][root][INFO] - ===> Epoch[319](8280/26): Loss 0.4995, Sem 0.3597, dir -0.1451, norm 0.2849, swav 0.0000 LR: 2.052e-02 Score 87.108 Data time: 0.2017, Forward time: 2.2737, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 4.8820 [2020-11-09 03:31:20,715][root][INFO] - ===> Epoch[319](8281/26): Loss 0.5103, Sem 0.3178, dir -0.1510, norm 0.3435, swav 0.0000 LR: 2.051e-02 Score 88.883 Data time: 0.2498, Forward time: 2.2737, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 6.0662 [2020-11-09 03:31:25,924][root][INFO] - ===> Epoch[319](8282/26): Loss 0.5391, Sem 0.2977, dir -0.1217, norm 0.3630, swav 0.0000 LR: 2.050e-02 Score 92.138 Data time: 0.2087, Forward time: 2.2737, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.1038 [2020-11-09 03:31:32,513][root][INFO] - ===> Epoch[319](8283/26): Loss 0.6224, Sem 0.3970, dir -0.1182, norm 0.3436, swav 0.0000 LR: 2.049e-02 Score 87.884 Data time: 0.2296, Forward time: 2.2738, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.4988 [2020-11-09 03:31:40,197][root][INFO] - ===> Epoch[319](8284/26): Loss 0.5393, Sem 0.3156, dir -0.1273, norm 0.3510, swav 0.0000 LR: 2.048e-02 Score 88.680 Data time: 0.2528, Forward time: 2.2738, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 7.5691 [2020-11-09 03:31:44,569][root][INFO] - ===> Epoch[319](8285/26): Loss 0.4620, Sem 0.2882, dir -0.1884, norm 0.3622, swav 0.0000 LR: 2.047e-02 Score 91.956 Data time: 0.1721, Forward time: 2.2738, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 4.2540 [2020-11-09 03:31:50,455][root][INFO] - ===> Epoch[319](8286/26): Loss 0.5062, Sem 0.2686, dir -0.0747, norm 0.3122, swav 0.0000 LR: 2.045e-02 Score 92.236 Data time: 0.1697, Forward time: 2.2737, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.7924 [2020-11-09 03:31:56,593][root][INFO] - ===> Epoch[319](8287/26): Loss 0.4821, Sem 0.2862, dir -0.1631, norm 0.3589, swav 0.0000 LR: 2.044e-02 Score 90.703 Data time: 0.1930, Forward time: 2.2737, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.0633 [2020-11-09 03:32:01,699][root][INFO] - ===> Epoch[319](8288/26): Loss 0.4987, Sem 0.3114, dir -0.1729, norm 0.3602, swav 0.0000 LR: 2.043e-02 Score 88.001 Data time: 0.2487, Forward time: 2.2737, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.0120 [2020-11-09 03:32:07,933][root][INFO] - ===> Epoch[319](8289/26): Loss 0.5190, Sem 0.3645, dir -0.1486, norm 0.3031, swav 0.0000 LR: 2.042e-02 Score 88.310 Data time: 0.1967, Forward time: 2.2737, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.1339 [2020-11-09 03:32:13,410][root][INFO] - ===> Epoch[319](8290/26): Loss 0.5534, Sem 0.3470, dir -0.0726, norm 0.2791, swav 0.0000 LR: 2.041e-02 Score 88.271 Data time: 0.2904, Forward time: 2.2737, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.3930 [2020-11-09 03:32:19,371][root][INFO] - ===> Epoch[319](8291/26): Loss 0.4458, Sem 0.2469, dir -0.1801, norm 0.3790, swav 0.0000 LR: 2.040e-02 Score 92.428 Data time: 0.2957, Forward time: 2.2738, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.8570 [2020-11-09 03:32:24,337][root][INFO] - ===> Epoch[319](8292/26): Loss 0.4809, Sem 0.3495, dir -0.1866, norm 0.3180, swav 0.0000 LR: 2.039e-02 Score 88.340 Data time: 0.2155, Forward time: 2.2738, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 4.8489 [2020-11-09 03:32:31,718][root][INFO] - ===> Epoch[319](8293/26): Loss 0.4838, Sem 0.3252, dir -0.1414, norm 0.3001, swav 0.0000 LR: 2.038e-02 Score 90.074 Data time: 0.2648, Forward time: 2.2739, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 7.2965 [2020-11-09 03:32:36,676][root][INFO] - ===> Epoch[319](8294/26): Loss 0.5891, Sem 0.3840, dir -0.1572, norm 0.3622, swav 0.0000 LR: 2.037e-02 Score 87.076 Data time: 0.1909, Forward time: 2.2739, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 4.8303 [2020-11-09 03:32:41,914][root][INFO] - ===> Epoch[320](8295/26): Loss 0.4468, Sem 0.2605, dir -0.1678, norm 0.3542, swav 0.0000 LR: 2.036e-02 Score 91.839 Data time: 0.1912, Forward time: 2.2738, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.1385 [2020-11-09 03:32:47,584][root][INFO] - ===> Epoch[320](8296/26): Loss 0.5452, Sem 0.3679, dir -0.1234, norm 0.3007, swav 0.0000 LR: 2.035e-02 Score 89.741 Data time: 0.2329, Forward time: 2.2739, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.5836 [2020-11-09 03:32:52,039][root][INFO] - ===> Epoch[320](8297/26): Loss 0.3440, Sem 0.2431, dir -0.1777, norm 0.2786, swav 0.0000 LR: 2.034e-02 Score 92.002 Data time: 0.1948, Forward time: 2.2739, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 4.3441 [2020-11-09 03:32:57,919][root][INFO] - ===> Epoch[320](8298/26): Loss 0.5283, Sem 0.2602, dir -0.1170, norm 0.3851, swav 0.0000 LR: 2.033e-02 Score 91.392 Data time: 0.2640, Forward time: 2.2739, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.8077 [2020-11-09 03:33:03,561][root][INFO] - ===> Epoch[320](8299/26): Loss 0.4758, Sem 0.3037, dir -0.1454, norm 0.3175, swav 0.0000 LR: 2.032e-02 Score 89.748 Data time: 0.2755, Forward time: 2.2739, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.5087 [2020-11-09 03:33:10,658][root][INFO] - ===> Epoch[320](8300/26): Loss 0.4971, Sem 0.3058, dir -0.1126, norm 0.3039, swav 0.0000 LR: 2.030e-02 Score 91.801 Data time: 0.2709, Forward time: 2.2740, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 6.9880 [2020-11-09 03:33:16,662][root][INFO] - ===> Epoch[320](8301/26): Loss 0.6817, Sem 0.4019, dir -0.1099, norm 0.3896, swav 0.0000 LR: 2.029e-02 Score 87.003 Data time: 0.1898, Forward time: 2.2740, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.8836 [2020-11-09 03:33:22,038][root][INFO] - ===> Epoch[320](8302/26): Loss 0.5628, Sem 0.3854, dir -0.1182, norm 0.2956, swav 0.0000 LR: 2.028e-02 Score 87.561 Data time: 0.2003, Forward time: 2.2740, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.2862 [2020-11-09 03:33:27,158][root][INFO] - ===> Epoch[320](8303/26): Loss 0.5760, Sem 0.3588, dir -0.1588, norm 0.3760, swav 0.0000 LR: 2.027e-02 Score 88.545 Data time: 0.2358, Forward time: 2.2740, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.0198 [2020-11-09 03:33:32,406][root][INFO] - ===> Epoch[320](8304/26): Loss 0.3851, Sem 0.2315, dir -0.1384, norm 0.2920, swav 0.0000 LR: 2.026e-02 Score 92.608 Data time: 0.1576, Forward time: 2.2739, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.1282 [2020-11-09 03:33:38,077][root][INFO] - ===> Epoch[320](8305/26): Loss 0.4905, Sem 0.3054, dir -0.1496, norm 0.3347, swav 0.0000 LR: 2.025e-02 Score 89.838 Data time: 0.2048, Forward time: 2.2739, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.5857 [2020-11-09 03:33:42,607][root][INFO] - ===> Epoch[320](8306/26): Loss 0.4445, Sem 0.2764, dir -0.1901, norm 0.3581, swav 0.0000 LR: 2.024e-02 Score 90.604 Data time: 0.2135, Forward time: 2.2739, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 4.4251 [2020-11-09 03:33:48,380][root][INFO] - ===> Epoch[320](8307/26): Loss 0.5316, Sem 0.3161, dir -0.0808, norm 0.2963, swav 0.0000 LR: 2.023e-02 Score 90.060 Data time: 0.1694, Forward time: 2.2739, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 5.6698 [2020-11-09 03:33:56,189][root][INFO] - ===> Epoch[320](8308/26): Loss 0.6746, Sem 0.3896, dir -0.1227, norm 0.4076, swav 0.0000 LR: 2.022e-02 Score 89.046 Data time: 0.2158, Forward time: 2.2739, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 7.7198 [2020-11-09 03:34:03,106][root][INFO] - ===> Epoch[320](8309/26): Loss 0.5320, Sem 0.2870, dir -0.0813, norm 0.3263, swav 0.0000 LR: 2.021e-02 Score 91.980 Data time: 0.2185, Forward time: 2.2739, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.7953 [2020-11-09 03:34:08,556][root][INFO] - ===> Epoch[320](8310/26): Loss 0.4849, Sem 0.3061, dir -0.1354, norm 0.3142, swav 0.0000 LR: 2.020e-02 Score 89.939 Data time: 0.2049, Forward time: 2.2739, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.3091 [2020-11-09 03:34:14,214][root][INFO] - ===> Epoch[320](8311/26): Loss 0.4926, Sem 0.2726, dir -0.1576, norm 0.3777, swav 0.0000 LR: 2.019e-02 Score 91.314 Data time: 0.2115, Forward time: 2.2738, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.5389 [2020-11-09 03:34:19,529][root][INFO] - ===> Epoch[320](8312/26): Loss 0.5352, Sem 0.3222, dir -0.1088, norm 0.3218, swav 0.0000 LR: 2.018e-02 Score 88.173 Data time: 0.2368, Forward time: 2.2739, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.1778 [2020-11-09 03:34:25,552][root][INFO] - ===> Epoch[320](8313/26): Loss 0.6107, Sem 0.2899, dir -0.1258, norm 0.4465, swav 0.0000 LR: 2.016e-02 Score 89.882 Data time: 0.2620, Forward time: 2.2739, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.9042 [2020-11-09 03:34:30,766][root][INFO] - ===> Epoch[320](8314/26): Loss 0.5555, Sem 0.3148, dir -0.1846, norm 0.4254, swav 0.0000 LR: 2.015e-02 Score 90.786 Data time: 0.2048, Forward time: 2.2739, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.0630 [2020-11-09 03:34:36,122][root][INFO] - ===> Epoch[320](8315/26): Loss 0.6116, Sem 0.4121, dir -0.1702, norm 0.3697, swav 0.0000 LR: 2.014e-02 Score 87.901 Data time: 0.2339, Forward time: 2.2739, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.2458 [2020-11-09 03:34:41,321][root][INFO] - ===> Epoch[320](8316/26): Loss 0.5593, Sem 0.3283, dir -0.1418, norm 0.3728, swav 0.0000 LR: 2.013e-02 Score 89.617 Data time: 0.2253, Forward time: 2.2739, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.0489 [2020-11-09 03:34:47,615][root][INFO] - ===> Epoch[320](8317/26): Loss 0.4442, Sem 0.2460, dir -0.1295, norm 0.3277, swav 0.0000 LR: 2.012e-02 Score 91.815 Data time: 0.2021, Forward time: 2.2739, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 6.1838 [2020-11-09 03:34:52,929][root][INFO] - ===> Epoch[320](8318/26): Loss 0.6480, Sem 0.4210, dir -0.1534, norm 0.3804, swav 0.0000 LR: 2.011e-02 Score 85.269 Data time: 0.2119, Forward time: 2.2738, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.1945 [2020-11-09 03:34:58,411][root][INFO] - ===> Epoch[320](8319/26): Loss 0.4002, Sem 0.2639, dir -0.1103, norm 0.2466, swav 0.0000 LR: 2.010e-02 Score 90.278 Data time: 0.2467, Forward time: 2.2739, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.3572 [2020-11-09 03:35:02,671][root][INFO] - ===> Epoch[320](8320/26): Loss 0.4950, Sem 0.3099, dir -0.1890, norm 0.3741, swav 0.0000 LR: 2.009e-02 Score 88.840 Data time: 0.2140, Forward time: 2.2739, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 4.1329 [2020-11-09 03:35:08,003][root][INFO] - ===> Epoch[321](8321/26): Loss 0.5080, Sem 0.3237, dir -0.1260, norm 0.3103, swav 0.0000 LR: 2.008e-02 Score 90.320 Data time: 0.2054, Forward time: 2.2738, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 5.2208 [2020-11-09 03:35:13,334][root][INFO] - ===> Epoch[321](8322/26): Loss 0.5022, Sem 0.2453, dir -0.1447, norm 0.4015, swav 0.0000 LR: 2.007e-02 Score 91.501 Data time: 0.1683, Forward time: 2.2738, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 5.2359 [2020-11-09 03:35:18,303][root][INFO] - ===> Epoch[321](8323/26): Loss 0.5176, Sem 0.3968, dir -0.1786, norm 0.2995, swav 0.0000 LR: 2.006e-02 Score 87.187 Data time: 0.2220, Forward time: 2.2738, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 4.8737 [2020-11-09 03:35:23,849][root][INFO] - ===> Epoch[321](8324/26): Loss 0.5774, Sem 0.2896, dir -0.1050, norm 0.3927, swav 0.0000 LR: 2.005e-02 Score 89.142 Data time: 0.2055, Forward time: 2.2738, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 5.4286 [2020-11-09 03:35:30,835][root][INFO] - ===> Epoch[321](8325/26): Loss 0.6229, Sem 0.3248, dir -0.0972, norm 0.3954, swav 0.0000 LR: 2.004e-02 Score 88.197 Data time: 0.1910, Forward time: 2.2737, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 6.8724 [2020-11-09 03:35:36,958][root][INFO] - ===> Epoch[321](8326/26): Loss 0.6440, Sem 0.3688, dir -0.1227, norm 0.3980, swav 0.0000 LR: 2.003e-02 Score 87.345 Data time: 0.1800, Forward time: 2.2737, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 6.0333 [2020-11-09 03:35:42,629][root][INFO] - ===> Epoch[321](8327/26): Loss 0.5801, Sem 0.2802, dir -0.1147, norm 0.4146, swav 0.0000 LR: 2.001e-02 Score 89.880 Data time: 0.2115, Forward time: 2.2737, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.5680 [2020-11-09 03:35:48,987][root][INFO] - ===> Epoch[321](8328/26): Loss 0.6494, Sem 0.4214, dir -0.1700, norm 0.3980, swav 0.0000 LR: 2.000e-02 Score 88.042 Data time: 0.1914, Forward time: 2.2736, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 6.2475 [2020-11-09 03:35:54,633][root][INFO] - ===> Epoch[321](8329/26): Loss 0.5464, Sem 0.2777, dir -0.1200, norm 0.3886, swav 0.0000 LR: 1.999e-02 Score 91.597 Data time: 0.2155, Forward time: 2.2736, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.5570 [2020-11-09 03:36:00,412][root][INFO] - ===> Epoch[321](8330/26): Loss 0.7091, Sem 0.3857, dir -0.1040, norm 0.4274, swav 0.0000 LR: 1.998e-02 Score 86.425 Data time: 0.2707, Forward time: 2.2737, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.6701 [2020-11-09 03:36:05,823][root][INFO] - ===> Epoch[321](8331/26): Loss 0.6986, Sem 0.3527, dir -0.1238, norm 0.4698, swav 0.0000 LR: 1.997e-02 Score 88.619 Data time: 0.2547, Forward time: 2.2737, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 5.2744 [2020-11-09 03:36:12,834][root][INFO] - ===> Epoch[321](8332/26): Loss 0.5020, Sem 0.2629, dir -0.1496, norm 0.3888, swav 0.0000 LR: 1.996e-02 Score 91.789 Data time: 0.2245, Forward time: 2.2737, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 6.9207 [2020-11-09 03:36:18,239][root][INFO] - ===> Epoch[321](8333/26): Loss 0.5174, Sem 0.3309, dir -0.1002, norm 0.2867, swav 0.0000 LR: 1.995e-02 Score 88.424 Data time: 0.2162, Forward time: 2.2737, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.3340 [2020-11-09 03:36:24,668][root][INFO] - ===> Epoch[321](8334/26): Loss 0.6129, Sem 0.3085, dir -0.0893, norm 0.3937, swav 0.0000 LR: 1.994e-02 Score 89.267 Data time: 0.2698, Forward time: 2.2737, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 6.3248 [2020-11-09 03:36:30,634][root][INFO] - ===> Epoch[321](8335/26): Loss 0.5279, Sem 0.2814, dir -0.1139, norm 0.3604, swav 0.0000 LR: 1.993e-02 Score 90.145 Data time: 0.1832, Forward time: 2.2737, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.8482 [2020-11-09 03:36:37,308][root][INFO] - ===> Epoch[321](8336/26): Loss 0.5526, Sem 0.3838, dir -0.1872, norm 0.3560, swav 0.0000 LR: 1.992e-02 Score 87.336 Data time: 0.1783, Forward time: 2.2737, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.5889 [2020-11-09 03:36:42,947][root][INFO] - ===> Epoch[321](8337/26): Loss 0.5239, Sem 0.3390, dir -0.1526, norm 0.3375, swav 0.0000 LR: 1.991e-02 Score 89.848 Data time: 0.2363, Forward time: 2.2737, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.5393 [2020-11-09 03:36:49,525][root][INFO] - ===> Epoch[321](8338/26): Loss 0.5787, Sem 0.3051, dir -0.0957, norm 0.3692, swav 0.0000 LR: 1.990e-02 Score 90.624 Data time: 0.1507, Forward time: 2.2736, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 6.4427 [2020-11-09 03:36:55,801][root][INFO] - ===> Epoch[321](8339/26): Loss 0.6053, Sem 0.2945, dir -0.1529, norm 0.4637, swav 0.0000 LR: 1.989e-02 Score 90.613 Data time: 0.2167, Forward time: 2.2736, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.2087 [2020-11-09 03:37:01,867][root][INFO] - ===> Epoch[321](8340/26): Loss 0.7528, Sem 0.4587, dir -0.1317, norm 0.4259, swav 0.0000 LR: 1.987e-02 Score 86.648 Data time: 0.1415, Forward time: 2.2735, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.9632 [2020-11-09 03:37:06,446][root][INFO] - ===> Epoch[321](8341/26): Loss 0.4999, Sem 0.2575, dir -0.0931, norm 0.3355, swav 0.0000 LR: 1.986e-02 Score 92.080 Data time: 0.1464, Forward time: 2.2734, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 4.5318 [2020-11-09 03:37:13,118][root][INFO] - ===> Epoch[321](8342/26): Loss 0.5745, Sem 0.2938, dir -0.1040, norm 0.3847, swav 0.0000 LR: 1.985e-02 Score 88.908 Data time: 0.2824, Forward time: 2.2734, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 6.6040 [2020-11-09 03:37:19,087][root][INFO] - ===> Epoch[321](8343/26): Loss 0.5315, Sem 0.3172, dir -0.1224, norm 0.3366, swav 0.0000 LR: 1.984e-02 Score 90.195 Data time: 0.2992, Forward time: 2.2735, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.8438 [2020-11-09 03:37:24,743][root][INFO] - ===> Epoch[321](8344/26): Loss 0.5928, Sem 0.3188, dir -0.0742, norm 0.3482, swav 0.0000 LR: 1.983e-02 Score 89.714 Data time: 0.1833, Forward time: 2.2735, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.5226 [2020-11-09 03:37:29,991][root][INFO] - ===> Epoch[321](8345/26): Loss 0.4178, Sem 0.2621, dir -0.1573, norm 0.3130, swav 0.0000 LR: 1.982e-02 Score 91.199 Data time: 0.2298, Forward time: 2.2735, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.1458 [2020-11-09 03:37:36,550][root][INFO] - ===> Epoch[321](8346/26): Loss 0.4066, Sem 0.2889, dir -0.1468, norm 0.2644, swav 0.0000 LR: 1.981e-02 Score 91.721 Data time: 0.2767, Forward time: 2.2735, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 6.4313 [2020-11-09 03:37:41,445][root][INFO] - ===> Epoch[322](8347/26): Loss 0.5148, Sem 0.2374, dir -0.2083, norm 0.4856, swav 0.0000 LR: 1.980e-02 Score 91.481 Data time: 0.2240, Forward time: 2.2735, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 4.7885 [2020-11-09 03:37:47,479][root][INFO] - ===> Epoch[322](8348/26): Loss 0.5957, Sem 0.3417, dir -0.1193, norm 0.3733, swav 0.0000 LR: 1.979e-02 Score 88.739 Data time: 0.2411, Forward time: 2.2735, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.9278 [2020-11-09 03:37:53,579][root][INFO] - ===> Epoch[322](8349/26): Loss 0.5278, Sem 0.2419, dir -0.0422, norm 0.3281, swav 0.0000 LR: 1.978e-02 Score 92.068 Data time: 0.2680, Forward time: 2.2736, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.9665 [2020-11-09 03:37:58,029][root][INFO] - ===> Epoch[322](8350/26): Loss 0.5881, Sem 0.2890, dir -0.1067, norm 0.4057, swav 0.0000 LR: 1.977e-02 Score 90.769 Data time: 0.2003, Forward time: 2.2736, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 4.3256 [2020-11-09 03:38:04,519][root][INFO] - ===> Epoch[322](8351/26): Loss 0.5793, Sem 0.3484, dir -0.1126, norm 0.3434, swav 0.0000 LR: 1.976e-02 Score 87.468 Data time: 0.1781, Forward time: 2.2735, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.3790 [2020-11-09 03:38:10,297][root][INFO] - ===> Epoch[322](8352/26): Loss 0.4788, Sem 0.3201, dir -0.0978, norm 0.2565, swav 0.0000 LR: 1.975e-02 Score 89.176 Data time: 0.2571, Forward time: 2.2736, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.6625 [2020-11-09 03:38:16,146][root][INFO] - ===> Epoch[322](8353/26): Loss 0.5655, Sem 0.3093, dir -0.1767, norm 0.4329, swav 0.0000 LR: 1.973e-02 Score 90.541 Data time: 0.1462, Forward time: 2.2735, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.7054 [2020-11-09 03:38:22,499][root][INFO] - ===> Epoch[322](8354/26): Loss 0.5671, Sem 0.3021, dir -0.1231, norm 0.3881, swav 0.0000 LR: 1.972e-02 Score 91.377 Data time: 0.1387, Forward time: 2.2734, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 6.2657 [2020-11-09 03:38:28,422][root][INFO] - ===> Epoch[322](8355/26): Loss 0.6864, Sem 0.4569, dir -0.0791, norm 0.3086, swav 0.0000 LR: 1.971e-02 Score 86.263 Data time: 0.1977, Forward time: 2.2733, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.8673 [2020-11-09 03:38:33,957][root][INFO] - ===> Epoch[322](8356/26): Loss 0.6352, Sem 0.4116, dir -0.1120, norm 0.3356, swav 0.0000 LR: 1.970e-02 Score 86.437 Data time: 0.3158, Forward time: 2.2734, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.4503 [2020-11-09 03:38:39,556][root][INFO] - ===> Epoch[322](8357/26): Loss 0.5527, Sem 0.2567, dir -0.1352, norm 0.4312, swav 0.0000 LR: 1.969e-02 Score 92.951 Data time: 0.2325, Forward time: 2.2735, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.4677 [2020-11-09 03:38:44,959][root][INFO] - ===> Epoch[322](8358/26): Loss 0.6467, Sem 0.3792, dir -0.1477, norm 0.4152, swav 0.0000 LR: 1.968e-02 Score 88.585 Data time: 0.2647, Forward time: 2.2735, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.2724 [2020-11-09 03:38:51,080][root][INFO] - ===> Epoch[322](8359/26): Loss 0.4007, Sem 0.2665, dir -0.1289, norm 0.2631, swav 0.0000 LR: 1.967e-02 Score 90.726 Data time: 0.2932, Forward time: 2.2736, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.9961 [2020-11-09 03:38:56,377][root][INFO] - ===> Epoch[322](8360/26): Loss 0.5553, Sem 0.3797, dir -0.1949, norm 0.3705, swav 0.0000 LR: 1.966e-02 Score 86.250 Data time: 0.1398, Forward time: 2.2735, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.1618 [2020-11-09 03:39:02,544][root][INFO] - ===> Epoch[322](8361/26): Loss 0.4893, Sem 0.2923, dir -0.1060, norm 0.3031, swav 0.0000 LR: 1.965e-02 Score 90.121 Data time: 0.2339, Forward time: 2.2735, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 6.0972 [2020-11-09 03:39:08,016][root][INFO] - ===> Epoch[322](8362/26): Loss 0.5642, Sem 0.3105, dir -0.1094, norm 0.3631, swav 0.0000 LR: 1.964e-02 Score 89.959 Data time: 0.1550, Forward time: 2.2734, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.3800 [2020-11-09 03:39:13,834][root][INFO] - ===> Epoch[322](8363/26): Loss 0.4842, Sem 0.2906, dir -0.1132, norm 0.3068, swav 0.0000 LR: 1.963e-02 Score 90.432 Data time: 0.1971, Forward time: 2.2734, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.7643 [2020-11-09 03:39:19,351][root][INFO] - ===> Epoch[322](8364/26): Loss 0.4958, Sem 0.2986, dir -0.1597, norm 0.3569, swav 0.0000 LR: 1.962e-02 Score 89.305 Data time: 0.1799, Forward time: 2.2734, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.4080 [2020-11-09 03:39:23,961][root][INFO] - ===> Epoch[322](8365/26): Loss 0.4463, Sem 0.3125, dir -0.0973, norm 0.2312, swav 0.0000 LR: 1.960e-02 Score 87.227 Data time: 0.1699, Forward time: 2.2733, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 4.5098 [2020-11-09 03:39:28,444][root][INFO] - ===> Epoch[322](8366/26): Loss 0.4600, Sem 0.3331, dir -0.1739, norm 0.3008, swav 0.0000 LR: 1.959e-02 Score 89.947 Data time: 0.1943, Forward time: 2.2733, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 4.3959 [2020-11-09 03:39:34,509][root][INFO] - ===> Epoch[322](8367/26): Loss 0.4820, Sem 0.3061, dir -0.1330, norm 0.3088, swav 0.0000 LR: 1.958e-02 Score 89.668 Data time: 0.2126, Forward time: 2.2733, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.9662 [2020-11-09 03:39:40,906][root][INFO] - ===> Epoch[322](8368/26): Loss 0.5540, Sem 0.3813, dir -0.1370, norm 0.3097, swav 0.0000 LR: 1.957e-02 Score 88.910 Data time: 0.1973, Forward time: 2.2733, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 6.2738 [2020-11-09 03:39:47,429][root][INFO] - ===> Epoch[322](8369/26): Loss 0.5798, Sem 0.2586, dir -0.1364, norm 0.4575, swav 0.0000 LR: 1.956e-02 Score 91.596 Data time: 0.1087, Forward time: 2.2731, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 6.3977 [2020-11-09 03:39:51,880][root][INFO] - ===> Epoch[322](8370/26): Loss 0.5135, Sem 0.2881, dir -0.1290, norm 0.3544, swav 0.0000 LR: 1.955e-02 Score 92.341 Data time: 0.2156, Forward time: 2.2731, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 4.4167 [2020-11-09 03:39:56,910][root][INFO] - ===> Epoch[322](8371/26): Loss 0.5256, Sem 0.3367, dir -0.1066, norm 0.2955, swav 0.0000 LR: 1.954e-02 Score 89.483 Data time: 0.1877, Forward time: 2.2731, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 4.9188 [2020-11-09 03:40:01,832][root][INFO] - ===> Epoch[322](8372/26): Loss 0.5003, Sem 0.3099, dir -0.1110, norm 0.3014, swav 0.0000 LR: 1.953e-02 Score 88.610 Data time: 0.2155, Forward time: 2.2730, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 4.8059 [2020-11-09 03:40:08,478][root][INFO] - ===> Epoch[323](8373/26): Loss 0.6563, Sem 0.3493, dir -0.1368, norm 0.4437, swav 0.0000 LR: 1.952e-02 Score 88.921 Data time: 0.2686, Forward time: 2.2731, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 6.5376 [2020-11-09 03:40:14,419][root][INFO] - ===> Epoch[323](8374/26): Loss 0.5157, Sem 0.3373, dir -0.1319, norm 0.3103, swav 0.0000 LR: 1.951e-02 Score 87.934 Data time: 0.2604, Forward time: 2.2732, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.7966 [2020-11-09 03:40:19,956][root][INFO] - ===> Epoch[323](8375/26): Loss 0.4927, Sem 0.2498, dir -0.1506, norm 0.3935, swav 0.0000 LR: 1.950e-02 Score 91.844 Data time: 0.1778, Forward time: 2.2731, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.3625 [2020-11-09 03:40:24,770][root][INFO] - ===> Epoch[323](8376/26): Loss 0.4400, Sem 0.2613, dir -0.1287, norm 0.3073, swav 0.0000 LR: 1.949e-02 Score 90.728 Data time: 0.2620, Forward time: 2.2731, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 4.7012 [2020-11-09 03:40:31,281][root][INFO] - ===> Epoch[323](8377/26): Loss 0.5978, Sem 0.3354, dir -0.1173, norm 0.3797, swav 0.0000 LR: 1.948e-02 Score 87.057 Data time: 0.2746, Forward time: 2.2731, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.3971 [2020-11-09 03:40:37,106][root][INFO] - ===> Epoch[323](8378/26): Loss 0.6661, Sem 0.5021, dir -0.1380, norm 0.3020, swav 0.0000 LR: 1.946e-02 Score 84.284 Data time: 0.1318, Forward time: 2.2731, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.7020 [2020-11-09 03:40:42,795][root][INFO] - ===> Epoch[323](8379/26): Loss 0.5690, Sem 0.2855, dir -0.1600, norm 0.4436, swav 0.0000 LR: 1.945e-02 Score 92.264 Data time: 0.2505, Forward time: 2.2731, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.6302 [2020-11-09 03:40:49,197][root][INFO] - ===> Epoch[323](8380/26): Loss 0.5551, Sem 0.3272, dir -0.1428, norm 0.3707, swav 0.0000 LR: 1.944e-02 Score 90.704 Data time: 0.2092, Forward time: 2.2731, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 6.2927 [2020-11-09 03:40:54,836][root][INFO] - ===> Epoch[323](8381/26): Loss 0.6451, Sem 0.4119, dir -0.1504, norm 0.3836, swav 0.0000 LR: 1.943e-02 Score 86.079 Data time: 0.1796, Forward time: 2.2731, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.5265 [2020-11-09 03:41:00,852][root][INFO] - ===> Epoch[323](8382/26): Loss 0.5054, Sem 0.3172, dir -0.1159, norm 0.3041, swav 0.0000 LR: 1.942e-02 Score 90.676 Data time: 0.2051, Forward time: 2.2731, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.9153 [2020-11-09 03:41:07,078][root][INFO] - ===> Epoch[323](8383/26): Loss 0.5525, Sem 0.2928, dir -0.1583, norm 0.4180, swav 0.0000 LR: 1.941e-02 Score 90.052 Data time: 0.2315, Forward time: 2.2730, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 6.1082 [2020-11-09 03:41:12,912][root][INFO] - ===> Epoch[323](8384/26): Loss 0.4569, Sem 0.2712, dir -0.1258, norm 0.3115, swav 0.0000 LR: 1.940e-02 Score 91.309 Data time: 0.1763, Forward time: 2.2730, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 5.7492 [2020-11-09 03:41:18,261][root][INFO] - ===> Epoch[323](8385/26): Loss 0.5263, Sem 0.3371, dir -0.1583, norm 0.3475, swav 0.0000 LR: 1.939e-02 Score 89.592 Data time: 0.2045, Forward time: 2.2730, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 5.2413 [2020-11-09 03:41:24,090][root][INFO] - ===> Epoch[323](8386/26): Loss 0.4905, Sem 0.3525, dir -0.1835, norm 0.3215, swav 0.0000 LR: 1.938e-02 Score 90.031 Data time: 0.2345, Forward time: 2.2730, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.7229 [2020-11-09 03:41:29,609][root][INFO] - ===> Epoch[323](8387/26): Loss 0.5074, Sem 0.3145, dir -0.1229, norm 0.3158, swav 0.0000 LR: 1.937e-02 Score 89.463 Data time: 0.2052, Forward time: 2.2730, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.3985 [2020-11-09 03:41:34,920][root][INFO] - ===> Epoch[323](8388/26): Loss 0.5125, Sem 0.2783, dir -0.0895, norm 0.3236, swav 0.0000 LR: 1.936e-02 Score 90.547 Data time: 0.1597, Forward time: 2.2730, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.1860 [2020-11-09 03:41:41,011][root][INFO] - ===> Epoch[323](8389/26): Loss 0.4235, Sem 0.2628, dir -0.2358, norm 0.3965, swav 0.0000 LR: 1.935e-02 Score 91.929 Data time: 0.1649, Forward time: 2.2729, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 6.0039 [2020-11-09 03:41:47,078][root][INFO] - ===> Epoch[323](8390/26): Loss 0.5629, Sem 0.3182, dir -0.0891, norm 0.3339, swav 0.0000 LR: 1.934e-02 Score 88.505 Data time: 0.2209, Forward time: 2.2729, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 5.9776 [2020-11-09 03:41:52,192][root][INFO] - ===> Epoch[323](8391/26): Loss 0.4566, Sem 0.3328, dir -0.0655, norm 0.1894, swav 0.0000 LR: 1.932e-02 Score 88.661 Data time: 0.2131, Forward time: 2.2729, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 4.9952 [2020-11-09 03:41:57,392][root][INFO] - ===> Epoch[323](8392/26): Loss 0.4395, Sem 0.2441, dir -0.1578, norm 0.3533, swav 0.0000 LR: 1.931e-02 Score 92.387 Data time: 0.2666, Forward time: 2.2729, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.0751 [2020-11-09 03:42:03,085][root][INFO] - ===> Epoch[323](8393/26): Loss 0.5839, Sem 0.3367, dir -0.0573, norm 0.3045, swav 0.0000 LR: 1.930e-02 Score 88.908 Data time: 0.2726, Forward time: 2.2730, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.5633 [2020-11-09 03:42:10,177][root][INFO] - ===> Epoch[323](8394/26): Loss 0.5295, Sem 0.2752, dir -0.1279, norm 0.3822, swav 0.0000 LR: 1.929e-02 Score 91.240 Data time: 0.1904, Forward time: 2.2730, Backward time: 3.0806, DDP time: 0.0061, Total iter time: 6.9727 [2020-11-09 03:42:15,416][root][INFO] - ===> Epoch[323](8395/26): Loss 0.5733, Sem 0.2911, dir -0.1141, norm 0.3964, swav 0.0000 LR: 1.928e-02 Score 90.652 Data time: 0.2299, Forward time: 2.2730, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.1303 [2020-11-09 03:42:22,756][root][INFO] - ===> Epoch[323](8396/26): Loss 0.5687, Sem 0.3123, dir -0.0871, norm 0.3434, swav 0.0000 LR: 1.927e-02 Score 90.308 Data time: 0.1991, Forward time: 2.2730, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 7.2024 [2020-11-09 03:42:30,259][root][INFO] - ===> Epoch[323](8397/26): Loss 0.6607, Sem 0.3760, dir -0.1277, norm 0.4124, swav 0.0000 LR: 1.926e-02 Score 87.783 Data time: 0.2178, Forward time: 2.2729, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 7.3962 [2020-11-09 03:42:36,945][root][INFO] - ===> Epoch[323](8398/26): Loss 0.4747, Sem 0.3203, dir -0.1742, norm 0.3286, swav 0.0000 LR: 1.925e-02 Score 87.740 Data time: 0.2849, Forward time: 2.2730, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 6.5798 [2020-11-09 03:42:42,171][root][INFO] - ===> Epoch[324](8399/26): Loss 0.4945, Sem 0.3132, dir -0.1487, norm 0.3301, swav 0.0000 LR: 1.924e-02 Score 90.183 Data time: 0.1532, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.1006 [2020-11-09 03:42:48,299][root][INFO] - ===> Epoch[324](8400/26): Loss 0.6319, Sem 0.2908, dir -0.1307, norm 0.4718, swav 0.0000 LR: 1.923e-02 Score 90.044 Data time: 0.2289, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 6.0439 [2020-11-09 03:42:53,962][root][INFO] - ===> Epoch[324](8401/26): Loss 0.4855, Sem 0.3028, dir -0.1479, norm 0.3306, swav 0.0000 LR: 1.922e-02 Score 89.550 Data time: 0.1755, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.5494 [2020-11-09 03:42:59,908][root][INFO] - ===> Epoch[324](8402/26): Loss 0.5842, Sem 0.3191, dir -0.0893, norm 0.3544, swav 0.0000 LR: 1.921e-02 Score 90.355 Data time: 0.2817, Forward time: 2.2730, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.8731 [2020-11-09 03:43:04,735][root][INFO] - ===> Epoch[324](8403/26): Loss 0.6981, Sem 0.3981, dir -0.1271, norm 0.4271, swav 0.0000 LR: 1.919e-02 Score 89.133 Data time: 0.2202, Forward time: 2.2730, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 4.6918 [2020-11-09 03:43:11,255][root][INFO] - ===> Epoch[324](8404/26): Loss 0.5181, Sem 0.3807, dir -0.1218, norm 0.2591, swav 0.0000 LR: 1.918e-02 Score 87.970 Data time: 0.1627, Forward time: 2.2730, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 6.4116 [2020-11-09 03:43:16,481][root][INFO] - ===> Epoch[324](8405/26): Loss 0.5713, Sem 0.3331, dir -0.0995, norm 0.3376, swav 0.0000 LR: 1.917e-02 Score 88.918 Data time: 0.1786, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.1033 [2020-11-09 03:43:21,902][root][INFO] - ===> Epoch[324](8406/26): Loss 0.6446, Sem 0.3551, dir -0.1329, norm 0.4224, swav 0.0000 LR: 1.916e-02 Score 88.901 Data time: 0.1652, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.3150 [2020-11-09 03:43:28,157][root][INFO] - ===> Epoch[324](8407/26): Loss 0.4423, Sem 0.2915, dir -0.2034, norm 0.3541, swav 0.0000 LR: 1.915e-02 Score 89.549 Data time: 0.1638, Forward time: 2.2728, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 6.1559 [2020-11-09 03:43:33,753][root][INFO] - ===> Epoch[324](8408/26): Loss 0.4998, Sem 0.2686, dir -0.1060, norm 0.3373, swav 0.0000 LR: 1.914e-02 Score 90.339 Data time: 0.2006, Forward time: 2.2728, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 5.5068 [2020-11-09 03:43:40,368][root][INFO] - ===> Epoch[324](8409/26): Loss 0.5559, Sem 0.2835, dir -0.1019, norm 0.3743, swav 0.0000 LR: 1.913e-02 Score 91.662 Data time: 0.2383, Forward time: 2.2728, Backward time: 3.0812, DDP time: 0.0061, Total iter time: 6.5015 [2020-11-09 03:43:46,661][root][INFO] - ===> Epoch[324](8410/26): Loss 0.6835, Sem 0.4028, dir -0.1410, norm 0.4217, swav 0.0000 LR: 1.912e-02 Score 87.143 Data time: 0.3172, Forward time: 2.2729, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 6.1653 [2020-11-09 03:43:52,635][root][INFO] - ===> Epoch[324](8411/26): Loss 0.6989, Sem 0.4192, dir -0.0913, norm 0.3709, swav 0.0000 LR: 1.911e-02 Score 86.162 Data time: 0.2477, Forward time: 2.2729, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 5.8536 [2020-11-09 03:43:57,938][root][INFO] - ===> Epoch[324](8412/26): Loss 0.3671, Sem 0.2518, dir -0.1691, norm 0.2844, swav 0.0000 LR: 1.910e-02 Score 89.992 Data time: 0.1823, Forward time: 2.2729, Backward time: 3.0811, DDP time: 0.0061, Total iter time: 5.1920 [2020-11-09 03:44:03,263][root][INFO] - ===> Epoch[324](8413/26): Loss 0.4666, Sem 0.2687, dir -0.1439, norm 0.3418, swav 0.0000 LR: 1.909e-02 Score 89.907 Data time: 0.2011, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.2328 [2020-11-09 03:44:08,457][root][INFO] - ===> Epoch[324](8414/26): Loss 0.5431, Sem 0.3542, dir -0.1780, norm 0.3670, swav 0.0000 LR: 1.908e-02 Score 87.839 Data time: 0.2058, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.0544 [2020-11-09 03:44:14,452][root][INFO] - ===> Epoch[324](8415/26): Loss 0.4897, Sem 0.3309, dir -0.1163, norm 0.2751, swav 0.0000 LR: 1.906e-02 Score 88.305 Data time: 0.2928, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.8978 [2020-11-09 03:44:20,220][root][INFO] - ===> Epoch[324](8416/26): Loss 0.6356, Sem 0.3840, dir -0.1347, norm 0.3864, swav 0.0000 LR: 1.905e-02 Score 89.003 Data time: 0.2734, Forward time: 2.2730, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 5.6517 [2020-11-09 03:44:25,045][root][INFO] - ===> Epoch[324](8417/26): Loss 0.5961, Sem 0.3582, dir -0.1455, norm 0.3835, swav 0.0000 LR: 1.904e-02 Score 88.359 Data time: 0.1850, Forward time: 2.2730, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 4.7031 [2020-11-09 03:44:30,414][root][INFO] - ===> Epoch[324](8418/26): Loss 0.5167, Sem 0.2783, dir -0.1297, norm 0.3680, swav 0.0000 LR: 1.903e-02 Score 92.013 Data time: 0.2346, Forward time: 2.2730, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 5.2683 [2020-11-09 03:44:36,761][root][INFO] - ===> Epoch[324](8419/26): Loss 0.5498, Sem 0.3115, dir -0.1119, norm 0.3502, swav 0.0000 LR: 1.902e-02 Score 88.437 Data time: 0.1827, Forward time: 2.2729, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 6.2406 [2020-11-09 03:44:41,869][root][INFO] - ===> Epoch[324](8420/26): Loss 0.6515, Sem 0.4817, dir -0.1896, norm 0.3594, swav 0.0000 LR: 1.901e-02 Score 87.554 Data time: 0.1803, Forward time: 2.2729, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 5.0047 [2020-11-09 03:44:47,467][root][INFO] - ===> Epoch[324](8421/26): Loss 0.6589, Sem 0.3315, dir -0.1172, norm 0.4446, swav 0.0000 LR: 1.900e-02 Score 88.159 Data time: 0.2248, Forward time: 2.2729, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 5.5029 [2020-11-09 03:44:53,269][root][INFO] - ===> Epoch[324](8422/26): Loss 0.5435, Sem 0.3143, dir -0.1237, norm 0.3530, swav 0.0000 LR: 1.899e-02 Score 90.191 Data time: 0.2791, Forward time: 2.2730, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 5.6864 [2020-11-09 03:44:58,079][root][INFO] - ===> Epoch[324](8423/26): Loss 0.5592, Sem 0.2583, dir -0.0951, norm 0.3960, swav 0.0000 LR: 1.898e-02 Score 90.346 Data time: 0.1842, Forward time: 2.2729, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 4.6808 [2020-11-09 03:45:03,705][root][INFO] - ===> Epoch[324](8424/26): Loss 0.6596, Sem 0.3791, dir -0.1564, norm 0.4369, swav 0.0000 LR: 1.897e-02 Score 90.168 Data time: 0.2288, Forward time: 2.2729, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 5.5172 [2020-11-09 03:45:10,360][root][INFO] - ===> Epoch[325](8425/26): Loss 0.5393, Sem 0.3422, dir -0.1223, norm 0.3194, swav 0.0000 LR: 1.896e-02 Score 88.254 Data time: 0.2408, Forward time: 2.2730, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 6.5177 [2020-11-09 03:45:15,920][root][INFO] - ===> Epoch[325](8426/26): Loss 0.5940, Sem 0.3233, dir -0.1579, norm 0.4286, swav 0.0000 LR: 1.895e-02 Score 88.249 Data time: 0.1719, Forward time: 2.2729, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 5.4206 [2020-11-09 03:45:21,574][root][INFO] - ===> Epoch[325](8427/26): Loss 0.5722, Sem 0.3562, dir -0.1455, norm 0.3615, swav 0.0000 LR: 1.893e-02 Score 89.122 Data time: 0.1783, Forward time: 2.2729, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 5.5598 [2020-11-09 03:45:27,390][root][INFO] - ===> Epoch[325](8428/26): Loss 0.5105, Sem 0.3089, dir -0.0890, norm 0.2905, swav 0.0000 LR: 1.892e-02 Score 89.313 Data time: 0.2084, Forward time: 2.2729, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 5.7351 [2020-11-09 03:45:34,285][root][INFO] - ===> Epoch[325](8429/26): Loss 0.5190, Sem 0.3982, dir -0.1214, norm 0.2421, swav 0.0000 LR: 1.891e-02 Score 88.267 Data time: 0.2096, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 6.7749 [2020-11-09 03:45:39,134][root][INFO] - ===> Epoch[325](8430/26): Loss 0.4788, Sem 0.2831, dir -0.1362, norm 0.3320, swav 0.0000 LR: 1.890e-02 Score 90.435 Data time: 0.2325, Forward time: 2.2729, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 4.7655 [2020-11-09 03:45:45,649][root][INFO] - ===> Epoch[325](8431/26): Loss 0.5264, Sem 0.3445, dir -0.1804, norm 0.3623, swav 0.0000 LR: 1.889e-02 Score 88.650 Data time: 0.2459, Forward time: 2.2729, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 6.4069 [2020-11-09 03:45:51,667][root][INFO] - ===> Epoch[325](8432/26): Loss 0.5866, Sem 0.4104, dir -0.1196, norm 0.2959, swav 0.0000 LR: 1.888e-02 Score 87.469 Data time: 0.2704, Forward time: 2.2730, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 5.9087 [2020-11-09 03:45:58,286][root][INFO] - ===> Epoch[325](8433/26): Loss 0.5792, Sem 0.3746, dir -0.1452, norm 0.3498, swav 0.0000 LR: 1.887e-02 Score 88.425 Data time: 0.1893, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 6.4995 [2020-11-09 03:46:04,209][root][INFO] - ===> Epoch[325](8434/26): Loss 0.6078, Sem 0.3743, dir -0.0956, norm 0.3291, swav 0.0000 LR: 1.886e-02 Score 89.302 Data time: 0.2110, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.8119 [2020-11-09 03:46:09,580][root][INFO] - ===> Epoch[325](8435/26): Loss 0.6442, Sem 0.3646, dir -0.1676, norm 0.4471, swav 0.0000 LR: 1.885e-02 Score 86.889 Data time: 0.1946, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.2724 [2020-11-09 03:46:14,361][root][INFO] - ===> Epoch[325](8436/26): Loss 0.4415, Sem 0.2824, dir -0.1284, norm 0.2876, swav 0.0000 LR: 1.884e-02 Score 90.825 Data time: 0.2140, Forward time: 2.2729, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 4.6731 [2020-11-09 03:46:21,145][root][INFO] - ===> Epoch[325](8437/26): Loss 0.5017, Sem 0.2767, dir -0.1879, norm 0.4129, swav 0.0000 LR: 1.883e-02 Score 91.376 Data time: 0.2074, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 6.6600 [2020-11-09 03:46:26,556][root][INFO] - ===> Epoch[325](8438/26): Loss 0.5501, Sem 0.2646, dir -0.1103, norm 0.3959, swav 0.0000 LR: 1.882e-02 Score 90.048 Data time: 0.1835, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.2994 [2020-11-09 03:46:32,415][root][INFO] - ===> Epoch[325](8439/26): Loss 0.5310, Sem 0.3297, dir -0.1084, norm 0.3097, swav 0.0000 LR: 1.881e-02 Score 89.007 Data time: 0.2539, Forward time: 2.2729, Backward time: 3.0810, DDP time: 0.0061, Total iter time: 5.7864 [2020-11-09 03:46:37,745][root][INFO] - ===> Epoch[325](8440/26): Loss 0.5131, Sem 0.3007, dir -0.1099, norm 0.3223, swav 0.0000 LR: 1.879e-02 Score 88.977 Data time: 0.2819, Forward time: 2.2729, Backward time: 3.0809, DDP time: 0.0061, Total iter time: 5.2124 [2020-11-09 03:46:43,250][root][INFO] - ===> Epoch[325](8441/26): Loss 0.4593, Sem 0.3194, dir -0.1396, norm 0.2795, swav 0.0000 LR: 1.878e-02 Score 89.921 Data time: 0.2868, Forward time: 2.2730, Backward time: 3.0808, DDP time: 0.0061, Total iter time: 5.3880 [2020-11-09 03:46:48,159][root][INFO] - ===> Epoch[325](8442/26): Loss 0.4885, Sem 0.2871, dir -0.1510, norm 0.3525, swav 0.0000 LR: 1.877e-02 Score 91.767 Data time: 0.2245, Forward time: 2.2730, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 4.7888 [2020-11-09 03:46:53,878][root][INFO] - ===> Epoch[325](8443/26): Loss 0.6171, Sem 0.3839, dir -0.1524, norm 0.3856, swav 0.0000 LR: 1.876e-02 Score 87.407 Data time: 0.2796, Forward time: 2.2730, Backward time: 3.0807, DDP time: 0.0061, Total iter time: 5.6219 [2020-11-09 03:46:58,863][root][INFO] - ===> Epoch[325](8444/26): Loss 0.4066, Sem 0.1984, dir -0.1638, norm 0.3719, swav 0.0000 LR: 1.875e-02 Score 92.921 Data time: 0.2330, Forward time: 2.2731, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 4.8489 [2020-11-09 03:47:04,825][root][INFO] - ===> Epoch[325](8445/26): Loss 0.5433, Sem 0.2972, dir -0.1069, norm 0.3530, swav 0.0000 LR: 1.874e-02 Score 89.714 Data time: 0.2836, Forward time: 2.2731, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.8437 [2020-11-09 03:47:09,642][root][INFO] - ===> Epoch[325](8446/26): Loss 0.4933, Sem 0.2648, dir -0.1414, norm 0.3699, swav 0.0000 LR: 1.873e-02 Score 90.986 Data time: 0.1942, Forward time: 2.2731, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 4.6721 [2020-11-09 03:47:14,828][root][INFO] - ===> Epoch[325](8447/26): Loss 0.4269, Sem 0.2613, dir -0.1890, norm 0.3546, swav 0.0000 LR: 1.872e-02 Score 91.700 Data time: 0.2435, Forward time: 2.2731, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.0775 [2020-11-09 03:47:19,739][root][INFO] - ===> Epoch[325](8448/26): Loss 0.4317, Sem 0.2758, dir -0.1096, norm 0.2654, swav 0.0000 LR: 1.871e-02 Score 90.510 Data time: 0.2631, Forward time: 2.2731, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 4.8014 [2020-11-09 03:47:25,441][root][INFO] - ===> Epoch[325](8449/26): Loss 0.4485, Sem 0.2701, dir -0.1423, norm 0.3207, swav 0.0000 LR: 1.870e-02 Score 91.500 Data time: 0.2497, Forward time: 2.2732, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.6146 [2020-11-09 03:47:30,523][root][INFO] - ===> Epoch[325](8450/26): Loss 0.5482, Sem 0.3619, dir -0.1612, norm 0.3475, swav 0.0000 LR: 1.869e-02 Score 86.576 Data time: 0.1948, Forward time: 2.2732, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 4.9745 [2020-11-09 03:47:36,721][root][INFO] - ===> Epoch[326](8451/26): Loss 0.6011, Sem 0.3348, dir -0.1891, norm 0.4554, swav 0.0000 LR: 1.867e-02 Score 87.739 Data time: 0.1802, Forward time: 2.2731, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.0866 [2020-11-09 03:47:42,075][root][INFO] - ===> Epoch[326](8452/26): Loss 0.5062, Sem 0.2363, dir -0.1021, norm 0.3721, swav 0.0000 LR: 1.866e-02 Score 92.974 Data time: 0.2051, Forward time: 2.2731, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.2751 [2020-11-09 03:47:47,729][root][INFO] - ===> Epoch[326](8453/26): Loss 0.6039, Sem 0.3618, dir -0.0586, norm 0.3007, swav 0.0000 LR: 1.865e-02 Score 87.046 Data time: 0.2860, Forward time: 2.2732, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.5338 [2020-11-09 03:47:53,196][root][INFO] - ===> Epoch[326](8454/26): Loss 0.6019, Sem 0.3442, dir -0.1498, norm 0.4075, swav 0.0000 LR: 1.864e-02 Score 89.812 Data time: 0.1905, Forward time: 2.2732, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.3518 [2020-11-09 03:47:59,600][root][INFO] - ===> Epoch[326](8455/26): Loss 0.5473, Sem 0.4146, dir -0.1558, norm 0.2885, swav 0.0000 LR: 1.863e-02 Score 87.142 Data time: 0.1970, Forward time: 2.2731, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.3003 [2020-11-09 03:48:05,021][root][INFO] - ===> Epoch[326](8456/26): Loss 0.5471, Sem 0.3492, dir -0.1274, norm 0.3253, swav 0.0000 LR: 1.862e-02 Score 88.630 Data time: 0.1984, Forward time: 2.2731, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.3329 [2020-11-09 03:48:10,641][root][INFO] - ===> Epoch[326](8457/26): Loss 0.5249, Sem 0.2767, dir -0.1049, norm 0.3531, swav 0.0000 LR: 1.861e-02 Score 92.180 Data time: 0.2693, Forward time: 2.2732, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.4943 [2020-11-09 03:48:15,682][root][INFO] - ===> Epoch[326](8458/26): Loss 0.6515, Sem 0.3429, dir -0.1205, norm 0.4290, swav 0.0000 LR: 1.860e-02 Score 88.626 Data time: 0.2617, Forward time: 2.2732, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 4.9224 [2020-11-09 03:48:22,290][root][INFO] - ===> Epoch[326](8459/26): Loss 0.5167, Sem 0.3233, dir -0.1329, norm 0.3263, swav 0.0000 LR: 1.859e-02 Score 87.575 Data time: 0.2365, Forward time: 2.2732, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.4957 [2020-11-09 03:48:27,453][root][INFO] - ===> Epoch[326](8460/26): Loss 0.6671, Sem 0.3651, dir -0.1017, norm 0.4038, swav 0.0000 LR: 1.858e-02 Score 89.377 Data time: 0.1828, Forward time: 2.2732, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.0400 [2020-11-09 03:48:33,221][root][INFO] - ===> Epoch[326](8461/26): Loss 0.5790, Sem 0.3686, dir -0.0821, norm 0.2924, swav 0.0000 LR: 1.857e-02 Score 87.804 Data time: 0.2348, Forward time: 2.2732, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.6403 [2020-11-09 03:48:37,708][root][INFO] - ===> Epoch[326](8462/26): Loss 0.4949, Sem 0.2853, dir -0.1229, norm 0.3325, swav 0.0000 LR: 1.856e-02 Score 91.470 Data time: 0.1701, Forward time: 2.2732, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 4.3708 [2020-11-09 03:48:43,223][root][INFO] - ===> Epoch[326](8463/26): Loss 0.4855, Sem 0.2461, dir -0.1944, norm 0.4339, swav 0.0000 LR: 1.854e-02 Score 90.935 Data time: 0.2997, Forward time: 2.2732, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.4425 [2020-11-09 03:48:49,682][root][INFO] - ===> Epoch[326](8464/26): Loss 0.4718, Sem 0.2924, dir -0.1612, norm 0.3407, swav 0.0000 LR: 1.853e-02 Score 89.582 Data time: 0.2516, Forward time: 2.2733, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 6.3370 [2020-11-09 03:48:54,863][root][INFO] - ===> Epoch[326](8465/26): Loss 0.5456, Sem 0.3248, dir -0.1123, norm 0.3331, swav 0.0000 LR: 1.852e-02 Score 88.681 Data time: 0.1146, Forward time: 2.2732, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.0719 [2020-11-09 03:48:59,769][root][INFO] - ===> Epoch[326](8466/26): Loss 0.5048, Sem 0.2867, dir -0.1299, norm 0.3480, swav 0.0000 LR: 1.851e-02 Score 89.895 Data time: 0.1569, Forward time: 2.2731, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 4.8246 [2020-11-09 03:49:05,861][root][INFO] - ===> Epoch[326](8467/26): Loss 0.5548, Sem 0.3758, dir -0.1301, norm 0.3092, swav 0.0000 LR: 1.850e-02 Score 88.570 Data time: 0.2065, Forward time: 2.2730, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.0239 [2020-11-09 03:49:11,114][root][INFO] - ===> Epoch[326](8468/26): Loss 0.3890, Sem 0.3024, dir -0.1296, norm 0.2161, swav 0.0000 LR: 1.849e-02 Score 90.607 Data time: 0.1955, Forward time: 2.2730, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.1482 [2020-11-09 03:49:16,403][root][INFO] - ===> Epoch[326](8469/26): Loss 0.5539, Sem 0.3079, dir -0.1425, norm 0.3885, swav 0.0000 LR: 1.848e-02 Score 90.163 Data time: 0.2162, Forward time: 2.2730, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.1962 [2020-11-09 03:49:23,124][root][INFO] - ===> Epoch[326](8470/26): Loss 0.6635, Sem 0.3969, dir -0.1438, norm 0.4104, swav 0.0000 LR: 1.847e-02 Score 86.704 Data time: 0.2306, Forward time: 2.2730, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.6010 [2020-11-09 03:49:28,604][root][INFO] - ===> Epoch[326](8471/26): Loss 0.4986, Sem 0.2855, dir -0.1255, norm 0.3385, swav 0.0000 LR: 1.846e-02 Score 91.347 Data time: 0.2120, Forward time: 2.2730, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.3549 [2020-11-09 03:49:33,916][root][INFO] - ===> Epoch[326](8472/26): Loss 0.6289, Sem 0.2785, dir -0.1385, norm 0.4889, swav 0.0000 LR: 1.845e-02 Score 92.042 Data time: 0.1954, Forward time: 2.2730, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.2085 [2020-11-09 03:49:40,299][root][INFO] - ===> Epoch[326](8473/26): Loss 0.6635, Sem 0.3249, dir -0.1090, norm 0.4475, swav 0.0000 LR: 1.844e-02 Score 88.349 Data time: 0.2615, Forward time: 2.2731, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 6.2919 [2020-11-09 03:49:46,566][root][INFO] - ===> Epoch[326](8474/26): Loss 0.5517, Sem 0.3001, dir -0.0845, norm 0.3362, swav 0.0000 LR: 1.843e-02 Score 90.109 Data time: 0.2326, Forward time: 2.2731, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.1440 [2020-11-09 03:49:52,034][root][INFO] - ===> Epoch[326](8475/26): Loss 0.5654, Sem 0.3757, dir -0.0981, norm 0.2878, swav 0.0000 LR: 1.841e-02 Score 87.623 Data time: 0.2545, Forward time: 2.2731, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.3677 [2020-11-09 03:49:57,822][root][INFO] - ===> Epoch[326](8476/26): Loss 0.5213, Sem 0.3046, dir -0.1651, norm 0.3818, swav 0.0000 LR: 1.840e-02 Score 90.319 Data time: 0.2298, Forward time: 2.2732, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.6648 [2020-11-09 03:50:05,573][root][INFO] - ===> Epoch[327](8477/26): Loss 0.5451, Sem 0.3447, dir -0.1195, norm 0.3199, swav 0.0000 LR: 1.839e-02 Score 88.478 Data time: 0.1920, Forward time: 2.2731, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 7.6481 [2020-11-09 03:50:11,376][root][INFO] - ===> Epoch[327](8478/26): Loss 0.5305, Sem 0.2962, dir -0.1143, norm 0.3487, swav 0.0000 LR: 1.838e-02 Score 89.573 Data time: 0.2092, Forward time: 2.2731, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.7041 [2020-11-09 03:50:16,717][root][INFO] - ===> Epoch[327](8479/26): Loss 0.5807, Sem 0.2526, dir -0.0948, norm 0.4230, swav 0.0000 LR: 1.837e-02 Score 91.768 Data time: 0.1690, Forward time: 2.2731, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.2428 [2020-11-09 03:50:21,697][root][INFO] - ===> Epoch[327](8480/26): Loss 0.5557, Sem 0.3102, dir -0.1394, norm 0.3849, swav 0.0000 LR: 1.836e-02 Score 89.881 Data time: 0.2144, Forward time: 2.2731, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 4.8876 [2020-11-09 03:50:26,763][root][INFO] - ===> Epoch[327](8481/26): Loss 0.7046, Sem 0.3197, dir -0.1186, norm 0.5036, swav 0.0000 LR: 1.835e-02 Score 90.329 Data time: 0.1951, Forward time: 2.2731, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 4.9512 [2020-11-09 03:50:32,290][root][INFO] - ===> Epoch[327](8482/26): Loss 0.4540, Sem 0.3082, dir -0.1887, norm 0.3345, swav 0.0000 LR: 1.834e-02 Score 90.048 Data time: 0.2206, Forward time: 2.2731, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.4638 [2020-11-09 03:50:37,301][root][INFO] - ===> Epoch[327](8483/26): Loss 0.5142, Sem 0.2570, dir -0.1117, norm 0.3690, swav 0.0000 LR: 1.833e-02 Score 91.516 Data time: 0.1889, Forward time: 2.2730, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 4.8894 [2020-11-09 03:50:43,284][root][INFO] - ===> Epoch[327](8484/26): Loss 0.5591, Sem 0.3028, dir -0.1287, norm 0.3850, swav 0.0000 LR: 1.832e-02 Score 87.972 Data time: 0.2120, Forward time: 2.2731, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.9099 [2020-11-09 03:50:48,771][root][INFO] - ===> Epoch[327](8485/26): Loss 0.5546, Sem 0.3617, dir -0.1256, norm 0.3184, swav 0.0000 LR: 1.831e-02 Score 87.881 Data time: 0.1589, Forward time: 2.2730, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.3682 [2020-11-09 03:50:54,151][root][INFO] - ===> Epoch[327](8486/26): Loss 0.4328, Sem 0.2661, dir -0.1714, norm 0.3382, swav 0.0000 LR: 1.829e-02 Score 91.379 Data time: 0.2099, Forward time: 2.2730, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.3301 [2020-11-09 03:51:00,483][root][INFO] - ===> Epoch[327](8487/26): Loss 0.4879, Sem 0.3467, dir -0.1761, norm 0.3174, swav 0.0000 LR: 1.828e-02 Score 86.758 Data time: 0.2304, Forward time: 2.2730, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.2343 [2020-11-09 03:51:06,589][root][INFO] - ===> Epoch[327](8488/26): Loss 0.5289, Sem 0.3300, dir -0.1291, norm 0.3279, swav 0.0000 LR: 1.827e-02 Score 89.682 Data time: 0.1944, Forward time: 2.2730, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.9741 [2020-11-09 03:51:12,018][root][INFO] - ===> Epoch[327](8489/26): Loss 0.6297, Sem 0.3413, dir -0.1173, norm 0.4057, swav 0.0000 LR: 1.826e-02 Score 88.992 Data time: 0.2602, Forward time: 2.2730, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.3243 [2020-11-09 03:51:17,828][root][INFO] - ===> Epoch[327](8490/26): Loss 0.5763, Sem 0.2660, dir -0.1412, norm 0.4515, swav 0.0000 LR: 1.825e-02 Score 91.387 Data time: 0.1699, Forward time: 2.2729, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.6842 [2020-11-09 03:51:24,445][root][INFO] - ===> Epoch[327](8491/26): Loss 0.4388, Sem 0.2437, dir -0.1803, norm 0.3755, swav 0.0000 LR: 1.824e-02 Score 92.839 Data time: 0.2124, Forward time: 2.2729, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 6.5099 [2020-11-09 03:51:29,735][root][INFO] - ===> Epoch[327](8492/26): Loss 0.4763, Sem 0.2292, dir -0.1172, norm 0.3643, swav 0.0000 LR: 1.823e-02 Score 92.283 Data time: 0.2310, Forward time: 2.2730, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.1629 [2020-11-09 03:51:35,412][root][INFO] - ===> Epoch[327](8493/26): Loss 0.5559, Sem 0.3099, dir -0.0823, norm 0.3282, swav 0.0000 LR: 1.822e-02 Score 88.862 Data time: 0.1919, Forward time: 2.2729, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.5540 [2020-11-09 03:51:41,903][root][INFO] - ===> Epoch[327](8494/26): Loss 0.4987, Sem 0.2954, dir -0.0754, norm 0.2787, swav 0.0000 LR: 1.821e-02 Score 90.436 Data time: 0.1947, Forward time: 2.2729, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.4045 [2020-11-09 03:51:48,548][root][INFO] - ===> Epoch[327](8495/26): Loss 0.5461, Sem 0.3362, dir -0.0941, norm 0.3039, swav 0.0000 LR: 1.820e-02 Score 88.224 Data time: 0.2995, Forward time: 2.2730, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.5161 [2020-11-09 03:51:54,748][root][INFO] - ===> Epoch[327](8496/26): Loss 0.4923, Sem 0.2994, dir -0.2051, norm 0.3980, swav 0.0000 LR: 1.819e-02 Score 88.859 Data time: 0.2109, Forward time: 2.2730, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 6.0740 [2020-11-09 03:52:01,593][root][INFO] - ===> Epoch[327](8497/26): Loss 0.5888, Sem 0.3161, dir -0.1494, norm 0.4221, swav 0.0000 LR: 1.818e-02 Score 89.400 Data time: 0.2436, Forward time: 2.2730, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 6.7293 [2020-11-09 03:52:07,641][root][INFO] - ===> Epoch[327](8498/26): Loss 0.5136, Sem 0.2590, dir -0.0830, norm 0.3376, swav 0.0000 LR: 1.816e-02 Score 90.345 Data time: 0.1976, Forward time: 2.2730, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.9052 [2020-11-09 03:52:13,107][root][INFO] - ===> Epoch[327](8499/26): Loss 0.5607, Sem 0.3238, dir -0.1286, norm 0.3655, swav 0.0000 LR: 1.815e-02 Score 91.260 Data time: 0.1673, Forward time: 2.2729, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.3586 [2020-11-09 03:52:18,114][root][INFO] - ===> Epoch[327](8500/26): Loss 0.3745, Sem 0.2434, dir -0.2274, norm 0.3585, swav 0.0000 LR: 1.814e-02 Score 92.495 Data time: 0.1892, Forward time: 2.2729, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 4.9450 [2020-11-09 03:52:19,362][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 03:52:19,558][root][INFO] - ===> Start testing [2020-11-09 03:53:41,800][root][INFO] - 101/312: Data time: 0.0092, Iter time: 0.4319 Loss 0.415 (AVG: 0.728) Score 85.860 (AVG: 81.479) mIOU 51.934 mAP 61.920 mAcc 