[2020-11-08 13:02:26,693][root][INFO] - ===> Configurations [2020-11-08 13:02:26,710][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/kmeansXYZFeat_iter50_points100 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://learnfair1601:10100 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 13:02:26,711][root][INFO] - ===> Initializing dataloader [2020-11-08 13:02:26,730][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 13:02:26,735][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 13:02:26,735][root][INFO] - ===> Building model [2020-11-08 13:02:27,033][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 13:02:27,033][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 13:02:27,037][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 13:02:27,938][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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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 13:02:28,118][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 13:02:28,118][root][INFO] - => no weights.pth [2020-11-08 13:02:40,411][root][INFO] - ===> Epoch[1](1/26): Loss 4.4621, Sem 2.9867, dir -0.0162, norm 1.4916, swav 0.0000 LR: 9.999e-02 Score 7.085 Data time: 4.9637, Forward time: 4.1237, Backward time: 3.1111, DDP time: 0.0016, Total iter time: 12.2390 [2020-11-08 13:02:46,440][root][INFO] - ===> Epoch[1](2/26): Loss 4.6088, Sem 2.8733, dir -0.0520, norm 1.7875, swav 0.0000 LR: 9.998e-02 Score 29.880 Data time: 0.1776, Forward time: 3.1004, Backward time: 3.2697, DDP time: 0.0025, Total iter time: 5.8046 [2020-11-08 13:02:52,097][root][INFO] - ===> Epoch[1](3/26): Loss 3.7323, Sem 2.7069, dir 0.0495, norm 0.9759, swav 0.0000 LR: 9.997e-02 Score 37.064 Data time: 0.1996, Forward time: 2.7242, Backward time: 3.1830, DDP time: 0.0027, Total iter time: 5.2652 [2020-11-08 13:02:58,175][root][INFO] - ===> Epoch[1](4/26): Loss 3.6316, Sem 2.5967, dir -0.0157, norm 1.0506, swav 0.0000 LR: 9.996e-02 Score 37.129 Data time: 0.2976, Forward time: 2.7933, Backward time: 2.9771, DDP time: 0.0032, Total iter time: 5.7539 [2020-11-08 13:03:03,977][root][INFO] - ===> Epoch[1](5/26): Loss 3.0542, Sem 2.3772, dir -0.0550, norm 0.7320, swav 0.0000 LR: 9.996e-02 Score 47.328 Data time: 0.2847, Forward time: 2.8336, Backward time: 2.8235, DDP time: 0.0033, Total iter time: 5.5025 [2020-11-08 13:03:09,377][root][INFO] - ===> Epoch[1](6/26): Loss 3.0130, Sem 2.2659, dir -0.0228, norm 0.7699, swav 0.0000 LR: 9.995e-02 Score 52.483 Data time: 0.3041, Forward time: 2.8109, Backward time: 2.6890, DDP time: 0.0034, Total iter time: 5.1436 [2020-11-08 13:03:15,321][root][INFO] - ===> Epoch[1](7/26): Loss 2.6418, Sem 1.9676, dir -0.0851, norm 0.7593, swav 0.0000 LR: 9.994e-02 Score 57.340 Data time: 0.2725, Forward time: 2.8408, Backward time: 2.6360, DDP time: 0.0035, Total iter time: 5.7112 [2020-11-08 13:03:21,145][root][INFO] - ===> Epoch[1](8/26): Loss 2.4960, Sem 1.9442, dir -0.1025, norm 0.6542, swav 0.0000 LR: 9.993e-02 Score 54.968 Data time: 0.2286, Forward time: 2.7933, Backward time: 2.6672, DDP time: 0.0035, Total iter time: 5.6329 [2020-11-08 13:03:26,768][root][INFO] - ===> Epoch[1](9/26): Loss 2.4023, Sem 1.8252, dir -0.1076, norm 0.6846, swav 0.0000 LR: 9.992e-02 Score 57.020 Data time: 0.2340, Forward time: 2.7626, Backward time: 2.6669, DDP time: 0.0035, Total iter time: 5.4506 [2020-11-08 13:03:32,798][root][INFO] - ===> Epoch[1](10/26): Loss 2.4805, Sem 1.9013, dir -0.1509, norm 0.7300, swav 0.0000 LR: 9.991e-02 Score 54.699 Data time: 0.2158, Forward time: 2.7177, Backward time: 2.7242, DDP time: 0.0035, Total iter time: 5.8664 [2020-11-08 13:03:38,958][root][INFO] - ===> Epoch[1](11/26): Loss 2.3543, Sem 1.8986, dir -0.1973, norm 0.6530, swav 0.0000 LR: 9.990e-02 Score 56.340 Data time: 0.2111, Forward time: 2.6909, Backward time: 2.7740, DDP time: 0.0036, Total iter time: 5.9831 [2020-11-08 13:03:45,273][root][INFO] - ===> Epoch[1](12/26): Loss 2.3526, Sem 1.9294, dir -0.1662, norm 0.5895, swav 0.0000 LR: 9.989e-02 Score 54.831 Data time: 0.1887, Forward time: 2.6312, Backward time: 2.8648, DDP time: 0.0036, Total iter time: 6.1430 [2020-11-08 13:03:51,306][root][INFO] - ===> Epoch[1](13/26): Loss 2.5060, Sem 2.0019, dir -0.1755, norm 0.6796, swav 0.0000 LR: 9.988e-02 Score 52.945 Data time: 0.2632, Forward time: 2.6648, Backward time: 2.8400, DDP time: 0.0037, Total iter time: 5.8917 [2020-11-08 13:03:56,822][root][INFO] - ===> Epoch[1](14/26): Loss 2.3927, Sem 1.9069, dir -0.1492, norm 0.6351, swav 0.0000 LR: 9.987e-02 Score 55.727 Data time: 0.2058, Forward time: 2.6496, Backward time: 2.8218, DDP time: 0.0037, Total iter time: 5.3505 [2020-11-08 13:04:02,894][root][INFO] - ===> Epoch[1](15/26): Loss 2.2281, Sem 1.8440, dir -0.2355, norm 0.6195, swav 0.0000 LR: 9.987e-02 Score 53.868 Data time: 0.1966, Forward time: 2.6134, Backward time: 2.8702, DDP time: 0.0037, Total iter time: 5.9386 [2020-11-08 13:04:09,208][root][INFO] - ===> Epoch[1](16/26): Loss 2.1722, Sem 1.7351, dir -0.1857, norm 0.6229, swav 0.0000 LR: 9.986e-02 Score 54.016 Data time: 0.2911, Forward time: 2.6380, Backward time: 2.8689, DDP time: 0.0037, Total iter time: 6.1917 [2020-11-08 13:04:15,627][root][INFO] - ===> Epoch[1](17/26): Loss 2.1186, Sem 1.6797, dir -0.2061, norm 0.6450, swav 0.0000 LR: 9.985e-02 Score 57.501 Data time: 0.2424, Forward time: 2.6493, Backward time: 2.8863, DDP time: 0.0037, Total iter time: 6.2727 [2020-11-08 13:04:21,792][root][INFO] - ===> Epoch[1](18/26): Loss 2.1856, Sem 1.7801, dir -0.2264, norm 0.6320, swav 0.0000 LR: 9.984e-02 Score 54.085 Data time: 0.2049, Forward time: 2.6371, Backward time: 2.9104, DDP time: 0.0037, Total iter time: 6.0308 [2020-11-08 13:04:28,011][root][INFO] - ===> Epoch[1](19/26): Loss 2.1375, Sem 1.7372, dir -0.2092, norm 0.6095, swav 0.0000 LR: 9.983e-02 Score 55.460 Data time: 0.2544, Forward time: 2.6401, Backward time: 2.9183, DDP time: 0.0037, Total iter time: 6.0854 [2020-11-08 13:04:33,047][root][INFO] - ===> Epoch[1](20/26): Loss 2.1074, Sem 1.6972, dir -0.2238, norm 0.6340, swav 0.0000 LR: 9.982e-02 Score 57.301 Data time: 0.2147, Forward time: 2.6314, Backward time: 2.8826, DDP time: 0.0037, Total iter time: 4.9077 [2020-11-08 13:04:38,076][root][INFO] - ===> Epoch[1](21/26): Loss 2.1345, Sem 1.8004, dir -0.2191, norm 0.5532, swav 0.0000 LR: 9.981e-02 Score 53.835 Data time: 0.2022, Forward time: 2.6178, Backward time: 2.8561, DDP time: 0.0038, Total iter time: 4.9125 [2020-11-08 13:04:42,677][root][INFO] - ===> Epoch[1](22/26): Loss 2.2215, Sem 1.7643, dir -0.1379, norm 0.5950, swav 0.0000 LR: 9.980e-02 Score 57.089 Data time: 0.1911, Forward time: 2.5968, Backward time: 2.8222, DDP time: 0.0038, Total iter time: 4.4955 [2020-11-08 13:04:48,109][root][INFO] - ===> Epoch[1](23/26): Loss 2.0566, Sem 1.6275, dir -0.1899, norm 0.6190, swav 0.0000 LR: 9.979e-02 Score 57.208 Data time: 0.2656, Forward time: 2.6022, Backward time: 2.8005, DDP time: 0.0038, Total iter time: 5.3389 [2020-11-08 13:04:54,712][root][INFO] - ===> Epoch[1](24/26): Loss 2.3484, Sem 1.7343, dir -0.1046, norm 0.7186, swav 0.0000 LR: 9.978e-02 Score 56.104 Data time: 0.1590, Forward time: 2.5772, Backward time: 2.8591, DDP time: 0.0038, Total iter time: 6.4848 [2020-11-08 13:04:59,884][root][INFO] - ===> Epoch[1](25/26): Loss 2.2784, Sem 1.6947, dir -0.1819, norm 0.7657, swav 0.0000 LR: 9.977e-02 Score 56.858 Data time: 0.1590, Forward time: 2.5500, Backward time: 2.8639, DDP time: 0.0038, Total iter time: 5.1151 [2020-11-08 13:05:06,092][root][INFO] - ===> Epoch[1](26/26): Loss 2.3708, Sem 1.8457, dir -0.2386, norm 0.7637, swav 0.0000 LR: 9.977e-02 Score 53.134 Data time: 0.1245, Forward time: 2.5080, Backward time: 2.9214, DDP time: 0.0038, Total iter time: 6.1012 [2020-11-08 13:05:11,177][root][INFO] - ===> Epoch[2](27/26): Loss 2.1939, Sem 1.7153, dir -0.2401, norm 0.7187, swav 0.0000 LR: 9.976e-02 Score 55.103 Data time: 0.1575, Forward time: 2.4775, Backward time: 2.9283, DDP time: 0.0038, Total iter time: 5.0396 [2020-11-08 13:05:17,794][root][INFO] - ===> Epoch[2](28/26): Loss 2.3324, Sem 1.7682, dir -0.1990, norm 0.7632, swav 0.0000 LR: 9.975e-02 Score 55.739 Data time: 0.2320, Forward time: 2.4667, Backward time: 2.9671, DDP time: 0.0038, Total iter time: 6.5399 [2020-11-08 13:05:23,818][root][INFO] - ===> Epoch[2](29/26): Loss 2.4183, Sem 1.8576, dir -0.2001, norm 0.7607, swav 0.0000 LR: 9.974e-02 Score 50.708 Data time: 0.2920, Forward time: 2.4883, Backward time: 2.9515, DDP time: 0.0037, Total iter time: 5.9100 [2020-11-08 13:05:29,588][root][INFO] - ===> Epoch[2](30/26): Loss 2.2168, Sem 1.8064, dir -0.2212, norm 0.6315, swav 0.0000 LR: 9.973e-02 Score 52.558 Data time: 0.1956, Forward time: 2.4810, Backward time: 2.9563, DDP time: 0.0037, Total iter time: 5.6390 [2020-11-08 13:05:34,878][root][INFO] - ===> Epoch[2](31/26): Loss 2.2971, Sem 1.7904, dir -0.1648, norm 0.6715, swav 0.0000 LR: 9.972e-02 Score 51.619 Data time: 0.1264, Forward time: 2.4544, Backward time: 2.9673, DDP time: 0.0037, Total iter time: 5.1755 [2020-11-08 13:05:41,230][root][INFO] - ===> Epoch[2](32/26): Loss 1.9522, Sem 1.4927, dir -0.1589, norm 0.6185, swav 0.0000 LR: 9.971e-02 Score 60.434 Data time: 0.1685, Forward time: 2.4318, Backward time: 3.0067, DDP time: 0.0037, Total iter time: 6.2754 [2020-11-08 13:05:47,321][root][INFO] - ===> Epoch[2](33/26): Loss 2.1466, Sem 1.6949, dir -0.2190, norm 0.6708, swav 0.0000 LR: 9.970e-02 Score 54.787 Data time: 0.2555, Forward time: 2.4357, Backward time: 3.0100, DDP time: 0.0037, Total iter time: 5.9904 [2020-11-08 13:05:55,014][root][INFO] - ===> Epoch[2](34/26): Loss 2.1258, Sem 1.7070, dir -0.1892, norm 0.6079, swav 0.0000 LR: 9.969e-02 Score 54.861 Data time: 0.2350, Forward time: 2.4309, Backward time: 3.0661, DDP time: 0.0037, Total iter time: 7.5726 [2020-11-08 13:06:00,769][root][INFO] - ===> Epoch[2](35/26): Loss 1.9623, Sem 1.5909, dir -0.2414, norm 0.6128, swav 0.0000 LR: 9.968e-02 Score 59.322 Data time: 0.2422, Forward time: 2.4366, Backward time: 3.0568, DDP time: 0.0037, Total iter time: 5.6389 [2020-11-08 13:06:06,922][root][INFO] - ===> Epoch[2](36/26): Loss 1.9304, Sem 1.5301, dir -0.1979, norm 0.5982, swav 0.0000 LR: 9.968e-02 Score 58.086 Data time: 0.2562, Forward time: 2.4483, Backward time: 3.0517, DDP time: 0.0037, Total iter time: 6.0356 [2020-11-08 13:06:12,516][root][INFO] - ===> Epoch[2](37/26): Loss 1.9462, Sem 1.5991, dir -0.2253, norm 0.5724, swav 0.0000 LR: 9.967e-02 Score 57.803 Data time: 0.2365, Forward time: 2.4537, Backward time: 3.0387, DDP time: 0.0036, Total iter time: 5.4654 [2020-11-08 13:06:18,420][root][INFO] - ===> Epoch[2](38/26): Loss 2.1250, Sem 1.7237, dir -0.2103, norm 0.6117, swav 0.0000 LR: 9.966e-02 Score 54.266 Data time: 0.1784, Forward time: 2.4437, Backward time: 3.0488, DDP time: 0.0037, Total iter time: 5.7763 [2020-11-08 13:06:23,222][root][INFO] - ===> Epoch[2](39/26): Loss 1.9480, Sem 1.6004, dir -0.2264, norm 0.5740, swav 0.0000 LR: 9.965e-02 Score 59.188 Data time: 0.1542, Forward time: 2.4286, Backward time: 3.0381, DDP time: 0.0037, Total iter time: 4.6978 [2020-11-08 13:06:29,010][root][INFO] - ===> Epoch[2](40/26): Loss 2.2552, Sem 1.8268, dir -0.2427, norm 0.6711, swav 0.0000 LR: 9.964e-02 Score 51.155 Data time: 0.1703, Forward time: 2.4124, Backward time: 3.0524, DDP time: 0.0037, Total iter time: 5.6832 [2020-11-08 13:06:34,135][root][INFO] - ===> Epoch[2](41/26): Loss 2.1253, Sem 1.6740, dir -0.2014, norm 0.6527, swav 0.0000 LR: 9.963e-02 Score 55.430 Data time: 0.2021, Forward time: 2.4069, Backward time: 3.0416, DDP time: 0.0037, Total iter time: 5.0418 [2020-11-08 13:06:39,892][root][INFO] - ===> Epoch[2](42/26): Loss 2.0758, Sem 1.7021, dir -0.2328, norm 0.6065, swav 0.0000 LR: 9.962e-02 Score 55.494 Data time: 0.1179, Forward time: 2.3810, Backward time: 3.0658, DDP time: 0.0037, Total iter time: 5.6344 [2020-11-08 13:06:45,025][root][INFO] - ===> Epoch[2](43/26): Loss 1.8700, Sem 1.5508, dir -0.2378, norm 0.5570, swav 0.0000 LR: 9.961e-02 Score 60.587 Data time: 0.2430, Forward time: 2.3774, Backward time: 3.0541, DDP time: 0.0037, Total iter time: 5.0620 [2020-11-08 13:06:50,627][root][INFO] - ===> Epoch[2](44/26): Loss 1.9635, Sem 1.5302, dir -0.2208, norm 0.6541, swav 0.0000 LR: 9.960e-02 Score 58.463 Data time: 0.2492, Forward time: 2.3854, Backward time: 3.0410, DDP time: 0.0037, Total iter time: 5.4852 [2020-11-08 13:06:56,474][root][INFO] - ===> Epoch[2](45/26): Loss 2.1031, Sem 1.5910, dir -0.1959, norm 0.7080, swav 0.0000 LR: 9.959e-02 Score 56.779 Data time: 0.2029, Forward time: 2.3856, Backward time: 3.0415, DDP time: 0.0037, Total iter time: 5.7001 [2020-11-08 13:07:02,373][root][INFO] - ===> Epoch[2](46/26): Loss 1.8279, Sem 1.4891, dir -0.2502, norm 0.5890, swav 0.0000 LR: 9.959e-02 Score 60.261 Data time: 0.2547, Forward time: 2.3850, Backward time: 3.0422, DDP time: 0.0037, Total iter time: 5.7586 [2020-11-08 13:07:08,080][root][INFO] - ===> Epoch[2](47/26): Loss 1.9788, Sem 1.5977, dir -0.2070, norm 0.5881, swav 0.0000 LR: 9.958e-02 Score 56.212 Data time: 0.2014, Forward time: 2.3805, Backward time: 3.0439, DDP time: 0.0037, Total iter time: 5.5775 [2020-11-08 13:07:13,520][root][INFO] - ===> Epoch[2](48/26): Loss 1.8866, Sem 1.5079, dir -0.2281, norm 0.6068, swav 0.0000 LR: 9.957e-02 Score 58.935 Data time: 0.2543, Forward time: 2.3900, Backward time: 3.0269, DDP time: 0.0037, Total iter time: 5.3353 [2020-11-08 13:07:18,994][root][INFO] - ===> Epoch[2](49/26): Loss 1.9349, Sem 1.6243, dir -0.2283, norm 0.5388, swav 0.0000 LR: 9.956e-02 Score 57.439 Data time: 0.1928, Forward time: 2.3854, Backward time: 3.0247, DDP time: 0.0037, Total iter time: 5.3498 [2020-11-08 13:07:25,197][root][INFO] - ===> Epoch[2](50/26): Loss 1.9973, Sem 1.5686, dir -0.1834, norm 0.6121, swav 0.0000 LR: 9.955e-02 Score 57.399 Data time: 0.2347, Forward time: 2.3874, Backward time: 3.0301, DDP time: 0.0037, Total iter time: 6.0899 [2020-11-08 13:07:30,717][root][INFO] - ===> Epoch[2](51/26): Loss 2.0350, Sem 1.6309, dir -0.2211, norm 0.6251, swav 0.0000 LR: 9.954e-02 Score 56.322 Data time: 0.2247, Forward time: 2.3874, Backward time: 3.0246, DDP time: 0.0037, Total iter time: 5.4065 [2020-11-08 13:07:36,386][root][INFO] - ===> Epoch[2](52/26): Loss 1.9816, Sem 1.6136, dir -0.2339, norm 0.6019, swav 0.0000 LR: 9.953e-02 Score 56.694 Data time: 0.2629, Forward time: 2.3981, Backward time: 3.0114, DDP time: 0.0036, Total iter time: 5.5510 [2020-11-08 13:07:41,896][root][INFO] - ===> Epoch[3](53/26): Loss 1.9121, Sem 1.5161, dir -0.2400, norm 0.6360, swav 0.0000 LR: 9.952e-02 Score 58.449 Data time: 0.2152, Forward time: 2.3942, Backward time: 3.0095, DDP time: 0.0036, Total iter time: 5.3935 [2020-11-08 13:07:48,367][root][INFO] - ===> Epoch[3](54/26): Loss 1.9921, Sem 1.7118, dir -0.2814, norm 0.5618, swav 0.0000 LR: 9.951e-02 Score 52.632 Data time: 0.3691, Forward time: 2.4104, Backward time: 3.0041, DDP time: 0.0036, Total iter time: 6.3629 [2020-11-08 13:07:54,795][root][INFO] - ===> Epoch[3](55/26): Loss 1.9055, Sem 1.5257, dir -0.2435, norm 0.6233, swav 0.0000 LR: 9.950e-02 Score 57.778 Data time: 0.2455, Forward time: 2.4195, Backward time: 3.0058, DDP time: 0.0036, Total iter time: 6.2940 [2020-11-08 13:08:00,900][root][INFO] - ===> Epoch[3](56/26): Loss 1.9554, Sem 1.5879, dir -0.2653, norm 0.6328, swav 0.0000 LR: 9.950e-02 Score 52.487 Data time: 0.2367, Forward time: 2.4236, Backward time: 3.0062, DDP time: 0.0036, Total iter time: 5.9673 [2020-11-08 13:08:06,536][root][INFO] - ===> Epoch[3](57/26): Loss 1.9723, Sem 1.5722, dir -0.2165, norm 0.6166, swav 0.0000 LR: 9.949e-02 Score 56.901 Data time: 0.2689, Forward time: 2.4310, Backward time: 2.9954, DDP time: 0.0036, Total iter time: 5.5191 [2020-11-08 13:08:11,327][root][INFO] - ===> Epoch[3](58/26): Loss 2.0309, Sem 1.6657, dir -0.2459, norm 0.6111, swav 0.0000 LR: 9.948e-02 Score 56.152 Data time: 0.2344, Forward time: 2.4325, Backward time: 2.9765, DDP time: 0.0035, Total iter time: 4.6630 [2020-11-08 13:08:16,438][root][INFO] - ===> Epoch[3](59/26): Loss 1.9114, Sem 1.5381, dir -0.2462, norm 0.6195, swav 0.0000 LR: 9.947e-02 Score 56.461 Data time: 0.2407, Forward time: 2.4351, Backward time: 2.9626, DDP time: 0.0036, Total iter time: 5.0031 [2020-11-08 13:08:22,622][root][INFO] - ===> Epoch[3](60/26): Loss 2.1339, Sem 1.6986, dir -0.2141, norm 0.6494, swav 0.0000 LR: 9.946e-02 Score 52.900 Data time: 0.1862, Forward time: 2.4278, Backward time: 2.9758, DDP time: 0.0036, Total iter time: 6.0446 [2020-11-08 13:08:28,873][root][INFO] - ===> Epoch[3](61/26): Loss 1.9487, Sem 1.5343, dir -0.2025, norm 0.6168, swav 0.0000 LR: 9.945e-02 Score 59.342 Data time: 0.2204, Forward time: 2.4289, Backward time: 2.9823, DDP time: 0.0036, Total iter time: 6.1528 [2020-11-08 13:08:34,259][root][INFO] - ===> Epoch[3](62/26): Loss 2.0096, Sem 1.6390, dir -0.2343, norm 0.6049, swav 0.0000 LR: 9.944e-02 Score 53.974 Data time: 0.1553, Forward time: 2.4191, Backward time: 2.9860, DDP time: 0.0036, Total iter time: 5.2730 [2020-11-08 13:08:40,272][root][INFO] - ===> Epoch[3](63/26): Loss 1.8833, Sem 1.4926, dir -0.1937, norm 0.5844, swav 0.0000 LR: 9.943e-02 Score 59.002 Data time: 0.2439, Forward time: 2.4215, Backward time: 2.9871, DDP time: 0.0036, Total iter time: 5.9239 [2020-11-08 13:08:45,767][root][INFO] - ===> Epoch[3](64/26): Loss 2.0099, Sem 1.5999, dir -0.2284, norm 0.6384, swav 0.0000 LR: 9.942e-02 Score 54.450 Data time: 0.2303, Forward time: 2.4209, Backward time: 2.9826, DDP time: 0.0036, Total iter time: 5.3712 [2020-11-08 13:08:50,681][root][INFO] - ===> Epoch[3](65/26): Loss 1.9983, Sem 1.6030, dir -0.2001, norm 0.5954, swav 0.0000 LR: 9.941e-02 Score 57.773 Data time: 0.2042, Forward time: 2.4181, Backward time: 2.9723, DDP time: 0.0036, Total iter time: 4.7894 [2020-11-08 13:08:54,980][root][INFO] - ===> Epoch[3](66/26): Loss 1.7034, Sem 1.3814, dir -0.2076, norm 0.5295, swav 0.0000 LR: 9.941e-02 Score 62.329 Data time: 0.1825, Forward time: 2.4135, Backward time: 2.9556, DDP time: 0.0036, Total iter time: 4.2010 [2020-11-08 13:09:00,708][root][INFO] - ===> Epoch[3](67/26): Loss 1.9787, Sem 1.5435, dir -0.1788, norm 0.6140, swav 0.0000 LR: 9.940e-02 Score 59.731 Data time: 0.1457, Forward time: 2.3998, Backward time: 2.9677, DDP time: 0.0036, Total iter time: 5.6387 [2020-11-08 13:09:07,227][root][INFO] - ===> Epoch[3](68/26): Loss 1.7545, Sem 1.4438, dir -0.2324, norm 0.5431, swav 0.0000 LR: 9.939e-02 Score 59.950 Data time: 0.2759, Forward time: 2.4060, Backward time: 2.9724, DDP time: 0.0036, Total iter time: 6.4547 [2020-11-08 13:09:12,714][root][INFO] - ===> Epoch[3](69/26): Loss 1.7995, Sem 1.4914, dir -0.2574, norm 0.5654, swav 0.0000 LR: 9.938e-02 Score 59.165 Data time: 0.2759, Forward time: 2.4113, Backward time: 2.9622, DDP time: 0.0036, Total iter time: 5.3441 [2020-11-08 13:09:18,803][root][INFO] - ===> Epoch[3](70/26): Loss 1.7289, Sem 1.4241, dir -0.2362, norm 0.5410, swav 0.0000 