62.735 IOU: 74.557 95.367 46.504 65.213 80.371 82.728 58.574 24.907 30.701 61.855 7.295 55.546 37.875 49.938 13.629 50.653 66.644 23.725 80.036 32.569 mAP: 75.097 97.037 52.259 64.434 83.232 81.382 62.109 48.116 48.530 67.199 18.108 51.709 48.134 61.045 38.613 75.348 92.170 39.385 93.875 40.630 mAcc: 93.717 97.906 59.288 73.838 86.911 95.378 75.197 29.206 36.109 79.149 9.558 73.103 56.793 55.533 15.031 63.804 88.397 27.731 92.026 46.021 [2020-11-09 03:55:03,937][root][INFO] - 201/312: Data time: 0.0041, Iter time: 0.1824 Loss 0.570 (AVG: 0.757) Score 81.703 (AVG: 81.375) mIOU 51.260 mAP 61.688 mAcc 62.443 IOU: 74.141 95.584 46.834 64.374 80.861 77.766 59.684 23.803 32.121 59.175 4.903 52.347 40.846 51.269 13.331 39.042 69.869 30.242 78.166 30.834 mAP: 75.156 96.971 48.840 65.865 83.062 82.186 65.192 45.976 48.927 63.570 17.801 50.442 52.872 65.660 35.763 75.452 92.106 42.085 86.378 39.447 mAcc: 93.913 98.133 59.713 76.500 87.837 92.271 74.636 27.697 37.648 74.186 6.071 66.011 62.884 57.002 14.754 66.356 88.596 34.399 87.763 42.487 [2020-11-09 03:56:28,133][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.1575 Loss 0.704 (AVG: 0.767) Score 80.117 (AVG: 81.047) mIOU 51.683 mAP 61.079 mAcc 61.867 IOU: 73.112 95.412 46.172 62.335 81.262 76.956 60.644 24.392 31.600 63.177 4.313 49.654 41.103 53.488 12.171 43.058 75.267 34.212 76.963 28.377 mAP: 75.026 96.438 51.984 64.682 83.175 81.773 63.254 44.465 47.085 65.018 16.758 48.266 51.440 64.335 33.522 78.412 91.051 47.989 80.171 36.744 mAcc: 93.751 98.092 59.952 77.027 88.483 90.363 75.095 28.754 36.725 75.111 5.156 65.344 63.482 59.326 13.710 57.018 88.025 37.912 85.789 38.233 [2020-11-09 03:56:38,493][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.1352 Loss 0.669 (AVG: 0.773) Score 81.196 (AVG: 80.923) mIOU 51.548 mAP 60.974 mAcc 61.736 IOU: 73.204 95.361 45.309 62.081 81.524 76.225 60.326 24.005 33.153 62.186 4.258 49.088 42.152 52.071 11.920 43.572 75.559 34.249 76.207 28.509 mAP: 75.291 96.369 51.657 63.935 83.464 81.060 62.873 44.817 47.799 63.569 18.181 48.054 51.125 64.539 32.293 78.452 90.709 48.336 79.903 37.052 mAcc: 93.750 98.069 58.819 77.019 88.753 89.895 75.426 28.192 38.789 74.930 5.114 64.688 63.684 57.555 13.425 57.577 88.307 37.948 84.506 38.273 [2020-11-09 03:56:38,494][root][INFO] - Finished test. Elapsed time: 258.9345 [2020-11-09 03:56:52,333][root][INFO] - [2020-11-09 03:56:52,334][root][INFO] - ################################################################ [2020-11-09 03:56:52,335][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 03:56:52,335][root][INFO] - ################################################################ [2020-11-09 03:56:52,335][root][INFO] - cabinet : 0.039 0.140 0.322 [2020-11-09 03:56:52,335][root][INFO] - bed : 0.152 0.449 0.621 [2020-11-09 03:56:52,335][root][INFO] - chair : 0.286 0.472 0.611 [2020-11-09 03:56:52,335][root][INFO] - sofa : 0.299 0.573 0.692 [2020-11-09 03:56:52,335][root][INFO] - table : 0.156 0.391 0.539 [2020-11-09 03:56:52,335][root][INFO] - door : 0.004 0.012 0.092 [2020-11-09 03:56:52,335][root][INFO] - window : 0.010 0.038 0.157 [2020-11-09 03:56:52,335][root][INFO] - bookshelf : 0.067 0.192 0.473 [2020-11-09 03:56:52,335][root][INFO] - picture : 0.001 0.005 0.030 [2020-11-09 03:56:52,335][root][INFO] - counter : 0.013 0.063 0.445 [2020-11-09 03:56:52,335][root][INFO] - desk : 0.002 0.012 0.322 [2020-11-09 03:56:52,335][root][INFO] - curtain : 0.056 0.134 0.252 [2020-11-09 03:56:52,335][root][INFO] - refrigerator : 0.000 0.000 0.028 [2020-11-09 03:56:52,335][root][INFO] - shower curtain : 0.151 0.274 0.403 [2020-11-09 03:56:52,335][root][INFO] - toilet : 0.605 0.939 0.966 [2020-11-09 03:56:52,335][root][INFO] - sink : 0.081 0.189 0.344 [2020-11-09 03:56:52,335][root][INFO] - bathtub : 0.240 0.481 0.701 [2020-11-09 03:56:52,335][root][INFO] - otherfurniture : 0.037 0.091 0.281 [2020-11-09 03:56:52,336][root][INFO] - ---------------------------------------------------------------- [2020-11-09 03:56:52,336][root][INFO] - average : 0.122 0.248 0.404 [2020-11-09 03:56:52,336][root][INFO] - [2020-11-09 03:56:52,530][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 03:56:53,177][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 03:56:53,363][root][INFO] - Current best mIoU: 51.548 at iter 8500 [2020-11-09 03:56:58,904][root][INFO] - ===> Epoch[327](8501/26): Loss 0.6707, Sem 0.4598, dir -0.1387, norm 0.3497, swav 0.0000 LR: 1.813e-02 Score 85.271 Data time: 0.2320, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.5338 [2020-11-09 03:57:04,100][root][INFO] - ===> Epoch[327](8502/26): Loss 0.6686, Sem 0.3628, dir -0.1078, norm 0.4137, swav 0.0000 LR: 1.812e-02 Score 89.632 Data time: 0.1572, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.0633 [2020-11-09 03:57:10,053][root][INFO] - ===> Epoch[328](8503/26): Loss 0.5602, Sem 0.2854, dir -0.1062, norm 0.3811, swav 0.0000 LR: 1.811e-02 Score 90.785 Data time: 0.1737, Forward time: 2.2728, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.8792 [2020-11-09 03:57:15,841][root][INFO] - ===> Epoch[328](8504/26): Loss 0.6176, Sem 0.3820, dir -0.1283, norm 0.3639, swav 0.0000 LR: 1.810e-02 Score 87.325 Data time: 0.2370, Forward time: 2.2728, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.7366 [2020-11-09 03:57:20,527][root][INFO] - ===> Epoch[328](8505/26): Loss 0.3497, Sem 0.2765, dir -0.1848, norm 0.2579, swav 0.0000 LR: 1.809e-02 Score 90.812 Data time: 0.2334, Forward time: 2.2728, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 4.5604 [2020-11-09 03:57:25,708][root][INFO] - ===> Epoch[328](8506/26): Loss 0.6220, Sem 0.3595, dir -0.1504, norm 0.4129, swav 0.0000 LR: 1.808e-02 Score 88.340 Data time: 0.1896, Forward time: 2.2728, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.0801 [2020-11-09 03:57:31,997][root][INFO] - ===> Epoch[328](8507/26): Loss 0.4290, Sem 0.2890, dir -0.1705, norm 0.3105, swav 0.0000 LR: 1.807e-02 Score 91.273 Data time: 0.3038, Forward time: 2.2729, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.1684 [2020-11-09 03:57:37,076][root][INFO] - ===> Epoch[328](8508/26): Loss 0.4060, Sem 0.2392, dir -0.1771, norm 0.3439, swav 0.0000 LR: 1.806e-02 Score 92.341 Data time: 0.1845, Forward time: 2.2729, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 4.9618 [2020-11-09 03:57:43,943][root][INFO] - ===> Epoch[328](8509/26): Loss 0.6406, Sem 0.4016, dir -0.1431, norm 0.3822, swav 0.0000 LR: 1.804e-02 Score 86.474 Data time: 0.2009, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 6.7653 [2020-11-09 03:57:49,890][root][INFO] - ===> Epoch[328](8510/26): Loss 0.5169, Sem 0.3177, dir -0.1316, norm 0.3308, swav 0.0000 LR: 1.803e-02 Score 88.307 Data time: 0.2236, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.8103 [2020-11-09 03:57:55,771][root][INFO] - ===> Epoch[328](8511/26): Loss 0.5018, Sem 0.2974, dir -0.1472, norm 0.3516, swav 0.0000 LR: 1.802e-02 Score 89.532 Data time: 0.2213, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.7645 [2020-11-09 03:58:01,427][root][INFO] - ===> Epoch[328](8512/26): Loss 0.4919, Sem 0.2803, dir -0.1541, norm 0.3656, swav 0.0000 LR: 1.801e-02 Score 89.361 Data time: 0.2075, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.5346 [2020-11-09 03:58:06,828][root][INFO] - ===> Epoch[328](8513/26): Loss 0.4436, Sem 0.2714, dir -0.1274, norm 0.2995, swav 0.0000 LR: 1.800e-02 Score 92.602 Data time: 0.1996, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.2889 [2020-11-09 03:58:12,303][root][INFO] - ===> Epoch[328](8514/26): Loss 0.4327, Sem 0.2499, dir -0.0936, norm 0.2763, swav 0.0000 LR: 1.799e-02 Score 92.731 Data time: 0.2063, Forward time: 2.2729, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.3595 [2020-11-09 03:58:19,026][root][INFO] - ===> Epoch[328](8515/26): Loss 0.6754, Sem 0.3472, dir -0.0752, norm 0.4034, swav 0.0000 LR: 1.798e-02 Score 90.039 Data time: 0.1413, Forward time: 2.2728, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 6.6030 [2020-11-09 03:58:25,245][root][INFO] - ===> Epoch[328](8516/26): Loss 0.5339, Sem 0.2826, dir -0.1354, norm 0.3867, swav 0.0000 LR: 1.797e-02 Score 90.943 Data time: 0.2452, Forward time: 2.2728, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 6.1458 [2020-11-09 03:58:30,723][root][INFO] - ===> Epoch[328](8517/26): Loss 0.5511, Sem 0.3487, dir -0.0751, norm 0.2775, swav 0.0000 LR: 1.796e-02 Score 90.592 Data time: 0.2338, Forward time: 2.2728, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.3608 [2020-11-09 03:58:36,686][root][INFO] - ===> Epoch[328](8518/26): Loss 0.4918, Sem 0.2430, dir -0.1729, norm 0.4216, swav 0.0000 LR: 1.795e-02 Score 93.227 Data time: 0.2334, Forward time: 2.2728, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.8411 [2020-11-09 03:58:42,939][root][INFO] - ===> Epoch[328](8519/26): Loss 0.6896, Sem 0.3754, dir -0.1060, norm 0.4202, swav 0.0000 LR: 1.794e-02 Score 88.893 Data time: 0.3133, Forward time: 2.2729, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 6.1311 [2020-11-09 03:58:50,648][root][INFO] - ===> Epoch[328](8520/26): Loss 0.6069, Sem 0.3976, dir -0.0306, norm 0.2398, swav 0.0000 LR: 1.793e-02 Score 86.698 Data time: 0.2674, Forward time: 2.2730, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 7.5618 [2020-11-09 03:58:56,572][root][INFO] - ===> Epoch[328](8521/26): Loss 0.4972, Sem 0.3340, dir -0.1979, norm 0.3611, swav 0.0000 LR: 1.791e-02 Score 90.602 Data time: 0.2623, Forward time: 2.2731, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.7833 [2020-11-09 03:59:01,632][root][INFO] - ===> Epoch[328](8522/26): Loss 0.4027, Sem 0.2934, dir -0.1600, norm 0.2694, swav 0.0000 LR: 1.790e-02 Score 90.099 Data time: 0.1933, Forward time: 2.2730, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 4.9384 [2020-11-09 03:59:07,130][root][INFO] - ===> Epoch[328](8523/26): Loss 0.6178, Sem 0.4131, dir -0.1529, norm 0.3577, swav 0.0000 LR: 1.789e-02 Score 85.535 Data time: 0.2275, Forward time: 2.2730, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.4063 [2020-11-09 03:59:12,612][root][INFO] - ===> Epoch[328](8524/26): Loss 0.5814, Sem 0.4070, dir -0.1709, norm 0.3453, swav 0.0000 LR: 1.788e-02 Score 86.497 Data time: 0.1309, Forward time: 2.2729, Backward time: 3.0805, DDP time: 0.0061, Total iter time: 5.3567 [2020-11-09 03:59:17,387][root][INFO] - ===> Epoch[328](8525/26): Loss 0.4805, Sem 0.2911, dir -0.1376, norm 0.3269, swav 0.0000 LR: 1.787e-02 Score 91.083 Data time: 0.2033, Forward time: 2.2729, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 4.6994 [2020-11-09 03:59:22,541][root][INFO] - ===> Epoch[328](8526/26): Loss 0.6067, Sem 0.3230, dir -0.0851, norm 0.3687, swav 0.0000 LR: 1.786e-02 Score 88.267 Data time: 0.2514, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.0425 [2020-11-09 03:59:28,863][root][INFO] - ===> Epoch[328](8527/26): Loss 0.5737, Sem 0.3195, dir -0.1007, norm 0.3549, swav 0.0000 LR: 1.785e-02 Score 90.046 Data time: 0.2871, Forward time: 2.2730, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.2013 [2020-11-09 03:59:34,595][root][INFO] - ===> Epoch[328](8528/26): Loss 0.5533, Sem 0.3406, dir -0.1661, norm 0.3789, swav 0.0000 LR: 1.784e-02 Score 90.048 Data time: 0.1839, Forward time: 2.2730, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.5907 [2020-11-09 03:59:41,231][root][INFO] - ===> Epoch[329](8529/26): Loss 0.6053, Sem 0.3381, dir -0.0908, norm 0.3580, swav 0.0000 LR: 1.783e-02 Score 88.878 Data time: 0.1853, Forward time: 2.2729, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 6.5432 [2020-11-09 03:59:46,164][root][INFO] - ===> Epoch[329](8530/26): Loss 0.5588, Sem 0.3150, dir -0.1219, norm 0.3657, swav 0.0000 LR: 1.782e-02 Score 91.029 Data time: 0.1860, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 4.8534 [2020-11-09 03:59:51,882][root][INFO] - ===> Epoch[329](8531/26): Loss 0.5275, Sem 0.3278, dir -0.1509, norm 0.3507, swav 0.0000 LR: 1.781e-02 Score 89.565 Data time: 0.1631, Forward time: 2.2728, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.6176 [2020-11-09 03:59:56,819][root][INFO] - ===> Epoch[329](8532/26): Loss 0.5724, Sem 0.3111, dir -0.1043, norm 0.3656, swav 0.0000 LR: 1.779e-02 Score 90.919 Data time: 0.2573, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 4.8711 [2020-11-09 04:00:03,642][root][INFO] - ===> Epoch[329](8533/26): Loss 0.4937, Sem 0.3289, dir -0.1600, norm 0.3248, swav 0.0000 LR: 1.778e-02 Score 88.140 Data time: 0.2511, Forward time: 2.2729, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 6.7113 [2020-11-09 04:00:08,856][root][INFO] - ===> Epoch[329](8534/26): Loss 0.5035, Sem 0.2711, dir -0.1248, norm 0.3571, swav 0.0000 LR: 1.777e-02 Score 91.966 Data time: 0.1675, Forward time: 2.2729, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.0893 [2020-11-09 04:00:14,094][root][INFO] - ===> Epoch[329](8535/26): Loss 0.5471, Sem 0.2942, dir -0.1105, norm 0.3635, swav 0.0000 LR: 1.776e-02 Score 89.512 Data time: 0.1739, Forward time: 2.2728, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 5.1537 [2020-11-09 04:00:20,417][root][INFO] - ===> Epoch[329](8536/26): Loss 0.3914, Sem 0.2530, dir -0.1137, norm 0.2522, swav 0.0000 LR: 1.775e-02 Score 91.719 Data time: 0.2646, Forward time: 2.2729, Backward time: 3.0804, DDP time: 0.0061, Total iter time: 6.2027 [2020-11-09 04:00:25,635][root][INFO] - ===> Epoch[329](8537/26): Loss 0.4676, Sem 0.2260, dir -0.1089, norm 0.3506, swav 0.0000 LR: 1.774e-02 Score 93.143 Data time: 0.2528, Forward time: 2.2729, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 5.0719 [2020-11-09 04:00:32,395][root][INFO] - ===> Epoch[329](8538/26): Loss 0.5903, Sem 0.3938, dir -0.1116, norm 0.3080, swav 0.0000 LR: 1.773e-02 Score 87.230 Data time: 0.3563, Forward time: 2.2730, Backward time: 3.0803, DDP time: 0.0061, Total iter time: 6.6239 [2020-11-09 04:00:37,394][root][INFO] - ===> Epoch[329](8539/26): Loss 0.4153, Sem 0.2421, dir -0.1704, norm 0.3436, swav 0.0000 LR: 1.772e-02 Score 92.532 Data time: 0.2194, Forward time: 2.2730, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 4.8576 [2020-11-09 04:00:43,513][root][INFO] - ===> Epoch[329](8540/26): Loss 0.5556, Sem 0.2918, dir -0.1181, norm 0.3819, swav 0.0000 LR: 1.771e-02 Score 90.920 Data time: 0.2486, Forward time: 2.2730, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.0059 [2020-11-09 04:00:48,743][root][INFO] - ===> Epoch[329](8541/26): Loss 0.4795, Sem 0.3255, dir -0.1003, norm 0.2544, swav 0.0000 LR: 1.770e-02 Score 89.406 Data time: 0.1661, Forward time: 2.2730, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.1003 [2020-11-09 04:00:54,077][root][INFO] - ===> Epoch[329](8542/26): Loss 0.5077, Sem 0.3176, dir -0.1083, norm 0.2984, swav 0.0000 LR: 1.769e-02 Score 91.181 Data time: 0.2153, Forward time: 2.2730, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.2620 [2020-11-09 04:00:59,362][root][INFO] - ===> Epoch[329](8543/26): Loss 0.5202, Sem 0.3181, dir -0.1203, norm 0.3224, swav 0.0000 LR: 1.767e-02 Score 89.641 Data time: 0.2251, Forward time: 2.2730, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.1611 [2020-11-09 04:01:04,839][root][INFO] - ===> Epoch[329](8544/26): Loss 0.7354, Sem 0.3691, dir -0.1266, norm 0.4929, swav 0.0000 LR: 1.766e-02 Score 86.118 Data time: 0.1972, Forward time: 2.2730, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.3752 [2020-11-09 04:01:10,588][root][INFO] - ===> Epoch[329](8545/26): Loss 0.4459, Sem 0.2526, dir -0.1216, norm 0.3149, swav 0.0000 LR: 1.765e-02 Score 92.713 Data time: 0.2488, Forward time: 2.2730, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.6113 [2020-11-09 04:01:16,088][root][INFO] - ===> Epoch[329](8546/26): Loss 0.4585, Sem 0.3398, dir -0.1177, norm 0.2364, swav 0.0000 LR: 1.764e-02 Score 89.164 Data time: 0.2234, Forward time: 2.2730, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.3660 [2020-11-09 04:01:22,624][root][INFO] - ===> Epoch[329](8547/26): Loss 0.5436, Sem 0.3424, dir -0.1677, norm 0.3689, swav 0.0000 LR: 1.763e-02 Score 89.844 Data time: 0.2253, Forward time: 2.2730, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 6.4285 [2020-11-09 04:01:28,598][root][INFO] - ===> Epoch[329](8548/26): Loss 0.5328, Sem 0.3544, dir -0.1480, norm 0.3264, swav 0.0000 LR: 1.762e-02 Score 89.827 Data time: 0.2147, Forward time: 2.2730, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.8553 [2020-11-09 04:01:33,510][root][INFO] - ===> Epoch[329](8549/26): Loss 0.5502, Sem 0.3348, dir -0.1378, norm 0.3531, swav 0.0000 LR: 1.761e-02 Score 89.027 Data time: 0.2110, Forward time: 2.2730, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 4.7821 [2020-11-09 04:01:39,368][root][INFO] - ===> Epoch[329](8550/26): Loss 0.4417, Sem 0.2792, dir -0.1951, norm 0.3576, swav 0.0000 LR: 1.760e-02 Score 89.681 Data time: 0.2844, Forward time: 2.2731, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.7468 [2020-11-09 04:01:44,820][root][INFO] - ===> Epoch[329](8551/26): Loss 0.4384, Sem 0.2896, dir -0.1634, norm 0.3122, swav 0.0000 LR: 1.759e-02 Score 90.034 Data time: 0.2067, Forward time: 2.2731, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.3215 [2020-11-09 04:01:51,349][root][INFO] - ===> Epoch[329](8552/26): Loss 0.5075, Sem 0.2909, dir -0.1048, norm 0.3214, swav 0.0000 LR: 1.758e-02 Score 90.587 Data time: 0.2054, Forward time: 2.2731, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.4193 [2020-11-09 04:01:58,087][root][INFO] - ===> Epoch[329](8553/26): Loss 0.5071, Sem 0.2813, dir -0.0940, norm 0.3198, swav 0.0000 LR: 1.757e-02 Score 92.004 Data time: 0.1577, Forward time: 2.2730, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.6310 [2020-11-09 04:02:02,861][root][INFO] - ===> Epoch[329](8554/26): Loss 0.5451, Sem 0.3486, dir -0.1330, norm 0.3296, swav 0.0000 LR: 1.755e-02 Score 88.668 Data time: 0.2455, Forward time: 2.2730, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 4.7115 [2020-11-09 04:02:08,919][root][INFO] - ===> Epoch[330](8555/26): Loss 0.5472, Sem 0.3037, dir -0.1123, norm 0.3558, swav 0.0000 LR: 1.754e-02 Score 88.497 Data time: 0.2968, Forward time: 2.2731, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.9355 [2020-11-09 04:02:14,148][root][INFO] - ===> Epoch[330](8556/26): Loss 0.4120, Sem 0.2296, dir -0.1470, norm 0.3294, swav 0.0000 LR: 1.753e-02 Score 91.335 Data time: 0.1965, Forward time: 2.2731, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.1093 [2020-11-09 04:02:19,740][root][INFO] - ===> Epoch[330](8557/26): Loss 0.4761, Sem 0.2931, dir -0.1441, norm 0.3271, swav 0.0000 LR: 1.752e-02 Score 89.921 Data time: 0.2768, Forward time: 2.2732, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.4967 [2020-11-09 04:02:25,540][root][INFO] - ===> Epoch[330](8558/26): Loss 0.5663, Sem 0.3244, dir -0.1560, norm 0.3979, swav 0.0000 LR: 1.751e-02 Score 88.126 Data time: 0.2429, Forward time: 2.2732, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.6701 [2020-11-09 04:02:31,135][root][INFO] - ===> Epoch[330](8559/26): Loss 0.4794, Sem 0.2695, dir -0.1478, norm 0.3576, swav 0.0000 LR: 1.750e-02 Score 91.318 Data time: 0.2344, Forward time: 2.2732, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.4710 [2020-11-09 04:02:36,594][root][INFO] - ===> Epoch[330](8560/26): Loss 0.4854, Sem 0.3456, dir -0.1290, norm 0.2687, swav 0.0000 LR: 1.749e-02 Score 87.380 Data time: 0.2560, Forward time: 2.2732, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.3683 [2020-11-09 04:02:41,265][root][INFO] - ===> Epoch[330](8561/26): Loss 0.5458, Sem 0.3146, dir -0.0821, norm 0.3133, swav 0.0000 LR: 1.748e-02 Score 90.164 Data time: 0.2284, Forward time: 2.2733, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 4.5661 [2020-11-09 04:02:46,903][root][INFO] - ===> Epoch[330](8562/26): Loss 0.4702, Sem 0.3087, dir -0.1482, norm 0.3096, swav 0.0000 LR: 1.747e-02 Score 89.364 Data time: 0.2520, Forward time: 2.2733, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 5.5392 [2020-11-09 04:02:53,264][root][INFO] - ===> Epoch[330](8563/26): Loss 0.5680, Sem 0.2960, dir -0.1105, norm 0.3825, swav 0.0000 LR: 1.746e-02 Score 88.947 Data time: 0.1805, Forward time: 2.2733, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 6.2358 [2020-11-09 04:02:58,639][root][INFO] - ===> Epoch[330](8564/26): Loss 0.5750, Sem 0.3504, dir -0.0926, norm 0.3171, swav 0.0000 LR: 1.745e-02 Score 88.946 Data time: 0.1962, Forward time: 2.2732, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 5.2807 [2020-11-09 04:03:04,980][root][INFO] - ===> Epoch[330](8565/26): Loss 0.5501, Sem 0.3121, dir -0.0880, norm 0.3260, swav 0.0000 LR: 1.743e-02 Score 89.274 Data time: 0.2163, Forward time: 2.2732, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 6.2334 [2020-11-09 04:03:10,918][root][INFO] - ===> Epoch[330](8566/26): Loss 0.4701, Sem 0.2484, dir -0.1533, norm 0.3750, swav 0.0000 LR: 1.742e-02 Score 92.111 Data time: 0.2541, Forward time: 2.2733, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 5.8111 [2020-11-09 04:03:15,587][root][INFO] - ===> Epoch[330](8567/26): Loss 0.4420, Sem 0.2903, dir -0.0869, norm 0.2386, swav 0.0000 LR: 1.741e-02 Score 91.349 Data time: 0.2139, Forward time: 2.2733, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 4.5609 [2020-11-09 04:03:21,089][root][INFO] - ===> Epoch[330](8568/26): Loss 0.5758, Sem 0.3441, dir -0.1979, norm 0.4296, swav 0.0000 LR: 1.740e-02 Score 90.288 Data time: 0.1727, Forward time: 2.2732, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 5.3922 [2020-11-09 04:03:26,374][root][INFO] - ===> Epoch[330](8569/26): Loss 0.5913, Sem 0.3146, dir -0.0955, norm 0.3722, swav 0.0000 LR: 1.739e-02 Score 89.148 Data time: 0.2199, Forward time: 2.2732, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 5.1982 [2020-11-09 04:03:32,178][root][INFO] - ===> Epoch[330](8570/26): Loss 0.6010, Sem 0.3719, dir -0.1662, norm 0.3953, swav 0.0000 LR: 1.738e-02 Score 87.600 Data time: 0.2512, Forward time: 2.2732, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 5.6784 [2020-11-09 04:03:37,786][root][INFO] - ===> Epoch[330](8571/26): Loss 0.5432, Sem 0.3978, dir -0.0991, norm 0.2446, swav 0.0000 LR: 1.737e-02 Score 87.617 Data time: 0.2272, Forward time: 2.2732, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 5.4868 [2020-11-09 04:03:42,723][root][INFO] - ===> Epoch[330](8572/26): Loss 0.4225, Sem 0.2869, dir -0.1974, norm 0.3330, swav 0.0000 LR: 1.736e-02 Score 90.632 Data time: 0.1813, Forward time: 2.2732, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 4.8278 [2020-11-09 04:03:48,339][root][INFO] - ===> Epoch[330](8573/26): Loss 0.4188, Sem 0.1783, dir -0.0875, norm 0.3280, swav 0.0000 LR: 1.735e-02 Score 93.846 Data time: 0.2443, Forward time: 2.2733, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 5.5024 [2020-11-09 04:03:53,339][root][INFO] - ===> Epoch[330](8574/26): Loss 0.5398, Sem 0.2745, dir -0.1604, norm 0.4258, swav 0.0000 LR: 1.734e-02 Score 91.003 Data time: 0.1719, Forward time: 2.2732, Backward time: 3.0793, DDP time: 0.0061, Total iter time: 4.8706 [2020-11-09 04:03:58,908][root][INFO] - ===> Epoch[330](8575/26): Loss 0.5032, Sem 0.2800, dir -0.0660, norm 0.2892, swav 0.0000 LR: 1.732e-02 Score 90.237 Data time: 0.2001, Forward time: 2.2732, Backward time: 3.0793, DDP time: 0.0061, Total iter time: 5.4825 [2020-11-09 04:04:04,091][root][INFO] - ===> Epoch[330](8576/26): Loss 0.6040, Sem 0.3706, dir -0.1678, norm 0.4012, swav 0.0000 LR: 1.731e-02 Score 88.019 Data time: 0.2022, Forward time: 2.2732, Backward time: 3.0793, DDP time: 0.0061, Total iter time: 5.0770 [2020-11-09 04:04:11,235][root][INFO] - ===> Epoch[330](8577/26): Loss 0.5090, Sem 0.2205, dir -0.1130, norm 0.4014, swav 0.0000 LR: 1.730e-02 Score 92.971 Data time: 0.2116, Forward time: 2.2732, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 7.0133 [2020-11-09 04:04:16,606][root][INFO] - ===> Epoch[330](8578/26): Loss 0.5258, Sem 0.3205, dir -0.2132, norm 0.4185, swav 0.0000 LR: 1.729e-02 Score 89.883 Data time: 0.1859, Forward time: 2.2731, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 5.2549 [2020-11-09 04:04:21,682][root][INFO] - ===> Epoch[330](8579/26): Loss 0.5350, Sem 0.3477, dir -0.1896, norm 0.3770, swav 0.0000 LR: 1.728e-02 Score 88.118 Data time: 0.2481, Forward time: 2.2732, Backward time: 3.0793, DDP time: 0.0061, Total iter time: 4.9873 [2020-11-09 04:04:26,727][root][INFO] - ===> Epoch[330](8580/26): Loss 0.4733, Sem 0.2756, dir -0.1516, norm 0.3493, swav 0.0000 LR: 1.727e-02 Score 91.172 Data time: 0.1931, Forward time: 2.2731, Backward time: 3.0793, DDP time: 0.0061, Total iter time: 4.9213 [2020-11-09 04:04:33,369][root][INFO] - ===> Epoch[331](8581/26): Loss 0.5863, Sem 0.3688, dir -0.1617, norm 0.3792, swav 0.0000 LR: 1.726e-02 Score 88.330 Data time: 0.2461, Forward time: 2.2731, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 6.5569 [2020-11-09 04:04:39,561][root][INFO] - ===> Epoch[331](8582/26): Loss 0.4551, Sem 0.2501, dir -0.1138, norm 0.3188, swav 0.0000 LR: 1.725e-02 Score 92.840 Data time: 0.2261, Forward time: 2.2731, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 6.0830 [2020-11-09 04:04:46,580][root][INFO] - ===> Epoch[331](8583/26): Loss 0.4484, Sem 0.2787, dir -0.1590, norm 0.3287, swav 0.0000 LR: 1.724e-02 Score 91.285 Data time: 0.2153, Forward time: 2.2731, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 6.8804 [2020-11-09 04:04:51,910][root][INFO] - ===> Epoch[331](8584/26): Loss 0.5907, Sem 0.2666, dir -0.1694, norm 0.4934, swav 0.0000 LR: 1.723e-02 Score 91.676 Data time: 0.1802, Forward time: 2.2731, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 5.2232 [2020-11-09 04:04:56,572][root][INFO] - ===> Epoch[331](8585/26): Loss 0.5051, Sem 0.2576, dir -0.0762, norm 0.3237, swav 0.0000 LR: 1.722e-02 Score 92.605 Data time: 0.2311, Forward time: 2.2731, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 4.5843 [2020-11-09 04:05:02,658][root][INFO] - ===> Epoch[331](8586/26): Loss 0.4316, Sem 0.2731, dir -0.0926, norm 0.2510, swav 0.0000 LR: 1.720e-02 Score 89.386 Data time: 0.2275, Forward time: 2.2731, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 5.9705 [2020-11-09 04:05:07,984][root][INFO] - ===> Epoch[331](8587/26): Loss 0.5987, Sem 0.3828, dir -0.1269, norm 0.3429, swav 0.0000 LR: 1.719e-02 Score 88.461 Data time: 0.2098, Forward time: 2.2731, Backward time: 3.0794, DDP time: 0.0061, Total iter time: 5.1987 [2020-11-09 04:05:14,590][root][INFO] - ===> Epoch[331](8588/26): Loss 0.5155, Sem 0.2965, dir -0.1096, norm 0.3286, swav 0.0000 LR: 1.718e-02 Score 91.150 Data time: 0.1480, Forward time: 2.2730, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 6.4945 [2020-11-09 04:05:20,265][root][INFO] - ===> Epoch[331](8589/26): Loss 0.5308, Sem 0.2841, dir -0.0862, norm 0.3330, swav 0.0000 LR: 1.717e-02 Score 89.492 Data time: 0.2191, Forward time: 2.2730, Backward time: 3.0796, DDP time: 0.0061, Total iter time: 5.5925 [2020-11-09 04:05:27,018][root][INFO] - ===> Epoch[331](8590/26): Loss 0.5028, Sem 0.3047, dir -0.1287, norm 0.3269, swav 0.0000 LR: 1.716e-02 Score 90.530 Data time: 0.2017, Forward time: 2.2730, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 6.6564 [2020-11-09 04:05:34,130][root][INFO] - ===> Epoch[331](8591/26): Loss 0.4496, Sem 0.2361, dir -0.1040, norm 0.3175, swav 0.0000 LR: 1.715e-02 Score 92.506 Data time: 0.1999, Forward time: 2.2730, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 7.0210 [2020-11-09 04:05:40,030][root][INFO] - ===> Epoch[331](8592/26): Loss 0.6162, Sem 0.3252, dir -0.1263, norm 0.4173, swav 0.0000 LR: 1.714e-02 Score 89.023 Data time: 0.1458, Forward time: 2.2729, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.7629 [2020-11-09 04:05:45,165][root][INFO] - ===> Epoch[331](8593/26): Loss 0.4459, Sem 0.2729, dir -0.1635, norm 0.3365, swav 0.0000 LR: 1.713e-02 Score 90.002 Data time: 0.2100, Forward time: 2.2728, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.0539 [2020-11-09 04:05:52,180][root][INFO] - ===> Epoch[331](8594/26): Loss 0.4862, Sem 0.3068, dir -0.1354, norm 0.3148, swav 0.0000 LR: 1.712e-02 Score 88.841 Data time: 0.1615, Forward time: 2.2728, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 6.8984 [2020-11-09 04:05:57,218][root][INFO] - ===> Epoch[331](8595/26): Loss 0.5095, Sem 0.2508, dir -0.1440, norm 0.4027, swav 0.0000 LR: 1.711e-02 Score 90.217 Data time: 0.1926, Forward time: 2.2727, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 4.9428 [2020-11-09 04:06:03,307][root][INFO] - ===> Epoch[331](8596/26): Loss 0.5776, Sem 0.3042, dir -0.2066, norm 0.4799, swav 0.0000 LR: 1.710e-02 Score 89.251 Data time: 0.2825, Forward time: 2.2728, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.9661 [2020-11-09 04:06:08,893][root][INFO] - ===> Epoch[331](8597/26): Loss 0.4314, Sem 0.2525, dir -0.1363, norm 0.3153, swav 0.0000 LR: 1.708e-02 Score 91.784 Data time: 0.2314, Forward time: 2.2728, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 5.4730 [2020-11-09 04:06:16,280][root][INFO] - ===> Epoch[331](8598/26): Loss 0.5910, Sem 0.3781, dir -0.0972, norm 0.3101, swav 0.0000 LR: 1.707e-02 Score 87.844 Data time: 0.2890, Forward time: 2.2729, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 7.2363 [2020-11-09 04:06:21,907][root][INFO] - ===> Epoch[331](8599/26): Loss 0.4735, Sem 0.2128, dir -0.1742, norm 0.4349, swav 0.0000 LR: 1.706e-02 Score 93.605 Data time: 0.1771, Forward time: 2.2729, Backward time: 3.0802, DDP time: 0.0061, Total iter time: 5.4875 [2020-11-09 04:06:26,785][root][INFO] - ===> Epoch[331](8600/26): Loss 0.3952, Sem 0.2533, dir -0.1356, norm 0.2775, swav 0.0000 LR: 1.705e-02 Score 91.084 Data time: 0.2418, Forward time: 2.2729, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 4.7787 [2020-11-09 04:06:31,689][root][INFO] - ===> Epoch[331](8601/26): Loss 0.3375, Sem 0.2098, dir -0.1078, norm 0.2355, swav 0.0000 LR: 1.704e-02 Score 92.637 Data time: 0.2240, Forward time: 2.2729, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 4.7710 [2020-11-09 04:06:38,859][root][INFO] - ===> Epoch[331](8602/26): Loss 0.5513, Sem 0.2935, dir -0.1190, norm 0.3768, swav 0.0000 LR: 1.703e-02 Score 90.498 Data time: 0.2426, Forward time: 2.2729, Backward time: 3.0801, DDP time: 0.0061, Total iter time: 7.0584 [2020-11-09 04:06:44,193][root][INFO] - ===> Epoch[331](8603/26): Loss 0.6190, Sem 0.3384, dir -0.1284, norm 0.4090, swav 0.0000 LR: 1.702e-02 Score 89.433 Data time: 0.2217, Forward time: 2.2729, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 5.2081 [2020-11-09 04:06:49,057][root][INFO] - ===> Epoch[331](8604/26): Loss 0.5089, Sem 0.3412, dir -0.1724, norm 0.3401, swav 0.0000 LR: 1.701e-02 Score 88.843 Data time: 0.1599, Forward time: 2.2728, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 4.7347 [2020-11-09 04:06:54,345][root][INFO] - ===> Epoch[331](8605/26): Loss 0.4610, Sem 0.3293, dir -0.1673, norm 0.2990, swav 0.0000 LR: 1.700e-02 Score 89.637 Data time: 0.2619, Forward time: 2.2729, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.2122 [2020-11-09 04:06:59,846][root][INFO] - ===> Epoch[331](8606/26): Loss 0.5757, Sem 0.2980, dir -0.1539, norm 0.4317, swav 0.0000 LR: 1.699e-02 Score 91.299 Data time: 0.1847, Forward time: 2.2729, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 5.3806 [2020-11-09 04:07:06,858][root][INFO] - ===> Epoch[332](8607/26): Loss 0.5111, Sem 0.2852, dir -0.1095, norm 0.3355, swav 0.0000 LR: 1.697e-02 Score 91.058 Data time: 0.2748, Forward time: 2.2729, Backward time: 3.0800, DDP time: 0.0061, Total iter time: 6.9402 [2020-11-09 04:07:11,885][root][INFO] - ===> Epoch[332](8608/26): Loss 0.4575, Sem 0.2989, dir -0.1709, norm 0.3295, swav 0.0000 LR: 1.696e-02 Score 90.773 Data time: 0.2866, Forward time: 2.2729, Backward time: 3.0799, DDP time: 0.0061, Total iter time: 4.8895 [2020-11-09 04:07:17,237][root][INFO] - ===> Epoch[332](8609/26): Loss 0.4396, Sem 0.2709, dir -0.1721, norm 0.3408, swav 0.0000 LR: 1.695e-02 Score 92.918 Data time: 0.2224, Forward time: 2.2729, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.2464 [2020-11-09 04:07:23,203][root][INFO] - ===> Epoch[332](8610/26): Loss 0.5429, Sem 0.2688, dir -0.1367, norm 0.4108, swav 0.0000 LR: 1.694e-02 Score 90.413 Data time: 0.2876, Forward time: 2.2730, Backward time: 3.0798, DDP time: 0.0061, Total iter time: 5.8712 [2020-11-09 04:07:28,042][root][INFO] - ===> Epoch[332](8611/26): Loss 0.4806, Sem 0.3206, dir -0.1204, norm 0.2804, swav 0.0000 LR: 1.693e-02 Score 89.498 Data time: 0.2103, Forward time: 2.2730, Backward time: 3.0797, DDP time: 0.0061, Total iter time: 4.7132 [2020-11-09 04:07:33,047][root][INFO] - ===> Epoch[332](8612/26): Loss 0.5191, Sem 0.3453, dir -0.1340, norm 0.3078, swav 0.0000 LR: 1.692e-02 Score 89.906 Data time: 0.2592, Forward time: 2.2731, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 4.9040 [2020-11-09 04:07:38,942][root][INFO] - ===> Epoch[332](8613/26): Loss 0.4789, Sem 0.2733, dir -0.1422, norm 0.3478, swav 0.0000 LR: 1.691e-02 Score 92.595 Data time: 0.2492, Forward time: 2.2731, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 5.7530 [2020-11-09 04:07:44,669][root][INFO] - ===> Epoch[332](8614/26): Loss 0.6067, Sem 0.3496, dir -0.0916, norm 0.3487, swav 0.0000 LR: 1.690e-02 Score 88.587 Data time: 0.2081, Forward time: 2.2731, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 5.5731 [2020-11-09 04:07:50,500][root][INFO] - ===> Epoch[332](8615/26): Loss 0.5467, Sem 0.3435, dir -0.0928, norm 0.2959, swav 0.0000 LR: 1.689e-02 Score 88.919 Data time: 0.2486, Forward time: 2.2732, Backward time: 3.0795, DDP time: 0.0061, Total iter time: 5.7151 [2020-11-09 04:07:54,943][root][INFO] - ===> Epoch[332](8616/26): Loss 0.3840, Sem 0.2350, dir -0.0949, norm 0.2439, swav 0.0000 LR: 1.688e-02 Score 91.332 Data time: 0.2211, Forward time: 2.2732, Backward time: 3.0793, DDP time: 0.0061, Total iter time: 4.3172 [2020-11-09 04:08:00,021][root][INFO] - ===> Epoch[332](8617/26): Loss 0.4136, Sem 0.2127, dir -0.1346, norm 0.3355, swav 0.0000 LR: 1.686e-02 Score 93.974 Data time: 0.2274, Forward time: 2.2732, Backward time: 3.0792, DDP time: 0.0061, Total iter time: 4.9735 [2020-11-09 04:08:05,447][root][INFO] - ===> Epoch[332](8618/26): Loss 0.5482, Sem 0.2625, dir -0.1440, norm 0.4297, swav 0.0000 LR: 1.685e-02 Score 91.312 Data time: 0.2215, Forward time: 2.2732, Backward time: 3.0792, DDP time: 0.0061, Total iter time: 5.2800 [2020-11-09 04:08:11,009][root][INFO] - ===> Epoch[332](8619/26): Loss 0.4458, Sem 0.2751, dir -0.1177, norm 0.2884, swav 0.0000 LR: 1.684e-02 Score 92.082 Data time: 0.2280, Forward time: 2.2732, Backward time: 3.0791, DDP time: 0.0061, Total iter time: 5.4582 [2020-11-09 04:08:16,376][root][INFO] - ===> Epoch[332](8620/26): Loss 0.4608, Sem 0.2746, dir -0.1422, norm 0.3284, swav 0.0000 LR: 1.683e-02 Score 91.093 Data time: 0.2284, Forward time: 2.2732, Backward time: 3.0791, DDP time: 0.0061, Total iter time: 5.2442 [2020-11-09 04:08:21,479][root][INFO] - ===> Epoch[332](8621/26): Loss 0.5937, Sem 0.3520, dir -0.1042, norm 0.3459, swav 0.0000 LR: 1.682e-02 Score 87.254 Data time: 0.1906, Forward time: 2.2731, Backward time: 3.0791, DDP time: 0.0061, Total iter time: 4.9849 [2020-11-09 04:08:27,161][root][INFO] - ===> Epoch[332](8622/26): Loss 0.5994, Sem 0.2817, dir -0.1055, norm 0.4233, swav 0.0000 LR: 1.681e-02 Score 90.589 Data time: 0.1802, Forward time: 2.2731, Backward time: 3.0791, DDP time: 0.0061, Total iter time: 5.6127 [2020-11-09 04:08:31,857][root][INFO] - ===> Epoch[332](8623/26): Loss 0.5474, Sem 0.2853, dir -0.1162, norm 0.3782, swav 0.0000 LR: 1.680e-02 Score 91.536 Data time: 0.1697, Forward time: 2.2730, Backward time: 3.0790, DDP time: 0.0061, Total iter time: 4.5876 [2020-11-09 04:08:36,700][root][INFO] - ===> Epoch[332](8624/26): Loss 0.6097, Sem 0.3639, dir -0.1460, norm 0.3918, swav 0.0000 LR: 1.679e-02 Score 85.571 Data time: 0.1895, Forward time: 2.2730, Backward time: 3.0790, DDP time: 0.0061, Total iter time: 4.7683 [2020-11-09 04:08:41,739][root][INFO] - ===> Epoch[332](8625/26): Loss 0.5440, Sem 0.3801, dir -0.1762, norm 0.3401, swav 0.0000 LR: 1.678e-02 Score 88.141 Data time: 0.1894, Forward time: 2.2730, Backward time: 3.0789, DDP time: 0.0061, Total iter time: 4.9347 [2020-11-09 04:08:46,516][root][INFO] - ===> Epoch[332](8626/26): Loss 0.6327, Sem 0.4131, dir -0.1182, norm 0.3378, swav 0.0000 LR: 1.677e-02 Score 87.943 Data time: 0.2195, Forward time: 2.2730, Backward time: 3.0788, DDP time: 0.0061, Total iter time: 4.6763 [2020-11-09 04:08:51,784][root][INFO] - ===> Epoch[332](8627/26): Loss 0.6196, Sem 0.3102, dir -0.1270, norm 0.4365, swav 0.0000 LR: 1.676e-02 Score 89.897 Data time: 0.1669, Forward time: 2.2729, Backward time: 3.0788, DDP time: 0.0061, Total iter time: 5.1580 [2020-11-09 04:08:58,998][root][INFO] - ===> Epoch[332](8628/26): Loss 0.5474, Sem 0.3664, dir -0.1566, norm 0.3376, swav 0.0000 LR: 1.674e-02 Score 87.317 Data time: 0.2289, Forward time: 2.2729, Backward time: 3.0790, DDP time: 0.0061, Total iter time: 7.1241 [2020-11-09 04:09:04,060][root][INFO] - ===> Epoch[332](8629/26): Loss 0.5073, Sem 0.2350, dir -0.0872, norm 0.3595, swav 0.0000 LR: 1.673e-02 Score 92.802 Data time: 0.1633, Forward time: 2.2729, Backward time: 3.0790, DDP time: 0.0061, Total iter time: 4.9177 [2020-11-09 04:09:09,381][root][INFO] - ===> Epoch[332](8630/26): Loss 0.4584, Sem 0.3130, dir -0.1126, norm 0.2581, swav 0.0000 LR: 1.672e-02 Score 89.866 Data time: 0.2565, Forward time: 2.2729, Backward time: 3.0789, DDP time: 0.0061, Total iter time: 5.2402 [2020-11-09 04:09:14,726][root][INFO] - ===> Epoch[332](8631/26): Loss 0.4804, Sem 0.2649, dir -0.1694, norm 0.3849, swav 0.0000 LR: 1.671e-02 Score 91.592 Data time: 0.2317, Forward time: 2.2729, Backward time: 3.0788, DDP time: 0.0061, Total iter time: 5.2163 [2020-11-09 04:09:20,719][root][INFO] - ===> Epoch[332](8632/26): Loss 0.6099, Sem 0.2811, dir -0.1333, norm 0.4622, swav 0.0000 LR: 1.670e-02 Score 90.755 Data time: 0.2151, Forward time: 2.2729, Backward time: 3.0788, DDP time: 0.0061, Total iter time: 5.8878 [2020-11-09 04:09:26,185][root][INFO] - ===> Epoch[333](8633/26): Loss 0.4931, Sem 0.3095, dir -0.1557, norm 0.3393, swav 0.0000 LR: 1.669e-02 Score 90.153 Data time: 0.1799, Forward time: 2.2729, Backward time: 3.0788, DDP time: 0.0061, Total iter time: 5.3575 [2020-11-09 04:09:31,897][root][INFO] - ===> Epoch[333](8634/26): Loss 0.5254, Sem 0.2655, dir -0.1071, norm 0.3670, swav 0.0000 LR: 1.668e-02 Score 91.894 Data time: 0.1742, Forward time: 2.2728, Backward time: 3.0789, DDP time: 0.0061, Total iter time: 5.6184 [2020-11-09 04:09:38,564][root][INFO] - ===> Epoch[333](8635/26): Loss 0.5352, Sem 0.2311, dir -0.0681, norm 0.3721, swav 0.0000 LR: 1.667e-02 Score 90.597 Data time: 0.2814, Forward time: 2.2729, Backward time: 3.0789, DDP time: 0.0061, Total iter time: 6.5851 [2020-11-09 04:09:44,859][root][INFO] - ===> Epoch[333](8636/26): Loss 0.5829, Sem 0.2989, dir -0.1518, norm 0.4358, swav 0.0000 LR: 1.666e-02 Score 91.097 Data time: 0.3090, Forward time: 2.2730, Backward time: 3.0789, DDP time: 0.0061, Total iter time: 6.1544 [2020-11-09 04:09:50,238][root][INFO] - ===> Epoch[333](8637/26): Loss 0.5693, Sem 0.3050, dir -0.1233, norm 0.3876, swav 0.0000 LR: 1.665e-02 Score 90.315 Data time: 0.1986, Forward time: 2.2729, Backward time: 3.0789, DDP time: 0.0061, Total iter time: 5.2544 [2020-11-09 04:09:56,067][root][INFO] - ===> Epoch[333](8638/26): Loss 0.5294, Sem 0.3202, dir -0.0998, norm 0.3090, swav 0.0000 LR: 1.663e-02 Score 90.089 Data time: 0.2299, Forward time: 2.2729, Backward time: 3.0789, DDP time: 0.0061, Total iter time: 5.7110 [2020-11-09 04:10:01,877][root][INFO] - ===> Epoch[333](8639/26): Loss 0.4786, Sem 0.2946, dir -0.0846, norm 0.2686, swav 0.0000 LR: 1.662e-02 Score 90.962 Data time: 0.1603, Forward time: 2.2729, Backward time: 3.0790, DDP time: 0.0061, Total iter time: 5.6750 [2020-11-09 04:10:08,386][root][INFO] - ===> Epoch[333](8640/26): Loss 0.7118, Sem 0.4425, dir -0.1285, norm 0.3977, swav 0.0000 LR: 1.661e-02 Score 87.310 Data time: 0.2316, Forward time: 2.2729, Backward time: 3.0790, DDP time: 0.0061, Total iter time: 6.4219 [2020-11-09 04:10:13,570][root][INFO] - ===> Epoch[333](8641/26): Loss 0.5895, Sem 0.3246, dir -0.1313, norm 0.3962, swav 0.0000 LR: 1.660e-02 Score 88.514 Data time: 0.2131, Forward time: 2.2729, Backward time: 3.0790, DDP time: 0.0061, Total iter time: 5.0423 [2020-11-09 04:10:19,549][root][INFO] - ===> Epoch[333](8642/26): Loss 0.5752, Sem 0.3170, dir -0.0968, norm 0.3551, swav 0.0000 LR: 1.659e-02 Score 88.615 Data time: 0.1788, Forward time: 2.2729, Backward time: 3.0790, DDP time: 0.0061, Total iter time: 5.8545 [2020-11-09 04:10:26,434][root][INFO] - ===> Epoch[333](8643/26): Loss 0.5096, Sem 0.3021, dir -0.1436, norm 0.3510, swav 0.0000 LR: 1.658e-02 Score 91.535 Data time: 0.3639, Forward time: 2.2730, Backward time: 3.0790, DDP time: 0.0061, Total iter time: 6.7620 [2020-11-09 04:10:31,286][root][INFO] - ===> Epoch[333](8644/26): Loss 0.5764, Sem 0.3381, dir -0.0878, norm 0.3261, swav 0.0000 LR: 1.657e-02 Score 89.023 Data time: 0.2475, Forward time: 2.2730, Backward time: 3.0789, DDP time: 0.0061, Total iter time: 4.7085 [2020-11-09 04:10:37,390][root][INFO] - ===> Epoch[333](8645/26): Loss 0.5760, Sem 0.3575, dir -0.1130, norm 0.3315, swav 0.0000 LR: 1.656e-02 Score 89.235 Data time: 0.3211, Forward time: 2.2731, Backward time: 3.0788, DDP time: 0.0061, Total iter time: 5.9817 [2020-11-09 04:10:42,283][root][INFO] - ===> Epoch[333](8646/26): Loss 0.5205, Sem 0.2572, dir -0.1132, norm 0.3764, swav 0.0000 LR: 1.655e-02 Score 92.432 Data time: 0.2015, Forward time: 2.2731, Backward time: 3.0788, DDP time: 0.0061, Total iter time: 4.7565 [2020-11-09 04:10:47,145][root][INFO] - ===> Epoch[333](8647/26): Loss 0.3506, Sem 0.2409, dir -0.1660, norm 0.2757, swav 0.0000 LR: 1.654e-02 Score 92.770 Data time: 0.2527, Forward time: 2.2731, Backward time: 3.0786, DDP time: 0.0061, Total iter time: 4.7573 [2020-11-09 04:10:52,291][root][INFO] - ===> Epoch[333](8648/26): Loss 0.4224, Sem 0.2154, dir -0.1424, norm 0.3494, swav 0.0000 LR: 1.652e-02 Score 93.693 Data time: 0.2017, Forward time: 2.2731, Backward time: 3.0786, DDP time: 0.0061, Total iter time: 5.0330 [2020-11-09 04:10:57,057][root][INFO] - ===> Epoch[333](8649/26): Loss 0.5575, Sem 0.3173, dir -0.1067, norm 0.3470, swav 0.0000 LR: 1.651e-02 Score 89.186 Data time: 0.2185, Forward time: 2.2731, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 4.6736 [2020-11-09 04:11:02,027][root][INFO] - ===> Epoch[333](8650/26): Loss 0.4519, Sem 0.2941, dir -0.0946, norm 0.2524, swav 0.0000 LR: 1.650e-02 Score 89.301 Data time: 0.2140, Forward time: 2.2731, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 4.8621 [2020-11-09 04:11:08,671][root][INFO] - ===> Epoch[333](8651/26): Loss 0.5835, Sem 0.3173, dir -0.1698, norm 0.4360, swav 0.0000 LR: 1.649e-02 Score 88.987 Data time: 0.3232, Forward time: 2.2732, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 6.5351 [2020-11-09 04:11:14,991][root][INFO] - ===> Epoch[333](8652/26): Loss 0.5207, Sem 0.2771, dir -0.1549, norm 0.3984, swav 0.0000 LR: 1.648e-02 Score 90.572 Data time: 0.2632, Forward time: 2.2733, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 6.1784 [2020-11-09 04:11:21,209][root][INFO] - ===> Epoch[333](8653/26): Loss 0.4958, Sem 0.2381, dir -0.1118, norm 0.3696, swav 0.0000 LR: 1.647e-02 Score 91.992 Data time: 0.1610, Forward time: 2.2732, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 6.0894 [2020-11-09 04:11:26,296][root][INFO] - ===> Epoch[333](8654/26): Loss 0.4921, Sem 0.3198, dir -0.1586, norm 0.3310, swav 0.0000 LR: 1.646e-02 Score 90.141 Data time: 0.1705, Forward time: 2.2731, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.0142 [2020-11-09 04:11:32,013][root][INFO] - ===> Epoch[333](8655/26): Loss 0.4995, Sem 0.2928, dir -0.1263, norm 0.3331, swav 0.0000 LR: 1.645e-02 Score 91.301 Data time: 0.1888, Forward time: 2.2731, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.6808 [2020-11-09 04:11:37,040][root][INFO] - ===> Epoch[333](8656/26): Loss 0.4244, Sem 0.2699, dir -0.1019, norm 0.2564, swav 0.0000 LR: 1.644e-02 Score 90.595 Data time: 0.2252, Forward time: 2.2731, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 4.9320 [2020-11-09 04:11:41,543][root][INFO] - ===> Epoch[333](8657/26): Loss 0.6524, Sem 0.3264, dir -0.0696, norm 0.3956, swav 0.0000 LR: 1.643e-02 Score 89.134 Data time: 0.1396, Forward time: 2.2730, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 4.4107 [2020-11-09 04:11:47,549][root][INFO] - ===> Epoch[333](8658/26): Loss 0.5321, Sem 0.3033, dir -0.1280, norm 0.3568, swav 0.0000 LR: 1.641e-02 Score 89.593 Data time: 0.1846, Forward time: 2.2730, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.9420 [2020-11-09 04:11:52,928][root][INFO] - ===> Epoch[334](8659/26): Loss 0.5302, Sem 0.3223, dir -0.1104, norm 0.3183, swav 0.0000 LR: 1.640e-02 Score 88.191 Data time: 0.1778, Forward time: 2.2730, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.2871 [2020-11-09 04:11:59,551][root][INFO] - ===> Epoch[334](8660/26): Loss 0.4679, Sem 0.2774, dir -0.1175, norm 0.3080, swav 0.0000 LR: 1.639e-02 Score 92.711 Data time: 0.1848, Forward time: 2.2729, Backward time: 3.0786, DDP time: 0.0061, Total iter time: 6.5268 [2020-11-09 04:12:04,872][root][INFO] - ===> Epoch[334](8661/26): Loss 0.4463, Sem 0.2557, dir -0.2253, norm 0.4160, swav 0.0000 LR: 1.638e-02 Score 90.261 Data time: 0.2708, Forward time: 2.2730, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.2248 [2020-11-09 04:12:09,813][root][INFO] - ===> Epoch[334](8662/26): Loss 0.4996, Sem 0.2860, dir -0.1143, norm 0.3279, swav 0.0000 LR: 1.637e-02 Score 89.832 Data time: 0.2484, Forward time: 2.2730, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 4.8214 [2020-11-09 04:12:17,685][root][INFO] - ===> Epoch[334](8663/26): Loss 0.5041, Sem 0.2513, dir -0.1170, norm 0.3698, swav 0.0000 LR: 1.636e-02 Score 93.315 Data time: 0.2967, Forward time: 2.2731, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 7.7641 [2020-11-09 04:12:23,009][root][INFO] - ===> Epoch[334](8664/26): Loss 0.4276, Sem 0.2396, dir -0.2080, norm 0.3960, swav 0.0000 LR: 1.635e-02 Score 92.019 Data time: 0.2270, Forward time: 2.2731, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.1818 [2020-11-09 04:12:28,383][root][INFO] - ===> Epoch[334](8665/26): Loss 0.5173, Sem 0.2794, dir -0.0998, norm 0.3377, swav 0.0000 LR: 1.634e-02 Score 91.977 Data time: 0.1885, Forward time: 2.2731, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.2522 [2020-11-09 04:12:34,180][root][INFO] - ===> Epoch[334](8666/26): Loss 0.5767, Sem 0.3110, dir -0.1109, norm 0.3766, swav 0.0000 LR: 1.633e-02 Score 89.858 Data time: 0.1622, Forward time: 2.2730, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.6964 [2020-11-09 04:12:40,181][root][INFO] - ===> Epoch[334](8667/26): Loss 0.4729, Sem 0.2391, dir -0.1295, norm 0.3634, swav 0.0000 LR: 1.632e-02 Score 90.442 Data time: 0.1727, Forward time: 2.2730, Backward time: 3.0786, DDP time: 0.0061, Total iter time: 5.9352 [2020-11-09 04:12:45,095][root][INFO] - ===> Epoch[334](8668/26): Loss 0.5556, Sem 0.2420, dir -0.1511, norm 0.4647, swav 0.0000 LR: 1.630e-02 Score 92.355 Data time: 0.1726, Forward time: 2.2729, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 4.8177 [2020-11-09 04:12:50,942][root][INFO] - ===> Epoch[334](8669/26): Loss 0.5409, Sem 0.3123, dir -0.1283, norm 0.3568, swav 0.0000 LR: 1.629e-02 Score 91.745 Data time: 0.2220, Forward time: 2.2729, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.7677 [2020-11-09 04:12:56,415][root][INFO] - ===> Epoch[334](8670/26): Loss 0.5865, Sem 0.4125, dir -0.1509, norm 0.3248, swav 0.0000 LR: 1.628e-02 Score 86.933 Data time: 0.2076, Forward time: 2.2729, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.3509 [2020-11-09 04:13:02,290][root][INFO] - ===> Epoch[334](8671/26): Loss 0.5661, Sem 0.3296, dir -0.1032, norm 0.3397, swav 0.0000 LR: 1.627e-02 Score 90.665 Data time: 0.2280, Forward time: 2.2729, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.7637 [2020-11-09 04:13:06,990][root][INFO] - ===> Epoch[334](8672/26): Loss 0.4012, Sem 0.2279, dir -0.1329, norm 0.3062, swav 0.0000 LR: 1.626e-02 Score 92.774 Data time: 0.2079, Forward time: 2.2730, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 4.5724 [2020-11-09 04:13:12,493][root][INFO] - ===> Epoch[334](8673/26): Loss 0.4681, Sem 0.2754, dir -0.1533, norm 0.3459, swav 0.0000 LR: 1.625e-02 Score 90.942 Data time: 0.1429, Forward time: 2.2729, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.4016 [2020-11-09 04:13:18,560][root][INFO] - ===> Epoch[334](8674/26): Loss 0.5176, Sem 0.2941, dir -0.1178, norm 0.3413, swav 0.0000 LR: 1.624e-02 Score 89.847 Data time: 0.1701, Forward time: 2.2728, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.9787 [2020-11-09 04:13:24,953][root][INFO] - ===> Epoch[334](8675/26): Loss 0.4136, Sem 0.2652, dir -0.0755, norm 0.2238, swav 0.0000 LR: 1.623e-02 Score 91.905 Data time: 0.2185, Forward time: 2.2728, Backward time: 3.0786, DDP time: 0.0061, Total iter time: 6.3036 [2020-11-09 04:13:30,794][root][INFO] - ===> Epoch[334](8676/26): Loss 0.4471, Sem 0.3101, dir -0.1446, norm 0.2817, swav 0.0000 LR: 1.622e-02 Score 90.598 Data time: 0.2436, Forward time: 2.2728, Backward time: 3.0786, DDP time: 0.0061, Total iter time: 5.7044 [2020-11-09 04:13:35,925][root][INFO] - ===> Epoch[334](8677/26): Loss 0.6423, Sem 0.4098, dir -0.1923, norm 0.4247, swav 0.0000 LR: 1.621e-02 Score 88.160 Data time: 0.1880, Forward time: 2.2728, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.0017 [2020-11-09 04:13:42,078][root][INFO] - ===> Epoch[334](8678/26): Loss 0.5188, Sem 0.2602, dir -0.0896, norm 0.3481, swav 0.0000 LR: 1.619e-02 Score 90.482 Data time: 0.1703, Forward time: 2.2727, Backward time: 3.0786, DDP time: 0.0061, Total iter time: 6.0499 [2020-11-09 04:13:47,952][root][INFO] - ===> Epoch[334](8679/26): Loss 0.6813, Sem 0.3634, dir -0.1121, norm 0.4301, swav 0.0000 LR: 1.618e-02 Score 88.267 Data time: 0.2179, Forward time: 2.2727, Backward time: 3.0787, DDP time: 0.0061, Total iter time: 5.8124 [2020-11-09 04:13:53,538][root][INFO] - ===> Epoch[334](8680/26): Loss 0.6105, Sem 0.2912, dir -0.0952, norm 0.4144, swav 0.0000 LR: 1.617e-02 Score 90.096 Data time: 0.2686, Forward time: 2.2728, Backward time: 3.0786, DDP time: 0.0061, Total iter time: 5.4775 [2020-11-09 04:13:57,967][root][INFO] - ===> Epoch[334](8681/26): Loss 0.3852, Sem 0.2428, dir -0.1799, norm 0.3222, swav 0.0000 LR: 1.616e-02 Score 91.374 Data time: 0.2193, Forward time: 2.2728, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 4.2894 [2020-11-09 04:14:03,862][root][INFO] - ===> Epoch[334](8682/26): Loss 0.5256, Sem 0.2900, dir -0.1209, norm 0.3564, swav 0.0000 LR: 1.615e-02 Score 90.801 Data time: 0.1819, Forward time: 2.2727, Backward time: 3.0785, DDP time: 0.0061, Total iter time: 5.8022 [2020-11-09 04:14:08,714][root][INFO] - ===> Epoch[334](8683/26): Loss 0.4994, Sem 0.2951, dir -0.1382, norm 0.3425, swav 0.0000 LR: 1.614e-02 Score 89.485 Data time: 0.2263, Forward time: 2.2728, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 4.7536 [2020-11-09 04:14:13,796][root][INFO] - ===> Epoch[334](8684/26): Loss 0.6767, Sem 0.3198, dir -0.0786, norm 0.4356, swav 0.0000 LR: 1.613e-02 Score 88.492 Data time: 0.2253, Forward time: 2.2728, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 4.9677 [2020-11-09 04:14:20,240][root][INFO] - ===> Epoch[335](8685/26): Loss 0.5458, Sem 0.2999, dir -0.1036, norm 0.3495, swav 0.0000 LR: 1.612e-02 Score 89.604 Data time: 0.2991, Forward time: 2.2728, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 6.3305 [2020-11-09 04:14:26,362][root][INFO] - ===> Epoch[335](8686/26): Loss 0.3276, Sem 0.2279, dir -0.1189, norm 0.2186, swav 0.0000 LR: 1.611e-02 Score 93.005 Data time: 0.1959, Forward time: 2.2728, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.9877 [2020-11-09 04:14:32,496][root][INFO] - ===> Epoch[335](8687/26): Loss 0.4116, Sem 0.2876, dir -0.1327, norm 0.2568, swav 0.0000 LR: 1.610e-02 Score 90.748 Data time: 0.2464, Forward time: 2.2728, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 6.0479 [2020-11-09 04:14:38,429][root][INFO] - ===> Epoch[335](8688/26): Loss 0.4780, Sem 0.2912, dir -0.1273, norm 0.3142, swav 0.0000 LR: 1.608e-02 Score 90.443 Data time: 0.1697, Forward time: 2.2728, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.8250 [2020-11-09 04:14:43,851][root][INFO] - ===> Epoch[335](8689/26): Loss 0.5411, Sem 0.3401, dir -0.1151, norm 0.3161, swav 0.0000 LR: 1.607e-02 Score 89.567 Data time: 0.1972, Forward time: 2.2728, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.3570 [2020-11-09 04:14:48,666][root][INFO] - ===> Epoch[335](8690/26): Loss 0.5063, Sem 0.2886, dir -0.1581, norm 0.3757, swav 0.0000 LR: 1.606e-02 Score 91.089 Data time: 0.1574, Forward time: 2.2727, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 4.7029 [2020-11-09 04:14:53,354][root][INFO] - ===> Epoch[335](8691/26): Loss 0.5215, Sem 0.3105, dir -0.1552, norm 0.3662, swav 0.0000 LR: 1.605e-02 Score 89.148 Data time: 0.1839, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 4.6200 [2020-11-09 04:14:57,949][root][INFO] - ===> Epoch[335](8692/26): Loss 0.4435, Sem 0.2870, dir -0.1402, norm 0.2966, swav 0.0000 LR: 1.604e-02 Score 91.024 Data time: 0.2179, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0061, Total iter time: 4.5227 [2020-11-09 04:15:05,170][root][INFO] - ===> Epoch[335](8693/26): Loss 0.5154, Sem 0.3037, dir -0.1175, norm 0.3292, swav 0.0000 LR: 1.603e-02 Score 90.494 Data time: 0.2070, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 7.1087 [2020-11-09 04:15:10,910][root][INFO] - ===> Epoch[335](8694/26): Loss 0.5997, Sem 0.4209, dir -0.1544, norm 0.3332, swav 0.0000 LR: 1.602e-02 Score 86.079 Data time: 0.2244, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.6493 [2020-11-09 04:15:16,443][root][INFO] - ===> Epoch[335](8695/26): Loss 0.4634, Sem 0.2655, dir -0.1145, norm 0.3124, swav 0.0000 LR: 1.601e-02 Score 91.728 Data time: 0.2585, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 5.4249 [2020-11-09 04:15:22,896][root][INFO] - ===> Epoch[335](8696/26): Loss 0.6340, Sem 0.3990, dir -0.1074, norm 0.3424, swav 0.0000 LR: 1.600e-02 Score 87.055 Data time: 0.2266, Forward time: 2.2727, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 6.3213 [2020-11-09 04:15:27,785][root][INFO] - ===> Epoch[335](8697/26): Loss 0.6218, Sem 0.3217, dir -0.1045, norm 0.4046, swav 0.0000 LR: 1.598e-02 Score 88.473 Data time: 0.2372, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 4.7879 [2020-11-09 04:15:32,863][root][INFO] - ===> Epoch[335](8698/26): Loss 0.4647, Sem 0.2577, dir -0.0809, norm 0.2878, swav 0.0000 LR: 1.597e-02 Score 92.082 Data time: 0.1907, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0061, Total iter time: 4.9494 [2020-11-09 04:15:38,162][root][INFO] - ===> Epoch[335](8699/26): Loss 0.4837, Sem 0.3049, dir -0.0772, norm 0.2561, swav 0.0000 LR: 1.596e-02 Score 91.047 Data time: 0.2430, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0061, Total iter time: 5.2087 [2020-11-09 04:15:43,905][root][INFO] - ===> Epoch[335](8700/26): Loss 0.5337, Sem 0.2918, dir -0.1208, norm 0.3626, swav 0.0000 LR: 1.595e-02 Score 88.266 Data time: 0.1698, Forward time: 2.2726, Backward time: 3.0782, DDP time: 0.0061, Total iter time: 5.6171 [2020-11-09 04:15:49,531][root][INFO] - ===> Epoch[335](8701/26): Loss 0.6193, Sem 0.3245, dir -0.0885, norm 0.3832, swav 0.0000 LR: 1.594e-02 Score 87.250 Data time: 0.1804, Forward time: 2.2726, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 5.5733 [2020-11-09 04:15:55,691][root][INFO] - ===> Epoch[335](8702/26): Loss 0.5008, Sem 0.2761, dir -0.1470, norm 0.3717, swav 0.0000 LR: 1.593e-02 Score 91.615 Data time: 0.2256, Forward time: 2.2726, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 6.0530 [2020-11-09 04:16:01,391][root][INFO] - ===> Epoch[335](8703/26): Loss 0.4781, Sem 0.2515, dir -0.0963, norm 0.3229, swav 0.0000 LR: 1.592e-02 Score 91.255 Data time: 0.2519, Forward time: 2.2726, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 5.5885 [2020-11-09 04:16:07,915][root][INFO] - ===> Epoch[335](8704/26): Loss 0.5028, Sem 0.3756, dir -0.1469, norm 0.2741, swav 0.0000 LR: 1.591e-02 Score 89.895 Data time: 0.3044, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0061, Total iter time: 6.3990 [2020-11-09 04:16:14,311][root][INFO] - ===> Epoch[335](8705/26): Loss 0.3948, Sem 0.2430, dir -0.1593, norm 0.3111, swav 0.0000 LR: 1.590e-02 Score 91.994 Data time: 0.1719, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 6.2454 [2020-11-09 04:16:19,939][root][INFO] - ===> Epoch[335](8706/26): Loss 0.3829, Sem 0.2709, dir -0.2258, norm 0.3378, swav 0.0000 LR: 1.589e-02 Score 91.746 Data time: 0.1830, Forward time: 2.2727, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.5431 [2020-11-09 04:16:25,840][root][INFO] - ===> Epoch[335](8707/26): Loss 0.5035, Sem 0.3213, dir -0.1903, norm 0.3724, swav 0.0000 LR: 1.587e-02 Score 90.469 Data time: 0.1726, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.8211 [2020-11-09 04:16:31,478][root][INFO] - ===> Epoch[335](8708/26): Loss 0.4408, Sem 0.2582, dir -0.0849, norm 0.2674, swav 0.0000 LR: 1.586e-02 Score 90.810 Data time: 0.2344, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0061, Total iter time: 5.5790 [2020-11-09 04:16:36,732][root][INFO] - ===> Epoch[335](8709/26): Loss 0.4180, Sem 0.2439, dir -0.1361, norm 0.3102, swav 0.0000 LR: 1.585e-02 Score 91.954 Data time: 0.2349, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 5.1406 [2020-11-09 04:16:42,649][root][INFO] - ===> Epoch[335](8710/26): Loss 0.5231, Sem 0.3179, dir -0.1282, norm 0.3334, swav 0.0000 LR: 1.584e-02 Score 89.943 Data time: 0.2181, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0061, Total iter time: 5.8193 [2020-11-09 04:16:47,811][root][INFO] - ===> Epoch[336](8711/26): Loss 0.5150, Sem 0.3026, dir -0.1366, norm 0.3490, swav 0.0000 LR: 1.583e-02 Score 89.908 Data time: 0.3006, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0061, Total iter time: 5.0437 [2020-11-09 04:16:53,850][root][INFO] - ===> Epoch[336](8712/26): Loss 0.5427, Sem 0.2915, dir -0.1088, norm 0.3599, swav 0.0000 LR: 1.582e-02 Score 90.582 Data time: 0.2455, Forward time: 2.2728, Backward time: 3.0782, DDP time: 0.0061, Total iter time: 5.9345 [2020-11-09 04:16:58,995][root][INFO] - ===> Epoch[336](8713/26): Loss 0.3750, Sem 0.2590, dir -0.1721, norm 0.2881, swav 0.0000 LR: 1.581e-02 Score 92.057 Data time: 0.1718, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0061, Total iter time: 5.0391 [2020-11-09 04:17:04,192][root][INFO] - ===> Epoch[336](8714/26): Loss 0.4837, Sem 0.2542, dir -0.1351, norm 0.3646, swav 0.0000 LR: 1.580e-02 Score 90.853 Data time: 0.2173, Forward time: 2.2727, Backward time: 3.0781, DDP time: 0.0061, Total iter time: 5.0864 [2020-11-09 04:17:08,357][root][INFO] - ===> Epoch[336](8715/26): Loss 0.5551, Sem 0.2131, dir -0.1154, norm 0.4574, swav 0.0000 LR: 1.579e-02 Score 94.013 Data time: 0.2183, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0061, Total iter time: 4.0473 [2020-11-09 04:17:14,118][root][INFO] - ===> Epoch[336](8716/26): Loss 0.4419, Sem 0.2497, dir -0.0783, norm 0.2705, swav 0.0000 LR: 1.578e-02 Score 91.034 Data time: 0.2561, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0061, Total iter time: 5.6658 [2020-11-09 04:17:19,097][root][INFO] - ===> Epoch[336](8717/26): Loss 0.5201, Sem 0.3270, dir -0.1101, norm 0.3032, swav 0.0000 LR: 1.576e-02 Score 88.640 Data time: 0.1810, Forward time: 2.2727, Backward time: 3.0779, DDP time: 0.0061, Total iter time: 4.8503 [2020-11-09 04:17:23,784][root][INFO] - ===> Epoch[336](8718/26): Loss 0.5248, Sem 0.3170, dir -0.1306, norm 0.3384, swav 0.0000 LR: 1.575e-02 Score 88.876 Data time: 0.1952, Forward time: 2.2726, Backward time: 3.0778, DDP time: 0.0061, Total iter time: 4.5986 [2020-11-09 04:17:30,124][root][INFO] - ===> Epoch[336](8719/26): Loss 0.4122, Sem 0.2788, dir -0.1896, norm 0.3230, swav 0.0000 LR: 1.574e-02 Score 91.223 Data time: 0.2745, Forward time: 2.2727, Backward time: 3.0778, DDP time: 0.0061, Total iter time: 6.2408 [2020-11-09 04:17:35,257][root][INFO] - ===> Epoch[336](8720/26): Loss 0.5679, Sem 0.3120, dir -0.1589, norm 0.4148, swav 0.0000 LR: 1.573e-02 Score 90.072 Data time: 0.1937, Forward time: 2.2727, Backward time: 3.0778, DDP time: 0.0061, Total iter time: 5.0053 [2020-11-09 04:17:40,783][root][INFO] - ===> Epoch[336](8721/26): Loss 0.3952, Sem 0.2752, dir -0.1713, norm 0.2913, swav 0.0000 LR: 1.572e-02 Score 92.413 Data time: 0.1822, Forward time: 2.2726, Backward time: 3.0778, DDP time: 0.0061, Total iter time: 5.4354 [2020-11-09 04:17:46,454][root][INFO] - ===> Epoch[336](8722/26): Loss 0.4589, Sem 0.2885, dir -0.2106, norm 0.3810, swav 0.0000 LR: 1.571e-02 Score 91.980 Data time: 0.2692, Forward time: 2.2726, Backward time: 3.0778, DDP time: 0.0061, Total iter time: 5.5893 [2020-11-09 04:17:52,042][root][INFO] - ===> Epoch[336](8723/26): Loss 0.4796, Sem 0.3227, dir -0.0920, norm 0.2490, swav 0.0000 LR: 1.570e-02 Score 89.972 Data time: 0.2462, Forward time: 2.2727, Backward time: 3.0777, DDP time: 0.0061, Total iter time: 5.4667 [2020-11-09 04:17:58,262][root][INFO] - ===> Epoch[336](8724/26): Loss 0.4754, Sem 0.2861, dir -0.1370, norm 0.3262, swav 0.0000 LR: 1.569e-02 Score 91.228 Data time: 0.2872, Forward time: 2.2727, Backward time: 3.0777, DDP time: 0.0061, Total iter time: 6.1109 [2020-11-09 04:18:03,370][root][INFO] - ===> Epoch[336](8725/26): Loss 0.5159, Sem 0.2557, dir -0.1558, norm 0.4160, swav 0.0000 LR: 1.568e-02 Score 91.466 Data time: 0.2137, Forward time: 2.2727, Backward time: 3.0776, DDP time: 0.0061, Total iter time: 4.9913 [2020-11-09 04:18:08,914][root][INFO] - ===> Epoch[336](8726/26): Loss 0.4308, Sem 0.2839, dir -0.1703, norm 0.3171, swav 0.0000 LR: 1.566e-02 Score 90.284 Data time: 0.2439, Forward time: 2.2728, Backward time: 3.0776, DDP time: 0.0061, Total iter time: 5.4178 [2020-11-09 04:18:15,706][root][INFO] - ===> Epoch[336](8727/26): Loss 0.4354, Sem 0.2306, dir -0.1352, norm 0.3400, swav 0.0000 LR: 1.565e-02 Score 92.592 Data time: 0.2381, Forward time: 2.2728, Backward time: 3.0777, DDP time: 0.0061, Total iter time: 6.6839 [2020-11-09 04:18:21,481][root][INFO] - ===> Epoch[336](8728/26): Loss 0.5684, Sem 0.3813, dir -0.1858, norm 0.3729, swav 0.0000 LR: 1.564e-02 Score 86.386 Data time: 0.2501, Forward time: 2.2728, Backward time: 3.0776, DDP time: 0.0061, Total iter time: 5.6563 [2020-11-09 04:18:27,769][root][INFO] - ===> Epoch[336](8729/26): Loss 0.5658, Sem 0.2908, dir -0.1134, norm 0.3884, swav 0.0000 LR: 1.563e-02 Score 89.748 Data time: 0.2168, Forward time: 2.2728, Backward time: 3.0777, DDP time: 0.0061, Total iter time: 6.1669 [2020-11-09 04:18:34,289][root][INFO] - ===> Epoch[336](8730/26): Loss 0.5503, Sem 0.2527, dir -0.1150, norm 0.4126, swav 0.0000 LR: 1.562e-02 Score 92.052 Data time: 0.2517, Forward time: 2.2729, Backward time: 3.0777, DDP time: 0.0061, Total iter time: 6.4173 [2020-11-09 04:18:39,924][root][INFO] - ===> Epoch[336](8731/26): Loss 0.4422, Sem 0.2934, dir -0.1785, norm 0.3272, swav 0.0000 LR: 1.561e-02 Score 89.154 Data time: 0.2668, Forward time: 2.2729, Backward time: 3.0777, DDP time: 0.0061, Total iter time: 5.5219 [2020-11-09 04:18:44,661][root][INFO] - ===> Epoch[336](8732/26): Loss 0.4813, Sem 0.2985, dir -0.1055, norm 0.2883, swav 0.0000 LR: 1.560e-02 Score 90.270 Data time: 0.2038, Forward time: 2.2729, Backward time: 3.0776, DDP time: 0.0061, Total iter time: 4.6235 [2020-11-09 04:18:49,613][root][INFO] - ===> Epoch[336](8733/26): Loss 0.4196, Sem 0.3040, dir -0.1775, norm 0.2931, swav 0.0000 LR: 1.559e-02 Score 90.306 Data time: 0.2116, Forward time: 2.2729, Backward time: 3.0775, DDP time: 0.0061, Total iter time: 4.8597 [2020-11-09 04:18:56,381][root][INFO] - ===> Epoch[336](8734/26): Loss 0.6535, Sem 0.3245, dir -0.1206, norm 0.4497, swav 0.0000 LR: 1.558e-02 Score 88.303 Data time: 0.2077, Forward time: 2.2729, Backward time: 3.0777, DDP time: 0.0061, Total iter time: 6.6581 [2020-11-09 04:19:01,139][root][INFO] - ===> Epoch[336](8735/26): Loss 0.5605, Sem 0.3008, dir -0.1264, norm 0.3861, swav 0.0000 LR: 1.557e-02 Score 91.255 Data time: 0.1900, Forward time: 2.2728, Backward time: 3.0776, DDP time: 0.0061, Total iter time: 4.6647 [2020-11-09 04:19:07,487][root][INFO] - ===> Epoch[336](8736/26): Loss 0.3092, Sem 0.2348, dir -0.1549, norm 0.2294, swav 0.0000 LR: 1.555e-02 Score 91.812 Data time: 0.1884, Forward time: 2.2728, Backward time: 3.0777, DDP time: 0.0061, Total iter time: 6.2436 [2020-11-09 04:19:12,853][root][INFO] - ===> Epoch[337](8737/26): Loss 0.5674, Sem 0.2679, dir -0.1050, norm 0.4045, swav 0.0000 LR: 1.554e-02 Score 91.769 Data time: 0.1839, Forward time: 2.2727, Backward time: 3.0777, DDP time: 0.0061, Total iter time: 5.2618 [2020-11-09 04:19:18,495][root][INFO] - ===> Epoch[337](8738/26): Loss 0.5294, Sem 0.2982, dir -0.1123, norm 0.3435, swav 0.0000 LR: 1.553e-02 Score 89.175 Data time: 0.1572, Forward time: 2.2727, Backward time: 3.0777, DDP time: 0.0062, Total iter time: 5.5427 [2020-11-09 04:19:26,050][root][INFO] - ===> Epoch[337](8739/26): Loss 0.4147, Sem 0.1972, dir -0.1051, norm 0.3226, swav 0.0000 LR: 1.552e-02 Score 94.082 Data time: 0.1890, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 7.4792 [2020-11-09 04:19:32,050][root][INFO] - ===> Epoch[337](8740/26): Loss 0.4277, Sem 0.2536, dir -0.1237, norm 0.2978, swav 0.0000 LR: 1.551e-02 Score 91.817 Data time: 0.1311, Forward time: 2.2725, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.9042 [2020-11-09 04:19:38,119][root][INFO] - ===> Epoch[337](8741/26): Loss 0.4324, Sem 0.2719, dir -0.1344, norm 0.2950, swav 0.0000 LR: 1.550e-02 Score 91.288 Data time: 0.3007, Forward time: 2.2726, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.9892 [2020-11-09 04:19:43,864][root][INFO] - ===> Epoch[337](8742/26): Loss 0.4360, Sem 0.3001, dir -0.1566, norm 0.2925, swav 0.0000 LR: 1.549e-02 Score 89.124 Data time: 0.2421, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.6132 [2020-11-09 04:19:49,940][root][INFO] - ===> Epoch[337](8743/26): Loss 0.4913, Sem 0.2742, dir -0.1280, norm 0.3451, swav 0.0000 LR: 1.548e-02 Score 92.200 Data time: 0.2839, Forward time: 2.2728, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.9569 [2020-11-09 04:19:55,645][root][INFO] - ===> Epoch[337](8744/26): Loss 0.3921, Sem 0.2591, dir -0.1427, norm 0.2757, swav 0.0000 LR: 1.547e-02 Score 90.470 Data time: 0.1887, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.5669 [2020-11-09 04:20:01,235][root][INFO] - ===> Epoch[337](8745/26): Loss 0.4441, Sem 0.2686, dir -0.1455, norm 0.3211, swav 0.0000 LR: 1.545e-02 Score 91.480 Data time: 0.1873, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.5008 [2020-11-09 04:20:06,446][root][INFO] - ===> Epoch[337](8746/26): Loss 0.4370, Sem 0.2832, dir -0.1504, norm 0.3043, swav 0.0000 LR: 1.544e-02 Score 90.170 Data time: 0.1552, Forward time: 2.2726, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.0973 [2020-11-09 04:20:12,476][root][INFO] - ===> Epoch[337](8747/26): Loss 0.5541, Sem 0.3550, dir -0.1231, norm 0.3222, swav 0.0000 LR: 1.543e-02 Score 86.753 Data time: 0.1790, Forward time: 2.2726, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.9568 [2020-11-09 04:20:18,064][root][INFO] - ===> Epoch[337](8748/26): Loss 0.5363, Sem 0.2810, dir -0.0607, norm 0.3159, swav 0.0000 LR: 1.542e-02 Score 92.220 Data time: 0.2142, Forward time: 2.2726, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.4924 [2020-11-09 04:20:22,229][root][INFO] - ===> Epoch[337](8749/26): Loss 0.5387, Sem 0.3156, dir -0.1395, norm 0.3625, swav 0.0000 LR: 1.541e-02 Score 89.192 Data time: 0.2159, Forward time: 2.2725, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 4.0419 [2020-11-09 04:20:27,188][root][INFO] - ===> Epoch[337](8750/26): Loss 0.6064, Sem 0.3351, dir -0.1063, norm 0.3776, swav 0.0000 LR: 1.540e-02 Score 86.749 Data time: 0.2025, Forward time: 2.2725, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 4.8736 [2020-11-09 04:20:33,877][root][INFO] - ===> Epoch[337](8751/26): Loss 0.5013, Sem 0.3261, dir -0.2407, norm 0.4159, swav 0.0000 LR: 1.539e-02 Score 89.543 Data time: 0.3125, Forward time: 2.2726, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 6.5691 [2020-11-09 04:20:40,685][root][INFO] - ===> Epoch[337](8752/26): Loss 0.4975, Sem 0.3206, dir -0.1265, norm 0.3034, swav 0.0000 LR: 1.538e-02 Score 90.095 Data time: 0.3530, Forward time: 2.2727, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 6.6893 [2020-11-09 04:20:47,236][root][INFO] - ===> Epoch[337](8753/26): Loss 0.4662, Sem 0.2670, dir -0.1619, norm 0.3611, swav 0.0000 LR: 1.537e-02 Score 90.471 Data time: 0.2040, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 6.4136 [2020-11-09 04:20:54,401][root][INFO] - ===> Epoch[337](8754/26): Loss 0.4633, Sem 0.2218, dir -0.0684, norm 0.3100, swav 0.0000 LR: 1.535e-02 Score 91.944 Data time: 0.2168, Forward time: 2.2727, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 7.0627 [2020-11-09 04:21:00,306][root][INFO] - ===> Epoch[337](8755/26): Loss 0.5372, Sem 0.2532, dir -0.1956, norm 0.4795, swav 0.0000 LR: 1.534e-02 Score 90.574 Data time: 0.2277, Forward time: 2.2727, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.7793 [2020-11-09 04:21:06,039][root][INFO] - ===> Epoch[337](8756/26): Loss 0.5866, Sem 0.3587, dir -0.1154, norm 0.3433, swav 0.0000 LR: 1.533e-02 Score 86.592 Data time: 0.1796, Forward time: 2.2727, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.5951 [2020-11-09 04:21:12,391][root][INFO] - ===> Epoch[337](8757/26): Loss 0.5067, Sem 0.2899, dir -0.1072, norm 0.3240, swav 0.0000 LR: 1.532e-02 Score 91.714 Data time: 0.2222, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.2641 [2020-11-09 04:21:19,205][root][INFO] - ===> Epoch[337](8758/26): Loss 0.5007, Sem 0.2880, dir -0.1725, norm 0.3853, swav 0.0000 LR: 1.531e-02 Score 90.935 Data time: 0.2071, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.6723 [2020-11-09 04:21:25,142][root][INFO] - ===> Epoch[337](8759/26): Loss 0.3929, Sem 0.2798, dir -0.1337, norm 0.2468, swav 0.0000 LR: 1.530e-02 Score 89.124 Data time: 0.2866, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.8454 [2020-11-09 04:21:32,527][root][INFO] - ===> Epoch[337](8760/26): Loss 0.4866, Sem 0.2510, dir -0.1443, norm 0.3799, swav 0.0000 LR: 1.529e-02 Score 92.655 Data time: 0.1922, Forward time: 2.2727, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 7.2458 [2020-11-09 04:21:38,391][root][INFO] - ===> Epoch[337](8761/26): Loss 0.5789, Sem 0.3395, dir -0.1136, norm 0.3529, swav 0.0000 LR: 1.528e-02 Score 89.793 Data time: 0.2315, Forward time: 2.2727, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.7550 [2020-11-09 04:21:43,415][root][INFO] - ===> Epoch[337](8762/26): Loss 0.4883, Sem 0.2598, dir -0.2025, norm 0.4310, swav 0.0000 LR: 1.527e-02 Score 90.537 Data time: 0.1991, Forward time: 2.2727, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.8901 [2020-11-09 04:21:47,791][root][INFO] - ===> Epoch[338](8763/26): Loss 0.4617, Sem 0.2496, dir -0.1038, norm 0.3160, swav 0.0000 LR: 1.525e-02 Score 92.306 Data time: 0.2364, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.2684 [2020-11-09 04:21:53,384][root][INFO] - ===> Epoch[338](8764/26): Loss 0.4972, Sem 0.2737, dir -0.0948, norm 0.3183, swav 0.0000 LR: 1.524e-02 Score 91.014 Data time: 0.2079, Forward time: 2.2726, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.4711 [2020-11-09 04:21:57,893][root][INFO] - ===> Epoch[338](8765/26): Loss 0.4864, Sem 0.2936, dir -0.1725, norm 0.3653, swav 0.0000 LR: 1.523e-02 Score 89.740 Data time: 0.1961, Forward time: 2.2726, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.4133 [2020-11-09 04:22:02,967][root][INFO] - ===> Epoch[338](8766/26): Loss 0.4322, Sem 0.3470, dir -0.1648, norm 0.2500, swav 0.0000 LR: 1.522e-02 Score 89.849 Data time: 0.1830, Forward time: 2.2725, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.9651 [2020-11-09 04:22:08,491][root][INFO] - ===> Epoch[338](8767/26): Loss 0.4495, Sem 0.2460, dir -0.1204, norm 0.3239, swav 0.0000 LR: 1.521e-02 Score 92.401 Data time: 0.1876, Forward time: 2.2725, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.4455 [2020-11-09 04:22:14,349][root][INFO] - ===> Epoch[338](8768/26): Loss 0.5366, Sem 0.3380, dir -0.1148, norm 0.3135, swav 0.0000 LR: 1.520e-02 Score 88.703 Data time: 0.1703, Forward time: 2.2724, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.7420 [2020-11-09 04:22:18,923][root][INFO] - ===> Epoch[338](8769/26): Loss 0.3351, Sem 0.2109, dir -0.1936, norm 0.3178, swav 0.0000 LR: 1.519e-02 Score 93.395 Data time: 0.1797, Forward time: 2.2724, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.4839 [2020-11-09 04:22:23,950][root][INFO] - ===> Epoch[338](8770/26): Loss 0.5028, Sem 0.2895, dir -0.0867, norm 0.3000, swav 0.0000 LR: 1.518e-02 Score 90.527 Data time: 0.2763, Forward time: 2.2724, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 4.9338 [2020-11-09 04:22:28,810][root][INFO] - ===> Epoch[338](8771/26): Loss 0.5450, Sem 0.2731, dir -0.1555, norm 0.4274, swav 0.0000 LR: 1.517e-02 Score 91.001 Data time: 0.2254, Forward time: 2.2724, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 4.7313 [2020-11-09 04:22:34,117][root][INFO] - ===> Epoch[338](8772/26): Loss 0.5011, Sem 0.2768, dir -0.1637, norm 0.3879, swav 0.0000 LR: 1.516e-02 Score 90.124 Data time: 0.1971, Forward time: 2.2724, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.1862 [2020-11-09 04:22:39,699][root][INFO] - ===> Epoch[338](8773/26): Loss 0.4678, Sem 0.1980, dir -0.1209, norm 0.3907, swav 0.0000 LR: 1.514e-02 Score 92.593 Data time: 0.2021, Forward time: 2.2724, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.4747 [2020-11-09 04:22:45,607][root][INFO] - ===> Epoch[338](8774/26): Loss 0.3930, Sem 0.2343, dir -0.1485, norm 0.3072, swav 0.0000 LR: 1.513e-02 Score 92.032 Data time: 0.2092, Forward time: 2.2723, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.8232 [2020-11-09 04:22:51,290][root][INFO] - ===> Epoch[338](8775/26): Loss 0.5797, Sem 0.3183, dir -0.1282, norm 0.3896, swav 0.0000 LR: 1.512e-02 Score 90.411 Data time: 0.2780, Forward time: 2.2724, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.5656 [2020-11-09 04:22:56,117][root][INFO] - ===> Epoch[338](8776/26): Loss 0.4943, Sem 0.3494, dir -0.1734, norm 0.3183, swav 0.0000 LR: 1.511e-02 Score 89.470 Data time: 0.2114, Forward time: 2.2724, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 4.6972 [2020-11-09 04:23:02,319][root][INFO] - ===> Epoch[338](8777/26): Loss 0.5803, Sem 0.2936, dir -0.1420, norm 0.4287, swav 0.0000 LR: 1.510e-02 Score 91.800 Data time: 0.2466, Forward time: 2.2724, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 6.0898 [2020-11-09 04:23:08,720][root][INFO] - ===> Epoch[338](8778/26): Loss 0.3832, Sem 0.2461, dir -0.1178, norm 0.2549, swav 0.0000 LR: 1.509e-02 Score 93.147 Data time: 0.1747, Forward time: 2.2724, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 6.2687 [2020-11-09 04:23:15,110][root][INFO] - ===> Epoch[338](8779/26): Loss 0.5083, Sem 0.3277, dir -0.1511, norm 0.3317, swav 0.0000 LR: 1.508e-02 Score 88.920 Data time: 0.1898, Forward time: 2.2723, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 6.2985 [2020-11-09 04:23:21,586][root][INFO] - ===> Epoch[338](8780/26): Loss 0.4616, Sem 0.2921, dir -0.1363, norm 0.3058, swav 0.0000 LR: 1.507e-02 Score 90.615 Data time: 0.2129, Forward time: 2.2723, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.3551 [2020-11-09 04:23:28,260][root][INFO] - ===> Epoch[338](8781/26): Loss 0.5083, Sem 0.3192, dir -0.1296, norm 0.3188, swav 0.0000 LR: 1.506e-02 Score 91.087 Data time: 0.1936, Forward time: 2.2723, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.5512 [2020-11-09 04:23:33,745][root][INFO] - ===> Epoch[338](8782/26): Loss 0.4888, Sem 0.3163, dir -0.1770, norm 0.3494, swav 0.0000 LR: 1.504e-02 Score 89.759 Data time: 0.2608, Forward time: 2.2723, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.3740 [2020-11-09 04:23:39,806][root][INFO] - ===> Epoch[338](8783/26): Loss 0.3798, Sem 0.2538, dir -0.1405, norm 0.2664, swav 0.0000 LR: 1.503e-02 Score 92.366 Data time: 0.1851, Forward time: 2.2723, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.9286 [2020-11-09 04:23:45,144][root][INFO] - ===> Epoch[338](8784/26): Loss 0.3814, Sem 0.2401, dir -0.1340, norm 0.2752, swav 0.0000 LR: 1.502e-02 Score 92.764 Data time: 0.2001, Forward time: 2.2722, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.2376 [2020-11-09 04:23:52,217][root][INFO] - ===> Epoch[338](8785/26): Loss 0.4776, Sem 0.3376, dir -0.1985, norm 0.3386, swav 0.0000 LR: 1.501e-02 Score 87.937 Data time: 0.2032, Forward time: 2.2722, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.9336 [2020-11-09 04:23:57,444][root][INFO] - ===> Epoch[338](8786/26): Loss 0.4966, Sem 0.2540, dir -0.1044, norm 0.3470, swav 0.0000 LR: 1.500e-02 Score 91.278 Data time: 0.2645, Forward time: 2.2722, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.0894 [2020-11-09 04:24:03,230][root][INFO] - ===> Epoch[338](8787/26): Loss 0.4405, Sem 0.2626, dir -0.1988, norm 0.3766, swav 0.0000 LR: 1.499e-02 Score 90.099 Data time: 0.2445, Forward time: 2.2723, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.6646 [2020-11-09 04:24:08,271][root][INFO] - ===> Epoch[338](8788/26): Loss 0.5174, Sem 0.2946, dir -0.0965, norm 0.3193, swav 0.0000 LR: 1.498e-02 Score 91.591 Data time: 0.1833, Forward time: 2.2722, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.9127 [2020-11-09 04:24:13,701][root][INFO] - ===> Epoch[339](8789/26): Loss 0.5631, Sem 0.2890, dir -0.0811, norm 0.3552, swav 0.0000 LR: 1.497e-02 Score 90.901 Data time: 0.2192, Forward time: 2.2723, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.3137 [2020-11-09 04:24:20,085][root][INFO] - ===> Epoch[339](8790/26): Loss 0.4354, Sem 0.2592, dir -0.1055, norm 0.2818, swav 0.0000 LR: 1.496e-02 Score 90.964 Data time: 0.2209, Forward time: 2.2723, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.2661 [2020-11-09 04:24:25,861][root][INFO] - ===> Epoch[339](8791/26): Loss 0.4729, Sem 0.2840, dir -0.1324, norm 0.3213, swav 0.0000 LR: 1.494e-02 Score 89.935 Data time: 0.1716, Forward time: 2.2722, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.6495 [2020-11-09 04:24:32,256][root][INFO] - ===> Epoch[339](8792/26): Loss 0.4797, Sem 0.2747, dir -0.1492, norm 0.3541, swav 0.0000 LR: 1.493e-02 Score 90.798 Data time: 0.1634, Forward time: 2.2721, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.3211 [2020-11-09 04:24:37,447][root][INFO] - ===> Epoch[339](8793/26): Loss 0.5199, Sem 0.2944, dir -0.1079, norm 0.3333, swav 0.0000 LR: 1.492e-02 Score 92.193 Data time: 0.2447, Forward time: 2.2722, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.1234 [2020-11-09 04:24:42,593][root][INFO] - ===> Epoch[339](8794/26): Loss 0.5540, Sem 0.2762, dir -0.1351, norm 0.4129, swav 0.0000 LR: 1.491e-02 Score 90.572 Data time: 0.2149, Forward time: 2.2722, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.0273 [2020-11-09 04:24:47,986][root][INFO] - ===> Epoch[339](8795/26): Loss 0.4536, Sem 0.2397, dir -0.1485, norm 0.3624, swav 0.0000 LR: 1.490e-02 Score 92.149 Data time: 0.2160, Forward time: 2.2722, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.3008 [2020-11-09 04:24:53,858][root][INFO] - ===> Epoch[339](8796/26): Loss 0.3960, Sem 0.2206, dir -0.0965, norm 0.2719, swav 0.0000 LR: 1.489e-02 Score 93.208 Data time: 0.2802, Forward time: 2.2722, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.7779 [2020-11-09 04:24:59,158][root][INFO] - ===> Epoch[339](8797/26): Loss 0.4269, Sem 0.1839, dir -0.1160, norm 0.3591, swav 0.0000 LR: 1.488e-02 Score 93.856 Data time: 0.2006, Forward time: 2.2722, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.1810 [2020-11-09 04:25:05,655][root][INFO] - ===> Epoch[339](8798/26): Loss 0.3940, Sem 0.2117, dir -0.0945, norm 0.2767, swav 0.0000 LR: 1.487e-02 Score 92.657 Data time: 0.1859, Forward time: 2.2722, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.4029 [2020-11-09 04:25:10,720][root][INFO] - ===> Epoch[339](8799/26): Loss 0.5886, Sem 0.3955, dir -0.1361, norm 0.3292, swav 0.0000 LR: 1.486e-02 Score 86.448 Data time: 0.1719, Forward time: 2.2721, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.9603 [2020-11-09 04:25:17,072][root][INFO] - ===> Epoch[339](8800/26): Loss 0.4611, Sem 0.3000, dir -0.1224, norm 0.2834, swav 0.0000 LR: 1.484e-02 Score 88.538 Data time: 0.2326, Forward time: 2.2722, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.2824 [2020-11-09 04:25:23,231][root][INFO] - ===> Epoch[339](8801/26): Loss 0.4556, Sem 0.2022, dir -0.0878, norm 0.3411, swav 0.0000 LR: 1.483e-02 Score 93.161 Data time: 0.1838, Forward time: 2.2721, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.0543 [2020-11-09 04:25:29,947][root][INFO] - ===> Epoch[339](8802/26): Loss 0.5553, Sem 0.3090, dir -0.1290, norm 0.3753, swav 0.0000 LR: 1.482e-02 Score 90.287 Data time: 0.2091, Forward time: 2.2721, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.6230 [2020-11-09 04:25:35,564][root][INFO] - ===> Epoch[339](8803/26): Loss 0.4556, Sem 0.2513, dir -0.0987, norm 0.3030, swav 0.0000 LR: 1.481e-02 Score 91.235 Data time: 0.2104, Forward time: 2.2721, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.5043 [2020-11-09 04:25:41,442][root][INFO] - ===> Epoch[339](8804/26): Loss 0.4788, Sem 0.2861, dir -0.1298, norm 0.3226, swav 0.0000 LR: 1.480e-02 Score 91.003 Data time: 0.1827, Forward time: 2.2721, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.7833 [2020-11-09 04:25:47,107][root][INFO] - ===> Epoch[339](8805/26): Loss 0.5009, Sem 0.2915, dir -0.1406, norm 0.3500, swav 0.0000 LR: 1.479e-02 Score 89.630 Data time: 0.1735, Forward time: 2.2720, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.5627 [2020-11-09 04:25:53,160][root][INFO] - ===> Epoch[339](8806/26): Loss 0.5978, Sem 0.3283, dir -0.1037, norm 0.3731, swav 0.0000 LR: 1.478e-02 Score 90.314 Data time: 0.2186, Forward time: 2.2721, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.9619 [2020-11-09 04:25:58,639][root][INFO] - ===> Epoch[339](8807/26): Loss 0.5001, Sem 0.3176, dir -0.1955, norm 0.3780, swav 0.0000 LR: 1.477e-02 Score 88.126 Data time: 0.1355, Forward time: 2.2720, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.3700 [2020-11-09 04:26:03,459][root][INFO] - ===> Epoch[339](8808/26): Loss 0.4580, Sem 0.2638, dir -0.1485, norm 0.3427, swav 0.0000 LR: 1.475e-02 Score 90.182 Data time: 0.1954, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.7546 [2020-11-09 04:26:11,377][root][INFO] - ===> Epoch[339](8809/26): Loss 0.6210, Sem 0.3135, dir -0.1343, norm 0.4417, swav 0.0000 LR: 1.474e-02 Score 88.332 Data time: 0.2298, Forward time: 2.2719, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 7.8109 [2020-11-09 04:26:18,188][root][INFO] - ===> Epoch[339](8810/26): Loss 0.5336, Sem 0.2799, dir -0.1733, norm 0.4270, swav 0.0000 LR: 1.473e-02 Score 90.609 Data time: 0.2293, Forward time: 2.2720, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.6757 [2020-11-09 04:26:23,543][root][INFO] - ===> Epoch[339](8811/26): Loss 0.4323, Sem 0.2442, dir -0.1160, norm 0.3041, swav 0.0000 LR: 1.472e-02 Score 90.975 Data time: 0.2521, Forward time: 2.2720, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.2377 [2020-11-09 04:26:28,419][root][INFO] - ===> Epoch[339](8812/26): Loss 0.4454, Sem 0.2085, dir -0.1205, norm 0.3574, swav 0.0000 LR: 1.471e-02 Score 93.979 Data time: 0.2343, Forward time: 2.2720, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 4.7394 [2020-11-09 04:26:33,884][root][INFO] - ===> Epoch[339](8813/26): Loss 0.3628, Sem 0.2127, dir -0.1546, norm 0.3046, swav 0.0000 LR: 1.470e-02 Score 93.131 Data time: 0.2265, Forward time: 2.2720, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.3613 [2020-11-09 04:26:40,453][root][INFO] - ===> Epoch[339](8814/26): Loss 0.4481, Sem 0.3240, dir -0.1923, norm 0.3164, swav 0.0000 LR: 1.469e-02 Score 89.501 Data time: 0.2512, Forward time: 2.2720, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 6.4661 [2020-11-09 04:26:47,123][root][INFO] - ===> Epoch[340](8815/26): Loss 0.5187, Sem 0.2411, dir -0.1314, norm 0.4091, swav 0.0000 LR: 1.468e-02 Score 90.353 Data time: 0.2605, Forward time: 2.2721, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.5486 [2020-11-09 04:26:52,764][root][INFO] - ===> Epoch[340](8816/26): Loss 0.5432, Sem 0.2943, dir -0.1171, norm 0.3659, swav 0.0000 LR: 1.467e-02 Score 90.104 Data time: 0.2576, Forward time: 2.2722, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.5041 [2020-11-09 04:26:57,063][root][INFO] - ===> Epoch[340](8817/26): Loss 0.4582, Sem 0.2216, dir -0.1329, norm 0.3696, swav 0.0000 LR: 1.465e-02 Score 94.490 Data time: 0.2088, Forward time: 2.2721, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.1833 [2020-11-09 04:27:02,262][root][INFO] - ===> Epoch[340](8818/26): Loss 0.5137, Sem 0.2777, dir -0.1547, norm 0.3907, swav 0.0000 LR: 1.464e-02 Score 89.312 Data time: 0.1925, Forward time: 2.2721, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.0851 [2020-11-09 04:27:06,952][root][INFO] - ===> Epoch[340](8819/26): Loss 0.4590, Sem 0.2667, dir -0.1294, norm 0.3217, swav 0.0000 LR: 1.463e-02 Score 92.008 Data time: 0.1786, Forward time: 2.2721, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.6016 [2020-11-09 04:27:13,064][root][INFO] - ===> Epoch[340](8820/26): Loss 0.5282, Sem 0.3083, dir -0.1432, norm 0.3632, swav 0.0000 LR: 1.462e-02 Score 90.046 Data time: 0.3272, Forward time: 2.2722, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.0434 [2020-11-09 04:27:18,756][root][INFO] - ===> Epoch[340](8821/26): Loss 0.4730, Sem 0.2612, dir -0.1287, norm 0.3405, swav 0.0000 LR: 1.461e-02 Score 91.541 Data time: 0.2657, Forward time: 2.2722, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.5520 [2020-11-09 04:27:23,994][root][INFO] - ===> Epoch[340](8822/26): Loss 0.5705, Sem 0.3708, dir -0.1802, norm 0.3799, swav 0.0000 LR: 1.460e-02 Score 87.540 Data time: 0.2619, Forward time: 2.2723, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.1288 [2020-11-09 04:27:29,495][root][INFO] - ===> Epoch[340](8823/26): Loss 0.6067, Sem 0.3145, dir -0.1146, norm 0.4068, swav 0.0000 LR: 1.459e-02 Score 90.500 Data time: 0.2289, Forward time: 2.2723, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.3959 [2020-11-09 04:27:35,532][root][INFO] - ===> Epoch[340](8824/26): Loss 0.5808, Sem 0.2820, dir -0.1563, norm 0.4551, swav 0.0000 LR: 1.458e-02 Score 90.399 Data time: 0.2891, Forward time: 2.2724, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.9213 [2020-11-09 04:27:41,506][root][INFO] - ===> Epoch[340](8825/26): Loss 0.5409, Sem 0.2866, dir -0.1281, norm 0.3824, swav 0.0000 LR: 1.457e-02 Score 92.061 Data time: 0.2086, Forward time: 2.2724, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.8452 [2020-11-09 04:27:48,143][root][INFO] - ===> Epoch[340](8826/26): Loss 0.3856, Sem 0.2494, dir -0.1093, norm 0.2455, swav 0.0000 LR: 1.455e-02 Score 89.270 Data time: 0.3248, Forward time: 2.2725, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.5499 [2020-11-09 04:27:53,529][root][INFO] - ===> Epoch[340](8827/26): Loss 0.5201, Sem 0.2413, dir -0.0991, norm 0.3778, swav 0.0000 LR: 1.454e-02 Score 90.520 Data time: 0.1976, Forward time: 2.2725, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.2420 [2020-11-09 04:27:58,602][root][INFO] - ===> Epoch[340](8828/26): Loss 0.5179, Sem 0.3353, dir -0.1017, norm 0.2843, swav 0.0000 LR: 1.453e-02 Score 89.281 Data time: 0.2120, Forward time: 2.2725, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 4.9547 [2020-11-09 04:28:03,715][root][INFO] - ===> Epoch[340](8829/26): Loss 0.4884, Sem 0.2344, dir -0.1617, norm 0.4157, swav 0.0000 LR: 1.452e-02 Score 92.496 Data time: 0.2612, Forward time: 2.2725, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.0048 [2020-11-09 04:28:10,360][root][INFO] - ===> Epoch[340](8830/26): Loss 0.5562, Sem 0.3362, dir -0.1155, norm 0.3356, swav 0.0000 LR: 1.451e-02 Score 88.840 Data time: 0.2533, Forward time: 2.2725, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 6.5274 [2020-11-09 04:28:16,786][root][INFO] - ===> Epoch[340](8831/26): Loss 0.6336, Sem 0.3667, dir -0.0989, norm 0.3658, swav 0.0000 LR: 1.450e-02 Score 85.979 Data time: 0.2411, Forward time: 2.2726, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 6.3207 [2020-11-09 04:28:22,853][root][INFO] - ===> Epoch[340](8832/26): Loss 0.5305, Sem 0.2604, dir -0.1643, norm 0.4345, swav 0.0000 LR: 1.449e-02 Score 91.669 Data time: 0.3126, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.9730 [2020-11-09 04:28:28,585][root][INFO] - ===> Epoch[340](8833/26): Loss 0.5365, Sem 0.3073, dir -0.1650, norm 0.3943, swav 0.0000 LR: 1.448e-02 Score 89.790 Data time: 0.2783, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.5929 [2020-11-09 04:28:34,691][root][INFO] - ===> Epoch[340](8834/26): Loss 0.5056, Sem 0.2724, dir -0.1228, norm 0.3561, swav 0.0000 LR: 1.447e-02 Score 91.975 Data time: 0.3079, Forward time: 2.2728, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 5.9998 [2020-11-09 04:28:39,475][root][INFO] - ===> Epoch[340](8835/26): Loss 0.5342, Sem 0.3221, dir -0.1639, norm 0.3760, swav 0.0000 LR: 1.445e-02 Score 90.258 Data time: 0.1344, Forward time: 2.2728, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 4.6659 [2020-11-09 04:28:43,895][root][INFO] - ===> Epoch[340](8836/26): Loss 0.4905, Sem 0.2114, dir -0.1685, norm 0.4475, swav 0.0000 LR: 1.444e-02 Score 93.114 Data time: 0.1974, Forward time: 2.2727, Backward time: 3.0778, DDP time: 0.0062, Total iter time: 4.3492 [2020-11-09 04:28:50,435][root][INFO] - ===> Epoch[340](8837/26): Loss 0.2690, Sem 0.1568, dir -0.1976, norm 0.3098, swav 0.0000 LR: 1.443e-02 Score 95.204 Data time: 0.1752, Forward time: 2.2727, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 6.4777 [2020-11-09 04:28:56,517][root][INFO] - ===> Epoch[340](8838/26): Loss 0.5197, Sem 0.3363, dir -0.1748, norm 0.3583, swav 0.0000 LR: 1.442e-02 Score 88.423 Data time: 0.2189, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 6.0230 [2020-11-09 04:29:01,856][root][INFO] - ===> Epoch[340](8839/26): Loss 0.4933, Sem 0.2303, dir -0.1314, norm 0.3944, swav 0.0000 LR: 1.441e-02 Score 92.582 Data time: 0.2369, Forward time: 2.2727, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 5.2359 [2020-11-09 04:29:07,313][root][INFO] - ===> Epoch[340](8840/26): Loss 0.6199, Sem 0.2897, dir -0.1140, norm 0.4443, swav 0.0000 LR: 1.440e-02 Score 91.724 Data time: 0.2729, Forward time: 2.2727, Backward time: 3.0778, DDP time: 0.0062, Total iter time: 5.3407 [2020-11-09 04:29:14,765][root][INFO] - ===> Epoch[341](8841/26): Loss 0.5632, Sem 0.3308, dir -0.1262, norm 0.3585, swav 0.0000 LR: 1.439e-02 Score 88.180 Data time: 0.2213, Forward time: 2.2728, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 7.3448 [2020-11-09 04:29:19,752][root][INFO] - ===> Epoch[341](8842/26): Loss 0.4599, Sem 0.2056, dir -0.1409, norm 0.3952, swav 0.0000 LR: 1.438e-02 Score 92.784 Data time: 0.1790, Forward time: 2.2727, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 4.8585 [2020-11-09 04:29:25,786][root][INFO] - ===> Epoch[341](8843/26): Loss 0.5909, Sem 0.3682, dir -0.1275, norm 0.3502, swav 0.0000 LR: 1.436e-02 Score 87.675 Data time: 0.2180, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.9333 [2020-11-09 04:29:32,497][root][INFO] - ===> Epoch[341](8844/26): Loss 0.6195, Sem 0.2841, dir -0.1542, norm 0.4897, swav 0.0000 LR: 1.435e-02 Score 89.590 Data time: 0.2268, Forward time: 2.2728, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 6.6131 [2020-11-09 04:29:37,293][root][INFO] - ===> Epoch[341](8845/26): Loss 0.6011, Sem 0.2946, dir -0.1444, norm 0.4509, swav 0.0000 LR: 1.434e-02 Score 92.167 Data time: 0.1806, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 4.6848 [2020-11-09 04:29:42,970][root][INFO] - ===> Epoch[341](8846/26): Loss 0.5315, Sem 0.2644, dir -0.1058, norm 0.3728, swav 0.0000 LR: 1.433e-02 Score 92.492 Data time: 0.2517, Forward time: 2.2728, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 5.5850 [2020-11-09 04:29:50,081][root][INFO] - ===> Epoch[341](8847/26): Loss 0.4886, Sem 0.3090, dir -0.1590, norm 0.3386, swav 0.0000 LR: 1.432e-02 Score 91.177 Data time: 0.1770, Forward time: 2.2728, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 6.9935 [2020-11-09 04:29:56,082][root][INFO] - ===> Epoch[341](8848/26): Loss 0.4391, Sem 0.2877, dir -0.1157, norm 0.2672, swav 0.0000 LR: 1.431e-02 Score 89.492 Data time: 0.2116, Forward time: 2.2728, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.9169 [2020-11-09 04:30:01,882][root][INFO] - ===> Epoch[341](8849/26): Loss 0.3884, Sem 0.2872, dir -0.1707, norm 0.2718, swav 0.0000 LR: 1.430e-02 Score 89.962 Data time: 0.2069, Forward time: 2.2727, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.6808 [2020-11-09 04:30:07,980][root][INFO] - ===> Epoch[341](8850/26): Loss 0.5109, Sem 0.2383, dir -0.1607, norm 0.4333, swav 0.0000 LR: 1.429e-02 Score 92.717 Data time: 0.2107, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.0035 [2020-11-09 04:30:13,423][root][INFO] - ===> Epoch[341](8851/26): Loss 0.4868, Sem 0.2523, dir -0.1169, norm 0.3515, swav 0.0000 LR: 1.428e-02 Score 92.514 Data time: 0.1641, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.3274 [2020-11-09 04:30:18,417][root][INFO] - ===> Epoch[341](8852/26): Loss 0.4835, Sem 0.3404, dir -0.1234, norm 0.2665, swav 0.0000 LR: 1.426e-02 Score 89.138 Data time: 0.2194, Forward time: 2.2727, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 4.9097 [2020-11-09 04:30:23,611][root][INFO] - ===> Epoch[341](8853/26): Loss 0.4370, Sem 0.2936, dir -0.1614, norm 0.3048, swav 0.0000 LR: 1.425e-02 Score 90.323 Data time: 0.2003, Forward time: 2.2727, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.0834 [2020-11-09 04:30:29,065][root][INFO] - ===> Epoch[341](8854/26): Loss 0.5703, Sem 0.2958, dir -0.1306, norm 0.4051, swav 0.0000 LR: 1.424e-02 Score 91.525 Data time: 0.2358, Forward time: 2.2727, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.3389 [2020-11-09 04:30:34,919][root][INFO] - ===> Epoch[341](8855/26): Loss 0.4652, Sem 0.2418, dir -0.0669, norm 0.2903, swav 0.0000 LR: 1.423e-02 Score 92.861 Data time: 0.1728, Forward time: 2.2727, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.6961 [2020-11-09 04:30:41,109][root][INFO] - ===> Epoch[341](8856/26): Loss 0.5377, Sem 0.3123, dir -0.0783, norm 0.3036, swav 0.0000 LR: 1.422e-02 Score 90.182 Data time: 0.1607, Forward time: 2.2726, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.0846 [2020-11-09 04:30:46,851][root][INFO] - ===> Epoch[341](8857/26): Loss 0.3821, Sem 0.2301, dir -0.1464, norm 0.2984, swav 0.0000 LR: 1.421e-02 Score 92.688 Data time: 0.2445, Forward time: 2.2726, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.6751 [2020-11-09 04:30:52,354][root][INFO] - ===> Epoch[341](8858/26): Loss 0.6438, Sem 0.2798, dir -0.1068, norm 0.4707, swav 0.0000 LR: 1.420e-02 Score 90.354 Data time: 0.2541, Forward time: 2.2726, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.3723 [2020-11-09 04:30:59,192][root][INFO] - ===> Epoch[341](8859/26): Loss 0.5066, Sem 0.2599, dir -0.1356, norm 0.3823, swav 0.0000 LR: 1.419e-02 Score 91.653 Data time: 0.2413, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.7161 [2020-11-09 04:31:05,734][root][INFO] - ===> Epoch[341](8860/26): Loss 0.5486, Sem 0.3234, dir -0.1161, norm 0.3413, swav 0.0000 LR: 1.417e-02 Score 90.435 Data time: 0.2673, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.4079 [2020-11-09 04:31:10,943][root][INFO] - ===> Epoch[341](8861/26): Loss 0.5101, Sem 0.2778, dir -0.1733, norm 0.4056, swav 0.0000 LR: 1.416e-02 Score 92.000 Data time: 0.1273, Forward time: 2.2726, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.0901 [2020-11-09 04:31:17,689][root][INFO] - ===> Epoch[341](8862/26): Loss 0.4403, Sem 0.2349, dir -0.1116, norm 0.3170, swav 0.0000 LR: 1.415e-02 Score 93.228 Data time: 0.1817, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.6374 [2020-11-09 04:31:23,858][root][INFO] - ===> Epoch[341](8863/26): Loss 0.6060, Sem 0.3869, dir -0.1007, norm 0.3198, swav 0.0000 LR: 1.414e-02 Score 88.837 Data time: 0.2908, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.0726 [2020-11-09 04:31:30,306][root][INFO] - ===> Epoch[341](8864/26): Loss 0.4639, Sem 0.2512, dir -0.1011, norm 0.3138, swav 0.0000 LR: 1.413e-02 Score 92.860 Data time: 0.2968, Forward time: 2.2727, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.3035 [2020-11-09 04:31:35,782][root][INFO] - ===> Epoch[341](8865/26): Loss 0.5292, Sem 0.2456, dir -0.1774, norm 0.4610, swav 0.0000 LR: 1.412e-02 Score 91.896 Data time: 0.1599, Forward time: 2.2727, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.3577 [2020-11-09 04:31:41,377][root][INFO] - ===> Epoch[341](8866/26): Loss 0.4522, Sem 0.3183, dir -0.1477, norm 0.2816, swav 0.0000 LR: 1.411e-02 Score 89.007 Data time: 0.1884, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.5089 [2020-11-09 04:31:47,681][root][INFO] - ===> Epoch[342](8867/26): Loss 0.4826, Sem 0.2956, dir -0.1185, norm 0.3055, swav 0.0000 LR: 1.410e-02 Score 89.224 Data time: 0.1846, Forward time: 2.2726, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.2283 [2020-11-09 04:31:53,220][root][INFO] - ===> Epoch[342](8868/26): Loss 0.4437, Sem 0.2903, dir -0.1204, norm 0.2738, swav 0.0000 LR: 1.409e-02 Score 87.851 Data time: 0.2783, Forward time: 2.2727, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.4718 [2020-11-09 04:31:57,963][root][INFO] - ===> Epoch[342](8869/26): Loss 0.4837, Sem 0.2365, dir -0.0742, norm 0.3214, swav 0.0000 LR: 1.407e-02 Score 93.120 Data time: 0.2045, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.6208 [2020-11-09 04:32:02,862][root][INFO] - ===> Epoch[342](8870/26): Loss 0.4693, Sem 0.3258, dir -0.1065, norm 0.2500, swav 0.0000 LR: 1.406e-02 Score 88.673 Data time: 0.2764, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.8254 [2020-11-09 04:32:07,070][root][INFO] - ===> Epoch[342](8871/26): Loss 0.4053, Sem 0.2316, dir -0.1424, norm 0.3161, swav 0.0000 LR: 1.405e-02 Score 91.639 Data time: 0.1993, Forward time: 2.2726, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 4.1056 [2020-11-09 04:32:13,667][root][INFO] - ===> Epoch[342](8872/26): Loss 0.6070, Sem 0.3239, dir -0.1180, norm 0.4010, swav 0.0000 LR: 1.404e-02 Score 89.735 Data time: 0.2468, Forward time: 2.2727, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 6.5124 [2020-11-09 04:32:19,442][root][INFO] - ===> Epoch[342](8873/26): Loss 0.4200, Sem 0.2281, dir -0.1549, norm 0.3468, swav 0.0000 LR: 1.403e-02 Score 92.241 Data time: 0.2075, Forward time: 2.2726, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.6666 [2020-11-09 04:32:25,807][root][INFO] - ===> Epoch[342](8874/26): Loss 0.3999, Sem 0.2616, dir -0.1083, norm 0.2466, swav 0.0000 LR: 1.402e-02 Score 90.483 Data time: 0.2112, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.2693 [2020-11-09 04:32:31,623][root][INFO] - ===> Epoch[342](8875/26): Loss 0.5134, Sem 0.2905, dir -0.1633, norm 0.3863, swav 0.0000 LR: 1.401e-02 Score 91.475 Data time: 0.2234, Forward time: 2.2726, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.6785 [2020-11-09 04:32:38,675][root][INFO] - ===> Epoch[342](8876/26): Loss 0.3859, Sem 0.2024, dir -0.1390, norm 0.3225, swav 0.0000 LR: 1.400e-02 Score 94.031 Data time: 0.3233, Forward time: 2.2728, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.9479 [2020-11-09 04:32:44,068][root][INFO] - ===> Epoch[342](8877/26): Loss 0.5707, Sem 0.3035, dir -0.1454, norm 0.4126, swav 0.0000 LR: 1.398e-02 Score 88.657 Data time: 0.2155, Forward time: 2.2727, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.2291 [2020-11-09 04:32:49,315][root][INFO] - ===> Epoch[342](8878/26): Loss 0.4272, Sem 0.2195, dir -0.1164, norm 0.3242, swav 0.0000 LR: 1.397e-02 Score 92.115 Data time: 0.2517, Forward time: 2.2728, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.1418 [2020-11-09 04:32:55,565][root][INFO] - ===> Epoch[342](8879/26): Loss 0.5011, Sem 0.2992, dir -0.1484, norm 0.3504, swav 0.0000 LR: 1.396e-02 Score 89.828 Data time: 0.1802, Forward time: 2.2728, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.1508 [2020-11-09 04:33:01,886][root][INFO] - ===> Epoch[342](8880/26): Loss 0.6520, Sem 0.3499, dir -0.1320, norm 0.4340, swav 0.0000 LR: 1.395e-02 Score 87.740 Data time: 0.1716, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.2209 [2020-11-09 04:33:07,624][root][INFO] - ===> Epoch[342](8881/26): Loss 0.5298, Sem 0.2931, dir -0.1433, norm 0.3800, swav 0.0000 LR: 1.394e-02 Score 89.873 Data time: 0.2738, Forward time: 2.2728, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.6427 [2020-11-09 04:33:13,063][root][INFO] - ===> Epoch[342](8882/26): Loss 0.5587, Sem 0.3313, dir -0.0958, norm 0.3232, swav 0.0000 LR: 1.393e-02 Score 90.485 Data time: 0.2040, Forward time: 2.2728, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.2928 [2020-11-09 04:33:19,132][root][INFO] - ===> Epoch[342](8883/26): Loss 0.4217, Sem 0.2645, dir -0.1671, norm 0.3243, swav 0.0000 LR: 1.392e-02 Score 91.265 Data time: 0.2097, Forward time: 2.2728, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.9352 [2020-11-09 04:33:24,354][root][INFO] - ===> Epoch[342](8884/26): Loss 0.5587, Sem 0.3610, dir -0.1359, norm 0.3335, swav 0.0000 LR: 1.391e-02 Score 89.313 Data time: 0.1719, Forward time: 2.2727, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.1023 [2020-11-09 04:33:30,784][root][INFO] - ===> Epoch[342](8885/26): Loss 0.4409, Sem 0.2558, dir -0.1649, norm 0.3500, swav 0.0000 LR: 1.390e-02 Score 93.147 Data time: 0.2939, Forward time: 2.2728, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.3368 [2020-11-09 04:33:36,527][root][INFO] - ===> Epoch[342](8886/26): Loss 0.5663, Sem 0.3405, dir -0.1345, norm 0.3603, swav 0.0000 LR: 1.388e-02 Score 88.539 Data time: 0.2545, Forward time: 2.2728, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.6197 [2020-11-09 04:33:42,487][root][INFO] - ===> Epoch[342](8887/26): Loss 0.4559, Sem 0.3113, dir -0.1286, norm 0.2732, swav 0.0000 LR: 1.387e-02 Score 89.646 Data time: 0.2819, Forward time: 2.2729, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.8249 [2020-11-09 04:33:48,154][root][INFO] - ===> Epoch[342](8888/26): Loss 0.3163, Sem 0.2370, dir -0.2024, norm 0.2816, swav 0.0000 LR: 1.386e-02 Score 92.215 Data time: 0.2114, Forward time: 2.2729, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.5496 [2020-11-09 04:33:54,822][root][INFO] - ===> Epoch[342](8889/26): Loss 0.4401, Sem 0.2294, dir -0.1692, norm 0.3798, swav 0.0000 LR: 1.385e-02 Score 91.879 Data time: 0.2170, Forward time: 2.2729, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.5463 [2020-11-09 04:34:00,958][root][INFO] - ===> Epoch[342](8890/26): Loss 0.4601, Sem 0.2803, dir -0.1373, norm 0.3171, swav 0.0000 LR: 1.384e-02 Score 92.068 Data time: 0.1704, Forward time: 2.2728, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.0391 [2020-11-09 04:34:06,168][root][INFO] - ===> Epoch[342](8891/26): Loss 0.5442, Sem 0.3352, dir -0.0969, norm 0.3059, swav 0.0000 LR: 1.383e-02 Score 88.417 Data time: 0.2987, Forward time: 2.2729, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.1367 [2020-11-09 04:34:11,949][root][INFO] - ===> Epoch[342](8892/26): Loss 0.5918, Sem 0.3140, dir -0.1187, norm 0.3965, swav 0.0000 LR: 1.382e-02 Score 88.351 Data time: 0.2869, Forward time: 2.2729, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.6674 [2020-11-09 04:34:17,241][root][INFO] - ===> Epoch[343](8893/26): Loss 0.5422, Sem 0.2647, dir -0.1080, norm 0.3855, swav 0.0000 LR: 1.381e-02 Score 91.804 Data time: 0.1910, Forward time: 2.2729, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.1819 [2020-11-09 04:34:22,930][root][INFO] - ===> Epoch[343](8894/26): Loss 0.6345, Sem 0.3027, dir -0.0692, norm 0.4010, swav 0.0000 LR: 1.379e-02 Score 89.191 Data time: 0.1682, Forward time: 2.2728, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.5899 [2020-11-09 04:34:30,347][root][INFO] - ===> Epoch[343](8895/26): Loss 0.4617, Sem 0.2399, dir -0.0683, norm 0.2901, swav 0.0000 LR: 1.378e-02 Score 91.092 Data time: 0.1597, Forward time: 2.2728, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 7.3292 [2020-11-09 04:34:35,795][root][INFO] - ===> Epoch[343](8896/26): Loss 0.4572, Sem 0.2851, dir -0.1625, norm 0.3347, swav 0.0000 LR: 1.377e-02 Score 90.609 Data time: 0.1627, Forward time: 2.2727, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.3790 [2020-11-09 04:34:41,937][root][INFO] - ===> Epoch[343](8897/26): Loss 0.3873, Sem 0.2709, dir -0.1401, norm 0.2565, swav 0.0000 LR: 1.376e-02 Score 90.107 Data time: 0.1619, Forward time: 2.2726, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.0262 [2020-11-09 04:34:47,492][root][INFO] - ===> Epoch[343](8898/26): Loss 0.4235, Sem 0.2758, dir -0.1688, norm 0.3165, swav 0.0000 LR: 1.375e-02 Score 91.208 Data time: 0.2195, Forward time: 2.2726, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.4806 [2020-11-09 04:34:53,515][root][INFO] - ===> Epoch[343](8899/26): Loss 0.5952, Sem 0.3683, dir -0.1226, norm 0.3496, swav 0.0000 LR: 1.374e-02 Score 88.534 Data time: 0.2040, Forward time: 2.2727, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.9079 [2020-11-09 04:34:59,134][root][INFO] - ===> Epoch[343](8900/26): Loss 0.5219, Sem 0.3280, dir -0.0856, norm 0.2795, swav 0.0000 LR: 1.373e-02 Score 88.259 Data time: 0.1165, Forward time: 2.2725, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.5007 [2020-11-09 04:35:04,821][root][INFO] - ===> Epoch[343](8901/26): Loss 0.4508, Sem 0.2167, dir -0.1160, norm 0.3501, swav 0.0000 LR: 1.372e-02 Score 92.354 Data time: 0.2103, Forward time: 2.2726, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.6271 [2020-11-09 04:35:10,500][root][INFO] - ===> Epoch[343](8902/26): Loss 0.4510, Sem 0.3072, dir -0.1321, norm 0.2758, swav 0.0000 LR: 1.370e-02 Score 89.592 Data time: 0.1693, Forward time: 2.2725, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.5762 [2020-11-09 04:35:15,652][root][INFO] - ===> Epoch[343](8903/26): Loss 0.5677, Sem 0.2923, dir -0.1025, norm 0.3779, swav 0.0000 LR: 1.369e-02 Score 91.159 Data time: 0.2344, Forward time: 2.2725, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.0342 [2020-11-09 04:35:20,992][root][INFO] - ===> Epoch[343](8904/26): Loss 0.5712, Sem 0.3054, dir -0.0708, norm 0.3366, swav 0.0000 LR: 1.368e-02 Score 90.277 Data time: 0.2426, Forward time: 2.2725, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.2257 [2020-11-09 04:35:26,151][root][INFO] - ===> Epoch[343](8905/26): Loss 0.4603, Sem 0.2945, dir -0.1015, norm 0.2673, swav 0.0000 LR: 1.367e-02 Score 90.649 Data time: 0.2243, Forward time: 2.2726, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.0040 [2020-11-09 04:35:31,514][root][INFO] - ===> Epoch[343](8906/26): Loss 0.5219, Sem 0.3016, dir -0.1299, norm 0.3502, swav 0.0000 LR: 1.366e-02 Score 89.706 Data time: 0.2360, Forward time: 2.2726, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.2349 [2020-11-09 04:35:37,250][root][INFO] - ===> Epoch[343](8907/26): Loss 0.3755, Sem 0.2020, dir -0.0941, norm 0.2676, swav 0.0000 LR: 1.365e-02 Score 93.819 Data time: 0.2500, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.5725 [2020-11-09 04:35:42,983][root][INFO] - ===> Epoch[343](8908/26): Loss 0.5135, Sem 0.2312, dir -0.1059, norm 0.3882, swav 0.0000 LR: 1.364e-02 Score 94.040 Data time: 0.2196, Forward time: 2.2727, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.6032 [2020-11-09 04:35:48,389][root][INFO] - ===> Epoch[343](8909/26): Loss 0.5429, Sem 0.2693, dir -0.1394, norm 0.4130, swav 0.0000 LR: 1.363e-02 Score 91.636 Data time: 0.1941, Forward time: 2.2726, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.2842 [2020-11-09 04:35:53,933][root][INFO] - ===> Epoch[343](8910/26): Loss 0.5941, Sem 0.2826, dir -0.1170, norm 0.4285, swav 0.0000 LR: 1.361e-02 Score 91.651 Data time: 0.1622, Forward time: 2.2725, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.4651 [2020-11-09 04:35:58,831][root][INFO] - ===> Epoch[343](8911/26): Loss 0.6618, Sem 0.4377, dir -0.1281, norm 0.3522, swav 0.0000 LR: 1.360e-02 Score 86.581 Data time: 0.1680, Forward time: 2.2725, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.8026 [2020-11-09 04:36:03,486][root][INFO] - ===> Epoch[343](8912/26): Loss 0.5066, Sem 0.3421, dir -0.1706, norm 0.3351, swav 0.0000 LR: 1.359e-02 Score 86.889 Data time: 0.2285, Forward time: 2.2725, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.5518 [2020-11-09 04:36:08,566][root][INFO] - ===> Epoch[343](8913/26): Loss 0.4018, Sem 0.2460, dir -0.1957, norm 0.3514, swav 0.0000 LR: 1.358e-02 Score 92.156 Data time: 0.1579, Forward time: 2.2724, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.9697 [2020-11-09 04:36:13,862][root][INFO] - ===> Epoch[343](8914/26): Loss 0.5710, Sem 0.2784, dir -0.0958, norm 0.3883, swav 0.0000 LR: 1.357e-02 Score 90.781 Data time: 0.2099, Forward time: 2.2724, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.2018 [2020-11-09 04:36:20,375][root][INFO] - ===> Epoch[343](8915/26): Loss 0.4378, Sem 0.2913, dir -0.1516, norm 0.2981, swav 0.0000 LR: 1.356e-02 Score 91.148 Data time: 0.2611, Forward time: 2.2724, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.3761 [2020-11-09 04:36:25,777][root][INFO] - ===> Epoch[343](8916/26): Loss 0.5132, Sem 0.3382, dir -0.1728, norm 0.3478, swav 0.0000 LR: 1.355e-02 Score 90.555 Data time: 0.2325, Forward time: 2.2725, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.2716 [2020-11-09 04:36:31,523][root][INFO] - ===> Epoch[343](8917/26): Loss 0.4406, Sem 0.2667, dir -0.1406, norm 0.3144, swav 0.0000 LR: 1.354e-02 Score 91.036 Data time: 0.1995, Forward time: 2.2724, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.6026 [2020-11-09 04:36:36,735][root][INFO] - ===> Epoch[343](8918/26): Loss 0.4885, Sem 0.2565, dir -0.1648, norm 0.3968, swav 0.0000 LR: 1.352e-02 Score 92.605 Data time: 0.2030, Forward time: 2.2724, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.0989 [2020-11-09 04:36:41,752][root][INFO] - ===> Epoch[344](8919/26): Loss 0.4647, Sem 0.2226, dir -0.1421, norm 0.3842, swav 0.0000 LR: 1.351e-02 Score 93.057 Data time: 0.2569, Forward time: 2.2724, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 4.9217 [2020-11-09 04:36:48,563][root][INFO] - ===> Epoch[344](8920/26): Loss 0.4849, Sem 0.2350, dir -0.1639, norm 0.4138, swav 0.0000 LR: 1.350e-02 Score 92.663 Data time: 0.2449, Forward time: 2.2725, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.6989 [2020-11-09 04:36:54,858][root][INFO] - ===> Epoch[344](8921/26): Loss 0.5077, Sem 0.2757, dir -0.1183, norm 0.3503, swav 0.0000 LR: 1.349e-02 Score 90.322 Data time: 0.1651, Forward time: 2.2724, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.1555 [2020-11-09 04:36:59,712][root][INFO] - ===> Epoch[344](8922/26): Loss 0.3696, Sem 0.1955, dir -0.1764, norm 0.3505, swav 0.0000 LR: 1.348e-02 Score 93.350 Data time: 0.1878, Forward time: 2.2723, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.7544 [2020-11-09 04:37:04,157][root][INFO] - ===> Epoch[344](8923/26): Loss 0.3331, Sem 0.2120, dir -0.1437, norm 0.2648, swav 0.0000 LR: 1.347e-02 Score 91.562 Data time: 0.1809, Forward time: 2.2723, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.3553 [2020-11-09 04:37:09,411][root][INFO] - ===> Epoch[344](8924/26): Loss 0.4404, Sem 0.1915, dir -0.1306, norm 0.3794, swav 0.0000 LR: 1.346e-02 Score 92.701 Data time: 0.1697, Forward time: 2.2722, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.1681 [2020-11-09 04:37:15,863][root][INFO] - ===> Epoch[344](8925/26): Loss 0.4129, Sem 0.2678, dir -0.1575, norm 0.3026, swav 0.0000 LR: 1.345e-02 Score 91.097 Data time: 0.2520, Forward time: 2.2723, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.3518 [2020-11-09 04:37:22,327][root][INFO] - ===> Epoch[344](8926/26): Loss 0.5377, Sem 0.2602, dir -0.1131, norm 0.3906, swav 0.0000 LR: 1.343e-02 Score 91.508 Data time: 0.1703, Forward time: 2.2722, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.3394 [2020-11-09 04:37:28,204][root][INFO] - ===> Epoch[344](8927/26): Loss 0.3504, Sem 0.2486, dir -0.1502, norm 0.2520, swav 0.0000 LR: 1.342e-02 Score 92.427 Data time: 0.1836, Forward time: 2.2722, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.7854 [2020-11-09 04:37:33,559][root][INFO] - ===> Epoch[344](8928/26): Loss 