LR: 9.937e-02 Score 61.048 Data time: 0.1993, Forward time: 2.4091, Backward time: 2.9690, DDP time: 0.0036, Total iter time: 5.9828 [2020-11-08 13:09:23,992][root][INFO] - ===> Epoch[3](71/26): Loss 1.9408, Sem 1.5786, dir -0.2408, norm 0.6030, swav 0.0000 LR: 9.936e-02 Score 57.210 Data time: 0.1930, Forward time: 2.4064, Backward time: 2.9641, DDP time: 0.0036, Total iter time: 5.0740 [2020-11-08 13:09:29,173][root][INFO] - ===> Epoch[3](72/26): Loss 1.9677, Sem 1.5319, dir -0.1901, norm 0.6259, swav 0.0000 LR: 9.935e-02 Score 58.076 Data time: 0.2366, Forward time: 2.4097, Backward time: 2.9524, DDP time: 0.0036, Total iter time: 5.0774 [2020-11-08 13:09:35,461][root][INFO] - ===> Epoch[3](73/26): Loss 2.0074, Sem 1.6179, dir -0.2352, norm 0.6247, swav 0.0000 LR: 9.934e-02 Score 54.523 Data time: 0.2212, Forward time: 2.4136, Backward time: 2.9558, DDP time: 0.0036, Total iter time: 6.1654 [2020-11-08 13:09:41,394][root][INFO] - ===> Epoch[3](74/26): Loss 1.8483, Sem 1.5047, dir -0.2446, norm 0.5882, swav 0.0000 LR: 9.933e-02 Score 60.062 Data time: 0.1333, Forward time: 2.4003, Backward time: 2.9728, DDP time: 0.0036, Total iter time: 5.7901 [2020-11-08 13:09:47,167][root][INFO] - ===> Epoch[3](75/26): Loss 1.7765, Sem 1.4455, dir -0.2389, norm 0.5698, swav 0.0000 LR: 9.932e-02 Score 59.938 Data time: 0.2232, Forward time: 2.3966, Backward time: 2.9768, DDP time: 0.0036, Total iter time: 5.6891 [2020-11-08 13:09:54,392][root][INFO] - ===> Epoch[3](76/26): Loss 1.9132, Sem 1.4815, dir -0.2108, norm 0.6426, swav 0.0000 LR: 9.932e-02 Score 59.171 Data time: 0.3736, Forward time: 2.4088, Backward time: 2.9820, DDP time: 0.0036, Total iter time: 7.1145 [2020-11-08 13:09:59,984][root][INFO] - ===> Epoch[3](77/26): Loss 1.9293, Sem 1.5691, dir -0.2271, norm 0.5874, swav 0.0000 LR: 9.931e-02 Score 56.934 Data time: 0.2403, Forward time: 2.4080, Backward time: 2.9796, DDP time: 0.0036, Total iter time: 5.4564 [2020-11-08 13:10:05,877][root][INFO] - ===> Epoch[3](78/26): Loss 1.7946, Sem 1.4450, dir -0.2325, norm 0.5820, swav 0.0000 LR: 9.930e-02 Score 60.050 Data time: 0.2269, Forward time: 2.4081, Backward time: 2.9805, DDP time: 0.0036, Total iter time: 5.7447 [2020-11-08 13:10:11,711][root][INFO] - ===> Epoch[4](79/26): Loss 1.8357, Sem 1.5543, dir -0.2561, norm 0.5375, swav 0.0000 LR: 9.929e-02 Score 56.767 Data time: 0.2865, Forward time: 2.4153, Backward time: 2.9725, DDP time: 0.0036, Total iter time: 5.7050 [2020-11-08 13:10:17,659][root][INFO] - ===> Epoch[4](80/26): Loss 1.7973, Sem 1.4839, dir -0.2469, norm 0.5603, swav 0.0000 LR: 9.928e-02 Score 58.718 Data time: 0.2950, Forward time: 2.4236, Backward time: 2.9659, DDP time: 0.0036, Total iter time: 5.8363 [2020-11-08 13:10:23,247][root][INFO] - ===> Epoch[4](81/26): Loss 1.8442, Sem 1.5009, dir -0.2657, norm 0.6089, swav 0.0000 LR: 9.927e-02 Score 58.623 Data time: 0.3029, Forward time: 2.4289, Backward time: 2.9577, DDP time: 0.0036, Total iter time: 5.4698 [2020-11-08 13:10:28,338][root][INFO] - ===> Epoch[4](82/26): Loss 1.8782, Sem 1.5389, dir -0.1962, norm 0.5356, swav 0.0000 LR: 9.926e-02 Score 56.197 Data time: 0.1926, Forward time: 2.4247, Backward time: 2.9539, DDP time: 0.0036, Total iter time: 4.9887 [2020-11-08 13:10:34,160][root][INFO] - ===> Epoch[4](83/26): Loss 1.8087, Sem 1.4829, dir -0.2514, norm 0.5773, swav 0.0000 LR: 9.925e-02 Score 60.071 Data time: 0.2137, Forward time: 2.4241, Backward time: 2.9555, DDP time: 0.0036, Total iter time: 5.7299 [2020-11-08 13:10:40,886][root][INFO] - ===> Epoch[4](84/26): Loss 1.9997, Sem 1.5149, dir -0.1841, norm 0.6689, swav 0.0000 LR: 9.924e-02 Score 57.775 Data time: 0.1932, Forward time: 2.4194, Backward time: 2.9709, DDP time: 0.0036, Total iter time: 6.6107 [2020-11-08 13:10:46,069][root][INFO] - ===> Epoch[4](85/26): Loss 1.8236, Sem 1.4362, dir -0.2230, norm 0.6104, swav 0.0000 LR: 9.923e-02 Score 61.048 Data time: 0.2301, Forward time: 2.4190, Backward time: 2.9641, DDP time: 0.0036, Total iter time: 5.0536 [2020-11-08 13:10:52,513][root][INFO] - ===> Epoch[4](86/26): Loss 1.8785, Sem 1.5199, dir -0.2259, norm 0.5845, swav 0.0000 LR: 9.923e-02 Score 58.751 Data time: 0.2754, Forward time: 2.4247, Backward time: 2.9656, DDP time: 0.0036, Total iter time: 6.3196 [2020-11-08 13:10:58,234][root][INFO] - ===> Epoch[4](87/26): Loss 1.8043, Sem 1.3195, dir -0.2118, norm 0.6967, swav 0.0000 LR: 9.922e-02 Score 63.457 Data time: 0.2314, Forward time: 2.4271, Backward time: 2.9623, DDP time: 0.0036, Total iter time: 5.5775 [2020-11-08 13:11:03,638][root][INFO] - ===> Epoch[4](88/26): Loss 2.0001, Sem 1.5426, dir -0.2140, norm 0.6715, swav 0.0000 LR: 9.921e-02 Score 54.386 Data time: 0.1853, Forward time: 2.4205, Backward time: 2.9643, DDP time: 0.0036, Total iter time: 5.2710 [2020-11-08 13:11:09,128][root][INFO] - ===> Epoch[4](89/26): Loss 1.6314, Sem 1.3845, dir -0.2784, norm 0.5253, swav 0.0000 LR: 9.920e-02 Score 61.060 Data time: 0.1801, Forward time: 2.4144, Backward time: 2.9672, DDP time: 0.0036, Total iter time: 5.3673 [2020-11-08 13:11:14,826][root][INFO] - ===> Epoch[4](90/26): Loss 1.8348, Sem 1.4451, dir -0.2271, norm 0.6168, swav 0.0000 LR: 9.919e-02 Score 60.082 Data time: 0.1672, Forward time: 2.4087, Backward time: 2.9725, DDP time: 0.0036, Total iter time: 5.5942 [2020-11-08 13:11:20,473][root][INFO] - ===> Epoch[4](91/26): Loss 1.9871, Sem 1.5373, dir -0.2209, norm 0.6706, swav 0.0000 LR: 9.918e-02 Score 58.437 Data time: 0.1934, Forward time: 2.4032, Backward time: 2.9764, DDP time: 0.0036, Total iter time: 5.5355 [2020-11-08 13:11:26,175][root][INFO] - ===> Epoch[4](92/26): Loss 1.9149, Sem 1.5538, dir -0.2362, norm 0.5974, swav 0.0000 LR: 9.917e-02 Score 56.494 Data time: 0.2943, Forward time: 2.4045, Backward time: 2.9737, DDP time: 0.0036, Total iter time: 5.5776 [2020-11-08 13:11:31,742][root][INFO] - ===> Epoch[4](93/26): Loss 2.0149, Sem 1.6106, dir -0.2178, norm 0.6221, swav 0.0000 LR: 9.916e-02 Score 55.889 Data time: 0.2779, Forward time: 2.4097, Backward time: 2.9659, DDP time: 0.0036, Total iter time: 5.4322 [2020-11-08 13:11:37,256][root][INFO] - ===> Epoch[4](94/26): Loss 1.9307, Sem 1.5757, dir -0.2385, norm 0.5936, swav 0.0000 LR: 9.915e-02 Score 56.008 Data time: 0.2557, Forward time: 2.4136, Backward time: 2.9590, DDP time: 0.0036, Total iter time: 5.3842 [2020-11-08 13:11:42,963][root][INFO] - ===> Epoch[4](95/26): Loss 1.8965, Sem 1.4648, dir -0.2040, norm 0.6357, swav 0.0000 LR: 9.914e-02 Score 59.578 Data time: 0.2135, Forward time: 2.4130, Backward time: 2.9588, DDP time: 0.0036, Total iter time: 5.5696 [2020-11-08 13:11:49,346][root][INFO] - ===> Epoch[4](96/26): Loss 2.0065, Sem 1.5340, dir -0.2094, norm 0.6819, swav 0.0000 LR: 9.914e-02 Score 56.763 Data time: 0.1867, Forward time: 2.4075, Backward time: 2.9702, DDP time: 0.0036, Total iter time: 6.2712 [2020-11-08 13:11:55,243][root][INFO] - ===> Epoch[4](97/26): Loss 1.6520, Sem 1.3932, dir -0.2683, norm 0.5271, swav 0.0000 LR: 9.913e-02 Score 63.976 Data time: 0.2315, Forward time: 2.4083, Backward time: 2.9709, DDP time: 0.0036, Total iter time: 5.7905 [2020-11-08 13:12:02,863][root][INFO] - ===> Epoch[4](98/26): Loss 1.8366, Sem 1.3755, dir -0.1896, norm 0.6506, swav 0.0000 LR: 9.912e-02 Score 61.959 Data time: 0.2419, Forward time: 2.4114, Backward time: 2.9857, DDP time: 0.0036, Total iter time: 7.4978 [2020-11-08 13:12:08,515][root][INFO] - ===> Epoch[4](99/26): Loss 1.7111, Sem 1.3482, dir -0.2066, norm 0.5695, swav 0.0000 LR: 9.911e-02 Score 62.762 Data time: 0.2704, Forward time: 2.4161, Backward time: 2.9794, DDP time: 0.0036, Total iter time: 5.5177 [2020-11-08 13:12:13,668][root][INFO] - ===> Epoch[4](100/26): Loss 1.6079, Sem 1.3193, dir -0.2574, norm 0.5460, swav 0.0000 LR: 9.910e-02 Score 64.058 Data time: 0.2207, Forward time: 2.4162, Backward time: 2.9731, DDP time: 0.0036, Total iter time: 5.0235 [2020-11-08 13:12:19,218][root][INFO] - ===> Epoch[4](101/26): Loss 1.9465, Sem 1.5050, dir -0.1793, norm 0.6208, swav 0.0000 LR: 9.909e-02 Score 57.746 Data time: 0.2460, Forward time: 2.4199, Backward time: 2.9671, DDP time: 0.0036, Total iter time: 5.4435 [2020-11-08 13:12:25,727][root][INFO] - ===> Epoch[4](102/26): Loss 1.7499, Sem 1.4174, dir -0.2663, norm 0.5988, swav 0.0000 LR: 9.908e-02 Score 61.346 Data time: 0.1966, Forward time: 2.4173, Backward time: 2.9762, DDP time: 0.0036, Total iter time: 6.3771 [2020-11-08 13:12:30,536][root][INFO] - ===> Epoch[4](103/26): Loss 1.8775, Sem 1.4420, dir -0.2522, norm 0.6877, swav 0.0000 LR: 9.907e-02 Score 59.291 Data time: 0.2143, Forward time: 2.4164, Backward time: 2.9683, DDP time: 0.0036, Total iter time: 4.7276 [2020-11-08 13:12:36,405][root][INFO] - ===> Epoch[4](104/26): Loss 1.7606, Sem 1.4462, dir -0.2805, norm 0.5948, swav 0.0000 LR: 9.906e-02 Score 60.044 Data time: 0.1415, Forward time: 2.4078, Backward time: 2.9777, DDP time: 0.0036, Total iter time: 5.7561 [2020-11-08 13:12:41,797][root][INFO] - ===> Epoch[5](105/26): Loss 1.7903, Sem 1.3951, dir -0.2166, norm 0.6117, swav 0.0000 LR: 9.905e-02 Score 61.512 Data time: 0.1353, Forward time: 2.3996, Backward time: 2.9824, DDP time: 0.0036, Total iter time: 5.3250 [2020-11-08 13:12:48,919][root][INFO] - ===> Epoch[5](106/26): Loss 1.8741, Sem 1.4625, dir -0.2156, norm 0.6272, swav 0.0000 LR: 9.905e-02 Score 59.681 Data time: 0.2112, Forward time: 2.3977, Backward time: 2.9968, DDP time: 0.0036, Total iter time: 7.0348 [2020-11-08 13:12:54,973][root][INFO] - ===> Epoch[5](107/26): Loss 1.7328, Sem 1.3691, dir -0.2174, norm 0.5811, swav 0.0000 LR: 9.904e-02 Score 61.387 Data time: 0.1780, Forward time: 2.3930, Backward time: 3.0035, DDP time: 0.0036, Total iter time: 5.9012 [2020-11-08 13:13:00,570][root][INFO] - ===> Epoch[5](108/26): Loss 1.8121, Sem 1.4351, dir -0.2127, norm 0.5897, swav 0.0000 LR: 9.903e-02 Score 58.767 Data time: 0.2178, Forward time: 2.3920, Backward time: 3.0030, DDP time: 0.0036, Total iter time: 5.5031 [2020-11-08 13:13:05,458][root][INFO] - ===> Epoch[5](109/26): Loss 1.7650, Sem 1.3710, dir -0.2057, norm 0.5997, swav 0.0000 LR: 9.902e-02 Score 62.543 Data time: 0.1978, Forward time: 2.3894, Backward time: 2.9974, DDP time: 0.0036, Total iter time: 4.7437 [2020-11-08 13:13:11,743][root][INFO] - ===> Epoch[5](110/26): Loss 1.9395, Sem 1.4630, dir -0.2034, norm 0.6800, swav 0.0000 LR: 9.901e-02 Score 59.695 Data time: 0.3076, Forward time: 2.3962, Backward time: 2.9948, DDP time: 0.0036, Total iter time: 6.1809 [2020-11-08 13:13:18,045][root][INFO] - ===> Epoch[5](111/26): Loss 1.8907, Sem 1.4760, dir -0.1833, norm 0.5980, swav 0.0000 LR: 9.900e-02 Score 58.722 Data time: 0.2522, Forward time: 2.3995, Backward time: 2.9955, DDP time: 0.0036, Total iter time: 6.1595 [2020-11-08 13:13:23,447][root][INFO] - ===> Epoch[5](112/26): Loss 1.8909, Sem 1.4633, dir -0.2385, norm 0.6661, swav 0.0000 LR: 9.899e-02 Score 58.966 Data time: 0.2018, Forward time: 2.3981, Backward time: 2.9933, DDP time: 0.0036, Total iter time: 5.2573 [2020-11-08 13:13:30,211][root][INFO] - ===> Epoch[5](113/26): Loss 1.8731, Sem 1.5033, dir -0.2326, norm 0.6023, swav 0.0000 LR: 9.898e-02 Score 56.620 Data time: 0.1780, Forward time: 2.3941, Backward time: 3.0057, DDP time: 0.0036, Total iter time: 6.6510 [2020-11-08 13:13:35,106][root][INFO] - ===> Epoch[5](114/26): Loss 1.7163, Sem 1.3684, dir -0.2369, norm 0.5848, swav 0.0000 LR: 9.897e-02 Score 63.435 Data time: 0.2529, Forward time: 2.3945, Backward time: 2.9973, DDP time: 0.0037, Total iter time: 4.7715 [2020-11-08 13:13:40,953][root][INFO] - ===> Epoch[5](115/26): Loss 1.6439, Sem 1.3681, dir -0.2566, norm 0.5324, swav 0.0000 LR: 9.896e-02 Score 62.703 Data time: 0.2216, Forward time: 2.3947, Backward time: 2.9975, DDP time: 0.0037, Total iter time: 5.7190 [2020-11-08 13:13:47,244][root][INFO] - ===> Epoch[5](116/26): Loss 1.7537, Sem 1.3909, dir -0.2528, norm 0.6157, swav 0.0000 LR: 9.896e-02 Score 62.335 Data time: 0.2937, Forward time: 2.4007, Backward time: 2.9952, DDP time: 0.0037, Total iter time: 6.1712 [2020-11-08 13:13:52,957][root][INFO] - ===> Epoch[5](117/26): Loss 1.7722, Sem 1.4364, dir -0.2362, norm 0.5719, swav 0.0000 LR: 9.895e-02 Score 58.863 Data time: 0.1552, Forward time: 2.3958, Backward time: 2.9993, DDP time: 0.0037, Total iter time: 5.5747 [2020-11-08 13:13:59,051][root][INFO] - ===> Epoch[5](118/26): Loss 1.5415, Sem 1.2239, dir -0.2452, norm 0.5628, swav 0.0000 LR: 9.894e-02 Score 66.522 Data time: 0.2086, Forward time: 2.3914, Backward time: 3.0057, DDP time: 0.0037, Total iter time: 5.9658 [2020-11-08 13:14:05,396][root][INFO] - ===> Epoch[5](119/26): Loss 1.6695, Sem 1.3656, dir -0.2828, norm 0.5867, swav 0.0000 LR: 9.893e-02 Score 61.296 Data time: 0.3401, Forward time: 2.3981, Backward time: 3.0029, DDP time: 0.0037, Total iter time: 6.2368 [2020-11-08 13:14:11,032][root][INFO] - ===> Epoch[5](120/26): Loss 1.6497, Sem 1.3598, dir -0.2818, norm 0.5717, swav 0.0000 LR: 9.892e-02 Score 61.780 Data time: 0.1395, Forward time: 2.3925, Backward time: 3.0073, DDP time: 0.0037, Total iter time: 5.5222 [2020-11-08 13:14:18,346][root][INFO] - ===> Epoch[5](121/26): Loss 1.5701, Sem 1.2470, dir -0.2536, norm 0.5767, swav 0.0000 LR: 9.891e-02 Score 65.923 Data time: 0.1652, Forward time: 2.3864, Backward time: 3.0257, DDP time: 0.0037, Total iter time: 7.2246 [2020-11-08 13:14:23,864][root][INFO] - ===> Epoch[5](122/26): Loss 1.5156, Sem 1.2312, dir -0.2440, norm 0.5284, swav 0.0000 LR: 9.890e-02 Score 64.520 Data time: 0.2354, Forward time: 2.3866, Backward time: 3.0231, DDP time: 0.0037, Total iter time: 5.4195 [2020-11-08 13:14:30,637][root][INFO] - ===> Epoch[5](123/26): Loss 1.7341, Sem 1.3923, dir -0.2260, norm 0.5679, swav 0.0000 LR: 9.889e-02 Score 61.037 Data time: 0.1557, Forward time: 2.3799, Backward time: 3.0372, DDP time: 0.0037, Total iter time: 6.6465 [2020-11-08 13:14:36,806][root][INFO] - ===> Epoch[5](124/26): Loss 1.6138, Sem 1.3176, dir -0.2506, norm 0.5468, swav 0.0000 LR: 9.888e-02 Score 64.003 Data time: 0.2539, Forward time: 2.3833, Backward time: 3.0368, DDP time: 0.0037, Total iter time: 6.1170 [2020-11-08 13:14:41,355][root][INFO] - ===> Epoch[5](125/26): Loss 1.5980, Sem 1.3204, dir -0.2474, norm 0.5250, swav 0.0000 LR: 9.887e-02 Score 62.950 Data time: 0.2305, Forward time: 2.3818, Backward time: 3.0283, DDP time: 0.0037, Total iter time: 4.4344 [2020-11-08 13:14:46,513][root][INFO] - ===> Epoch[5](126/26): Loss 1.7297, Sem 1.3095, dir -0.2211, norm 0.6412, swav 0.0000 LR: 9.887e-02 Score 62.538 Data time: 0.2634, Forward time: 2.3842, Backward time: 3.0210, DDP time: 0.0037, Total iter time: 5.0658 [2020-11-08 13:14:51,959][root][INFO] - ===> Epoch[5](127/26): Loss 1.6860, Sem 1.3145, dir -0.2348, norm 0.6063, swav 0.0000 LR: 9.886e-02 Score 62.765 Data time: 0.1961, Forward time: 2.3813, Backward time: 3.0205, DDP time: 0.0037, Total iter time: 5.3223 [2020-11-08 13:14:57,437][root][INFO] - ===> Epoch[5](128/26): Loss 1.7212, Sem 1.3331, dir -0.2503, norm 0.6384, swav 0.0000 LR: 9.885e-02 Score 63.576 Data time: 0.1791, Forward time: 2.3762, Backward time: 3.0233, DDP time: 0.0037, Total iter time: 5.3948 [2020-11-08 13:15:04,826][root][INFO] - ===> Epoch[5](129/26): Loss 1.7258, Sem 1.3924, dir -0.2401, norm 0.5734, swav 0.0000 LR: 9.884e-02 Score 58.541 Data time: 0.2443, Forward time: 2.3781, Backward time: 3.0335, DDP time: 0.0037, Total iter time: 7.3091 [2020-11-08 13:15:11,169][root][INFO] - ===> Epoch[5](130/26): Loss 1.6967, Sem 1.3686, dir -0.2492, norm 0.5772, swav 0.0000 LR: 9.883e-02 Score 60.741 Data time: 0.2216, Forward time: 2.3787, Backward time: 3.0366, DDP time: 0.0037, Total iter time: 6.2003 [2020-11-08 13:15:17,166][root][INFO] - ===> Epoch[6](131/26): Loss 1.6141, Sem 1.2326, dir -0.2325, norm 0.6141, swav 0.0000 LR: 9.882e-02 Score 65.878 Data time: 0.1188, Forward time: 2.3707, Backward time: 3.0473, DDP time: 0.0037, Total iter time: 5.8930 [2020-11-08 13:15:21,496][root][INFO] - ===> Epoch[6](132/26): Loss 1.6627, Sem 1.3272, dir -0.2458, norm 0.5813, swav 0.0000 LR: 9.881e-02 Score 62.383 Data time: 0.1694, Forward time: 2.3676, Backward time: 3.0403, DDP time: 0.0037, Total iter time: 4.2887 [2020-11-08 13:15:27,022][root][INFO] - ===> Epoch[6](133/26): Loss 1.8034, Sem 1.4298, dir -0.2509, norm 0.6245, swav 0.0000 LR: 9.880e-02 Score 59.641 Data time: 0.2281, Forward time: 2.3640, Backward time: 3.0417, DDP time: 0.0037, Total iter time: 5.4250 [2020-11-08 13:15:31,529][root][INFO] - ===> Epoch[6](134/26): Loss 1.6951, Sem 1.2970, dir -0.2270, norm 0.6251, swav 0.0000 LR: 9.879e-02 Score 63.104 Data time: 0.1650, Forward time: 2.3590, Backward time: 3.0374, DDP time: 0.0037, Total iter time: 4.4037 [2020-11-08 13:15:37,043][root][INFO] - ===> Epoch[6](135/26): Loss 1.6491, Sem 1.2989, dir -0.2959, norm 0.6460, swav 0.0000 LR: 9.878e-02 Score 64.715 Data time: 0.2714, Forward time: 2.3622, Backward time: 3.0323, DDP time: 0.0037, Total iter time: 5.4297 [2020-11-08 13:15:42,440][root][INFO] - ===> Epoch[6](136/26): Loss 1.6744, Sem 1.3532, dir -0.2720, norm 0.5932, swav 0.0000 LR: 9.878e-02 Score 61.288 Data time: 0.2699, Forward time: 2.3643, Backward time: 3.0270, DDP time: 0.0037, Total iter time: 5.2547 [2020-11-08 13:15:48,110][root][INFO] - ===> Epoch[6](137/26): Loss 1.6178, Sem 1.2917, dir -0.2603, norm 0.5864, swav 0.0000 LR: 9.877e-02 Score 62.793 Data time: 0.1332, Forward time: 2.3577, Backward time: 3.0325, DDP time: 0.0037, Total iter time: 5.5431 [2020-11-08 13:15:53,705][root][INFO] - ===> Epoch[6](138/26): Loss 1.6675, Sem 1.2862, dir -0.2286, norm 0.6099, swav 0.0000 LR: 9.876e-02 Score 63.968 Data time: 0.2323, Forward time: 2.3573, Backward time: 3.0315, DDP time: 0.0037, Total iter time: 5.5022 [2020-11-08 13:15:58,853][root][INFO] - ===> Epoch[6](139/26): Loss 1.6673, Sem 1.3492, dir -0.2551, norm 0.5733, swav 0.0000 LR: 9.875e-02 Score 63.361 Data time: 0.2160, Forward time: 2.3560, Backward time: 3.0282, DDP time: 0.0037, Total iter time: 5.0147 [2020-11-08 13:16:04,978][root][INFO] - ===> Epoch[6](140/26): Loss 1.8608, Sem 1.4498, dir -0.2287, norm 0.6398, swav 0.0000 LR: 9.874e-02 Score 59.019 Data time: 0.1877, Forward time: 2.3538, Backward time: 3.0329, DDP time: 0.0037, Total iter time: 6.0255 [2020-11-08 13:16:10,352][root][INFO] - ===> Epoch[6](141/26): Loss 1.6832, Sem 1.2658, dir -0.2228, norm 0.6401, swav 0.0000 LR: 9.873e-02 Score 63.533 Data time: 0.2364, Forward time: 2.3499, Backward time: 3.0335, DDP time: 0.0037, Total iter time: 5.2497 [2020-11-08 13:16:15,236][root][INFO] - ===> Epoch[6](142/26): Loss 1.6316, Sem 1.2473, dir -0.2422, norm 0.6265, swav 0.0000 LR: 9.872e-02 Score 63.702 Data time: 0.2251, Forward time: 2.3502, Backward time: 3.0273, DDP time: 0.0037, Total iter time: 4.7837 [2020-11-08 13:16:22,215][root][INFO] - ===> Epoch[6](143/26): Loss 1.6309, Sem 1.2292, dir -0.2331, norm 0.6347, swav 0.0000 LR: 9.871e-02 Score 65.928 Data time: 0.2597, Forward time: 2.3525, Backward time: 3.0328, DDP