0.4392, Sem 0.2949, dir -0.1369, norm 0.2813, swav 0.0000 LR: 1.341e-02 Score 91.297 Data time: 0.2402, Forward time: 2.2722, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.2644 [2020-11-09 04:37:39,028][root][INFO] - ===> Epoch[344](8929/26): Loss 0.3954, Sem 0.2511, dir -0.1172, norm 0.2616, swav 0.0000 LR: 1.340e-02 Score 91.157 Data time: 0.2517, Forward time: 2.2723, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.3196 [2020-11-09 04:37:44,505][root][INFO] - ===> Epoch[344](8930/26): Loss 0.5161, Sem 0.2942, dir -0.1464, norm 0.3683, swav 0.0000 LR: 1.339e-02 Score 90.133 Data time: 0.2665, Forward time: 2.2723, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.3672 [2020-11-09 04:37:50,991][root][INFO] - ===> Epoch[344](8931/26): Loss 0.5766, Sem 0.2852, dir -0.0512, norm 0.3425, swav 0.0000 LR: 1.338e-02 Score 92.442 Data time: 0.2658, Forward time: 2.2723, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.3776 [2020-11-09 04:37:56,648][root][INFO] - ===> Epoch[344](8932/26): Loss 0.4812, Sem 0.2477, dir -0.1155, norm 0.3491, swav 0.0000 LR: 1.337e-02 Score 91.459 Data time: 0.1821, Forward time: 2.2723, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.5095 [2020-11-09 04:38:02,253][root][INFO] - ===> Epoch[344](8933/26): Loss 0.5395, Sem 0.3274, dir -0.1290, norm 0.3411, swav 0.0000 LR: 1.336e-02 Score 89.244 Data time: 0.1846, Forward time: 2.2722, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.5111 [2020-11-09 04:38:09,453][root][INFO] - ===> Epoch[344](8934/26): Loss 0.4398, Sem 0.2362, dir -0.1960, norm 0.3996, swav 0.0000 LR: 1.334e-02 Score 91.540 Data time: 0.2303, Forward time: 2.2723, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 7.0951 [2020-11-09 04:38:14,931][root][INFO] - ===> Epoch[344](8935/26): Loss 0.5320, Sem 0.2575, dir -0.1433, norm 0.4178, swav 0.0000 LR: 1.333e-02 Score 93.075 Data time: 0.1761, Forward time: 2.2722, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.3525 [2020-11-09 04:38:19,647][root][INFO] - ===> Epoch[344](8936/26): Loss 0.5361, Sem 0.2706, dir -0.0790, norm 0.3444, swav 0.0000 LR: 1.332e-02 Score 89.716 Data time: 0.1955, Forward time: 2.2722, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.6375 [2020-11-09 04:38:24,908][root][INFO] - ===> Epoch[344](8937/26): Loss 0.5975, Sem 0.3169, dir -0.1201, norm 0.4007, swav 0.0000 LR: 1.331e-02 Score 90.242 Data time: 0.2034, Forward time: 2.2721, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.1406 [2020-11-09 04:38:29,694][root][INFO] - ===> Epoch[344](8938/26): Loss 0.5764, Sem 0.2871, dir -0.1210, norm 0.4103, swav 0.0000 LR: 1.330e-02 Score 91.125 Data time: 0.1837, Forward time: 2.2721, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.6920 [2020-11-09 04:38:34,518][root][INFO] - ===> Epoch[344](8939/26): Loss 0.5807, Sem 0.2904, dir -0.1008, norm 0.3911, swav 0.0000 LR: 1.329e-02 Score 92.048 Data time: 0.2370, Forward time: 2.2721, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.7494 [2020-11-09 04:38:40,951][root][INFO] - ===> Epoch[344](8940/26): Loss 0.5184, Sem 0.3237, dir -0.1253, norm 0.3199, swav 0.0000 LR: 1.328e-02 Score 90.942 Data time: 0.2112, Forward time: 2.2721, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.3163 [2020-11-09 04:38:46,274][root][INFO] - ===> Epoch[344](8941/26): Loss 0.5215, Sem 0.2928, dir -0.1348, norm 0.3635, swav 0.0000 LR: 1.327e-02 Score 91.122 Data time: 0.2426, Forward time: 2.2721, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.2155 [2020-11-09 04:38:52,037][root][INFO] - ===> Epoch[344](8942/26): Loss 0.4799, Sem 0.2307, dir -0.0778, norm 0.3269, swav 0.0000 LR: 1.325e-02 Score 93.096 Data time: 0.1684, Forward time: 2.2721, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.6410 [2020-11-09 04:38:58,123][root][INFO] - ===> Epoch[344](8943/26): Loss 0.5370, Sem 0.2522, dir -0.0724, norm 0.3572, swav 0.0000 LR: 1.324e-02 Score 90.172 Data time: 0.1729, Forward time: 2.2720, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.0004 [2020-11-09 04:39:04,578][root][INFO] - ===> Epoch[344](8944/26): Loss 0.6100, Sem 0.3114, dir -0.0835, norm 0.3821, swav 0.0000 LR: 1.323e-02 Score 89.391 Data time: 0.2122, Forward time: 2.2720, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.3714 [2020-11-09 04:39:09,703][root][INFO] - ===> Epoch[345](8945/26): Loss 0.4290, Sem 0.2877, dir -0.1406, norm 0.2819, swav 0.0000 LR: 1.322e-02 Score 89.089 Data time: 0.2191, Forward time: 2.2720, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.0422 [2020-11-09 04:39:14,824][root][INFO] - ===> Epoch[345](8946/26): Loss 0.4891, Sem 0.2360, dir -0.0869, norm 0.3399, swav 0.0000 LR: 1.321e-02 Score 90.772 Data time: 0.1684, Forward time: 2.2720, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.0003 [2020-11-09 04:39:19,936][root][INFO] - ===> Epoch[345](8947/26): Loss 0.5683, Sem 0.2632, dir -0.0956, norm 0.4007, swav 0.0000 LR: 1.320e-02 Score 92.439 Data time: 0.2002, Forward time: 2.2719, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.0491 [2020-11-09 04:39:27,209][root][INFO] - ===> Epoch[345](8948/26): Loss 0.5800, Sem 0.2513, dir -0.0869, norm 0.4156, swav 0.0000 LR: 1.319e-02 Score 91.992 Data time: 0.2126, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 7.1783 [2020-11-09 04:39:33,021][root][INFO] - ===> Epoch[345](8949/26): Loss 0.4732, Sem 0.2184, dir -0.1260, norm 0.3808, swav 0.0000 LR: 1.318e-02 Score 92.546 Data time: 0.2029, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.7134 [2020-11-09 04:39:38,595][root][INFO] - ===> Epoch[345](8950/26): Loss 0.5747, Sem 0.2802, dir -0.1104, norm 0.4048, swav 0.0000 LR: 1.316e-02 Score 91.732 Data time: 0.2028, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.4650 [2020-11-09 04:39:44,486][root][INFO] - ===> Epoch[345](8951/26): Loss 0.7004, Sem 0.2969, dir -0.1073, norm 0.5108, swav 0.0000 LR: 1.315e-02 Score 91.017 Data time: 0.1441, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.7854 [2020-11-09 04:39:49,647][root][INFO] - ===> Epoch[345](8952/26): Loss 0.3683, Sem 0.1471, dir -0.1434, norm 0.3647, swav 0.0000 LR: 1.314e-02 Score 96.822 Data time: 0.1602, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.0669 [2020-11-09 04:39:54,824][root][INFO] - ===> Epoch[345](8953/26): Loss 0.5083, Sem 0.2856, dir -0.1715, norm 0.3943, swav 0.0000 LR: 1.313e-02 Score 90.034 Data time: 0.1938, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.0735 [2020-11-09 04:40:01,658][root][INFO] - ===> Epoch[345](8954/26): Loss 0.5637, Sem 0.2879, dir -0.1303, norm 0.4061, swav 0.0000 LR: 1.312e-02 Score 90.852 Data time: 0.2256, Forward time: 2.2718, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.7186 [2020-11-09 04:40:06,416][root][INFO] - ===> Epoch[345](8955/26): Loss 0.4905, Sem 0.2829, dir -0.1304, norm 0.3380, swav 0.0000 LR: 1.311e-02 Score 92.350 Data time: 0.2228, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.6361 [2020-11-09 04:40:11,578][root][INFO] - ===> Epoch[345](8956/26): Loss 0.5064, Sem 0.2287, dir -0.1234, norm 0.4012, swav 0.0000 LR: 1.310e-02 Score 92.482 Data time: 0.2559, Forward time: 2.2718, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.0466 [2020-11-09 04:40:17,018][root][INFO] - ===> Epoch[345](8957/26): Loss 0.6063, Sem 0.2364, dir -0.0746, norm 0.4444, swav 0.0000 LR: 1.309e-02 Score 90.551 Data time: 0.2999, Forward time: 2.2718, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.3188 [2020-11-09 04:40:22,308][root][INFO] - ===> Epoch[345](8958/26): Loss 0.4575, Sem 0.2666, dir -0.1590, norm 0.3499, swav 0.0000 LR: 1.307e-02 Score 90.053 Data time: 0.2097, Forward time: 2.2718, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.1621 [2020-11-09 04:40:29,433][root][INFO] - ===> Epoch[345](8959/26): Loss 0.6738, Sem 0.4129, dir -0.1350, norm 0.3959, swav 0.0000 LR: 1.306e-02 Score 87.046 Data time: 0.2875, Forward time: 2.2719, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.9959 [2020-11-09 04:40:36,336][root][INFO] - ===> Epoch[345](8960/26): Loss 0.4913, Sem 0.2211, dir -0.0932, norm 0.3634, swav 0.0000 LR: 1.305e-02 Score 93.872 Data time: 0.1700, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.7462 [2020-11-09 04:40:42,138][root][INFO] - ===> Epoch[345](8961/26): Loss 0.5219, Sem 0.2288, dir -0.1023, norm 0.3955, swav 0.0000 LR: 1.304e-02 Score 91.948 Data time: 0.2109, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.7015 [2020-11-09 04:40:49,927][root][INFO] - ===> Epoch[345](8962/26): Loss 0.4392, Sem 0.2390, dir -0.1456, norm 0.3458, swav 0.0000 LR: 1.303e-02 Score 93.212 Data time: 0.2215, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 7.6725 [2020-11-09 04:40:56,275][root][INFO] - ===> Epoch[345](8963/26): Loss 0.4271, Sem 0.2497, dir -0.1444, norm 0.3219, swav 0.0000 LR: 1.302e-02 Score 91.634 Data time: 0.2240, Forward time: 2.2718, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 6.2372 [2020-11-09 04:41:01,362][root][INFO] - ===> Epoch[345](8964/26): Loss 0.4398, Sem 0.2431, dir -0.1755, norm 0.3722, swav 0.0000 LR: 1.301e-02 Score 91.030 Data time: 0.2103, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.9329 [2020-11-09 04:41:07,141][root][INFO] - ===> Epoch[345](8965/26): Loss 0.4468, Sem 0.2328, dir -0.1391, norm 0.3531, swav 0.0000 LR: 1.300e-02 Score 94.202 Data time: 0.2678, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.6695 [2020-11-09 04:41:13,527][root][INFO] - ===> Epoch[345](8966/26): Loss 0.7727, Sem 0.3821, dir -0.0808, norm 0.4714, swav 0.0000 LR: 1.298e-02 Score 90.062 Data time: 0.2135, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.2305 [2020-11-09 04:41:18,461][root][INFO] - ===> Epoch[345](8967/26): Loss 0.5705, Sem 0.2924, dir -0.1384, norm 0.4164, swav 0.0000 LR: 1.297e-02 Score 90.614 Data time: 0.1824, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.8068 [2020-11-09 04:41:23,854][root][INFO] - ===> Epoch[345](8968/26): Loss 0.5064, Sem 0.2679, dir -0.0879, norm 0.3264, swav 0.0000 LR: 1.296e-02 Score 91.550 Data time: 0.1809, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.3070 [2020-11-09 04:41:28,839][root][INFO] - ===> Epoch[345](8969/26): Loss 0.4668, Sem 0.3108, dir -0.1495, norm 0.3055, swav 0.0000 LR: 1.295e-02 Score 89.610 Data time: 0.2153, Forward time: 2.2719, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 4.9219 [2020-11-09 04:41:34,655][root][INFO] - ===> Epoch[345](8970/26): Loss 0.5678, Sem 0.2733, dir -0.1262, norm 0.4206, swav 0.0000 LR: 1.294e-02 Score 90.447 Data time: 0.1681, Forward time: 2.2718, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.7152 [2020-11-09 04:41:40,642][root][INFO] - ===> Epoch[346](8971/26): Loss 0.5211, Sem 0.3114, dir -0.1472, norm 0.3570, swav 0.0000 LR: 1.293e-02 Score 90.051 Data time: 0.2035, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.9128 [2020-11-09 04:41:45,308][root][INFO] - ===> Epoch[346](8972/26): Loss 0.4703, Sem 0.2683, dir -0.1489, norm 0.3509, swav 0.0000 LR: 1.292e-02 Score 91.792 Data time: 0.1717, Forward time: 2.2717, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 4.5462 [2020-11-09 04:41:50,122][root][INFO] - ===> Epoch[346](8973/26): Loss 0.4110, Sem 0.2864, dir -0.1215, norm 0.2460, swav 0.0000 LR: 1.290e-02 Score 89.553 Data time: 0.2341, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.7428 [2020-11-09 04:41:55,215][root][INFO] - ===> Epoch[346](8974/26): Loss 0.3985, Sem 0.2493, dir -0.2137, norm 0.3630, swav 0.0000 LR: 1.289e-02 Score 91.979 Data time: 0.2185, Forward time: 2.2717, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.9938 [2020-11-09 04:42:01,738][root][INFO] - ===> Epoch[346](8975/26): Loss 0.5250, Sem 0.3705, dir -0.1825, norm 0.3370, swav 0.0000 LR: 1.288e-02 Score 89.439 Data time: 0.3167, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.4277 [2020-11-09 04:42:08,530][root][INFO] - ===> Epoch[346](8976/26): Loss 0.3589, Sem 0.2174, dir -0.1341, norm 0.2756, swav 0.0000 LR: 1.287e-02 Score 91.161 Data time: 0.2062, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.6660 [2020-11-09 04:42:14,521][root][INFO] - ===> Epoch[346](8977/26): Loss 0.3697, Sem 0.2311, dir -0.1439, norm 0.2824, swav 0.0000 LR: 1.286e-02 Score 90.864 Data time: 0.2635, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.8632 [2020-11-09 04:42:20,296][root][INFO] - ===> Epoch[346](8978/26): Loss 0.5742, Sem 0.2730, dir -0.1265, norm 0.4277, swav 0.0000 LR: 1.285e-02 Score 90.592 Data time: 0.1951, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.6536 [2020-11-09 04:42:26,920][root][INFO] - ===> Epoch[346](8979/26): Loss 0.4346, Sem 0.2287, dir -0.1317, norm 0.3376, swav 0.0000 LR: 1.284e-02 Score 93.108 Data time: 0.1969, Forward time: 2.2719, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.4892 [2020-11-09 04:42:32,675][root][INFO] - ===> Epoch[346](8980/26): Loss 0.4646, Sem 0.2978, dir -0.1567, norm 0.3234, swav 0.0000 LR: 1.283e-02 Score 89.906 Data time: 0.2490, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.6490 [2020-11-09 04:42:38,394][root][INFO] - ===> Epoch[346](8981/26): Loss 0.4914, Sem 0.3304, dir -0.2033, norm 0.3643, swav 0.0000 LR: 1.281e-02 Score 88.679 Data time: 0.1627, Forward time: 2.2719, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.5957 [2020-11-09 04:42:42,730][root][INFO] - ===> Epoch[346](8982/26): Loss 0.4623, Sem 0.2753, dir -0.1010, norm 0.2880, swav 0.0000 LR: 1.280e-02 Score 91.156 Data time: 0.1979, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.2416 [2020-11-09 04:42:49,197][root][INFO] - ===> Epoch[346](8983/26): Loss 0.4279, Sem 0.2191, dir -0.1323, norm 0.3411, swav 0.0000 LR: 1.279e-02 Score 92.364 Data time: 0.2580, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.3692 [2020-11-09 04:42:54,941][root][INFO] - ===> Epoch[346](8984/26): Loss 0.3935, Sem 0.2705, dir -0.1206, norm 0.2436, swav 0.0000 LR: 1.278e-02 Score 91.655 Data time: 0.2340, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.6056 [2020-11-09 04:43:01,133][root][INFO] - ===> Epoch[346](8985/26): Loss 0.5187, Sem 0.3475, dir -0.0989, norm 0.2702, swav 0.0000 LR: 1.277e-02 Score 90.181 Data time: 0.2476, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.0662 [2020-11-09 04:43:06,840][root][INFO] - ===> Epoch[346](8986/26): Loss 0.4892, Sem 0.2722, dir -0.1586, norm 0.3756, swav 0.0000 LR: 1.276e-02 Score 90.385 Data time: 0.1953, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.5807 [2020-11-09 04:43:11,990][root][INFO] - ===> Epoch[346](8987/26): Loss 0.3641, Sem 0.2090, dir -0.1736, norm 0.3287, swav 0.0000 LR: 1.275e-02 Score 93.294 Data time: 0.1955, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.0479 [2020-11-09 04:43:16,629][root][INFO] - ===> Epoch[346](8988/26): Loss 0.4728, Sem 0.3127, dir -0.1573, norm 0.3173, swav 0.0000 LR: 1.274e-02 Score 90.171 Data time: 0.2262, Forward time: 2.2718, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.5146 [2020-11-09 04:43:23,197][root][INFO] - ===> Epoch[346](8989/26): Loss 0.4122, Sem 0.2729, dir -0.1957, norm 0.3350, swav 0.0000 LR: 1.272e-02 Score 91.725 Data time: 0.2346, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.4428 [2020-11-09 04:43:29,314][root][INFO] - ===> Epoch[346](8990/26): Loss 0.3934, Sem 0.1855, dir -0.1525, norm 0.3604, swav 0.0000 LR: 1.271e-02 Score 93.293 Data time: 0.1944, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.9760 [2020-11-09 04:43:34,961][root][INFO] - ===> Epoch[346](8991/26): Loss 0.4046, Sem 0.2502, dir -0.1614, norm 0.3157, swav 0.0000 LR: 1.270e-02 Score 91.999 Data time: 0.2275, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.5332 [2020-11-09 04:43:40,925][root][INFO] - ===> Epoch[346](8992/26): Loss 0.4358, Sem 0.2395, dir -0.1557, norm 0.3520, swav 0.0000 LR: 1.269e-02 Score 91.691 Data time: 0.2303, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.8464 [2020-11-09 04:43:46,761][root][INFO] - ===> Epoch[346](8993/26): Loss 0.4093, Sem 0.2646, dir -0.1311, norm 0.2758, swav 0.0000 LR: 1.268e-02 Score 91.839 Data time: 0.2850, Forward time: 2.2720, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.7171 [2020-11-09 04:43:53,387][root][INFO] - ===> Epoch[346](8994/26): Loss 0.3561, Sem 0.2433, dir -0.1752, norm 0.2880, swav 0.0000 LR: 1.267e-02 Score 92.308 Data time: 0.2179, Forward time: 2.2720, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.5011 [2020-11-09 04:44:00,354][root][INFO] - ===> Epoch[346](8995/26): Loss 0.4200, Sem 0.2036, dir -0.1424, norm 0.3589, swav 0.0000 LR: 1.266e-02 Score 92.169 Data time: 0.1519, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.8661 [2020-11-09 04:44:05,993][root][INFO] - ===> Epoch[346](8996/26): Loss 0.5215, Sem 0.3146, dir -0.1000, norm 0.3069, swav 0.0000 LR: 1.264e-02 Score 90.836 Data time: 0.1637, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.5634 [2020-11-09 04:44:11,307][root][INFO] - ===> Epoch[347](8997/26): Loss 0.5953, Sem 0.3550, dir -0.1007, norm 0.3409, swav 0.0000 LR: 1.263e-02 Score 88.740 Data time: 0.1621, Forward time: 2.2718, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.2283 [2020-11-09 04:44:16,083][root][INFO] - ===> Epoch[347](8998/26): Loss 0.4205, Sem 0.3370, dir -0.1959, norm 0.2794, swav 0.0000 LR: 1.262e-02 Score 89.091 Data time: 0.2070, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.7157 [2020-11-09 04:44:22,011][root][INFO] - ===> Epoch[347](8999/26): Loss 0.4149, Sem 0.2647, dir -0.1676, norm 0.3178, swav 0.0000 LR: 1.261e-02 Score 89.786 Data time: 0.2660, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.8193 [2020-11-09 04:44:27,042][root][INFO] - ===> Epoch[347](9000/26): Loss 0.4098, Sem 0.1931, dir -0.1362, norm 0.3530, swav 0.0000 LR: 1.260e-02 Score 94.891 Data time: 0.2223, Forward time: 2.2718, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 4.8994 [2020-11-09 04:44:27,722][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 04:44:27,903][root][INFO] - ===> Start testing [2020-11-09 04:45:54,411][root][INFO] - 101/312: Data time: 0.0064, Iter time: 0.1493 Loss 0.210 (AVG: 0.744) Score 92.371 (AVG: 80.488) mIOU 51.722 mAP 61.701 mAcc 62.829 IOU: 71.917 95.218 37.914 58.044 79.472 80.761 65.803 37.381 34.134 61.907 3.510 39.847 39.018 55.500 13.279 39.662 81.897 41.254 73.157 24.767 mAP: 72.975 96.309 47.639 62.490 83.134 84.562 70.954 48.403 45.602 60.415 17.237 45.504 50.505 75.373 33.451 77.198 94.654 52.902 79.059 35.644 mAcc: 89.422 97.375 55.268 69.767 87.801 93.272 83.157 48.111 46.038 75.148 4.841 53.319 55.378 68.466 20.551 55.062 87.761 46.606 86.982 32.260 [2020-11-09 04:47:14,103][root][INFO] - 201/312: Data time: 0.0085, Iter time: 0.3958 Loss 0.580 (AVG: 0.733) Score 84.202 (AVG: 80.880) mIOU 52.706 mAP 61.460 mAcc 63.435 IOU: 72.320 95.477 36.959 62.437 81.295 77.742 64.746 32.939 36.994 62.412 7.162 46.634 40.390 60.913 10.927 40.478 79.823 43.650 72.989 27.843 mAP: 73.935 96.213 51.191 62.621 85.017 78.952 67.690 45.959 46.381 60.619 22.103 46.349 54.480 73.672 27.690 78.055 92.329 54.508 76.372 35.069 mAcc: 89.141 97.849 59.131 72.356 88.372 91.978 79.418 43.125 49.318 73.189 9.929 56.045 61.723 74.394 15.056 54.830 84.997 48.392 83.173 36.293 [2020-11-09 04:48:39,810][root][INFO] - 301/312: Data time: 0.0079, Iter time: 0.4154 Loss 1.534 (AVG: 0.752) Score 69.352 (AVG: 80.677) mIOU 52.447 mAP 60.909 mAcc 63.119 IOU: 73.056 95.247 41.663 63.559 79.952 75.517 61.556 31.929 39.654 58.795 6.158 47.804 41.453 55.586 13.702 45.148 79.053 36.257 74.837 28.016 mAP: 74.503 96.020 51.657 63.112 82.949 78.055 65.011 44.542 48.630 58.733 19.537 50.299 52.162 66.576 33.263 79.974 91.593 50.106 78.264 33.202 mAcc: 89.009 97.878 64.019 70.700 86.914 89.316 77.470 42.449 53.045 72.877 8.449 56.280 62.031 66.095 17.465 60.383 85.138 40.298 84.279 38.281 [2020-11-09 04:48:48,989][root][INFO] - 312/312: Data time: 0.0029, Iter time: 0.1865 Loss 0.286 (AVG: 0.755) Score 89.918 (AVG: 80.651) mIOU 52.645 mAP 61.104 mAcc 63.417 IOU: 72.875 95.262 42.540 62.230 80.252 76.238 61.543 32.203 39.946 59.092 6.080 47.594 41.761 56.243 15.069 45.487 79.451 36.105 75.013 27.922 mAP: 74.486 96.106 51.985 63.343 83.196 77.980 65.093 45.224 48.838 58.620 19.628 50.558 52.346 67.017 34.107 79.660 91.584 49.964 78.886 33.452 mAcc: 89.066 97.890 64.481 70.977 87.122 89.762 77.320 43.017 52.915 73.252 8.344 56.964 62.324 66.786 19.182 61.398 85.449 40.049 84.618 37.424 [2020-11-09 04:48:48,990][root][INFO] - Finished test. Elapsed time: 261.0854 [2020-11-09 04:49:03,357][root][INFO] - [2020-11-09 04:49:03,358][root][INFO] - ################################################################ [2020-11-09 04:49:03,358][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 04:49:03,358][root][INFO] - ################################################################ [2020-11-09 04:49:03,358][root][INFO] - cabinet : 0.038 0.137 0.327 [2020-11-09 04:49:03,358][root][INFO] - bed : 0.159 0.425 0.576 [2020-11-09 04:49:03,358][root][INFO] - chair : 0.302 0.482 0.638 [2020-11-09 04:49:03,358][root][INFO] - sofa : 0.223 0.464 0.573 [2020-11-09 04:49:03,358][root][INFO] - table : 0.185 0.423 0.584 [2020-11-09 04:49:03,358][root][INFO] - door : 0.023 0.067 0.228 [2020-11-09 04:49:03,358][root][INFO] - window : 0.016 0.064 0.258 [2020-11-09 04:49:03,359][root][INFO] - bookshelf : 0.042 0.160 0.408 [2020-11-09 04:49:03,359][root][INFO] - picture : 0.005 0.011 0.041 [2020-11-09 04:49:03,359][root][INFO] - counter : 0.008 0.029 0.290 [2020-11-09 04:49:03,359][root][INFO] - desk : 0.003 0.017 0.223 [2020-11-09 04:49:03,359][root][INFO] - curtain : 0.103 0.223 0.442 [2020-11-09 04:49:03,359][root][INFO] - refrigerator : 0.000 0.003 0.029 [2020-11-09 04:49:03,359][root][INFO] - shower curtain : 0.142 0.291 0.426 [2020-11-09 04:49:03,359][root][INFO] - toilet : 0.568 0.875 0.941 [2020-11-09 04:49:03,359][root][INFO] - sink : 0.083 0.157 0.253 [2020-11-09 04:49:03,359][root][INFO] - bathtub : 0.196 0.403 0.629 [2020-11-09 04:49:03,359][root][INFO] - otherfurniture : 0.036 0.091 0.271 [2020-11-09 04:49:03,359][root][INFO] - ---------------------------------------------------------------- [2020-11-09 04:49:03,359][root][INFO] - average : 0.118 0.240 0.396 [2020-11-09 04:49:03,359][root][INFO] - [2020-11-09 04:49:03,567][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 04:49:04,253][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 04:49:04,421][root][INFO] - Current best mIoU: 52.645 at iter 9000 [2020-11-09 04:49:10,002][root][INFO] - ===> Epoch[347](9001/26): Loss 0.3874, Sem 0.2497, dir -0.1506, norm 0.2884, swav 0.0000 LR: 1.259e-02 Score 92.218 Data time: 0.2499, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.5737 [2020-11-09 04:49:17,050][root][INFO] - ===> Epoch[347](9002/26): Loss 0.5074, Sem 0.2085, dir -0.1365, norm 0.4355, swav 0.0000 LR: 1.258e-02 Score 92.062 Data time: 0.2193, Forward time: 2.2719, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.9368 [2020-11-09 04:49:21,749][root][INFO] - ===> Epoch[347](9003/26): Loss 0.5131, Sem 0.2400, dir -0.1138, norm 0.3868, swav 0.0000 LR: 1.257e-02 Score 92.539 Data time: 0.1936, Forward time: 2.2718, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 4.6064 [2020-11-09 04:49:27,179][root][INFO] - ===> Epoch[347](9004/26): Loss 0.6218, Sem 0.3030, dir -0.1077, norm 0.4265, swav 0.0000 LR: 1.255e-02 Score 89.929 Data time: 0.1780, Forward time: 2.2718, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.3479 [2020-11-09 04:49:32,811][root][INFO] - ===> Epoch[347](9005/26): Loss 0.3768, Sem 0.2401, dir -0.1127, norm 0.2494, swav 0.0000 LR: 1.254e-02 Score 91.906 Data time: 0.2697, Forward time: 2.2719, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.5319 [2020-11-09 04:49:37,814][root][INFO] - ===> Epoch[347](9006/26): Loss 0.4407, Sem 0.2603, dir -0.1902, norm 0.3706, swav 0.0000 LR: 1.253e-02 Score 90.312 Data time: 0.2157, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.8782 [2020-11-09 04:49:44,191][root][INFO] - ===> Epoch[347](9007/26): Loss 0.5054, Sem 0.3068, dir -0.1551, norm 0.3538, swav 0.0000 LR: 1.252e-02 Score 90.093 Data time: 0.1802, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.2720 [2020-11-09 04:49:48,965][root][INFO] - ===> Epoch[347](9008/26): Loss 0.3869, Sem 0.2418, dir -0.0981, norm 0.2432, swav 0.0000 LR: 1.251e-02 Score 90.938 Data time: 0.1799, Forward time: 2.2718, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.6847 [2020-11-09 04:49:54,679][root][INFO] - ===> Epoch[347](9009/26): Loss 0.3970, Sem 0.1657, dir -0.1843, norm 0.4156, swav 0.0000 LR: 1.250e-02 Score 94.842 Data time: 0.2618, Forward time: 2.2718, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.5918 [2020-11-09 04:50:01,189][root][INFO] - ===> Epoch[347](9010/26): Loss 0.5630, Sem 0.3169, dir -0.1246, norm 0.3707, swav 0.0000 LR: 1.249e-02 Score 89.826 Data time: 0.2246, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.3788 [2020-11-09 04:50:06,269][root][INFO] - ===> Epoch[347](9011/26): Loss 0.4087, Sem 0.2559, dir -0.0601, norm 0.2129, swav 0.0000 LR: 1.247e-02 Score 91.098 Data time: 0.1900, Forward time: 2.2718, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.9478 [2020-11-09 04:50:11,553][root][INFO] - ===> Epoch[347](9012/26): Loss 0.5388, Sem 0.2830, dir -0.0842, norm 0.3401, swav 0.0000 LR: 1.246e-02 Score 91.064 Data time: 0.2296, Forward time: 2.2718, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.1791 [2020-11-09 04:50:17,911][root][INFO] - ===> Epoch[347](9013/26): Loss 0.4296, Sem 0.1938, dir -0.1478, norm 0.3837, swav 0.0000 LR: 1.245e-02 Score 93.136 Data time: 0.2636, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.2435 [2020-11-09 04:50:23,574][root][INFO] - ===> Epoch[347](9014/26): Loss 0.6312, Sem 0.3337, dir -0.1289, norm 0.4263, swav 0.0000 LR: 1.244e-02 Score 89.445 Data time: 0.2579, Forward time: 2.2719, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.5331 [2020-11-09 04:50:29,231][root][INFO] - ===> Epoch[347](9015/26): Loss 0.4072, Sem 0.2675, dir -0.1490, norm 0.2887, swav 0.0000 LR: 1.243e-02 Score 91.720 Data time: 0.1856, Forward time: 2.2719, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.5191 [2020-11-09 04:50:34,895][root][INFO] - ===> Epoch[347](9016/26): Loss 0.5743, Sem 0.3902, dir -0.1591, norm 0.3432, swav 0.0000 LR: 1.242e-02 Score 89.194 Data time: 0.2436, Forward time: 2.2719, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.5639 [2020-11-09 04:50:41,957][root][INFO] - ===> Epoch[347](9017/26): Loss 0.4013, Sem 0.2646, dir -0.1518, norm 0.2886, swav 0.0000 LR: 1.241e-02 Score 90.833 Data time: 0.2149, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.9389 [2020-11-09 04:50:47,706][root][INFO] - ===> Epoch[347](9018/26): Loss 0.4866, Sem 0.2346, dir -0.1413, norm 0.3933, swav 0.0000 LR: 1.240e-02 Score 91.349 Data time: 0.2544, Forward time: 2.2720, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.6151 [2020-11-09 04:50:53,269][root][INFO] - ===> Epoch[347](9019/26): Loss 0.4908, Sem 0.2602, dir -0.1107, norm 0.3413, swav 0.0000 LR: 1.238e-02 Score 90.832 Data time: 0.2313, Forward time: 2.2720, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.4397 [2020-11-09 04:51:00,866][root][INFO] - ===> Epoch[347](9020/26): Loss 0.5825, Sem 0.3494, dir -0.1797, norm 0.4128, swav 0.0000 LR: 1.237e-02 Score 88.972 Data time: 0.2683, Forward time: 2.2721, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 7.5051 [2020-11-09 04:51:07,063][root][INFO] - ===> Epoch[347](9021/26): Loss 0.2735, Sem 0.2020, dir -0.1761, norm 0.2476, swav 0.0000 LR: 1.236e-02 Score 93.601 Data time: 0.2975, Forward time: 2.2722, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.0779 [2020-11-09 04:51:11,857][root][INFO] - ===> Epoch[347](9022/26): Loss 0.4455, Sem 0.2309, dir -0.1447, norm 0.3593, swav 0.0000 LR: 1.235e-02 Score 91.585 Data time: 0.1148, Forward time: 2.2720, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.6598 [2020-11-09 04:51:19,357][root][INFO] - ===> Epoch[348](9023/26): Loss 0.4236, Sem 0.2507, dir -0.1775, norm 0.3505, swav 0.0000 LR: 1.234e-02 Score 92.784 Data time: 0.2338, Forward time: 2.2720, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 7.4549 [2020-11-09 04:51:26,286][root][INFO] - ===> Epoch[348](9024/26): Loss 0.4149, Sem 0.2329, dir -0.1779, norm 0.3599, swav 0.0000 LR: 1.233e-02 Score 91.921 Data time: 0.3445, Forward time: 2.2722, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.8572 [2020-11-09 04:51:33,174][root][INFO] - ===> Epoch[348](9025/26): Loss 0.5834, Sem 0.2986, dir -0.1171, norm 0.4020, swav 0.0000 LR: 1.232e-02 Score 89.988 Data time: 0.1889, Forward time: 2.2722, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.7483 [2020-11-09 04:51:38,380][root][INFO] - ===> Epoch[348](9026/26): Loss 0.4918, Sem 0.2988, dir -0.1547, norm 0.3477, swav 0.0000 LR: 1.230e-02 Score 89.176 Data time: 0.1690, Forward time: 2.2721, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.1127 [2020-11-09 04:51:43,710][root][INFO] - ===> Epoch[348](9027/26): Loss 0.4609, Sem 0.2760, dir -0.1101, norm 0.2950, swav 0.0000 LR: 1.229e-02 Score 90.288 Data time: 0.2004, Forward time: 2.2721, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.2571 [2020-11-09 04:51:49,580][root][INFO] - ===> Epoch[348](9028/26): Loss 0.4784, Sem 0.3140, dir -0.1618, norm 0.3262, swav 0.0000 LR: 1.228e-02 Score 90.084 Data time: 0.2211, Forward time: 2.2721, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.7624 [2020-11-09 04:51:55,526][root][INFO] - ===> Epoch[348](9029/26): Loss 0.6057, Sem 0.4010, dir -0.1899, norm 0.3946, swav 0.0000 LR: 1.227e-02 Score 86.385 Data time: 0.2904, Forward time: 2.2721, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.8349 [2020-11-09 04:52:00,999][root][INFO] - ===> Epoch[348](9030/26): Loss 0.6013, Sem 0.3996, dir -0.1287, norm 0.3305, swav 0.0000 LR: 1.226e-02 Score 86.910 Data time: 0.1939, Forward time: 2.2721, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.3239 [2020-11-09 04:52:06,101][root][INFO] - ===> Epoch[348](9031/26): Loss 0.5513, Sem 0.3280, dir -0.1339, norm 0.3572, swav 0.0000 LR: 1.225e-02 Score 89.443 Data time: 0.2283, Forward time: 2.2721, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 4.9902 [2020-11-09 04:52:11,003][root][INFO] - ===> Epoch[348](9032/26): Loss 0.4608, Sem 0.2586, dir -0.1296, norm 0.3318, swav 0.0000 LR: 1.224e-02 Score 91.488 Data time: 0.2326, Forward time: 2.2722, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.7946 [2020-11-09 04:52:15,556][root][INFO] - ===> Epoch[348](9033/26): Loss 0.4658, Sem 0.2680, dir -0.1570, norm 0.3548, swav 0.0000 LR: 1.222e-02 Score 90.871 Data time: 0.2114, Forward time: 2.2722, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.4572 [2020-11-09 04:52:20,522][root][INFO] - ===> Epoch[348](9034/26): Loss 0.4972, Sem 0.2859, dir -0.1003, norm 0.3116, swav 0.0000 LR: 1.221e-02 Score 90.647 Data time: 0.1212, Forward time: 2.2721, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.8466 [2020-11-09 04:52:25,080][root][INFO] - ===> Epoch[348](9035/26): Loss 0.4127, Sem 0.2665, dir -0.1364, norm 0.2826, swav 0.0000 LR: 1.220e-02 Score 91.195 Data time: 0.1900, Forward time: 2.2720, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.5127 [2020-11-09 04:52:30,565][root][INFO] - ===> Epoch[348](9036/26): Loss 0.6058, Sem 0.4000, dir -0.1056, norm 0.3114, swav 0.0000 LR: 1.219e-02 Score 87.948 Data time: 0.2023, Forward time: 2.2720, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.3946 [2020-11-09 04:52:35,615][root][INFO] - ===> Epoch[348](9037/26): Loss 0.4733, Sem 0.2989, dir -0.1963, norm 0.3706, swav 0.0000 LR: 1.218e-02 Score 90.257 Data time: 0.2354, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.9454 [2020-11-09 04:52:40,878][root][INFO] - ===> Epoch[348](9038/26): Loss 0.3992, Sem 0.2694, dir -0.1377, norm 0.2675, swav 0.0000 LR: 1.217e-02 Score 90.699 Data time: 0.1538, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.1607 [2020-11-09 04:52:46,379][root][INFO] - ===> Epoch[348](9039/26): Loss 0.4793, Sem 0.3062, dir -0.1434, norm 0.3165, swav 0.0000 LR: 1.216e-02 Score 90.935 Data time: 0.2051, Forward time: 2.2719, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.4127 [2020-11-09 04:52:52,180][root][INFO] - ===> Epoch[348](9040/26): Loss 0.4312, Sem 0.2902, dir -0.1597, norm 0.3007, swav 0.0000 LR: 1.215e-02 Score 91.458 Data time: 0.2600, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.7076 [2020-11-09 04:52:58,428][root][INFO] - ===> Epoch[348](9041/26): Loss 0.4980, Sem 0.2927, dir -0.1517, norm 0.3570, swav 0.0000 LR: 1.213e-02 Score 91.097 Data time: 0.2549, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.1294 [2020-11-09 04:53:04,380][root][INFO] - ===> Epoch[348](9042/26): Loss 0.4861, Sem 0.2580, dir -0.1264, norm 0.3545, swav 0.0000 LR: 1.212e-02 Score 90.695 Data time: 0.2295, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.8211 [2020-11-09 04:53:08,986][root][INFO] - ===> Epoch[348](9043/26): Loss 0.3579, Sem 0.2754, dir -0.1949, norm 0.2774, swav 0.0000 LR: 1.211e-02 Score 89.707 Data time: 0.1300, Forward time: 2.2719, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.5083 [2020-11-09 04:53:14,434][root][INFO] - ===> Epoch[348](9044/26): Loss 0.4533, Sem 0.2614, dir -0.1340, norm 0.3259, swav 0.0000 LR: 1.210e-02 Score 91.516 Data time: 0.1577, Forward time: 2.2719, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.3992 [2020-11-09 04:53:19,254][root][INFO] - ===> Epoch[348](9045/26): Loss 0.5144, Sem 0.2938, dir -0.1429, norm 0.3634, swav 0.0000 LR: 1.209e-02 Score 91.149 Data time: 0.1429, Forward time: 2.2718, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.7370 [2020-11-09 04:53:25,297][root][INFO] - ===> Epoch[348](9046/26): Loss 0.6310, Sem 0.3114, dir -0.1177, norm 0.4372, swav 0.0000 LR: 1.208e-02 Score 90.712 Data time: 0.2131, Forward time: 2.2718, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.9782 [2020-11-09 04:53:30,891][root][INFO] - ===> Epoch[348](9047/26): Loss 0.4786, Sem 0.2956, dir -0.1634, norm 0.3464, swav 0.0000 LR: 1.207e-02 Score 91.934 Data time: 0.1704, Forward time: 2.2717, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.4750 [2020-11-09 04:53:36,051][root][INFO] - ===> Epoch[348](9048/26): Loss 0.3918, Sem 0.2567, dir -0.1436, norm 0.2787, swav 0.0000 LR: 1.205e-02 Score 91.895 Data time: 0.2444, Forward time: 2.2718, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.0835 [2020-11-09 04:53:41,812][root][INFO] - ===> Epoch[349](9049/26): Loss 0.5107, Sem 0.2734, dir -0.1509, norm 0.3882, swav 0.0000 LR: 1.204e-02 Score 91.911 Data time: 0.2686, Forward time: 2.2718, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.6400 [2020-11-09 04:53:49,038][root][INFO] - ===> Epoch[349](9050/26): Loss 0.3506, Sem 0.2239, dir -0.1710, norm 0.2977, swav 0.0000 LR: 1.203e-02 Score 91.693 Data time: 0.2611, Forward time: 2.2718, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 7.0942 [2020-11-09 04:53:55,667][root][INFO] - ===> Epoch[349](9051/26): Loss 0.4891, Sem 0.1540, dir -0.0830, norm 0.4181, swav 0.0000 LR: 1.202e-02 Score 95.594 Data time: 0.2935, Forward time: 2.2719, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.4738 [2020-11-09 04:54:02,455][root][INFO] - ===> Epoch[349](9052/26): Loss 0.4328, Sem 0.2825, dir -0.1413, norm 0.2916, swav 0.0000 LR: 1.201e-02 Score 89.328 Data time: 0.3286, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.6398 [2020-11-09 04:54:07,866][root][INFO] - ===> Epoch[349](9053/26): Loss 0.5158, Sem 0.3213, dir -0.1314, norm 0.3259, swav 0.0000 LR: 1.200e-02 Score 90.178 Data time: 0.2014, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.2993 [2020-11-09 04:54:13,515][root][INFO] - ===> Epoch[349](9054/26): Loss 0.5489, Sem 0.3068, dir -0.1164, norm 0.3585, swav 0.0000 LR: 1.199e-02 Score 88.998 Data time: 0.1847, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.5351 [2020-11-09 04:54:18,452][root][INFO] - ===> Epoch[349](9055/26): Loss 0.4514, Sem 0.2577, dir -0.1611, norm 0.3548, swav 0.0000 LR: 1.197e-02 Score 92.297 Data time: 0.1918, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.8477 [2020-11-09 04:54:24,293][root][INFO] - ===> Epoch[349](9056/26): Loss 0.4576, Sem 0.3245, dir -0.1924, norm 0.3255, swav 0.0000 LR: 1.196e-02 Score 90.911 Data time: 0.1626, Forward time: 2.2719, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.7229 [2020-11-09 04:54:29,510][root][INFO] - ===> Epoch[349](9057/26): Loss 0.5240, Sem 0.2477, dir -0.1223, norm 0.3986, swav 0.0000 LR: 1.195e-02 Score 90.360 Data time: 0.2161, Forward time: 2.2719, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.1444 [2020-11-09 04:54:35,097][root][INFO] - ===> Epoch[349](9058/26): Loss 0.6327, Sem 0.3240, dir -0.0922, norm 0.4009, swav 0.0000 LR: 1.194e-02 Score 89.021 Data time: 0.2361, Forward time: 2.2720, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.4726 [2020-11-09 04:54:41,577][root][INFO] - ===> Epoch[349](9059/26): Loss 0.3933, Sem 0.2058, dir -0.1025, norm 0.2900, swav 0.0000 LR: 1.193e-02 Score 92.856 Data time: 0.1642, Forward time: 2.2719, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.3431 [2020-11-09 04:54:47,720][root][INFO] - ===> Epoch[349](9060/26): Loss 0.4678, Sem 0.3251, dir -0.1547, norm 0.2973, swav 0.0000 LR: 1.192e-02 Score 88.835 Data time: 0.3158, Forward time: 2.2720, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.0661 [2020-11-09 04:54:54,171][root][INFO] - ===> Epoch[349](9061/26): Loss 0.3187, Sem 0.2094, dir -0.1076, norm 0.2168, swav 0.0000 LR: 1.191e-02 Score 92.108 Data time: 0.2042, Forward time: 2.2720, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 6.3115 [2020-11-09 04:54:58,703][root][INFO] - ===> Epoch[349](9062/26): Loss 0.3900, Sem 0.2313, dir -0.1430, norm 0.3017, swav 0.0000 LR: 1.189e-02 Score 93.860 Data time: 0.1116, Forward time: 2.2719, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.4238 [2020-11-09 04:55:03,216][root][INFO] - ===> Epoch[349](9063/26): Loss 0.3802, Sem 0.2014, dir -0.1131, norm 0.2920, swav 0.0000 LR: 1.188e-02 Score 94.480 Data time: 0.2027, Forward time: 2.2719, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.4349 [2020-11-09 04:55:09,379][root][INFO] - ===> Epoch[349](9064/26): Loss 0.5238, Sem 0.2507, dir -0.1049, norm 0.3780, swav 0.0000 LR: 1.187e-02 Score 93.796 Data time: 0.2271, Forward time: 2.2719, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.0446 [2020-11-09 04:55:14,802][root][INFO] - ===> Epoch[349](9065/26): Loss 0.4585, Sem 0.2855, dir -0.1544, norm 0.3275, swav 0.0000 LR: 1.186e-02 Score 89.494 Data time: 0.1652, Forward time: 2.2718, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.2940 [2020-11-09 04:55:20,541][root][INFO] - ===> Epoch[349](9066/26): Loss 0.4506, Sem 0.2461, dir -0.1309, norm 0.3353, swav 0.0000 LR: 1.185e-02 Score 91.418 Data time: 0.2652, Forward time: 2.2719, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.6447 [2020-11-09 04:55:27,172][root][INFO] - ===> Epoch[349](9067/26): Loss 0.4715, Sem 0.2810, dir -0.1214, norm 0.3118, swav 0.0000 LR: 1.184e-02 Score 91.390 Data time: 0.1847, Forward time: 2.2719, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.4956 [2020-11-09 04:55:32,559][root][INFO] - ===> Epoch[349](9068/26): Loss 0.5200, Sem 0.2755, dir -0.1157, norm 0.3603, swav 0.0000 LR: 1.183e-02 Score 90.505 Data time: 0.1192, Forward time: 2.2718, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.2802 [2020-11-09 04:55:38,327][root][INFO] - ===> Epoch[349](9069/26): Loss 0.4292, Sem 0.2684, dir -0.1152, norm 0.2761, swav 0.0000 LR: 1.182e-02 Score 90.810 Data time: 0.2508, Forward time: 2.2718, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.7053 [2020-11-09 04:55:45,318][root][INFO] - ===> Epoch[349](9070/26): Loss 0.4258, Sem 0.2636, dir -0.1359, norm 0.2981, swav 0.0000 LR: 1.180e-02 Score 89.931 Data time: 0.2152, Forward time: 2.2718, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.8547 [2020-11-09 04:55:51,170][root][INFO] - ===> Epoch[349](9071/26): Loss 0.3739, Sem 0.2485, dir -0.1778, norm 0.3032, swav 0.0000 LR: 1.179e-02 Score 91.552 Data time: 0.2404, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.7151 [2020-11-09 04:55:56,769][root][INFO] - ===> Epoch[349](9072/26): Loss 0.4376, Sem 0.2294, dir -0.1454, norm 0.3536, swav 0.0000 LR: 1.178e-02 Score 92.912 Data time: 0.2428, Forward time: 2.2719, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.4465 [2020-11-09 04:56:01,125][root][INFO] - ===> Epoch[349](9073/26): Loss 0.5507, Sem 0.2801, dir -0.1166, norm 0.3871, swav 0.0000 LR: 1.177e-02 Score 90.941 Data time: 0.2104, Forward time: 2.2719, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.2314 [2020-11-09 04:56:06,304][root][INFO] - ===> Epoch[349](9074/26): Loss 0.3925, Sem 0.2398, dir -0.1603, norm 0.3131, swav 0.0000 LR: 1.176e-02 Score 93.765 Data time: 0.1707, Forward time: 2.2718, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.0814 [2020-11-09 04:56:12,037][root][INFO] - ===> Epoch[350](9075/26): Loss 0.3962, Sem 0.2675, dir -0.1271, norm 0.2558, swav 0.0000 LR: 1.175e-02 Score 92.100 Data time: 0.2187, Forward time: 2.2718, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.6580 [2020-11-09 04:56:17,131][root][INFO] - ===> Epoch[350](9076/26): Loss 0.4950, Sem 0.3261, dir -0.1635, norm 0.3324, swav 0.0000 LR: 1.174e-02 Score 91.052 Data time: 0.1548, Forward time: 2.2717, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.9969 [2020-11-09 04:56:22,706][root][INFO] - ===> Epoch[350](9077/26): Loss 0.3560, Sem 0.2017, dir -0.1833, norm 0.3376, swav 0.0000 LR: 1.172e-02 Score 94.151 Data time: 0.2081, Forward time: 2.2717, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.5283 [2020-11-09 04:56:28,177][root][INFO] - ===> Epoch[350](9078/26): Loss 0.4141, Sem 0.2605, dir -0.1752, norm 0.3287, swav 0.0000 LR: 1.171e-02 Score 91.236 Data time: 0.2204, Forward time: 2.2717, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.3486 [2020-11-09 04:56:34,269][root][INFO] - ===> Epoch[350](9079/26): Loss 0.4515, Sem 0.2263, dir -0.1473, norm 0.3726, swav 0.0000 LR: 1.170e-02 Score 92.509 Data time: 0.2312, Forward time: 2.2718, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.9806 [2020-11-09 04:56:39,100][root][INFO] - ===> Epoch[350](9080/26): Loss 0.3345, Sem 0.1931, dir -0.1236, norm 0.2650, swav 0.0000 LR: 1.169e-02 Score 93.322 Data time: 0.1842, Forward time: 2.2717, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 4.7180 [2020-11-09 04:56:46,854][root][INFO] - ===> Epoch[350](9081/26): Loss 0.5213, Sem 0.3056, dir -0.1525, norm 0.3682, swav 0.0000 LR: 1.168e-02 Score 90.010 Data time: 0.2091, Forward time: 2.2717, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 7.6802 [2020-11-09 04:56:52,394][root][INFO] - ===> Epoch[350](9082/26): Loss 0.5006, Sem 0.2707, dir -0.1129, norm 0.3427, swav 0.0000 LR: 1.167e-02 Score 92.084 Data time: 0.1412, Forward time: 2.2717, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.4102 [2020-11-09 04:56:57,214][root][INFO] - ===> Epoch[350](9083/26): Loss 0.4502, Sem 0.2475, dir -0.1417, norm 0.3444, swav 0.0000 LR: 1.166e-02 Score 92.346 Data time: 0.2149, Forward time: 2.2716, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 4.7613 [2020-11-09 04:57:02,454][root][INFO] - ===> Epoch[350](9084/26): Loss 0.4656, Sem 0.2901, dir -0.1208, norm 0.2963, swav 0.0000 LR: 1.164e-02 Score 90.464 Data time: 0.1421, Forward time: 2.2715, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.1273 [2020-11-09 04:57:08,210][root][INFO] - ===> Epoch[350](9085/26): Loss 0.5011, Sem 0.2695, dir -0.1284, norm 0.3600, swav 0.0000 LR: 1.163e-02 Score 91.888 Data time: 0.2346, Forward time: 2.2715, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.6923 [2020-11-09 04:57:13,872][root][INFO] - ===> Epoch[350](9086/26): Loss 0.3881, Sem 0.1980, dir -0.1039, norm 0.2940, swav 0.0000 LR: 1.162e-02 Score 93.510 Data time: 0.2204, Forward time: 2.2716, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.5400 [2020-11-09 04:57:19,830][root][INFO] - ===> Epoch[350](9087/26): Loss 0.4292, Sem 0.2506, dir -0.1302, norm 0.3088, swav 0.0000 LR: 1.161e-02 Score 92.376 Data time: 0.2153, Forward time: 2.2716, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.8614 [2020-11-09 04:57:24,978][root][INFO] - ===> Epoch[350](9088/26): Loss 0.3531, Sem 0.2201, dir -0.1130, norm 0.2461, swav 0.0000 LR: 1.160e-02 Score 91.841 Data time: 0.1786, Forward time: 2.2715, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.0257 [2020-11-09 04:57:29,893][root][INFO] - ===> Epoch[350](9089/26): Loss 0.3974, Sem 0.2158, dir -0.1279, norm 0.3094, swav 0.0000 LR: 1.159e-02 Score 93.283 Data time: 0.2581, Forward time: 2.2715, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.8302 [2020-11-09 04:57:35,205][root][INFO] - ===> Epoch[350](9090/26): Loss 0.5421, Sem 0.2786, dir -0.0760, norm 0.3395, swav 0.0000 LR: 1.158e-02 Score 91.490 Data time: 0.1614, Forward time: 2.2715, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.1924 [2020-11-09 04:57:40,349][root][INFO] - ===> Epoch[350](9091/26): Loss 0.5372, Sem 0.3001, dir -0.1557, norm 0.3928, swav 0.0000 LR: 1.156e-02 Score 91.203 Data time: 0.2258, Forward time: 2.2715, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.0641 [2020-11-09 04:57:46,852][root][INFO] - ===> Epoch[350](9092/26): Loss 0.3572, Sem 0.2119, dir -0.1072, norm 0.2525, swav 0.0000 LR: 1.155e-02 Score 93.301 Data time: 0.3338, Forward time: 2.2716, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.3903 [2020-11-09 04:57:52,174][root][INFO] - ===> Epoch[350](9093/26): Loss 0.4138, Sem 0.2344, dir -0.1499, norm 0.3293, swav 0.0000 LR: 1.154e-02 Score 92.771 Data time: 0.2527, Forward time: 2.2716, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.1863 [2020-11-09 04:57:58,119][root][INFO] - ===> Epoch[350](9094/26): Loss 0.3869, Sem 0.2745, dir -0.1847, norm 0.2971, swav 0.0000 LR: 1.153e-02 Score 91.452 Data time: 0.2030, Forward time: 2.2716, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.8000 [2020-11-09 04:58:03,354][root][INFO] - ===> Epoch[350](9095/26): Loss 0.4870, Sem 0.3062, dir -0.1202, norm 0.3010, swav 0.0000 LR: 1.152e-02 Score 90.217 Data time: 0.2114, Forward time: 2.2716, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 5.1523 [2020-11-09 04:58:09,347][root][INFO] - ===> Epoch[350](9096/26): Loss 0.5235, Sem 0.2777, dir -0.1237, norm 0.3694, swav 0.0000 LR: 1.151e-02 Score 92.098 Data time: 0.3034, Forward time: 2.2717, Backward time: 3.0780, DDP time: 0.0062, Total iter time: 5.8868 [2020-11-09 04:58:15,225][root][INFO] - ===> Epoch[350](9097/26): Loss 0.5353, Sem 0.2519, dir -0.1713, norm 0.4547, swav 0.0000 LR: 1.150e-02 Score 91.587 Data time: 0.2638, Forward time: 2.2717, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 5.7425 [2020-11-09 04:58:19,922][root][INFO] - ===> Epoch[350](9098/26): Loss 0.5286, Sem 0.2475, dir -0.0934, norm 0.3745, swav 0.0000 LR: 1.148e-02 Score 90.543 Data time: 0.2278, Forward time: 2.2717, Backward time: 3.0778, DDP time: 0.0062, Total iter time: 4.5734 [2020-11-09 04:58:25,856][root][INFO] - ===> Epoch[350](9099/26): Loss 0.5726, Sem 0.2870, dir -0.1583, norm 0.4439, swav 0.0000 LR: 1.147e-02 Score 91.425 Data time: 0.2433, Forward time: 2.2718, Backward time: 3.0778, DDP time: 0.0062, Total iter time: 5.8336 [2020-11-09 04:58:32,274][root][INFO] - ===> Epoch[350](9100/26): Loss 0.4610, Sem 0.2391, dir -0.1579, norm 0.3797, swav 0.0000 LR: 1.146e-02 Score 92.382 Data time: 0.1720, Forward time: 2.2717, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 6.2990 [2020-11-09 04:58:37,405][root][INFO] - ===> Epoch[351](9101/26): Loss 0.3494, Sem 0.2893, dir -0.2401, norm 0.3002, swav 0.0000 LR: 1.145e-02 Score 91.859 Data time: 0.2277, Forward time: 2.2718, Backward time: 3.0778, DDP time: 0.0062, Total iter time: 5.0811 [2020-11-09 04:58:42,224][root][INFO] - ===> Epoch[351](9102/26): Loss 0.3207, Sem 0.2466, dir -0.2206, norm 0.2946, swav 0.0000 LR: 1.144e-02 Score 91.469 Data time: 0.1812, Forward time: 2.2717, Backward time: 3.0778, DDP time: 0.0062, Total iter time: 4.7114 [2020-11-09 04:58:47,718][root][INFO] - ===> Epoch[351](9103/26): Loss 0.5389, Sem 0.3580, dir -0.1523, norm 0.3332, swav 0.0000 LR: 1.143e-02 Score 88.709 Data time: 0.1835, Forward time: 2.2717, Backward time: 3.0778, DDP time: 0.0062, Total iter time: 5.4140 [2020-11-09 04:58:53,474][root][INFO] - ===> Epoch[351](9104/26): Loss 0.5192, Sem 0.2946, dir -0.0998, norm 0.3244, swav 0.0000 LR: 1.141e-02 Score 91.024 Data time: 0.2806, Forward time: 2.2717, Backward time: 3.0777, DDP time: 0.0062, Total iter time: 5.6658 [2020-11-09 04:58:59,611][root][INFO] - ===> Epoch[351](9105/26): Loss 0.4724, Sem 0.2985, dir -0.1603, norm 0.3342, swav 0.0000 LR: 1.140e-02 Score 89.979 Data time: 0.2261, Forward time: 2.2718, Backward time: 3.0777, DDP time: 0.0062, Total iter time: 6.0286 [2020-11-09 04:59:05,658][root][INFO] - ===> Epoch[351](9106/26): Loss 0.3977, Sem 0.2352, dir -0.1087, norm 0.2712, swav 0.0000 LR: 1.139e-02 Score 92.142 Data time: 0.2045, Forward time: 2.2718, Backward time: 3.0778, DDP time: 0.0062, Total iter time: 5.9393 [2020-11-09 04:59:12,035][root][INFO] - ===> Epoch[351](9107/26): Loss 0.3947, Sem 0.2549, dir -0.1199, norm 0.2597, swav 0.0000 LR: 1.138e-02 Score 92.488 Data time: 0.1551, Forward time: 2.2717, Backward time: 3.0779, DDP time: 0.0062, Total iter time: 6.2562 [2020-11-09 04:59:19,583][root][INFO] - ===> Epoch[351](9108/26): Loss 0.4239, Sem 0.2630, dir -0.1379, norm 0.2989, swav 0.0000 LR: 1.137e-02 Score 89.132 Data time: 0.1412, Forward time: 2.2716, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 7.4728 [2020-11-09 04:59:25,206][root][INFO] - ===> Epoch[351](9109/26): Loss 0.4392, Sem 0.2482, dir -0.1251, norm 0.3162, swav 0.0000 LR: 1.136e-02 Score 91.062 Data time: 0.1480, Forward time: 2.2715, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.5707 [2020-11-09 04:59:31,495][root][INFO] - ===> Epoch[351](9110/26): Loss 0.5044, Sem 0.2627, dir -0.1107, norm 0.3523, swav 0.0000 LR: 1.135e-02 Score 91.350 Data time: 0.2980, Forward time: 2.2716, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.2412 [2020-11-09 04:59:37,358][root][INFO] - ===> Epoch[351](9111/26): Loss 0.4409, Sem 0.2855, dir -0.1180, norm 0.2733, swav 0.0000 LR: 1.133e-02 Score 90.701 Data time: 0.2026, Forward time: 2.2717, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.7408 [2020-11-09 04:59:42,094][root][INFO] - ===> Epoch[351](9112/26): Loss 0.5287, Sem 0.2970, dir -0.1431, norm 0.3747, swav 0.0000 LR: 1.132e-02 Score 89.717 Data time: 0.2004, Forward time: 2.2716, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.6042 [2020-11-09 04:59:48,356][root][INFO] - ===> Epoch[351](9113/26): Loss 0.5642, Sem 0.2935, dir -0.1205, norm 0.3912, swav 0.0000 LR: 1.131e-02 Score 90.775 Data time: 0.2070, Forward time: 2.2716, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.1416 [2020-11-09 04:59:53,497][root][INFO] - ===> Epoch[351](9114/26): Loss 0.5516, Sem 0.3087, dir -0.2069, norm 0.4498, swav 0.0000 LR: 1.130e-02 Score 91.121 Data time: 0.2207, Forward time: 2.2716, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.0339 [2020-11-09 04:59:58,591][root][INFO] - ===> Epoch[351](9115/26): Loss 0.4107, Sem 0.2308, dir -0.1689, norm 0.3488, swav 0.0000 LR: 1.129e-02 Score 93.001 Data time: 0.2174, Forward time: 2.2715, Backward time: 3.0781, DDP time: 0.0062, Total iter time: 4.9882 [2020-11-09 05:00:04,663][root][INFO] - ===> Epoch[351](9116/26): Loss 0.6276, Sem 0.2895, dir -0.0585, norm 0.3966, swav 0.0000 LR: 1.128e-02 Score 88.274 Data time: 0.1704, Forward time: 2.2715, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.9791 [2020-11-09 05:00:09,743][root][INFO] - ===> Epoch[351](9117/26): Loss 0.5215, Sem 0.2519, dir -0.0887, norm 0.3582, swav 0.0000 LR: 1.127e-02 Score 91.821 Data time: 0.2248, Forward time: 2.2714, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.0090 [2020-11-09 05:00:15,649][root][INFO] - ===> Epoch[351](9118/26): Loss 0.4443, Sem 0.2739, dir -0.0985, norm 0.2689, swav 0.0000 LR: 1.125e-02 Score 89.566 Data time: 0.4325, Forward time: 2.2714, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.7934 [2020-11-09 05:00:23,843][root][INFO] - ===> Epoch[351](9119/26): Loss 0.4391, Sem 0.2654, dir -0.1366, norm 0.3103, swav 0.0000 LR: 1.124e-02 Score 91.263 Data time: 0.3980, Forward time: 2.2716, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 8.0568 [2020-11-09 05:00:29,659][root][INFO] - ===> Epoch[351](9120/26): Loss 0.3282, Sem 0.1922, dir -0.1606, norm 0.2966, swav 0.0000 LR: 1.123e-02 Score 93.477 Data time: 0.2089, Forward time: 2.2717, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 5.6923 [2020-11-09 05:00:34,502][root][INFO] - ===> Epoch[351](9121/26): Loss 0.4855, Sem 0.3210, dir -0.1779, norm 0.3424, swav 0.0000 LR: 1.122e-02 Score 91.182 Data time: 0.1766, Forward time: 2.2716, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 4.7324 [2020-11-09 05:00:40,859][root][INFO] - ===> Epoch[351](9122/26): Loss 0.4806, Sem 0.2354, dir -0.0965, norm 0.3416, swav 0.0000 LR: 1.121e-02 Score 92.082 Data time: 0.2126, Forward time: 2.2716, Backward time: 3.0782, DDP time: 0.0062, Total iter time: 6.2628 [2020-11-09 05:00:46,592][root][INFO] - ===> Epoch[351](9123/26): Loss 0.5291, Sem 0.2662, dir -0.1559, norm 0.4187, swav 0.0000 LR: 1.120e-02 Score 93.118 Data time: 0.1932, Forward time: 2.2716, Backward time: 3.0783, DDP time: 0.0062, Total iter time: 5.6235 [2020-11-09 05:00:53,378][root][INFO] - ===> Epoch[351](9124/26): Loss 0.5142, Sem 0.2524, dir -0.1204, norm 0.3822, swav 0.0000 LR: 1.119e-02 Score 92.147 Data time: 0.1957, Forward time: 2.2715, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.6787 [2020-11-09 05:00:59,794][root][INFO] - ===> Epoch[351](9125/26): Loss 0.4570, Sem 0.2684, dir -0.1071, norm 0.2957, swav 0.0000 LR: 1.117e-02 Score 92.069 Data time: 0.2752, Forward time: 2.2716, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.3313 [2020-11-09 05:01:06,338][root][INFO] - ===> Epoch[351](9126/26): Loss 0.4672, Sem 0.3345, dir -0.1759, norm 0.3086, swav 0.0000 LR: 1.116e-02 Score 88.940 Data time: 0.2506, Forward time: 2.2716, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.4111 [2020-11-09 05:01:12,980][root][INFO] - ===> Epoch[352](9127/26): Loss 0.5270, Sem 0.3277, dir -0.1243, norm 0.3235, swav 0.0000 LR: 1.115e-02 Score 88.610 Data time: 0.2309, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.4856 [2020-11-09 05:01:20,126][root][INFO] - ===> Epoch[352](9128/26): Loss 0.3173, Sem 0.1820, dir -0.1520, norm 0.2873, swav 0.0000 LR: 1.114e-02 Score 93.779 Data time: 0.1671, Forward time: 2.2716, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 7.0113 [2020-11-09 05:01:25,701][root][INFO] - ===> Epoch[352](9129/26): Loss 0.4332, Sem 0.2669, dir -0.1283, norm 0.2946, swav 0.0000 LR: 1.113e-02 Score 91.290 Data time: 0.2313, Forward time: 2.2716, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.4666 [2020-11-09 05:01:32,508][root][INFO] - ===> Epoch[352](9130/26): Loss 0.5680, Sem 0.3119, dir -0.1359, norm 0.3919, swav 0.0000 LR: 1.112e-02 Score 89.856 Data time: 0.2165, Forward time: 2.2716, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 6.7024 [2020-11-09 05:01:39,236][root][INFO] - ===> Epoch[352](9131/26): Loss 0.4668, Sem 0.2464, dir -0.1342, norm 0.3545, swav 0.0000 LR: 1.111e-02 Score 92.929 Data time: 0.1804, Forward time: 2.2716, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.6193 [2020-11-09 05:01:44,695][root][INFO] - ===> Epoch[352](9132/26): Loss 0.5936, Sem 0.3473, dir -0.1161, norm 0.3624, swav 0.0000 LR: 1.109e-02 Score 87.429 Data time: 0.1793, Forward time: 2.2715, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.3644 [2020-11-09 05:01:49,974][root][INFO] - ===> Epoch[352](9133/26): Loss 0.4631, Sem 0.2076, dir -0.0884, norm 0.3438, swav 0.0000 LR: 1.108e-02 Score 94.215 Data time: 0.2145, Forward time: 2.2715, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.2026 [2020-11-09 05:01:54,924][root][INFO] - ===> Epoch[352](9134/26): Loss 0.6734, Sem 0.4091, dir -0.1457, norm 0.4101, swav 0.0000 LR: 1.107e-02 Score 87.076 Data time: 0.2417, Forward time: 2.2715, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 4.8533 [2020-11-09 05:02:00,739][root][INFO] - ===> Epoch[352](9135/26): Loss 0.4687, Sem 0.2694, dir -0.1563, norm 0.3556, swav 0.0000 LR: 1.106e-02 Score 90.992 Data time: 0.2450, Forward time: 2.2716, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.6947 [2020-11-09 05:02:06,484][root][INFO] - ===> Epoch[352](9136/26): Loss 0.5770, Sem 0.3250, dir -0.0959, norm 0.3480, swav 0.0000 LR: 1.105e-02 Score 89.853 Data time: 0.2725, Forward time: 2.2717, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.6273 [2020-11-09 05:02:13,706][root][INFO] - ===> Epoch[352](9137/26): Loss 0.6800, Sem 0.3981, dir -0.1643, norm 0.4462, swav 0.0000 LR: 1.104e-02 Score 83.314 Data time: 0.1731, Forward time: 2.2716, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 7.1039 [2020-11-09 05:02:19,772][root][INFO] - ===> Epoch[352](9138/26): Loss 0.4623, Sem 0.2805, dir -0.1280, norm 0.3098, swav 0.0000 LR: 1.102e-02 Score 88.765 Data time: 0.2268, Forward time: 2.2716, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.9764 [2020-11-09 05:02:25,238][root][INFO] - ===> Epoch[352](9139/26): Loss 0.3697, Sem 0.2178, dir -0.1933, norm 0.3452, swav 0.0000 LR: 1.101e-02 Score 93.223 Data time: 0.2518, Forward time: 2.2717, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.3468 [2020-11-09 05:02:31,937][root][INFO] - ===> Epoch[352](9140/26): Loss 0.6216, Sem 0.3149, dir -0.0765, norm 0.3832, swav 0.0000 LR: 1.100e-02 Score 91.346 Data time: 0.3306, Forward time: 2.2718, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.5708 [2020-11-09 05:02:37,899][root][INFO] - ===> Epoch[352](9141/26): Loss 0.4486, Sem 0.2272, dir -0.1299, norm 0.3512, swav 0.0000 LR: 1.099e-02 Score 94.337 Data time: 0.2493, Forward time: 2.2719, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.8067 [2020-11-09 05:02:43,764][root][INFO] - ===> Epoch[352](9142/26): Loss 0.4869, Sem 0.2848, dir -0.0959, norm 0.2980, swav 0.0000 LR: 1.098e-02 Score 91.808 Data time: 0.2838, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.7276 [2020-11-09 05:02:49,006][root][INFO] - ===> Epoch[352](9143/26): Loss 0.4443, Sem 0.2352, dir -0.1766, norm 0.3857, swav 0.0000 LR: 1.097e-02 Score 93.088 Data time: 0.2115, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.1173 [2020-11-09 05:02:54,961][root][INFO] - ===> Epoch[352](9144/26): Loss 0.4823, Sem 0.2306, dir -0.1492, norm 0.4009, swav 0.0000 LR: 1.096e-02 Score 92.444 Data time: 0.2275, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.8529 [2020-11-09 05:03:00,503][root][INFO] - ===> Epoch[352](9145/26): Loss 0.4749, Sem 0.2685, dir -0.1398, norm 0.3462, swav 0.0000 LR: 1.094e-02 Score 89.711 Data time: 0.1968, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.4255 [2020-11-09 05:03:05,719][root][INFO] - ===> Epoch[352](9146/26): Loss 0.4801, Sem 0.2824, dir -0.1679, norm 0.3656, swav 0.0000 LR: 1.093e-02 Score 89.266 Data time: 0.2536, Forward time: 2.2720, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.1101 [2020-11-09 05:03:10,993][root][INFO] - ===> Epoch[352](9147/26): Loss 0.3918, Sem 0.1968, dir -0.1152, norm 0.3102, swav 0.0000 LR: 1.092e-02 Score 94.600 Data time: 0.1894, Forward time: 2.2720, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.1465 [2020-11-09 05:03:16,730][root][INFO] - ===> Epoch[352](9148/26): Loss 0.5183, Sem 0.2334, dir -0.0893, norm 0.3741, swav 0.0000 LR: 1.091e-02 Score 93.471 Data time: 0.1360, Forward time: 2.2719, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.6344 [2020-11-09 05:03:23,073][root][INFO] - ===> Epoch[352](9149/26): Loss 0.5090, Sem 0.2488, dir -0.1727, norm 0.4329, swav 0.0000 LR: 1.090e-02 Score 90.377 Data time: 0.1670, Forward time: 2.2718, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 6.2780 [2020-11-09 05:03:29,448][root][INFO] - ===> Epoch[352](9150/26): Loss 0.3907, Sem 0.2657, dir -0.1345, norm 0.2595, swav 0.0000 LR: 1.089e-02 Score 91.495 Data time: 0.1788, Forward time: 2.2718, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.2932 [2020-11-09 05:03:35,965][root][INFO] - ===> Epoch[352](9151/26): Loss 0.4525, Sem 0.2857, dir -0.1819, norm 0.3487, swav 0.0000 LR: 1.088e-02 Score 90.666 Data time: 0.1696, Forward time: 2.2717, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.4272 [2020-11-09 05:03:42,612][root][INFO] - ===> Epoch[352](9152/26): Loss 0.4454, Sem 0.2186, dir -0.1113, norm 0.3380, swav 0.0000 LR: 1.086e-02 Score 92.333 Data time: 0.2152, Forward time: 2.2717, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.5646 [2020-11-09 05:03:47,596][root][INFO] - ===> Epoch[353](9153/26): Loss 0.4626, Sem 0.2553, dir -0.1292, norm 0.3364, swav 0.0000 LR: 1.085e-02 Score 89.708 Data time: 0.1267, Forward time: 2.2716, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 4.8642 [2020-11-09 05:03:52,689][root][INFO] - ===> Epoch[353](9154/26): Loss 0.5637, Sem 0.2628, dir -0.1005, norm 0.4014, swav 0.0000 LR: 1.084e-02 Score 90.322 Data time: 0.1841, Forward time: 2.2716, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.0055 [2020-11-09 05:03:57,747][root][INFO] - ===> Epoch[353](9155/26): Loss 0.3900, Sem 0.2366, dir -0.1356, norm 0.2890, swav 0.0000 LR: 1.083e-02 Score 93.504 Data time: 0.2111, Forward time: 2.2716, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.9586 [2020-11-09 05:04:02,601][root][INFO] - ===> Epoch[353](9156/26): Loss 0.4137, Sem 0.2464, dir -0.1396, norm 0.3070, swav 0.0000 LR: 1.082e-02 Score 93.393 Data time: 0.1934, Forward time: 2.2716, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.7414 [2020-11-09 05:04:08,105][root][INFO] - ===> Epoch[353](9157/26): Loss 0.4655, Sem 0.2470, dir -0.1392, norm 0.3577, swav 0.0000 LR: 1.081e-02 Score 91.429 Data time: 0.1740, Forward time: 2.2715, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.4043 [2020-11-09 05:04:14,150][root][INFO] - ===> Epoch[353](9158/26): Loss 0.4496, Sem 0.2598, dir -0.1481, norm 0.3379, swav 0.0000 LR: 1.079e-02 Score 91.077 Data time: 0.1775, Forward time: 2.2715, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.9691 [2020-11-09 05:04:19,433][root][INFO] - ===> Epoch[353](9159/26): Loss 0.5405, Sem 0.2866, dir -0.1122, norm 0.3660, swav 0.0000 LR: 1.078e-02 Score 91.515 Data time: 0.2649, Forward time: 2.2715, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.1970 [2020-11-09 05:04:24,295][root][INFO] - ===> Epoch[353](9160/26): Loss 0.4019, Sem 0.2435, dir -0.1502, norm 0.3086, swav 0.0000 LR: 1.077e-02 Score 93.381 Data time: 0.1936, Forward time: 2.2715, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.7304 [2020-11-09 05:04:30,557][root][INFO] - ===> Epoch[353](9161/26): Loss 0.6288, Sem 0.3700, dir -0.1279, norm 0.3867, swav 0.0000 LR: 1.076e-02 Score 89.171 Data time: 0.1877, Forward time: 2.2715, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.0390 [2020-11-09 05:04:35,597][root][INFO] - ===> Epoch[353](9162/26): Loss 0.4269, Sem 0.2665, dir -0.0882, norm 0.2487, swav 0.0000 LR: 1.075e-02 Score 89.134 Data time: 0.1961, Forward time: 2.2715, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.9221 [2020-11-09 05:04:41,234][root][INFO] - ===> Epoch[353](9163/26): Loss 0.5183, Sem 0.2878, dir -0.1087, norm 0.3393, swav 0.0000 LR: 1.074e-02 Score 91.644 Data time: 0.2370, Forward time: 2.2715, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.5461 [2020-11-09 05:04:47,380][root][INFO] - ===> Epoch[353](9164/26): Loss 0.5232, Sem 0.2561, dir -0.1206, norm 0.3877, swav 0.0000 LR: 1.073e-02 Score 91.744 Data time: 0.1983, Forward time: 2.2715, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.0143 [2020-11-09 05:04:53,566][root][INFO] - ===> Epoch[353](9165/26): Loss 0.4508, Sem 0.2483, dir -0.0845, norm 0.2871, swav 0.0000 LR: 1.071e-02 Score 91.161 Data time: 0.1884, Forward time: 2.2715, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.0848 [2020-11-09 05:04:58,129][root][INFO] - ===> Epoch[353](9166/26): Loss 0.3693, Sem 0.2563, dir -0.1164, norm 0.2294, swav 0.0000 LR: 1.070e-02 Score 91.444 Data time: 0.1790, Forward time: 2.2714, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.4910 [2020-11-09 05:05:04,946][root][INFO] - ===> Epoch[353](9167/26): Loss 0.3484, Sem 0.2020, dir -0.2061, norm 0.3524, swav 0.0000 LR: 1.069e-02 Score 94.234 Data time: 0.2171, Forward time: 2.2714, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.7247 [2020-11-09 05:05:10,354][root][INFO] - ===> Epoch[353](9168/26): Loss 0.5292, Sem 0.3070, dir -0.1281, norm 0.3504, swav 0.0000 LR: 1.068e-02 Score 90.844 Data time: 0.2262, Forward time: 2.2714, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.2956 [2020-11-09 05:05:15,473][root][INFO] - ===> Epoch[353](9169/26): Loss 0.5293, Sem 0.3133, dir -0.1619, norm 0.3779, swav 0.0000 LR: 1.067e-02 Score 90.547 Data time: 0.2315, Forward time: 2.2714, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.0033 [2020-11-09 05:05:20,450][root][INFO] - ===> Epoch[353](9170/26): Loss 0.3540, Sem 0.2356, dir -0.1974, norm 0.3158, swav 0.0000 LR: 1.066e-02 Score 92.389 Data time: 0.2103, Forward time: 2.2714, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 4.8386 [2020-11-09 05:05:27,410][root][INFO] - ===> Epoch[353](9171/26): Loss 0.4382, Sem 0.2306, dir -0.1494, norm 0.3570, swav 0.0000 LR: 1.064e-02 Score 90.483 Data time: 0.3573, Forward time: 2.2716, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 6.8556 [2020-11-09 05:05:34,114][root][INFO] - ===> Epoch[353](9172/26): Loss 0.5226, Sem 0.2568, dir -0.1342, norm 0.4000, swav 0.0000 LR: 1.063e-02 Score 91.715 Data time: 0.2328, Forward time: 2.2716, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.5682 [2020-11-09 05:05:39,175][root][INFO] - ===> Epoch[353](9173/26): Loss 0.4423, Sem 0.2036, dir -0.1228, norm 0.3614, swav 0.0000 LR: 1.062e-02 Score 93.101 Data time: 0.1772, Forward time: 2.2716, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 4.9333 [2020-11-09 05:05:44,588][root][INFO] - ===> Epoch[353](9174/26): Loss 0.4151, Sem 0.2412, dir -0.0838, norm 0.2577, swav 0.0000 LR: 1.061e-02 Score 92.919 Data time: 0.1464, Forward time: 2.2715, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.3328 [2020-11-09 05:05:49,380][root][INFO] - ===> Epoch[353](9175/26): Loss 0.4692, Sem 0.2911, dir -0.1481, norm 0.3262, swav 0.0000 LR: 1.060e-02 Score 90.719 Data time: 0.1875, Forward time: 2.2715, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 4.7165 [2020-11-09 05:05:54,503][root][INFO] - ===> Epoch[353](9176/26): Loss 0.3695, Sem 0.2110, dir -0.0900, norm 0.2485, swav 0.0000 LR: 1.059e-02 Score 93.508 Data time: 0.2198, Forward time: 2.2715, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.0268 [2020-11-09 05:06:00,156][root][INFO] - ===> Epoch[353](9177/26): Loss 0.3866, Sem 0.2940, dir -0.1167, norm 0.2092, swav 0.0000 LR: 1.058e-02 Score 89.261 Data time: 0.1856, Forward time: 2.2714, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.5280 [2020-11-09 05:06:05,450][root][INFO] - ===> Epoch[353](9178/26): Loss 0.3420, Sem 0.1823, dir -0.1110, norm 0.2708, swav 0.0000 LR: 1.056e-02 Score 95.260 Data time: 0.1899, Forward time: 2.2714, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.1796 [2020-11-09 05:06:12,409][root][INFO] - ===> Epoch[354](9179/26): Loss 0.4899, Sem 0.2827, dir -0.0844, norm 0.2917, swav 0.0000 LR: 1.055e-02 Score 90.677 Data time: 0.2023, Forward time: 2.2714, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.8519 [2020-11-09 05:06:19,100][root][INFO] - ===> Epoch[354](9180/26): Loss 0.4192, Sem 0.2278, dir -0.1888, norm 0.3802, swav 0.0000 LR: 1.054e-02 Score 93.843 Data time: 0.2610, Forward time: 2.2714, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.5783 [2020-11-09 05:06:24,256][root][INFO] - ===> Epoch[354](9181/26): Loss 0.5252, Sem 0.2849, dir -0.1275, norm 0.3677, swav 0.0000 LR: 1.053e-02 Score 90.907 Data time: 0.2357, Forward time: 2.2714, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.0448 [2020-11-09 05:06:29,991][root][INFO] - ===> Epoch[354](9182/26): Loss 0.4431, Sem 0.2600, dir -0.1989, norm 0.3819, swav 0.0000 LR: 1.052e-02 Score 91.424 Data time: 0.1785, Forward time: 2.2714, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.5862 [2020-11-09 05:06:34,912][root][INFO] - ===> Epoch[354](9183/26): Loss 0.4259, Sem 0.1764, dir -0.1117, norm 0.3613, swav 0.0000 LR: 1.051e-02 Score 93.582 Data time: 0.2017, Forward time: 2.2714, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 4.8344 [2020-11-09 05:06:40,693][root][INFO] - ===> Epoch[354](9184/26): Loss 0.6264, Sem 0.3388, dir -0.1195, norm 0.4071, swav 0.0000 LR: 1.049e-02 Score 87.429 Data time: 0.1842, Forward time: 2.2713, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.6638 [2020-11-09 05:06:46,262][root][INFO] - ===> Epoch[354](9185/26): Loss 0.4459, Sem 0.2669, dir -0.1446, norm 0.3236, swav 0.0000 LR: 1.048e-02 Score 90.306 Data time: 0.2346, Forward time: 2.2713, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.4662 [2020-11-09 05:06:52,898][root][INFO] - ===> Epoch[354](9186/26): Loss 0.4344, Sem 0.2398, dir -0.1516, norm 0.3463, swav 0.0000 LR: 1.047e-02 Score 91.382 Data time: 0.3087, Forward time: 2.2714, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 6.4987 [2020-11-09 05:06:58,542][root][INFO] - ===> Epoch[354](9187/26): Loss 0.4249, Sem 0.1822, dir -0.1321, norm 0.3747, swav 0.0000 LR: 1.046e-02 Score 92.764 Data time: 0.2595, Forward time: 2.2715, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.5002 [2020-11-09 05:07:05,440][root][INFO] - ===> Epoch[354](9188/26): Loss 0.3655, Sem 0.2224, dir -0.1320, norm 0.2751, swav 0.0000 LR: 1.045e-02 Score 93.062 Data time: 0.1578, Forward time: 2.2715, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.7902 [2020-11-09 05:07:12,703][root][INFO] - ===> Epoch[354](9189/26): Loss 0.3874, Sem 0.2424, dir -0.1238, norm 0.2688, swav 0.0000 LR: 1.044e-02 Score 90.224 Data time: 0.1805, Forward time: 2.2714, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 7.1412 [2020-11-09 05:07:18,986][root][INFO] - ===> Epoch[354](9190/26): Loss 0.4565, Sem 0.2838, dir -0.1395, norm 0.3122, swav 0.0000 LR: 1.043e-02 Score 89.585 Data time: 0.2737, Forward time: 2.2714, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.1914 [2020-11-09 05:07:25,586][root][INFO] - ===> Epoch[354](9191/26): Loss 0.4882, Sem 0.2858, dir -0.1172, norm 0.3196, swav 0.0000 LR: 1.041e-02 Score 92.326 Data time: 0.3386, Forward time: 2.2715, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.4703 [2020-11-09 05:07:30,782][root][INFO] - ===> Epoch[354](9192/26): Loss 0.4302, Sem 0.3189, dir -0.1522, norm 0.2634, swav 0.0000 LR: 1.040e-02 Score 91.336 Data time: 0.2408, Forward time: 2.2716, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.0642 [2020-11-09 05:07:36,380][root][INFO] - ===> Epoch[354](9193/26): Loss 0.4736, Sem 0.2275, dir -0.1791, norm 0.4251, swav 0.0000 LR: 1.039e-02 Score 93.226 Data time: 0.2742, Forward time: 2.2716, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.4787 [2020-11-09 05:07:42,004][root][INFO] - ===> Epoch[354](9194/26): Loss 0.5180, Sem 0.3006, dir -0.1307, norm 0.3480, swav 0.0000 LR: 1.038e-02 Score 90.042 Data time: 0.1795, Forward time: 2.2716, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.5018 [2020-11-09 05:07:47,847][root][INFO] - ===> Epoch[354](9195/26): Loss 0.4302, Sem 0.2543, dir -0.1100, norm 0.2859, swav 0.0000 LR: 1.037e-02 Score 92.235 Data time: 0.1332, Forward time: 2.2715, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.7474 [2020-11-09 05:07:54,234][root][INFO] - ===> Epoch[354](9196/26): Loss 0.4927, Sem 0.2815, dir -0.1650, norm 0.3762, swav 0.0000 LR: 1.036e-02 Score 91.272 Data time: 0.1979, Forward time: 2.2715, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 6.3384 [2020-11-09 05:08:00,608][root][INFO] - ===> Epoch[354](9197/26): Loss 0.4675, Sem 0.3154, dir -0.1530, norm 0.3052, swav 0.0000 LR: 1.034e-02 Score 88.947 Data time: 0.2718, Forward time: 2.2715, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 6.2822 [2020-11-09 05:08:05,817][root][INFO] - ===> Epoch[354](9198/26): Loss 0.5124, Sem 0.2371, dir -0.1166, norm 0.3919, swav 0.0000 LR: 1.033e-02 Score 92.790 Data time: 0.2167, Forward time: 2.2715, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.0731 [2020-11-09 05:08:10,928][root][INFO] - ===> Epoch[354](9199/26): Loss 0.4993, Sem 0.3155, dir -0.1420, norm 0.3257, swav 0.0000 LR: 1.032e-02 Score 89.159 Data time: 0.2338, Forward time: 2.2716, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.0016 [2020-11-09 05:08:16,626][root][INFO] - ===> Epoch[354](9200/26): Loss 0.4370, Sem 0.2855, dir -0.1205, norm 0.2720, swav 0.0000 LR: 1.031e-02 Score 91.075 Data time: 0.2094, Forward time: 2.2716, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.5869 [2020-11-09 05:08:22,575][root][INFO] - ===> Epoch[354](9201/26): Loss 0.5082, Sem 0.2600, dir -0.1048, norm 0.3530, swav 0.0000 LR: 1.030e-02 Score 91.165 Data time: 0.1685, Forward time: 2.2715, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.8354 [2020-11-09 05:08:28,166][root][INFO] - ===> Epoch[354](9202/26): Loss 0.3955, Sem 0.2559, dir -0.0987, norm 0.2383, swav 0.0000 LR: 1.029e-02 Score 91.572 Data time: 0.1601, Forward time: 2.2715, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.5074 [2020-11-09 05:08:35,766][root][INFO] - ===> Epoch[354](9203/26): Loss 0.4430, Sem 0.2613, dir -0.1672, norm 0.3488, swav 0.0000 LR: 1.027e-02 Score 90.737 Data time: 0.2580, Forward time: 2.2715, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 7.5265 [2020-11-09 05:08:42,687][root][INFO] - ===> Epoch[354](9204/26): Loss 0.3957, Sem 0.3135, dir -0.2008, norm 0.2830, swav 0.0000 LR: 1.026e-02 Score 91.302 Data time: 0.3571, Forward time: 2.2716, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 6.8041 [2020-11-09 05:08:48,462][root][INFO] - ===> Epoch[355](9205/26): Loss 0.4399, Sem 0.2437, dir -0.1686, norm 0.3649, swav 0.0000 LR: 1.025e-02 Score 93.693 Data time: 0.2024, Forward time: 2.2716, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 5.6278 [2020-11-09 05:08:53,625][root][INFO] - ===> Epoch[355](9206/26): Loss 0.4516, Sem 0.3363, dir -0.1649, norm 0.2803, swav 0.0000 LR: 1.024e-02 Score 89.925 Data time: 0.2399, Forward time: 2.2717, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.0529 [2020-11-09 05:08:58,162][root][INFO] - ===> Epoch[355](9207/26): Loss 0.2882, Sem 0.1607, dir -0.1964, norm 0.3239, swav 0.0000 LR: 1.023e-02 Score 94.591 Data time: 0.2237, Forward time: 2.2717, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 4.4272 [2020-11-09 05:09:03,796][root][INFO] - ===> Epoch[355](9208/26): Loss 0.3665, Sem 0.2556, dir -0.1575, norm 0.2685, swav 0.0000 LR: 1.022e-02 Score 91.297 Data time: 0.2753, Forward time: 2.2717, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.5400 [2020-11-09 05:09:08,643][root][INFO] - ===> Epoch[355](9209/26): Loss 0.5402, Sem 0.2498, dir -0.1084, norm 0.3988, swav 0.0000 LR: 1.021e-02 Score 90.845 Data time: 0.1871, Forward time: 2.2717, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.7201 [2020-11-09 05:09:13,727][root][INFO] - ===> Epoch[355](9210/26): Loss 0.4037, Sem 0.2990, dir -0.1597, norm 0.2644, swav 0.0000 LR: 1.019e-02 Score 90.090 Data time: 0.1473, Forward time: 2.2716, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.9954 [2020-11-09 05:09:19,959][root][INFO] - ===> Epoch[355](9211/26): Loss 0.5318, Sem 0.2831, dir -0.0998, norm 0.3486, swav 0.0000 LR: 1.018e-02 Score 92.093 Data time: 0.2028, Forward time: 2.2716, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.2028 [2020-11-09 05:09:26,892][root][INFO] - ===> Epoch[355](9212/26): Loss 0.4369, Sem 0.2669, dir -0.1266, norm 0.2966, swav 0.0000 LR: 1.017e-02 Score 90.695 Data time: 0.2449, Forward time: 2.2716, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.8500 [2020-11-09 05:09:31,949][root][INFO] - ===> Epoch[355](9213/26): Loss 0.4164, Sem 0.1652, dir -0.1521, norm 0.4033, swav 0.0000 LR: 1.016e-02 Score 94.517 Data time: 0.2076, Forward time: 2.2716, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.9333 [2020-11-09 05:09:37,860][root][INFO] - ===> Epoch[355](9214/26): Loss 0.4333, Sem 0.2693, dir -0.1400, norm 0.3040, swav 0.0000 LR: 1.015e-02 Score 92.119 Data time: 0.3038, Forward time: 2.2717, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.8158 [2020-11-09 05:09:44,605][root][INFO] - ===> Epoch[355](9215/26): Loss 0.4683, Sem 0.3165, dir -0.1461, norm 0.2978, swav 0.0000 LR: 1.014e-02 Score 87.959 Data time: 0.3212, Forward time: 2.2718, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.6333 [2020-11-09 05:09:49,824][root][INFO] - ===> Epoch[355](9216/26): Loss 0.5739, Sem 0.2876, dir -0.1213, norm 0.4076, swav 0.0000 LR: 1.012e-02 Score 91.578 Data time: 0.2392, Forward time: 2.2718, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.0871 [2020-11-09 05:09:55,562][root][INFO] - ===> Epoch[355](9217/26): Loss 0.5228, Sem 0.2227, dir -0.1219, norm 0.4219, swav 0.0000 LR: 1.011e-02 Score 92.879 Data time: 0.2406, Forward time: 2.2718, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.6027 [2020-11-09 05:10:00,115][root][INFO] - ===> Epoch[355](9218/26): Loss 0.4174, Sem 0.2104, dir -0.1262, norm 0.3332, swav 0.0000 LR: 1.010e-02 Score 94.081 Data time: 0.1932, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.4290 [2020-11-09 05:10:04,728][root][INFO] - ===> Epoch[355](9219/26): Loss 0.5233, Sem 0.2396, dir -0.1292, norm 0.4129, swav 0.0000 LR: 1.009e-02 Score 92.428 Data time: 0.1637, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.5141 [2020-11-09 05:10:10,647][root][INFO] - ===> Epoch[355](9220/26): Loss 0.4826, Sem 0.3177, dir -0.0819, norm 0.2467, swav 0.0000 LR: 1.008e-02 Score 88.807 Data time: 0.1788, Forward time: 2.2717, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.8441 [2020-11-09 05:10:15,229][root][INFO] - ===> Epoch[355](9221/26): Loss 0.4337, Sem 0.2128, dir -0.1025, norm 0.3234, swav 0.0000 LR: 1.007e-02 Score 92.963 Data time: 0.1939, Forward time: 2.2717, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.5294 [2020-11-09 05:10:20,755][root][INFO] - ===> Epoch[355](9222/26): Loss 0.4141, Sem 0.2429, dir -0.0853, norm 0.2565, swav 0.0000 LR: 1.005e-02 Score 91.639 Data time: 0.2020, Forward time: 2.2716, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.4185 [2020-11-09 05:10:26,517][root][INFO] - ===> Epoch[355](9223/26): Loss 0.3619, Sem 0.2141, dir -0.1576, norm 0.3053, swav 0.0000 LR: 1.004e-02 Score 92.904 Data time: 0.2668, Forward time: 2.2717, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.6596 [2020-11-09 05:10:31,657][root][INFO] - ===> Epoch[355](9224/26): Loss 0.5301, Sem 0.3125, dir -0.1350, norm 0.3527, swav 0.0000 LR: 1.003e-02 Score 90.113 Data time: 0.2126, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.0179 [2020-11-09 05:10:37,387][root][INFO] - ===> Epoch[355](9225/26): Loss 0.4182, Sem 0.1969, dir -0.1421, norm 0.3633, swav 0.0000 LR: 1.002e-02 Score 92.542 Data time: 0.2877, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.6267 [2020-11-09 05:10:43,348][root][INFO] - ===> Epoch[355](9226/26): Loss 0.5466, Sem 0.3175, dir -0.1421, norm 0.3712, swav 0.0000 LR: 1.001e-02 Score 87.758 Data time: 0.2762, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.8391 [2020-11-09 05:10:49,895][root][INFO] - ===> Epoch[355](9227/26): Loss 0.4182, Sem 0.2291, dir -0.1165, norm 0.3056, swav 0.0000 LR: 9.996e-03 Score 93.338 Data time: 0.2222, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.4393 [2020-11-09 05:10:55,428][root][INFO] - ===> Epoch[355](9228/26): Loss 0.3800, Sem 0.2379, dir -0.1472, norm 0.2893, swav 0.0000 LR: 9.984e-03 Score 93.025 Data time: 0.2009, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.4368 [2020-11-09 05:11:01,311][root][INFO] - ===> Epoch[355](9229/26): Loss 0.3907, Sem 0.2266, dir -0.1661, norm 0.3301, swav 0.0000 LR: 9.973e-03 Score 92.091 Data time: 0.1801, Forward time: 2.2718, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.7998 [2020-11-09 05:11:06,816][root][INFO] - ===> Epoch[355](9230/26): Loss 0.6025, Sem 0.3136, dir -0.0712, norm 0.3600, swav 0.0000 LR: 9.961e-03 Score 91.373 Data time: 0.2023, Forward time: 2.2718, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.4113 [2020-11-09 05:11:12,942][root][INFO] - ===> Epoch[356](9231/26): Loss 0.3852, Sem 0.2607, dir -0.2281, norm 0.3526, swav 0.0000 LR: 9.950e-03 Score 91.258 Data time: 0.1882, Forward time: 2.2717, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.0115 [2020-11-09 05:11:17,870][root][INFO] - ===> Epoch[356](9232/26): Loss 0.3179, Sem 0.2101, dir -0.1579, norm 0.2658, swav 0.0000 LR: 9.938e-03 Score 94.127 Data time: 0.2114, Forward time: 2.2717, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 4.8281 [2020-11-09 05:11:23,629][root][INFO] - ===> Epoch[356](9233/26): Loss 0.4463, Sem 0.3216, dir -0.1068, norm 0.2315, swav 0.0000 LR: 9.926e-03 Score 91.054 Data time: 0.2285, Forward time: 2.2717, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.6491 [2020-11-09 05:11:29,441][root][INFO] - ===> Epoch[356](9234/26): Loss 0.4108, Sem 0.2151, dir -0.1639, norm 0.3596, swav 0.0000 LR: 9.915e-03 Score 93.215 Data time: 0.2423, Forward time: 2.2717, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.6925 [2020-11-09 05:11:35,931][root][INFO] - ===> Epoch[356](9235/26): Loss 0.5371, Sem 0.2612, dir -0.0957, norm 0.3716, swav 0.0000 LR: 9.903e-03 Score 91.790 Data time: 0.3227, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.3677 [2020-11-09 05:11:41,460][root][INFO] - ===> Epoch[356](9236/26): Loss 0.5508, Sem 0.2724, dir -0.0993, norm 0.3778, swav 0.0000 LR: 9.891e-03 Score 90.258 Data time: 0.1671, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.3858 [2020-11-09 05:11:48,233][root][INFO] - ===> Epoch[356](9237/26): Loss 0.6919, Sem 0.3093, dir -0.1503, norm 0.5330, swav 0.0000 LR: 9.880e-03 Score 90.548 Data time: 0.2004, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.6683 [2020-11-09 05:11:54,699][root][INFO] - ===> Epoch[356](9238/26): Loss 0.4398, Sem 0.2203, dir -0.1686, norm 0.3881, swav 0.0000 LR: 9.868e-03 Score 92.286 Data time: 0.2734, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.3526 [2020-11-09 05:11:59,609][root][INFO] - ===> Epoch[356](9239/26): Loss 0.3804, Sem 0.2417, dir -0.1197, norm 0.2585, swav 0.0000 LR: 9.856e-03 Score 92.137 Data time: 0.2347, Forward time: 2.2719, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 4.7715 [2020-11-09 05:12:05,352][root][INFO] - ===> Epoch[356](9240/26): Loss 0.3744, Sem 0.1816, dir -0.1128, norm 0.3056, swav 0.0000 LR: 9.845e-03 Score 94.597 Data time: 0.1884, Forward time: 2.2718, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.6311 [2020-11-09 05:12:09,870][root][INFO] - ===> Epoch[356](9241/26): Loss 0.4194, Sem 0.3065, dir -0.1757, norm 0.2886, swav 0.0000 LR: 9.833e-03 Score 89.641 Data time: 0.1410, Forward time: 2.2718, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.4039 [2020-11-09 05:12:15,156][root][INFO] - ===> Epoch[356](9242/26): Loss 0.3783, Sem 0.2169, dir -0.1399, norm 0.3013, swav 0.0000 LR: 9.822e-03 Score 93.153 Data time: 0.1868, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.2014 [2020-11-09 05:12:20,666][root][INFO] - ===> Epoch[356](9243/26): Loss 0.3568, Sem 0.2032, dir -0.1685, norm 0.3221, swav 0.0000 LR: 9.810e-03 Score 92.612 Data time: 0.2095, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.3996 [2020-11-09 05:12:25,547][root][INFO] - ===> Epoch[356](9244/26): Loss 0.4704, Sem 0.2560, dir -0.1305, norm 0.3449, swav 0.0000 LR: 9.798e-03 Score 91.960 Data time: 0.2066, Forward time: 2.2717, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.7691 [2020-11-09 05:12:31,217][root][INFO] - ===> Epoch[356](9245/26): Loss 0.3885, Sem 0.2307, dir -0.1503, norm 0.3081, swav 0.0000 LR: 9.787e-03 Score 90.664 Data time: 0.2106, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.5564 [2020-11-09 05:12:37,644][root][INFO] - ===> Epoch[356](9246/26): Loss 0.5339, Sem 0.2661, dir -0.1332, norm 0.4009, swav 0.0000 LR: 9.775e-03 Score 91.914 Data time: 0.3132, Forward time: 2.2718, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.3308 [2020-11-09 05:12:42,836][root][INFO] - ===> Epoch[356](9247/26): Loss 0.5461, Sem 0.2995, dir -0.1674, norm 0.4140, swav 0.0000 LR: 9.763e-03 Score 90.522 Data time: 0.1508, Forward time: 2.2717, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.0413 [2020-11-09 05:12:48,186][root][INFO] - ===> Epoch[356](9248/26): Loss 0.3647, Sem 0.2722, dir -0.1436, norm 0.2360, swav 0.0000 LR: 9.752e-03 Score 91.344 Data time: 0.1681, Forward time: 2.2716, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.2554 [2020-11-09 05:12:54,356][root][INFO] - ===> Epoch[356](9249/26): Loss 0.3567, Sem 0.2618, dir -0.2427, norm 0.3376, swav 0.0000 LR: 9.740e-03 Score 92.761 Data time: 0.2299, Forward time: 2.2716, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.0822 [2020-11-09 05:12:59,187][root][INFO] - ===> Epoch[356](9250/26): Loss 0.4182, Sem 0.2641, dir -0.1493, norm 0.3034, swav 0.0000 LR: 9.728e-03 Score 91.299 Data time: 0.2330, Forward time: 2.2716, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.7207 [2020-11-09 05:13:05,956][root][INFO] - ===> Epoch[356](9251/26): Loss 0.5542, Sem 0.3482, dir -0.0826, norm 0.2886, swav 0.0000 LR: 9.717e-03 Score 88.927 Data time: 0.2774, Forward time: 2.2717, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.6579 [2020-11-09 05:13:12,946][root][INFO] - ===> Epoch[356](9252/26): Loss 0.3980, Sem 0.2072, dir -0.1141, norm 0.3049, swav 0.0000 LR: 9.705e-03 Score 93.856 Data time: 0.1832, Forward time: 2.2717, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.8807 [2020-11-09 05:13:19,732][root][INFO] - ===> Epoch[356](9253/26): Loss 0.4118, Sem 0.2035, dir -0.1139, norm 0.3222, swav 0.0000 LR: 9.693e-03 Score 92.558 Data time: 0.3209, Forward time: 2.2718, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.6926 [2020-11-09 05:13:27,002][root][INFO] - ===> Epoch[356](9254/26): Loss 0.4264, Sem 0.2509, dir -0.2190, norm 0.3945, swav 0.0000 LR: 9.682e-03 Score 90.981 Data time: 0.3529, Forward time: 2.2719, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 7.1348 [2020-11-09 05:13:32,905][root][INFO] - ===> Epoch[356](9255/26): Loss 0.3642, Sem 0.2578, dir -0.1763, norm 0.2826, swav 0.0000 LR: 9.670e-03 Score 91.563 Data time: 0.2190, Forward time: 2.2720, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.7589 [2020-11-09 05:13:39,155][root][INFO] - ===> Epoch[356](9256/26): Loss 0.4067, Sem 0.2708, dir -0.1571, norm 0.2930, swav 0.0000 LR: 9.658e-03 Score 90.048 Data time: 0.2050, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.1482 [2020-11-09 05:13:44,772][root][INFO] - ===> Epoch[357](9257/26): Loss 0.5704, Sem 0.2660, dir -0.1049, norm 0.4093, swav 0.0000 LR: 9.647e-03 Score 91.047 Data time: 0.2434, Forward time: 2.2720, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.5235 [2020-11-09 05:13:50,938][root][INFO] - ===> Epoch[357](9258/26): Loss 0.5965, Sem 0.2824, dir -0.0904, norm 0.4046, swav 0.0000 LR: 9.635e-03 Score 91.329 Data time: 0.1394, Forward time: 2.2719, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.0607 [2020-11-09 05:13:56,765][root][INFO] - ===> Epoch[357](9259/26): Loss 0.6144, Sem 0.2670, dir -0.1229, norm 0.4702, swav 0.0000 LR: 9.623e-03 Score 90.848 Data time: 0.1844, Forward time: 2.2718, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.7330 [2020-11-09 05:14:01,527][root][INFO] - ===> Epoch[357](9260/26): Loss 0.5035, Sem 0.2380, dir -0.0854, norm 0.3510, swav 0.0000 LR: 9.612e-03 Score 91.579 Data time: 0.1800, Forward time: 2.2718, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.6568 [2020-11-09 05:14:06,445][root][INFO] - ===> Epoch[357](9261/26): Loss 0.4623, Sem 0.2490, dir -0.1706, norm 0.3839, swav 0.0000 LR: 9.600e-03 Score 90.290 Data time: 0.1519, Forward time: 2.2717, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.8361 [2020-11-09 05:14:12,371][root][INFO] - ===> Epoch[357](9262/26): Loss 0.4137, Sem 0.2166, dir -0.1644, norm 0.3616, swav 0.0000 LR: 9.588e-03 Score 92.753 Data time: 0.1550, Forward time: 2.2717, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.8445 [2020-11-09 05:14:17,481][root][INFO] - ===> Epoch[357](9263/26): Loss 0.4480, Sem 0.2317, dir -0.1611, norm 0.3775, swav 0.0000 LR: 9.577e-03 Score 93.707 Data time: 0.2119, Forward time: 2.2716, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.0702 [2020-11-09 05:14:22,753][root][INFO] - ===> Epoch[357](9264/26): Loss 0.4341, Sem 0.2966, dir -0.1964, norm 0.3339, swav 0.0000 LR: 9.565e-03 Score 90.144 Data time: 0.1869, Forward time: 2.2716, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.1636 [2020-11-09 05:14:27,823][root][INFO] - ===> Epoch[357](9265/26): Loss 0.4323, Sem 0.2635, dir -0.0917, norm 0.2604, swav 0.0000 LR: 9.553e-03 Score 91.275 Data time: 0.2429, Forward time: 2.2716, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 4.9790 [2020-11-09 05:14:33,332][root][INFO] - ===> Epoch[357](9266/26): Loss 0.4468, Sem 0.3259, dir -0.1227, norm 0.2435, swav 0.0000 LR: 9.542e-03 Score 89.636 Data time: 0.2090, Forward time: 2.2716, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.4005 [2020-11-09 05:14:38,573][root][INFO] - ===> Epoch[357](9267/26): Loss 0.5406, Sem 0.3245, dir -0.0697, norm 0.2859, swav 0.0000 LR: 9.530e-03 Score 88.970 Data time: 0.1258, Forward time: 2.2715, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.1222 [2020-11-09 05:14:42,937][root][INFO] - ===> Epoch[357](9268/26): Loss 0.4218, Sem 0.2307, dir -0.1339, norm 0.3250, swav 0.0000 LR: 9.518e-03 Score 92.394 Data time: 0.2072, Forward time: 2.2715, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.3317 [2020-11-09 05:14:48,867][root][INFO] - ===> Epoch[357](9269/26): Loss 0.4856, Sem 0.2911, dir -0.1200, norm 0.3146, swav 0.0000 LR: 9.507e-03 Score 90.413 Data time: 0.2349, Forward time: 2.2716, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.8396 [2020-11-09 05:14:54,426][root][INFO] - ===> Epoch[357](9270/26): Loss 0.4978, Sem 0.2683, dir -0.1560, norm 0.3856, swav 0.0000 LR: 9.495e-03 Score 91.046 Data time: 0.2062, Forward time: 2.2715, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.4540 [2020-11-09 05:15:00,071][root][INFO] - ===> Epoch[357](9271/26): Loss 0.3435, Sem 0.2085, dir -0.1956, norm 0.3307, swav 0.0000 LR: 9.483e-03 Score 92.924 Data time: 0.2088, Forward time: 2.2716, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.5382 [2020-11-09 05:15:06,017][root][INFO] - ===> Epoch[357](9272/26): Loss 0.3398, Sem 0.2225, dir -0.1050, norm 0.2223, swav 0.0000 LR: 9.471e-03 Score 92.449 Data time: 0.1837, Forward time: 2.2715, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.8195 [2020-11-09 05:15:11,076][root][INFO] - ===> Epoch[357](9273/26): Loss 0.4113, Sem 0.3000, dir -0.1539, norm 0.2652, swav 0.0000 LR: 9.460e-03 Score 88.928 Data time: 0.1878, Forward time: 2.2715, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.9610 [2020-11-09 05:15:15,845][root][INFO] - ===> Epoch[357](9274/26): Loss 0.4596, Sem 0.2077, dir -0.1155, norm 0.3674, swav 0.0000 LR: 9.448e-03 Score 92.130 Data time: 0.1587, Forward time: 2.2714, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.6537 [2020-11-09 05:15:22,248][root][INFO] - ===> Epoch[357](9275/26): Loss 0.5124, Sem 0.2742, dir -0.1728, norm 0.4110, swav 0.0000 LR: 9.436e-03 Score 90.150 Data time: 0.2472, Forward time: 2.2715, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.3125 [2020-11-09 05:15:27,755][root][INFO] - ===> Epoch[357](9276/26): Loss 0.5728, Sem 0.3093, dir -0.1616, norm 0.4252, swav 0.0000 LR: 9.425e-03 Score 89.202 Data time: 0.2032, Forward time: 2.2715, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.3814 [2020-11-09 05:15:34,267][root][INFO] - ===> Epoch[357](9277/26): Loss 0.4260, Sem 0.2204, dir -0.1477, norm 0.3533, swav 0.0000 LR: 9.413e-03 Score 94.414 Data time: 0.2238, Forward time: 2.2715, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.3979 [2020-11-09 05:15:39,207][root][INFO] - ===> Epoch[357](9278/26): Loss 0.5164, Sem 0.2862, dir -0.0496, norm 0.2798, swav 0.0000 LR: 9.401e-03 Score 91.206 Data time: 0.2516, Forward time: 2.2715, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 4.8226 [2020-11-09 05:15:44,849][root][INFO] - ===> Epoch[357](9279/26): Loss 0.3939, Sem 0.2264, dir -0.0869, norm 0.2544, swav 0.0000 LR: 9.390e-03 Score 92.489 Data time: 0.2777, Forward time: 2.2715, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 5.5125 [2020-11-09 05:15:51,487][root][INFO] - ===> Epoch[357](9280/26): Loss 0.4104, Sem 0.2561, dir -0.1426, norm 0.2969, swav 0.0000 LR: 9.378e-03 Score 91.904 Data time: 0.2510, Forward time: 2.2716, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.5177 [2020-11-09 05:15:58,512][root][INFO] - ===> Epoch[357](9281/26): Loss 0.3606, Sem 0.2232, dir -0.1786, norm 0.3160, swav 0.0000 LR: 9.366e-03 Score 91.322 Data time: 0.3272, Forward time: 2.2717, Backward time: 3.0784, DDP time: 0.0062, Total iter time: 6.9207 [2020-11-09 05:16:04,961][root][INFO] - ===> Epoch[357](9282/26): Loss 0.3925, Sem 0.2364, dir -0.1213, norm 0.2773, swav 0.0000 LR: 9.354e-03 Score 91.652 Data time: 0.1784, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.3372 [2020-11-09 05:16:10,609][root][INFO] - ===> Epoch[358](9283/26): Loss 0.4326, Sem 0.1931, dir -0.1433, norm 0.3828, swav 0.0000 LR: 9.343e-03 Score 92.549 Data time: 0.1994, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.5248 [2020-11-09 05:16:16,216][root][INFO] - ===> Epoch[358](9284/26): Loss 0.5514, Sem 0.2611, dir -0.1538, norm 0.4440, swav 0.0000 LR: 9.331e-03 Score 90.973 Data time: 0.1701, Forward time: 2.2716, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 5.4977 [2020-11-09 05:16:21,132][root][INFO] - ===> Epoch[358](9285/26): Loss 0.4305, Sem 0.2704, dir -0.1344, norm 0.2946, swav 0.0000 LR: 9.319e-03 Score 92.392 Data time: 0.2135, Forward time: 2.2716, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 4.8359 [2020-11-09 05:16:27,498][root][INFO] - ===> Epoch[358](9286/26): Loss 0.4276, Sem 0.2373, dir -0.1378, norm 0.3281, swav 0.0000 LR: 9.308e-03 Score 91.868 Data time: 0.2710, Forward time: 2.2717, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 6.2656 [2020-11-09 05:16:34,665][root][INFO] - ===> Epoch[358](9287/26): Loss 0.5194, Sem 0.2862, dir -0.1584, norm 0.3915, swav 0.0000 LR: 9.296e-03 Score 90.706 Data time: 0.2092, Forward time: 2.2717, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 7.0429 [2020-11-09 05:16:41,091][root][INFO] - ===> Epoch[358](9288/26): Loss 0.5099, Sem 0.2848, dir -0.1147, norm 0.3397, swav 0.0000 LR: 9.284e-03 Score 90.641 Data time: 0.1981, Forward time: 2.2717, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.3260 [2020-11-09 05:16:47,809][root][INFO] - ===> Epoch[358](9289/26): Loss 0.4197, Sem 0.1906, dir -0.0925, norm 0.3215, swav 0.0000 LR: 9.272e-03 Score 92.932 Data time: 0.1502, Forward time: 2.2716, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.5979 [2020-11-09 05:16:53,872][root][INFO] - ===> Epoch[358](9290/26): Loss 0.3387, Sem 0.2282, dir -0.1397, norm 0.2501, swav 0.0000 LR: 9.261e-03 Score 91.274 Data time: 0.1696, Forward time: 2.2715, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.9644 [2020-11-09 05:16:59,989][root][INFO] - ===> Epoch[358](9291/26): Loss 0.3681, Sem 0.2333, dir -0.1916, norm 0.3264, swav 0.0000 LR: 9.249e-03 Score 91.536 Data time: 0.2525, Forward time: 2.2715, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.0254 [2020-11-09 05:17:05,860][root][INFO] - ===> Epoch[358](9292/26): Loss 0.4185, Sem 0.2662, dir -0.1783, norm 0.3306, swav 0.0000 LR: 9.237e-03 Score 91.709 Data time: 0.1398, Forward time: 2.2715, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.7294 [2020-11-09 05:17:12,285][root][INFO] - ===> Epoch[358](9293/26): Loss 0.4496, Sem 0.1847, dir -0.1410, norm 0.4060, swav 0.0000 LR: 9.226e-03 Score 92.887 Data time: 0.2161, Forward time: 2.2714, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 6.3240 [2020-11-09 05:17:17,778][root][INFO] - ===> Epoch[358](9294/26): Loss 0.4471, Sem 0.3077, dir -0.2242, norm 0.3635, swav 0.0000 LR: 9.214e-03 Score 90.959 Data time: 0.1900, Forward time: 2.2714, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.3740 [2020-11-09 05:17:24,608][root][INFO] - ===> Epoch[358](9295/26): Loss 0.4022, Sem 0.1990, dir -0.1513, norm 0.3544, swav 0.0000 LR: 9.202e-03 Score 93.647 Data time: 0.1773, Forward time: 2.2714, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 6.7173 [2020-11-09 05:17:29,418][root][INFO] - ===> Epoch[358](9296/26): Loss 0.3768, Sem 0.2715, dir -0.1886, norm 0.2938, swav 0.0000 LR: 9.190e-03 Score 90.946 Data time: 0.1693, Forward time: 2.2713, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 4.6779 [2020-11-09 05:17:35,427][root][INFO] - ===> Epoch[358](9297/26): Loss 0.3980, Sem 0.1634, dir -0.1513, norm 0.3859, swav 0.0000 LR: 9.179e-03 Score 94.078 Data time: 0.1817, Forward time: 2.2713, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 5.9214 [2020-11-09 05:17:41,532][root][INFO] - ===> Epoch[358](9298/26): Loss 0.4476, Sem 0.2655, dir -0.1071, norm 0.2892, swav 0.0000 LR: 9.167e-03 Score 92.093 Data time: 0.2333, Forward time: 2.2713, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 5.9860 [2020-11-09 05:17:46,662][root][INFO] - ===> Epoch[358](9299/26): Loss 0.5322, Sem 0.2656, dir -0.0931, norm 0.3597, swav 0.0000 LR: 9.155e-03 Score 89.572 Data time: 0.2545, Forward time: 2.2713, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 5.0139 [2020-11-09 05:17:52,406][root][INFO] - ===> Epoch[358](9300/26): Loss 0.4901, Sem 0.2843, dir -0.1340, norm 0.3398, swav 0.0000 LR: 9.143e-03 Score 92.570 Data time: 0.2842, Forward time: 2.2714, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.6484 [2020-11-09 05:17:57,328][root][INFO] - ===> Epoch[358](9301/26): Loss 0.5396, Sem 0.2617, dir -0.1385, norm 0.4163, swav 0.0000 LR: 9.132e-03 Score 91.549 Data time: 0.2230, Forward time: 2.2714, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 4.7945 [2020-11-09 05:18:02,552][root][INFO] - ===> Epoch[358](9302/26): Loss 0.4980, Sem 0.2982, dir -0.0769, norm 0.2767, swav 0.0000 LR: 9.120e-03 Score 90.189 Data time: 0.2087, Forward time: 2.2714, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.0998 [2020-11-09 05:18:08,470][root][INFO] - ===> Epoch[358](9303/26): Loss 0.2649, Sem 0.1703, dir -0.1459, norm 0.2405, swav 0.0000 LR: 9.108e-03 Score 94.283 Data time: 0.2323, Forward time: 2.2714, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.7889 [2020-11-09 05:18:14,889][root][INFO] - ===> Epoch[358](9304/26): Loss 0.3751, Sem 0.2702, dir -0.1396, norm 0.2445, swav 0.0000 LR: 9.096e-03 Score 92.392 Data time: 0.2791, Forward time: 2.2715, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.3041 [2020-11-09 05:18:20,266][root][INFO] - ===> Epoch[358](9305/26): Loss 0.4914, Sem 0.2717, dir -0.1323, norm 0.3520, swav 0.0000 LR: 9.085e-03 Score 90.512 Data time: 0.1748, Forward time: 2.2714, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.2400 [2020-11-09 05:18:27,749][root][INFO] - ===> Epoch[358](9306/26): Loss 0.4587, Sem 0.2228, dir -0.1116, norm 0.3475, swav 0.0000 LR: 9.073e-03 Score 93.993 Data time: 0.1947, Forward time: 2.2714, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 7.3795 [2020-11-09 05:18:32,279][root][INFO] - ===> Epoch[358](9307/26): Loss 0.5809, Sem 0.3374, dir -0.1129, norm 0.3564, swav 0.0000 LR: 9.061e-03 Score 88.315 Data time: 0.1912, Forward time: 2.2714, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 4.4277 [2020-11-09 05:18:38,305][root][INFO] - ===> Epoch[358](9308/26): Loss 0.5671, Sem 0.2595, dir -0.1468, norm 0.4545, swav 0.0000 LR: 9.049e-03 Score 91.743 Data time: 0.2359, Forward time: 2.2714, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.9274 [2020-11-09 05:18:43,953][root][INFO] - ===> Epoch[359](9309/26): Loss 0.4816, Sem 0.2501, dir -0.1614, norm 0.3930, swav 0.0000 LR: 9.038e-03 Score 90.792 Data time: 0.1397, Forward time: 2.2714, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.5037 [2020-11-09 05:18:49,372][root][INFO] - ===> Epoch[359](9310/26): Loss 0.5022, Sem 0.3445, dir -0.1385, norm 0.2963, swav 0.0000 LR: 9.026e-03 Score 87.817 Data time: 0.2350, Forward time: 2.2714, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.3261 [2020-11-09 05:18:55,104][root][INFO] - ===> Epoch[359](9311/26): Loss 0.3385, Sem 0.2073, dir -0.1399, norm 0.2711, swav 0.0000 LR: 9.014e-03 Score 94.286 Data time: 0.2104, Forward time: 2.2714, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.6247 [2020-11-09 05:19:02,133][root][INFO] - ===> Epoch[359](9312/26): Loss 0.5062, Sem 0.2779, dir -0.1254, norm 0.3536, swav 0.0000 LR: 9.002e-03 Score 90.686 Data time: 0.2758, Forward time: 2.2714, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 6.9179 [2020-11-09 05:19:07,142][root][INFO] - ===> Epoch[359](9313/26): Loss 0.3649, Sem 0.1787, dir -0.1156, norm 0.3018, swav 0.0000 LR: 8.991e-03 Score 95.182 Data time: 0.1794, Forward time: 2.2714, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 4.8810 [2020-11-09 05:19:11,883][root][INFO] - ===> Epoch[359](9314/26): Loss 0.3995, Sem 0.2009, dir -0.1237, norm 0.3223, swav 0.0000 LR: 8.979e-03 Score 93.009 Data time: 0.1814, Forward time: 2.2713, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 4.6495 [2020-11-09 05:19:16,813][root][INFO] - ===> Epoch[359](9315/26): Loss 0.4099, Sem 0.1748, dir -0.1345, norm 0.3696, swav 0.0000 LR: 8.967e-03 Score 93.990 Data time: 0.2236, Forward time: 2.2713, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 4.8562 [2020-11-09 05:19:22,233][root][INFO] - ===> Epoch[359](9316/26): Loss 0.5506, Sem 0.3474, dir -0.1019, norm 0.3050, swav 0.0000 LR: 8.955e-03 Score 89.665 Data time: 0.2122, Forward time: 2.2713, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.3128 [2020-11-09 05:19:27,658][root][INFO] - ===> Epoch[359](9317/26): Loss 0.4187, Sem 0.2564, dir -0.1769, norm 0.3392, swav 0.0000 LR: 8.944e-03 Score 90.551 Data time: 0.1967, Forward time: 2.2713, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.3258 [2020-11-09 05:19:33,183][root][INFO] - ===> Epoch[359](9318/26): Loss 0.4627, Sem 0.2561, dir -0.1336, norm 0.3403, swav 0.0000 LR: 8.932e-03 Score 91.175 Data time: 0.1921, Forward time: 2.2713, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.4364 [2020-11-09 05:19:38,278][root][INFO] - ===> Epoch[359](9319/26): Loss 0.2783, Sem 0.1757, dir -0.1462, norm 0.2488, swav 0.0000 LR: 8.920e-03 Score 94.372 Data time: 0.1930, Forward time: 2.2712, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.9675 [2020-11-09 05:19:44,138][root][INFO] - ===> Epoch[359](9320/26): Loss 0.3697, Sem 0.2316, dir -0.0659, norm 0.2041, swav 0.0000 LR: 8.908e-03 Score 92.262 Data time: 0.1774, Forward time: 2.2712, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.7614 [2020-11-09 05:19:51,451][root][INFO] - ===> Epoch[359](9321/26): Loss 0.5648, Sem 0.2893, dir -0.1334, norm 0.4089, swav 0.0000 LR: 8.896e-03 Score 91.112 Data time: 0.2035, Forward time: 2.2712, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 7.2047 [2020-11-09 05:19:57,322][root][INFO] - ===> Epoch[359](9322/26): Loss 0.5008, Sem 0.2602, dir -0.1548, norm 0.3954, swav 0.0000 LR: 8.885e-03 Score 90.052 Data time: 0.1861, Forward time: 2.2711, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 5.7320 [2020-11-09 05:20:03,310][root][INFO] - ===> Epoch[359](9323/26): Loss 0.3793, Sem 0.2562, dir -0.1869, norm 0.3101, swav 0.0000 LR: 8.873e-03 Score 92.863 Data time: 0.2101, Forward time: 2.2711, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 5.9023 [2020-11-09 05:20:09,163][root][INFO] - ===> Epoch[359](9324/26): Loss 0.3498, Sem 0.1922, dir -0.1457, norm 0.3033, swav 0.0000 LR: 8.861e-03 Score 93.193 Data time: 0.2107, Forward time: 2.2711, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 5.7446 [2020-11-09 05:20:14,250][root][INFO] - ===> Epoch[359](9325/26): Loss 0.3939, Sem 0.1726, dir -0.1495, norm 0.3708, swav 0.0000 LR: 8.849e-03 Score 93.335 Data time: 0.2151, Forward time: 2.2711, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 4.9556 [2020-11-09 05:20:19,051][root][INFO] - ===> Epoch[359](9326/26): Loss 0.4856, Sem 0.3275, dir -0.1505, norm 0.3086, swav 0.0000 LR: 8.838e-03 Score 90.823 Data time: 0.1929, Forward time: 2.2711, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 4.6873 [2020-11-09 05:20:24,240][root][INFO] - ===> Epoch[359](9327/26): Loss 0.4317, Sem 0.2719, dir -0.1432, norm 0.3029, swav 0.0000 LR: 8.826e-03 Score 89.526 Data time: 0.1851, Forward time: 2.2710, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.0901 [2020-11-09 05:20:29,054][root][INFO] - ===> Epoch[359](9328/26): Loss 0.4964, Sem 0.2734, dir -0.1804, norm 0.4035, swav 0.0000 LR: 8.814e-03 Score 92.135 Data time: 0.1941, Forward time: 2.2710, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 4.7138 [2020-11-09 05:20:34,657][root][INFO] - ===> Epoch[359](9329/26): Loss 0.4172, Sem 0.2226, dir -0.1484, norm 0.3430, swav 0.0000 LR: 8.802e-03 Score 92.901 Data time: 0.2463, Forward time: 2.2710, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.5060 [2020-11-09 05:20:40,393][root][INFO] - ===> Epoch[359](9330/26): Loss 0.5215, Sem 0.2854, dir -0.1235, norm 0.3597, swav 0.0000 LR: 8.790e-03 Score 90.731 Data time: 0.1582, Forward time: 2.2710, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.5964 [2020-11-09 05:20:46,067][root][INFO] - ===> Epoch[359](9331/26): Loss 0.4489, Sem 0.2640, dir -0.1051, norm 0.2900, swav 0.0000 LR: 8.779e-03 Score 92.352 Data time: 0.1934, Forward time: 2.2709, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.6067 [2020-11-09 05:20:51,699][root][INFO] - ===> Epoch[359](9332/26): Loss 0.5545, Sem 0.2667, dir -0.1304, norm 0.4183, swav 0.0000 LR: 8.767e-03 Score 91.002 Data time: 0.1763, Forward time: 2.2709, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.5216 [2020-11-09 05:20:57,257][root][INFO] - ===> Epoch[359](9333/26): Loss 0.4191, Sem 0.1827, dir -0.1198, norm 0.3561, swav 0.0000 LR: 8.755e-03 Score 94.899 Data time: 0.2522, Forward time: 2.2709, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.4686 [2020-11-09 05:21:03,882][root][INFO] - ===> Epoch[359](9334/26): Loss 0.3577, Sem 0.2217, dir -0.1761, norm 0.3120, swav 0.0000 LR: 8.743e-03 Score 92.831 Data time: 0.1742, Forward time: 2.2709, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 6.5129 [2020-11-09 05:21:09,517][root][INFO] - ===> Epoch[360](9335/26): Loss 0.4045, Sem 0.2530, dir -0.1002, norm 0.2516, swav 0.0000 LR: 8.731e-03 Score 92.347 Data time: 0.2433, Forward time: 2.2709, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.5261 [2020-11-09 05:21:16,251][root][INFO] - ===> Epoch[360](9336/26): Loss 0.5460, Sem 0.2991, dir -0.1713, norm 0.4182, swav 0.0000 LR: 8.720e-03 Score 89.989 Data time: 0.1504, Forward time: 2.2709, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 6.6035 [2020-11-09 05:21:23,117][root][INFO] - ===> Epoch[360](9337/26): Loss 0.4840, Sem 0.2893, dir -0.1657, norm 0.3604, swav 0.0000 LR: 8.708e-03 Score 90.560 Data time: 0.1491, Forward time: 2.2708, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 6.7942 [2020-11-09 05:21:29,411][root][INFO] - ===> Epoch[360](9338/26): Loss 0.3224, Sem 0.2150, dir -0.1502, norm 0.2576, swav 0.0000 LR: 8.696e-03 Score 93.552 Data time: 0.1655, Forward time: 2.2707, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 6.2354 [2020-11-09 05:21:34,750][root][INFO] - ===> Epoch[360](9339/26): Loss 0.4093, Sem 0.2515, dir -0.1768, norm 0.3347, swav 0.0000 LR: 8.684e-03 Score 89.884 Data time: 0.2322, Forward time: 2.2707, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 5.2410 [2020-11-09 05:21:40,415][root][INFO] - ===> Epoch[360](9340/26): Loss 0.4703, Sem 0.1982, dir -0.1351, norm 0.4072, swav 0.0000 LR: 8.672e-03 Score 93.193 Data time: 0.1822, Forward time: 2.2707, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 5.5556 [2020-11-09 05:21:45,631][root][INFO] - ===> Epoch[360](9341/26): Loss 0.4577, Sem 0.2938, dir -0.1792, norm 0.3431, swav 0.0000 LR: 8.661e-03 Score 88.360 Data time: 0.1432, Forward time: 2.2706, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 5.1271 [2020-11-09 05:21:51,145][root][INFO] - ===> Epoch[360](9342/26): Loss 0.4486, Sem 0.2938, dir -0.1364, norm 0.2911, swav 0.0000 LR: 8.649e-03 Score 90.365 Data time: 0.1987, Forward time: 2.2706, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 5.4679 [2020-11-09 05:21:57,194][root][INFO] - ===> Epoch[360](9343/26): Loss 0.5255, Sem 0.2666, dir -0.1501, norm 0.4090, swav 0.0000 LR: 8.637e-03 Score 90.886 Data time: 0.2183, Forward time: 2.2706, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 5.9611 [2020-11-09 05:22:02,168][root][INFO] - ===> Epoch[360](9344/26): Loss 0.4849, Sem 0.2333, dir -0.0584, norm 0.3100, swav 0.0000 LR: 8.625e-03 Score 93.472 Data time: 0.1440, Forward time: 2.2705, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 4.8660 [2020-11-09 05:22:07,543][root][INFO] - ===> Epoch[360](9345/26): Loss 0.3914, Sem 0.1935, dir -0.1225, norm 0.3204, swav 0.0000 LR: 8.613e-03 Score 93.391 Data time: 0.1824, Forward time: 2.2705, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 5.2853 [2020-11-09 05:22:12,740][root][INFO] - ===> Epoch[360](9346/26): Loss 0.4624, Sem 0.3017, dir -0.1477, norm 0.3084, swav 0.0000 LR: 8.602e-03 Score 88.995 Data time: 0.2324, Forward time: 2.2705, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 5.1118 [2020-11-09 05:22:17,715][root][INFO] - ===> Epoch[360](9347/26): Loss 0.2775, Sem 0.1524, dir -0.1767, norm 0.3018, swav 0.0000 LR: 8.590e-03 Score 95.326 Data time: 0.2717, Forward time: 2.2706, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 4.8458 [2020-11-09 05:22:22,952][root][INFO] - ===> Epoch[360](9348/26): Loss 0.3536, Sem 0.2473, dir -0.1662, norm 0.2725, swav 0.0000 LR: 8.578e-03 Score 92.799 Data time: 0.1902, Forward time: 2.2705, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.1131 [2020-11-09 05:22:27,961][root][INFO] - ===> Epoch[360](9349/26): Loss 0.4668, Sem 0.2945, dir -0.1340, norm 0.3064, swav 0.0000 LR: 8.566e-03 Score 91.160 Data time: 0.2247, Forward time: 2.2705, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 4.9337 [2020-11-09 05:22:33,589][root][INFO] - ===> Epoch[360](9350/26): Loss 0.4425, Sem 0.2962, dir -0.1853, norm 0.3316, swav 0.0000 LR: 8.554e-03 Score 90.875 Data time: 0.2094, Forward time: 2.2705, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.5129 [2020-11-09 05:22:38,435][root][INFO] - ===> Epoch[360](9351/26): Loss 0.4462, Sem 0.2685, dir -0.1627, norm 0.3404, swav 0.0000 LR: 8.542e-03 Score 91.340 Data time: 0.2036, Forward time: 2.2705, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 4.7412 [2020-11-09 05:22:44,184][root][INFO] - ===> Epoch[360](9352/26): Loss 0.3989, Sem 0.2594, dir -0.1191, norm 0.2586, swav 0.0000 LR: 8.531e-03 Score 92.429 Data time: 0.1947, Forward time: 2.2704, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 5.6400 [2020-11-09 05:22:50,525][root][INFO] - ===> Epoch[360](9353/26): Loss 0.4473, Sem 0.2414, dir -0.1530, norm 0.3589, swav 0.0000 LR: 8.519e-03 Score 92.795 Data time: 0.2240, Forward time: 2.2705, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 6.2468 [2020-11-09 05:22:57,331][root][INFO] - ===> Epoch[360](9354/26): Loss 0.5033, Sem 0.3015, dir -0.1524, norm 0.3541, swav 0.0000 LR: 8.507e-03 Score 90.530 Data time: 0.1813, Forward time: 2.2704, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 6.6830 [2020-11-09 05:23:02,865][root][INFO] - ===> Epoch[360](9355/26): Loss 0.4184, Sem 0.2336, dir -0.1722, norm 0.3569, swav 0.0000 LR: 8.495e-03 Score 90.928 Data time: 0.2179, Forward time: 2.2704, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 5.4467 [2020-11-09 05:23:09,250][root][INFO] - ===> Epoch[360](9356/26): Loss 0.3558, Sem 0.1930, dir -0.1320, norm 0.2948, swav 0.0000 LR: 8.483e-03 Score 93.394 Data time: 0.3137, Forward time: 2.2705, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 6.2574 [2020-11-09 05:23:15,413][root][INFO] - ===> Epoch[360](9357/26): Loss 0.2972, Sem 0.1662, dir -0.1693, norm 0.3003, swav 0.0000 LR: 8.471e-03 Score 94.537 Data time: 0.2835, Forward time: 2.2706, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 6.0079 [2020-11-09 05:23:20,500][root][INFO] - ===> Epoch[360](9358/26): Loss 0.5151, Sem 0.3203, dir -0.1133, norm 0.3081, swav 0.0000 LR: 8.460e-03 Score 89.169 Data time: 0.2414, Forward time: 2.2706, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 4.9736 [2020-11-09 