time: 0.0037, Total iter time: 6.8630 [2020-11-08 13:16:28,818][root][INFO] - ===> Epoch[6](144/26): Loss 1.7525, Sem 1.3965, dir -0.2481, norm 0.6041, swav 0.0000 LR: 9.870e-02 Score 59.175 Data time: 0.2076, Forward time: 2.3513, Backward time: 3.0391, DDP time: 0.0037, Total iter time: 6.4415 [2020-11-08 13:16:34,295][root][INFO] - ===> Epoch[6](145/26): Loss 1.6339, Sem 1.2602, dir -0.2300, norm 0.6037, swav 0.0000 LR: 9.869e-02 Score 63.947 Data time: 0.2051, Forward time: 2.3496, Backward time: 3.0386, DDP time: 0.0037, Total iter time: 5.3469 [2020-11-08 13:16:40,712][root][INFO] - ===> Epoch[6](146/26): Loss 1.5153, Sem 1.2161, dir -0.2447, norm 0.5439, swav 0.0000 LR: 9.869e-02 Score 66.112 Data time: 0.2794, Forward time: 2.3535, Backward time: 3.0389, DDP time: 0.0037, Total iter time: 6.3130 [2020-11-08 13:16:46,957][root][INFO] - ===> Epoch[6](147/26): Loss 1.7936, Sem 1.3850, dir -0.2008, norm 0.6094, swav 0.0000 LR: 9.868e-02 Score 59.712 Data time: 0.2433, Forward time: 2.3530, Backward time: 3.0418, DDP time: 0.0037, Total iter time: 6.1030 [2020-11-08 13:16:52,985][root][INFO] - ===> Epoch[6](148/26): Loss 1.8276, Sem 1.4456, dir -0.2337, norm 0.6157, swav 0.0000 LR: 9.867e-02 Score 57.225 Data time: 0.2673, Forward time: 2.3572, Backward time: 3.0392, DDP time: 0.0037, Total iter time: 5.9206 [2020-11-08 13:16:59,993][root][INFO] - ===> Epoch[6](149/26): Loss 1.6572, Sem 1.3593, dir -0.2590, norm 0.5568, swav 0.0000 LR: 9.866e-02 Score 59.421 Data time: 0.2153, Forward time: 2.3559, Backward time: 3.0481, DDP time: 0.0037, Total iter time: 6.8754 [2020-11-08 13:17:05,498][root][INFO] - ===> Epoch[6](150/26): Loss 1.6599, Sem 1.3216, dir -0.2637, norm 0.6020, swav 0.0000 LR: 9.865e-02 Score 62.129 Data time: 0.1693, Forward time: 2.3520, Backward time: 3.0502, DDP time: 0.0037, Total iter time: 5.4158 [2020-11-08 13:17:11,987][root][INFO] - ===> Epoch[6](151/26): Loss 1.4365, Sem 1.1801, dir -0.2578, norm 0.5143, swav 0.0000 LR: 9.864e-02 Score 66.084 Data time: 0.1690, Forward time: 2.3486, Backward time: 3.0584, DDP time: 0.0037, Total iter time: 6.4315 [2020-11-08 13:17:17,241][root][INFO] - ===> Epoch[6](152/26): Loss 1.5271, Sem 1.2453, dir -0.2607, norm 0.5425, swav 0.0000 LR: 9.863e-02 Score 63.271 Data time: 0.2114, Forward time: 2.3493, Backward time: 3.0547, DDP time: 0.0037, Total iter time: 5.1792 [2020-11-08 13:17:22,192][root][INFO] - ===> Epoch[6](153/26): Loss 1.6390, Sem 1.2933, dir -0.2608, norm 0.6066, swav 0.0000 LR: 9.862e-02 Score 62.565 Data time: 0.1584, Forward time: 2.3445, Backward time: 3.0541, DDP time: 0.0037, Total iter time: 4.8422 [2020-11-08 13:17:27,645][root][INFO] - ===> Epoch[6](154/26): Loss 1.6528, Sem 1.3258, dir -0.2630, norm 0.5900, swav 0.0000 LR: 9.861e-02 Score 61.598 Data time: 0.2772, Forward time: 2.3478, Backward time: 3.0488, DDP time: 0.0037, Total iter time: 5.3801 [2020-11-08 13:17:34,619][root][INFO] - ===> Epoch[6](155/26): Loss 1.6098, Sem 1.2740, dir -0.2363, norm 0.5721, swav 0.0000 LR: 9.860e-02 Score 61.867 Data time: 0.3918, Forward time: 2.3557, Backward time: 3.0476, DDP time: 0.0037, Total iter time: 6.8462 [2020-11-08 13:17:40,855][root][INFO] - ===> Epoch[6](156/26): Loss 1.4886, Sem 1.2022, dir -0.2464, norm 0.5328, swav 0.0000 LR: 9.860e-02 Score 66.243 Data time: 0.2957, Forward time: 2.3614, Backward time: 3.0444, DDP time: 0.0037, Total iter time: 6.1050 [2020-11-08 13:17:47,737][root][INFO] - ===> Epoch[7](157/26): Loss 1.7048, Sem 1.3522, dir -0.2738, norm 0.6265, swav 0.0000 LR: 9.859e-02 Score 61.182 Data time: 0.2199, Forward time: 2.3626, Backward time: 3.0499, DDP time: 0.0037, Total iter time: 6.7766 [2020-11-08 13:17:53,928][root][INFO] - ===> Epoch[7](158/26): Loss 1.5901, Sem 1.2457, dir -0.2347, norm 0.5791, swav 0.0000 LR: 9.858e-02 Score 62.102 Data time: 0.2171, Forward time: 2.3615, Backward time: 3.0530, DDP time: 0.0037, Total iter time: 6.0481 [2020-11-08 13:17:59,479][root][INFO] - ===> Epoch[7](159/26): Loss 1.5988, Sem 1.2777, dir -0.1995, norm 0.5206, swav 0.0000 LR: 9.857e-02 Score 63.983 Data time: 0.2114, Forward time: 2.3590, Backward time: 3.0537, DDP time: 0.0037, Total iter time: 5.4430 [2020-11-08 13:18:05,675][root][INFO] - ===> Epoch[7](160/26): Loss 1.5285, Sem 1.1754, dir -0.2415, norm 0.5945, swav 0.0000 LR: 9.856e-02 Score 67.306 Data time: 0.1983, Forward time: 2.3558, Backward time: 3.0591, DDP time: 0.0037, Total iter time: 6.0884 [2020-11-08 13:18:10,861][root][INFO] - ===> Epoch[7](161/26): Loss 1.7646, Sem 1.4300, dir -0.2659, norm 0.6005, swav 0.0000 LR: 9.855e-02 Score 58.298 Data time: 0.1875, Forward time: 2.3535, Backward time: 3.0577, DDP time: 0.0037, Total iter time: 5.1048 [2020-11-08 13:18:15,603][root][INFO] - ===> Epoch[7](162/26): Loss 1.7074, Sem 1.3870, dir -0.2445, norm 0.5649, swav 0.0000 LR: 9.854e-02 Score 59.671 Data time: 0.2310, Forward time: 2.3537, Backward time: 3.0512, DDP time: 0.0037, Total iter time: 4.6396 [2020-11-08 13:18:20,862][root][INFO] - ===> Epoch[7](163/26): Loss 1.6438, Sem 1.2590, dir -0.2125, norm 0.5973, swav 0.0000 LR: 9.853e-02 Score 63.799 Data time: 0.2646, Forward time: 2.3553, Backward time: 3.0464, DDP time: 0.0037, Total iter time: 5.1481 [2020-11-08 13:18:27,154][root][INFO] - ===> Epoch[7](164/26): Loss 1.5506, Sem 1.1584, dir -0.2272, norm 0.6194, swav 0.0000 LR: 9.852e-02 Score 67.230 Data time: 0.3149, Forward time: 2.3608, Backward time: 3.0434, DDP time: 0.0036, Total iter time: 6.1524 [2020-11-08 13:18:32,182][root][INFO] - ===> Epoch[7](165/26): Loss 1.7141, Sem 1.2882, dir -0.2235, norm 0.6495, swav 0.0000 LR: 9.851e-02 Score 60.592 Data time: 0.1981, Forward time: 2.3604, Backward time: 3.0394, DDP time: 0.0037, Total iter time: 4.9201 [2020-11-08 13:18:37,975][root][INFO] - ===> Epoch[7](166/26): Loss 1.6857, Sem 1.2425, dir -0.1870, norm 0.6302, swav 0.0000 LR: 9.850e-02 Score 64.771 Data time: 0.2406, Forward time: 2.3613, Backward time: 3.0384, DDP time: 0.0037, Total iter time: 5.6653 [2020-11-08 13:18:42,997][root][INFO] - ===> Epoch[7](167/26): Loss 1.6813, Sem 1.2852, dir -0.2580, norm 0.6541, swav 0.0000 LR: 9.850e-02 Score 62.550 Data time: 0.1578, Forward time: 2.3578, Backward time: 3.0370, DDP time: 0.0037, Total iter time: 4.8930 [2020-11-08 13:18:50,557][root][INFO] - ===> Epoch[7](168/26): Loss 1.6847, Sem 1.2955, dir -0.2209, norm 0.6101, swav 0.0000 LR: 9.849e-02 Score 62.954 Data time: 0.1547, Forward time: 2.3528, Backward time: 3.0521, DDP time: 0.0037, Total iter time: 7.4478 [2020-11-08 13:18:56,509][root][INFO] - ===> Epoch[7](169/26): Loss 1.6629, Sem 1.2497, dir -0.2327, norm 0.6460, swav 0.0000 LR: 9.848e-02 Score 64.001 Data time: 0.2485, Forward time: 2.3548, Backward time: 3.0512, DDP time: 0.0037, Total iter time: 5.8860 [2020-11-08 13:19:02,472][root][INFO] - ===> Epoch[7](170/26): Loss 1.6796, Sem 1.3023, dir -0.2339, norm 0.6113, swav 0.0000 LR: 9.847e-02 Score 64.951 Data time: 0.2303, Forward time: 2.3567, Backward time: 3.0502, DDP time: 0.0037, Total iter time: 5.8298 [2020-11-08 13:19:07,513][root][INFO] - ===> Epoch[7](171/26): Loss 1.6606, Sem 1.2849, dir -0.2123, norm 0.5879, swav 0.0000 LR: 9.846e-02 Score 62.723 Data time: 0.1872, Forward time: 2.3537, Backward time: 3.0488, DDP time: 0.0037, Total iter time: 4.9314 [2020-11-08 13:19:13,948][root][INFO] - ===> Epoch[7](172/26): Loss 1.7346, Sem 1.3291, dir -0.2176, norm 0.6231, swav 0.0000 LR: 9.845e-02 Score 61.324 Data time: 0.2355, Forward time: 2.3559, Backward time: 3.0506, DDP time: 0.0037, Total iter time: 6.3566 [2020-11-08 13:19:20,062][root][INFO] - ===> Epoch[7](173/26): Loss 1.7975, Sem 1.3763, dir -0.2177, norm 0.6389, swav 0.0000 LR: 9.844e-02 Score 60.127 Data time: 0.1841, Forward time: 2.3541, Backward time: 3.0539, DDP time: 0.0037, Total iter time: 5.9678 [2020-11-08 13:19:25,154][root][INFO] - ===> Epoch[7](174/26): Loss 1.6383, Sem 1.2791, dir -0.2304, norm 0.5895, swav 0.0000 LR: 9.843e-02 Score 61.931 Data time: 0.2065, Forward time: 2.3530, Backward time: 3.0514, DDP time: 0.0037, Total iter time: 5.0072 [2020-11-08 13:19:30,601][root][INFO] - ===> Epoch[7](175/26): Loss 1.6762, Sem 1.3558, dir -0.2859, norm 0.6062, swav 0.0000 LR: 9.842e-02 Score 60.683 Data time: 0.2302, Forward time: 2.3529, Backward time: 3.0493, DDP time: 0.0037, Total iter time: 5.3334 [2020-11-08 13:19:36,416][root][INFO] - ===> Epoch[7](176/26): Loss 1.5736, Sem 1.2187, dir -0.2311, norm 0.5860, swav 0.0000 LR: 9.841e-02 Score 63.283 Data time: 0.2182, Forward time: 2.3529, Backward time: 3.0495, DDP time: 0.0037, Total iter time: 5.7110 [2020-11-08 13:19:41,493][root][INFO] - ===> Epoch[7](177/26): Loss 1.7324, Sem 1.3612, dir -0.2673, norm 0.6385, swav 0.0000 LR: 9.841e-02 Score 59.579 Data time: 0.2105, Forward time: 2.3520, Backward time: 3.0466, DDP time: 0.0037, Total iter time: 4.9906 [2020-11-08 13:19:47,541][root][INFO] - ===> Epoch[7](178/26): Loss 1.6289, Sem 1.2260, dir -0.2116, norm 0.6146, swav 0.0000 LR: 9.840e-02 Score 66.702 Data time: 0.2546, Forward time: 2.3547, Backward time: 3.0453, DDP time: 0.0037, Total iter time: 5.9388 [2020-11-08 13:19:54,091][root][INFO] - ===> Epoch[7](179/26): Loss 1.6267, Sem 1.2841, dir -0.2678, norm 0.6104, swav 0.0000 LR: 9.839e-02 Score 62.766 Data time: 0.1868, Forward time: 2.3528, Backward time: 3.0511, DDP time: 0.0037, Total iter time: 6.4219 [2020-11-08 13:19:59,172][root][INFO] - ===> Epoch[7](180/26): Loss 1.7097, Sem 1.2658, dir -0.2238, norm 0.6677, swav 0.0000 LR: 9.838e-02 Score 62.802 Data time: 0.2368, Forward time: 2.3535, Backward time: 3.0466, DDP time: 0.0037, Total iter time: 4.9864 [2020-11-08 13:20:05,699][root][INFO] - ===> Epoch[7](181/26): Loss 1.5929, Sem 1.3302, dir -0.3148, norm 0.5775, swav 0.0000 LR: 9.837e-02 Score 61.209 Data time: 0.3565, Forward time: 2.3587, Backward time: 3.0449, DDP time: 0.0037, Total iter time: 6.3885 [2020-11-08 13:20:11,601][root][INFO] - ===> Epoch[7](182/26): Loss 1.4076, Sem 1.1310, dir -0.2469, norm 0.5235, swav 0.0000 LR: 9.836e-02 Score 67.432 Data time: 0.2433, Forward time: 2.3608, Backward time: 3.0431, DDP time: 0.0037, Total iter time: 5.7533 [2020-11-08 13:20:16,906][root][INFO] - ===> Epoch[8](183/26): Loss 1.6360, Sem 1.3202, dir -0.2676, norm 0.5834, swav 0.0000 LR: 9.835e-02 Score 60.576 Data time: 0.1777, Forward time: 2.3577, Backward time: 3.0435, DDP time: 0.0037, Total iter time: 5.1923 [2020-11-08 13:20:22,897][root][INFO] - ===> Epoch[8](184/26): Loss 1.6603, Sem 1.3051, dir -0.2220, norm 0.5772, swav 0.0000 LR: 9.834e-02 Score 61.269 Data time: 0.3006, Forward time: 2.3618, Backward time: 3.0404, DDP time: 0.0037, Total iter time: 5.9107 [2020-11-08 13:20:29,940][root][INFO] - ===> Epoch[8](185/26): Loss 1.6667, Sem 1.2857, dir -0.2212, norm 0.6021, swav 0.0000 LR: 9.833e-02 Score 62.810 Data time: 0.2253, Forward time: 2.3623, Backward time: 3.0462, DDP time: 0.0037, Total iter time: 6.9157 [2020-11-08 13:20:36,306][root][INFO] - ===> Epoch[8](186/26): Loss 1.6597, Sem 1.2561, dir -0.2327, norm 0.6364, swav 0.0000 LR: 9.832e-02 Score 64.121 Data time: 0.1807, Forward time: 2.3594, Backward time: 3.0521, DDP time: 0.0037, Total iter time: 6.2717 [2020-11-08 13:20:42,767][root][INFO] - ===> Epoch[8](187/26): Loss 1.4753, Sem 1.1445, dir -0.2155, norm 0.5462, swav 0.0000 LR: 9.832e-02 Score 66.571 Data time: 0.2540, Forward time: 2.3616, Backward time: 3.0533, DDP time: 0.0037, Total iter time: 6.3652 [2020-11-08 13:20:47,776][root][INFO] - ===> Epoch[8](188/26): Loss 1.6108, Sem 1.2872, dir -0.2304, norm 0.5540, swav 0.0000 LR: 9.831e-02 Score 61.809 Data time: 0.2333, Forward time: 2.3621, Backward time: 3.0486, DDP time: 0.0037, Total iter time: 4.8763 [2020-11-08 13:20:53,119][root][INFO] - ===> Epoch[8](189/26): Loss 1.5755, Sem 1.3000, dir -0.2406, norm 0.5161, swav 0.0000 LR: 9.830e-02 Score 61.986 Data time: 0.2546, Forward time: 2.3643, Backward time: 3.0439, DDP time: 0.0037, Total iter time: 5.2213 [2020-11-08 13:20:59,012][root][INFO] - ===> Epoch[8](190/26): Loss 1.7047, Sem 1.3381, dir -0.2375, norm 0.6041, swav 0.0000 LR: 9.829e-02 Score 58.569 Data time: 0.1971, Forward time: 2.3623, Backward time: 3.0461, DDP time: 0.0037, Total iter time: 5.7490 [2020-11-08 13:21:04,687][root][INFO] - ===> Epoch[8](191/26): Loss 1.5653, Sem 1.1458, dir -0.2165, norm 0.6359, swav 0.0000 LR: 9.828e-02 Score 66.539 Data time: 0.2724, Forward time: 2.3650, Backward time: 3.0428, DDP time: 0.0037, Total iter time: 5.5741 [2020-11-08 13:21:10,561][root][INFO] - ===> Epoch[8](192/26): Loss 1.5745, Sem 1.2047, dir -0.2665, norm 0.6363, swav 0.0000 LR: 9.827e-02 Score 64.717 Data time: 0.2825, Forward time: 2.3684, Backward time: 3.0396, DDP time: 0.0037, Total iter time: 5.7347 [2020-11-08 13:21:17,111][root][INFO] - ===> Epoch[8](193/26): Loss 1.5626, Sem 1.2440, dir -0.2568, norm 0.5753, swav 0.0000 LR: 9.826e-02 Score 62.950 Data time: 0.2856, Forward time: 2.3708, Backward time: 3.0407, DDP time: 0.0037, Total iter time: 6.4321 [2020-11-08 13:21:22,638][root][INFO] - ===> Epoch[8](194/26): Loss 1.5904, Sem 1.2592, dir -0.2776, norm 0.6088, swav 0.0000 LR: 9.825e-02 Score 63.601 Data time: 0.1663, Forward time: 2.3678, Backward time: 3.0422, DDP time: 0.0037, Total iter time: 5.3946 [2020-11-08 13:21:28,714][root][INFO] - ===> Epoch[8](195/26): Loss 1.6742, Sem 1.3096, dir -0.2748, norm 0.6393, swav 0.0000 LR: 9.824e-02 Score 62.483 Data time: 0.2097, Forward time: 2.3664, Backward time: 3.0446, DDP time: 0.0037, Total iter time: 5.9866 [2020-11-08 13:21:33,551][root][INFO] - ===> Epoch[8](196/26): Loss 1.5572, Sem 1.1885, dir -0.2380, norm 0.6068, swav 0.0000 LR: 9.823e-02 Score 65.652 Data time: 0.1463, Forward time: 2.3629, Backward time: 3.0434, DDP time: 0.0037, Total iter time: 4.7259 [2020-11-08 13:21:39,497][root][INFO] - ===> Epoch[8](197/26): Loss 1.5862, Sem 1.2350, dir -0.2179, norm 0.5692, swav 0.0000 LR: 9.823e-02 Score 64.676 Data time: 0.1623, Forward time: 2.3599, Backward time: 3.0473, DDP time: 0.0037, Total iter time: 5.8542 [2020-11-08 13:21:44,355][root][INFO] - ===> Epoch[8](198/26): Loss 1.4841, Sem 1.1980, dir -0.2496, norm 0.5357, swav 0.0000 LR: 9.822e-02 Score 64.590 Data time: 0.1867, Forward time: 2.3572, Backward time: 3.0452, DDP time: 0.0037, Total iter time: 4.7241 [2020-11-08 13:21:50,442][root][INFO] - ===> Epoch[8](199/26): Loss 1.6830, Sem 1.3231, dir -0.2565, norm 0.6165, swav 0.0000 LR: 9.821e-02 Score 60.074 Data time: 0.2978, Forward time: 2.3609, Backward time: 3.0429, DDP time: 0.0037, Total iter time: 5.9824 [2020-11-08 13:21:55,153][root][INFO] - ===> Epoch[8](200/26): Loss 1.6737, Sem 1.2894, dir -0.2228, norm 0.6071, swav 0.0000 LR: 9.820e-02 Score 62.790 Data time: 0.1768, Forward time: 2.3595, Backward time: 3.0390, DDP time: 0.0037, Total iter time: 4.5770 [2020-11-08 13:22:00,528][root][INFO] - ===> Epoch[8](201/26): Loss 1.4902, Sem 1.1728, dir -0.2594, norm 0.5768, swav 0.0000 LR: 9.819e-02 Score 66.579 Data time: 0.1630, Forward time: 2.3561, Backward time: 3.0405, DDP time: 0.0037, Total iter time: 5.2818 [2020-11-08 13:22:06,496][root][INFO] - ===> Epoch[8](202/26): Loss 1.6153, Sem 1.2439, dir -0.2028, norm 0.5741, swav 0.0000 LR: 9.818e-02 Score 62.319 Data time: 0.2155, Forward time: 2.3559, Backward time: 3.0418, DDP time: 0.0037, Total iter time: 5.9203 [2020-11-08 13:22:12,333][root][INFO] - ===> Epoch[8](203/26): Loss 1.6011, Sem 1.2657, dir -0.2079, norm 0.5433, swav 0.0000 LR: 9.817e-02 Score 63.236 Data time: 0.2625, Forward time: 2.3563, Backward time: 3.0412, DDP time: 0.0037, Total iter time: 5.7119 [2020-11-08 13:22:17,205][root][INFO] - ===> Epoch[8](204/26): Loss 1.6162, Sem 1.2645, dir -0.2737, norm 0.6254, swav 0.0000 LR: 9.816e-02 Score 62.895 Data time: 0.1620, Forward time: 2.3532, Backward time: 3.0401, DDP time: 0.0037, Total iter time: 4.7639 [2020-11-08 13:22:22,166][root][INFO] - ===> Epoch[8](205/26): Loss 1.6635, Sem 1.3344, dir -0.2281, norm 0.5571, swav 0.0000 LR: 9.815e-02 Score 58.521 Data time: 0.2177, Forward time: 2.3526, Backward time: 3.0369, DDP time: 0.0037, Total iter time: 4.8878 [2020-11-08 13:22:27,906][root][INFO] - ===> Epoch[8](206/26): Loss 1.5096, Sem 1.1486, dir -0.2852, norm 0.6462, swav 0.0000 LR: 9.814e-02 Score 65.644 Data time: 0.1547, Forward time: 2.3488, Backward time: 3.0404, DDP time: 0.0037, Total iter time: 5.6363 [2020-11-08 13:22:32,986][root][INFO] - ===> Epoch[8](207/26): Loss 1.6426, Sem 1.3111, dir -0.2450, norm 0.5766, swav 0.0000 LR: 9.814e-02 Score 61.738 Data time: 0.2350, Forward time: 2.3500, Backward time: 3.0360, DDP time: 0.0037, Total iter time: 4.9858 [2020-11-08 13:22:37,523][root][INFO] - ===> Epoch[8](208/26): Loss 1.6330, Sem 1.2909, dir -0.2830, norm 0.6251, swav 0.0000 LR: 9.813e-02 Score 61.950 Data time: 0.2050, Forward time: 2.3491, Backward time: 3.0311, DDP time: 0.0037, Total iter time: 4.4164 [2020-11-08 13:22:43,036][root][INFO] - ===> Epoch[9](209/26): Loss 1.4772, Sem 1.1338, dir -0.2443, norm 0.5877, swav 0.0000 LR: 9.812e-02 Score 66.166 Data time: 0.1382, Forward time: 2.3446, Backward time: 3.0350, DDP time: 0.0037, Total iter time: 5.3925 [2020-11-08 13:22:49,315][root][INFO] - ===> Epoch[9](210/26): Loss 1.5790, Sem 1.2844, dir -0.2484, norm 0.5431, swav 0.0000 LR: 9.811e-02 Score 61.721 Data time: 0.2118, Forward time: 2.3448, Backward time: 3.0374, DDP time: 0.0037, Total iter time: 6.1925 [2020-11-08 13:22:55,132][root][INFO] - ===> Epoch[9](211/26): Loss 1.6868, Sem 1.3252, dir -0.2529, norm 0.6146, swav 0.0000 LR: 9.810e-02 Score 60.354 Data time: 0.2059, Forward time: 2.3440, Backward time: 3.0383, DDP time: 0.0037, Total iter time: 5.6868 [2020-11-08 13:23:00,637][root][INFO] - ===> Epoch[9](212/26): Loss 1.5137, Sem 1.2303, dir -0.3034, norm 0.5868, swav 0.0000 LR: 9.809e-02 Score 63.103 Data time: 0.2476, Forward time: 2.3444, Backward time: 3.0364, DDP time: 0.0037, Total iter time: 5.3588 [2020-11-08 13:23:06,973][root][INFO] - ===> Epoch[9](213/26): Loss 1.5282, Sem 1.1770, dir -0.2648, norm 0.6160, swav 0.0000 LR: 9.808e-02 Score 65.351 Data time: 0.2989, Forward time: 2.3488, Backward time: 3.0345, DDP time: 0.0037, Total iter time: 6.2060 [2020-11-08 13:23:12,199][root][INFO] - ===> Epoch[9](214/26): Loss 1.6768, Sem 1.2898, dir -0.2458, norm 0.6328, swav 0.0000 LR: 9.807e-02 Score 62.748 Data time: 0.1973, Forward time: 2.3480, Backward time: 3.0327, DDP time: 0.0037, Total iter time: 5.0931 [2020-11-08 13:23:17,595][root][INFO] - ===> Epoch[9](215/26): Loss 1.6623, Sem 1.3029, dir -0.2874, norm 0.6468, swav 0.0000 LR: 9.806e-02 Score 62.515 Data time: 0.2457, Forward time: 2.3492, Backward time: 3.0297, DDP time: 0.0037, Total iter time: 5.2873 [2020-11-08 13:23:23,331][root][INFO] - ===> Epoch[9](216/26): Loss 1.4895, Sem 1.1629, dir -0.2656, norm 0.5922, swav 0.0000 LR: 9.805e-02 Score 66.916 Data time: 0.1527, Forward time: 2.3454, Backward time: 3.0332, DDP time: 0.0037, Total iter time: 5.6016 [2020-11-08 13:23:29,740][root][INFO] - ===> Epoch[9](217/26): Loss 1.5112, Sem 1.1706, dir -0.2839, norm 0.6245, swav 0.0000 LR: 9.805e-02 Score 66.313 Data time: 0.1735, Forward time: 2.3427, Backward time: 3.0389, DDP time: 0.0037, Total iter time: 6.3337 [2020-11-08 13:23:37,215][root][INFO] - ===> Epoch[9](218/26): Loss 1.5926, Sem 1.2419, dir -0.2125, norm 0.5632, swav 0.0000 LR: 9.804e-02 Score 62.597 Data time: 0.2419, Forward time: 2.3445, Backward time: 3.0446, DDP time: 0.0037, Total iter time: 7.3876 [2020-11-08 13:23:43,012][root][INFO] - ===> Epoch[9](219/26): Loss 1.5377, Sem 1.2389, dir -0.2638, norm 0.5626, swav 0.0000 LR: 9.803e-02 Score 64.480 Data time: 0.1806, Forward time: 2.3432, Backward time: 3.0459, DDP time: 0.0037, Total iter time: 5.6649 [2020-11-08 13:23:48,610][root][INFO] - ===> Epoch[9](220/26): Loss 1.5679, Sem 1.2524, dir -0.2675, norm 0.5830, swav 0.0000 LR: 9.802e-02 Score 63.139 Data time: 0.1270, Forward time: 2.3389, Backward time: 3.0495, DDP time: 0.0037, Total iter time: 5.5027 [2020-11-08 13:23:54,313][root][INFO] - ===> Epoch[9](221/26): Loss 1.6534, Sem 1.3021, dir -0.2502, norm 0.6015, swav 0.0000 LR: 9.801e-02 Score 62.363 Data time: 0.1623, Forward time: 2.3363, Backward time: 3.0521, DDP time: 0.0037, Total iter time: 5.6572 [2020-11-08 13:24:00,135][root][INFO] - ===> Epoch[9](222/26): Loss 1.6325, Sem 1.3211, dir -0.2676, norm 0.5790, swav 0.0000 LR: 9.800e-02 Score 60.043 Data time: 0.1676, Forward time: 2.3335, Backward time: 3.0551, DDP time: 0.0037, Total iter time: 5.7408 [2020-11-08 13:24:06,814][root][INFO] - ===> Epoch[9](223/26): Loss 1.3764, Sem 1.0985, dir -0.2776, norm 0.5555, swav 0.0000 LR: 9.799e-02 Score 67.477 Data time: 0.2331, Forward time: 2.3350, Backward time: 3.0578, DDP time: 0.0037, Total iter time: 6.6109 [2020-11-08 13:24:11,649][root][INFO] - ===> Epoch[9](224/26): Loss 1.4734, Sem 1.2254, dir -0.2773, norm 0.5254, swav 0.0000 LR: 9.798e-02 Score 64.410 Data time: 0.1650, Forward time: 2.3322, Backward time: 3.0564, DDP time: 0.0037, Total iter time: 4.7186 [2020-11-08 13:24:17,729][root][INFO] - ===> Epoch[9](225/26): Loss 1.5425, Sem 1.2458, dir -0.2825, norm 0.5792, swav 0.0000 LR: 9.797e-02 Score 64.158 Data time: 0.2440, Forward time: 2.3330, Backward time: 3.0569, DDP time: 0.0037, Total iter time: 5.9917 [2020-11-08 13:24:23,296][root][INFO] - ===> Epoch[9](226/26): Loss 1.3570, Sem 1.0537, dir -0.2443, norm 0.5475, swav 0.0000 LR: 9.796e-02 Score 69.429 Data time: 0.2617, Forward time: 2.3350, Backward time: 3.0539, DDP time: 0.0037, Total iter time: 5.4332 [2020-11-08 13:24:29,302][root][INFO] - ===> Epoch[9](227/26): Loss 1.3845, Sem 1.0841, dir -0.2581, norm 0.5586, swav 0.0000 LR: 9.795e-02 Score 69.403 Data time: 0.2825, Forward time: 2.3373, Backward time: 3.0522, DDP time: 0.0037, Total iter time: 5.8792 [2020-11-08 13:24:35,629][root][INFO] - ===> Epoch[9](228/26): Loss 1.3812, Sem 1.1170, dir -0.3017, norm 0.5659, swav 0.0000 LR: 9.795e-02 Score 66.055 Data time: 0.3127, Forward time: 2.3409, Backward time: 3.0508, DDP time: 0.0037, Total iter time: 6.1999 [2020-11-08 13:24:41,283][root][INFO] - ===> Epoch[9](229/26): Loss 1.6425, Sem 1.2123, dir -0.2126, norm 0.6429, swav 0.0000 LR: 9.794e-02 Score 63.512 Data time: 0.2376, Forward time: 2.3432, Backward time: 3.0480, DDP time: 0.0037, Total iter time: 5.5285 [2020-11-08 13:24:45,864][root][INFO] - ===> Epoch[9](230/26): Loss 1.2829, Sem 0.9765, dir -0.2229, norm 0.5293, swav 0.0000 LR: 9.793e-02 Score 71.538 Data time: 0.1811, Forward time: 2.3414, Backward time: 3.0446, DDP time: 0.0037, Total iter time: 4.4528 [2020-11-08 13:24:51,131][root][INFO] - ===> Epoch[9](231/26): Loss 1.4763, Sem 1.2151, dir -0.3129, norm 0.5740, swav 0.0000 LR: 9.792e-02 Score 65.047 Data time: 0.2188, Forward time: 2.3410, Backward time: 3.0429, DDP time: 0.0037, Total iter time: 5.1650 [2020-11-08 13:24:56,993][root][INFO] - ===> Epoch[9](232/26): Loss 1.5220, Sem 1.1290, dir -0.2592, norm 0.6522, swav 0.0000 LR: 9.791e-02 Score 65.920 Data time: 0.1906, Forward time: 2.3393, Backward time: 3.0449, DDP time: 0.0037, Total iter time: 5.7464 [2020-11-08 13:25:02,112][root][INFO] - ===> Epoch[9](233/26): Loss 1.5502, Sem 1.2844, dir -0.2832, norm 0.5490, swav 0.0000 LR: 9.790e-02 Score 62.236 Data time: 0.2360, Forward time: 2.3395, Backward time: 3.0421, DDP time: 0.0037, Total iter time: 5.0385 [2020-11-08 13:25:08,893][root][INFO] - ===> Epoch[9](234/26): Loss 1.5057, Sem 1.2212, dir -0.3175, norm 0.6021, swav 0.0000 LR: 9.789e-02 Score 64.196 Data time: 0.2716, Forward time: 2.3419, Backward time: 3.0436, DDP time: 0.0037, Total iter time: 6.6649 [2020-11-08 13:25:14,336][root][INFO] - ===> Epoch[10](235/26): Loss 1.6016, Sem 1.2857, dir -0.3101, norm 0.6259, swav 0.0000 LR: 9.788e-02 Score 63.115 Data time: 0.1964, Forward time: 2.3405, Backward time: 3.0434, DDP time: 0.0037, Total iter time: 5.2706 [2020-11-08 13:25:20,364][root][INFO] - ===> Epoch[10](236/26): Loss 1.5261, Sem 1.1843, dir -0.2589, norm 0.6008, swav 0.0000 LR: 9.787e-02 Score 65.453 Data time: 0.2092, Forward time: 2.3398, Backward time: 3.0447, DDP time: 0.0037, Total iter time: 5.9151 [2020-11-08 13:25:26,090][root][INFO] - ===> Epoch[10](237/26): Loss 1.5004, Sem 1.1767, dir -0.2560, norm 0.5797, swav 0.0000 LR: 9.786e-02 Score 64.859 Data time: 0.2096, Forward time: 2.3394, Backward time: 3.0450, DDP time: 0.0037, Total iter time: 5.6172 [2020-11-08 13:25:33,488][root][INFO] - ===> Epoch[10](238/26): Loss 1.5372, Sem 1.2292, dir -0.2730, norm 0.5810, swav 0.0000 LR: 9.786e-02 Score 63.979 Data time: 0.1877, Forward time: 2.3382, Backward time: 3.0526, DDP time: 0.0037, Total iter time: 7.2528 [2020-11-08 13:25:38,130][root][INFO] - ===> Epoch[10](239/26): Loss 1.4718, Sem 1.1410, dir -0.2490, norm 0.5798, swav 0.0000 LR: 9.785e-02 Score 66.965 Data time: 0.1574, Forward time: 2.3356, Backward time: 3.0506, DDP time: 0.0037, Total iter time: 4.5255 [2020-11-08 13:25:43,939][root][INFO] - ===> Epoch[10](240/26): Loss 1.6571, Sem 1.2640, dir -0.2819, norm 0.6750, swav 0.0000 LR: 9.784e-02 Score 64.120 Data time: 0.2157, Forward time: 2.3349, Backward time: 3.0515, DDP time: 0.0038, Total iter time: 5.7177 [2020-11-08 13:25:49,631][root][INFO] - ===> Epoch[10](241/26): Loss 1.6308, Sem 1.3448, dir -0.2599, norm 0.5459, swav 0.0000 LR: 9.783e-02 Score 60.848 Data time: 0.2390, Forward time: 2.3357, Backward time: 3.0502, DDP time: 0.0038, Total iter time: 5.5580 [2020-11-08 13:25:56,047][root][INFO] - ===> Epoch[10](242/26): Loss 1.6835, Sem 1.2560, dir -0.2489, norm 0.6764, swav 0.0000 LR: 9.782e-02 Score 62.818 Data time: 0.1699, Forward time: 2.3339, Backward time: 3.0545, DDP time: 0.0038, Total iter time: 6.2748 [2020-11-08 13:26:01,065][root][INFO] - ===> Epoch[10](243/26): Loss 1.5681, Sem 1.2257, dir -0.2631, norm 0.6055, swav 0.0000 LR: 9.781e-02 Score 63.376 Data time: 0.1981, Forward time: 2.3319, Backward time: 3.0534, DDP time: 0.0038, Total iter time: 4.9127 [2020-11-08 13:26:05,397][root][INFO] - ===> Epoch[10](244/26): Loss 1.4650, Sem 1.1983, dir -0.2822, norm 0.5489, swav 0.0000 LR: 9.780e-02 Score 63.890 Data time: 0.1847, Forward time: 2.3305, Backward time: 3.0492, DDP time: 0.0038, Total iter time: 4.2382 [2020-11-08 13:26:12,159][root][INFO] - ===> Epoch[10](245/26): Loss 1.4555, Sem 1.1750, dir -0.2470, norm 0.5275, swav 0.0000 LR: 9.779e-02 Score 64.992 Data time: 0.2519, Forward time: 2.3306, Backward time: 3.0529, DDP time: 0.0038, Total iter time: 6.6480 [2020-11-08 13:26:18,198][root][INFO] - ===> Epoch[10](246/26): Loss 1.4981, Sem 1.1900, dir -0.2724, norm 0.5806, swav 0.0000 LR: 9.778e-02 Score 64.637 Data time: 0.3201, Forward time: 2.3340, Backward time: 3.0502, DDP time: 0.0038, Total iter time: 5.9081 [2020-11-08 13:26:24,479][root][INFO] - ===> Epoch[10](247/26): Loss 1.4066, Sem 1.0913, dir -0.2737, norm 0.5890, swav 0.0000 LR: 9.777e-02 Score 68.133 Data time: 0.3124, Forward time: 2.3376, Backward time: 3.0481, DDP time: 0.0038, Total iter time: 6.1508 [2020-11-08 13:26:30,805][root][INFO] - ===> Epoch[10](248/26): Loss 1.5949, Sem 1.1614, dir -0.2675, norm 0.7010, swav 0.0000 LR: 9.777e-02 Score 64.793 Data time: 0.2707, Forward time: 2.3405, Backward time: 3.0473, DDP time: 0.0038, Total iter time: 6.2061 [2020-11-08 13:26:36,384][root][INFO] - ===> Epoch[10](249/26): Loss 1.5291, Sem 1.2031, dir -0.2766, norm 0.6026, swav 0.0000 LR: 9.776e-02 Score 64.173 Data time: 0.1883, Forward time: 2.3391, Backward time: 3.0478, DDP time: 0.0038, Total iter time: 5.4398 [2020-11-08 13:26:42,964][root][INFO] - ===> Epoch[10](250/26): Loss 1.4689, Sem 1.1114, dir -0.2835, norm 0.6410, swav 0.0000 LR: 9.775e-02 Score 65.975 Data time: 0.2008, Forward time: 2.3385, Backward time: 3.0513, DDP time: 0.0038, Total iter time: 6.4695 [2020-11-08 13:26:48,542][root][INFO] - ===> Epoch[10](251/26): Loss 1.4206, Sem 1.1810, dir -0.2969, norm 0.5365, swav 0.0000 LR: 9.774e-02 Score 66.458 Data time: 0.2408, Forward time: 2.3391, Backward time: 3.0500, DDP time: 0.0038, Total iter time: 5.4578 [2020-11-08 13:26:53,487][root][INFO] - ===> Epoch[10](252/26): Loss 1.4906, Sem 1.2240, dir -0.2943, norm 0.5609, swav 0.0000 LR: 9.773e-02 Score 64.682 Data time: 0.1791, Forward time: 2.3373, Backward time: 3.0483, DDP time: 0.0038, Total iter time: 4.7836 [2020-11-08 13:26:59,231][root][INFO] - ===> Epoch[10](253/26): Loss 1.6468, Sem 1.3444, dir -0.2911, norm 0.5935, swav 0.0000 LR: 9.772e-02 Score 59.795 Data time: 0.2684, Forward time: 2.3398, Backward time: 3.0458, DDP time: 0.0038, Total iter time: 5.6398 [2020-11-08 13:27:05,986][root][INFO] - ===> Epoch[10](254/26): Loss 1.5502, Sem 1.2238, dir -0.2359, norm 0.5623, swav 0.0000 LR: 9.771e-02 Score 62.708 Data time: 0.1344, Forward time: 2.3364, Backward time: 3.0528, DDP time: 0.0038, Total iter time: 6.6254 [2020-11-08 13:27:11,525][root][INFO] - ===> Epoch[10](255/26): Loss 1.4650, Sem 1.2120, dir -0.3032, norm 0.5562, swav 0.0000 LR: 9.770e-02 Score 63.853 Data time: 0.2669, Forward time: 2.3384, Backward time: 3.0499, DDP time: 0.0038, Total iter time: 5.4441 [2020-11-08 13:27:17,213][root][INFO] - ===> Epoch[10](256/26): Loss 1.5211, Sem 1.1738, dir -0.2336, norm 0.5809, swav 0.0000 LR: 9.769e-02 Score 65.651 Data time: 0.2053, Forward time: 2.3383, Backward time: 3.0494, DDP time: 0.0038, Total iter time: 5.5402 [2020-11-08 13:27:24,603][root][INFO] - ===> Epoch[10](257/26): Loss 1.3371, Sem 1.0259, dir -0.2663, norm 0.5774, swav 0.0000 LR: 9.768e-02 Score 70.094 Data time: 0.1791, Forward time: 2.3365, Backward time: 3.0571, DDP time: 0.0038, Total iter time: 7.2847 [2020-11-08 13:27:30,864][root][INFO] - ===> Epoch[10](258/26): Loss 1.6014, Sem 1.2335, dir -0.2118, norm 0.5797, swav 0.0000 LR: 9.768e-02 Score 63.859 Data time: 0.2181, Forward time: 2.3365, Backward time: 3.0588, DDP time: 0.0038, Total iter time: 6.1548 [2020-11-08 13:27:36,505][root][INFO] - ===> Epoch[10](259/26): Loss 1.5589, Sem 1.2058, dir -0.2347, norm 0.5879, swav 0.0000 LR: 9.767e-02 Score 65.241 Data time: 0.1832, Forward time: 2.3353, Backward time: 3.0592, DDP time: 0.0038, Total iter time: 5.5238 [2020-11-08 13:27:41,299][root][INFO] - ===> Epoch[10](260/26): Loss 1.4079, Sem 1.1607, dir -0.2885, norm 0.5357, swav 0.0000 LR: 9.766e-02 Score 64.926 Data time: 0.1727, Forward time: 2.3333, Backward time: 3.0575, DDP time: 0.0038, Total iter time: 4.6891 [2020-11-08 13:27:46,716][root][INFO] - ===> Epoch[11](261/26): Loss 1.7022, Sem 1.2681, dir -0.2702, norm 0.7043, swav 0.0000 LR: 9.765e-02 Score 62.986 Data time: 0.1986, Forward time: 2.3322, Backward time: 3.0572, DDP time: 0.0038, Total iter time: 5.3277 [2020-11-08 13:27:53,595][root][INFO] - ===> Epoch[11](262/26): Loss 1.6397, Sem 1.2488, dir -0.2822, norm 0.6731, swav 0.0000 LR: 9.764e-02 Score 62.969 Data time: 0.2188, Forward time: 2.3323, Backward time: 3.0612, DDP time: 0.0038, Total iter time: 6.7683 [2020-11-08 13:27:58,341][root][INFO] - ===> Epoch[11](263/26): Loss 1.5489, Sem 1.1855, dir -0.2894, norm 0.6528, swav 0.0000 LR: 9.763e-02 Score 64.827 Data time: 0.1950, Forward time: 2.3313, Backward time: 3.0582, DDP time: 0.0038, Total iter time: 4.6014 [2020-11-08 13:28:03,227][root][INFO] - ===> Epoch[11](264/26): Loss 1.5062, Sem 1.0840, dir -0.2192, norm 0.6414, swav 0.0000 LR: 9.762e-02 Score 68.126 Data time: 0.2305, Forward time: 2.3302, Backward time: 3.0559, DDP time: 0.0038, Total iter time: 4.7754 [2020-11-08 13:28:08,219][root][INFO] - ===> Epoch[11](265/26): Loss 1.4419, Sem 1.1176, dir -0.2660, norm 0.5904, swav 0.0000 LR: 9.761e-02 Score 66.227 Data time: 0.2438, Forward time: 2.3309, Backward time: 3.0523, DDP time: 0.0038, Total iter time: 4.8852 [2020-11-08 13:28:13,530][root][INFO] - ===> Epoch[11](266/26): Loss 1.4783, Sem 1.2001, dir -0.2673, norm 0.5456, swav 0.0000 LR: 9.760e-02 Score 65.240 Data time: 0.2080, Forward time: 2.3302, Backward time: 3.0512, DDP time: 0.0038, Total iter time: 5.1756 [2020-11-08 13:28:19,220][root][INFO] - ===> Epoch[11](267/26): Loss 1.6897, Sem 1.3406, dir -0.2662, norm 0.6153, swav 0.0000 LR: 9.759e-02 Score 59.804 Data time: 0.2958, Forward time: 2.3315, Backward time: 3.0494, DDP time: 0.0038, Total iter time: 5.5860 [2020-11-08 13:28:23,754][root][INFO] - ===> Epoch[11](268/26): Loss 1.4286, Sem 1.0992, dir -0.2566, norm 0.5860, swav 0.0000 LR: 9.758e-02 Score 69.625 Data time: 0.1936, Forward time: 2.3314, Backward time: 3.0451, DDP time: 0.0038, Total iter time: 4.4041 [2020-11-08 13:28:30,680][root][INFO] - ===> Epoch[11](269/26): Loss 1.6743, Sem 1.3131, dir -0.2836, norm 0.6448, swav 0.0000 LR: 9.758e-02 Score 62.463 Data time: 0.1573, Forward time: 2.3289, Backward time: 3.0518, DDP time: 0.0038, Total iter time: 6.8147 [2020-11-08 13:28:36,385][root][INFO] - ===> Epoch[11](270/26): Loss 1.5341, Sem 1.2626, dir -0.2741, norm 0.5455, swav 0.0000 LR: 9.757e-02 Score 63.620 Data time: 0.2073, Forward time: 2.3277, Backward time: 3.0529, DDP time: 0.0038, Total iter time: 5.6396 [2020-11-08 13:28:41,581][root][INFO] - ===> Epoch[11](271/26): Loss 1.3798, Sem 1.1645, dir -0.3318, norm 0.5471, swav 0.0000 LR: 9.756e-02 Score 65.758 Data time: 0.2543, Forward time: 2.3291, Backward time: 3.0495, DDP time: 0.0038, Total iter time: 5.0988 [2020-11-08 13:28:46,576][root][INFO] - ===> Epoch[11](272/26): Loss 1.8375, Sem 1.4041, dir -0.2668, norm 0.7001, swav 0.0000 LR: 9.755e-02 Score 60.317 Data time: 0.2200, Forward time: 2.3289, Backward time: 3.0468, DDP time: 0.0038, Total iter time: 4.8886 [2020-11-08 13:28:52,266][root][INFO] - ===> Epoch[11](273/26): Loss 1.4379, Sem 1.1204, dir -0.2820, norm 0.5995, swav 0.0000 LR: 9.754e-02 Score 66.977 Data time: 0.2492, Forward time: 2.3294, Backward time: 3.0461, DDP time: 0.0038, Total iter time: 5.5915 [2020-11-08 13:28:58,080][root][INFO] - ===> Epoch[11](274/26): Loss 1.4788, Sem 1.2445, dir -0.3244, norm 0.5586, swav 0.0000 LR: 9.753e-02 Score 61.976 Data time: 0.2480, Forward time: 2.3306, Backward time: 3.0449, DDP time: 0.0038, Total iter time: 5.6813 [2020-11-08 13:29:04,035][root][INFO] - ===> Epoch[11](275/26): Loss 1.4992, Sem 1.1984, dir -0.2884, norm 0.5892, swav 0.0000 LR: 9.752e-02 Score 64.679 Data time: 0.1689, Forward time: 2.3278, Backward time: 3.0481, DDP time: 0.0038, Total iter time: 5.8161 [2020-11-08 13:29:11,754][root][INFO] - ===> Epoch[11](276/26): Loss 1.4081, Sem 1.1260, dir -0.2949, norm 0.5771, swav 0.0000 LR: 9.751e-02 Score 65.406 Data time: 0.4022, Forward time: 2.3329, Backward time: 3.0497, DDP time: 0.0038, Total iter time: 7.6237 [2020-11-08 13:29:17,080][root][INFO] - ===> Epoch[11](277/26): Loss 1.4379, Sem 1.1849, dir -0.2939, norm 0.5469, swav 0.0000 LR: 9.750e-02 Score 64.570 Data time: 0.1707, Forward time: 2.3315, Backward time: 3.0495, DDP time: 0.0038, Total iter time: 5.2009 [2020-11-08 13:29:22,742][root][INFO] - ===> Epoch[11](278/26): Loss 1.4105, Sem 1.1583, dir -0.3031, norm 0.5554, swav 0.0000 LR: 9.749e-02 Score 64.495 Data time: 0.3010, Forward time: 2.3335, Backward time: 3.0469, DDP time: 0.0038, Total iter time: 5.5564 [2020-11-08 13:29:28,946][root][INFO] - ===> Epoch[11](279/26): Loss 1.5678, Sem 1.2182, dir -0.2471, norm 0.5967, swav 0.0000 LR: 9.749e-02 Score 64.763 Data time: 0.2311, Forward time: 2.3343, Backward time: 3.0476, DDP time: 0.0038, Total iter time: 6.0852 [2020-11-08 13:29:34,715][root][INFO] - ===> Epoch[11](280/26): Loss 1.4895, Sem 1.1957, dir -0.3026, norm 0.5965, swav 0.0000 LR: 9.748e-02 Score 63.856 Data time: 0.1367, Forward time: 2.3312, Backward time: 3.0508, DDP time: 0.0038, Total iter time: 5.6596 [2020-11-08 13:29:41,023][root][INFO] - ===> Epoch[11](281/26): Loss 1.3772, Sem 1.1322, dir -0.3313, norm 0.5763, swav 0.0000 LR: 9.747e-02 Score 66.122 Data time: 0.2455, Forward time: 2.3315, Backward time: 3.0522, DDP time: 0.0038, Total iter time: 6.2177 [2020-11-08 13:29:47,796][root][INFO] - ===> Epoch[11](282/26): Loss 1.4079, Sem 1.1449, dir -0.2634, norm 0.5264, swav 0.0000 LR: 9.746e-02 Score 65.926 Data time: 0.2228, Forward time: 2.3322, Backward time: 3.0549, DDP time: 0.0038, Total iter time: 6.6645 [2020-11-08 13:29:53,065][root][INFO] - ===> Epoch[11](283/26): Loss 1.4360, Sem 1.1689, dir -0.3109, norm 0.5779, swav 0.0000 LR: 9.745e-02 Score 64.164 Data time: 0.2277, Forward time: 2.3325, Backward time: 3.0529, DDP time: 0.0038, Total iter time: 5.1452 [2020-11-08 13:29:59,096][root][INFO] - ===> Epoch[11](284/26): Loss 1.5097, Sem 1.2004, dir -0.2770, norm 0.5863, swav 0.0000 LR: 9.744e-02 Score 62.868 Data time: 0.2373, Forward time: 2.3324, Backward time: 3.0536, DDP time: 0.0038, Total iter time: 5.9169 [2020-11-08 13:30:04,010][root][INFO] - ===> Epoch[11](285/26): Loss 1.5023, Sem 1.2402, dir -0.3231, norm 0.5852, swav 0.0000 LR: 9.743e-02 Score 63.156 Data time: 0.1765, Forward time: 2.3305, Backward time: 3.0523, DDP time: 0.0038, Total iter time: 4.8128 [2020-11-08 13:30:10,665][root][INFO] - ===> Epoch[11](286/26): Loss 1.3853, Sem 1.0607, dir -0.2792, norm 0.6038, swav 0.0000 LR: 9.742e-02 Score 68.285 Data time: 0.3578, Forward time: 2.3338, Backward time: 3.0518, DDP time: 0.0038, Total iter time: 6.5576 [2020-11-08 13:30:16,303][root][INFO] - ===> Epoch[12](287/26): Loss 1.3686, Sem 1.0666, dir -0.2993, norm 0.6014, swav 0.0000 LR: 9.741e-02 Score 67.220 Data time: 0.2047, Forward time: 2.3338, Backward time: 3.0512, DDP time: 0.0038, Total iter time: 5.4916 [2020-11-08 13:30:22,240][root][INFO] - ===> Epoch[12](288/26): Loss 1.5725, Sem 1.2495, dir -0.2665, norm 0.5896, swav 0.0000 LR: 9.740e-02 Score 63.310 Data time: 0.1760, Forward time: 2.3328, Backward time: 3.0529, DDP time: 0.0038, Total iter time: 5.8243 [2020-11-08 13:30:28,528][root][INFO] - ===> Epoch[12](289/26): Loss 1.4055, Sem 1.1500, dir -0.3141, norm 0.5695, swav 0.0000 LR: 9.740e-02 Score 65.707 Data time: 0.1961, Forward time: 2.3314, Backward time: 3.0559, DDP time: 0.0038, Total iter time: 6.1787 [2020-11-08 