05:23:26,631][root][INFO] - ===> Epoch[360](9359/26): Loss 0.4536, Sem 0.1968, dir -0.0621, norm 0.3189, swav 0.0000 LR: 8.448e-03 Score 92.358 Data time: 0.2023, Forward time: 2.2706, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 6.0202 [2020-11-09 05:23:32,528][root][INFO] - ===> Epoch[360](9360/26): Loss 0.5234, Sem 0.3126, dir -0.1171, norm 0.3278, swav 0.0000 LR: 8.436e-03 Score 91.369 Data time: 0.2099, Forward time: 2.2706, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.7894 [2020-11-09 05:23:38,627][root][INFO] - ===> Epoch[361](9361/26): Loss 0.4702, Sem 0.2363, dir -0.0738, norm 0.3077, swav 0.0000 LR: 8.424e-03 Score 93.159 Data time: 0.2626, Forward time: 2.2706, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.9970 [2020-11-09 05:23:44,658][root][INFO] - ===> Epoch[361](9362/26): Loss 0.4166, Sem 0.2424, dir -0.1368, norm 0.3110, swav 0.0000 LR: 8.412e-03 Score 90.859 Data time: 0.1645, Forward time: 2.2706, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 5.9000 [2020-11-09 05:23:50,738][root][INFO] - ===> Epoch[361](9363/26): Loss 0.3208, Sem 0.2109, dir -0.2095, norm 0.3194, swav 0.0000 LR: 8.400e-03 Score 92.037 Data time: 0.2201, Forward time: 2.2706, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 5.9885 [2020-11-09 05:23:55,827][root][INFO] - ===> Epoch[361](9364/26): Loss 0.4610, Sem 0.2805, dir -0.1564, norm 0.3369, swav 0.0000 LR: 8.389e-03 Score 90.702 Data time: 0.1892, Forward time: 2.2706, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 4.9629 [2020-11-09 05:24:00,873][root][INFO] - ===> Epoch[361](9365/26): Loss 0.5778, Sem 0.3373, dir -0.1273, norm 0.3677, swav 0.0000 LR: 8.377e-03 Score 89.663 Data time: 0.1391, Forward time: 2.2705, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 4.9278 [2020-11-09 05:24:06,397][root][INFO] - ===> Epoch[361](9366/26): Loss 0.4255, Sem 0.2358, dir -0.1263, norm 0.3159, swav 0.0000 LR: 8.365e-03 Score 92.509 Data time: 0.2695, Forward time: 2.2705, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.4431 [2020-11-09 05:24:12,663][root][INFO] - ===> Epoch[361](9367/26): Loss 0.4907, Sem 0.2577, dir -0.1040, norm 0.3370, swav 0.0000 LR: 8.353e-03 Score 90.162 Data time: 0.2870, Forward time: 2.2706, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 6.1502 [2020-11-09 05:24:17,589][root][INFO] - ===> Epoch[361](9368/26): Loss 0.5070, Sem 0.2715, dir -0.0652, norm 0.3007, swav 0.0000 LR: 8.341e-03 Score 89.659 Data time: 0.1884, Forward time: 2.2705, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 4.7758 [2020-11-09 05:24:22,493][root][INFO] - ===> Epoch[361](9369/26): Loss 0.4244, Sem 0.2314, dir -0.1328, norm 0.3259, swav 0.0000 LR: 8.329e-03 Score 92.789 Data time: 0.1795, Forward time: 2.2705, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 4.7946 [2020-11-09 05:24:29,046][root][INFO] - ===> Epoch[361](9370/26): Loss 0.4645, Sem 0.3222, dir -0.1843, norm 0.3266, swav 0.0000 LR: 8.317e-03 Score 91.978 Data time: 0.2658, Forward time: 2.2705, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 6.4794 [2020-11-09 05:24:34,589][root][INFO] - ===> Epoch[361](9371/26): Loss 0.4907, Sem 0.3257, dir -0.1479, norm 0.3129, swav 0.0000 LR: 8.306e-03 Score 89.417 Data time: 0.2824, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 5.4141 [2020-11-09 05:24:39,599][root][INFO] - ===> Epoch[361](9372/26): Loss 0.4661, Sem 0.1889, dir -0.1293, norm 0.4064, swav 0.0000 LR: 8.294e-03 Score 93.480 Data time: 0.2237, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 4.8907 [2020-11-09 05:24:44,629][root][INFO] - ===> Epoch[361](9373/26): Loss 0.4328, Sem 0.2708, dir -0.1186, norm 0.2806, swav 0.0000 LR: 8.282e-03 Score 91.397 Data time: 0.1472, Forward time: 2.2705, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 4.9192 [2020-11-09 05:24:51,400][root][INFO] - ===> Epoch[361](9374/26): Loss 0.3977, Sem 0.2522, dir -0.1577, norm 0.3032, swav 0.0000 LR: 8.270e-03 Score 91.702 Data time: 0.1778, Forward time: 2.2705, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 6.6976 [2020-11-09 05:24:57,928][root][INFO] - ===> Epoch[361](9375/26): Loss 0.4444, Sem 0.2466, dir -0.1900, norm 0.3878, swav 0.0000 LR: 8.258e-03 Score 90.884 Data time: 0.1298, Forward time: 2.2704, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 6.4283 [2020-11-09 05:25:02,949][root][INFO] - ===> Epoch[361](9376/26): Loss 0.4391, Sem 0.2305, dir -0.1579, norm 0.3664, swav 0.0000 LR: 8.246e-03 Score 92.735 Data time: 0.2050, Forward time: 2.2704, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 4.9429 [2020-11-09 05:25:09,928][root][INFO] - ===> Epoch[361](9377/26): Loss 0.3788, Sem 0.2003, dir -0.1870, norm 0.3655, swav 0.0000 LR: 8.234e-03 Score 93.030 Data time: 0.3013, Forward time: 2.2705, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 6.8584 [2020-11-09 05:25:15,206][root][INFO] - ===> Epoch[361](9378/26): Loss 0.4543, Sem 0.2506, dir -0.1327, norm 0.3364, swav 0.0000 LR: 8.222e-03 Score 90.875 Data time: 0.2372, Forward time: 2.2705, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.1417 [2020-11-09 05:25:21,752][root][INFO] - ===> Epoch[361](9379/26): Loss 0.4607, Sem 0.2420, dir -0.1311, norm 0.3498, swav 0.0000 LR: 8.211e-03 Score 92.170 Data time: 0.2000, Forward time: 2.2705, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 6.4319 [2020-11-09 05:25:26,800][root][INFO] - ===> Epoch[361](9380/26): Loss 0.4915, Sem 0.2776, dir -0.1646, norm 0.3785, swav 0.0000 LR: 8.199e-03 Score 92.361 Data time: 0.2358, Forward time: 2.2705, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 4.9612 [2020-11-09 05:25:32,308][root][INFO] - ===> Epoch[361](9381/26): Loss 0.5144, Sem 0.2530, dir -0.1263, norm 0.3876, swav 0.0000 LR: 8.187e-03 Score 91.518 Data time: 0.2038, Forward time: 2.2705, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.3947 [2020-11-09 05:25:39,798][root][INFO] - ===> Epoch[361](9382/26): Loss 0.4136, Sem 0.1828, dir -0.0907, norm 0.3215, swav 0.0000 LR: 8.175e-03 Score 94.103 Data time: 0.2362, Forward time: 2.2705, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 7.3743 [2020-11-09 05:25:46,581][root][INFO] - ===> Epoch[361](9383/26): Loss 0.2793, Sem 0.1869, dir -0.1735, norm 0.2660, swav 0.0000 LR: 8.163e-03 Score 94.997 Data time: 0.2430, Forward time: 2.2705, Backward time: 3.0797, DDP time: 0.0062, Total iter time: 6.6684 [2020-11-09 05:25:51,553][root][INFO] - ===> Epoch[361](9384/26): Loss 0.4465, Sem 0.2709, dir -0.1442, norm 0.3199, swav 0.0000 LR: 8.151e-03 Score 90.076 Data time: 0.2383, Forward time: 2.2706, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 4.8362 [2020-11-09 05:25:57,773][root][INFO] - ===> Epoch[361](9385/26): Loss 0.3976, Sem 0.2193, dir -0.1636, norm 0.3419, swav 0.0000 LR: 8.139e-03 Score 92.485 Data time: 0.2435, Forward time: 2.2706, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 6.1182 [2020-11-09 05:26:03,000][root][INFO] - ===> Epoch[361](9386/26): Loss 0.4459, Sem 0.2049, dir -0.1417, norm 0.3827, swav 0.0000 LR: 8.127e-03 Score 92.792 Data time: 0.1479, Forward time: 2.2705, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 5.0872 [2020-11-09 05:26:08,385][root][INFO] - ===> Epoch[362](9387/26): Loss 0.4662, Sem 0.2496, dir -0.1205, norm 0.3371, swav 0.0000 LR: 8.115e-03 Score 93.419 Data time: 0.1710, Forward time: 2.2705, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 5.2932 [2020-11-09 05:26:13,117][root][INFO] - ===> Epoch[362](9388/26): Loss 0.3240, Sem 0.2079, dir -0.1738, norm 0.2899, swav 0.0000 LR: 8.104e-03 Score 93.025 Data time: 0.1718, Forward time: 2.2704, Backward time: 3.0796, DDP time: 0.0062, Total iter time: 4.6690 [2020-11-09 05:26:18,452][root][INFO] - ===> Epoch[362](9389/26): Loss 0.4379, Sem 0.2533, dir -0.1110, norm 0.2956, swav 0.0000 LR: 8.092e-03 Score 92.445 Data time: 0.2438, Forward time: 2.2704, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.2611 [2020-11-09 05:26:24,300][root][INFO] - ===> Epoch[362](9390/26): Loss 0.3799, Sem 0.2185, dir -0.1272, norm 0.2886, swav 0.0000 LR: 8.080e-03 Score 93.472 Data time: 0.2294, Forward time: 2.2704, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.7192 [2020-11-09 05:26:29,572][root][INFO] - ===> Epoch[362](9391/26): Loss 0.4308, Sem 0.2890, dir -0.2027, norm 0.3445, swav 0.0000 LR: 8.068e-03 Score 91.431 Data time: 0.2395, Forward time: 2.2705, Backward time: 3.0795, DDP time: 0.0062, Total iter time: 5.1425 [2020-11-09 05:26:35,125][root][INFO] - ===> Epoch[362](9392/26): Loss 0.5060, Sem 0.2491, dir -0.1561, norm 0.4130, swav 0.0000 LR: 8.056e-03 Score 91.584 Data time: 0.2475, Forward time: 2.2705, Backward time: 3.0794, DDP time: 0.0062, Total iter time: 5.4442 [2020-11-09 05:26:39,816][root][INFO] - ===> Epoch[362](9393/26): Loss 0.3599, Sem 0.2332, dir -0.1465, norm 0.2733, swav 0.0000 LR: 8.044e-03 Score 92.850 Data time: 0.2224, Forward time: 2.2705, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 4.5874 [2020-11-09 05:26:44,348][root][INFO] - ===> Epoch[362](9394/26): Loss 0.4933, Sem 0.2750, dir -0.1460, norm 0.3643, swav 0.0000 LR: 8.032e-03 Score 92.127 Data time: 0.2156, Forward time: 2.2705, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 4.4141 [2020-11-09 05:26:50,166][root][INFO] - ===> Epoch[362](9395/26): Loss 0.5220, Sem 0.3264, dir -0.0763, norm 0.2719, swav 0.0000 LR: 8.020e-03 Score 88.963 Data time: 0.2455, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.7051 [2020-11-09 05:26:57,622][root][INFO] - ===> Epoch[362](9396/26): Loss 0.4944, Sem 0.2785, dir -0.1129, norm 0.3289, swav 0.0000 LR: 8.008e-03 Score 90.469 Data time: 0.2348, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 7.3426 [2020-11-09 05:27:03,127][root][INFO] - ===> Epoch[362](9397/26): Loss 0.5192, Sem 0.2963, dir -0.1292, norm 0.3521, swav 0.0000 LR: 7.996e-03 Score 90.065 Data time: 0.1839, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 5.3984 [2020-11-09 05:27:08,614][root][INFO] - ===> Epoch[362](9398/26): Loss 0.4046, Sem 0.2155, dir -0.1302, norm 0.3193, swav 0.0000 LR: 7.984e-03 Score 93.541 Data time: 0.3141, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.4267 [2020-11-09 05:27:13,776][root][INFO] - ===> Epoch[362](9399/26): Loss 0.3651, Sem 0.2488, dir -0.2166, norm 0.3329, swav 0.0000 LR: 7.973e-03 Score 92.150 Data time: 0.2001, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.0342 [2020-11-09 05:27:18,727][root][INFO] - ===> Epoch[362](9400/26): Loss 0.4701, Sem 0.2242, dir -0.1638, norm 0.4097, swav 0.0000 LR: 7.961e-03 Score 93.275 Data time: 0.2085, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 4.8527 [2020-11-09 05:27:24,519][root][INFO] - ===> Epoch[362](9401/26): Loss 0.4628, Sem 0.2792, dir -0.1183, norm 0.3018, swav 0.0000 LR: 7.949e-03 Score 91.470 Data time: 0.2167, Forward time: 2.2705, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.6654 [2020-11-09 05:27:29,623][root][INFO] - ===> Epoch[362](9402/26): Loss 0.3203, Sem 0.2088, dir -0.1313, norm 0.2428, swav 0.0000 LR: 7.937e-03 Score 94.083 Data time: 0.1760, Forward time: 2.2705, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.0115 [2020-11-09 05:27:35,047][root][INFO] - ===> Epoch[362](9403/26): Loss 0.3506, Sem 0.2222, dir -0.1330, norm 0.2614, swav 0.0000 LR: 7.925e-03 Score 92.546 Data time: 0.2191, Forward time: 2.2705, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.3459 [2020-11-09 05:27:41,126][root][INFO] - ===> Epoch[362](9404/26): Loss 0.4483, Sem 0.2274, dir -0.1671, norm 0.3880, swav 0.0000 LR: 7.913e-03 Score 92.667 Data time: 0.2109, Forward time: 2.2705, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.9332 [2020-11-09 05:27:46,996][root][INFO] - ===> Epoch[362](9405/26): Loss 0.3944, Sem 0.2916, dir -0.1886, norm 0.2913, swav 0.0000 LR: 7.901e-03 Score 90.086 Data time: 0.2770, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.7772 [2020-11-09 05:27:54,570][root][INFO] - ===> Epoch[362](9406/26): Loss 0.5583, Sem 0.3823, dir -0.1688, norm 0.3449, swav 0.0000 LR: 7.889e-03 Score 85.471 Data time: 0.2952, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 7.4406 [2020-11-09 05:28:00,854][root][INFO] - ===> Epoch[362](9407/26): Loss 0.5643, Sem 0.3549, dir -0.1492, norm 0.3585, swav 0.0000 LR: 7.877e-03 Score 89.647 Data time: 0.1980, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 6.1540 [2020-11-09 05:28:06,816][root][INFO] - ===> Epoch[362](9408/26): Loss 0.3580, Sem 0.2324, dir -0.1462, norm 0.2717, swav 0.0000 LR: 7.865e-03 Score 92.780 Data time: 0.2100, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 5.8191 [2020-11-09 05:28:12,791][root][INFO] - ===> Epoch[362](9409/26): Loss 0.4923, Sem 0.1655, dir -0.1332, norm 0.4600, swav 0.0000 LR: 7.853e-03 Score 94.197 Data time: 0.2184, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 5.8685 [2020-11-09 05:28:18,542][root][INFO] - ===> Epoch[362](9410/26): Loss 0.3836, Sem 0.2568, dir -0.1639, norm 0.2908, swav 0.0000 LR: 7.841e-03 Score 91.247 Data time: 0.1900, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 5.6280 [2020-11-09 05:28:23,724][root][INFO] - ===> Epoch[362](9411/26): Loss 0.4403, Sem 0.2495, dir -0.0960, norm 0.2868, swav 0.0000 LR: 7.829e-03 Score 91.107 Data time: 0.1996, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 5.0919 [2020-11-09 05:28:28,780][root][INFO] - ===> Epoch[362](9412/26): Loss 0.4766, Sem 0.2497, dir -0.0971, norm 0.3240, swav 0.0000 LR: 7.817e-03 Score 90.476 Data time: 0.2468, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 4.9346 [2020-11-09 05:28:34,136][root][INFO] - ===> Epoch[363](9413/26): Loss 0.4564, Sem 0.3209, dir -0.1456, norm 0.2811, swav 0.0000 LR: 7.805e-03 Score 88.998 Data time: 0.2555, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.2355 [2020-11-09 05:28:39,248][root][INFO] - ===> Epoch[363](9414/26): Loss 0.3888, Sem 0.2898, dir -0.1872, norm 0.2862, swav 0.0000 LR: 7.794e-03 Score 89.685 Data time: 0.2501, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.9771 [2020-11-09 05:28:45,358][root][INFO] - ===> Epoch[363](9415/26): Loss 0.4324, Sem 0.2263, dir -0.1703, norm 0.3763, swav 0.0000 LR: 7.782e-03 Score 92.622 Data time: 0.2340, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.9797 [2020-11-09 05:28:50,652][root][INFO] - ===> Epoch[363](9416/26): Loss 0.3972, Sem 0.2008, dir -0.1069, norm 0.3033, swav 0.0000 LR: 7.770e-03 Score 93.384 Data time: 0.2599, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.1787 [2020-11-09 05:28:56,346][root][INFO] - ===> Epoch[363](9417/26): Loss 0.5087, Sem 0.3182, dir -0.1313, norm 0.3218, swav 0.0000 LR: 7.758e-03 Score 90.172 Data time: 0.2206, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.5666 [2020-11-09 05:29:02,190][root][INFO] - ===> Epoch[363](9418/26): Loss 0.4367, Sem 0.2251, dir -0.1161, norm 0.3276, swav 0.0000 LR: 7.746e-03 Score 92.567 Data time: 0.1908, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.7188 [2020-11-09 05:29:07,751][root][INFO] - ===> Epoch[363](9419/26): Loss 0.3481, Sem 0.2567, dir -0.2336, norm 0.3250, swav 0.0000 LR: 7.734e-03 Score 92.476 Data time: 0.1922, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.4704 [2020-11-09 05:29:12,393][root][INFO] - ===> Epoch[363](9420/26): Loss 0.5147, Sem 0.2167, dir -0.1599, norm 0.4578, swav 0.0000 LR: 7.722e-03 Score 93.525 Data time: 0.1612, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.5332 [2020-11-09 05:29:16,885][root][INFO] - ===> Epoch[363](9421/26): Loss 0.3564, Sem 0.2364, dir -0.1966, norm 0.3166, swav 0.0000 LR: 7.710e-03 Score 92.200 Data time: 0.2327, Forward time: 2.2706, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 4.4243 [2020-11-09 05:29:23,395][root][INFO] - ===> Epoch[363](9422/26): Loss 0.4294, Sem 0.2408, dir -0.1665, norm 0.3551, swav 0.0000 LR: 7.698e-03 Score 92.300 Data time: 0.3206, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.4043 [2020-11-09 05:29:29,101][root][INFO] - ===> Epoch[363](9423/26): Loss 0.4458, Sem 0.1903, dir -0.1495, norm 0.4050, swav 0.0000 LR: 7.686e-03 Score 93.693 Data time: 0.1340, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.5935 [2020-11-09 05:29:35,234][root][INFO] - ===> Epoch[363](9424/26): Loss 0.3017, Sem 0.1472, dir -0.1134, norm 0.2678, swav 0.0000 LR: 7.674e-03 Score 95.503 Data time: 0.2380, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 6.0500 [2020-11-09 05:29:42,041][root][INFO] - ===> Epoch[363](9425/26): Loss 0.6062, Sem 0.3310, dir -0.1333, norm 0.4085, swav 0.0000 LR: 7.662e-03 Score 89.819 Data time: 0.3238, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 6.7002 [2020-11-09 05:29:47,990][root][INFO] - ===> Epoch[363](9426/26): Loss 0.4214, Sem 0.2311, dir -0.0540, norm 0.2443, swav 0.0000 LR: 7.650e-03 Score 92.690 Data time: 0.1689, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.8065 [2020-11-09 05:29:53,816][root][INFO] - ===> Epoch[363](9427/26): Loss 0.4887, Sem 0.3306, dir -0.1514, norm 0.3095, swav 0.0000 LR: 7.638e-03 Score 88.995 Data time: 0.1780, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.7228 [2020-11-09 05:30:00,209][root][INFO] - ===> Epoch[363](9428/26): Loss 0.5413, Sem 0.3096, dir -0.1576, norm 0.3893, swav 0.0000 LR: 7.626e-03 Score 90.286 Data time: 0.3061, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.3352 [2020-11-09 05:30:05,443][root][INFO] - ===> Epoch[363](9429/26): Loss 0.3845, Sem 0.2145, dir -0.1843, norm 0.3543, swav 0.0000 LR: 7.614e-03 Score 92.201 Data time: 0.2429, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.1102 [2020-11-09 05:30:11,067][root][INFO] - ===> Epoch[363](9430/26): Loss 0.3293, Sem 0.2124, dir -0.1438, norm 0.2607, swav 0.0000 LR: 7.602e-03 Score 92.765 Data time: 0.1436, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.5083 [2020-11-09 05:30:16,290][root][INFO] - ===> Epoch[363](9431/26): Loss 0.5017, Sem 0.2609, dir -0.1577, norm 0.3984, swav 0.0000 LR: 7.590e-03 Score 92.415 Data time: 0.2334, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.1838 [2020-11-09 05:30:22,245][root][INFO] - ===> Epoch[363](9432/26): Loss 0.4484, Sem 0.2635, dir -0.1168, norm 0.3017, swav 0.0000 LR: 7.578e-03 Score 91.273 Data time: 0.2629, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.8663 [2020-11-09 05:30:27,370][root][INFO] - ===> Epoch[363](9433/26): Loss 0.3295, Sem 0.1918, dir -0.1744, norm 0.3122, swav 0.0000 LR: 7.566e-03 Score 92.942 Data time: 0.2251, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.0186 [2020-11-09 05:30:34,227][root][INFO] - ===> Epoch[363](9434/26): Loss 0.3418, Sem 0.2184, dir -0.1553, norm 0.2788, swav 0.0000 LR: 7.554e-03 Score 93.874 Data time: 0.1552, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.7415 [2020-11-09 05:30:40,472][root][INFO] - ===> Epoch[363](9435/26): Loss 0.5013, Sem 0.2429, dir -0.0966, norm 0.3550, swav 0.0000 LR: 7.542e-03 Score 90.545 Data time: 0.2748, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.1806 [2020-11-09 05:30:46,551][root][INFO] - ===> Epoch[363](9436/26): Loss 0.4262, Sem 0.2127, dir -0.1403, norm 0.3539, swav 0.0000 LR: 7.530e-03 Score 93.914 Data time: 0.2672, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.9530 [2020-11-09 05:30:52,722][root][INFO] - ===> Epoch[363](9437/26): Loss 0.4863, Sem 0.2282, dir -0.1012, norm 0.3592, swav 0.0000 LR: 7.518e-03 Score 92.857 Data time: 0.2835, Forward time: 2.2709, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.0575 [2020-11-09 05:30:58,257][root][INFO] - ===> Epoch[363](9438/26): Loss 0.4297, Sem 0.2586, dir -0.1472, norm 0.3182, swav 0.0000 LR: 7.506e-03 Score 91.593 Data time: 0.2680, Forward time: 2.2709, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.3971 [2020-11-09 05:31:03,844][root][INFO] - ===> Epoch[364](9439/26): Loss 0.4649, Sem 0.2215, dir -0.1010, norm 0.3444, swav 0.0000 LR: 7.494e-03 Score 92.880 Data time: 0.2041, Forward time: 2.2709, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.4694 [2020-11-09 05:31:10,735][root][INFO] - ===> Epoch[364](9440/26): Loss 0.4997, Sem 0.2546, dir -0.0812, norm 0.3263, swav 0.0000 LR: 7.482e-03 Score 92.091 Data time: 0.2697, Forward time: 2.2709, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.7789 [2020-11-09 05:31:16,473][root][INFO] - ===> Epoch[364](9441/26): Loss 0.4667, Sem 0.2292, dir -0.1266, norm 0.3640, swav 0.0000 LR: 7.470e-03 Score 92.012 Data time: 0.2335, Forward time: 2.2709, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.6112 [2020-11-09 05:31:21,711][root][INFO] - ===> Epoch[364](9442/26): Loss 0.4490, Sem 0.1843, dir -0.0914, norm 0.3561, swav 0.0000 LR: 7.458e-03 Score 93.187 Data time: 0.2082, Forward time: 2.2709, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.1154 [2020-11-09 05:31:27,740][root][INFO] - ===> Epoch[364](9443/26): Loss 0.4675, Sem 0.2215, dir -0.0954, norm 0.3414, swav 0.0000 LR: 7.446e-03 Score 93.291 Data time: 0.2850, Forward time: 2.2710, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.9251 [2020-11-09 05:31:34,302][root][INFO] - ===> Epoch[364](9444/26): Loss 0.5119, Sem 0.2922, dir -0.1061, norm 0.3258, swav 0.0000 LR: 7.434e-03 Score 89.438 Data time: 0.1980, Forward time: 2.2710, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.4218 [2020-11-09 05:31:39,254][root][INFO] - ===> Epoch[364](9445/26): Loss 0.4911, Sem 0.2346, dir -0.1456, norm 0.4021, swav 0.0000 LR: 7.422e-03 Score 92.057 Data time: 0.1966, Forward time: 2.2709, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.8332 [2020-11-09 05:31:44,995][root][INFO] - ===> Epoch[364](9446/26): Loss 0.5108, Sem 0.3049, dir -0.1363, norm 0.3422, swav 0.0000 LR: 7.410e-03 Score 90.648 Data time: 0.2457, Forward time: 2.2709, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.6414 [2020-11-09 05:31:50,397][root][INFO] - ===> Epoch[364](9447/26): Loss 0.4003, Sem 0.1396, dir -0.0956, norm 0.3563, swav 0.0000 LR: 7.398e-03 Score 95.470 Data time: 0.2691, Forward time: 2.2710, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.2856 [2020-11-09 05:31:56,290][root][INFO] - ===> Epoch[364](9448/26): Loss 0.3617, Sem 0.1916, dir -0.1064, norm 0.2764, swav 0.0000 LR: 7.386e-03 Score 94.755 Data time: 0.3065, Forward time: 2.2711, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 5.7603 [2020-11-09 05:32:01,254][root][INFO] - ===> Epoch[364](9449/26): Loss 0.5741, Sem 0.3673, dir -0.1458, norm 0.3526, swav 0.0000 LR: 7.374e-03 Score 87.529 Data time: 0.2120, Forward time: 2.2711, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 4.8387 [2020-11-09 05:32:06,461][root][INFO] - ===> Epoch[364](9450/26): Loss 0.5078, Sem 0.2660, dir -0.1216, norm 0.3634, swav 0.0000 LR: 7.362e-03 Score 91.044 Data time: 0.2505, Forward time: 2.2711, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.1173 [2020-11-09 05:32:11,913][root][INFO] - ===> Epoch[364](9451/26): Loss 0.4690, Sem 0.2675, dir -0.1393, norm 0.3407, swav 0.0000 LR: 7.350e-03 Score 90.540 Data time: 0.2130, Forward time: 2.2711, Backward time: 3.0785, DDP time: 0.0062, Total iter time: 5.3327 [2020-11-09 05:32:18,128][root][INFO] - ===> Epoch[364](9452/26): Loss 0.4547, Sem 0.2202, dir -0.2237, norm 0.4582, swav 0.0000 LR: 7.338e-03 Score 94.095 Data time: 0.1964, Forward time: 2.2711, Backward time: 3.0786, DDP time: 0.0062, Total iter time: 6.1235 [2020-11-09 05:32:24,898][root][INFO] - ===> Epoch[364](9453/26): Loss 0.5329, Sem 0.3191, dir -0.1023, norm 0.3160, swav 0.0000 LR: 7.326e-03 Score 90.281 Data time: 0.1748, Forward time: 2.2711, Backward time: 3.0787, DDP time: 0.0062, Total iter time: 6.6641 [2020-11-09 05:32:30,899][root][INFO] - ===> Epoch[364](9454/26): Loss 0.4145, Sem 0.2776, dir -0.1466, norm 0.2835, swav 0.0000 LR: 7.314e-03 Score 90.751 Data time: 0.1763, Forward time: 2.2710, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.9099 [2020-11-09 05:32:37,189][root][INFO] - ===> Epoch[364](9455/26): Loss 0.3448, Sem 0.2266, dir -0.1273, norm 0.2456, swav 0.0000 LR: 7.302e-03 Score 93.457 Data time: 0.2406, Forward time: 2.2710, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.2028 [2020-11-09 05:32:42,646][root][INFO] - ===> Epoch[364](9456/26): Loss 0.4239, Sem 0.2119, dir -0.1168, norm 0.3287, swav 0.0000 LR: 7.290e-03 Score 91.732 Data time: 0.2570, Forward time: 2.2711, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.3304 [2020-11-09 05:32:49,197][root][INFO] - ===> Epoch[364](9457/26): Loss 0.4352, Sem 0.2533, dir -0.1542, norm 0.3361, swav 0.0000 LR: 7.278e-03 Score 91.895 Data time: 0.1552, Forward time: 2.2710, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.4297 [2020-11-09 05:32:54,966][root][INFO] - ===> Epoch[364](9458/26): Loss 0.5093, Sem 0.2802, dir -0.1268, norm 0.3559, swav 0.0000 LR: 7.266e-03 Score 90.579 Data time: 0.1892, Forward time: 2.2710, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.6820 [2020-11-09 05:33:00,405][root][INFO] - ===> Epoch[364](9459/26): Loss 0.5021, Sem 0.2171, dir -0.1778, norm 0.4628, swav 0.0000 LR: 7.254e-03 Score 91.661 Data time: 0.1468, Forward time: 2.2709, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.3482 [2020-11-09 05:33:07,008][root][INFO] - ===> Epoch[364](9460/26): Loss 0.3615, Sem 0.2285, dir -0.1440, norm 0.2770, swav 0.0000 LR: 7.242e-03 Score 92.069 Data time: 0.1525, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.5299 [2020-11-09 05:33:12,519][root][INFO] - ===> Epoch[364](9461/26): Loss 0.4429, Sem 0.2248, dir -0.1772, norm 0.3953, swav 0.0000 LR: 7.230e-03 Score 92.855 Data time: 0.1923, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.4138 [2020-11-09 05:33:18,398][root][INFO] - ===> Epoch[364](9462/26): Loss 0.4044, Sem 0.2493, dir -0.1994, norm 0.3544, swav 0.0000 LR: 7.218e-03 Score 91.866 Data time: 0.1775, Forward time: 2.2708, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.7665 [2020-11-09 05:33:24,393][root][INFO] - ===> Epoch[364](9463/26): Loss 0.3680, Sem 0.2207, dir -0.1563, norm 0.3036, swav 0.0000 LR: 7.206e-03 Score 92.530 Data time: 0.1985, Forward time: 2.2708, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.8896 [2020-11-09 05:33:29,710][root][INFO] - ===> Epoch[364](9464/26): Loss 0.3993, Sem 0.2130, dir -0.1171, norm 0.3034, swav 0.0000 LR: 7.193e-03 Score 93.540 Data time: 0.1821, Forward time: 2.2707, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.1942 [2020-11-09 05:33:34,148][root][INFO] - ===> Epoch[365](9465/26): Loss 0.4259, Sem 0.2436, dir -0.1319, norm 0.3142, swav 0.0000 LR: 7.181e-03 Score 91.685 Data time: 0.2138, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 4.3315 [2020-11-09 05:33:39,320][root][INFO] - ===> Epoch[365](9466/26): Loss 0.4239, Sem 0.2756, dir -0.1668, norm 0.3152, swav 0.0000 LR: 7.169e-03 Score 92.267 Data time: 0.2055, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.0651 [2020-11-09 05:33:44,009][root][INFO] - ===> Epoch[365](9467/26): Loss 0.5017, Sem 0.2054, dir -0.1217, norm 0.4180, swav 0.0000 LR: 7.157e-03 Score 93.699 Data time: 0.1687, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.5529 [2020-11-09 05:33:49,754][root][INFO] - ===> Epoch[365](9468/26): Loss 0.3702, Sem 0.2023, dir -0.1660, norm 0.3338, swav 0.0000 LR: 7.145e-03 Score 92.047 Data time: 0.2584, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.6430 [2020-11-09 05:33:56,254][root][INFO] - ===> Epoch[365](9469/26): Loss 0.5335, Sem 0.3170, dir -0.1026, norm 0.3191, swav 0.0000 LR: 7.133e-03 Score 92.271 Data time: 0.3133, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.3755 [2020-11-09 05:34:02,006][root][INFO] - ===> Epoch[365](9470/26): Loss 0.4034, Sem 0.2181, dir -0.1147, norm 0.3000, swav 0.0000 LR: 7.121e-03 Score 93.102 Data time: 0.2263, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.6053 [2020-11-09 05:34:07,168][root][INFO] - ===> Epoch[365](9471/26): Loss 0.5461, Sem 0.2667, dir -0.1597, norm 0.4391, swav 0.0000 LR: 7.109e-03 Score 91.655 Data time: 0.2288, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.0526 [2020-11-09 05:34:13,007][root][INFO] - ===> Epoch[365](9472/26): Loss 0.4535, Sem 0.2595, dir -0.0864, norm 0.2804, swav 0.0000 LR: 7.097e-03 Score 91.156 Data time: 0.1924, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.6869 [2020-11-09 05:34:20,203][root][INFO] - ===> Epoch[365](9473/26): Loss 0.5211, Sem 0.2170, dir -0.1339, norm 0.4380, swav 0.0000 LR: 7.085e-03 Score 92.867 Data time: 0.2695, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 7.1075 [2020-11-09 05:34:25,788][root][INFO] - ===> Epoch[365](9474/26): Loss 0.4094, Sem 0.2264, dir -0.1606, norm 0.3436, swav 0.0000 LR: 7.073e-03 Score 93.945 Data time: 0.2105, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.4473 [2020-11-09 05:34:33,261][root][INFO] - ===> Epoch[365](9475/26): Loss 0.2992, Sem 0.1889, dir -0.2132, norm 0.3235, swav 0.0000 LR: 7.061e-03 Score 93.942 Data time: 0.2182, Forward time: 2.2708, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 7.3417 [2020-11-09 05:34:38,433][root][INFO] - ===> Epoch[365](9476/26): Loss 0.3762, Sem 0.2809, dir -0.1597, norm 0.2550, swav 0.0000 LR: 7.049e-03 Score 91.170 Data time: 0.2119, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.0792 [2020-11-09 05:34:43,285][root][INFO] - ===> Epoch[365](9477/26): Loss 0.4208, Sem 0.2173, dir -0.1389, norm 0.3424, swav 0.0000 LR: 7.037e-03 Score 92.075 Data time: 0.2495, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.7421 [2020-11-09 05:34:49,812][root][INFO] - ===> Epoch[365](9478/26): Loss 0.3405, Sem 0.2258, dir -0.1650, norm 0.2797, swav 0.0000 LR: 7.024e-03 Score 91.415 Data time: 0.2280, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.4044 [2020-11-09 05:34:55,559][root][INFO] - ===> Epoch[365](9479/26): Loss 0.3605, Sem 0.2067, dir -0.1531, norm 0.3070, swav 0.0000 LR: 7.012e-03 Score 93.757 Data time: 0.2508, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.6369 [2020-11-09 05:35:00,160][root][INFO] - ===> Epoch[365](9480/26): Loss 0.5013, Sem 0.2822, dir -0.0956, norm 0.3146, swav 0.0000 LR: 7.000e-03 Score 91.144 Data time: 0.1670, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.4899 [2020-11-09 05:35:06,421][root][INFO] - ===> Epoch[365](9481/26): Loss 0.3379, Sem 0.1765, dir -0.0938, norm 0.2553, swav 0.0000 LR: 6.988e-03 Score 94.672 Data time: 0.2135, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.1782 [2020-11-09 05:35:11,515][root][INFO] - ===> Epoch[365](9482/26): Loss 0.3323, Sem 0.2054, dir -0.1811, norm 0.3079, swav 0.0000 LR: 6.976e-03 Score 93.154 Data time: 0.2083, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.9625 [2020-11-09 05:35:16,418][root][INFO] - ===> Epoch[365](9483/26): Loss 0.3897, Sem 0.2466, dir -0.1228, norm 0.2659, swav 0.0000 LR: 6.964e-03 Score 91.197 Data time: 0.1637, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.8002 [2020-11-09 05:35:23,441][root][INFO] - ===> Epoch[365](9484/26): Loss 0.3793, Sem 0.2536, dir -0.1994, norm 0.3250, swav 0.0000 LR: 6.952e-03 Score 91.486 Data time: 0.2814, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.9489 [2020-11-09 05:35:28,901][root][INFO] - ===> Epoch[365](9485/26): Loss 0.4291, Sem 0.2238, dir -0.1572, norm 0.3624, swav 0.0000 LR: 6.940e-03 Score 92.477 Data time: 0.2101, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.3065 [2020-11-09 05:35:35,833][root][INFO] - ===> Epoch[365](9486/26): Loss 0.5105, Sem 0.2656, dir -0.0896, norm 0.3344, swav 0.0000 LR: 6.928e-03 Score 93.176 Data time: 0.1625, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.7989 [2020-11-09 05:35:41,568][root][INFO] - ===> Epoch[365](9487/26): Loss 0.4374, Sem 0.2361, dir -0.1294, norm 0.3307, swav 0.0000 LR: 6.916e-03 Score 91.816 Data time: 0.2250, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.6444 [2020-11-09 05:35:46,995][root][INFO] - ===> Epoch[365](9488/26): Loss 0.3677, Sem 0.2371, dir -0.1158, norm 0.2464, swav 0.0000 LR: 6.903e-03 Score 92.684 Data time: 0.1646, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.3077 [2020-11-09 05:35:52,319][root][INFO] - ===> Epoch[365](9489/26): Loss 0.4639, Sem 0.2618, dir -0.1727, norm 0.3748, swav 0.0000 LR: 6.891e-03 Score 91.235 Data time: 0.1899, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.2519 [2020-11-09 05:35:57,752][root][INFO] - ===> Epoch[365](9490/26): Loss 0.4218, Sem 0.2854, dir -0.1738, norm 0.3103, swav 0.0000 LR: 6.879e-03 Score 90.110 Data time: 0.2235, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.3292 [2020-11-09 05:36:02,410][root][INFO] - ===> Epoch[366](9491/26): Loss 0.4956, Sem 0.2480, dir -0.1291, norm 0.3768, swav 0.0000 LR: 6.867e-03 Score 90.739 Data time: 0.1844, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.5262 [2020-11-09 05:36:07,515][root][INFO] - ===> Epoch[366](9492/26): Loss 0.4115, Sem 0.2427, dir -0.1224, norm 0.2912, swav 0.0000 LR: 6.855e-03 Score 91.012 Data time: 0.2488, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.0255 [2020-11-09 05:36:13,786][root][INFO] - ===> Epoch[366](9493/26): Loss 0.3485, Sem 0.1464, dir -0.1276, norm 0.3297, swav 0.0000 LR: 6.843e-03 Score 95.072 Data time: 0.1740, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.1589 [2020-11-09 05:36:19,266][root][INFO] - ===> Epoch[366](9494/26): Loss 0.3550, Sem 0.2555, dir -0.1918, norm 0.2914, swav 0.0000 LR: 6.831e-03 Score 90.906 Data time: 0.2396, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.4032 [2020-11-09 05:36:25,883][root][INFO] - ===> Epoch[366](9495/26): Loss 0.4812, Sem 0.2979, dir -0.1307, norm 0.3141, swav 0.0000 LR: 6.819e-03 Score 91.052 Data time: 0.1910, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.4867 [2020-11-09 05:36:30,963][root][INFO] - ===> Epoch[366](9496/26): Loss 0.4485, Sem 0.1533, dir -0.0916, norm 0.3868, swav 0.0000 LR: 6.806e-03 Score 95.007 Data time: 0.2416, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.0216 [2020-11-09 05:36:38,354][root][INFO] - ===> Epoch[366](9497/26): Loss 0.5143, Sem 0.2572, dir -0.1220, norm 0.3791, swav 0.0000 LR: 6.794e-03 Score 91.863 Data time: 0.3488, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 7.2674 [2020-11-09 05:36:44,782][root][INFO] - ===> Epoch[366](9498/26): Loss 0.5206, Sem 0.2086, dir -0.1031, norm 0.4151, swav 0.0000 LR: 6.782e-03 Score 92.256 Data time: 0.2497, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.2925 [2020-11-09 05:36:50,630][root][INFO] - ===> Epoch[366](9499/26): Loss 0.4821, Sem 0.2729, dir -0.1359, norm 0.3451, swav 0.0000 LR: 6.770e-03 Score 90.384 Data time: 0.2257, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.7112 [2020-11-09 05:36:57,561][root][INFO] - ===> Epoch[366](9500/26): Loss 0.5027, Sem 0.2320, dir -0.1337, norm 0.4044, swav 0.0000 LR: 6.758e-03 Score 92.692 Data time: 0.3261, Forward time: 2.2709, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.8214 [2020-11-09 05:36:58,185][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 05:36:58,365][root][INFO] - ===> Start testing [2020-11-09 05:38:23,164][root][INFO] - 101/312: Data time: 0.0082, Iter time: 0.6653 Loss 0.591 (AVG: 0.729) Score 82.202 (AVG: 81.910) mIOU 53.340 mAP 62.544 mAcc 64.523 IOU: 73.674 94.704 47.949 69.477 83.229 69.359 63.556 33.232 40.300 64.331 4.831 44.368 44.377 55.721 24.696 42.120 69.789 33.502 79.732 27.843 mAP: 73.230 95.048 60.208 69.204 85.520 73.360 74.556 49.697 48.035 57.514 20.308 45.801 53.284 65.852 40.901 79.684 85.217 61.194 77.552 34.718 mAcc: 89.814 97.193 65.954 82.235 89.443 87.780 81.041 45.939 48.909 77.366 7.291 62.659 61.669 66.013 31.610 51.091 78.017 40.498 88.912 37.026 [2020-11-09 05:39:49,995][root][INFO] - 201/312: Data time: 0.0098, Iter time: 0.2882 Loss 0.427 (AVG: 0.733) Score 89.072 (AVG: 81.645) mIOU 54.198 mAP 61.943 mAcc 65.479 IOU: 74.034 95.169 48.019 68.994 81.522 73.908 60.909 34.281 40.237 65.612 5.306 54.588 44.563 56.769 23.691 40.877 72.348 35.513 77.897 29.722 mAP: 74.839 95.162 52.464 74.059 84.257 76.597 64.982 45.951 48.016 60.245 19.025 51.701 52.463 66.320 38.707 80.323 86.943 54.149 77.345 35.313 mAcc: 89.653 97.480 64.047 83.528 88.450 90.419 77.327 47.554 50.587 78.457 7.549 70.820 62.825 67.766 32.245 52.277 81.254 41.278 86.639 39.431 [2020-11-09 05:41:08,155][root][INFO] - 301/312: Data time: 0.0070, Iter time: 0.3053 Loss 0.953 (AVG: 0.755) Score 74.395 (AVG: 81.182) mIOU 53.570 mAP 61.611 mAcc 64.806 IOU: 73.264 95.060 45.778 65.664 80.620 75.954 61.678 34.511 39.531 64.881 5.393 47.420 41.839 56.756 19.563 42.938 76.184 39.407 76.115 28.852 mAP: 74.039 95.492 53.108 66.365 83.174 78.246 65.548 46.762 48.851 59.633 19.343 48.612 52.562 68.143 34.465 79.529 89.607 54.210 78.787 35.754 mAcc: 89.145 97.550 62.694 79.946 87.504 91.608 77.597 48.040 49.925 78.161 8.067 61.100 58.334 68.954 26.608 57.038 84.885 45.675 84.566 38.728 [2020-11-09 05:41:19,776][root][INFO] - 312/312: Data time: 0.0045, Iter time: 0.4996 Loss 1.047 (AVG: 0.747) Score 74.678 (AVG: 81.290) mIOU 53.767 mAP 61.877 mAcc 65.007 IOU: 73.288 95.101 46.738 65.755 80.528 76.104 62.114 34.140 39.582 64.490 6.158 49.681 42.502 56.693 20.214 42.872 76.488 38.186 75.435 29.275 mAP: 74.412 95.585 53.207 66.729 82.997 78.683 65.757 46.160 49.313 59.633 19.791 49.978 53.042 68.143 37.298 79.529 89.765 52.836 78.787 35.894 mAcc: 89.081 97.575 63.258 80.070 87.536 91.767 77.522 47.810 50.192 78.161 9.064 63.060 59.130 68.954 27.035 57.038 85.000 43.933 84.566 39.384 [2020-11-09 05:41:19,777][root][INFO] - Finished test. Elapsed time: 261.4104 [2020-11-09 05:41:34,007][root][INFO] - [2020-11-09 05:41:34,007][root][INFO] - ################################################################ [2020-11-09 05:41:34,007][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 05:41:34,007][root][INFO] - ################################################################ [2020-11-09 05:41:34,007][root][INFO] - cabinet : 0.040 0.146 0.327 [2020-11-09 05:41:34,008][root][INFO] - bed : 0.166 0.472 0.635 [2020-11-09 05:41:34,008][root][INFO] - chair : 0.303 0.472 0.628 [2020-11-09 05:41:34,008][root][INFO] - sofa : 0.309 0.557 0.688 [2020-11-09 05:41:34,008][root][INFO] - table : 0.181 0.408 0.567 [2020-11-09 05:41:34,008][root][INFO] - door : 0.018 0.057 0.240 [2020-11-09 05:41:34,008][root][INFO] - window : 0.018 0.068 0.236 [2020-11-09 05:41:34,008][root][INFO] - bookshelf : 0.087 0.276 0.539 [2020-11-09 05:41:34,008][root][INFO] - picture : 0.000 0.001 0.020 [2020-11-09 05:41:34,008][root][INFO] - counter : 0.020 0.097 0.408 [2020-11-09 05:41:34,008][root][INFO] - desk : 0.002 0.011 0.234 [2020-11-09 05:41:34,008][root][INFO] - curtain : 0.148 0.290 0.444 [2020-11-09 05:41:34,008][root][INFO] - refrigerator : 0.005 0.017 0.072 [2020-11-09 05:41:34,008][root][INFO] - shower curtain : 0.253 0.412 0.468 [2020-11-09 05:41:34,008][root][INFO] - toilet : 0.567 0.889 0.935 [2020-11-09 05:41:34,008][root][INFO] - sink : 0.070 0.137 0.365 [2020-11-09 05:41:34,008][root][INFO] - bathtub : 0.268 0.487 0.698 [2020-11-09 05:41:34,008][root][INFO] - otherfurniture : 0.045 0.103 0.313 [2020-11-09 05:41:34,008][root][INFO] - ---------------------------------------------------------------- [2020-11-09 05:41:34,009][root][INFO] - average : 0.139 0.272 0.434 [2020-11-09 05:41:34,009][root][INFO] - [2020-11-09 05:41:34,225][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 05:41:34,945][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 05:41:35,110][root][INFO] - Current best mIoU: 53.767 at iter 9500 [2020-11-09 05:41:39,385][root][INFO] - ===> Epoch[366](9501/26): Loss 0.3511, Sem 0.2073, dir -0.2003, norm 0.3441, swav 0.0000 LR: 6.746e-03 Score 90.613 Data time: 0.1924, Forward time: 2.2709, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 4.2683 [2020-11-09 05:41:45,651][root][INFO] - ===> Epoch[366](9502/26): Loss 0.4247, Sem 0.2025, dir -0.1533, norm 0.3754, swav 0.0000 LR: 6.734e-03 Score 93.527 Data time: 0.2137, Forward time: 2.2709, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.1577 [2020-11-09 05:41:50,912][root][INFO] - ===> Epoch[366](9503/26): Loss 0.4367, Sem 0.2604, dir -0.1083, norm 0.2846, swav 0.0000 LR: 6.722e-03 Score 90.589 Data time: 0.1892, Forward time: 2.2709, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 5.1651 [2020-11-09 05:41:54,860][root][INFO] - ===> Epoch[366](9504/26): Loss 0.4489, Sem 0.2210, dir -0.1518, norm 0.3797, swav 0.0000 LR: 6.709e-03 Score 92.826 Data time: 0.1464, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 3.8491 [2020-11-09 05:41:59,991][root][INFO] - ===> Epoch[366](9505/26): Loss 0.3186, Sem 0.1995, dir -0.1685, norm 0.2876, swav 0.0000 LR: 6.697e-03 Score 94.211 Data time: 0.1614, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.0725 [2020-11-09 05:42:05,470][root][INFO] - ===> Epoch[366](9506/26): Loss 0.4922, Sem 0.2272, dir -0.0603, norm 0.3253, swav 0.0000 LR: 6.685e-03 Score 93.129 Data time: 0.1725, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.4105 [2020-11-09 05:42:11,321][root][INFO] - ===> Epoch[366](9507/26): Loss 0.4124, Sem 0.2181, dir -0.1266, norm 0.3209, swav 0.0000 LR: 6.673e-03 Score 91.514 Data time: 0.2782, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 5.7918 [2020-11-09 05:42:17,110][root][INFO] - ===> Epoch[366](9508/26): Loss 0.3281, Sem 0.1890, dir -0.1453, norm 0.2844, swav 0.0000 LR: 6.661e-03 Score 95.046 Data time: 0.1974, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.6549 [2020-11-09 05:42:23,348][root][INFO] - ===> Epoch[366](9509/26): Loss 0.4022, Sem 0.2532, dir -0.1331, norm 0.2820, swav 0.0000 LR: 6.649e-03 Score 90.939 Data time: 0.3230, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0062, Total iter time: 6.1481 [2020-11-09 05:42:29,463][root][INFO] - ===> Epoch[366](9510/26): Loss 0.3886, Sem 0.1980, dir -0.0848, norm 0.2754, swav 0.0000 LR: 6.636e-03 Score 92.411 Data time: 0.1893, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.9992 [2020-11-09 05:42:35,246][root][INFO] - ===> Epoch[366](9511/26): Loss 0.4143, Sem 0.2652, dir -0.1522, norm 0.3013, swav 0.0000 LR: 6.624e-03 Score 91.800 Data time: 0.2137, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.6956 [2020-11-09 05:42:41,383][root][INFO] - ===> Epoch[366](9512/26): Loss 0.3730, Sem 0.2852, dir -0.1577, norm 0.2455, swav 0.0000 LR: 6.612e-03 Score 90.516 Data time: 0.1837, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 6.0309 [2020-11-09 05:42:46,536][root][INFO] - ===> Epoch[366](9513/26): Loss 0.3307, Sem 0.2477, dir -0.1913, norm 0.2743, swav 0.0000 LR: 6.600e-03 Score 91.813 Data time: 0.1829, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0062, Total iter time: 5.0421 [2020-11-09 05:42:53,146][root][INFO] - ===> Epoch[366](9514/26): Loss 0.4864, Sem 0.2453, dir -0.1510, norm 0.3921, swav 0.0000 LR: 6.588e-03 Score 89.639 Data time: 0.2191, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.5404 [2020-11-09 05:42:59,509][root][INFO] - ===> Epoch[366](9515/26): Loss 0.4112, Sem 0.2089, dir -0.1356, norm 0.3379, swav 0.0000 LR: 6.576e-03 Score 90.824 Data time: 0.2553, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 6.2149 [2020-11-09 05:43:06,384][root][INFO] - ===> Epoch[366](9516/26): Loss 0.5528, Sem 0.2445, dir -0.0476, norm 0.3559, swav 0.0000 LR: 6.563e-03 Score 93.745 Data time: 0.2034, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.7743 [2020-11-09 05:43:11,581][root][INFO] - ===> Epoch[367](9517/26): Loss 0.4020, Sem 0.2704, dir -0.1774, norm 0.3090, swav 0.0000 LR: 6.551e-03 Score 90.185 Data time: 0.2118, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.0884 [2020-11-09 05:43:17,773][root][INFO] - ===> Epoch[367](9518/26): Loss 0.3789, Sem 0.2532, dir -0.1642, norm 0.2899, swav 0.0000 LR: 6.539e-03 Score 91.297 Data time: 0.2305, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 6.0735 [2020-11-09 05:43:24,374][root][INFO] - ===> Epoch[367](9519/26): Loss 0.4219, Sem 0.2002, dir -0.1269, norm 0.3486, swav 0.0000 LR: 6.527e-03 Score 93.293 Data time: 0.1668, Forward time: 2.2707, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 6.4718 [2020-11-09 05:43:30,726][root][INFO] - ===> Epoch[367](9520/26): Loss 0.2987, Sem 0.1875, dir -0.1471, norm 0.2584, swav 0.0000 LR: 6.515e-03 Score 93.149 Data time: 0.2189, Forward time: 2.2707, Backward time: 3.0793, DDP time: 0.0062, Total iter time: 6.2634 [2020-11-09 05:43:35,744][root][INFO] - ===> Epoch[367](9521/26): Loss 0.4329, Sem 0.2298, dir -0.1800, norm 0.3830, swav 0.0000 LR: 6.502e-03 Score 91.874 Data time: 0.2317, Forward time: 2.2707, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 4.9100 [2020-11-09 05:43:41,409][root][INFO] - ===> Epoch[367](9522/26): Loss 0.4463, Sem 0.2512, dir -0.1079, norm 0.3030, swav 0.0000 LR: 6.490e-03 Score 91.981 Data time: 0.2448, Forward time: 2.2708, Backward time: 3.0792, DDP time: 0.0062, Total iter time: 5.5438 [2020-11-09 05:43:46,789][root][INFO] - ===> Epoch[367](9523/26): Loss 0.4307, Sem 0.2123, dir -0.1691, norm 0.3875, swav 0.0000 LR: 6.478e-03 Score 93.725 Data time: 0.2358, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0062, Total iter time: 5.2498 [2020-11-09 05:43:51,329][root][INFO] - ===> Epoch[367](9524/26): Loss 0.4387, Sem 0.2746, dir -0.1524, norm 0.3166, swav 0.0000 LR: 6.466e-03 Score 88.778 Data time: 0.1787, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0062, Total iter time: 4.4222 [2020-11-09 05:43:56,870][root][INFO] - ===> Epoch[367](9525/26): Loss 0.4050, Sem 0.2129, dir -0.1998, norm 0.3919, swav 0.0000 LR: 6.454e-03 Score 91.729 Data time: 0.2153, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.4675 [2020-11-09 05:44:03,922][root][INFO] - ===> Epoch[367](9526/26): Loss 0.4461, Sem 0.2927, dir -0.1297, norm 0.2830, swav 0.0000 LR: 6.441e-03 Score 90.821 Data time: 0.2155, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 6.9178 [2020-11-09 05:44:09,483][root][INFO] - ===> Epoch[367](9527/26): Loss 0.5258, Sem 0.3056, dir -0.1441, norm 0.3643, swav 0.0000 LR: 6.429e-03 Score 90.788 Data time: 0.2323, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.4524 [2020-11-09 05:44:14,636][root][INFO] - ===> Epoch[367](9528/26): Loss 0.4583, Sem 0.2469, dir -0.1471, norm 0.3585, swav 0.0000 LR: 6.417e-03 Score 93.414 Data time: 0.1905, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.0271 [2020-11-09 05:44:22,508][root][INFO] - ===> Epoch[367](9529/26): Loss 0.6006, Sem 0.3099, dir -0.1840, norm 0.4746, swav 0.0000 LR: 6.405e-03 Score 88.528 Data time: 0.1630, Forward time: 2.2707, Backward time: 3.0793, DDP time: 0.0063, Total iter time: 7.7706 [2020-11-09 05:44:29,086][root][INFO] - ===> Epoch[367](9530/26): Loss 0.3925, Sem 0.2398, dir -0.1563, norm 0.3090, swav 0.0000 LR: 6.393e-03 Score 92.743 Data time: 0.2360, Forward time: 2.2707, Backward time: 3.0794, DDP time: 0.0063, Total iter time: 6.4962 [2020-11-09 05:44:34,732][root][INFO] - ===> Epoch[367](9531/26): Loss 0.4606, Sem 0.2844, dir -0.1548, norm 0.3310, swav 0.0000 LR: 6.380e-03 Score 91.580 Data time: 0.2305, Forward time: 2.2707, Backward time: 3.0794, DDP time: 0.0063, Total iter time: 5.5362 [2020-11-09 05:44:40,066][root][INFO] - ===> Epoch[367](9532/26): Loss 0.3172, Sem 0.2005, dir -0.1418, norm 0.2585, swav 0.0000 LR: 6.368e-03 Score 93.713 Data time: 0.2363, Forward time: 2.2708, Backward time: 3.0793, DDP time: 0.0063, Total iter time: 5.2514 [2020-11-09 05:44:45,880][root][INFO] - ===> Epoch[367](9533/26): Loss 0.3882, Sem 0.3072, dir -0.1348, norm 0.2158, swav 0.0000 LR: 6.356e-03 Score 91.792 Data time: 0.1516, Forward time: 2.2707, Backward time: 3.0794, DDP time: 0.0063, Total iter time: 5.7015 [2020-11-09 05:44:50,931][root][INFO] - ===> Epoch[367](9534/26): Loss 0.4204, Sem 0.2232, dir -0.1143, norm 0.3115, swav 0.0000 LR: 6.344e-03 Score 91.202 Data time: 0.1954, Forward time: 2.2707, Backward time: 3.0793, DDP time: 0.0063, Total iter time: 4.9826 [2020-11-09 05:44:56,681][root][INFO] - ===> Epoch[367](9535/26): Loss 0.3815, Sem 0.2335, dir -0.1745, norm 0.3225, swav 0.0000 LR: 6.332e-03 Score 93.289 Data time: 0.1794, Forward time: 2.2706, Backward time: 3.0794, DDP time: 0.0063, Total iter time: 5.6330 [2020-11-09 05:45:01,603][root][INFO] - ===> Epoch[367](9536/26): Loss 0.3830, Sem 0.2825, dir -0.2158, norm 0.3163, swav 0.0000 LR: 6.319e-03 Score 90.525 Data time: 0.2290, Forward time: 2.2707, Backward time: 3.0793, DDP time: 0.0063, Total iter time: 4.8404 [2020-11-09 05:45:06,624][root][INFO] - ===> Epoch[367](9537/26): Loss 0.4596, Sem 0.2379, dir -0.1563, norm 0.3780, swav 0.0000 LR: 6.307e-03 Score 92.131 Data time: 0.2584, Forward time: 2.2707, Backward time: 3.0792, DDP time: 0.0063, Total iter time: 4.9113 [2020-11-09 05:45:11,818][root][INFO] - ===> Epoch[367](9538/26): Loss 0.5092, Sem 0.2265, dir -0.1391, norm 0.4218, swav 0.0000 LR: 6.295e-03 Score 93.057 Data time: 0.1860, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.0566 [2020-11-09 05:45:17,716][root][INFO] - ===> Epoch[367](9539/26): Loss 0.4234, Sem 0.1958, dir -0.1139, norm 0.3414, swav 0.0000 LR: 6.283e-03 Score 93.285 Data time: 0.2214, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.8051 [2020-11-09 05:45:23,556][root][INFO] - ===> Epoch[367](9540/26): Loss 0.4663, Sem 0.2797, dir -0.1137, norm 0.3004, swav 0.0000 LR: 6.270e-03 Score 89.690 Data time: 0.2638, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.7188 [2020-11-09 05:45:30,165][root][INFO] - ===> Epoch[367](9541/26): Loss 0.5445, Sem 0.2533, dir -0.1257, norm 0.4169, swav 0.0000 LR: 6.258e-03 Score 91.993 Data time: 0.3366, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 6.4705 [2020-11-09 05:45:34,874][root][INFO] - ===> Epoch[367](9542/26): Loss 0.4158, Sem 0.1640, dir -0.1113, norm 0.3632, swav 0.0000 LR: 6.246e-03 Score 95.039 Data time: 0.1761, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 4.5613 [2020-11-09 05:45:41,364][root][INFO] - ===> Epoch[368](9543/26): Loss 0.4675, Sem 0.2539, dir -0.1389, norm 0.3525, swav 0.0000 LR: 6.234e-03 Score 90.935 Data time: 0.1912, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 6.3750 [2020-11-09 05:45:48,139][root][INFO] - ===> Epoch[368](9544/26): Loss 0.4517, Sem 0.2417, dir -0.1013, norm 0.3113, swav 0.0000 LR: 6.221e-03 Score 91.520 Data time: 0.2145, Forward time: 2.2708, Backward time: 3.0792, DDP time: 0.0063, Total iter time: 6.6952 [2020-11-09 05:45:54,017][root][INFO] - ===> Epoch[368](9545/26): Loss 0.3827, Sem 0.2694, dir -0.1409, norm 0.2541, swav 0.0000 LR: 6.209e-03 Score 91.153 Data time: 0.2022, Forward time: 2.2707, Backward time: 3.0792, DDP time: 0.0063, Total iter time: 5.7675 [2020-11-09 05:45:59,117][root][INFO] - ===> Epoch[368](9546/26): Loss 0.3798, Sem 0.1772, dir -0.1525, norm 0.3551, swav 0.0000 LR: 6.197e-03 Score 94.650 Data time: 0.2539, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 4.9864 [2020-11-09 05:46:04,887][root][INFO] - ===> Epoch[368](9547/26): Loss 0.6029, Sem 0.2577, dir -0.1126, norm 0.4578, swav 0.0000 LR: 6.185e-03 Score 92.534 Data time: 0.2896, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.6641 [2020-11-09 05:46:09,737][root][INFO] - ===> Epoch[368](9548/26): Loss 0.4054, Sem 0.2012, dir -0.1184, norm 0.3226, swav 0.0000 LR: 6.172e-03 Score 92.462 Data time: 0.2004, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 4.7195 [2020-11-09 05:46:15,019][root][INFO] - ===> Epoch[368](9549/26): Loss 0.3269, Sem 0.2083, dir -0.1760, norm 0.2946, swav 0.0000 LR: 6.160e-03 Score 92.381 Data time: 0.1667, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.1833 [2020-11-09 05:46:20,311][root][INFO] - ===> Epoch[368](9550/26): Loss 0.3687, Sem 0.2383, dir -0.1729, norm 0.3033, swav 0.0000 LR: 6.148e-03 Score 91.212 Data time: 0.2065, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.1975 [2020-11-09 05:46:25,580][root][INFO] - ===> Epoch[368](9551/26): Loss 0.3570, Sem 0.2147, dir -0.1369, norm 0.2793, swav 0.0000 LR: 6.136e-03 Score 93.602 Data time: 0.1749, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.1808 [2020-11-09 05:46:30,550][root][INFO] - ===> Epoch[368](9552/26): Loss 0.3256, Sem 0.1886, dir -0.0407, norm 0.1777, swav 0.0000 LR: 6.123e-03 Score 93.295 Data time: 0.2391, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 4.8603 [2020-11-09 05:46:35,663][root][INFO] - ===> Epoch[368](9553/26): Loss 0.4047, Sem 0.3017, dir -0.1918, norm 0.2948, swav 0.0000 LR: 6.111e-03 Score 89.310 Data time: 0.1804, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.0115 [2020-11-09 05:46:40,428][root][INFO] - ===> Epoch[368](9554/26): Loss 0.2936, Sem 0.1706, dir -0.1732, norm 0.2963, swav 0.0000 LR: 6.099e-03 Score 93.908 Data time: 0.1726, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.6667 [2020-11-09 05:46:45,424][root][INFO] - ===> Epoch[368](9555/26): Loss 0.5240, Sem 0.3059, dir -0.1857, norm 0.4038, swav 0.0000 LR: 6.086e-03 Score 89.505 Data time: 0.2060, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.9023 [2020-11-09 05:46:50,600][root][INFO] - ===> Epoch[368](9556/26): Loss 0.3684, Sem 0.2089, dir -0.1314, norm 0.2909, swav 0.0000 LR: 6.074e-03 Score 93.103 Data time: 0.2110, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.0635 [2020-11-09 05:46:56,241][root][INFO] - ===> Epoch[368](9557/26): Loss 0.5972, Sem 0.3121, dir -0.1220, norm 0.4071, swav 0.0000 LR: 6.062e-03 Score 91.288 Data time: 0.1911, Forward time: 2.2706, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.5428 [2020-11-09 05:47:02,072][root][INFO] - ===> Epoch[368](9558/26): Loss 0.4970, Sem 0.2654, dir -0.1525, norm 0.3841, swav 0.0000 LR: 6.050e-03 Score 91.837 Data time: 0.2497, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.7269 [2020-11-09 05:47:07,651][root][INFO] - ===> Epoch[368](9559/26): Loss 0.3703, Sem 0.1798, dir -0.1834, norm 0.3740, swav 0.0000 LR: 6.037e-03 Score 94.618 Data time: 0.2631, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.4434 [2020-11-09 05:47:13,554][root][INFO] - ===> Epoch[368](9560/26): Loss 0.4110, Sem 0.2111, dir -0.1221, norm 0.3219, swav 0.0000 LR: 6.025e-03 Score 92.299 Data time: 0.2531, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.7762 [2020-11-09 05:47:19,230][root][INFO] - ===> Epoch[368](9561/26): Loss 0.3105, Sem 0.1871, dir -0.2025, norm 0.3259, swav 0.0000 LR: 6.013e-03 Score 95.321 Data time: 0.3104, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.5511 [2020-11-09 05:47:24,688][root][INFO] - ===> Epoch[368](9562/26): Loss 0.2771, Sem 0.1765, dir -0.2178, norm 0.3185, swav 0.0000 LR: 6.000e-03 Score 95.507 Data time: 0.2089, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.3351 [2020-11-09 05:47:30,712][root][INFO] - ===> Epoch[368](9563/26): Loss 0.4975, Sem 0.2688, dir -0.0977, norm 0.3264, swav 0.0000 LR: 5.988e-03 Score 92.789 Data time: 0.2085, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.9115 [2020-11-09 05:47:37,173][root][INFO] - ===> Epoch[368](9564/26): Loss 0.4478, Sem 0.2552, dir -0.1860, norm 0.3786, swav 0.0000 LR: 5.976e-03 Score 90.700 Data time: 0.2596, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 6.3632 [2020-11-09 05:47:43,009][root][INFO] - ===> Epoch[368](9565/26): Loss 0.3494, Sem 0.2405, dir -0.1253, norm 0.2342, swav 0.0000 LR: 5.963e-03 Score 93.627 Data time: 0.2890, Forward time: 2.2709, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.7077 [2020-11-09 05:47:48,278][root][INFO] - ===> Epoch[368](9566/26): Loss 0.3502, Sem 0.2087, dir -0.1739, norm 0.3155, swav 0.0000 LR: 5.951e-03 Score 93.192 Data time: 0.2083, Forward time: 2.2709, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.1378 [2020-11-09 05:47:54,194][root][INFO] - ===> Epoch[368](9567/26): Loss 0.3751, Sem 0.1305, dir -0.1115, norm 0.3562, swav 0.0000 LR: 5.939e-03 Score 95.597 Data time: 0.2444, Forward time: 2.2709, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.8263 [2020-11-09 05:48:01,610][root][INFO] - ===> Epoch[368](9568/26): Loss 0.3145, Sem 0.1957, dir -0.1202, norm 0.2390, swav 0.0000 LR: 5.927e-03 Score 93.249 Data time: 0.2693, Forward time: 2.2710, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 7.2904 [2020-11-09 05:48:07,390][root][INFO] - ===> Epoch[369](9569/26): Loss 0.4531, Sem 0.2058, dir -0.2026, norm 0.4499, swav 0.0000 LR: 5.914e-03 Score 92.406 Data time: 0.1943, Forward time: 2.2709, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.6435 [2020-11-09 05:48:12,025][root][INFO] - ===> Epoch[369](9570/26): Loss 0.4964, Sem 0.2980, dir -0.0829, norm 0.2813, swav 0.0000 LR: 5.902e-03 Score 90.751 Data time: 0.1698, Forward time: 2.2709, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 4.5405 [2020-11-09 05:48:16,375][root][INFO] - ===> Epoch[369](9571/26): Loss 0.3177, Sem 0.1859, dir -0.1034, norm 0.2352, swav 0.0000 LR: 5.890e-03 Score 93.749 Data time: 0.1826, Forward