13:30:33,329][root][INFO] - ===> Epoch[12](290/26): Loss 1.3609, Sem 1.0925, dir -0.2998, norm 0.5682, swav 0.0000 LR: 9.739e-02 Score 66.438 Data time: 0.2462, Forward time: 2.3320, Backward time: 3.0519, DDP time: 0.0038, Total iter time: 4.6718 [2020-11-08 13:30:38,079][root][INFO] - ===> Epoch[12](291/26): Loss 1.3346, Sem 1.0708, dir -0.2835, norm 0.5474, swav 0.0000 LR: 9.738e-02 Score 68.936 Data time: 0.2264, Forward time: 2.3312, Backward time: 3.0492, DDP time: 0.0038, Total iter time: 4.6292 [2020-11-08 13:30:44,541][root][INFO] - ===> Epoch[12](292/26): Loss 1.4213, Sem 1.1603, dir -0.3118, norm 0.5729, swav 0.0000 LR: 9.737e-02 Score 65.121 Data time: 0.3608, Forward time: 2.3341, Backward time: 3.0480, DDP time: 0.0038, Total iter time: 6.3253 [2020-11-08 13:30:49,838][root][INFO] - ===> Epoch[12](293/26): Loss 1.3759, Sem 1.0797, dir -0.3039, norm 0.6001, swav 0.0000 LR: 9.736e-02 Score 68.359 Data time: 0.1850, Forward time: 2.3338, Backward time: 3.0468, DDP time: 0.0038, Total iter time: 5.1713 [2020-11-08 13:30:55,549][root][INFO] - ===> Epoch[12](294/26): Loss 1.4826, Sem 1.2070, dir -0.3137, norm 0.5894, swav 0.0000 LR: 9.735e-02 Score 63.254 Data time: 0.1806, Forward time: 2.3318, Backward time: 3.0486, DDP time: 0.0038, Total iter time: 5.6023 [2020-11-08 13:31:01,290][root][INFO] - ===> Epoch[12](295/26): Loss 1.5050, Sem 1.2219, dir -0.3267, norm 0.6098, swav 0.0000 LR: 9.734e-02 Score 63.738 Data time: 0.2633, Forward time: 2.3333, Backward time: 3.0469, DDP time: 0.0038, Total iter time: 5.6271 [2020-11-08 13:31:08,560][root][INFO] - ===> Epoch[12](296/26): Loss 1.5935, Sem 1.2501, dir -0.2736, norm 0.6169, swav 0.0000 LR: 9.733e-02 Score 62.801 Data time: 0.1816, Forward time: 2.3325, Backward time: 3.0526, DDP time: 0.0038, Total iter time: 7.1464 [2020-11-08 13:31:13,889][root][INFO] - ===> Epoch[12](297/26): Loss 1.4316, Sem 1.1787, dir -0.3091, norm 0.5621, swav 0.0000 LR: 9.732e-02 Score 66.022 Data time: 0.1586, Forward time: 2.3298, Backward time: 3.0539, DDP time: 0.0038, Total iter time: 5.2271 [2020-11-08 13:31:19,767][root][INFO] - ===> Epoch[12](298/26): Loss 1.4249, Sem 1.1071, dir -0.3003, norm 0.6180, swav 0.0000 LR: 9.731e-02 Score 68.646 Data time: 0.2241, Forward time: 2.3300, Backward time: 3.0540, DDP time: 0.0038, Total iter time: 5.8014 [2020-11-08 13:31:26,347][root][INFO] - ===> Epoch[12](299/26): Loss 1.4345, Sem 1.2266, dir -0.3444, norm 0.5523, swav 0.0000 LR: 9.731e-02 Score 62.885 Data time: 0.2521, Forward time: 2.3302, Backward time: 3.0562, DDP time: 0.0038, Total iter time: 6.4661 [2020-11-08 13:31:31,417][root][INFO] - ===> Epoch[12](300/26): Loss 1.5975, Sem 1.2139, dir -0.2551, norm 0.6386, swav 0.0000 LR: 9.730e-02 Score 65.105 Data time: 0.1644, Forward time: 2.3286, Backward time: 3.0552, DDP time: 0.0038, Total iter time: 4.9645 [2020-11-08 13:31:36,995][root][INFO] - ===> Epoch[12](301/26): Loss 1.3389, Sem 1.1411, dir -0.3623, norm 0.5600, swav 0.0000 LR: 9.729e-02 Score 65.550 Data time: 0.1158, Forward time: 2.3248, Backward time: 3.0590, DDP time: 0.0038, Total iter time: 5.4997 [2020-11-08 13:31:42,380][root][INFO] - ===> Epoch[12](302/26): Loss 1.5154, Sem 1.1994, dir -0.2961, norm 0.6121, swav 0.0000 LR: 9.728e-02 Score 63.191 Data time: 0.2119, Forward time: 2.3240, Backward time: 3.0585, DDP time: 0.0038, Total iter time: 5.3036 [2020-11-08 13:31:48,480][root][INFO] - ===> Epoch[12](303/26): Loss 1.5276, Sem 1.2586, dir -0.3043, norm 0.5733, swav 0.0000 LR: 9.727e-02 Score 62.528 Data time: 0.2556, Forward time: 2.3254, Backward time: 3.0582, DDP time: 0.0038, Total iter time: 5.9852 [2020-11-08 13:31:54,242][root][INFO] - ===> Epoch[12](304/26): Loss 1.3454, Sem 1.0160, dir -0.3144, norm 0.6439, swav 0.0000 LR: 9.726e-02 Score 68.713 Data time: 0.1748, Forward time: 2.3237, Backward time: 3.0597, DDP time: 0.0038, Total iter time: 5.6057 [2020-11-08 13:32:00,299][root][INFO] - ===> Epoch[12](305/26): Loss 1.3582, Sem 1.1110, dir -0.2878, norm 0.5350, swav 0.0000 LR: 9.725e-02 Score 67.415 Data time: 0.2808, Forward time: 2.3253, Backward time: 3.0588, DDP time: 0.0038, Total iter time: 5.9457 [2020-11-08 13:32:05,587][root][INFO] - ===> Epoch[12](306/26): Loss 1.4696, Sem 1.2116, dir -0.3285, norm 0.5866, swav 0.0000 LR: 9.724e-02 Score 62.470 Data time: 0.2106, Forward time: 2.3251, Backward time: 3.0574, DDP time: 0.0038, Total iter time: 5.1730 [2020-11-08 13:32:10,562][root][INFO] - ===> Epoch[12](307/26): Loss 1.5466, Sem 1.2791, dir -0.3120, norm 0.5795, swav 0.0000 LR: 9.723e-02 Score 61.541 Data time: 0.1892, Forward time: 2.3235, Backward time: 3.0565, DDP time: 0.0038, Total iter time: 4.8783 [2020-11-08 13:32:17,318][root][INFO] - ===> Epoch[12](308/26): Loss 1.4676, Sem 1.1996, dir -0.3478, norm 0.6159, swav 0.0000 LR: 9.722e-02 Score 62.927 Data time: 0.3640, Forward time: 2.3271, Backward time: 3.0559, DDP time: 0.0038, Total iter time: 6.6662 [2020-11-08 13:32:23,169][root][INFO] - ===> Epoch[12](309/26): Loss 1.5593, Sem 1.2381, dir -0.3111, norm 0.6323, swav 0.0000 LR: 9.721e-02 Score 63.180 Data time: 0.3215, Forward time: 2.3292, Backward time: 3.0538, DDP time: 0.0038, Total iter time: 5.7378 [2020-11-08 13:32:28,727][root][INFO] - ===> Epoch[12](310/26): Loss 1.3791, Sem 1.0978, dir -0.2924, norm 0.5737, swav 0.0000 LR: 9.721e-02 Score 66.984 Data time: 0.2221, Forward time: 2.3281, Backward time: 3.0541, DDP time: 0.0038, Total iter time: 5.4520 [2020-11-08 13:32:32,989][root][INFO] - ===> Epoch[12](311/26): Loss 1.3254, Sem 1.1439, dir -0.2970, norm 0.4785, swav 0.0000 LR: 9.720e-02 Score 66.599 Data time: 0.1524, Forward time: 2.3256, Backward time: 3.0516, DDP time: 0.0039, Total iter time: 4.1422 [2020-11-08 13:32:38,494][root][INFO] - ===> Epoch[12](312/26): Loss 1.4007, Sem 1.1493, dir -0.3094, norm 0.5608, swav 0.0000 LR: 9.719e-02 Score 64.745 Data time: 0.2191, Forward time: 2.3258, Backward time: 3.0507, DDP time: 0.0039, Total iter time: 5.4274 [2020-11-08 13:32:45,070][root][INFO] - ===> Epoch[13](313/26): Loss 1.4509, Sem 1.1561, dir -0.3171, norm 0.6119, swav 0.0000 LR: 9.718e-02 Score 65.690 Data time: 0.1672, Forward time: 2.3242, Backward time: 3.0547, DDP time: 0.0039, Total iter time: 6.4476 [2020-11-08 13:32:49,764][root][INFO] - ===> Epoch[13](314/26): Loss 1.3904, Sem 1.1126, dir -0.2773, norm 0.5551, swav 0.0000 LR: 9.717e-02 Score 66.094 Data time: 0.1816, Forward time: 2.3232, Backward time: 3.0526, DDP time: 0.0039, Total iter time: 4.5868 [2020-11-08 13:32:55,896][root][INFO] - ===> Epoch[13](315/26): Loss 1.4852, Sem 1.1824, dir -0.3274, norm 0.6302, swav 0.0000 LR: 9.716e-02 Score 63.836 Data time: 0.2047, Forward time: 2.3222, Backward time: 3.0546, DDP time: 0.0039, Total iter time: 6.0154 [2020-11-08 13:33:02,788][root][INFO] - ===> Epoch[13](316/26): Loss 1.4759, Sem 1.1652, dir -0.2672, norm 0.5780, swav 0.0000 LR: 9.715e-02 Score 65.401 Data time: 0.2573, Forward time: 2.3235, Backward time: 3.0567, DDP time: 0.0039, Total iter time: 6.7625 [2020-11-08 13:33:07,991][root][INFO] - ===> Epoch[13](317/26): Loss 1.4139, Sem 1.1738, dir -0.2937, norm 0.5337, swav 0.0000 LR: 9.714e-02 Score 66.202 Data time: 0.1994, Forward time: 2.3228, Backward time: 3.0555, DDP time: 0.0039, Total iter time: 5.0615 [2020-11-08 13:33:13,487][root][INFO] - ===> Epoch[13](318/26): Loss 1.4396, Sem 1.1793, dir -0.3441, norm 0.6043, swav 0.0000 LR: 9.713e-02 Score 65.440 Data time: 0.2393, Forward time: 2.3238, Backward time: 3.0535, DDP time: 0.0039, Total iter time: 5.3380 [2020-11-08 13:33:18,417][root][INFO] - ===> Epoch[13](319/26): Loss 1.5334, Sem 1.2496, dir -0.3071, norm 0.5910, swav 0.0000 LR: 9.712e-02 Score 62.705 Data time: 0.1526, Forward time: 2.3213, Backward time: 3.0533, DDP time: 0.0039, Total iter time: 4.7978 [2020-11-08 13:33:25,364][root][INFO] - ===> Epoch[13](320/26): Loss 1.3646, Sem 1.1273, dir -0.3009, norm 0.5382, swav 0.0000 LR: 9.712e-02 Score 67.288 Data time: 0.3628, Forward time: 2.3247, Backward time: 3.0535, DDP time: 0.0039, Total iter time: 6.8775 [2020-11-08 13:33:32,093][root][INFO] - ===> Epoch[13](321/26): Loss 1.4566, Sem 1.1299, dir -0.2928, norm 0.6195, swav 0.0000 LR: 9.711e-02 Score 64.822 Data time: 0.3056, Forward time: 2.3264, Backward time: 3.0544, DDP time: 0.0039, Total iter time: 6.5874 [2020-11-08 13:33:37,730][root][INFO] - ===> Epoch[13](322/26): Loss 1.4967, Sem 1.1720, dir -0.3285, norm 0.6532, swav 0.0000 LR: 9.710e-02 Score 65.057 Data time: 0.2782, Forward time: 2.3283, Backward time: 3.0519, DDP time: 0.0039, Total iter time: 5.4931 [2020-11-08 13:33:43,015][root][INFO] - ===> Epoch[13](323/26): Loss 1.5867, Sem 1.3322, dir -0.3389, norm 0.5934, swav 0.0000 LR: 9.709e-02 Score 59.972 Data time: 0.1837, Forward time: 2.3274, Backward time: 3.0513, DDP time: 0.0039, Total iter time: 5.1662 [2020-11-08 13:33:49,469][root][INFO] - ===> Epoch[13](324/26): Loss 1.3810, Sem 1.1301, dir -0.2862, norm 0.5370, swav 0.0000 LR: 9.708e-02 Score 66.556 Data time: 0.2964, Forward time: 2.3291, Backward time: 3.0515, DDP time: 0.0039, Total iter time: 6.3459 [2020-11-08 13:33:55,095][root][INFO] - ===> Epoch[13](325/26): Loss 1.3901, Sem 1.1391, dir -0.3002, norm 0.5511, swav 0.0000 LR: 9.707e-02 Score 66.147 Data time: 0.2699, Forward time: 2.3307, Backward time: 3.0494, DDP time: 0.0039, Total iter time: 5.4882 [2020-11-08 13:33:59,940][root][INFO] - ===> Epoch[13](326/26): Loss 1.5042, Sem 1.1388, dir -0.2842, norm 0.6497, swav 0.0000 LR: 9.706e-02 Score 66.967 Data time: 0.2261, Forward time: 2.3315, Backward time: 3.0459, DDP time: 0.0038, Total iter time: 4.7269 [2020-11-08 13:34:06,335][root][INFO] - ===> Epoch[13](327/26): Loss 1.5055, Sem 1.1632, dir -0.2954, norm 0.6378, swav 0.0000 LR: 9.705e-02 Score 64.825 Data time: 0.2429, Forward time: 2.3308, Backward time: 3.0482, DDP time: 0.0039, Total iter time: 6.2790 [2020-11-08 13:34:12,919][root][INFO] - ===> Epoch[13](328/26): Loss 1.5890, Sem 1.2603, dir -0.2993, norm 0.6280, swav 0.0000 LR: 9.704e-02 Score 62.750 Data time: 0.2280, Forward time: 2.3313, Backward time: 3.0500, DDP time: 0.0039, Total iter time: 6.4716 [2020-11-08 13:34:18,106][root][INFO] - ===> Epoch[13](329/26): Loss 1.5883, Sem 1.2964, dir -0.3109, norm 0.6027, swav 0.0000 LR: 9.703e-02 Score 59.849 Data time: 0.1956, Forward time: 2.3304, Backward time: 3.0491, DDP time: 0.0039, Total iter time: 5.0601 [2020-11-08 13:34:23,378][root][INFO] - ===> Epoch[13](330/26): Loss 1.5200, Sem 1.1540, dir -0.2779, norm 0.6439, swav 0.0000 LR: 9.703e-02 Score 64.950 Data time: 0.2074, Forward time: 2.3302, Backward time: 3.0479, DDP time: 0.0039, Total iter time: 5.1678 [2020-11-08 13:34:28,242][root][INFO] - ===> Epoch[13](331/26): Loss 1.5142, Sem 1.1400, dir -0.2585, norm 0.6327, swav 0.0000 LR: 9.702e-02 Score 67.036 Data time: 0.2236, Forward time: 2.3305, Backward time: 3.0449, DDP time: 0.0039, Total iter time: 4.7342 [2020-11-08 13:34:34,328][root][INFO] - ===> Epoch[13](332/26): Loss 1.5971, Sem 1.2482, dir -0.3103, norm 0.6592, swav 0.0000 LR: 9.701e-02 Score 61.171 Data time: 0.1450, Forward time: 2.3289, Backward time: 3.0475, DDP time: 0.0039, Total iter time: 5.9859 [2020-11-08 13:34:39,991][root][INFO] - ===> Epoch[13](333/26): Loss 1.4800, Sem 1.1865, dir -0.3064, norm 0.5998, swav 0.0000 LR: 9.700e-02 Score 64.419 Data time: 0.1828, Forward time: 2.3275, Backward time: 3.0487, DDP time: 0.0039, Total iter time: 5.5855 [2020-11-08 13:34:46,343][root][INFO] - ===> Epoch[13](334/26): Loss 1.5417, Sem 1.2109, dir -0.2875, norm 0.6183, swav 0.0000 LR: 9.699e-02 Score 64.016 Data time: 0.2344, Forward time: 2.3274, Backward time: 3.0504, DDP time: 0.0039, Total iter time: 6.2422 [2020-11-08 13:34:52,394][root][INFO] - ===> Epoch[13](335/26): Loss 1.6021, Sem 1.1153, dir -0.2731, norm 0.7599, swav 0.0000 LR: 9.698e-02 Score 67.019 Data time: 0.1660, Forward time: 2.3257, Backward time: 3.0529, DDP time: 0.0039, Total iter time: 5.9361 [2020-11-08 13:34:57,195][root][INFO] - ===> Epoch[13](336/26): Loss 1.4295, Sem 1.1646, dir -0.3263, norm 0.5912, swav 0.0000 LR: 9.697e-02 Score 65.838 Data time: 0.1780, Forward time: 2.3231, Backward time: 3.0527, DDP time: 0.0039, Total iter time: 4.7063 [2020-11-08 13:35:03,735][root][INFO] - ===> Epoch[13](337/26): Loss 1.3892, Sem 1.1178, dir -0.3084, norm 0.5798, swav 0.0000 LR: 9.696e-02 Score 66.814 Data time: 0.2306, Forward time: 2.3232, Backward time: 3.0549, DDP time: 0.0039, Total iter time: 6.4743 [2020-11-08 13:35:10,463][root][INFO] - ===> Epoch[13](338/26): Loss 1.4480, Sem 1.1883, dir -0.3267, norm 0.5864, swav 0.0000 LR: 9.695e-02 Score 64.923 Data time: 0.3005, Forward time: 2.3250, Backward time: 3.0557, DDP time: 0.0039, Total iter time: 6.6032 [2020-11-08 13:35:15,824][root][INFO] - ===> Epoch[14](339/26): Loss 1.3162, Sem 1.1049, dir -0.3199, norm 0.5312, swav 0.0000 LR: 9.694e-02 Score 66.178 Data time: 0.2566, Forward time: 2.3262, Backward time: 3.0531, DDP time: 0.0039, Total iter time: 5.2211 [2020-11-08 13:35:22,445][root][INFO] - ===> Epoch[14](340/26): Loss 1.4964, Sem 1.1693, dir -0.2792, norm 0.6063, swav 0.0000 LR: 9.694e-02 Score 64.209 Data time: 0.1617, Forward time: 2.3247, Backward time: 3.0570, DDP time: 0.0039, Total iter time: 6.4927 [2020-11-08 13:35:28,785][root][INFO] - ===> Epoch[14](341/26): Loss 1.4916, Sem 1.1715, dir -0.3128, norm 0.6330, swav 0.0000 LR: 9.693e-02 Score 65.491 Data time: 0.1874, Forward time: 2.3236, Backward time: 3.0597, DDP time: 0.0039, Total iter time: 6.2391 [2020-11-08 13:35:34,729][root][INFO] - ===> Epoch[14](342/26): Loss 1.5089, Sem 1.1586, dir -0.2433, norm 0.5936, swav 0.0000 LR: 9.692e-02 Score 64.567 Data time: 0.2197, Forward time: 2.3241, Backward time: 3.0596, DDP time: 0.0039, Total iter time: 5.8187 [2020-11-08 13:35:40,078][root][INFO] - ===> Epoch[14](343/26): Loss 1.4265, Sem 1.1182, dir -0.2912, norm 0.5995, swav 0.0000 LR: 9.691e-02 Score 67.518 Data time: 0.2069, Forward time: 2.3239, Backward time: 3.0586, DDP time: 0.0039, Total iter time: 5.2053 [2020-11-08 13:35:46,033][root][INFO] - ===> Epoch[14](344/26): Loss 1.6391, Sem 1.2822, dir -0.2818, norm 0.6386, swav 0.0000 LR: 9.690e-02 Score 60.979 Data time: 0.1968, Forward time: 2.3230, Backward time: 3.0599, DDP time: 0.0039, Total iter time: 5.8314 [2020-11-08 13:35:50,924][root][INFO] - ===> Epoch[14](345/26): Loss 1.3198, Sem 1.0498, dir -0.3212, norm 0.5913, swav 0.0000 LR: 9.689e-02 Score 66.918 Data time: 0.1691, Forward time: 2.3214, Backward time: 3.0591, DDP time: 0.0039, Total iter time: 4.7759 [2020-11-08 13:35:55,893][root][INFO] - ===> Epoch[14](346/26): Loss 1.5640, Sem 1.2173, dir -0.2723, norm 0.6190, swav 0.0000 LR: 9.688e-02 Score 63.203 Data time: 0.2334, Forward time: 2.3217, Backward time: 3.0566, DDP time: 0.0038, Total iter time: 4.8799 [2020-11-08 13:36:01,696][root][INFO] - ===> Epoch[14](347/26): Loss 1.2877, Sem 1.0747, dir -0.3109, norm 0.5239, swav 0.0000 LR: 9.687e-02 Score 67.396 Data time: 0.2149, Forward time: 2.3215, Backward time: 3.0568, DDP time: 0.0038, Total iter time: 5.6748 [2020-11-08 13:36:08,240][root][INFO] - ===> Epoch[14](348/26): Loss 1.4673, Sem 1.1719, dir -0.2874, norm 0.5828, swav 0.0000 LR: 9.686e-02 Score 64.961 Data time: 0.3294, Forward time: 2.3244, Backward time: 3.0559, DDP time: 0.0038, Total iter time: 6.4174 [2020-11-08 13:36:12,912][root][INFO] - ===> Epoch[14](349/26): Loss 1.3781, Sem 1.0378, dir -0.3079, norm 0.6482, swav 0.0000 LR: 9.685e-02 Score 69.115 Data time: 0.1746, Forward time: 2.3233, Backward time: 3.0539, DDP time: 0.0038, Total iter time: 4.5544 [2020-11-08 13:36:18,463][root][INFO] - ===> Epoch[14](350/26): Loss 1.5225, Sem 1.1976, dir -0.3060, norm 0.6308, swav 0.0000 LR: 9.684e-02 Score 62.803 Data time: 0.2040, Forward time: 2.3224, Backward time: 3.0542, DDP time: 0.0038, Total iter time: 5.4493 [2020-11-08 13:36:23,999][root][INFO] - ===> Epoch[14](351/26): Loss 1.2642, Sem 1.0300, dir -0.3426, norm 0.5768, swav 0.0000 LR: 9.684e-02 Score 68.810 Data time: 0.2477, Forward time: 2.3237, Backward time: 3.0523, DDP time: 0.0038, Total iter time: 5.4220 [2020-11-08 13:36:29,546][root][INFO] - ===> Epoch[14](352/26): Loss 1.3762, Sem 1.0709, dir -0.3131, norm 0.6184, swav 0.0000 LR: 9.683e-02 Score 66.797 Data time: 0.1801, Forward time: 2.3226, Backward time: 3.0527, DDP time: 0.0038, Total iter time: 5.4147 [2020-11-08 13:36:35,642][root][INFO] - ===> Epoch[14](353/26): Loss 1.4044, Sem 1.1039, dir -0.3111, norm 0.6116, swav 0.0000 LR: 9.682e-02 Score 67.782 Data time: 0.2185, Forward time: 2.3225, Backward time: 3.0537, DDP time: 0.0038, Total iter time: 5.9744 [2020-11-08 13:36:41,299][root][INFO] - ===> Epoch[14](354/26): Loss 1.4089, Sem 1.1323, dir -0.3383, norm 0.6149, swav 0.0000 LR: 9.681e-02 Score 65.443 Data time: 0.1868, Forward time: 2.3215, Backward time: 3.0544, DDP time: 0.0038, Total iter time: 5.5360 [2020-11-08 13:36:46,841][root][INFO] - ===> Epoch[14](355/26): Loss 1.2880, Sem 1.0293, dir -0.2925, norm 0.5512, swav 0.0000 LR: 9.680e-02 Score 68.990 Data time: 0.1265, Forward time: 2.3189, Backward time: 3.0567, DDP time: 0.0039, Total iter time: 5.4449 [2020-11-08 13:36:52,626][root][INFO] - ===> Epoch[14](356/26): Loss 1.5519, Sem 1.2733, dir -0.3518, norm 0.6303, swav 0.0000 LR: 9.679e-02 Score 62.093 Data time: 0.1842, Forward time: 2.3174, Backward time: 3.0583, DDP time: 0.0039, Total iter time: 5.6967 [2020-11-08 13:36:58,174][root][INFO] - ===> Epoch[14](357/26): Loss 1.4850, Sem 1.1867, dir -0.3265, norm 0.6248, swav 0.0000 LR: 9.678e-02 Score 63.344 Data time: 0.2615, Forward time: 2.3184, Backward time: 3.0566, DDP time: 0.0039, Total iter time: 5.4243 [2020-11-08 13:37:04,446][root][INFO] - ===> Epoch[14](358/26): Loss 1.1821, Sem 1.0113, dir -0.3255, norm 0.4963, swav 0.0000 LR: 9.677e-02 Score 70.978 Data time: 0.1945, Forward time: 2.3172, Backward time: 3.0590, DDP time: 0.0039, Total iter time: 6.1412 [2020-11-08 13:37:09,421][root][INFO] - ===> Epoch[14](359/26): Loss 1.4055, Sem 1.1331, dir -0.3203, norm 0.5928, swav 0.0000 LR: 9.676e-02 Score 65.571 Data time: 0.2581, Forward time: 2.3176, Backward time: 3.0564, DDP time: 0.0039, Total iter time: 4.8610 [2020-11-08 13:37:14,833][root][INFO] - ===> Epoch[14](360/26): Loss 1.4650, Sem 1.1550, dir -0.3386, norm 0.6486, swav 0.0000 LR: 9.675e-02 Score 64.833 Data time: 0.2130, Forward time: 2.3172, Backward time: 3.0557, DDP time: 0.0039, Total iter time: 5.2729 [2020-11-08 13:37:21,226][root][INFO] - ===> Epoch[14](361/26): Loss 1.3310, Sem 1.1064, dir -0.3242, norm 0.5488, swav 0.0000 LR: 9.675e-02 Score 66.262 Data time: 0.3200, Forward time: 2.3201, Backward time: 3.0544, DDP time: 0.0039, Total iter time: 6.2726 [2020-11-08 13:37:26,113][root][INFO] - ===> Epoch[14](362/26): Loss 1.3345, Sem 1.0950, dir -0.3188, norm 0.5583, swav 0.0000 LR: 9.674e-02 Score 66.297 Data time: 0.2345, Forward time: 2.3207, Backward time: 3.0511, DDP time: 0.0039, Total iter time: 4.7562 [2020-11-08 13:37:31,191][root][INFO] - ===> Epoch[14](363/26): Loss 1.3839, Sem 1.0903, dir -0.3007, norm 0.5943, swav 0.0000 LR: 9.673e-02 Score 66.935 Data time: 0.2417, Forward time: 2.3209, Backward time: 3.0490, DDP time: 0.0039, Total iter time: 4.9641 [2020-11-08 13:37:36,442][root][INFO] - ===> Epoch[14](364/26): Loss 1.3695, Sem 1.1573, dir -0.3629, norm 0.5751, swav 0.0000 LR: 9.672e-02 Score 63.948 Data time: 0.2544, Forward time: 2.3215, Backward time: 3.0470, DDP time: 0.0039, Total iter time: 5.1228 [2020-11-08 13:37:41,792][root][INFO] - ===> Epoch[15](365/26): Loss 1.4044, Sem 1.1027, dir -0.2890, norm 0.5908, swav 0.0000 LR: 9.671e-02 Score 66.445 Data time: 0.2522, Forward time: 2.3215, Backward time: 3.0457, DDP time: 0.0039, Total iter time: 5.2197 [2020-11-08 13:37:49,230][root][INFO] - ===> Epoch[15](366/26): Loss 1.4078, Sem 1.1393, dir -0.3124, norm 0.5809, swav 0.0000 LR: 9.670e-02 Score 65.132 Data time: 0.4029, Forward time: 2.3253, Backward time: 3.0461, DDP time: 0.0039, Total iter time: 7.3250 [2020-11-08 13:37:54,244][root][INFO] - ===> Epoch[15](367/26): Loss 1.2328, Sem 1.0416, dir -0.3922, norm 0.5834, swav 0.0000 LR: 9.669e-02 Score 67.047 Data time: 0.2106, Forward time: 2.3259, Backward time: 3.0435, DDP time: 0.0039, Total iter time: 4.8756 [2020-11-08 13:38:01,617][root][INFO] - ===> Epoch[15](368/26): Loss 1.5557, Sem 1.1947, dir -0.3374, norm 0.6985, swav 0.0000 LR: 9.668e-02 Score 61.369 Data time: 0.1942, Forward time: 2.3249, Backward time: 3.0486, DDP time: 0.0039, Total iter time: 7.2534 [2020-11-08 13:38:06,980][root][INFO] - ===> Epoch[15](369/26): Loss 1.2334, Sem 1.0095, dir -0.3356, norm 0.5595, swav 0.0000 LR: 9.667e-02 Score 69.573 Data time: 0.2728, Forward time: 2.3248, Backward time: 3.0476, DDP time: 0.0039, Total iter time: 5.2612 [2020-11-08 13:38:12,287][root][INFO] - ===> Epoch[15](370/26): Loss 1.4088, Sem 1.1610, dir -0.3091, norm 0.5568, swav 0.0000 LR: 9.666e-02 Score 66.104 Data time: 0.2903, Forward time: 2.3260, Backward time: 3.0451, DDP time: 0.0039, Total iter time: 5.1944 [2020-11-08 13:38:17,463][root][INFO] - ===> Epoch[15](371/26): Loss 1.5539, Sem 1.1998, dir -0.3240, norm 0.6781, swav 0.0000 LR: 9.666e-02 Score 62.684 Data time: 0.2141, Forward time: 2.3258, Backward time: 3.0437, DDP time: 0.0039, Total iter time: 5.0420 [2020-11-08 13:38:23,149][root][INFO] - ===> Epoch[15](372/26): Loss 1.3429, Sem 1.1200, dir -0.3121, norm 0.5351, swav 0.0000 LR: 9.665e-02 Score 66.054 Data time: 0.2304, Forward time: 2.3258, Backward time: 3.0433, DDP time: 0.0039, Total iter time: 5.5626 [2020-11-08 13:38:29,163][root][INFO] - ===> Epoch[15](373/26): Loss 1.2832, Sem 1.0553, dir -0.3281, norm 0.5561, swav 0.0000 LR: 9.664e-02 Score 66.529 Data time: 0.2421, Forward time: 2.3265, Backward time: 3.0433, DDP time: 0.0039, Total iter time: 5.9036 [2020-11-08 13:38:36,068][root][INFO] - ===> Epoch[15](374/26): Loss 1.2905, Sem 1.1198, dir -0.3573, norm 0.5280, swav 0.0000 LR: 9.663e-02 Score 65.570 Data time: 0.1964, Forward time: 2.3257, Backward time: 3.0469, DDP time: 0.0039, Total iter time: 6.7712 [2020-11-08 13:38:41,951][root][INFO] - ===> Epoch[15](375/26): Loss 1.4430, Sem 1.1649, dir -0.3541, norm 0.6322, swav 0.0000 LR: 9.662e-02 Score 66.038 Data time: 0.1969, Forward time: 2.3249, Backward time: 3.0480, DDP time: 0.0039, Total iter time: 5.7868 [2020-11-08 13:38:47,502][root][INFO] - ===> Epoch[15](376/26): Loss 1.4888, Sem 1.1589, dir -0.2867, norm 0.6166, swav 0.0000 LR: 9.661e-02 Score 64.306 Data time: 0.2175, Forward time: 2.3243, Backward time: 3.0479, DDP time: 0.0039, Total iter time: 5.4247 [2020-11-08 13:38:53,511][root][INFO] - ===> Epoch[15](377/26): Loss 1.4831, Sem 1.2587, dir -0.3544, norm 0.5789, swav 0.0000 LR: 9.660e-02 Score 61.426 Data time: 0.2876, Forward time: 2.3260, Backward time: 3.0468, DDP time: 0.0039, Total iter time: 5.8923 [2020-11-08 13:38:58,213][root][INFO] - ===> Epoch[15](378/26): Loss 1.5334, Sem 1.2741, dir -0.3214, norm 0.5807, swav 0.0000 LR: 9.659e-02 Score 61.901 Data time: 0.2314, Forward time: 2.3260, Backward time: 3.0440, DDP time: 0.0039, Total iter time: 4.5628 [2020-11-08 13:39:04,040][root][INFO] - ===> Epoch[15](379/26): Loss 1.2705, Sem 1.0277, dir -0.3051, norm 0.5479, swav 0.0000 LR: 9.658e-02 Score 70.483 Data time: 0.2339, Forward time: 2.3259, Backward time: 3.0442, DDP time: 0.0039, Total iter time: 5.7162 [2020-11-08 13:39:10,094][root][INFO] - ===> Epoch[15](380/26): Loss 1.3522, Sem 1.1303, dir -0.3345, norm 0.5564, swav 0.0000 LR: 9.657e-02 Score 65.938 Data time: 0.3125, Forward time: 2.3279, Backward time: 3.0428, DDP time: 0.0039, Total iter time: 5.9411 [2020-11-08 13:39:17,312][root][INFO] - ===> Epoch[15](381/26): Loss 1.3841, Sem 1.1464, dir -0.3330, norm 0.5707, swav 0.0000 LR: 9.656e-02 Score 66.390 Data time: 0.2154, Forward time: 2.3281, Backward time: 3.0462, DDP time: 0.0039, Total iter time: 7.0944 [2020-11-08 13:39:22,194][root][INFO] - ===> Epoch[15](382/26): Loss 1.1692, Sem 0.9693, dir -0.2980, norm 0.4979, swav 0.0000 LR: 9.656e-02 Score 70.144 Data time: 0.1614, Forward time: 2.3264, Backward time: 3.0457, DDP time: 0.0039, Total iter time: 4.7759 [2020-11-08 13:39:28,327][root][INFO] - ===> Epoch[15](383/26): Loss 1.4287, Sem 1.1975, dir -0.3640, norm 0.5951, swav 0.0000 LR: 9.655e-02 Score 64.082 Data time: 0.2267, Forward time: 2.3265, Backward time: 3.0466, DDP time: 0.0039, Total iter time: 6.0631 [2020-11-08 13:39:34,210][root][INFO] - ===> Epoch[15](384/26): Loss 1.2234, Sem 1.0129, dir -0.3625, norm 0.5731, swav 0.0000 LR: 9.654e-02 Score 70.479 Data time: 0.2622, Forward time: 2.3272, Backward time: 3.0461, DDP time: 0.0039, Total iter time: 5.7576 [2020-11-08 13:39:40,206][root][INFO] - ===> Epoch[15](385/26): Loss 1.4245, Sem 1.0875, dir -0.3198, norm 0.6568, swav 0.0000 LR: 9.653e-02 Score 67.185 Data time: 0.2451, Forward time: 2.3277, Backward time: 3.0460, DDP time: 0.0039, Total iter time: 5.8686 [2020-11-08 13:39:45,542][root][INFO] - ===> Epoch[15](386/26): Loss 1.4257, Sem 1.1754, dir -0.3464, norm 0.5967, swav 0.0000 LR: 9.652e-02 Score 66.755 Data time: 0.2333, Forward time: 2.3283, Backward time: 3.0443, DDP time: 0.0039, Total iter time: 5.2207 [2020-11-08 13:39:51,011][root][INFO] - ===> Epoch[15](387/26): Loss 1.1943, Sem 1.0218, dir -0.3508, norm 0.5234, swav 0.0000 LR: 9.651e-02 Score 70.080 Data time: 0.1945, Forward time: 2.3264, Backward time: 3.0454, DDP time: 0.0039, Total iter time: 5.3655 [2020-11-08 13:39:56,104][root][INFO] - ===> Epoch[15](388/26): Loss 1.3880, Sem 1.1853, dir -0.3507, norm 0.5534, swav 0.0000 LR: 9.650e-02 Score 63.388 Data time: 0.2476, Forward time: 2.3272, Backward time: 3.0430, DDP time: 0.0039, Total iter time: 5.0122 [2020-11-08 13:40:02,215][root][INFO] - ===> Epoch[15](389/26): Loss 1.2533, Sem 1.0644, dir -0.3597, norm 0.5485, swav 0.0000 LR: 9.649e-02 Score 67.684 Data time: 0.2332, Forward time: 2.3271, Backward time: 3.0438, DDP time: 0.0039, Total iter time: 5.9998 [2020-11-08 13:40:08,726][root][INFO] - ===> Epoch[15](390/26): Loss 1.3401, Sem 1.1290, dir -0.3606, norm 0.5717, swav 0.0000 LR: 9.648e-02 Score 64.106 Data time: 0.2365, Forward time: 2.3271, Backward time: 3.0456, DDP time: 0.0039, Total iter time: 6.4039 [2020-11-08 13:40:14,854][root][INFO] - ===> Epoch[16](391/26): Loss 1.2391, Sem 1.0567, dir -0.3751, norm 0.5575, swav 0.0000 LR: 9.647e-02 Score 67.217 Data time: 0.2090, Forward time: 2.3270, Backward time: 3.0466, DDP time: 0.0039, Total iter time: 6.0162 [2020-11-08 13:40:20,082][root][INFO] - ===> Epoch[16](392/26): Loss 1.3455, Sem 1.0935, dir -0.3385, norm 0.5905, swav 0.0000 LR: 9.647e-02 Score 67.149 Data time: 0.1946, Forward time: 2.3261, Backward time: 3.0460, DDP time: 0.0039, Total iter time: 5.0959 [2020-11-08 13:40:25,287][root][INFO] - ===> Epoch[16](393/26): Loss 1.3828, Sem 1.2072, dir -0.3656, norm 0.5413, swav 0.0000 LR: 9.646e-02 Score 63.244 Data time: 0.2000, Forward time: 2.3255, Backward time: 3.0453, DDP time: 0.0039, Total iter time: 5.0887 [2020-11-08 13:40:30,225][root][INFO] - ===> Epoch[16](394/26): Loss 1.4128, Sem 1.1935, dir -0.3787, norm 0.5980, swav 0.0000 LR: 9.645e-02 Score 63.764 Data time: 0.1313, Forward time: 2.3234, Backward time: 3.0454, DDP time: 0.0039, Total iter time: 4.8288 [2020-11-08 13:40:36,959][root][INFO] - ===> Epoch[16](395/26): Loss 1.1854, Sem 1.0028, dir -0.3652, norm 0.5478, swav 0.0000 LR: 9.644e-02 Score 68.948 Data time: 0.1392, Forward time: 2.3210, Backward time: 3.0503, DDP time: 0.0039, Total iter time: 6.6534 [2020-11-08 13:40:43,333][root][INFO] - ===> Epoch[16](396/26): Loss 1.4370, Sem 1.1640, dir -0.3156, norm 0.5886, swav 0.0000 LR: 9.643e-02 Score 65.837 Data time: 0.1720, Forward time: 2.3200, Backward time: 3.0529, DDP time: 0.0039, Total iter time: 6.2811 [2020-11-08 13:40:48,907][root][INFO] - ===> Epoch[16](397/26): Loss 1.2633, Sem 1.1060, dir -0.3850, norm 0.5423, swav 0.0000 LR: 9.642e-02 Score 64.865 Data time: 0.2046, Forward time: 2.3189, Backward time: 3.0534, DDP time: 0.0039, Total iter time: 5.4619 [2020-11-08 13:40:54,454][root][INFO] - ===> Epoch[16](398/26): Loss 1.5212, Sem 1.2159, dir -0.3311, norm 0.6364, swav 0.0000 LR: 9.641e-02 Score 63.903 Data time: 0.2942, Forward time: 2.3201, Backward time: 3.0516, DDP time: 0.0039, Total iter time: 5.4361 [2020-11-08 13:41:01,126][root][INFO] - ===> Epoch[16](399/26): Loss 1.1678, Sem 1.0172, dir -0.3289, norm 0.4795, swav 0.0000 LR: 9.640e-02 Score 68.323 Data time: 0.3555, Forward time: 2.3228, Backward time: 3.0510, DDP time: 0.0039, Total iter time: 6.5417 [2020-11-08 13:41:07,663][root][INFO] - ===> Epoch[16](400/26): Loss 1.2996, Sem 1.0749, dir -0.3690, norm 0.5936, swav 0.0000 LR: 9.639e-02 Score 65.244 Data time: 0.1538, Forward time: 2.3215, Backward time: 3.0540, DDP time: 0.0039, Total iter time: 6.3772 [2020-11-08 13:41:13,355][root][INFO] - ===> Epoch[16](401/26): Loss 1.3429, Sem 1.1409, dir -0.3832, norm 0.5852, swav 0.0000 LR: 9.638e-02 Score 64.034 Data time: 0.1880, Forward time: 2.3205, Backward time: 3.0548, DDP time: 0.0039, Total iter time: 5.5998 [2020-11-08 13:41:19,428][root][INFO] - ===> Epoch[16](402/26): Loss 1.2139, Sem 1.0647, dir -0.4006, norm 0.5497, swav 0.0000 LR: 9.637e-02 Score 66.468 Data time: 0.2295, Forward time: 2.3207, Backward time: 3.0553, DDP time: 0.0039, Total iter time: 5.9599 [2020-11-08 13:41:25,318][root][INFO] - ===> Epoch[16](403/26): Loss 1.2806, Sem 1.0174, dir -0.3495, norm 0.6127, swav 0.0000 LR: 9.637e-02 Score 67.630 Data time: 0.2080, Forward time: 2.3204, Backward time: 3.0559, DDP time: 0.0039, Total iter time: 5.7851 [2020-11-08 13:41:30,294][root][INFO] - ===> Epoch[16](404/26): Loss 1.3438, Sem 1.0842, dir -0.3395, norm 0.5992, swav 0.0000 LR: 9.636e-02 Score 66.635 Data time: 0.2022, Forward time: 2.3200, Backward time: 3.0544, DDP time: 0.0039, Total iter time: 4.8767 [2020-11-08 13:41:36,943][root][INFO] - ===> Epoch[16](405/26): Loss 1.1359, Sem 1.0234, dir -0.3890, norm 0.5015, swav 0.0000 LR: 9.635e-02 Score 68.391 Data time: 0.2137, Forward time: 2.3197, Backward time: 3.0568, DDP time: 0.0039, Total iter time: 6.5349 [2020-11-08 13:41:43,889][root][INFO] - ===> Epoch[16](406/26): Loss 1.3644, Sem 1.0652, dir -0.3126, norm 0.6118, swav 0.0000 LR: 9.634e-02 Score 68.754 Data time: 0.2686, Forward time: 2.3207, Backward time: 3.0585, DDP time: 0.0039, Total iter time: 6.8504 [2020-11-08 13:41:49,492][root][INFO] - ===> Epoch[16](407/26): Loss 1.2123, Sem 1.0356, dir -0.3754, norm 0.5521, swav 0.0000 LR: 9.633e-02 Score 68.891 Data time: 0.2473, Forward time: 2.3211, Backward time: 3.0576, DDP time: 0.0039, Total iter time: 5.4601 [2020-11-08 13:41:54,433][root][INFO] - ===> Epoch[16](408/26): Loss 1.4157, Sem 1.1281, dir -0.3037, norm 0.5913, swav 0.0000 LR: 9.632e-02 Score 67.492 Data time: 0.1642, Forward time: 2.3198, Backward time: 3.0570, DDP time: 0.0039, Total iter time: 4.8386 [2020-11-08 13:41:59,651][root][INFO] - ===> Epoch[16](409/26): Loss 1.3343, Sem 1.0888, dir -0.3717, norm 0.6172, swav 0.0000 LR: 9.631e-02 Score 67.378 Data time: 0.1360, Forward time: 2.3178, Backward time: 3.0578, DDP time: 0.0039, Total iter time: 5.1450 [2020-11-08 13:42:04,885][root][INFO] - ===> Epoch[16](410/26): Loss 1.2259, Sem 1.0659, dir -0.3654, norm 0.5254, swav 0.0000 LR: 9.630e-02 Score 67.309 Data time: 0.1630, Forward time: 2.3162, Backward time: 3.0583, DDP time: 0.0039, Total iter time: 5.1803 [2020-11-08 13:42:09,987][root][INFO] - ===> Epoch[16](411/26): Loss 1.3747, Sem 1.0855, dir -0.2896, norm 0.5788, swav 0.0000 LR: 9.629e-02 Score 65.875 Data time: 0.2226, Forward time: 2.3159, Backward time: 3.0570, DDP time: 0.0039, Total iter time: 5.0066 [2020-11-08 13:42:14,706][root][INFO] - ===> Epoch[16](412/26): Loss 1.2913, Sem 1.0691, dir -0.3696, norm 0.5918, swav 0.0000 LR: 9.628e-02 Score 66.505 Data time: 0.1790, Forward time: 2.3150, Backward time: 3.0555, DDP time: 0.0039, Total iter time: 4.6075 [2020-11-08 13:42:20,842][root][INFO] - ===> Epoch[16](413/26): Loss 1.1915, Sem 0.9732, dir -0.3245, norm 0.5428, swav 0.0000 LR: 9.628e-02 Score 71.191 Data time: 0.1315, Forward time: 2.3128, Backward time: 3.0586, DDP time: 0.0039, Total iter time: 6.0540 [2020-11-08 13:42:26,142][root][INFO] - ===> Epoch[16](414/26): Loss 1.3683, Sem 1.1490, dir -0.3679, norm 0.5873, swav 0.0000 LR: 9.627e-02 Score 64.856 Data time: 0.2130, Forward time: 2.3125, Backward time: 3.0580, DDP time: 0.0039, Total iter time: 5.2488 [2020-11-08 13:42:32,098][root][INFO] - ===> Epoch[16](415/26): Loss 1.4553, Sem 1.2055, dir -0.3727, norm 0.6224, swav 0.0000 LR: 9.626e-02 Score 62.975 Data time: 0.2880, Forward time: 2.3142, Backward time: 3.0567, DDP time: 0.0039, Total iter time: 5.8378 [2020-11-08 13:42:37,859][root][INFO] - ===> Epoch[16](416/26): Loss 1.3214, Sem 1.1033, dir -0.3641, norm 0.5822, swav 0.0000 LR: 9.625e-02 Score 65.265 Data time: 0.2128, Forward time: 2.3142, Backward time: 3.0566, DDP time: 0.0039, Total iter time: 5.6337 [2020-11-08 13:42:43,407][root][INFO] - ===> Epoch[17](417/26): Loss 1.2951, Sem 1.0740, dir -0.3626, norm 0.5837, swav 0.0000 LR: 9.624e-02 Score 66.953 Data time: 0.2821, Forward time: 2.3154, Backward time: 3.0548, DDP time: 0.0039, Total iter time: 5.4144 [2020-11-08 13:42:48,607][root][INFO] - ===> Epoch[17](418/26): Loss 1.2493, Sem 0.9905, dir -0.3380, norm 0.5968, swav 0.0000 LR: 9.623e-02 Score 69.250 Data time: 0.2121, Forward time: 2.3148, Backward time: 3.0540, DDP time: 0.0039, Total iter time: 5.0682 [2020-11-08 13:42:53,972][root][INFO] - ===> Epoch[17](419/26): Loss 1.3236, Sem 1.1121, dir -0.3453, norm 0.5568, swav 0.0000 LR: 9.622e-02 Score 64.737 Data time: 0.1278, Forward time: 2.3125, Backward time: 3.0556, DDP time: 0.0039, Total iter time: 5.2439 [2020-11-08 13:42:58,704][root][INFO] - ===> Epoch[17](420/26): Loss 1.3189, Sem 1.1141, dir -0.3617, norm 0.5665, swav 0.0000 LR: 9.621e-02 Score 66.355 Data time: 0.1728, Forward time: 2.3110, Backward time: 3.0549, DDP time: 0.0039, Total iter time: 4.6628 [2020-11-08 13:43:03,726][root][INFO] - ===> Epoch[17](421/26): Loss 1.3589, Sem 1.0738, dir -0.3422, norm 0.6273, swav 0.0000 LR: 9.620e-02 Score 66.847 Data time: 0.2008, Forward time: 2.3106, Backward time: 3.0536, DDP time: 0.0039, Total iter time: 4.9248 [2020-11-08 13:43:09,207][root][INFO] - ===> Epoch[17](422/26): Loss 1.2391, Sem 1.0013, dir -0.3258, norm 0.5635, swav 0.0000 LR: 9.619e-02 Score 68.806 Data time: 0.2141, Forward time: 2.3097, Backward time: 3.0538, DDP time: 0.0039, Total iter time: 5.3631 [2020-11-08 13:43:16,175][root][INFO] - ===> Epoch[17](423/26): Loss 1.2996, Sem 1.1235, dir -0.4141, norm 0.5902, swav 0.0000 LR: 9.619e-02 Score 65.181 Data time: 0.1812, Forward time: 2.3090, Backward time: 3.0572, DDP time: 0.0039, Total iter time: 6.8594 [2020-11-08 13:43:21,339][root][INFO] - ===> Epoch[17](424/26): Loss 1.2815, Sem 0.9886, dir -0.3184, norm 0.6113, swav 0.0000 LR: 9.618e-02 Score 68.770 Data time: 0.1478, Forward time: 2.3072, Backward time: 3.0577, DDP time: 0.0039, Total iter time: 5.0425 [2020-11-08 13:43:25,967][root][INFO] - ===> Epoch[17](425/26): Loss 1.2911, Sem 1.1047, dir -0.3833, norm 0.5697, swav 0.0000 LR: 9.617e-02 Score 65.646 Data time: 0.2334, Forward time: 2.3071, Backward time: 3.0553, DDP time: 0.0039, Total iter time: 4.5328 [2020-11-08 13:43:31,929][root][INFO] - ===> Epoch[17](426/26): Loss 1.4390, Sem 1.1345, dir -0.3262, norm 0.6306, swav 0.0000 LR: 9.616e-02 Score 63.085 Data time: 0.2567, Forward time: 2.3081, Backward time: 3.0547, DDP time: 0.0039, Total iter time: 5.8566 [2020-11-08 13:43:37,795][root][INFO] - ===> Epoch[17](427/26): Loss 1.2657, Sem 1.0263, dir -0.3608, norm 0.6002, swav 0.0000 LR: 9.615e-02 Score 67.865 Data time: 0.1859, Forward time: 2.3073, Backward time: 3.0556, DDP time: 0.0039, Total iter time: 5.7243 [2020-11-08 13:43:43,598][root][INFO] - ===> Epoch[17](428/26): Loss 1.3707, Sem 1.1732, dir -0.3878, norm 0.5853, swav 0.0000 LR: 9.614e-02 Score 64.598 Data time: 0.2605, Forward time: 2.3075, Backward time: 3.0555, DDP time: 0.0039, Total iter time: 5.6932 [2020-11-08 13:43:48,641][root][INFO] - ===> Epoch[17](429/26): Loss 1.3149, Sem 1.0935, dir -0.3443, norm 0.5657, swav 0.0000 LR: 9.613e-02 Score 65.867 Data time: 0.2449, Forward time: 2.3076, Backward time: 3.0535, DDP time: 0.0039, Total iter time: 4.9183 [2020-11-08 13:43:53,834][root][INFO] - ===> Epoch[17](430/26): Loss 1.2316, Sem 1.0188, dir -0.3669, norm 0.5797, swav 0.0000 LR: 9.612e-02 Score 68.520 Data time: 0.1801, Forward time: 2.3068, Backward time: 3.0529, DDP time: 0.0039, Total iter time: 5.0682 [2020-11-08 13:44:00,667][root][INFO] - ===> Epoch[17](431/26): Loss 1.3700, Sem 1.0850, dir -0.3605, norm 0.6455, swav 0.0000 LR: 9.611e-02 Score 67.102 Data time: 0.1991, Forward time: 2.3063, Backward time: 3.0559, DDP time: 0.0039, Total iter time: 6.7237 [2020-11-08 13:44:05,019][root][INFO] - ===> Epoch[17](432/26): Loss 1.2445, Sem 1.0636, dir -0.3583, norm 0.5393, swav 0.0000 LR: 9.610e-02 Score 67.724 Data time: 0.1797, Forward time: 2.3053, Backward time: 3.0537, DDP time: 0.0039, Total iter time: 4.2389 [2020-11-08 13:44:11,453][root][INFO] - ===> Epoch[17](433/26): Loss 1.3322, Sem 1.0911, dir -0.3591, norm 0.6002, swav 0.0000 LR: 9.609e-02 Score 66.322 Data time: 0.2664, Forward time: 2.3065, Backward time: 3.0541, DDP time: 0.0039, Total iter time: 6.3497 [2020-11-08 13:44:16,700][root][INFO] - ===> Epoch[17](434/26): Loss 1.2679, Sem 1.0620, dir -0.3933, norm 0.5992, swav 0.0000 LR: 9.609e-02 Score 66.712 Data time: 0.2209, Forward time: 2.3069, Backward time: 3.0525, DDP time: 0.0039, Total iter time: 5.0893 [2020-11-08 13:44:21,203][root][INFO] - ===> Epoch[17](435/26): Loss 1.3126, Sem 1.0931, dir -0.3235, norm 0.5430, swav 0.0000 LR: 9.608e-02 Score 67.437 Data time: 0.1933, Forward time: 2.3066, Backward time: 3.0500, DDP time: 0.0039, Total iter time: 4.3769 [2020-11-08 