time: 2.2708, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 4.2685 [2020-11-09 05:48:21,694][root][INFO] - ===> Epoch[369](9572/26): Loss 0.3482, Sem 0.2170, dir -0.1097, norm 0.2409, swav 0.0000 LR: 5.877e-03 Score 93.388 Data time: 0.2511, Forward time: 2.2709, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 5.2346 [2020-11-09 05:48:26,981][root][INFO] - ===> Epoch[369](9573/26): Loss 0.4071, Sem 0.1652, dir -0.1479, norm 0.3897, swav 0.0000 LR: 5.865e-03 Score 94.808 Data time: 0.2577, Forward time: 2.2709, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 5.1605 [2020-11-09 05:48:33,252][root][INFO] - ===> Epoch[369](9574/26): Loss 0.4925, Sem 0.2733, dir -0.1452, norm 0.3644, swav 0.0000 LR: 5.853e-03 Score 91.554 Data time: 0.2347, Forward time: 2.2709, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 6.1355 [2020-11-09 05:48:38,962][root][INFO] - ===> Epoch[369](9575/26): Loss 0.3820, Sem 0.2035, dir -0.1128, norm 0.2913, swav 0.0000 LR: 5.840e-03 Score 91.400 Data time: 0.1903, Forward time: 2.2709, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 5.5994 [2020-11-09 05:48:44,950][root][INFO] - ===> Epoch[369](9576/26): Loss 0.4189, Sem 0.2322, dir -0.1148, norm 0.3014, swav 0.0000 LR: 5.828e-03 Score 94.217 Data time: 0.1847, Forward time: 2.2709, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 5.8761 [2020-11-09 05:48:51,328][root][INFO] - ===> Epoch[369](9577/26): Loss 0.3883, Sem 0.2244, dir -0.1486, norm 0.3125, swav 0.0000 LR: 5.816e-03 Score 92.801 Data time: 0.2142, Forward time: 2.2708, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 6.2790 [2020-11-09 05:48:56,857][root][INFO] - ===> Epoch[369](9578/26): Loss 0.3760, Sem 0.1943, dir -0.1031, norm 0.2847, swav 0.0000 LR: 5.803e-03 Score 92.966 Data time: 0.2288, Forward time: 2.2709, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.4254 [2020-11-09 05:49:02,610][root][INFO] - ===> Epoch[369](9579/26): Loss 0.4554, Sem 0.2647, dir -0.1293, norm 0.3200, swav 0.0000 LR: 5.791e-03 Score 90.921 Data time: 0.1565, Forward time: 2.2708, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.6085 [2020-11-09 05:49:08,340][root][INFO] - ===> Epoch[369](9580/26): Loss 0.3727, Sem 0.2002, dir -0.1805, norm 0.3530, swav 0.0000 LR: 5.778e-03 Score 93.925 Data time: 0.3020, Forward time: 2.2708, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.6171 [2020-11-09 05:49:14,636][root][INFO] - ===> Epoch[369](9581/26): Loss 0.3456, Sem 0.1506, dir -0.1583, norm 0.3533, swav 0.0000 LR: 5.766e-03 Score 94.578 Data time: 0.3072, Forward time: 2.2709, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 6.1672 [2020-11-09 05:49:19,902][root][INFO] - ===> Epoch[369](9582/26): Loss 0.3838, Sem 0.2471, dir -0.1893, norm 0.3260, swav 0.0000 LR: 5.754e-03 Score 92.131 Data time: 0.2350, Forward time: 2.2710, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 5.1359 [2020-11-09 05:49:26,013][root][INFO] - ===> Epoch[369](9583/26): Loss 0.3780, Sem 0.2115, dir -0.1650, norm 0.3315, swav 0.0000 LR: 5.741e-03 Score 93.402 Data time: 0.3095, Forward time: 2.2710, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 5.9863 [2020-11-09 05:49:30,434][root][INFO] - ===> Epoch[369](9584/26): Loss 0.4065, Sem 0.2230, dir -0.1165, norm 0.3000, swav 0.0000 LR: 5.729e-03 Score 90.140 Data time: 0.1871, Forward time: 2.2710, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 4.2905 [2020-11-09 05:49:35,887][root][INFO] - ===> Epoch[369](9585/26): Loss 0.4645, Sem 0.2685, dir -0.1025, norm 0.2986, swav 0.0000 LR: 5.717e-03 Score 90.333 Data time: 0.1021, Forward time: 2.2709, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 5.3567 [2020-11-09 05:49:42,601][root][INFO] - ===> Epoch[369](9586/26): Loss 0.3854, Sem 0.1839, dir -0.1359, norm 0.3373, swav 0.0000 LR: 5.704e-03 Score 91.964 Data time: 0.1427, Forward time: 2.2708, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 6.6628 [2020-11-09 05:49:48,528][root][INFO] - ===> Epoch[369](9587/26): Loss 0.6338, Sem 0.2777, dir -0.1374, norm 0.4935, swav 0.0000 LR: 5.692e-03 Score 90.244 Data time: 0.1781, Forward time: 2.2708, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.8440 [2020-11-09 05:49:54,919][root][INFO] - ===> Epoch[369](9588/26): Loss 0.5527, Sem 0.2984, dir -0.1817, norm 0.4360, swav 0.0000 LR: 5.680e-03 Score 89.827 Data time: 0.2063, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 6.3105 [2020-11-09 05:50:00,412][root][INFO] - ===> Epoch[369](9589/26): Loss 0.3882, Sem 0.1988, dir -0.1414, norm 0.3309, swav 0.0000 LR: 5.667e-03 Score 93.286 Data time: 0.1852, Forward time: 2.2707, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.3690 [2020-11-09 05:50:05,789][root][INFO] - ===> Epoch[369](9590/26): Loss 0.3954, Sem 0.1691, dir -0.0872, norm 0.3135, swav 0.0000 LR: 5.655e-03 Score 94.122 Data time: 0.2015, Forward time: 2.2707, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.2913 [2020-11-09 05:50:13,100][root][INFO] - ===> Epoch[369](9591/26): Loss 0.4360, Sem 0.2408, dir -0.1578, norm 0.3529, swav 0.0000 LR: 5.642e-03 Score 91.598 Data time: 0.1691, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 7.1845 [2020-11-09 05:50:19,069][root][INFO] - ===> Epoch[369](9592/26): Loss 0.2955, Sem 0.2240, dir -0.2260, norm 0.2976, swav 0.0000 LR: 5.630e-03 Score 92.033 Data time: 0.2433, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.8628 [2020-11-09 05:50:24,143][root][INFO] - ===> Epoch[369](9593/26): Loss 0.3232, Sem 0.2544, dir -0.2104, norm 0.2791, swav 0.0000 LR: 5.618e-03 Score 89.913 Data time: 0.1714, Forward time: 2.2706, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.9607 [2020-11-09 05:50:31,201][root][INFO] - ===> Epoch[369](9594/26): Loss 0.4883, Sem 0.2423, dir -0.1445, norm 0.3905, swav 0.0000 LR: 5.605e-03 Score 91.867 Data time: 0.2598, Forward time: 2.2706, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.9800 [2020-11-09 05:50:37,275][root][INFO] - ===> Epoch[370](9595/26): Loss 0.3829, Sem 0.1768, dir -0.1429, norm 0.3489, swav 0.0000 LR: 5.593e-03 Score 93.927 Data time: 0.2886, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.9213 [2020-11-09 05:50:42,692][root][INFO] - ===> Epoch[370](9596/26): Loss 0.3880, Sem 0.2403, dir -0.1059, norm 0.2535, swav 0.0000 LR: 5.580e-03 Score 91.608 Data time: 0.2364, Forward time: 2.2708, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.2875 [2020-11-09 05:50:48,938][root][INFO] - ===> Epoch[370](9597/26): Loss 0.3982, Sem 0.2277, dir -0.1304, norm 0.3010, swav 0.0000 LR: 5.568e-03 Score 92.193 Data time: 0.1780, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.1099 [2020-11-09 05:50:55,481][root][INFO] - ===> Epoch[370](9598/26): Loss 0.3426, Sem 0.2455, dir -0.1998, norm 0.2970, swav 0.0000 LR: 5.556e-03 Score 91.474 Data time: 0.2452, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.4427 [2020-11-09 05:51:01,098][root][INFO] - ===> Epoch[370](9599/26): Loss 0.3169, Sem 0.1523, dir -0.1235, norm 0.2881, swav 0.0000 LR: 5.543e-03 Score 95.488 Data time: 0.1675, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.4803 [2020-11-09 05:51:05,903][root][INFO] - ===> Epoch[370](9600/26): Loss 0.3350, Sem 0.1659, dir -0.1385, norm 0.3075, swav 0.0000 LR: 5.531e-03 Score 94.856 Data time: 0.2087, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 4.7082 [2020-11-09 05:51:10,653][root][INFO] - ===> Epoch[370](9601/26): Loss 0.3693, Sem 0.1990, dir -0.1286, norm 0.2988, swav 0.0000 LR: 5.518e-03 Score 93.917 Data time: 0.2101, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.6281 [2020-11-09 05:51:16,688][root][INFO] - ===> Epoch[370](9602/26): Loss 0.4055, Sem 0.2335, dir -0.1737, norm 0.3457, swav 0.0000 LR: 5.506e-03 Score 92.450 Data time: 0.1960, Forward time: 2.2706, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.9316 [2020-11-09 05:51:22,077][root][INFO] - ===> Epoch[370](9603/26): Loss 0.4626, Sem 0.2819, dir -0.1361, norm 0.3168, swav 0.0000 LR: 5.494e-03 Score 90.958 Data time: 0.2383, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.2880 [2020-11-09 05:51:28,052][root][INFO] - ===> Epoch[370](9604/26): Loss 0.5461, Sem 0.3370, dir -0.1243, norm 0.3334, swav 0.0000 LR: 5.481e-03 Score 89.603 Data time: 0.2345, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.8690 [2020-11-09 05:51:34,184][root][INFO] - ===> Epoch[370](9605/26): Loss 0.4135, Sem 0.1717, dir -0.0846, norm 0.3265, swav 0.0000 LR: 5.469e-03 Score 95.879 Data time: 0.1520, Forward time: 2.2706, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.0044 [2020-11-09 05:51:39,049][root][INFO] - ===> Epoch[370](9606/26): Loss 0.3426, Sem 0.2286, dir -0.2016, norm 0.3155, swav 0.0000 LR: 5.456e-03 Score 91.827 Data time: 0.1694, Forward time: 2.2706, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.8006 [2020-11-09 05:51:45,810][root][INFO] - ===> Epoch[370](9607/26): Loss 0.5298, Sem 0.3142, dir -0.1423, norm 0.3580, swav 0.0000 LR: 5.444e-03 Score 91.699 Data time: 0.1377, Forward time: 2.2705, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 6.6582 [2020-11-09 05:51:51,370][root][INFO] - ===> Epoch[370](9608/26): Loss 0.4037, Sem 0.2236, dir -0.1838, norm 0.3640, swav 0.0000 LR: 5.431e-03 Score 92.888 Data time: 0.2087, Forward time: 2.2705, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.5059 [2020-11-09 05:51:56,345][root][INFO] - ===> Epoch[370](9609/26): Loss 0.4532, Sem 0.1790, dir -0.1252, norm 0.3994, swav 0.0000 LR: 5.419e-03 Score 94.450 Data time: 0.2323, Forward time: 2.2705, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 4.8554 [2020-11-09 05:52:02,077][root][INFO] - ===> Epoch[370](9610/26): Loss 0.4040, Sem 0.2216, dir -0.1286, norm 0.3110, swav 0.0000 LR: 5.407e-03 Score 94.225 Data time: 0.2705, Forward time: 2.2705, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.6496 [2020-11-09 05:52:08,706][root][INFO] - ===> Epoch[370](9611/26): Loss 0.4816, Sem 0.2665, dir -0.1801, norm 0.3951, swav 0.0000 LR: 5.394e-03 Score 90.261 Data time: 0.2314, Forward time: 2.2705, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 6.5269 [2020-11-09 05:52:14,798][root][INFO] - ===> Epoch[370](9612/26): Loss 0.3822, Sem 0.1676, dir -0.1910, norm 0.4056, swav 0.0000 LR: 5.382e-03 Score 95.218 Data time: 0.2757, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.9870 [2020-11-09 05:52:21,017][root][INFO] - ===> Epoch[370](9613/26): Loss 0.4795, Sem 0.2396, dir -0.0814, norm 0.3214, swav 0.0000 LR: 5.369e-03 Score 92.563 Data time: 0.2992, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.1022 [2020-11-09 05:52:26,180][root][INFO] - ===> Epoch[370](9614/26): Loss 0.5366, Sem 0.2632, dir -0.1212, norm 0.3946, swav 0.0000 LR: 5.357e-03 Score 89.716 Data time: 0.1940, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.0266 [2020-11-09 05:52:31,839][root][INFO] - ===> Epoch[370](9615/26): Loss 0.4789, Sem 0.2106, dir -0.1376, norm 0.4059, swav 0.0000 LR: 5.344e-03 Score 92.938 Data time: 0.2592, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.5492 [2020-11-09 05:52:38,436][root][INFO] - ===> Epoch[370](9616/26): Loss 0.4214, Sem 0.2390, dir -0.1587, norm 0.3411, swav 0.0000 LR: 5.332e-03 Score 92.214 Data time: 0.2308, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.4813 [2020-11-09 05:52:42,876][root][INFO] - ===> Epoch[370](9617/26): Loss 0.6113, Sem 0.3090, dir -0.1191, norm 0.4214, swav 0.0000 LR: 5.319e-03 Score 88.836 Data time: 0.2202, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.3296 [2020-11-09 05:52:48,925][root][INFO] - ===> Epoch[370](9618/26): Loss 0.3724, Sem 0.1972, dir -0.1151, norm 0.2903, swav 0.0000 LR: 5.307e-03 Score 93.578 Data time: 0.2879, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.9489 [2020-11-09 05:52:54,719][root][INFO] - ===> Epoch[370](9619/26): Loss 0.3323, Sem 0.2406, dir -0.2361, norm 0.3279, swav 0.0000 LR: 5.294e-03 Score 92.981 Data time: 0.2192, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.6794 [2020-11-09 05:53:00,880][root][INFO] - ===> Epoch[370](9620/26): Loss 0.4261, Sem 0.2440, dir -0.1550, norm 0.3370, swav 0.0000 LR: 5.282e-03 Score 90.936 Data time: 0.2341, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.0375 [2020-11-09 05:53:06,692][root][INFO] - ===> Epoch[371](9621/26): Loss 0.4070, Sem 0.2543, dir -0.1411, norm 0.2938, swav 0.0000 LR: 5.269e-03 Score 91.669 Data time: 0.3008, Forward time: 2.2708, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.6926 [2020-11-09 05:53:11,291][root][INFO] - ===> Epoch[371](9622/26): Loss 0.4486, Sem 0.1762, dir -0.0987, norm 0.3712, swav 0.0000 LR: 5.257e-03 Score 94.092 Data time: 0.2020, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 4.4715 [2020-11-09 05:53:17,567][root][INFO] - ===> Epoch[371](9623/26): Loss 0.3631, Sem 0.2089, dir -0.1802, norm 0.3344, swav 0.0000 LR: 5.244e-03 Score 94.367 Data time: 0.1836, Forward time: 2.2708, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 6.1658 [2020-11-09 05:53:22,491][root][INFO] - ===> Epoch[371](9624/26): Loss 0.4406, Sem 0.2289, dir -0.1584, norm 0.3700, swav 0.0000 LR: 5.232e-03 Score 93.313 Data time: 0.1928, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 4.8272 [2020-11-09 05:53:28,852][root][INFO] - ===> Epoch[371](9625/26): Loss 0.4217, Sem 0.2055, dir -0.0989, norm 0.3151, swav 0.0000 LR: 5.220e-03 Score 94.231 Data time: 0.1634, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.2561 [2020-11-09 05:53:35,722][root][INFO] - ===> Epoch[371](9626/26): Loss 0.5030, Sem 0.2809, dir -0.1563, norm 0.3784, swav 0.0000 LR: 5.207e-03 Score 91.276 Data time: 0.1991, Forward time: 2.2706, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.7825 [2020-11-09 05:53:40,162][root][INFO] - ===> Epoch[371](9627/26): Loss 0.4225, Sem 0.1444, dir -0.0787, norm 0.3568, swav 0.0000 LR: 5.195e-03 Score 96.885 Data time: 0.2234, Forward time: 2.2706, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.3414 [2020-11-09 05:53:46,604][root][INFO] - ===> Epoch[371](9628/26): Loss 0.3755, Sem 0.1647, dir -0.1265, norm 0.3373, swav 0.0000 LR: 5.182e-03 Score 95.035 Data time: 0.5358, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 6.3347 [2020-11-09 05:53:53,578][root][INFO] - ===> Epoch[371](9629/26): Loss 0.4562, Sem 0.2044, dir -0.1471, norm 0.3989, swav 0.0000 LR: 5.170e-03 Score 92.854 Data time: 0.3249, Forward time: 2.2709, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 6.8300 [2020-11-09 05:53:59,773][root][INFO] - ===> Epoch[371](9630/26): Loss 0.4018, Sem 0.2488, dir -0.1560, norm 0.3090, swav 0.0000 LR: 5.157e-03 Score 90.914 Data time: 0.2033, Forward time: 2.2709, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.0554 [2020-11-09 05:54:05,150][root][INFO] - ===> Epoch[371](9631/26): Loss 0.4327, Sem 0.2586, dir -0.1588, norm 0.3329, swav 0.0000 LR: 5.144e-03 Score 90.606 Data time: 0.1620, Forward time: 2.2708, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.2564 [2020-11-09 05:54:11,666][root][INFO] - ===> Epoch[371](9632/26): Loss 0.4834, Sem 0.2602, dir -0.1473, norm 0.3705, swav 0.0000 LR: 5.132e-03 Score 90.770 Data time: 0.2714, Forward time: 2.2709, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.4200 [2020-11-09 05:54:16,954][root][INFO] - ===> Epoch[371](9633/26): Loss 0.3918, Sem 0.2408, dir -0.1375, norm 0.2885, swav 0.0000 LR: 5.119e-03 Score 92.310 Data time: 0.2428, Forward time: 2.2709, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.1750 [2020-11-09 05:54:23,635][root][INFO] - ===> Epoch[371](9634/26): Loss 0.3964, Sem 0.2757, dir -0.1846, norm 0.3054, swav 0.0000 LR: 5.107e-03 Score 90.835 Data time: 0.2176, Forward time: 2.2709, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.5657 [2020-11-09 05:54:30,216][root][INFO] - ===> Epoch[371](9635/26): Loss 0.4174, Sem 0.2309, dir -0.1039, norm 0.2905, swav 0.0000 LR: 5.094e-03 Score 91.949 Data time: 0.2404, Forward time: 2.2709, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.4736 [2020-11-09 05:54:36,101][root][INFO] - ===> Epoch[371](9636/26): Loss 0.4197, Sem 0.2248, dir -0.1813, norm 0.3763, swav 0.0000 LR: 5.082e-03 Score 92.297 Data time: 0.2807, Forward time: 2.2710, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.7599 [2020-11-09 05:54:41,714][root][INFO] - ===> Epoch[371](9637/26): Loss 0.3101, Sem 0.2142, dir -0.2084, norm 0.3043, swav 0.0000 LR: 5.069e-03 Score 92.024 Data time: 0.1660, Forward time: 2.2709, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.4911 [2020-11-09 05:54:46,874][root][INFO] - ===> Epoch[371](9638/26): Loss 0.3385, Sem 0.1949, dir -0.1423, norm 0.2858, swav 0.0000 LR: 5.057e-03 Score 94.563 Data time: 0.2546, Forward time: 2.2709, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.0680 [2020-11-09 05:54:52,074][root][INFO] - ===> Epoch[371](9639/26): Loss 0.2199, Sem 0.1618, dir -0.1291, norm 0.1873, swav 0.0000 LR: 5.044e-03 Score 95.106 Data time: 0.2384, Forward time: 2.2710, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.1053 [2020-11-09 05:54:58,678][root][INFO] - ===> Epoch[371](9640/26): Loss 0.4435, Sem 0.2356, dir -0.1332, norm 0.3412, swav 0.0000 LR: 5.032e-03 Score 90.389 Data time: 0.2570, Forward time: 2.2710, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.4963 [2020-11-09 05:55:03,821][root][INFO] - ===> Epoch[371](9641/26): Loss 0.4398, Sem 0.2059, dir -0.1236, norm 0.3576, swav 0.0000 LR: 5.019e-03 Score 93.926 Data time: 0.2225, Forward time: 2.2710, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.0186 [2020-11-09 05:55:09,895][root][INFO] - ===> Epoch[371](9642/26): Loss 0.4989, Sem 0.2849, dir -0.1514, norm 0.3654, swav 0.0000 LR: 5.007e-03 Score 90.385 Data time: 0.2782, Forward time: 2.2711, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.9563 [2020-11-09 05:55:15,592][root][INFO] - ===> Epoch[371](9643/26): Loss 0.5372, Sem 0.2763, dir -0.1269, norm 0.3879, swav 0.0000 LR: 4.994e-03 Score 91.438 Data time: 0.2340, Forward time: 2.2711, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.5722 [2020-11-09 05:55:21,807][root][INFO] - ===> Epoch[371](9644/26): Loss 0.3068, Sem 0.1504, dir -0.2180, norm 0.3744, swav 0.0000 LR: 4.982e-03 Score 94.827 Data time: 0.2919, Forward time: 2.2712, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 6.0964 [2020-11-09 05:55:28,222][root][INFO] - ===> Epoch[371](9645/26): Loss 0.3945, Sem 0.2204, dir -0.1275, norm 0.3017, swav 0.0000 LR: 4.969e-03 Score 93.018 Data time: 0.2783, Forward time: 2.2713, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 6.3135 [2020-11-09 05:55:34,040][root][INFO] - ===> Epoch[371](9646/26): Loss 0.4645, Sem 0.2386, dir -0.1071, norm 0.3330, swav 0.0000 LR: 4.956e-03 Score 92.586 Data time: 0.1830, Forward time: 2.2712, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.6945 [2020-11-09 05:55:40,851][root][INFO] - ===> Epoch[372](9647/26): Loss 0.4504, Sem 0.2732, dir -0.1185, norm 0.2957, swav 0.0000 LR: 4.944e-03 Score 90.913 Data time: 0.1529, Forward time: 2.2712, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.7124 [2020-11-09 05:55:46,286][root][INFO] - ===> Epoch[372](9648/26): Loss 0.3493, Sem 0.1711, dir -0.1428, norm 0.3210, swav 0.0000 LR: 4.931e-03 Score 94.740 Data time: 0.1938, Forward time: 2.2712, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.3821 [2020-11-09 05:55:51,879][root][INFO] - ===> Epoch[372](9649/26): Loss 0.3835, Sem 0.2685, dir -0.1778, norm 0.2928, swav 0.0000 LR: 4.919e-03 Score 91.356 Data time: 0.2465, Forward time: 2.2712, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.4942 [2020-11-09 05:55:57,886][root][INFO] - ===> Epoch[372](9650/26): Loss 0.4012, Sem 0.2013, dir -0.1750, norm 0.3749, swav 0.0000 LR: 4.906e-03 Score 93.658 Data time: 0.2905, Forward time: 2.2712, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.8975 [2020-11-09 05:56:03,817][root][INFO] - ===> Epoch[372](9651/26): Loss 0.3602, Sem 0.2081, dir -0.1455, norm 0.2976, swav 0.0000 LR: 4.894e-03 Score 92.706 Data time: 0.2243, Forward time: 2.2713, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.8019 [2020-11-09 05:56:09,557][root][INFO] - ===> Epoch[372](9652/26): Loss 0.3573, Sem 0.2408, dir -0.1572, norm 0.2738, swav 0.0000 LR: 4.881e-03 Score 91.842 Data time: 0.1971, Forward time: 2.2712, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.6439 [2020-11-09 05:56:14,518][root][INFO] - ===> Epoch[372](9653/26): Loss 0.3713, Sem 0.2793, dir -0.1348, norm 0.2268, swav 0.0000 LR: 4.868e-03 Score 90.771 Data time: 0.1969, Forward time: 2.2712, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 4.8729 [2020-11-09 05:56:19,045][root][INFO] - ===> Epoch[372](9654/26): Loss 0.2901, Sem 0.1802, dir -0.1281, norm 0.2380, swav 0.0000 LR: 4.856e-03 Score 93.186 Data time: 0.1851, Forward time: 2.2712, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 4.4046 [2020-11-09 05:56:24,704][root][INFO] - ===> Epoch[372](9655/26): Loss 0.4704, Sem 0.2385, dir -0.1783, norm 0.4102, swav 0.0000 LR: 4.843e-03 Score 92.778 Data time: 0.1671, Forward time: 2.2711, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.5689 [2020-11-09 05:56:30,141][root][INFO] - ===> Epoch[372](9656/26): Loss 0.4030, Sem 0.2269, dir -0.1516, norm 0.3277, swav 0.0000 LR: 4.831e-03 Score 93.286 Data time: 0.2290, Forward time: 2.2712, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.3621 [2020-11-09 05:56:36,978][root][INFO] - ===> Epoch[372](9657/26): Loss 0.3359, Sem 0.1860, dir -0.1839, norm 0.3338, swav 0.0000 LR: 4.818e-03 Score 95.107 Data time: 0.1611, Forward time: 2.2711, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 6.7299 [2020-11-09 05:56:43,505][root][INFO] - ===> Epoch[372](9658/26): Loss 0.3902, Sem 0.2040, dir -0.0919, norm 0.2782, swav 0.0000 LR: 4.805e-03 Score 93.027 Data time: 0.2468, Forward time: 2.2712, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 6.4383 [2020-11-09 05:56:50,336][root][INFO] - ===> Epoch[372](9659/26): Loss 0.3831, Sem 0.2069, dir -0.1150, norm 0.2912, swav 0.0000 LR: 4.793e-03 Score 93.822 Data time: 0.2051, Forward time: 2.2712, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.7039 [2020-11-09 05:56:56,067][root][INFO] - ===> Epoch[372](9660/26): Loss 0.4026, Sem 0.2426, dir -0.1353, norm 0.2953, swav 0.0000 LR: 4.780e-03 Score 91.539 Data time: 0.1879, Forward time: 2.2711, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.6226 [2020-11-09 05:57:01,077][root][INFO] - ===> Epoch[372](9661/26): Loss 0.3331, Sem 0.2422, dir -0.1676, norm 0.2585, swav 0.0000 LR: 4.768e-03 Score 92.047 Data time: 0.2023, Forward time: 2.2711, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.9043 [2020-11-09 05:57:06,933][root][INFO] - ===> Epoch[372](9662/26): Loss 0.3998, Sem 0.2255, dir -0.1053, norm 0.2796, swav 0.0000 LR: 4.755e-03 Score 91.042 Data time: 0.2321, Forward time: 2.2711, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.7393 [2020-11-09 05:57:11,391][root][INFO] - ===> Epoch[372](9663/26): Loss 0.4297, Sem 0.2730, dir -0.1650, norm 0.3216, swav 0.0000 LR: 4.742e-03 Score 92.717 Data time: 0.2006, Forward time: 2.2711, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 4.3467 [2020-11-09 05:57:17,253][root][INFO] - ===> Epoch[372](9664/26): Loss 0.3724, Sem 0.2005, dir -0.1670, norm 0.3390, swav 0.0000 LR: 4.730e-03 Score 93.598 Data time: 0.2217, Forward time: 2.2711, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.7650 [2020-11-09 05:57:22,096][root][INFO] - ===> Epoch[372](9665/26): Loss 0.3094, Sem 0.1422, dir -0.1490, norm 0.3162, swav 0.0000 LR: 4.717e-03 Score 94.570 Data time: 0.2075, Forward time: 2.2711, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 4.7113 [2020-11-09 05:57:27,422][root][INFO] - ===> Epoch[372](9666/26): Loss 0.4308, Sem 0.2684, dir -0.1420, norm 0.3045, swav 0.0000 LR: 4.704e-03 Score 91.992 Data time: 0.1858, Forward time: 2.2710, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.2282 [2020-11-09 05:57:32,745][root][INFO] - ===> Epoch[372](9667/26): Loss 0.4185, Sem 0.1991, dir -0.1404, norm 0.3598, swav 0.0000 LR: 4.692e-03 Score 92.400 Data time: 0.2697, Forward time: 2.2711, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.2350 [2020-11-09 05:57:37,722][root][INFO] - ===> Epoch[372](9668/26): Loss 0.3494, Sem 0.1959, dir -0.1756, norm 0.3292, swav 0.0000 LR: 4.679e-03 Score 93.205 Data time: 0.1432, Forward time: 2.2710, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 4.8690 [2020-11-09 05:57:42,074][root][INFO] - ===> Epoch[372](9669/26): Loss 0.3407, Sem 0.2190, dir -0.1669, norm 0.2886, swav 0.0000 LR: 4.666e-03 Score 93.584 Data time: 0.1687, Forward time: 2.2710, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 4.2788 [2020-11-09 05:57:46,600][root][INFO] - ===> Epoch[372](9670/26): Loss 0.5850, Sem 0.3091, dir -0.1436, norm 0.4195, swav 0.0000 LR: 4.654e-03 Score 90.568 Data time: 0.2210, Forward time: 2.2709, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 4.4536 [2020-11-09 05:57:53,091][root][INFO] - ===> Epoch[372](9671/26): Loss 0.3417, Sem 0.2367, dir -0.1669, norm 0.2719, swav 0.0000 LR: 4.641e-03 Score 90.848 Data time: 0.2451, Forward time: 2.2710, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 6.3990 [2020-11-09 05:57:58,317][root][INFO] - ===> Epoch[372](9672/26): Loss 0.4311, Sem 0.2630, dir -0.1528, norm 0.3208, swav 0.0000 LR: 4.628e-03 Score 91.254 Data time: 0.1301, Forward time: 2.2709, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 5.0834 [2020-11-09 05:58:03,782][root][INFO] - ===> Epoch[373](9673/26): Loss 0.3750, Sem 0.1806, dir -0.1236, norm 0.3181, swav 0.0000 LR: 4.616e-03 Score 94.299 Data time: 0.1647, Forward time: 2.2709, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 5.4124 [2020-11-09 05:58:09,643][root][INFO] - ===> Epoch[373](9674/26): Loss 0.4831, Sem 0.2744, dir -0.1213, norm 0.3301, swav 0.0000 LR: 4.603e-03 Score 91.592 Data time: 0.2083, Forward time: 2.2709, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.7866 [2020-11-09 05:58:16,406][root][INFO] - ===> Epoch[373](9675/26): Loss 0.5245, Sem 0.2901, dir -0.1301, norm 0.3645, swav 0.0000 LR: 4.590e-03 Score 89.941 Data time: 0.2200, Forward time: 2.2709, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 6.6437 [2020-11-09 05:58:22,027][root][INFO] - ===> Epoch[373](9676/26): Loss 0.4209, Sem 0.1983, dir -0.1176, norm 0.3401, swav 0.0000 LR: 4.578e-03 Score 94.378 Data time: 0.1828, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.4920 [2020-11-09 05:58:28,720][root][INFO] - ===> Epoch[373](9677/26): Loss 0.4401, Sem 0.2220, dir -0.1451, norm 0.3632, swav 0.0000 LR: 4.565e-03 Score 93.137 Data time: 0.1986, Forward time: 2.2708, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 6.6137 [2020-11-09 05:58:32,652][root][INFO] - ===> Epoch[373](9678/26): Loss 0.4911, Sem 0.2052, dir -0.1434, norm 0.4293, swav 0.0000 LR: 4.552e-03 Score 92.510 Data time: 0.1741, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 3.8207 [2020-11-09 05:58:38,004][root][INFO] - ===> Epoch[373](9679/26): Loss 0.5078, Sem 0.2612, dir -0.0712, norm 0.3178, swav 0.0000 LR: 4.540e-03 Score 91.295 Data time: 0.2001, Forward time: 2.2708, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.2657 [2020-11-09 05:58:43,258][root][INFO] - ===> Epoch[373](9680/26): Loss 0.3704, Sem 0.1882, dir -0.0892, norm 0.2715, swav 0.0000 LR: 4.527e-03 Score 94.818 Data time: 0.1400, Forward time: 2.2707, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.1386 [2020-11-09 05:58:50,494][root][INFO] - ===> Epoch[373](9681/26): Loss 0.3816, Sem 0.1835, dir -0.0989, norm 0.2971, swav 0.0000 LR: 4.514e-03 Score 94.199 Data time: 0.2624, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 7.1644 [2020-11-09 05:58:56,183][root][INFO] - ===> Epoch[373](9682/26): Loss 0.4468, Sem 0.2339, dir -0.0870, norm 0.2999, swav 0.0000 LR: 4.502e-03 Score 92.327 Data time: 0.2793, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.5703 [2020-11-09 05:59:01,900][root][INFO] - ===> Epoch[373](9683/26): Loss 0.3935, Sem 0.2678, dir -0.1824, norm 0.3081, swav 0.0000 LR: 4.489e-03 Score 93.035 Data time: 0.2235, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.6016 [2020-11-09 05:59:08,478][root][INFO] - ===> Epoch[373](9684/26): Loss 0.5696, Sem 0.2810, dir -0.1503, norm 0.4389, swav 0.0000 LR: 4.476e-03 Score 90.331 Data time: 0.1630, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.4558 [2020-11-09 05:59:14,470][root][INFO] - ===> Epoch[373](9685/26): Loss 0.3779, Sem 0.2111, dir -0.0987, norm 0.2655, swav 0.0000 LR: 4.464e-03 Score 93.325 Data time: 0.2164, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.9043 [2020-11-09 05:59:19,285][root][INFO] - ===> Epoch[373](9686/26): Loss 0.4037, Sem 0.1808, dir -0.1504, norm 0.3734, swav 0.0000 LR: 4.451e-03 Score 93.825 Data time: 0.1941, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 4.6707 [2020-11-09 05:59:25,034][root][INFO] - ===> Epoch[373](9687/26): Loss 0.4014, Sem 0.2190, dir -0.1361, norm 0.3185, swav 0.0000 LR: 4.438e-03 Score 93.337 Data time: 0.2458, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 5.6498 [2020-11-09 05:59:31,688][root][INFO] - ===> Epoch[373](9688/26): Loss 0.4249, Sem 0.1902, dir -0.1681, norm 0.4028, swav 0.0000 LR: 4.425e-03 Score 94.370 Data time: 0.2317, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.5308 [2020-11-09 05:59:36,608][root][INFO] - ===> Epoch[373](9689/26): Loss 0.4001, Sem 0.1730, dir -0.1402, norm 0.3674, swav 0.0000 LR: 4.413e-03 Score 93.726 Data time: 0.1789, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 4.7982 [2020-11-09 05:59:42,929][root][INFO] - ===> Epoch[373](9690/26): Loss 0.4325, Sem 0.2694, dir -0.1624, norm 0.3255, swav 0.0000 LR: 4.400e-03 Score 92.235 Data time: 0.2088, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.2169 [2020-11-09 05:59:48,647][root][INFO] - ===> Epoch[373](9691/26): Loss 0.3250, Sem 0.2037, dir -0.1889, norm 0.3102, swav 0.0000 LR: 4.387e-03 Score 93.322 Data time: 0.2115, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.5957 [2020-11-09 05:59:53,643][root][INFO] - ===> Epoch[373](9692/26): Loss 0.3453, Sem 0.1682, dir -0.1738, norm 0.3509, swav 0.0000 LR: 4.374e-03 Score 94.280 Data time: 0.1654, Forward time: 2.2707, Backward time: 3.0786, DDP time: 0.0063, Total iter time: 4.8810 [2020-11-09 06:00:00,665][root][INFO] - ===> Epoch[373](9693/26): Loss 0.4289, Sem 0.2647, dir -0.1407, norm 0.3049, swav 0.0000 LR: 4.362e-03 Score 90.430 Data time: 0.2826, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 6.9313 [2020-11-09 06:00:07,857][root][INFO] - ===> Epoch[373](9694/26): Loss 0.3650, Sem 0.2466, dir -0.1533, norm 0.2716, swav 0.0000 LR: 4.349e-03 Score 92.670 Data time: 0.2315, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 7.0753 [2020-11-09 06:00:13,603][root][INFO] - ===> Epoch[373](9695/26): Loss 0.4519, Sem 0.2761, dir -0.1053, norm 0.2811, swav 0.0000 LR: 4.336e-03 Score 92.295 Data time: 0.1865, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.6341 [2020-11-09 06:00:19,594][root][INFO] - ===> Epoch[373](9696/26): Loss 0.4122, Sem 0.1878, dir -0.1055, norm 0.3299, swav 0.0000 LR: 4.323e-03 Score 94.226 Data time: 0.1821, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.8765 [2020-11-09 06:00:25,865][root][INFO] - ===> Epoch[373](9697/26): Loss 0.5268, Sem 0.2219, dir -0.0945, norm 0.3994, swav 0.0000 LR: 4.311e-03 Score 92.482 Data time: 0.1949, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 6.1688 [2020-11-09 06:00:30,723][root][INFO] - ===> Epoch[373](9698/26): Loss 0.4216, Sem 0.2084, dir -0.1013, norm 0.3145, swav 0.0000 LR: 4.298e-03 Score 93.231 Data time: 0.2127, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 4.7187 [2020-11-09 06:00:36,680][root][INFO] - ===> Epoch[374](9699/26): Loss 0.4339, Sem 0.2036, dir -0.1516, norm 0.3818, swav 0.0000 LR: 4.285e-03 Score 92.691 Data time: 0.3046, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.8508 [2020-11-09 06:00:42,960][root][INFO] - ===> Epoch[374](9700/26): Loss 0.3730, Sem 0.1964, dir -0.1701, norm 0.3467, swav 0.0000 LR: 4.272e-03 Score 93.752 Data time: 0.2590, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 6.1461 [2020-11-09 06:00:48,651][root][INFO] - ===> Epoch[374](9701/26): Loss 0.3461, Sem 0.1593, dir -0.1500, norm 0.3368, swav 0.0000 LR: 4.260e-03 Score 94.884 Data time: 0.2478, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.5720 [2020-11-09 06:00:53,994][root][INFO] - ===> Epoch[374](9702/26): Loss 0.3234, Sem 0.1485, dir -0.1203, norm 0.2953, swav 0.0000 LR: 4.247e-03 Score 94.021 Data time: 0.1233, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.2405 [2020-11-09 06:00:58,861][root][INFO] - ===> Epoch[374](9703/26): Loss 0.3003, Sem 0.1274, dir -0.1461, norm 0.3190, swav 0.0000 LR: 4.234e-03 Score 95.936 Data time: 0.1879, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 4.8022 [2020-11-09 06:01:04,998][root][INFO] - ===> Epoch[374](9704/26): Loss 0.3439, Sem 0.2202, dir -0.1408, norm 0.2644, swav 0.0000 LR: 4.221e-03 Score 92.773 Data time: 0.1836, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 6.0469 [2020-11-09 06:01:10,799][root][INFO] - ===> Epoch[374](9705/26): Loss 0.4649, Sem 0.2039, dir -0.0931, norm 0.3540, swav 0.0000 LR: 4.208e-03 Score 92.101 Data time: 0.1728, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.7213 [2020-11-09 06:01:16,445][root][INFO] - ===> Epoch[374](9706/26): Loss 0.4324, Sem 0.2461, dir -0.1187, norm 0.3049, swav 0.0000 LR: 4.196e-03 Score 91.272 Data time: 0.2008, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.5751 [2020-11-09 06:01:22,274][root][INFO] - ===> Epoch[374](9707/26): Loss 0.4068, Sem 0.1980, dir -0.1079, norm 0.3168, swav 0.0000 LR: 4.183e-03 Score 93.252 Data time: 0.1724, Forward time: 2.2705, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.7090 [2020-11-09 06:01:27,263][root][INFO] - ===> Epoch[374](9708/26): Loss 0.4242, Sem 0.2078, dir -0.1090, norm 0.3253, swav 0.0000 LR: 4.170e-03 Score 92.991 Data time: 0.2213, Forward time: 2.2705, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 4.9125 [2020-11-09 06:01:32,862][root][INFO] - ===> Epoch[374](9709/26): Loss 0.4485, Sem 0.2299, dir -0.1615, norm 0.3800, swav 0.0000 LR: 4.157e-03 Score 93.009 Data time: 0.2017, Forward time: 2.2705, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.4754 [2020-11-09 06:01:38,166][root][INFO] - ===> Epoch[374](9710/26): Loss 0.4662, Sem 0.3103, dir -0.1746, norm 0.3305, swav 0.0000 LR: 4.144e-03 Score 91.130 Data time: 0.2368, Forward time: 2.2705, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.2018 [2020-11-09 06:01:44,980][root][INFO] - ===> Epoch[374](9711/26): Loss 0.4549, Sem 0.1955, dir -0.0991, norm 0.3585, swav 0.0000 LR: 4.132e-03 Score 94.083 Data time: 0.2328, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 6.6946 [2020-11-09 06:01:51,360][root][INFO] - ===> Epoch[374](9712/26): Loss 0.3915, Sem 0.2112, dir -0.1560, norm 0.3363, swav 0.0000 LR: 4.119e-03 Score 93.228 Data time: 0.1782, Forward time: 2.2705, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 6.2537 [2020-11-09 06:01:57,116][root][INFO] - ===> Epoch[374](9713/26): Loss 0.5252, Sem 0.2547, dir -0.1538, norm 0.4243, swav 0.0000 LR: 4.106e-03 Score 92.849 Data time: 0.1954, Forward time: 2.2705, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.6755 [2020-11-09 06:02:02,522][root][INFO] - ===> Epoch[374](9714/26): Loss 0.3665, Sem 0.2115, dir -0.1575, norm 0.3125, swav 0.0000 LR: 4.093e-03 Score 93.618 Data time: 0.2031, Forward time: 2.2705, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.2980 [2020-11-09 06:02:08,119][root][INFO] - ===> Epoch[374](9715/26): Loss 0.4771, Sem 0.3003, dir -0.1321, norm 0.3089, swav 0.0000 LR: 4.080e-03 Score 91.171 Data time: 0.2321, Forward time: 2.2705, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.4982 [2020-11-09 06:02:13,516][root][INFO] - ===> Epoch[374](9716/26): Loss 0.3893, Sem 0.2459, dir -0.1498, norm 0.2931, swav 0.0000 LR: 4.067e-03 Score 91.789 Data time: 0.2168, Forward time: 2.2705, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.2916 [2020-11-09 06:02:19,128][root][INFO] - ===> Epoch[374](9717/26): Loss 0.3414, Sem 0.1675, dir -0.1274, norm 0.3013, swav 0.0000 LR: 4.055e-03 Score 94.935 Data time: 0.3115, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.5035 [2020-11-09 06:02:25,407][root][INFO] - ===> Epoch[374](9718/26): Loss 0.3267, Sem 0.2177, dir -0.1693, norm 0.2783, swav 0.0000 LR: 4.042e-03 Score 93.616 Data time: 0.2250, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 6.1477 [2020-11-09 06:02:31,103][root][INFO] - ===> Epoch[374](9719/26): Loss 0.4448, Sem 0.1957, dir -0.1185, norm 0.3676, swav 0.0000 LR: 4.029e-03 Score 94.395 Data time: 0.2072, Forward time: 2.2705, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.5913 [2020-11-09 06:02:37,054][root][INFO] - ===> Epoch[374](9720/26): Loss 0.3674, Sem 0.2417, dir -0.1531, norm 0.2788, swav 0.0000 LR: 4.016e-03 Score 92.998 Data time: 0.2287, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.8797 [2020-11-09 06:02:44,164][root][INFO] - ===> Epoch[374](9721/26): Loss 0.2977, Sem 0.2045, dir -0.2277, norm 0.3209, swav 0.0000 LR: 4.003e-03 Score 92.163 Data time: 0.3503, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 7.0041 [2020-11-09 06:02:48,968][root][INFO] - ===> Epoch[374](9722/26): Loss 0.3482, Sem 0.2275, dir -0.2079, norm 0.3286, swav 0.0000 LR: 3.990e-03 Score 92.064 Data time: 0.1999, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 4.6687 [2020-11-09 06:02:53,758][root][INFO] - ===> Epoch[374](9723/26): Loss 0.3633, Sem 0.2519, dir -0.1883, norm 0.2997, swav 0.0000 LR: 3.977e-03 Score 92.544 Data time: 0.1836, Forward time: 2.2706, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 4.6878 [2020-11-09 06:02:59,442][root][INFO] - ===> Epoch[374](9724/26): Loss 0.3341, Sem 0.2467, dir -0.1576, norm 0.2449, swav 0.0000 LR: 3.965e-03 Score 90.978 Data time: 0.4955, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.6277 [2020-11-09 06:03:07,097][root][INFO] - ===> Epoch[375](9725/26): Loss 0.4776, Sem 0.2823, dir -0.1515, norm 0.3468, swav 0.0000 LR: 3.952e-03 Score 89.802 Data time: 0.3646, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 7.5546 [2020-11-09 06:03:13,282][root][INFO] - ===> Epoch[375](9726/26): Loss 0.3921, Sem 0.1966, dir -0.1544, norm 0.3499, swav 0.0000 LR: 3.939e-03 Score 94.098 Data time: 0.2192, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.0534 [2020-11-09 06:03:18,218][root][INFO] - ===> Epoch[375](9727/26): Loss 0.4125, Sem 0.2736, dir -0.1229, norm 0.2618, swav 0.0000 LR: 3.926e-03 Score 90.043 Data time: 0.1821, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 4.8141 [2020-11-09 06:03:23,730][root][INFO] - ===> Epoch[375](9728/26): Loss 0.3655, Sem 0.1584, dir -0.1509, norm 0.3579, swav 0.0000 LR: 3.913e-03 Score 96.099 Data time: 0.2372, Forward time: 2.2708, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.4487 [2020-11-09 06:03:30,197][root][INFO] - ===> Epoch[375](9729/26): Loss 0.3727, Sem 0.1926, dir -0.1667, norm 0.3468, swav 0.0000 LR: 3.900e-03 Score 94.096 Data time: 0.1770, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 6.3524 [2020-11-09 06:03:36,819][root][INFO] - ===> Epoch[375](9730/26): Loss 0.3129, Sem 0.1747, dir -0.1501, norm 0.2884, swav 0.0000 LR: 3.887e-03 Score 95.039 Data time: 0.1884, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 6.5718 [2020-11-09 06:03:42,135][root][INFO] - ===> Epoch[375](9731/26): Loss 0.3177, Sem 0.1760, dir -0.1926, norm 0.3343, swav 0.0000 LR: 3.874e-03 Score 95.059 Data time: 0.2226, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.2212 [2020-11-09 06:03:48,707][root][INFO] - ===> Epoch[375](9732/26): Loss 0.4526, Sem 0.2619, dir -0.1839, norm 0.3746, swav 0.0000 LR: 3.861e-03 Score 91.727 Data time: 0.2287, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 6.4568 [2020-11-09 06:03:53,662][root][INFO] - ===> Epoch[375](9733/26): Loss 0.3149, Sem 0.1729, dir -0.1942, norm 0.3361, swav 0.0000 LR: 3.848e-03 Score 94.508 Data time: 0.2256, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 4.8584 [2020-11-09 06:03:59,265][root][INFO] - ===> Epoch[375](9734/26): Loss 0.4897, Sem 0.2321, dir -0.1559, norm 0.4135, swav 0.0000 LR: 3.835e-03 Score 92.045 Data time: 0.2161, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.4887 [2020-11-09 06:04:04,690][root][INFO] - ===> Epoch[375](9735/26): Loss 0.4964, Sem 0.3059, dir -0.1601, norm 0.3506, swav 0.0000 LR: 3.823e-03 Score 90.429 Data time: 0.1513, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.3222 [2020-11-09 06:04:10,306][root][INFO] - ===> Epoch[375](9736/26): Loss 0.4320, Sem 0.2643, dir -0.1379, norm 0.3056, swav 0.0000 LR: 3.810e-03 Score 91.498 Data time: 0.1612, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.5392 [2020-11-09 06:04:16,743][root][INFO] - ===> Epoch[375](9737/26): Loss 0.4047, Sem 0.2548, dir -0.1223, norm 0.2723, swav 0.0000 LR: 3.797e-03 Score 90.622 Data time: 0.1992, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 6.3476 [2020-11-09 06:04:22,390][root][INFO] - ===> Epoch[375](9738/26): Loss 0.3740, Sem 0.1997, dir -0.2080, norm 0.3824, swav 0.0000 LR: 3.784e-03 Score 95.826 Data time: 0.2104, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.5397 [2020-11-09 06:04:28,314][root][INFO] - ===> Epoch[375](9739/26): Loss 0.3752, Sem 0.1818, dir -0.1486, norm 0.3420, swav 0.0000 LR: 3.771e-03 Score 94.010 Data time: 0.2324, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.8247 [2020-11-09 06:04:33,952][root][INFO] - ===> Epoch[375](9740/26): Loss 0.4384, Sem 0.2540, dir -0.1248, norm 0.3092, swav 0.0000 LR: 3.758e-03 Score 92.669 Data time: 0.2626, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.5205 [2020-11-09 06:04:39,478][root][INFO] - ===> Epoch[375](9741/26): Loss 0.3826, Sem 0.2289, dir -0.1648, norm 0.3185, swav 0.0000 LR: 3.745e-03 Score 92.143 Data time: 0.2682, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.4160 [2020-11-09 06:04:45,639][root][INFO] - ===> Epoch[375](9742/26): Loss 0.3354, Sem 0.2257, dir -0.1896, norm 0.2993, swav 0.0000 LR: 3.732e-03 Score 91.836 Data time: 0.2599, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 6.0390 [2020-11-09 06:04:51,144][root][INFO] - ===> Epoch[375](9743/26): Loss 0.3995, Sem 0.2603, dir -0.1255, norm 0.2647, swav 0.0000 LR: 3.719e-03 Score 91.104 Data time: 0.1969, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.3873 [2020-11-09 06:04:56,994][root][INFO] - ===> Epoch[375](9744/26): Loss 0.2883, Sem 0.1880, dir -0.2082, norm 0.3086, swav 0.0000 LR: 3.706e-03 Score 93.999 Data time: 0.1862, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.7637 [2020-11-09 06:05:02,273][root][INFO] - ===> Epoch[375](9745/26): Loss 0.3995, Sem 0.2468, dir -0.1250, norm 0.2777, swav 0.0000 LR: 3.693e-03 Score 92.436 Data time: 0.2487, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.1635 [2020-11-09 06:05:08,028][root][INFO] - ===> Epoch[375](9746/26): Loss 0.3158, Sem 0.1886, dir -0.1223, norm 0.2495, swav 0.0000 LR: 3.680e-03 Score 94.337 Data time: 0.2647, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.6296 [2020-11-09 06:05:15,816][root][INFO] - ===> Epoch[375](9747/26): Loss 0.3953, Sem 0.1826, dir -0.2213, norm 0.4341, swav 0.0000 LR: 3.667e-03 Score 92.944 Data time: 0.2229, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 7.6625 [2020-11-09 06:05:21,128][root][INFO] - ===> Epoch[375](9748/26): Loss 0.4261, Sem 0.2519, dir -0.0757, norm 0.2499, swav 0.0000 LR: 3.654e-03 Score 91.547 Data time: 0.2768, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 5.1975 [2020-11-09 06:05:25,763][root][INFO] - ===> Epoch[375](9749/26): Loss 0.4173, Sem 0.2294, dir -0.1610, norm 0.3489, swav 0.0000 LR: 3.641e-03 Score 91.420 Data time: 0.2073, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 4.5202 [2020-11-09 06:05:32,244][root][INFO] - ===> Epoch[375](9750/26): Loss 0.4490, Sem 0.2228, dir -0.1274, norm 0.3536, swav 0.0000 LR: 3.628e-03 Score 93.549 Data time: 0.2131, Forward time: 2.2708, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 6.3865 [2020-11-09 06:05:37,453][root][INFO] - ===> Epoch[376](9751/26): Loss 0.3929, Sem 0.2430, dir -0.1393, norm 0.2891, swav 0.0000 LR: 3.615e-03 Score 92.526 Data time: 0.1950, Forward time: 2.2708, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.0821 [2020-11-09 06:05:44,578][root][INFO] - ===> Epoch[376](9752/26): Loss 0.4423, Sem 0.2453, dir -0.0813, norm 0.2783, swav 0.0000 LR: 3.602e-03 Score 91.738 Data time: 0.2190, Forward time: 2.2708, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 7.0316 [2020-11-09 06:05:49,416][root][INFO] - ===> Epoch[376](9753/26): Loss 0.3462, Sem 0.2549, dir -0.1346, norm 0.2258, swav 0.0000 LR: 3.589e-03 Score 91.629 Data time: 0.1628, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 4.7236 [2020-11-09 06:05:54,532][root][INFO] - ===> Epoch[376](9754/26): Loss 0.3390, Sem 0.1874, dir -0.1343, norm 0.2859, swav 0.0000 LR: 3.576e-03 Score 94.122 Data time: 0.1459, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.0333 [2020-11-09 06:06:00,213][root][INFO] - ===> Epoch[376](9755/26): Loss 0.3208, Sem 0.1661, dir -0.2084, norm 0.3631, swav 0.0000 LR: 3.563e-03 Score 94.731 Data time: 0.2055, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.6062 [2020-11-09 06:06:06,921][root][INFO] - ===> Epoch[376](9756/26): Loss 0.3321, Sem 0.1628, dir -0.1651, norm 0.3344, swav 0.0000 LR: 3.550e-03 Score 94.415 Data time: 0.2485, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 6.5946 [2020-11-09 06:06:11,692][root][INFO] - ===> Epoch[376](9757/26): Loss 0.4306, Sem 0.2366, dir -0.1397, norm 0.3337, swav 0.0000 LR: 3.537e-03 Score 93.441 Data time: 0.2063, Forward time: 2.2707, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 4.6375 [2020-11-09 06:06:18,340][root][INFO] - ===> Epoch[376](9758/26): Loss 0.5226, Sem 0.2344, dir -0.1125, norm 0.4008, swav 0.0000 LR: 3.524e-03 Score 90.714 Data time: 0.1892, Forward time: 2.2707, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 6.5286 [2020-11-09 06:06:24,216][root][INFO] - ===> Epoch[376](9759/26): Loss 0.3249, Sem 0.2393, dir -0.1809, norm 0.2666, swav 0.0000 LR: 3.511e-03 Score 90.585 Data time: 0.1846, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0063, Total iter time: 5.7741 [2020-11-09 06:06:29,038][root][INFO] - ===> Epoch[376](9760/26): Loss 0.4146, Sem 0.1796, dir -0.2056, norm 0.4406, swav 0.0000 LR: 3.498e-03 Score 94.331 Data time: 0.1906, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 4.7137 [2020-11-09 06:06:35,050][root][INFO] - ===> Epoch[376](9761/26): Loss 0.3551, Sem 0.2309, dir -0.2031, norm 0.3273, swav 0.0000 LR: 3.485e-03 Score 91.906 Data time: 0.1989, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0063, Total iter time: 5.9230 [2020-11-09 06:06:42,190][root][INFO] - ===> Epoch[376](9762/26): Loss 0.4560, Sem 0.2144, dir -0.1224, norm 0.3640, swav 0.0000 LR: 3.472e-03 Score 93.306 Data time: 0.2637, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0063, Total iter time: 7.0167 [2020-11-09 06:06:48,110][root][INFO] - ===> Epoch[376](9763/26): Loss 0.4807, Sem 0.2035, dir -0.1357, norm 0.4129, swav 0.0000 LR: 3.458e-03 Score 92.359 Data time: 0.1990, Forward time: 2.2706, Backward time: 3.0793, DDP time: 0.0063, Total iter time: 5.7961 [2020-11-09 06:06:53,410][root][INFO] - ===> Epoch[376](9764/26): Loss 0.3892, Sem 0.2364, dir -0.1588, norm 0.3115, swav 0.0000 LR: 3.445e-03 Score 92.734 Data time: 0.2475, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0063, Total iter time: 5.1887 [2020-11-09 06:06:58,733][root][INFO] - ===> Epoch[376](9765/26): Loss 0.4278, Sem 0.2485, dir -0.1405, norm 0.3199, swav 0.0000 LR: 3.432e-03 Score 92.195 Data time: 0.1862, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0063, Total iter time: 5.2216 [2020-11-09 06:07:04,125][root][INFO] - ===> Epoch[376](9766/26): Loss 0.3865, Sem 0.1924, dir -0.1331, norm 0.3271, swav 0.0000 LR: 3.419e-03 Score 92.642 Data time: 0.1898, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0063, Total iter time: 5.2875 [2020-11-09 06:07:09,251][root][INFO] - ===> Epoch[376](9767/26): Loss 0.3573, Sem 0.1723, dir -0.1604, norm 0.3454, swav 0.0000 LR: 3.406e-03 Score 93.870 Data time: 0.2244, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.0124 [2020-11-09 06:07:15,772][root][INFO] - ===> Epoch[376](9768/26): Loss 0.2780, Sem 0.1407, dir -0.1874, norm 0.3248, swav 0.0000 LR: 3.393e-03 Score 95.196 Data time: 0.2207, Forward time: 2.2706, Backward time: 3.0792, DDP time: 0.0063, Total iter time: 6.3795 [2020-11-09 06:07:20,996][root][INFO] - ===> Epoch[376](9769/26): Loss 0.4373, Sem 0.2636, dir -0.1576, norm 0.3313, swav 0.0000 LR: 3.380e-03 Score 92.954 Data time: 0.2695, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.1230 [2020-11-09 06:07:26,888][root][INFO] - ===> Epoch[376](9770/26): Loss 0.3089, Sem 0.1896, dir -0.1775, norm 0.2968, swav 0.0000 LR: 3.367e-03 Score 92.401 Data time: 0.2744, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0063, Total iter time: 5.7578 [2020-11-09 06:07:31,466][root][INFO] - ===> Epoch[376](9771/26): Loss 0.3133, Sem 0.2159, dir -0.1729, norm 0.2703, swav 0.0000 LR: 3.354e-03 Score 93.102 Data time: 0.1549, Forward time: 2.2706, Backward time: 3.0790, DDP time: 0.0063, Total iter time: 4.4517 [2020-11-09 06:07:36,095][root][INFO] - ===> Epoch[376](9772/26): Loss 0.4204, Sem 0.2508, dir -0.1454, norm 0.3150, swav 0.0000 LR: 3.341e-03 Score 92.687 Data time: 0.1657, Forward time: 2.2705, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 4.5384 [2020-11-09 06:07:41,520][root][INFO] - ===> Epoch[376](9773/26): Loss 0.4568, Sem 0.2510, dir -0.1050, norm 0.3108, swav 0.0000 LR: 3.327e-03 Score 92.231 Data time: 0.2705, Forward time: 2.2706, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 5.3677 [2020-11-09 06:07:47,613][root][INFO] - ===> Epoch[376](9774/26): Loss 0.4089, Sem 0.1710, dir -0.1227, norm 0.3607, swav 0.0000 LR: 3.314e-03 Score 93.692 Data time: 0.2704, Forward time: 2.2706, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.9653 [2020-11-09 06:07:53,595][root][INFO] - ===> Epoch[376](9775/26): Loss 0.4454, Sem 0.2248, dir -0.1180, norm 0.3386, swav 0.0000 LR: 3.301e-03 Score 93.248 Data time: 0.2778, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.8617 [2020-11-09 06:07:59,866][root][INFO] - ===> Epoch[376](9776/26): Loss 0.4387, Sem 0.2319, dir -0.1153, norm 0.3221, swav 0.0000 LR: 3.288e-03 Score 92.559 Data time: 0.1889, Forward time: 2.2707, Backward time: 3.0789, DDP time: 0.0063, Total iter time: 6.1370 [2020-11-09 06:08:05,425][root][INFO] - ===> Epoch[377](9777/26): Loss 0.4624, Sem 0.3168, dir -0.1836, norm 0.3292, swav 0.0000 LR: 3.275e-03 Score 89.733 Data time: 0.2361, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.4736 [2020-11-09 06:08:09,800][root][INFO] - ===> Epoch[377](9778/26): Loss 0.3375, Sem 0.1986, dir -0.2143, norm 0.3531, swav 0.0000 LR: 3.262e-03 Score 92.894 Data time: 0.2081, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.2675 [2020-11-09 06:08:15,924][root][INFO] - ===> Epoch[377](9779/26): Loss 0.3263, Sem 0.1601, dir -0.2004, norm 0.3666, swav 0.0000 LR: 3.248e-03 Score 94.893 Data time: 0.2182, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.0282 [2020-11-09 06:08:22,739][root][INFO] - ===> Epoch[377](9780/26): Loss 0.3936, Sem 0.2681, dir -0.0976, norm 0.2231, swav 0.0000 LR: 3.235e-03 Score 90.104 Data time: 0.2391, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 6.7083 [2020-11-09 06:08:28,253][root][INFO] - ===> Epoch[377](9781/26): Loss 0.3953, Sem 0.1917, dir -0.0811, norm 0.2848, swav 0.0000 LR: 3.222e-03 Score 93.236 Data time: 0.1931, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.4060 [2020-11-09 06:08:33,946][root][INFO] - ===> Epoch[377](9782/26): Loss 0.5043, Sem 0.2496, dir -0.1187, norm 0.3734, swav 0.0000 LR: 3.209e-03 Score 91.978 Data time: 0.2459, Forward time: 2.2707, Backward time: 3.0788, DDP time: 0.0063, Total iter time: 5.5927 [2020-11-09 06:08:38,546][root][INFO] - ===> Epoch[377](9783/26): Loss 0.4024, Sem 0.1837, dir -0.1598, norm 0.3785, swav 0.0000 LR: 3.196e-03 Score 95.676 Data time: 0.1764, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 4.4864 [2020-11-09 06:08:44,123][root][INFO] - ===> Epoch[377](9784/26): Loss 0.4087, Sem 0.2911, dir -0.1466, norm 0.2642, swav 0.0000 LR: 3.183e-03 Score 89.636 Data time: 0.2386, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.5165 [2020-11-09 06:08:50,021][root][INFO] - ===> Epoch[377](9785/26): Loss 0.4944, Sem 0.2870, dir -0.0917, norm 0.2991, swav 0.0000 LR: 3.169e-03 Score 90.252 Data time: 0.2374, Forward time: 2.2707, Backward time: 3.0787, DDP time: 0.0063, Total iter time: 5.7672 [2020-11-09 06:08:54,808][root][INFO] - ===> Epoch[377](9786/26): Loss 0.3976, Sem 0.1929, dir -0.1646, norm 0.3694, swav 0.0000 LR: 3.156e-03 Score 93.324 Data time: 0.2230, Forward time: 2.2708, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 4.6746 [2020-11-09 06:09:00,130][root][INFO] - ===> Epoch[377](9787/26): Loss 0.4457, Sem 0.2324, dir -0.1713, norm 0.3845, swav 0.0000 LR: 3.143e-03 Score 92.541 Data time: 0.1897, Forward time: 2.2707, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.2157 [2020-11-09 06:09:05,669][root][INFO] - ===> Epoch[377](9788/26): Loss 0.3827, Sem 0.1664, dir -0.1405, norm 0.3568, swav 0.0000 LR: 3.130e-03 Score 94.916 Data time: 0.2143, Forward time: 2.2707, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.4437 [2020-11-09 06:09:11,053][root][INFO] - ===> Epoch[377](9789/26): Loss 0.3332, Sem 0.2726, dir -0.1784, norm 0.2389, swav 0.0000 LR: 3.116e-03 Score 92.103 Data time: 0.2305, Forward time: 2.2707, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.2586 [2020-11-09 06:09:16,731][root][INFO] - ===> Epoch[377](9790/26): Loss 0.3978, Sem 0.2420, dir -0.1698, norm 0.3256, swav 0.0000 LR: 3.103e-03 Score 91.139 Data time: 0.1909, Forward time: 2.2707, Backward time: 3.0785, DDP time: 0.0063, Total iter time: 5.5595 [2020-11-09 06:09:21,725][root][INFO] - ===> Epoch[377](9791/26): Loss 0.4413, Sem 0.2359, dir -0.1266, norm 0.3320, swav 0.0000 LR: 3.090e-03 Score 93.546 Data time: 0.1740, Forward time: 2.2707, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 4.8891 [2020-11-09 06:09:27,530][root][INFO] - ===> Epoch[377](9792/26): Loss 0.3038, Sem 0.1732, dir -0.1793, norm 0.3099, swav 0.0000 LR: 3.077e-03 Score 95.098 Data time: 0.2507, Forward time: 2.2707, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 5.7144 [2020-11-09 06:09:34,390][root][INFO] - ===> Epoch[377](9793/26): Loss 0.4341, Sem 0.2460, dir -0.1231, norm 0.3111, swav 0.0000 LR: 3.064e-03 Score 91.760 Data time: 0.3467, Forward time: 2.2708, Backward time: 3.0784, DDP time: 0.0063, Total iter time: 6.7476 [2020-11-09 06:09:40,282][root][INFO] - ===> Epoch[377](9794/26): Loss 0.4096, Sem 0.1883, dir -0.1741, norm 0.3954, swav 0.0000 LR: 3.050e-03 Score 93.563 Data time: 0.2514, Forward time: 2.2709, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 5.7558 [2020-11-09 06:09:45,325][root][INFO] - ===> Epoch[377](9795/26): Loss 0.3984, Sem 0.1442, dir -0.1286, norm 0.3828, swav 0.0000 LR: 3.037e-03 Score 95.529 Data time: 0.1749, Forward time: 2.2709, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 4.9338 [2020-11-09 06:09:51,014][root][INFO] - ===> Epoch[377](9796/26): Loss 0.4477, Sem 0.2880, dir -0.1268, norm 0.2864, swav 0.0000 LR: 3.024e-03 Score 92.258 Data time: 0.2126, Forward time: 2.2709, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 5.5931 [2020-11-09 06:09:56,133][root][INFO] - ===> Epoch[377](9797/26): Loss 0.2804, Sem 0.1693, dir -0.1032, norm 0.2143, swav 0.0000 LR: 3.010e-03 Score 93.975 Data time: 0.1875, Forward time: 2.2708, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 5.0004 [2020-11-09 06:10:02,194][root][INFO] - ===> Epoch[377](9798/26): Loss 0.3417, Sem 0.1718, dir -0.1610, norm 0.3310, swav 0.0000 LR: 2.997e-03 Score 96.095 Data time: 0.2297, Forward time: 2.2708, Backward time: 3.0783, DDP time: 0.0063, Total iter time: 5.9487 [2020-11-09 06:10:08,102][root][INFO] - ===> Epoch[377](9799/26): Loss 0.3600, Sem 0.1873, dir -0.1687, norm 0.3413, swav 0.0000 LR: 2.984e-03 Score 93.644 Data time: 0.2922, Forward time: 2.2709, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 5.7976 [2020-11-09 06:10:13,013][root][INFO] - ===> Epoch[377](9800/26): Loss 0.3187, Sem 0.2173, dir -0.1827, norm 0.2841, swav 0.0000 LR: 2.971e-03 Score 93.431 Data time: 0.2219, Forward time: 