13:44:26,341][root][INFO] - ===> Epoch[17](436/26): Loss 1.3716, Sem 1.0514, dir -0.3284, norm 0.6486, swav 0.0000 LR: 9.607e-02 Score 67.937 Data time: 0.1909, Forward time: 2.3061, Backward time: 3.0493, DDP time: 0.0039, Total iter time: 5.0274 [2020-11-08 13:44:32,535][root][INFO] - ===> Epoch[17](437/26): Loss 1.4853, Sem 1.2287, dir -0.3713, norm 0.6279, swav 0.0000 LR: 9.606e-02 Score 63.681 Data time: 0.2104, Forward time: 2.3057, Backward time: 3.0506, DDP time: 0.0039, Total iter time: 6.0909 [2020-11-08 13:44:38,396][root][INFO] - ===> Epoch[17](438/26): Loss 1.2828, Sem 1.0701, dir -0.3214, norm 0.5342, swav 0.0000 LR: 9.605e-02 Score 68.948 Data time: 0.1921, Forward time: 2.3053, Backward time: 3.0511, DDP time: 0.0039, Total iter time: 5.7322 [2020-11-08 13:44:43,664][root][INFO] - ===> Epoch[17](439/26): Loss 1.2601, Sem 1.0739, dir -0.3782, norm 0.5645, swav 0.0000 LR: 9.604e-02 Score 66.172 Data time: 0.1206, Forward time: 2.3031, Backward time: 3.0526, DDP time: 0.0039, Total iter time: 5.1737 [2020-11-08 13:44:49,760][root][INFO] - ===> Epoch[17](440/26): Loss 1.3311, Sem 1.0832, dir -0.3426, norm 0.5905, swav 0.0000 LR: 9.603e-02 Score 66.946 Data time: 0.2347, Forward time: 2.3034, Backward time: 3.0532, DDP time: 0.0039, Total iter time: 6.0508 [2020-11-08 13:44:54,769][root][INFO] - ===> Epoch[17](441/26): Loss 1.4042, Sem 1.1013, dir -0.3237, norm 0.6266, swav 0.0000 LR: 9.602e-02 Score 65.202 Data time: 0.2536, Forward time: 2.3039, Backward time: 3.0511, DDP time: 0.0039, Total iter time: 4.8981 [2020-11-08 13:45:00,394][root][INFO] - ===> Epoch[17](442/26): Loss 1.4510, Sem 1.2174, dir -0.3129, norm 0.5465, swav 0.0000 LR: 9.601e-02 Score 63.397 Data time: 0.2599, Forward time: 2.3052, Backward time: 3.0495, DDP time: 0.0039, Total iter time: 5.5219 [2020-11-08 13:45:06,371][root][INFO] - ===> Epoch[18](443/26): Loss 1.3450, Sem 1.1349, dir -0.3379, norm 0.5480, swav 0.0000 LR: 9.600e-02 Score 65.672 Data time: 0.2071, Forward time: 2.3051, Backward time: 3.0501, DDP time: 0.0039, Total iter time: 5.8590 [2020-11-08 13:45:12,657][root][INFO] - ===> Epoch[18](444/26): Loss 1.2861, Sem 1.0789, dir -0.3660, norm 0.5733, swav 0.0000 LR: 9.600e-02 Score 66.913 Data time: 0.1640, Forward time: 2.3041, Backward time: 3.0523, DDP time: 0.0039, Total iter time: 6.1944 [2020-11-08 13:45:18,860][root][INFO] - ===> Epoch[18](445/26): Loss 1.3410, Sem 1.1198, dir -0.3562, norm 0.5773, swav 0.0000 LR: 9.599e-02 Score 64.454 Data time: 0.2006, Forward time: 2.3040, Backward time: 3.0536, DDP time: 0.0039, Total iter time: 6.1558 [2020-11-08 13:45:26,164][root][INFO] - ===> Epoch[18](446/26): Loss 1.2854, Sem 1.0397, dir -0.3431, norm 0.5888, swav 0.0000 LR: 9.598e-02 Score 67.459 Data time: 0.1887, Forward time: 2.3035, Backward time: 3.0575, DDP time: 0.0039, Total iter time: 7.2109 [2020-11-08 13:45:31,685][root][INFO] - ===> Epoch[18](447/26): Loss 1.3715, Sem 1.0602, dir -0.3205, norm 0.6318, swav 0.0000 LR: 9.597e-02 Score 69.647 Data time: 0.2153, Forward time: 2.3036, Backward time: 3.0569, DDP time: 0.0039, Total iter time: 5.4399 [2020-11-08 13:45:37,947][root][INFO] - ===> Epoch[18](448/26): Loss 1.3688, Sem 1.1263, dir -0.3314, norm 0.5738, swav 0.0000 LR: 9.596e-02 Score 64.937 Data time: 0.2446, Forward time: 2.3036, Backward time: 3.0580, DDP time: 0.0039, Total iter time: 6.1690 [2020-11-08 13:45:43,931][root][INFO] - ===> Epoch[18](449/26): Loss 1.1504, Sem 1.0150, dir -0.3664, norm 0.5018, swav 0.0000 LR: 9.595e-02 Score 68.080 Data time: 0.1413, Forward time: 2.3021, Backward time: 3.0600, DDP time: 0.0039, Total iter time: 5.8744 [2020-11-08 13:45:50,166][root][INFO] - ===> Epoch[18](450/26): Loss 1.1087, Sem 0.9531, dir -0.3870, norm 0.5426, swav 0.0000 LR: 9.594e-02 Score 69.577 Data time: 0.2196, Forward time: 2.3008, Backward time: 3.0623, DDP time: 0.0039, Total iter time: 6.1596 [2020-11-08 13:45:55,382][root][INFO] - ===> Epoch[18](451/26): Loss 1.3529, Sem 1.1359, dir -0.3610, norm 0.5780, swav 0.0000 LR: 9.593e-02 Score 65.000 Data time: 0.2506, Forward time: 2.3009, Backward time: 3.0610, DDP time: 0.0039, Total iter time: 5.1318 [2020-11-08 13:46:01,447][root][INFO] - ===> Epoch[18](452/26): Loss 1.2539, Sem 0.9937, dir -0.3178, norm 0.5779, swav 0.0000 LR: 9.592e-02 Score 69.135 Data time: 0.2839, Forward time: 2.3025, Backward time: 3.0600, DDP time: 0.0039, Total iter time: 5.9619 [2020-11-08 13:46:07,343][root][INFO] - ===> Epoch[18](453/26): Loss 1.2036, Sem 1.0146, dir -0.4096, norm 0.5985, swav 0.0000 LR: 9.591e-02 Score 67.942 Data time: 0.2081, Forward time: 2.3021, Backward time: 3.0607, DDP time: 0.0039, Total iter time: 5.7552 [2020-11-08 13:46:14,222][root][INFO] - ===> Epoch[18](454/26): Loss 1.1518, Sem 1.0304, dir -0.3961, norm 0.5175, swav 0.0000 LR: 9.590e-02 Score 67.926 Data time: 0.2060, Forward time: 2.3015, Backward time: 3.0636, DDP time: 0.0039, Total iter time: 6.7766 [2020-11-08 13:46:20,216][root][INFO] - ===> Epoch[18](455/26): Loss 1.4075, Sem 1.1502, dir -0.3641, norm 0.6213, swav 0.0000 LR: 9.590e-02 Score 62.887 Data time: 0.2642, Forward time: 2.3026, Backward time: 3.0631, DDP time: 0.0039, Total iter time: 5.8859 [2020-11-08 13:46:25,968][root][INFO] - ===> Epoch[18](456/26): Loss 1.1950, Sem 0.9898, dir -0.3616, norm 0.5668, swav 0.0000 LR: 9.589e-02 Score 69.904 Data time: 0.2015, Forward time: 2.3022, Backward time: 3.0634, DDP time: 0.0039, Total iter time: 5.6150 [2020-11-08 13:46:31,383][root][INFO] - ===> Epoch[18](457/26): Loss 1.1387, Sem 0.9695, dir -0.3901, norm 0.5593, swav 0.0000 LR: 9.588e-02 Score 70.245 Data time: 0.2101, Forward time: 2.3021, Backward time: 3.0628, DDP time: 0.0039, Total iter time: 5.2922 [2020-11-08 13:46:36,248][root][INFO] - ===> Epoch[18](458/26): Loss 1.1340, Sem 0.9685, dir -0.3761, norm 0.5415, swav 0.0000 LR: 9.587e-02 Score 70.117 Data time: 0.1518, Forward time: 2.3005, Backward time: 3.0624, DDP time: 0.0039, Total iter time: 4.7324 [2020-11-08 13:46:42,459][root][INFO] - ===> Epoch[18](459/26): Loss 1.3753, Sem 1.1540, dir -0.3546, norm 0.5758, swav 0.0000 LR: 9.586e-02 Score 63.888 Data time: 0.1950, Forward time: 2.2996, Backward time: 3.0643, DDP time: 0.0039, Total iter time: 6.1417 [2020-11-08 13:46:47,407][root][INFO] - ===> Epoch[18](460/26): Loss 1.3280, Sem 1.1279, dir -0.3799, norm 0.5800, swav 0.0000 LR: 9.585e-02 Score 63.469 Data time: 0.2482, Forward time: 2.3000, Backward time: 3.0622, DDP time: 0.0039, Total iter time: 4.8347 [2020-11-08 13:46:52,789][root][INFO] - ===> Epoch[18](461/26): Loss 1.2498, Sem 0.9957, dir -0.3751, norm 0.6292, swav 0.0000 LR: 9.584e-02 Score 69.721 Data time: 0.2425, Forward time: 2.3005, Backward time: 3.0608, DDP time: 0.0039, Total iter time: 5.2461 [2020-11-08 13:46:58,906][root][INFO] - ===> Epoch[18](462/26): Loss 1.2544, Sem 1.0886, dir -0.3883, norm 0.5541, swav 0.0000 LR: 9.583e-02 Score 67.098 Data time: 0.2761, Forward time: 2.3020, Backward time: 3.0601, DDP time: 0.0039, Total iter time: 5.9785 [2020-11-08 13:47:04,424][root][INFO] - ===> Epoch[18](463/26): Loss 1.3106, Sem 1.1147, dir -0.4155, norm 0.6115, swav 0.0000 LR: 9.582e-02 Score 65.444 Data time: 0.1801, Forward time: 2.3012, Backward time: 3.0603, DDP time: 0.0039, Total iter time: 5.3980 [2020-11-08 13:47:10,493][root][INFO] - ===> Epoch[18](464/26): Loss 1.1305, Sem 0.9540, dir -0.3990, norm 0.5754, swav 0.0000 LR: 9.581e-02 Score 70.428 Data time: 0.1625, Forward time: 2.2998, Backward time: 3.0624, DDP time: 0.0039, Total iter time: 5.9832 [2020-11-08 13:47:17,217][root][INFO] - ===> Epoch[18](465/26): Loss 1.2290, Sem 1.1336, dir -0.3919, norm 0.4874, swav 0.0000 LR: 9.581e-02 Score 66.682 Data time: 0.2236, Forward time: 2.3000, Backward time: 3.0643, DDP time: 0.0039, Total iter time: 6.6495 [2020-11-08 13:47:23,326][root][INFO] - ===> Epoch[18](466/26): Loss 1.3941, Sem 1.1139, dir -0.3881, norm 0.6683, swav 0.0000 LR: 9.580e-02 Score 64.605 Data time: 0.2017, Forward time: 2.2993, Backward time: 3.0657, DDP time: 0.0039, Total iter time: 5.9976 [2020-11-08 13:47:29,349][root][INFO] - ===> Epoch[18](467/26): Loss 1.3283, Sem 1.1165, dir -0.3602, norm 0.5721, swav 0.0000 LR: 9.579e-02 Score 64.537 Data time: 0.2761, Forward time: 2.3002, Backward time: 3.0653, DDP time: 0.0039, Total iter time: 5.8939 [2020-11-08 13:47:35,677][root][INFO] - ===> Epoch[18](468/26): Loss 1.4812, Sem 1.1966, dir -0.3600, norm 0.6446, swav 0.0000 LR: 9.578e-02 Score 63.053 Data time: 0.2464, Forward time: 2.3009, Backward time: 3.0656, DDP time: 0.0039, Total iter time: 6.1906 [2020-11-08 13:47:40,420][root][INFO] - ===> Epoch[19](469/26): Loss 1.3117, Sem 1.0944, dir -0.3607, norm 0.5780, swav 0.0000 LR: 9.577e-02 Score 66.327 Data time: 0.2228, Forward time: 2.3008, Backward time: 3.0635, DDP time: 0.0039, Total iter time: 4.6063 [2020-11-08 13:47:46,892][root][INFO] - ===> Epoch[19](470/26): Loss 1.3431, Sem 1.0942, dir -0.3406, norm 0.5896, swav 0.0000 LR: 9.576e-02 Score 66.126 Data time: 0.2820, Forward time: 2.3016, Backward time: 3.0642, DDP time: 0.0039, Total iter time: 6.3691 [2020-11-08 13:47:53,631][root][INFO] - ===> Epoch[19](471/26): Loss 1.2956, Sem 1.0659, dir -0.3698, norm 0.5995, swav 0.0000 LR: 9.575e-02 Score 66.184 Data time: 0.2129, Forward time: 2.3016, Backward time: 3.0661, DDP time: 0.0039, Total iter time: 6.6171 [2020-11-08 13:47:58,883][root][INFO] - ===> Epoch[19](472/26): Loss 1.1811, Sem 1.0094, dir -0.3665, norm 0.5382, swav 0.0000 LR: 9.574e-02 Score 69.919 Data time: 0.2089, Forward time: 2.3012, Backward time: 3.0655, DDP time: 0.0039, Total iter time: 5.1506 [2020-11-08 13:48:04,800][root][INFO] - ===> Epoch[19](473/26): Loss 1.3586, Sem 1.1013, dir -0.3403, norm 0.5976, swav 0.0000 LR: 9.573e-02 Score 63.624 Data time: 0.2908, Forward time: 2.3026, Backward time: 3.0644, DDP time: 0.0039, Total iter time: 5.8214 [2020-11-08 13:48:10,443][root][INFO] - ===> Epoch[19](474/26): Loss 1.2326, Sem 1.0031, dir -0.3429, norm 0.5723, swav 0.0000 LR: 9.572e-02 Score 68.480 Data time: 0.2366, Forward time: 2.3029, Backward time: 3.0636, DDP time: 0.0039, Total iter time: 5.5080 [2020-11-08 13:48:15,690][root][INFO] - ===> Epoch[19](475/26): Loss 1.3021, Sem 1.0673, dir -0.3523, norm 0.5871, swav 0.0000 LR: 9.572e-02 Score 68.604 Data time: 0.2438, Forward time: 2.3033, Backward time: 3.0622, DDP time: 0.0039, Total iter time: 5.1465 [2020-11-08 13:48:21,863][root][INFO] - ===> Epoch[19](476/26): Loss 1.1107, Sem 0.9505, dir -0.3779, norm 0.5382, swav 0.0000 LR: 9.571e-02 Score 70.414 Data time: 0.3348, Forward time: 2.3044, Backward time: 3.0617, DDP time: 0.0039, Total iter time: 6.0540 [2020-11-08 13:48:27,214][root][INFO] - ===> Epoch[19](477/26): Loss 1.2344, Sem 0.9997, dir -0.3630, norm 0.5978, swav 0.0000 LR: 9.570e-02 Score 67.774 Data time: 0.2955, Forward time: 2.3053, Backward time: 3.0599, DDP time: 0.0039, Total iter time: 5.2317 [2020-11-08 13:48:31,979][root][INFO] - ===> Epoch[19](478/26): Loss 1.3034, Sem 1.1512, dir -0.4026, norm 0.5548, swav 0.0000 LR: 9.569e-02 Score 62.545 Data time: 0.2167, Forward time: 2.3053, Backward time: 3.0578, DDP time: 0.0039, Total iter time: 4.6383 [2020-11-08 13:48:38,496][root][INFO] - ===> Epoch[19](479/26): Loss 1.1757, Sem 0.9829, dir -0.4077, norm 0.6005, swav 0.0000 LR: 9.568e-02 Score 69.503 Data time: 0.2035, Forward time: 2.3047, Backward time: 3.0599, DDP time: 0.0039, Total iter time: 6.4058 [2020-11-08 13:48:43,714][root][INFO] - ===> Epoch[19](480/26): Loss 1.3412, Sem 1.0948, dir -0.3404, norm 0.5868, swav 0.0000 LR: 9.567e-02 Score 65.918 Data time: 0.2430, Forward time: 2.3051, Backward time: 3.0584, DDP time: 0.0039, Total iter time: 5.0965 [2020-11-08 13:48:49,104][root][INFO] - ===> Epoch[19](481/26): Loss 1.2823, Sem 1.0613, dir -0.3831, norm 0.6041, swav 0.0000 LR: 9.566e-02 Score 65.981 Data time: 0.1805, Forward time: 2.3043, Backward time: 3.0584, DDP time: 0.0039, Total iter time: 5.2595 [2020-11-08 13:48:55,737][root][INFO] - ===> Epoch[19](482/26): Loss 1.3794, Sem 1.1648, dir -0.3587, norm 0.5732, swav 0.0000 LR: 9.565e-02 Score 66.777 Data time: 0.1771, Forward time: 2.3033, Backward time: 3.0610, DDP time: 0.0039, Total iter time: 6.5274 [2020-11-08 13:49:01,572][root][INFO] - ===> Epoch[19](483/26): Loss 1.2980, Sem 1.1621, dir -0.4104, norm 0.5464, swav 0.0000 LR: 9.564e-02 Score 64.158 Data time: 0.1673, Forward time: 2.3023, Backward time: 3.0623, DDP time: 0.0039, Total iter time: 5.7365 [2020-11-08 13:49:07,032][root][INFO] - ===> Epoch[19](484/26): Loss 1.2008, Sem 1.0529, dir -0.3820, norm 0.5299, swav 0.0000 LR: 9.563e-02 Score 68.875 Data time: 0.2041, Forward time: 2.3014, Backward time: 3.0625, DDP time: 0.0039, Total iter time: 5.3498 [2020-11-08 13:49:12,519][root][INFO] - ===> Epoch[19](485/26): Loss 1.3071, Sem 1.0361, dir -0.3156, norm 0.5866, swav 0.0000 LR: 9.562e-02 Score 65.935 Data time: 0.2235, Forward time: 2.3015, Backward time: 3.0619, DDP time: 0.0039, Total iter time: 5.3727 [2020-11-08 13:49:18,620][root][INFO] - ===> Epoch[19](486/26): Loss 1.1098, Sem 0.9695, dir -0.3890, norm 0.5294, swav 0.0000 LR: 9.562e-02 Score 68.834 Data time: 0.1928, Forward time: 2.3009, Backward time: 3.0630, DDP time: 0.0039, Total iter time: 5.9646 [2020-11-08 13:49:24,270][root][INFO] - ===> Epoch[19](487/26): Loss 1.3149, Sem 1.0717, dir -0.3617, norm 0.6048, swav 0.0000 LR: 9.561e-02 Score 66.701 Data time: 0.2458, Forward time: 2.3008, Backward time: 3.0627, DDP time: 0.0039, Total iter time: 5.5291 [2020-11-08 13:49:29,118][root][INFO] - ===> Epoch[19](488/26): Loss 1.1972, Sem 1.0242, dir -0.3871, norm 0.5601, swav 0.0000 LR: 9.560e-02 Score 67.538 Data time: 0.2136, Forward time: 2.3008, Backward time: 3.0610, DDP time: 0.0039, Total iter time: 4.7325 [2020-11-08 13:49:35,524][root][INFO] - ===> Epoch[19](489/26): Loss 1.2601, Sem 1.0365, dir -0.3942, norm 0.6177, swav 0.0000 LR: 9.559e-02 Score 67.963 Data time: 0.2469, Forward time: 2.3011, Backward time: 3.0619, DDP time: 0.0039, Total iter time: 6.2874 [2020-11-08 13:49:41,339][root][INFO] - ===> Epoch[19](490/26): Loss 1.1386, Sem 0.9398, dir -0.3588, norm 0.5576, swav 0.0000 LR: 9.558e-02 Score 70.481 Data time: 0.2952, Forward time: 2.3025, Backward time: 3.0606, DDP time: 0.0039, Total iter time: 5.6914 [2020-11-08 13:49:46,578][root][INFO] - ===> Epoch[19](491/26): Loss 1.2432, Sem 1.0489, dir -0.3990, norm 0.5934, swav 0.0000 LR: 9.557e-02 Score 66.546 Data time: 0.2193, Forward time: 2.3026, Backward time: 3.0593, DDP time: 0.0039, Total iter time: 5.0973 [2020-11-08 13:49:53,140][root][INFO] - ===> Epoch[19](492/26): Loss 1.2068, Sem 1.0114, dir -0.3517, norm 0.5471, swav 0.0000 LR: 9.556e-02 Score 69.200 Data time: 0.2230, Forward time: 2.3026, Backward time: 3.0609, DDP time: 0.0039, Total iter time: 6.4454 [2020-11-08 13:49:59,803][root][INFO] - ===> Epoch[19](493/26): Loss 1.3670, Sem 1.1057, dir -0.3792, norm 0.6405, swav 0.0000 LR: 9.555e-02 Score 65.384 Data time: 0.2064, Forward time: 2.3023, Backward time: 3.0629, DDP time: 0.0039, Total iter time: 6.5458 [2020-11-08 13:50:05,274][root][INFO] - ===> Epoch[19](494/26): Loss 1.1789, Sem 0.9672, dir -0.3818, norm 0.5935, swav 0.0000 LR: 9.554e-02 Score 71.205 Data time: 0.2063, Forward time: 2.3018, Backward time: 3.0628, DDP time: 0.0039, Total iter time: 5.3517 [2020-11-08 13:50:10,270][root][INFO] - ===> Epoch[20](495/26): Loss 1.1124, Sem 0.9860, dir -0.3900, norm 0.5165, swav 0.0000 LR: 9.553e-02 Score 70.069 Data time: 0.2398, Forward time: 2.3022, Backward time: 3.0609, DDP time: 0.0039, Total iter time: 4.8808 [2020-11-08 13:50:15,686][root][INFO] - ===> Epoch[20](496/26): Loss 1.2446, Sem 1.0578, dir -0.3662, norm 0.5530, swav 0.0000 LR: 9.553e-02 Score 67.164 Data time: 0.2042, Forward time: 2.3020, Backward time: 3.0604, DDP time: 0.0039, Total iter time: 5.2937 [2020-11-08 13:50:21,565][root][INFO] - ===> Epoch[20](497/26): Loss 1.1765, Sem 1.0253, dir -0.3855, norm 0.5367, swav 0.0000 LR: 9.552e-02 Score 67.963 Data time: 0.2585, Forward time: 2.3025, Backward time: 3.0600, DDP time: 0.0039, Total iter time: 5.7584 [2020-11-08 13:50:27,563][root][INFO] - ===> Epoch[20](498/26): Loss 1.2493, Sem 1.0443, dir -0.4034, norm 0.6085, swav 0.0000 LR: 9.551e-02 Score 68.118 Data time: 0.3047, Forward time: 2.3034, Backward time: 3.0594, DDP time: 0.0039, Total iter time: 5.8698 [2020-11-08 13:50:34,330][root][INFO] - ===> Epoch[20](499/26): Loss 1.1350, Sem 1.0237, dir -0.3798, norm 0.4910, swav 0.0000 LR: 9.550e-02 Score 67.327 Data time: 0.2367, Forward time: 2.3037, Backward time: 3.0610, DDP time: 0.0039, Total iter time: 6.6295 [2020-11-08 13:50:40,259][root][INFO] - ===> Epoch[20](500/26): Loss 1.2459, Sem 1.1130, dir -0.3999, norm 0.5329, swav 0.0000 LR: 9.549e-02 Score 65.762 Data time: 0.1642, Forward time: 2.3026, Backward time: 3.0624, DDP time: 0.0039, Total iter time: 5.7998 [2020-11-08 13:50:41,036][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 13:50:41,180][root][INFO] - ===> Start testing [2020-11-08 13:52:04,552][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.2914 Loss 0.603 (AVG: 1.012) Score 88.898 (AVG: 69.474) mIOU 20.368 mAP 40.427 mAcc 27.401 IOU: 65.342 94.624 17.240 6.149 63.238 2.574 41.139 7.556 20.204 12.852 0.000 9.987 5.687 17.893 0.000 2.683 5.628 0.952 20.398 13.215 mAP: 69.367 94.267 31.571 44.282 74.214 44.799 55.342 24.592 30.292 36.162 2.569 29.864 38.214 43.931 10.467 43.343 43.844 17.620 52.171 21.638 mAcc: 92.161 98.942 26.564 9.231 87.756 2.724 63.254 8.588 28.615 16.404 0.000 16.333 6.224 34.008 0.000 3.060 6.778 1.025 25.643 20.711 [2020-11-08 13:53:31,295][root][INFO] - 201/312: Data time: 0.0059, Iter time: 0.5280 Loss 0.658 (AVG: 1.060) Score 80.756 (AVG: 68.316) mIOU 20.756 mAP 41.435 mAcc 27.859 IOU: 65.078 93.952 17.256 7.837 60.112 2.792 37.437 6.980 18.585 11.142 0.000 8.441 5.161 19.589 0.000 4.554 8.109 1.699 33.513 12.881 mAP: 69.382 94.584 32.567 44.802 72.447 43.370 50.614 22.312 31.107 38.448 3.266 30.306 30.820 51.393 8.869 56.256 44.916 22.988 57.687 22.570 mAcc: 92.644 98.594 27.909 10.925 85.764 2.974 61.436 8.262 24.945 13.659 0.000 13.252 5.820 32.666 0.000 4.970 9.767 1.861 41.357 20.374 [2020-11-08 13:54:54,832][root][INFO] - 301/312: Data time: 0.0096, Iter time: 0.3476 Loss 0.924 (AVG: 1.043) Score 68.184 (AVG: 68.715) mIOU 20.560 mAP 41.382 mAcc 27.645 IOU: 66.369 94.132 16.513 8.417 60.411 2.979 34.965 6.026 17.442 9.965 0.000 7.462 5.037 19.442 0.000 4.541 8.454 1.800 34.249 12.998 mAP: 70.241 95.005 29.927 44.633 73.521 42.890 48.821 21.846 29.601 36.584 3.414 30.242 32.830 45.110 7.838 57.512 45.362 28.995 59.818 23.447 mAcc: 93.078 98.666 27.177 11.368 87.013 3.172 60.415 7.060 23.827 12.332 0.000 12.170 5.604 31.076 0.000 5.006 10.036 1.942 42.407 20.544 [2020-11-08 13:55:03,996][root][INFO] - 312/312: Data time: 0.0028, Iter time: 0.2002 Loss 1.556 (AVG: 1.048) Score 50.711 (AVG: 68.582) mIOU 20.477 mAP 41.388 mAcc 27.551 IOU: 65.969 94.188 16.374 8.363 60.482 