2.2709, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 4.7836 [2020-11-09 06:10:19,704][root][INFO] - ===> Epoch[377](9801/26): Loss 0.2445, Sem 0.1819, dir -0.1675, norm 0.2302, swav 0.0000 LR: 2.957e-03 Score 94.304 Data time: 0.2650, Forward time: 2.2710, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 6.5934 [2020-11-09 06:10:24,694][root][INFO] - ===> Epoch[377](9802/26): Loss 0.3675, Sem 0.1754, dir -0.1505, norm 0.3426, swav 0.0000 LR: 2.944e-03 Score 92.907 Data time: 0.2268, Forward time: 2.2710, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 4.8581 [2020-11-09 06:10:29,929][root][INFO] - ===> Epoch[378](9803/26): Loss 0.4460, Sem 0.1933, dir -0.0988, norm 0.3514, swav 0.0000 LR: 2.931e-03 Score 93.852 Data time: 0.1557, Forward time: 2.2709, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 5.1307 [2020-11-09 06:10:35,949][root][INFO] - ===> Epoch[378](9804/26): Loss 0.4761, Sem 0.2691, dir -0.1325, norm 0.3396, swav 0.0000 LR: 2.917e-03 Score 90.633 Data time: 0.2242, Forward time: 2.2709, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 5.9407 [2020-11-09 06:10:41,167][root][INFO] - ===> Epoch[378](9805/26): Loss 0.4113, Sem 0.2292, dir -0.1278, norm 0.3099, swav 0.0000 LR: 2.904e-03 Score 93.506 Data time: 0.2267, Forward time: 2.2709, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 5.1360 [2020-11-09 06:10:46,274][root][INFO] - ===> Epoch[378](9806/26): Loss 0.4231, Sem 0.2114, dir -0.1243, norm 0.3360, swav 0.0000 LR: 2.891e-03 Score 92.036 Data time: 0.1723, Forward time: 2.2709, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 4.9666 [2020-11-09 06:10:52,311][root][INFO] - ===> Epoch[378](9807/26): Loss 0.3508, Sem 0.1908, dir -0.1540, norm 0.3140, swav 0.0000 LR: 2.877e-03 Score 94.447 Data time: 0.2244, Forward time: 2.2709, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 5.9383 [2020-11-09 06:10:57,899][root][INFO] - ===> Epoch[378](9808/26): Loss 0.2858, Sem 0.1773, dir -0.2077, norm 0.3163, swav 0.0000 LR: 2.864e-03 Score 94.176 Data time: 0.2190, Forward time: 2.2709, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 5.4699 [2020-11-09 06:11:02,993][root][INFO] - ===> Epoch[378](9809/26): Loss 0.3475, Sem 0.2446, dir -0.1630, norm 0.2659, swav 0.0000 LR: 2.851e-03 Score 92.536 Data time: 0.2475, Forward time: 2.2709, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 4.9659 [2020-11-09 06:11:09,242][root][INFO] - ===> Epoch[378](9810/26): Loss 0.2464, Sem 0.1290, dir -0.1613, norm 0.2786, swav 0.0000 LR: 2.837e-03 Score 95.992 Data time: 0.3181, Forward time: 2.2710, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 6.1272 [2020-11-09 06:11:14,279][root][INFO] - ===> Epoch[378](9811/26): Loss 0.4205, Sem 0.2230, dir -0.1524, norm 0.3499, swav 0.0000 LR: 2.824e-03 Score 92.679 Data time: 0.1646, Forward time: 2.2710, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 4.9134 [2020-11-09 06:11:19,617][root][INFO] - ===> Epoch[378](9812/26): Loss 0.3308, Sem 0.1953, dir -0.1853, norm 0.3208, swav 0.0000 LR: 2.810e-03 Score 93.192 Data time: 0.2048, Forward time: 2.2709, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.2301 [2020-11-09 06:11:26,747][root][INFO] - ===> Epoch[378](9813/26): Loss 0.3608, Sem 0.1738, dir -0.1485, norm 0.3355, swav 0.0000 LR: 2.797e-03 Score 94.316 Data time: 0.2827, Forward time: 2.2710, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 7.0316 [2020-11-09 06:11:32,668][root][INFO] - ===> Epoch[378](9814/26): Loss 0.3599, Sem 0.1634, dir -0.1841, norm 0.3806, swav 0.0000 LR: 2.784e-03 Score 92.968 Data time: 0.1614, Forward time: 2.2710, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 5.7907 [2020-11-09 06:11:38,608][root][INFO] - ===> Epoch[378](9815/26): Loss 0.4336, Sem 0.1822, dir -0.1479, norm 0.3993, swav 0.0000 LR: 2.770e-03 Score 93.134 Data time: 0.1952, Forward time: 2.2710, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 5.8196 [2020-11-09 06:11:44,415][root][INFO] - ===> Epoch[378](9816/26): Loss 0.4240, Sem 0.2834, dir -0.1929, norm 0.3334, swav 0.0000 LR: 2.757e-03 Score 91.339 Data time: 0.2343, Forward time: 2.2710, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 5.7097 [2020-11-09 06:11:49,918][root][INFO] - ===> Epoch[378](9817/26): Loss 0.5371, Sem 0.2413, dir -0.1608, norm 0.4566, swav 0.0000 LR: 2.743e-03 Score 93.293 Data time: 0.2415, Forward time: 2.2710, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.3780 [2020-11-09 06:11:55,217][root][INFO] - ===> Epoch[378](9818/26): Loss 0.3264, Sem 0.1500, dir -0.1724, norm 0.3488, swav 0.0000 LR: 2.730e-03 Score 94.009 Data time: 0.1877, Forward time: 2.2710, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.1805 [2020-11-09 06:12:00,786][root][INFO] - ===> Epoch[378](9819/26): Loss 0.3799, Sem 0.2010, dir -0.1330, norm 0.3119, swav 0.0000 LR: 2.717e-03 Score 93.475 Data time: 0.1909, Forward time: 2.2710, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.4688 [2020-11-09 06:12:05,494][root][INFO] - ===> Epoch[378](9820/26): Loss 0.3670, Sem 0.2043, dir -0.1963, norm 0.3590, swav 0.0000 LR: 2.703e-03 Score 94.147 Data time: 0.2151, Forward time: 2.2710, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 4.5989 [2020-11-09 06:12:10,874][root][INFO] - ===> Epoch[378](9821/26): Loss 0.4167, Sem 0.2462, dir -0.1504, norm 0.3210, swav 0.0000 LR: 2.690e-03 Score 91.912 Data time: 0.2227, Forward time: 2.2710, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 5.2520 [2020-11-09 06:12:17,955][root][INFO] - ===> Epoch[378](9822/26): Loss 0.2922, Sem 0.1665, dir -0.1435, norm 0.2691, swav 0.0000 LR: 2.676e-03 Score 93.513 Data time: 0.2632, Forward time: 2.2710, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 6.9633 [2020-11-09 06:12:23,842][root][INFO] - ===> Epoch[378](9823/26): Loss 0.3221, Sem 0.2089, dir -0.1398, norm 0.2530, swav 0.0000 LR: 2.663e-03 Score 93.354 Data time: 0.1724, Forward time: 2.2710, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.7654 [2020-11-09 06:12:30,378][root][INFO] - ===> Epoch[378](9824/26): Loss 0.3484, Sem 0.2228, dir -0.1035, norm 0.2291, swav 0.0000 LR: 2.649e-03 Score 92.708 Data time: 0.1501, Forward time: 2.2710, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 6.4468 [2020-11-09 06:12:35,087][root][INFO] - ===> Epoch[378](9825/26): Loss 0.3585, Sem 0.2071, dir -0.2050, norm 0.3564, swav 0.0000 LR: 2.636e-03 Score 93.305 Data time: 0.1780, Forward time: 2.2709, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 4.6348 [2020-11-09 06:12:41,118][root][INFO] - ===> Epoch[378](9826/26): Loss 0.3981, Sem 0.1894, dir -0.0964, norm 0.3052, swav 0.0000 LR: 2.622e-03 Score 93.444 Data time: 0.1726, Forward time: 2.2709, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 5.9355 [2020-11-09 06:12:47,011][root][INFO] - ===> Epoch[378](9827/26): Loss 0.4445, Sem 0.2526, dir -0.1404, norm 0.3322, swav 0.0000 LR: 2.609e-03 Score 91.756 Data time: 0.2190, Forward time: 2.2709, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 5.8318 [2020-11-09 06:12:53,384][root][INFO] - ===> Epoch[378](9828/26): Loss 0.3032, Sem 0.1844, dir -0.0868, norm 0.2056, swav 0.0000 LR: 2.595e-03 Score 94.489 Data time: 0.1897, Forward time: 2.2708, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 6.2414 [2020-11-09 06:12:59,335][root][INFO] - ===> Epoch[379](9829/26): Loss 0.4386, Sem 0.2403, dir -0.1323, norm 0.3306, swav 0.0000 LR: 2.582e-03 Score 91.276 Data time: 0.2138, Forward time: 2.2708, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 5.8513 [2020-11-09 06:13:04,260][root][INFO] - ===> Epoch[379](9830/26): Loss 0.3699, Sem 0.1952, dir -0.1137, norm 0.2884, swav 0.0000 LR: 2.568e-03 Score 92.938 Data time: 0.2048, Forward time: 2.2708, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 4.8018 [2020-11-09 06:13:09,124][root][INFO] - ===> Epoch[379](9831/26): Loss 0.3230, Sem 0.2173, dir -0.1676, norm 0.2733, swav 0.0000 LR: 2.555e-03 Score 92.656 Data time: 0.1402, Forward time: 2.2707, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 4.7444 [2020-11-09 06:13:15,014][root][INFO] - ===> Epoch[379](9832/26): Loss 0.3604, Sem 0.2341, dir -0.1651, norm 0.2914, swav 0.0000 LR: 2.541e-03 Score 90.491 Data time: 0.3006, Forward time: 2.2708, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 5.8389 [2020-11-09 06:13:20,841][root][INFO] - ===> Epoch[379](9833/26): Loss 0.4427, Sem 0.2028, dir -0.1411, norm 0.3810, swav 0.0000 LR: 2.528e-03 Score 93.309 Data time: 0.1368, Forward time: 2.2707, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 5.7081 [2020-11-09 06:13:26,726][root][INFO] - ===> Epoch[379](9834/26): Loss 0.3844, Sem 0.2075, dir -0.1082, norm 0.2852, swav 0.0000 LR: 2.514e-03 Score 93.753 Data time: 0.1996, Forward time: 2.2707, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 5.7711 [2020-11-09 06:13:32,246][root][INFO] - ===> Epoch[379](9835/26): Loss 0.4072, Sem 0.2299, dir -0.1772, norm 0.3546, swav 0.0000 LR: 2.501e-03 Score 92.971 Data time: 0.2012, Forward time: 2.2707, Backward time: 3.0782, DDP time: 0.0063, Total iter time: 5.4170 [2020-11-09 06:13:36,969][root][INFO] - ===> Epoch[379](9836/26): Loss 0.4236, Sem 0.1848, dir -0.1584, norm 0.3972, swav 0.0000 LR: 2.487e-03 Score 93.866 Data time: 0.2433, Forward time: 2.2707, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 4.5880 [2020-11-09 06:13:43,379][root][INFO] - ===> Epoch[379](9837/26): Loss 0.4588, Sem 0.2864, dir -0.1276, norm 0.2999, swav 0.0000 LR: 2.474e-03 Score 89.295 Data time: 0.2596, Forward time: 2.2708, Backward time: 3.0781, DDP time: 0.0063, Total iter time: 6.2891 [2020-11-09 06:13:48,012][root][INFO] - ===> Epoch[379](9838/26): Loss 0.4888, Sem 0.2071, dir -0.1618, norm 0.4435, swav 0.0000 LR: 2.460e-03 Score 93.367 Data time: 0.2254, Forward time: 2.2708, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 4.5303 [2020-11-09 06:13:52,934][root][INFO] - ===> Epoch[379](9839/26): Loss 0.5845, Sem 0.2931, dir -0.1220, norm 0.4134, swav 0.0000 LR: 2.446e-03 Score 91.978 Data time: 0.2527, Forward time: 2.2708, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 4.7996 [2020-11-09 06:13:59,094][root][INFO] - ===> Epoch[379](9840/26): Loss 0.4220, Sem 0.2784, dir -0.1657, norm 0.3093, swav 0.0000 LR: 2.433e-03 Score 90.333 Data time: 0.2139, Forward time: 2.2708, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 6.0533 [2020-11-09 06:14:06,156][root][INFO] - ===> Epoch[379](9841/26): Loss 0.2561, Sem 0.1652, dir -0.1666, norm 0.2575, swav 0.0000 LR: 2.419e-03 Score 93.712 Data time: 0.2466, Forward time: 2.2708, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 6.9241 [2020-11-09 06:14:12,191][root][INFO] - ===> Epoch[379](9842/26): Loss 0.3907, Sem 0.1690, dir -0.1300, norm 0.3517, swav 0.0000 LR: 2.406e-03 Score 94.384 Data time: 0.2228, Forward time: 2.2708, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 5.9042 [2020-11-09 06:14:17,457][root][INFO] - ===> Epoch[379](9843/26): Loss 0.3488, Sem 0.2154, dir -0.1757, norm 0.3091, swav 0.0000 LR: 2.392e-03 Score 92.799 Data time: 0.2303, Forward time: 2.2708, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.1564 [2020-11-09 06:14:22,931][root][INFO] - ===> Epoch[379](9844/26): Loss 0.3372, Sem 0.2085, dir -0.1653, norm 0.2940, swav 0.0000 LR: 2.378e-03 Score 94.758 Data time: 0.1838, Forward time: 2.2708, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.3610 [2020-11-09 06:14:28,153][root][INFO] - ===> Epoch[379](9845/26): Loss 0.4151, Sem 0.2100, dir -0.0767, norm 0.2817, swav 0.0000 LR: 2.365e-03 Score 93.097 Data time: 0.2504, Forward time: 2.2708, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 5.1419 [2020-11-09 06:14:34,620][root][INFO] - ===> Epoch[379](9846/26): Loss 0.4554, Sem 0.2168, dir -0.0810, norm 0.3196, swav 0.0000 LR: 2.351e-03 Score 92.901 Data time: 0.2178, Forward time: 2.2709, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 6.3560 [2020-11-09 06:14:41,058][root][INFO] - ===> Epoch[379](9847/26): Loss 0.4307, Sem 0.2533, dir -0.1357, norm 0.3131, swav 0.0000 LR: 2.337e-03 Score 91.576 Data time: 0.1983, Forward time: 2.2708, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 6.3310 [2020-11-09 06:14:46,505][root][INFO] - ===> Epoch[379](9848/26): Loss 0.4507, Sem 0.2876, dir -0.1097, norm 0.2728, swav 0.0000 LR: 2.324e-03 Score 89.819 Data time: 0.1600, Forward time: 2.2708, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 5.3435 [2020-11-09 06:14:52,008][root][INFO] - ===> Epoch[379](9849/26): Loss 0.4474, Sem 0.2216, dir -0.1488, norm 0.3746, swav 0.0000 LR: 2.310e-03 Score 93.223 Data time: 0.2304, Forward time: 2.2708, Backward time: 3.0780, DDP time: 0.0063, Total iter time: 5.4266 [2020-11-09 06:14:57,297][root][INFO] - ===> Epoch[379](9850/26): Loss 0.3779, Sem 0.1723, dir -0.1335, norm 0.3391, swav 0.0000 LR: 2.296e-03 Score 94.042 Data time: 0.2407, Forward time: 2.2708, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.1751 [2020-11-09 06:15:03,231][root][INFO] - ===> Epoch[379](9851/26): Loss 0.3998, Sem 0.2013, dir -0.1456, norm 0.3441, swav 0.0000 LR: 2.283e-03 Score 93.291 Data time: 0.2214, Forward time: 2.2709, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.8272 [2020-11-09 06:15:09,527][root][INFO] - ===> Epoch[379](9852/26): Loss 0.2946, Sem 0.1968, dir -0.2082, norm 0.3060, swav 0.0000 LR: 2.269e-03 Score 91.934 Data time: 0.2426, Forward time: 2.2709, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 6.1770 [2020-11-09 06:15:14,347][root][INFO] - ===> Epoch[379](9853/26): Loss 0.3787, Sem 0.1960, dir -0.1795, norm 0.3622, swav 0.0000 LR: 2.255e-03 Score 92.540 Data time: 0.1692, Forward time: 2.2708, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 4.6604 [2020-11-09 06:15:19,867][root][INFO] - ===> Epoch[379](9854/26): Loss 0.3260, Sem 0.1599, dir -0.1341, norm 0.3002, swav 0.0000 LR: 2.242e-03 Score 94.412 Data time: 0.2402, Forward time: 2.2709, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 5.4368 [2020-11-09 06:15:24,285][root][INFO] - ===> Epoch[380](9855/26): Loss 0.3793, Sem 0.2171, dir -0.1422, norm 0.3045, swav 0.0000 LR: 2.228e-03 Score 93.269 Data time: 0.1659, Forward time: 2.2708, Backward time: 3.0777, DDP time: 0.0063, Total iter time: 4.2893 [2020-11-09 06:15:29,780][root][INFO] - ===> Epoch[380](9856/26): Loss 0.4477, Sem 0.2426, dir -0.1407, norm 0.3457, swav 0.0000 LR: 2.214e-03 Score 91.981 Data time: 0.2314, Forward time: 2.2708, Backward time: 3.0777, DDP time: 0.0063, Total iter time: 5.4062 [2020-11-09 06:15:35,742][root][INFO] - ===> Epoch[380](9857/26): Loss 0.4367, Sem 0.2040, dir -0.1181, norm 0.3508, swav 0.0000 LR: 2.200e-03 Score 92.367 Data time: 0.1637, Forward time: 2.2708, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 5.8492 [2020-11-09 06:15:42,241][root][INFO] - ===> Epoch[380](9858/26): Loss 0.3558, Sem 0.2291, dir -0.1762, norm 0.3029, swav 0.0000 LR: 2.187e-03 Score 93.449 Data time: 0.1965, Forward time: 2.2708, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 6.4269 [2020-11-09 06:15:47,932][root][INFO] - ===> Epoch[380](9859/26): Loss 0.3735, Sem 0.1734, dir -0.1080, norm 0.3080, swav 0.0000 LR: 2.173e-03 Score 94.795 Data time: 0.1982, Forward time: 2.2707, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.5661 [2020-11-09 06:15:53,627][root][INFO] - ===> Epoch[380](9860/26): Loss 0.4797, Sem 0.2838, dir -0.1570, norm 0.3529, swav 0.0000 LR: 2.159e-03 Score 91.119 Data time: 0.2081, Forward time: 2.2707, Backward time: 3.0779, DDP time: 0.0063, Total iter time: 5.6035 [2020-11-09 06:15:59,067][root][INFO] - ===> Epoch[380](9861/26): Loss 0.3848, Sem 0.1583, dir -0.1344, norm 0.3609, swav 0.0000 LR: 2.145e-03 Score 95.974 Data time: 0.2807, Forward time: 2.2708, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 5.3265 [2020-11-09 06:16:03,804][root][INFO] - ===> Epoch[380](9862/26): Loss 0.2488, Sem 0.1977, dir -0.1857, norm 0.2368, swav 0.0000 LR: 2.131e-03 Score 92.887 Data time: 0.2280, Forward time: 2.2708, Backward time: 3.0777, DDP time: 0.0063, Total iter time: 4.6133 [2020-11-09 06:16:09,598][root][INFO] - ===> Epoch[380](9863/26): Loss 0.3358, Sem 0.1767, dir -0.1561, norm 0.3152, swav 0.0000 LR: 2.118e-03 Score 93.803 Data time: 0.2153, Forward time: 2.2708, Backward time: 3.0777, DDP time: 0.0063, Total iter time: 5.6942 [2020-11-09 06:16:14,321][root][INFO] - ===> Epoch[380](9864/26): Loss 0.3812, Sem 0.2446, dir -0.1560, norm 0.2927, swav 0.0000 LR: 2.104e-03 Score 91.972 Data time: 0.2481, Forward time: 2.2708, Backward time: 3.0776, DDP time: 0.0063, Total iter time: 4.6074 [2020-11-09 06:16:20,070][root][INFO] - ===> Epoch[380](9865/26): Loss 0.3461, Sem 0.2366, dir -0.0640, norm 0.1735, swav 0.0000 LR: 2.090e-03 Score 92.284 Data time: 0.2181, Forward time: 2.2708, Backward time: 3.0776, DDP time: 0.0063, Total iter time: 5.6431 [2020-11-09 06:16:25,812][root][INFO] - ===> Epoch[380](9866/26): Loss 0.3154, Sem 0.1788, dir -0.1985, norm 0.3350, swav 0.0000 LR: 2.076e-03 Score 95.039 Data time: 0.2622, Forward time: 2.2708, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 5.6390 [2020-11-09 06:16:31,571][root][INFO] - ===> Epoch[380](9867/26): Loss 0.3597, Sem 0.1700, dir -0.1494, norm 0.3390, swav 0.0000 LR: 2.062e-03 Score 93.211 Data time: 0.2729, Forward time: 2.2709, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 5.6279 [2020-11-09 06:16:37,186][root][INFO] - ===> Epoch[380](9868/26): Loss 0.3587, Sem 0.2163, dir -0.1294, norm 0.2718, swav 0.0000 LR: 2.048e-03 Score 92.774 Data time: 0.1865, Forward time: 2.2709, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 5.5003 [2020-11-09 06:16:42,417][root][INFO] - ===> Epoch[380](9869/26): Loss 0.3581, Sem 0.2731, dir -0.1449, norm 0.2299, swav 0.0000 LR: 2.035e-03 Score 90.733 Data time: 0.2107, Forward time: 2.2709, Backward time: 3.0774, DDP time: 0.0063, Total iter time: 5.1440 [2020-11-09 06:16:48,560][root][INFO] - ===> Epoch[380](9870/26): Loss 0.3618, Sem 0.1959, dir -0.1649, norm 0.3307, swav 0.0000 LR: 2.021e-03 Score 93.778 Data time: 0.3011, Forward time: 2.2710, Backward time: 3.0774, DDP time: 0.0063, Total iter time: 6.0369 [2020-11-09 06:16:55,842][root][INFO] - ===> Epoch[380](9871/26): Loss 0.2889, Sem 0.1620, dir -0.1970, norm 0.3239, swav 0.0000 LR: 2.007e-03 Score 94.417 Data time: 0.2090, Forward time: 2.2710, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 7.1741 [2020-11-09 06:17:02,763][root][INFO] - ===> Epoch[380](9872/26): Loss 0.3596, Sem 0.1773, dir -0.1527, norm 0.3350, swav 0.0000 LR: 1.993e-03 Score 94.345 Data time: 0.2331, Forward time: 2.2710, Backward time: 3.0776, DDP time: 0.0063, Total iter time: 6.8345 [2020-11-09 06:17:07,983][root][INFO] - ===> Epoch[380](9873/26): Loss 0.3388, Sem 0.2262, dir -0.1030, norm 0.2156, swav 0.0000 LR: 1.979e-03 Score 91.888 Data time: 0.2267, Forward time: 2.2710, Backward time: 3.0776, DDP time: 0.0063, Total iter time: 5.1081 [2020-11-09 06:17:14,076][root][INFO] - ===> Epoch[380](9874/26): Loss 0.3451, Sem 0.1948, dir -0.2038, norm 0.3541, swav 0.0000 LR: 1.965e-03 Score 93.767 Data time: 0.2809, Forward time: 2.2711, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 5.9808 [2020-11-09 06:17:19,877][root][INFO] - ===> Epoch[380](9875/26): Loss 0.3001, Sem 0.1944, dir -0.1877, norm 0.2934, swav 0.0000 LR: 1.951e-03 Score 94.010 Data time: 0.2579, Forward time: 2.2711, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 5.6892 [2020-11-09 06:17:26,738][root][INFO] - ===> Epoch[380](9876/26): Loss 0.2979, Sem 0.1847, dir -0.1729, norm 0.2861, swav 0.0000 LR: 1.937e-03 Score 94.097 Data time: 0.2026, Forward time: 2.2711, Backward time: 3.0776, DDP time: 0.0063, Total iter time: 6.7393 [2020-11-09 06:17:32,195][root][INFO] - ===> Epoch[380](9877/26): Loss 0.4362, Sem 0.2351, dir -0.1107, norm 0.3119, swav 0.0000 LR: 1.923e-03 Score 91.762 Data time: 0.1088, Forward time: 2.2710, Backward time: 3.0777, DDP time: 0.0063, Total iter time: 5.3835 [2020-11-09 06:17:37,483][root][INFO] - ===> Epoch[380](9878/26): Loss 0.3692, Sem 0.2240, dir -0.1404, norm 0.2856, swav 0.0000 LR: 1.909e-03 Score 92.891 Data time: 0.1360, Forward time: 2.2709, Backward time: 3.0777, DDP time: 0.0063, Total iter time: 5.2608 [2020-11-09 06:17:43,845][root][INFO] - ===> Epoch[380](9879/26): Loss 0.4721, Sem 0.2202, dir -0.0937, norm 0.3456, swav 0.0000 LR: 1.895e-03 Score 92.675 Data time: 0.2147, Forward time: 2.2709, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 6.3394 [2020-11-09 06:17:49,908][root][INFO] - ===> Epoch[380](9880/26): Loss 0.3284, Sem 0.1498, dir -0.1874, norm 0.3660, swav 0.0000 LR: 1.881e-03 Score 95.152 Data time: 0.2428, Forward time: 2.2710, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 5.9821 [2020-11-09 06:17:55,503][root][INFO] - ===> Epoch[381](9881/26): Loss 0.4028, Sem 0.2463, dir -0.1622, norm 0.3187, swav 0.0000 LR: 1.867e-03 Score 91.488 Data time: 0.1869, Forward time: 2.2710, Backward time: 3.0778, DDP time: 0.0063, Total iter time: 5.4804 [2020-11-09 06:18:00,808][root][INFO] - ===> Epoch[381](9882/26): Loss 0.4188, Sem 0.2881, dir -0.1640, norm 0.2947, swav 0.0000 LR: 1.853e-03 Score 90.700 Data time: 0.1899, Forward time: 2.2709, Backward time: 3.0777, DDP time: 0.0063, Total iter time: 5.2046 [2020-11-09 06:18:05,608][root][INFO] - ===> Epoch[381](9883/26): Loss 0.3427, Sem 0.1930, dir -0.1428, norm 0.2926, swav 0.0000 LR: 1.839e-03 Score 93.877 Data time: 0.2142, Forward time: 2.2709, Backward time: 3.0777, DDP time: 0.0063, Total iter time: 4.6947 [2020-11-09 06:18:10,681][root][INFO] - ===> Epoch[381](9884/26): Loss 0.3752, Sem 0.2168, dir -0.1884, norm 0.3467, swav 0.0000 LR: 1.825e-03 Score 92.407 Data time: 0.2714, Forward time: 2.2710, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 4.9633 [2020-11-09 06:18:15,875][root][INFO] - ===> Epoch[381](9885/26): Loss 0.3787, Sem 0.1856, dir -0.1600, norm 0.3530, swav 0.0000 LR: 1.811e-03 Score 93.384 Data time: 0.2209, Forward time: 2.2710, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 5.0877 [2020-11-09 06:18:21,421][root][INFO] - ===> Epoch[381](9886/26): Loss 0.4136, Sem 0.2356, dir -0.1457, norm 0.3238, swav 0.0000 LR: 1.797e-03 Score 92.677 Data time: 0.2212, Forward time: 2.2710, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 5.4345 [2020-11-09 06:18:26,636][root][INFO] - ===> Epoch[381](9887/26): Loss 0.3287, Sem 0.2131, dir -0.1660, norm 0.2817, swav 0.0000 LR: 1.783e-03 Score 93.690 Data time: 0.1995, Forward time: 2.2710, Backward time: 3.0774, DDP time: 0.0063, Total iter time: 5.1286 [2020-11-09 06:18:32,088][root][INFO] - ===> Epoch[381](9888/26): Loss 0.3477, Sem 0.1608, dir -0.1640, norm 0.3509, swav 0.0000 LR: 1.769e-03 Score 95.377 Data time: 0.2011, Forward time: 2.2710, Backward time: 3.0774, DDP time: 0.0063, Total iter time: 5.3519 [2020-11-09 06:18:38,782][root][INFO] - ===> Epoch[381](9889/26): Loss 0.2749, Sem 0.2043, dir -0.1033, norm 0.1739, swav 0.0000 LR: 1.755e-03 Score 92.307 Data time: 0.2207, Forward time: 2.2710, Backward time: 3.0775, DDP time: 0.0063, Total iter time: 6.5712 [2020-11-09 06:18:44,219][root][INFO] - ===> Epoch[381](9890/26): Loss 0.3918, Sem 0.2480, dir -0.1482, norm 0.2920, swav 0.0000 LR: 1.741e-03 Score 92.431 Data time: 0.2497, Forward time: 2.2710, Backward time: 3.0774, DDP time: 0.0063, Total iter time: 5.3314 [2020-11-09 06:18:49,882][root][INFO] - ===> Epoch[381](9891/26): Loss 0.4664, Sem 0.2052, dir -0.1344, norm 0.3956, swav 0.0000 LR: 1.727e-03 Score 92.647 Data time: 0.2212, Forward time: 2.2710, Backward time: 3.0774, DDP time: 0.0063, Total iter time: 5.5502 [2020-11-09 06:18:55,586][root][INFO] - ===> Epoch[381](9892/26): Loss 0.3460, Sem 0.2549, dir -0.1243, norm 0.2154, swav 0.0000 LR: 1.713e-03 Score 92.849 Data time: 0.2956, Forward time: 2.2711, Backward time: 3.0774, DDP time: 0.0063, Total iter time: 5.5822 [2020-11-09 06:19:01,240][root][INFO] - ===> Epoch[381](9893/26): Loss 0.4309, Sem 0.2161, dir -0.1814, norm 0.3961, swav 0.0000 LR: 1.698e-03 Score 93.647 Data time: 0.2582, Forward time: 2.2711, Backward time: 3.0773, DDP time: 0.0063, Total iter time: 5.5224 [2020-11-09 06:19:07,270][root][INFO] - ===> Epoch[381](9894/26): Loss 0.4499, Sem 0.1766, dir -0.1674, norm 0.4408, swav 0.0000 LR: 1.684e-03 Score 94.538 Data time: 0.1530, Forward time: 2.2710, Backward time: 3.0774, DDP time: 0.0063, Total iter time: 5.9191 [2020-11-09 06:19:13,016][root][INFO] - ===> Epoch[381](9895/26): Loss 0.3442, Sem 0.1950, dir -0.1780, norm 0.3271, swav 0.0000 LR: 1.670e-03 Score 93.317 Data time: 0.2803, Forward time: 2.2711, Backward time: 3.0773, DDP time: 0.0063, Total iter time: 5.6934 [2020-11-09 06:19:18,785][root][INFO] - ===> Epoch[381](9896/26): Loss 0.4797, Sem 0.2195, dir -0.0952, norm 0.3554, swav 0.0000 LR: 1.656e-03 Score 91.879 Data time: 0.2787, Forward time: 2.2712, Backward time: 3.0772, DDP time: 0.0063, Total iter time: 5.6521 [2020-11-09 06:19:24,242][root][INFO] - ===> Epoch[381](9897/26): Loss 0.3609, Sem 0.1530, dir -0.1755, norm 0.3833, swav 0.0000 LR: 1.642e-03 Score 95.067 Data time: 0.2336, Forward time: 2.2712, Backward time: 3.0772, DDP time: 0.0063, Total iter time: 5.3640 [2020-11-09 06:19:29,424][root][INFO] - ===> Epoch[381](9898/26): Loss 0.3947, Sem 0.1916, dir -0.1321, norm 0.3352, swav 0.0000 LR: 1.627e-03 Score 92.157 Data time: 0.2327, Forward time: 2.2712, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 5.0748 [2020-11-09 06:19:35,457][root][INFO] - ===> Epoch[381](9899/26): Loss 0.3115, Sem 0.2155, dir -0.1643, norm 0.2602, swav 0.0000 LR: 1.613e-03 Score 93.427 Data time: 0.2375, Forward time: 2.2712, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 5.9154 [2020-11-09 06:19:40,571][root][INFO] - ===> Epoch[381](9900/26): Loss 0.3696, Sem 0.1934, dir -0.1459, norm 0.3221, swav 0.0000 LR: 1.599e-03 Score 92.495 Data time: 0.2170, Forward time: 2.2712, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 4.9919 [2020-11-09 06:19:46,209][root][INFO] - ===> Epoch[381](9901/26): Loss 0.4233, Sem 0.2737, dir -0.1393, norm 0.2888, swav 0.0000 LR: 1.585e-03 Score 90.925 Data time: 0.2620, Forward time: 2.2713, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 5.5384 [2020-11-09 06:19:51,853][root][INFO] - ===> Epoch[381](9902/26): Loss 0.4325, Sem 0.2651, dir -0.1625, norm 0.3298, swav 0.0000 LR: 1.570e-03 Score 91.009 Data time: 0.2518, Forward time: 2.2713, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 5.5192 [2020-11-09 06:19:57,078][root][INFO] - ===> Epoch[381](9903/26): Loss 0.4349, Sem 0.1992, dir -0.1238, norm 0.3595, swav 0.0000 LR: 1.556e-03 Score 93.303 Data time: 0.2586, Forward time: 2.2714, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 5.0947 [2020-11-09 06:20:03,951][root][INFO] - ===> Epoch[381](9904/26): Loss 0.3408, Sem 0.1828, dir -0.1611, norm 0.3192, swav 0.0000 LR: 1.542e-03 Score 93.396 Data time: 0.2192, Forward time: 2.2714, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 6.7596 [2020-11-09 06:20:09,500][root][INFO] - ===> Epoch[381](9905/26): Loss 0.3347, Sem 0.1708, dir -0.1616, norm 0.3255, swav 0.0000 LR: 1.528e-03 Score 94.217 Data time: 0.2316, Forward time: 2.2714, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 5.4405 [2020-11-09 06:20:14,529][root][INFO] - ===> Epoch[381](9906/26): Loss 0.3945, Sem 0.2556, dir -0.1857, norm 0.3247, swav 0.0000 LR: 1.513e-03 Score 92.878 Data time: 0.2110, Forward time: 2.2714, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 4.9138 [2020-11-09 06:20:20,156][root][INFO] - ===> Epoch[382](9907/26): Loss 0.4012, Sem 0.2103, dir -0.1948, norm 0.3857, swav 0.0000 LR: 1.499e-03 Score 92.002 Data time: 0.1783, Forward time: 2.2714, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 5.5197 [2020-11-09 06:20:25,876][root][INFO] - ===> Epoch[382](9908/26): Loss 0.4591, Sem 0.2494, dir -0.1351, norm 0.3448, swav 0.0000 LR: 1.485e-03 Score 92.282 Data time: 0.2046, Forward time: 2.2714, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 5.6482 [2020-11-09 06:20:31,070][root][INFO] - ===> Epoch[382](9909/26): Loss 0.4037, Sem 0.2072, dir -0.1383, norm 0.3348, swav 0.0000 LR: 1.470e-03 Score 93.208 Data time: 0.2104, Forward time: 2.2713, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 5.0846 [2020-11-09 06:20:37,367][root][INFO] - ===> Epoch[382](9910/26): Loss 0.5554, Sem 0.2627, dir -0.1441, norm 0.4368, swav 0.0000 LR: 1.456e-03 Score 91.862 Data time: 0.2680, Forward time: 2.2714, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 6.2145 [2020-11-09 06:20:42,711][root][INFO] - ===> Epoch[382](9911/26): Loss 0.4205, Sem 0.2420, dir -0.1434, norm 0.3220, swav 0.0000 LR: 1.441e-03 Score 91.874 Data time: 0.2074, Forward time: 2.2714, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 5.2174 [2020-11-09 06:20:47,944][root][INFO] - ===> Epoch[382](9912/26): Loss 0.3417, Sem 0.2264, dir -0.1841, norm 0.2993, swav 0.0000 LR: 1.427e-03 Score 92.073 Data time: 0.2221, Forward time: 2.2714, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 5.1329 [2020-11-09 06:20:53,699][root][INFO] - ===> Epoch[382](9913/26): Loss 0.3269, Sem 0.2252, dir -0.1152, norm 0.2168, swav 0.0000 LR: 1.413e-03 Score 93.098 Data time: 0.2892, Forward time: 2.2714, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 5.6502 [2020-11-09 06:21:00,721][root][INFO] - ===> Epoch[382](9914/26): Loss 0.3527, Sem 0.2037, dir -0.1643, norm 0.3132, swav 0.0000 LR: 1.398e-03 Score 91.824 Data time: 0.2273, Forward time: 2.2715, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 6.9099 [2020-11-09 06:21:07,797][root][INFO] - ===> Epoch[382](9915/26): Loss 0.2727, Sem 0.1572, dir -0.1707, norm 0.2862, swav 0.0000 LR: 1.384e-03 Score 95.853 Data time: 0.2436, Forward time: 2.2715, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 6.9687 [2020-11-09 06:21:13,164][root][INFO] - ===> Epoch[382](9916/26): Loss 0.4253, Sem 0.2571, dir -0.1309, norm 0.2990, swav 0.0000 LR: 1.369e-03 Score 91.735 Data time: 0.2597, Forward time: 2.2715, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 5.2576 [2020-11-09 06:21:20,118][root][INFO] - ===> Epoch[382](9917/26): Loss 0.4039, Sem 0.1934, dir -0.1888, norm 0.3993, swav 0.0000 LR: 1.355e-03 Score 93.542 Data time: 0.3188, Forward time: 2.2716, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 6.8487 [2020-11-09 06:21:26,542][root][INFO] - ===> Epoch[382](9918/26): Loss 0.3491, Sem 0.1415, dir -0.1433, norm 0.3509, swav 0.0000 LR: 1.340e-03 Score 96.080 Data time: 0.1706, Forward time: 2.2716, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 6.2925 [2020-11-09 06:21:33,627][root][INFO] - ===> Epoch[382](9919/26): Loss 0.2520, Sem 0.1740, dir -0.1740, norm 0.2519, swav 0.0000 LR: 1.326e-03 Score 93.456 Data time: 0.2112, Forward time: 2.2716, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 6.9901 [2020-11-09 06:21:39,775][root][INFO] - ===> Epoch[382](9920/26): Loss 0.4699, Sem 0.1974, dir -0.0871, norm 0.3596, swav 0.0000 LR: 1.311e-03 Score 94.142 Data time: 0.2316, Forward time: 2.2716, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 6.0818 [2020-11-09 06:21:45,402][root][INFO] - ===> Epoch[382](9921/26): Loss 0.4542, Sem 0.2121, dir -0.1375, norm 0.3796, swav 0.0000 LR: 1.296e-03 Score 92.361 Data time: 0.2838, Forward time: 2.2716, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 5.5220 [2020-11-09 06:21:51,212][root][INFO] - ===> Epoch[382](9922/26): Loss 0.3208, Sem 0.1404, dir -0.1200, norm 0.3005, swav 0.0000 LR: 1.282e-03 Score 95.622 Data time: 0.2814, Forward time: 2.2717, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 5.6915 [2020-11-09 06:21:57,127][root][INFO] - ===> Epoch[382](9923/26): Loss 0.3733, Sem 0.2171, dir -0.1469, norm 0.3030, swav 0.0000 LR: 1.267e-03 Score 92.294 Data time: 0.2028, Forward time: 2.2717, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 5.8040 [2020-11-09 06:22:03,384][root][INFO] - ===> Epoch[382](9924/26): Loss 0.5023, Sem 0.2550, dir -0.1482, norm 0.3956, swav 0.0000 LR: 1.253e-03 Score 91.620 Data time: 0.2204, Forward time: 2.2717, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 6.1569 [2020-11-09 06:22:09,619][root][INFO] - ===> Epoch[382](9925/26): Loss 0.3366, Sem 0.2593, dir -0.1705, norm 0.2478, swav 0.0000 LR: 1.238e-03 Score 92.381 Data time: 0.2090, Forward time: 2.2717, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 6.1257 [2020-11-09 06:22:15,136][root][INFO] - ===> Epoch[382](9926/26): Loss 0.4034, Sem 0.2416, dir -0.1371, norm 0.2989, swav 0.0000 LR: 1.223e-03 Score 93.169 Data time: 0.2261, Forward time: 2.2717, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 5.4218 [2020-11-09 06:22:20,889][root][INFO] - ===> Epoch[382](9927/26): Loss 0.3497, Sem 0.1632, dir -0.1654, norm 0.3519, swav 0.0000 LR: 1.209e-03 Score 94.325 Data time: 0.2309, Forward time: 2.2717, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 5.6485 [2020-11-09 06:22:25,724][root][INFO] - ===> Epoch[382](9928/26): Loss 0.2998, Sem 0.1931, dir -0.1808, norm 0.2875, swav 0.0000 LR: 1.194e-03 Score 94.616 Data time: 0.2457, Forward time: 2.2717, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 4.7245 [2020-11-09 06:22:31,196][root][INFO] - ===> Epoch[382](9929/26): Loss 0.4006, Sem 0.2153, dir -0.1558, norm 0.3411, swav 0.0000 LR: 1.179e-03 Score 92.591 Data time: 0.2037, Forward time: 2.2716, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 5.3774 [2020-11-09 06:22:36,874][root][INFO] - ===> Epoch[382](9930/26): Loss 0.3753, Sem 0.1980, dir -0.1506, norm 0.3279, swav 0.0000 LR: 1.164e-03 Score 94.396 Data time: 0.1938, Forward time: 2.2716, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 5.6026 [2020-11-09 06:22:42,347][root][INFO] - ===> Epoch[382](9931/26): Loss 0.4679, Sem 0.2963, dir -0.2376, norm 0.4092, swav 0.0000 LR: 1.150e-03 Score 90.320 Data time: 0.2138, Forward time: 2.2716, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 5.3763 [2020-11-09 06:22:48,639][root][INFO] - ===> Epoch[382](9932/26): Loss 0.3838, Sem 0.2452, dir -0.1596, norm 0.2983, swav 0.0000 LR: 1.135e-03 Score 90.883 Data time: 0.1943, Forward time: 2.2716, Backward time: 3.0771, DDP time: 0.0063, Total iter time: 6.2072 [2020-11-09 06:22:53,316][root][INFO] - ===> Epoch[383](9933/26): Loss 0.3704, Sem 0.1881, dir -0.1229, norm 0.3051, swav 0.0000 LR: 1.120e-03 Score 93.860 Data time: 0.2128, Forward time: 2.2716, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 4.6071 [2020-11-09 06:22:59,068][root][INFO] - ===> Epoch[383](9934/26): Loss 0.4073, Sem 0.1919, dir -0.1259, norm 0.3412, swav 0.0000 LR: 1.105e-03 Score 94.625 Data time: 0.2439, Forward time: 2.2716, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 5.6478 [2020-11-09 06:23:04,583][root][INFO] - ===> Epoch[383](9935/26): Loss 0.4145, Sem 0.2195, dir -0.1372, norm 0.3322, swav 0.0000 LR: 1.090e-03 Score 93.847 Data time: 0.2449, Forward time: 2.2716, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 5.3814 [2020-11-09 06:23:09,776][root][INFO] - ===> Epoch[383](9936/26): Loss 0.3015, Sem 0.1709, dir -0.2043, norm 0.3348, swav 0.0000 LR: 1.075e-03 Score 93.625 Data time: 0.2319, Forward time: 2.2716, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 5.0943 [2020-11-09 06:23:14,798][root][INFO] - ===> Epoch[383](9937/26): Loss 0.4193, Sem 0.2201, dir -0.1567, norm 0.3559, swav 0.0000 LR: 1.061e-03 Score 92.825 Data time: 0.2137, Forward time: 2.2716, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 4.9105 [2020-11-09 06:23:20,917][root][INFO] - ===> Epoch[383](9938/26): Loss 0.2362, Sem 0.1576, dir -0.1576, norm 0.2362, swav 0.0000 LR: 1.046e-03 Score 93.928 Data time: 0.1842, Forward time: 2.2716, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 6.0091 [2020-11-09 06:23:28,223][root][INFO] - ===> Epoch[383](9939/26): Loss 0.3604, Sem 0.2277, dir -0.2005, norm 0.3332, swav 0.0000 LR: 1.031e-03 Score 93.205 Data time: 0.2255, Forward time: 2.2716, Backward time: 3.0770, DDP time: 0.0063, Total iter time: 7.2113 [2020-11-09 06:23:33,384][root][INFO] - ===> Epoch[383](9940/26): Loss 0.4849, Sem 0.3562, dir -0.0749, norm 0.2036, swav 0.0000 LR: 1.016e-03 Score 89.886 Data time: 0.2269, Forward time: 2.2716, Backward time: 3.0769, DDP time: 0.0063, Total iter time: 5.0577 [2020-11-09 06:23:38,080][root][INFO] - ===> Epoch[383](9941/26): Loss 0.3220, Sem 0.1996, dir -0.1865, norm 0.3089, swav 0.0000 LR: 1.001e-03 Score 93.308 Data time: 0.2106, Forward time: 2.2716, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 4.5832 [2020-11-09 06:23:44,220][root][INFO] - ===> Epoch[383](9942/26): Loss 0.3627, Sem 0.2560, dir -0.1171, norm 0.2239, swav 0.0000 LR: 9.857e-04 Score 92.558 Data time: 0.2459, Forward time: 2.2717, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 6.0518 [2020-11-09 06:23:49,122][root][INFO] - ===> Epoch[383](9943/26): Loss 0.3911, Sem 0.1899, dir -0.0967, norm 0.2979, swav 0.0000 LR: 9.706e-04 Score 94.239 Data time: 0.1720, Forward time: 2.2716, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 4.7876 [2020-11-09 06:23:55,028][root][INFO] - ===> Epoch[383](9944/26): Loss 0.3888, Sem 0.2062, dir -0.1395, norm 0.3221, swav 0.0000 LR: 9.555e-04 Score 92.823 Data time: 0.2147, Forward time: 2.2716, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 5.8453 [2020-11-09 06:24:01,453][root][INFO] - ===> Epoch[383](9945/26): Loss 0.2463, Sem 0.1547, dir -0.1598, norm 0.2514, swav 0.0000 LR: 9.404e-04 Score 94.835 Data time: 0.3175, Forward time: 2.2717, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 6.3080 [2020-11-09 06:24:06,585][root][INFO] - ===> Epoch[383](9946/26): Loss 0.4914, Sem 0.2323, dir -0.2005, norm 0.4597, swav 0.0000 LR: 9.253e-04 Score 92.668 Data time: 0.2475, Forward time: 2.2717, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 4.9951 [2020-11-09 06:24:11,722][root][INFO] - ===> Epoch[383](9947/26): Loss 0.3252, Sem 0.2197, dir -0.1504, norm 0.2559, swav 0.0000 LR: 9.102e-04 Score 91.710 Data time: 0.2080, Forward time: 2.2717, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 5.0224 [2020-11-09 06:24:16,963][root][INFO] - ===> Epoch[383](9948/26): Loss 0.3525, Sem 0.2692, dir -0.1919, norm 0.2752, swav 0.0000 LR: 8.950e-04 Score 89.718 Data time: 0.1830, Forward time: 2.2717, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 5.1039 [2020-11-09 06:24:23,456][root][INFO] - ===> Epoch[383](9949/26): Loss 0.4660, Sem 0.2705, dir -0.2078, norm 0.4033, swav 0.0000 LR: 8.798e-04 Score 91.240 Data time: 0.2066, Forward time: 2.2717, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 6.4375 [2020-11-09 06:24:29,495][root][INFO] - ===> Epoch[383](9950/26): Loss 0.3315, Sem 0.2229, dir -0.2275, norm 0.3361, swav 0.0000 LR: 8.645e-04 Score 92.781 Data time: 0.2783, Forward time: 2.2717, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 5.9681 [2020-11-09 06:24:35,534][root][INFO] - ===> Epoch[383](9951/26): Loss 0.2600, Sem 0.2106, dir -0.1727, norm 0.2221, swav 0.0000 LR: 8.492e-04 Score 93.618 Data time: 0.3231, Forward time: 2.2718, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 5.9128 [2020-11-09 06:24:40,214][root][INFO] - ===> Epoch[383](9952/26): Loss 0.3144, Sem 0.2214, dir -0.2103, norm 0.3033, swav 0.0000 LR: 8.339e-04 Score 92.945 Data time: 0.2332, Forward time: 2.2718, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 4.5702 [2020-11-09 06:24:45,963][root][INFO] - ===> Epoch[383](9953/26): Loss 0.3572, Sem 0.1834, dir -0.1766, norm 0.3503, swav 0.0000 LR: 8.186e-04 Score 92.567 Data time: 0.2475, Forward time: 2.2719, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 5.6463 [2020-11-09 06:24:50,629][root][INFO] - ===> Epoch[383](9954/26): Loss 0.3738, Sem 0.1721, dir -0.1405, norm 0.3423, swav 0.0000 LR: 8.032e-04 Score 94.398 Data time: 0.2301, Forward time: 2.2719, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 4.5641 [2020-11-09 06:24:56,179][root][INFO] - ===> Epoch[383](9955/26): Loss 0.3941, Sem 0.2428, dir -0.0990, norm 0.2503, swav 0.0000 LR: 7.878e-04 Score 90.346 Data time: 0.2155, Forward time: 2.2719, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 5.4505 [2020-11-09 06:25:02,207][root][INFO] - ===> Epoch[383](9956/26): Loss 0.4324, Sem 0.2167, dir -0.1834, norm 0.3992, swav 0.0000 LR: 7.724e-04 Score 93.642 Data time: 0.1743, Forward time: 2.2718, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 5.9429 [2020-11-09 06:25:07,776][root][INFO] - ===> Epoch[383](9957/26): Loss 0.3790, Sem 0.2528, dir -0.1399, norm 0.2661, swav 0.0000 LR: 7.570e-04 Score 92.021 Data time: 0.1598, Forward time: 2.2718, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 5.5044 [2020-11-09 06:25:12,935][root][INFO] - ===> Epoch[383](9958/26): Loss 0.3656, Sem 0.1624, dir -0.1477, norm 0.3509, swav 0.0000 LR: 7.415e-04 Score 94.372 Data time: 0.2607, Forward time: 2.2718, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 5.1133 [2020-11-09 06:25:17,901][root][INFO] - ===> Epoch[384](9959/26): Loss 0.4218, Sem 0.2145, dir -0.1548, norm 0.3621, swav 0.0000 LR: 7.259e-04 Score 92.901 Data time: 0.1537, Forward time: 2.2717, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 4.8699 [2020-11-09 06:25:24,461][root][INFO] - ===> Epoch[384](9960/26): Loss 0.3077, Sem 0.1851, dir -0.1095, norm 0.2321, swav 0.0000 LR: 7.103e-04 Score 93.754 Data time: 0.1965, Forward time: 2.2717, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 6.4981 [2020-11-09 06:25:29,804][root][INFO] - ===> Epoch[384](9961/26): Loss 0.3697, Sem 0.1378, dir -0.1084, norm 0.3403, swav 0.0000 LR: 6.947e-04 Score 96.415 Data time: 0.2265, Forward time: 2.2717, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 5.2595 [2020-11-09 06:25:35,313][root][INFO] - ===> Epoch[384](9962/26): Loss 0.3578, Sem 0.1614, dir -0.1452, norm 0.3416, swav 0.0000 LR: 6.791e-04 Score 94.131 Data time: 0.2279, Forward time: 2.2717, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 5.4001 [2020-11-09 06:25:40,348][root][INFO] - ===> Epoch[384](9963/26): Loss 0.3417, Sem 0.2076, dir -0.1977, norm 0.3317, swav 0.0000 LR: 6.634e-04 Score 94.464 Data time: 0.2637, Forward time: 2.2718, Backward time: 3.0763, DDP time: 0.0063, Total iter time: 4.8990 [2020-11-09 06:25:46,628][root][INFO] - ===> Epoch[384](9964/26): Loss 0.2711, Sem 0.2189, dir -0.2055, norm 0.2577, swav 0.0000 LR: 6.477e-04 Score 91.338 Data time: 0.2885, Forward time: 2.2718, Backward time: 3.0763, DDP time: 0.0063, Total iter time: 6.1812 [2020-11-09 06:25:53,582][root][INFO] - ===> Epoch[384](9965/26): Loss 0.4430, Sem 0.2607, dir -0.1394, norm 0.3217, swav 0.0000 LR: 6.319e-04 Score 91.899 Data time: 0.1834, Forward time: 2.2718, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 6.8249 [2020-11-09 06:25:58,411][root][INFO] - ===> Epoch[384](9966/26): Loss 0.4265, Sem 0.2369, dir -0.1519, norm 0.3415, swav 0.0000 LR: 6.161e-04 Score 93.076 Data time: 0.1825, Forward time: 2.2718, Backward time: 3.0763, DDP time: 0.0063, Total iter time: 4.7318 [2020-11-09 06:26:03,461][root][INFO] - ===> Epoch[384](9967/26): Loss 0.3216, Sem 0.1819, dir -0.1166, norm 0.2563, swav 0.0000 LR: 6.002e-04 Score 94.356 Data time: 0.1864, Forward time: 2.2718, Backward time: 3.0763, DDP time: 0.0063, Total iter time: 4.9255 [2020-11-09 06:26:08,735][root][INFO] - ===> Epoch[384](9968/26): Loss 0.3691, Sem 0.1952, dir -0.1927, norm 0.3666, swav 0.0000 LR: 5.843e-04 Score 93.137 Data time: 0.1674, Forward time: 2.2717, Backward time: 3.0763, DDP time: 0.0063, Total iter time: 5.1782 [2020-11-09 06:26:15,704][root][INFO] - ===> Epoch[384](9969/26): Loss 0.2306, Sem 0.1862, dir -0.2519, norm 0.2963, swav 0.0000 LR: 5.683e-04 Score 93.366 Data time: 0.2538, Forward time: 2.2718, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 6.9035 [2020-11-09 06:26:22,896][root][INFO] - ===> Epoch[384](9970/26): Loss 0.2178, Sem 0.1364, dir -0.1436, norm 0.2249, swav 0.0000 LR: 5.523e-04 Score 96.443 Data time: 0.2753, Forward time: 2.2718, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 7.0838 [2020-11-09 06:26:27,898][root][INFO] - ===> Epoch[384](9971/26): Loss 0.4608, Sem 0.2522, dir -0.0906, norm 0.2992, swav 0.0000 LR: 5.363e-04 Score 91.711 Data time: 0.2281, Forward time: 2.2718, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 4.8688 [2020-11-09 06:26:34,633][root][INFO] - ===> Epoch[384](9972/26): Loss 0.3859, Sem 0.2221, dir -0.1647, norm 0.3285, swav 0.0000 LR: 5.201e-04 Score 93.784 Data time: 0.2500, Forward time: 2.2719, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 6.6281 [2020-11-09 06:26:40,237][root][INFO] - ===> Epoch[384](9973/26): Loss 0.4216, Sem 0.2692, dir -0.1904, norm 0.3428, swav 0.0000 LR: 5.040e-04 Score 90.655 Data time: 0.2167, Forward time: 2.2719, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 5.4785 [2020-11-09 06:26:46,147][root][INFO] - ===> Epoch[384](9974/26): Loss 0.4432, Sem 0.2334, dir -0.0715, norm 0.2813, swav 0.0000 LR: 4.877e-04 Score 93.449 Data time: 0.2124, Forward time: 2.2719, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 5.8047 [2020-11-09 06:26:51,871][root][INFO] - ===> Epoch[384](9975/26): Loss 0.4077, Sem 0.1977, dir -0.1868, norm 0.3969, swav 0.0000 LR: 4.715e-04 Score 93.201 Data time: 0.2216, Forward time: 2.2718, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 5.6219 [2020-11-09 06:26:57,575][root][INFO] - ===> Epoch[384](9976/26): Loss 0.3876, Sem 0.2122, dir -0.1456, norm 0.3211, swav 0.0000 LR: 4.551e-04 Score 92.720 Data time: 0.2076, Forward time: 2.2718, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 5.6042 [2020-11-09 06:27:04,180][root][INFO] - ===> Epoch[384](9977/26): Loss 0.4622, Sem 0.1918, dir -0.1327, norm 0.4031, swav 0.0000 LR: 4.387e-04 Score 94.231 Data time: 0.2180, Forward time: 2.2718, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 6.4915 [2020-11-09 06:27:08,447][root][INFO] - ===> Epoch[384](9978/26): Loss 0.4008, Sem 0.2237, dir -0.1118, norm 0.2888, swav 0.0000 LR: 4.222e-04 Score 94.346 Data time: 0.1785, Forward time: 2.2718, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 4.1493 [2020-11-09 06:27:13,452][root][INFO] - ===> Epoch[384](9979/26): Loss 0.3508, Sem 0.1693, dir -0.1021, norm 0.2837, swav 0.0000 LR: 4.056e-04 Score 93.936 Data time: 0.1654, Forward time: 2.2718, Backward time: 3.0764, DDP time: 0.0063, Total iter time: 4.9166 [2020-11-09 06:27:21,621][root][INFO] - ===> Epoch[384](9980/26): Loss 0.4690, Sem 0.3055, dir -0.1692, norm 0.3327, swav 0.0000 LR: 3.890e-04 Score 89.135 Data time: 0.1394, Forward time: 2.2717, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 8.1070 [2020-11-09 06:27:26,878][root][INFO] - ===> Epoch[384](9981/26): Loss 0.3896, Sem 0.2248, dir -0.1825, norm 0.3473, swav 0.0000 LR: 3.723e-04 Score 94.160 Data time: 0.1454, Forward time: 2.2716, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 5.1930 [2020-11-09 06:27:32,467][root][INFO] - ===> Epoch[384](9982/26): Loss 0.3739, Sem 0.2136, dir -0.1018, norm 0.2621, swav 0.0000 LR: 3.555e-04 Score 93.181 Data time: 0.1741, Forward time: 2.2716, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 5.5338 [2020-11-09 06:27:38,771][root][INFO] - ===> Epoch[384](9983/26): Loss 0.4222, Sem 0.2255, dir -0.1267, norm 0.3234, swav 0.0000 LR: 3.386e-04 Score 92.287 Data time: 0.2158, Forward time: 2.2716, Backward time: 3.0768, DDP time: 0.0063, Total iter time: 6.2104 [2020-11-09 06:27:44,081][root][INFO] - ===> Epoch[384](9984/26): Loss 0.3318, Sem 0.1367, dir -0.1550, norm 0.3501, swav 0.0000 LR: 3.216e-04 Score 95.992 Data time: 0.2605, Forward time: 2.2716, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 5.1928 [2020-11-09 06:27:48,899][root][INFO] - ===> Epoch[385](9985/26): Loss 0.3769, Sem 0.1898, dir -0.2058, norm 0.3930, swav 0.0000 LR: 3.046e-04 Score 92.662 Data time: 0.2164, Forward time: 2.2716, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 4.6969 [2020-11-09 06:27:53,593][root][INFO] - ===> Epoch[385](9986/26): Loss 0.3927, Sem 0.2292, dir -0.1030, norm 0.2665, swav 0.0000 LR: 2.874e-04 Score 91.344 Data time: 0.2200, Forward time: 2.2716, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 4.5630 [2020-11-09 06:27:59,403][root][INFO] - ===> Epoch[385](9987/26): Loss 0.4459, Sem 0.2111, dir -0.1501, norm 0.3850, swav 0.0000 LR: 2.701e-04 Score 91.330 Data time: 0.1752, Forward time: 2.2715, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 5.6849 [2020-11-09 06:28:05,668][root][INFO] - ===> Epoch[385](9988/26): Loss 0.3690, Sem 0.1813, dir -0.1257, norm 0.3135, swav 0.0000 LR: 2.526e-04 Score 93.229 Data time: 0.2510, Forward time: 2.2716, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 6.1645 [2020-11-09 06:28:10,633][root][INFO] - ===> Epoch[385](9989/26): Loss 0.3726, Sem 0.1952, dir -0.1215, norm 0.2989, swav 0.0000 LR: 2.351e-04 Score 94.459 Data time: 0.2207, Forward time: 2.2716, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 4.8292 [2020-11-09 06:28:16,878][root][INFO] - ===> Epoch[385](9990/26): Loss 0.3499, Sem 0.1552, dir -0.0975, norm 0.2923, swav 0.0000 LR: 2.174e-04 Score 93.969 Data time: 0.2196, Forward time: 2.2716, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 6.1370 [2020-11-09 06:28:21,992][root][INFO] - ===> Epoch[385](9991/26): Loss 0.4539, Sem 0.2882, dir -0.0966, norm 0.2623, swav 0.0000 LR: 1.995e-04 Score 89.842 Data time: 0.2166, Forward time: 2.2716, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 4.9866 [2020-11-09 06:28:27,928][root][INFO] - ===> Epoch[385](9992/26): Loss 0.3193, Sem 0.1656, dir -0.1089, norm 0.2627, swav 0.0000 LR: 1.815e-04 Score 93.354 Data time: 0.2267, Forward time: 2.2716, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 5.8614 [2020-11-09 06:28:33,551][root][INFO] - ===> Epoch[385](9993/26): Loss 0.4026, Sem 0.2467, dir -0.1474, norm 0.3033, swav 0.0000 LR: 1.632e-04 Score 90.538 Data time: 0.1664, Forward time: 2.2715, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 5.5116 [2020-11-09 06:28:38,465][root][INFO] - ===> Epoch[385](9994/26): Loss 0.2140, Sem 0.1550, dir -0.1195, norm 0.1785, swav 0.0000 LR: 1.447e-04 Score 94.852 Data time: 0.1981, Forward time: 2.2715, Backward time: 3.0765, DDP time: 0.0063, Total iter time: 4.8223 [2020-11-09 06:28:43,723][root][INFO] - ===> Epoch[385](9995/26): Loss 0.3711, Sem 0.1764, dir -0.1524, norm 0.3471, swav 0.0000 LR: 1.260e-04 Score 93.428 Data time: 0.1314, Forward time: 2.2714, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 5.1454 [2020-11-09 06:28:50,309][root][INFO] - ===> Epoch[385](9996/26): Loss 0.3067, Sem 0.1788, dir -0.2034, norm 0.3314, swav 0.0000 LR: 1.069e-04 Score 93.278 Data time: 0.2195, Forward time: 2.2714, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 6.5159 [2020-11-09 06:28:56,081][root][INFO] - ===> Epoch[385](9997/26): Loss 0.3352, Sem 0.1838, dir -0.1733, norm 0.3248, swav 0.0000 LR: 8.746e-05 Score 93.680 Data time: 0.2142, Forward time: 2.2714, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 5.6834 [2020-11-09 06:29:01,465][root][INFO] - ===> Epoch[385](9998/26): Loss 0.4155, Sem 0.2453, dir -0.1205, norm 0.2907, swav 0.0000 LR: 6.751e-05 Score 92.955 Data time: 0.1613, Forward time: 2.2714, Backward time: 3.0767, DDP time: 0.0063, Total iter time: 5.2800 [2020-11-09 06:29:07,086][root][INFO] - ===> Epoch[385](9999/26): Loss 0.3624, Sem 0.2228, dir -0.2010, norm 0.3406, swav 0.0000 LR: 4.687e-05 Score 92.568 Data time: 0.2839, Forward time: 2.2714, Backward time: 3.0766, DDP time: 0.0063, Total iter time: 5.5298 [2020-11-09 06:29:11,970][submitit][INFO] - Job completed successfully [2020-11-09 06:29:11,995][submitit][INFO] - Job completed successfully [2020-11-09 06:29:12,008][submitit][INFO] - Job completed successfully [2020-11-09 06:29:12,021][submitit][INFO] - Job completed successfully [2020-11-09 06:29:12,024][submitit][INFO] - Job completed successfully [2020-11-09 06:29:12,045][submitit][INFO] - Job completed successfully [2020-11-09 06:29:12,054][submitit][INFO] - Job completed successfully [2020-11-09 06:29:12,410][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 06:29:12,579][root][INFO] - ===> Start testing [2020-11-09 06:30:29,109][root][INFO] - 101/312: Data time: 0.0048, Iter time: 0.2249 Loss 1.204 (AVG: 0.810) Score 69.301 (AVG: 81.539) mIOU 54.498 mAP 64.083 mAcc 65.574 IOU: 73.459 94.817 40.909 70.893 79.708 76.105 56.879 30.042 49.943 67.541 6.235 43.452 48.210 56.018 17.497 51.046 73.589 47.882 76.181 29.546 mAP: 75.216 96.652 55.809 71.731 83.253 80.960 69.431 45.058 57.948 66.562 17.191 53.816 53.945 67.642 49.883 72.732 86.220 53.858 87.500 36.256 mAcc: 89.550 97.661 59.897 82.298 87.519 88.309 71.418 40.728 61.560 82.600 10.234 50.997 65.090 67.732 21.689 75.085 81.780 54.476 83.941 38.920 [2020-11-09 06:31:45,874][root][INFO] - 201/312: Data time: 0.0972, Iter time: 0.1315 Loss 0.354 (AVG: 0.730) Score 86.775 (AVG: 82.393) mIOU 55.413 mAP 63.106 mAcc 66.111 IOU: 74.851 95.227 44.966 68.970 81.786 78.489 62.634 33.385 43.670 65.752 7.474 45.969 47.704 57.818 15.010 49.602 79.904 43.446 78.057 33.553 mAP: 74.712 96.347 55.143 66.335 84.637 79.388 65.625 47.123 52.752 63.538 21.864 51.514 52.598 66.092 41.431 76.190 90.851 55.812 82.444 37.719 mAcc: 89.728 97.700 62.650 80.800 90.347 89.116 76.249 43.912 56.734 81.493 12.103 55.100 64.940 70.884 20.622 63.547 87.453 49.585 85.456 43.797 [2020-11-09 06:33:05,442][root][INFO] - 301/312: Data time: 0.0069, Iter time: 0.5187 Loss 0.340 (AVG: 0.755) Score 86.865 (AVG: 81.668) mIOU 54.544 mAP 62.442 mAcc 65.261 IOU: 73.817 95.267 45.394 65.085 81.934 77.776 63.098 33.073 40.636 64.925 7.044 45.851 44.621 58.755 19.377 47.412 76.320 42.195 77.287 31.016 mAP: 75.091 96.211 53.971 63.821 83.868 80.000 65.128 45.979 49.996 63.429 21.328 49.258 53.158 68.116 37.924 78.973 89.744 56.349 79.832 36.658 mAcc: 89.916 97.699 64.184 76.201 90.768 90.172 75.232 43.044 51.774 79.798 11.095 54.519 64.639 69.906 26.304 59.103 86.315 47.940 85.617 40.989 [2020-11-09 06:33:12,176][root][INFO] - 312/312: Data time: 0.0037, Iter time: 0.3946 Loss 1.228 (AVG: 0.755) Score 71.297 (AVG: 81.636) mIOU 54.516 mAP 62.505 mAcc 65.231 IOU: 73.693 95.220 45.283 65.296 82.128 78.092 63.179 32.919 40.844 64.681 6.907 45.238 44.578 58.752 19.110 47.387 76.556 42.223 77.259 30.981 mAP: 74.899 96.201 53.763 64.925 84.163 80.180 64.902 45.693 50.225 63.429 21.085 48.276 53.665 68.712 37.924 78.973 89.865 56.581 79.832 36.801 mAcc: 89.829 97.711 63.547 76.459 90.888 90.323 75.203 42.900 51.968 79.798 10.894 53.965 64.368 70.216 26.304 59.103 86.540 48.034 85.617 40.951 [2020-11-09 06:33:12,177][root][INFO] - Finished test. Elapsed time: 239.5968 [2020-11-09 06:33:25,078][root][INFO] - [2020-11-09 06:33:25,079][root][INFO] - ################################################################ [2020-11-09 06:33:25,079][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 06:33:25,079][root][INFO] - ################################################################ [2020-11-09 06:33:25,079][root][INFO] - cabinet : 0.041 0.143 0.342 [2020-11-09 06:33:25,079][root][INFO] - bed : 0.176 0.444 0.602 [2020-11-09 06:33:25,079][root][INFO] - chair : 0.316 0.492 0.647 [2020-11-09 06:33:25,079][root][INFO] - sofa : 0.330 0.558 0.685 [2020-11-09 06:33:25,079][root][INFO] - table : 0.198 0.425 0.564 [2020-11-09 06:33:25,079][root][INFO] - door : 0.026 0.076 0.247 [2020-11-09 06:33:25,079][root][INFO] - window : 0.016 0.057 0.208 [2020-11-09 06:33:25,079][root][INFO] - bookshelf : 0.104 0.319 0.581 [2020-11-09 06:33:25,079][root][INFO] - picture : 0.001 0.005 0.033 [2020-11-09 06:33:25,079][root][INFO] - counter : 0.007 0.028 0.342 [2020-11-09 06:33:25,079][root][INFO] - desk : 0.004 0.024 0.259 [2020-11-09 06:33:25,079][root][INFO] - curtain : 0.144 0.279 0.467 [2020-11-09 06:33:25,079][root][INFO] - refrigerator : 0.005 0.015 0.100 [2020-11-09 06:33:25,079][root][INFO] - shower curtain : 0.191 0.331 0.413 [2020-11-09 06:33:25,079][root][INFO] - toilet : 0.617 0.897 0.925 [2020-11-09 06:33:25,080][root][INFO] - sink : 0.109 0.228 0.449 [2020-11-09 06:33:25,080][root][INFO] - bathtub : 0.286 0.536 0.756 [2020-11-09 06:33:25,080][root][INFO] - otherfurniture : 0.046 0.112 0.325 [2020-11-09 06:33:25,080][root][INFO] - ---------------------------------------------------------------- [2020-11-09 06:33:25,080][root][INFO] - average : 0.145 0.276 0.441 [2020-11-09 06:33:25,080][root][INFO] - [2020-11-09 06:33:25,270][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 06:33:25,864][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 06:33:26,029][root][INFO] - Current best mIoU: 54.516 at iter 10000 [2020-11-09 06:33:26,259][submitit][INFO] - Job completed successfully