2.965 34.756 5.932 17.410 9.731 0.000 7.877 4.964 18.980 0.000 4.533 8.737 1.715 33.651 12.918 mAP: 70.072 95.150 30.425 44.389 73.734 42.516 48.989 21.507 29.447 36.867 3.397 30.478 32.691 44.993 8.105 57.891 45.723 28.225 59.232 23.929 mAcc: 92.959 98.683 27.218 11.367 87.032 3.156 59.906 6.954 23.918 12.029 0.000 12.758 5.545 30.644 0.000 5.002 10.420 1.851 41.785 19.795 [2020-11-08 13:55:03,996][root][INFO] - Finished test. Elapsed time: 262.8151 [2020-11-08 13:55:19,549][root][INFO] - [2020-11-08 13:55:19,550][root][INFO] - ################################################################ [2020-11-08 13:55:19,550][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 13:55:19,550][root][INFO] - ################################################################ [2020-11-08 13:55:19,550][root][INFO] - cabinet : 0.000 0.000 0.008 [2020-11-08 13:55:19,550][root][INFO] - bed : 0.000 0.000 0.000 [2020-11-08 13:55:19,550][root][INFO] - chair : 0.210 0.423 0.618 [2020-11-08 13:55:19,550][root][INFO] - sofa : 0.000 0.000 0.000 [2020-11-08 13:55:19,550][root][INFO] - table : 0.002 0.009 0.109 [2020-11-08 13:55:19,550][root][INFO] - door : 0.000 0.000 0.001 [2020-11-08 13:55:19,550][root][INFO] - window : 0.000 0.000 0.008 [2020-11-08 13:55:19,550][root][INFO] - bookshelf : 0.000 0.000 0.000 [2020-11-08 13:55:19,550][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 13:55:19,550][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-08 13:55:19,550][root][INFO] - desk : 0.000 0.000 0.000 [2020-11-08 13:55:19,550][root][INFO] - curtain : 0.002 0.015 0.058 [2020-11-08 13:55:19,550][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 13:55:19,551][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 13:55:19,551][root][INFO] - toilet : 0.000 0.000 0.030 [2020-11-08 13:55:19,551][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-08 13:55:19,551][root][INFO] - bathtub : 0.000 0.000 0.168 [2020-11-08 13:55:19,551][root][INFO] - otherfurniture : 0.007 0.027 0.121 [2020-11-08 13:55:19,551][root][INFO] - ---------------------------------------------------------------- [2020-11-08 13:55:19,551][root][INFO] - average : 0.012 0.026 0.062 [2020-11-08 13:55:19,551][root][INFO] - [2020-11-08 13:55:19,849][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 13:55:20,536][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 13:55:20,726][root][INFO] - Current best mIoU: 20.477 at iter 500 [2020-11-08 13:55:25,436][root][INFO] - ===> Epoch[20](501/26): Loss 1.1781, Sem 1.0480, dir -0.3921, norm 0.5222, swav 0.0000 LR: 9.548e-02 Score 66.365 Data time: 0.2247, Forward time: 2.3026, Backward time: 3.0605, DDP time: 0.0040, Total iter time: 4.7049 [2020-11-08 13:55:30,617][root][INFO] - ===> Epoch[20](502/26): Loss 1.2960, Sem 1.0557, dir -0.3682, norm 0.6085, swav 0.0000 LR: 9.547e-02 Score 68.019 Data time: 0.2220, Forward time: 2.3034, Backward time: 3.0586, DDP time: 0.0040, Total iter time: 5.0480 [2020-11-08 13:55:36,157][root][INFO] - ===> Epoch[20](503/26): Loss 1.2047, Sem 0.9455, dir -0.3705, norm 0.6296, swav 0.0000 LR: 9.546e-02 Score 71.026 Data time: 0.1197, Forward time: 2.3015, Backward time: 3.0604, DDP time: 0.0040, Total iter time: 5.4185 [2020-11-08 13:55:40,865][root][INFO] - ===> Epoch[20](504/26): Loss 1.0930, Sem 0.9553, dir -0.4096, norm 0.5474, swav 0.0000 LR: 9.545e-02 Score 71.093 Data time: 0.1975, Forward time: 2.3014, Backward time: 3.0587, DDP time: 0.0040, Total iter time: 4.6581 [2020-11-08 13:55:46,255][root][INFO] - ===> Epoch[20](505/26): Loss 1.0852, Sem 0.9442, dir -0.4069, norm 0.5480, swav 0.0000 LR: 9.544e-02 Score 70.518 Data time: 0.1401, Forward time: 2.2999, Backward time: 3.0594, DDP time: 0.0040, Total iter time: 5.2998 [2020-11-08 13:55:51,277][root][INFO] - ===> Epoch[20](506/26): Loss 1.0735, Sem 0.9289, dir -0.3903, norm 0.5349, swav 0.0000 LR: 9.543e-02 Score 70.405 Data time: 0.1848, Forward time: 2.2993, Backward time: 3.0587, DDP time: 0.0040, Total iter time: 4.9414 [2020-11-08 13:55:56,373][root][INFO] - ===> Epoch[20](507/26): Loss 1.3286, Sem 1.1447, dir -0.3819, norm 0.5658, swav 0.0000 LR: 9.543e-02 Score 64.537 Data time: 0.1697, Forward time: 2.2987, Backward time: 3.0582, DDP time: 0.0040, Total iter time: 4.9904 [2020-11-08 13:56:02,033][root][INFO] - ===> Epoch[20](508/26): Loss 1.1560, Sem 1.0017, dir -0.3986, norm 0.5529, swav 0.0000 LR: 9.542e-02 Score 68.900 Data time: 0.2114, Forward time: 2.2988, Backward time: 3.0579, DDP time: 0.0040, Total iter time: 5.5335 [2020-11-08 13:56:07,697][root][INFO] - ===> Epoch[20](509/26): Loss 1.2562, Sem 1.0677, dir -0.4053, norm 0.5939, swav 0.0000 LR: 9.541e-02 Score 65.943 Data time: 0.1692, Forward time: 2.2978, Backward time: 3.0586, DDP time: 0.0040, Total iter time: 5.5329 [2020-11-08 13:56:14,680][root][INFO] - ===> Epoch[20](510/26): Loss 1.2149, Sem 0.9123, dir -0.3382, norm 0.6408, swav 0.0000 LR: 9.540e-02 Score 73.635 Data time: 0.2179, Forward time: 2.2982, Backward time: 3.0606, DDP time: 0.0040, Total iter time: 6.8809 [2020-11-08 13:56:20,283][root][INFO] - ===> Epoch[20](511/26): Loss 1.3337, Sem 1.1486, dir -0.3910, norm 0.5761, swav 0.0000 LR: 9.539e-02 Score 65.166 Data time: 0.1773, Forward time: 2.2979, Backward time: 3.0607, DDP time: 0.0040, Total iter time: 5.4699 [2020-11-08 13:56:25,950][root][INFO] - ===> Epoch[20](512/26): Loss 1.4005, Sem 1.1511, dir -0.3617, norm 0.6111, swav 0.0000 LR: 9.538e-02 Score 63.159 Data time: 0.1689, Forward time: 2.2969, Backward time: 3.0615, DDP time: 0.0040, Total iter time: 5.5513 [2020-11-08 13:56:33,258][root][INFO] - ===> Epoch[20](513/26): Loss 1.4018, Sem 1.2062, dir -0.3604, norm 0.5561, swav 0.0000 LR: 9.537e-02 Score 63.951 Data time: 0.2394, Forward time: 2.2971, Backward time: 3.0642, DDP time: 0.0040, Total iter time: 7.2059 [2020-11-08 13:56:39,049][root][INFO] - ===> Epoch[20](514/26): Loss 1.1824, Sem 1.0102, dir -0.3881, norm 0.5603, swav 0.0000 LR: 9.536e-02 Score 68.472 Data time: 0.2266, Forward time: 2.2970, Backward time: 3.0643, DDP time: 0.0040, Total iter time: 5.6703 [2020-11-08 13:56:45,435][root][INFO] - ===> Epoch[20](515/26): Loss 1.1898, Sem 1.0195, dir -0.3622, norm 0.5325, swav 0.0000 LR: 9.535e-02 Score 68.136 Data time: 0.2718, Forward time: 2.2983, Backward time: 3.0641, DDP time: 0.0040, Total iter time: 6.2726 [2020-11-08 13:56:51,978][root][INFO] - ===> Epoch[20](516/26): Loss 1.2269, Sem 1.0673, dir -0.3884, norm 0.5480, swav 0.0000 LR: 9.534e-02 Score 66.779 Data time: 0.1977, Forward time: 2.2982, Backward time: 3.0656, DDP time: 0.0040, Total iter time: 6.3947 [2020-11-08 13:56:57,985][root][INFO] - ===> Epoch[20](517/26): Loss 1.2070, Sem 1.0391, dir -0.3879, norm 0.5558, swav 0.0000 LR: 9.534e-02 Score 67.956 Data time: 0.1630, Forward time: 2.2970, Backward time: 3.0672, DDP time: 0.0040, Total iter time: 5.8904 [2020-11-08 13:57:03,852][root][INFO] - ===> Epoch[20](518/26): Loss 1.3867, Sem 1.1393, dir -0.4012, norm 0.6486, swav 0.0000 LR: 9.533e-02 Score 64.586 Data time: 0.2454, Forward time: 2.2972, Backward time: 3.0672, DDP time: 0.0040, Total iter time: 5.7728 [2020-11-08 13:57:09,349][root][INFO] - ===> Epoch[20](519/26): Loss 1.2845, Sem 1.0380, dir -0.3531, norm 0.5997, swav 0.0000 LR: 9.532e-02 Score 68.018 Data time: 0.2298, Forward time: 2.2976, Backward time: 3.0663, DDP time: 0.0040, Total iter time: 5.3545 [2020-11-08 13:57:15,384][root][INFO] - ===> Epoch[20](520/26): Loss 1.1716, Sem 0.9973, dir -0.3579, norm 0.5322, swav 0.0000 LR: 9.531e-02 Score 70.066 Data time: 0.1798, Forward time: 2.2970, Backward time: 3.0672, DDP time: 0.0040, Total iter time: 5.8860 [2020-11-08 13:57:21,476][root][INFO] - ===> Epoch[21](521/26): Loss 1.2357, Sem 1.0148, dir -0.3474, norm 0.5683, swav 0.0000 LR: 9.530e-02 Score 69.553 Data time: 0.2006, Forward time: 2.2965, Backward time: 3.0684, DDP time: 0.0040, Total iter time: 5.9827 [2020-11-08 13:57:28,661][root][INFO] - ===> Epoch[21](522/26): Loss 1.2698, Sem 1.0268, dir -0.3760, norm 0.6190, swav 0.0000 LR: 9.529e-02 Score 67.463 Data time: 0.2695, Forward time: 2.2979, Backward time: 3.0696, DDP time: 0.0040, Total iter time: 7.0478 [2020-11-08 13:57:34,892][root][INFO] - ===> Epoch[21](523/26): Loss 1.2665, Sem 1.1264, dir -0.3909, norm 0.5309, swav 0.0000 LR: 9.528e-02 Score 64.842 Data time: 0.1879, Forward time: 2.2974, Backward time: 3.0708, DDP time: 0.0040, Total iter time: 6.0738 [2020-11-08 13:57:41,989][root][INFO] - ===> Epoch[21](524/26): Loss 1.0747, Sem 0.8869, dir -0.3878, norm 0.5756, swav 0.0000 LR: 9.527e-02 Score 71.007 Data time: 0.1685, Forward time: 2.2965, Backward time: 3.0741, DDP time: 0.0040, Total iter time: 6.9811 [2020-11-08 13:57:47,607][root][INFO] - ===> Epoch[21](525/26): Loss 1.1390, Sem 0.9398, dir -0.3590, norm 0.5582, swav 0.0000 LR: 9.526e-02 Score 71.088 Data time: 0.2344, Forward time: 2.2967, Backward time: 3.0736, DDP time: 0.0040, Total iter time: 5.5077 [2020-11-08 13:57:53,502][root][INFO] - ===> Epoch[21](526/26): Loss 1.2295, Sem 1.0579, dir -0.4014, norm 0.5730, swav 0.0000 LR: 9.525e-02 Score 68.346 Data time: 0.1872, Forward time: 2.2964, Backward time: 3.0742, DDP time: 0.0040, Total iter time: 5.7743 [2020-11-08 13:57:59,407][root][INFO] - ===> Epoch[21](527/26): Loss 1.1275, Sem 0.9904, dir -0.4241, norm 0.5612, swav 0.0000 LR: 9.524e-02 Score 69.303 Data time: 0.2040, Forward time: 2.2962, Backward time: 3.0745, DDP time: 0.0040, Total iter time: 5.7832 [2020-11-08 13:58:04,083][root][INFO] - ===> Epoch[21](528/26): Loss 1.2060, Sem 1.0232, dir -0.3901, norm 0.5730, swav 0.0000 LR: 9.524e-02 Score 68.809 Data time: 0.2089, Forward time: 2.2961, Backward time: 3.0726, DDP time: 0.0040, Total iter time: 4.5427 [2020-11-08 13:58:08,382][root][INFO] - ===> Epoch[21](529/26): Loss 1.0725, Sem 0.9485, dir -0.3992, norm 0.5231, swav 0.0000 LR: 9.523e-02 Score 70.611 Data time: 0.2449, Forward time: 2.2959, Backward time: 3.0700, DDP time: 0.0040, Total iter time: 4.1988 [2020-11-08 13:58:13,712][root][INFO] - ===> Epoch[21](530/26): Loss 1.1368, Sem 1.0021, dir -0.4105, norm 0.5452, swav 0.0000 LR: 9.522e-02 Score 68.065 Data time: 0.1551, Forward time: 2.2948, Backward time: 3.0704, DDP time: 0.0040, Total iter time: 5.2183 [2020-11-08 13:58:19,181][root][INFO] - ===> Epoch[21](531/26): Loss 1.2263, Sem 1.0394, dir -0.4000, norm 0.5869, swav 0.0000 LR: 9.521e-02 Score 67.253 Data time: 0.2754, Forward time: 2.2954, Backward time: 3.0692, DDP time: 0.0040, Total iter time: 5.3872 [2020-11-08 13:58:26,262][root][INFO] - ===> Epoch[21](532/26): Loss 1.0896, Sem 0.9503, dir -0.4214, norm 0.5608, swav 0.0000 LR: 9.520e-02 Score 68.704 Data time: 0.2350, Forward time: 2.2960, Backward time: 3.0710, DDP time: 0.0040, Total iter time: 6.9575 [2020-11-08 13:58:32,605][root][INFO] - ===> Epoch[21](533/26): Loss 1.0526, Sem 0.9400, dir -0.4129, norm 0.5255, swav 0.0000 LR: 9.519e-02 Score 71.155 Data time: 0.2677, Forward time: 2.2969, Backward time: 3.0710, DDP time: 0.0040, Total iter time: 6.1738 [2020-11-08 13:58:37,597][root][INFO] - ===> Epoch[21](534/26): Loss 1.1286, Sem 1.0423, dir -0.4330, norm 0.5193, swav 0.0000 LR: 9.518e-02 Score 67.500 Data time: 0.1905, Forward time: 2.2967, Backward time: 3.0698, DDP time: 0.0040, Total iter time: 4.8680 [2020-11-08 13:58:43,371][root][INFO] - ===> Epoch[21](535/26): Loss 1.0260, Sem 0.8829, dir -0.3737, norm 0.5168, swav 0.0000 LR: 9.517e-02 Score 72.916 Data time: 0.1939, Forward time: 2.2960, Backward time: 3.0705, DDP time: 0.0040, Total iter time: 5.6564 [2020-11-08 13:58:49,581][root][INFO] - ===> Epoch[21](536/26): Loss 1.2204, Sem 1.0365, dir -0.3753, norm 0.5592, swav 0.0000 LR: 9.516e-02 Score 68.684 Data time: 0.2536, Forward time: 2.2964, Backward time: 3.0710, DDP time: 0.0040, Total iter time: 6.1325 [2020-11-08 13:58:56,546][root][INFO] - ===> Epoch[21](537/26): Loss 1.2411, Sem 1.0217, dir -0.3921, norm 0.6115, swav 0.0000 LR: 9.515e-02 Score 68.625 Data time: 0.2484, Forward time: 2.2972, Backward time: 3.0722, DDP time: 0.0040, Total iter time: 6.8268 [2020-11-08 13:59:01,879][root][INFO] - ===> Epoch[21](538/26): Loss 1.1709, Sem 1.0029, dir -0.3975, norm 0.5655, swav 0.0000 LR: 9.515e-02 Score 67.836 Data time: 0.2386, Forward time: 2.2980, Backward time: 3.0706, DDP time: 0.0040, Total iter time: 5.1856 [2020-11-08 13:59:08,364][root][INFO] - ===> Epoch[21](539/26): Loss 1.1768, Sem 1.0211, dir -0.3783, norm 0.5340, swav 0.0000 LR: 9.514e-02 Score 68.787 Data time: 0.2194, Forward time: 2.2983, Backward time: 3.0716, DDP time: 0.0040, Total iter time: 6.3513 [2020-11-08 13:59:13,565][root][INFO] - ===> Epoch[21](540/26): Loss 1.2145, Sem 1.0884, dir -0.4032, norm 0.5293, swav 0.0000 LR: 9.513e-02 Score 67.117 Data time: 0.2222, Forward time: 2.2982, Backward time: 3.0704, DDP time: 0.0040, Total iter time: 5.0699 [2020-11-08 13:59:19,785][root][INFO] - ===> Epoch[21](541/26): Loss 1.1859, Sem 1.0387, dir -0.4050, norm 0.5522, swav 0.0000 LR: 9.512e-02 Score 66.512 Data time: 0.1931, Forward time: 2.2978, Backward time: 3.0716, DDP time: 0.0040, Total iter time: 6.0860 [2020-11-08 13:59:24,781][root][INFO] - ===> Epoch[21](542/26): Loss 1.0172, Sem 0.8538, dir -0.3528, norm 0.5162, swav 0.0000 LR: 9.511e-02 Score 72.171 Data time: 0.1396, Forward time: 2.2964, Backward time: 3.0717, DDP time: 0.0040, Total iter time: 4.9029 [2020-11-08 13:59:30,938][root][INFO] - ===> Epoch[21](543/26): Loss 1.3553, Sem 1.0774, dir -0.3574, norm 0.6353, swav 0.0000 LR: 9.510e-02 Score 65.948 Data time: 0.1568, Forward time: 2.2954, Backward time: 3.0735, DDP time: 0.0040, Total iter time: 6.1006 [2020-11-08 13:59:35,504][root][INFO] - ===> Epoch[21](544/26): Loss 1.3322, Sem 1.1289, dir -0.3345, norm 0.5378, swav 0.0000 LR: 9.509e-02 Score 65.445 Data time: 0.1481, Forward time: 2.2940, Backward time: 3.0728, DDP time: 0.0040, Total iter time: 4.4536 [2020-11-08 13:59:40,362][root][INFO] - ===> Epoch[21](545/26): Loss 1.3831, Sem 1.0887, dir -0.3690, norm 0.6634, swav 0.0000 LR: 9.508e-02 Score 65.695 Data time: 0.2384, Forward time: 2.2944, Backward time: 3.0709, DDP time: 0.0040, Total iter time: 4.7923 [2020-11-08 13:59:45,567][root][INFO] - ===> Epoch[21](546/26): Loss 1.2738, Sem 1.0746, dir -0.3835, norm 0.5827, swav 0.0000 LR: 9.507e-02 Score 67.048 Data time: 0.2418, Forward time: 2.2947, Backward time: 3.0696, DDP time: 0.0040, Total iter time: 5.0840 [2020-11-08 13:59:51,131][root][INFO] - ===> Epoch[22](547/26): Loss 1.2171, Sem 1.0789, dir -0.4027, norm 0.5409, swav 0.0000 LR: 9.506e-02 Score 66.111 Data time: 0.2507, Forward time: 2.2946, Backward time: 3.0692, DDP time: 0.0040, Total iter time: 5.4471 [2020-11-08 13:59:56,619][root][INFO] - ===> Epoch[22](548/26): Loss 1.1888, Sem 0.9762, dir -0.3604, norm 0.5730, swav 0.0000 LR: 9.505e-02 Score 70.079 Data time: 0.2810, Forward time: 2.2956, Backward time: 3.0677, DDP time: 0.0040, Total iter time: 5.3522 [2020-11-08 14:00:01,411][root][INFO] - ===> Epoch[22](549/26): Loss 0.9914, Sem 0.8588, dir -0.4020, norm 0.5346, swav 0.0000 LR: 9.505e-02 Score 73.106 Data time: 0.2007, Forward time: 2.2950, Backward time: 3.0664, DDP time: 0.0040, Total iter time: 4.6583 [2020-11-08 14:00:07,984][root][INFO] - ===> Epoch[22](550/26): Loss 1.3329, Sem 1.0400, dir -0.3087, norm 0.6016, swav 0.0000 LR: 9.504e-02 Score 67.657 Data time: 0.2565, Forward time: 2.2952, Backward time: 3.0676, DDP time: 0.0040, Total iter time: 6.4900 [2020-11-08 14:00:14,062][root][INFO] - ===> Epoch[22](551/26): Loss 1.1857, Sem 1.0303, dir -0.4042, norm 0.5596, swav 0.0000 LR: 9.503e-02 Score 68.356 Data time: 0.2407, Forward time: 2.2959, Backward time: 3.0675, DDP time: 0.0040, Total iter time: 5.9532 [2020-11-08 14:00:19,554][root][INFO] - ===> Epoch[22](552/26): Loss 1.4259, Sem 1.1365, dir -0.3419, norm 0.6313, swav 0.0000 LR: 9.502e-02 Score 64.616 Data time: 0.1632, Forward time: 2.2952, Backward time: 3.0676, DDP time: 0.0040, Total iter time: 5.3655 [2020-11-08 14:00:24,278][root][INFO] - ===> Epoch[22](553/26): Loss 1.1066, Sem 0.9698, dir -0.3777, norm 0.5145, swav 0.0000 LR: 9.501e-02 Score 69.668 Data time: 0.1449, Forward time: 2.2940, Backward time: 3.0672, DDP time: 0.0040, Total iter time: 4.6356 [2020-11-08 14:00:29,853][root][INFO] - ===> Epoch[22](554/26): Loss 1.2306, Sem 1.0706, dir -0.3989, norm 0.5589, swav 0.0000 LR: 9.500e-02 Score 65.188 Data time: 0.2133, Forward time: 2.2936, Backward time: 3.0672, DDP time: 0.0040, Total iter time: 5.4901 [2020-11-08 14:00:34,923][root][INFO] - ===> Epoch[22](555/26): Loss 1.1796, Sem 1.0436, dir -0.4030, norm 0.5390, swav 0.0000 LR: 9.499e-02 Score 68.488 Data time: 0.2612, Forward time: 2.2936, Backward time: 3.0658, DDP time: 0.0040, Total iter time: 4.9640 [2020-11-08 14:00:40,183][root][INFO] - ===> Epoch[22](556/26): Loss 1.0392, Sem 0.8437, dir -0.3595, norm 0.5550, swav 0.0000 LR: 9.498e-02 Score 73.541 Data time: 0.1981, Forward time: 2.2937, Backward time: 3.0649, DDP time: 0.0040, Total iter time: 5.1380 [2020-11-08 14:00:46,102][root][INFO] - ===> Epoch[22](557/26): Loss 1.2339, Sem 1.0937, dir -0.3895, norm 0.5297, swav 0.0000 LR: 9.497e-02 Score 66.619 Data time: 0.1251, Forward time: 2.2920, Backward time: 3.0671, DDP time: 0.0040, Total iter time: 5.7904 [2020-11-08 14:00:50,765][root][INFO] - ===> Epoch[22](558/26): Loss 1.2006, Sem 0.9702, dir -0.4082, norm 0.6387, swav 0.0000 LR: 9.496e-02 Score 69.486 Data time: 0.1935, Forward time: 2.2917, Backward time: 3.0656, DDP time: 0.0040, Total iter time: 4.5579 [2020-11-08 14:00:56,087][root][INFO] - ===> Epoch[22](559/26): Loss 1.3086, Sem 1.0313, dir -0.3671, norm 0.6443, swav 0.0000 LR: 9.496e-02 Score 68.835 Data time: 0.1397, Forward time: 2.2902, Backward time: 3.0664, DDP time: 0.0040, Total iter time: 5.2076 [2020-11-08 14:01:02,991][root][INFO] - ===> Epoch[22](560/26): Loss 1.3915, Sem 1.1085, dir -0.3848, norm 0.6677, swav 0.0000 LR: 9.495e-02 Score 65.689 Data time: 0.1267, Forward time: 2.2887, Backward time: 3.0700, DDP time: 0.0040, Total iter time: 6.8287 [2020-11-08 14:01:08,539][root][INFO] - ===> Epoch[22](561/26): Loss 1.1594, Sem 0.9720, dir -0.3517, norm 0.5391, swav 0.0000 LR: 9.494e-02 Score 69.129 Data time: 0.1762, Forward time: 2.2878, Backward time: 3.0706, DDP time: 0.0040, Total iter time: 5.4888 [2020-11-08 14:01:14,900][root][INFO] - ===> Epoch[22](562/26): Loss 1.1267, Sem 0.9965, dir -0.4119, norm 0.5421, swav 0.0000 LR: 9.493e-02 Score 68.996 Data time: 0.2934, Forward time: 2.2887, Backward time: 3.0707, DDP time: 0.0040, Total iter time: 6.2659 [2020-11-08 14:01:19,707][root][INFO] - ===> Epoch[22](563/26): Loss 1.1294, Sem 1.0150, dir -0.4317, norm 0.5461, swav 0.0000 LR: 9.492e-02 Score 68.129 Data time: 0.2068, Forward time: 2.2887, Backward time: 3.0690, DDP time: 0.0040, Total iter time: 4.6716 [2020-11-08 14:01:24,625][root][INFO] - ===> Epoch[22](564/26): Loss 1.1912, Sem 1.0510, dir -0.4053, norm 0.5455, swav 0.0000 LR: 9.491e-02 Score 66.348 Data time: 0.1615, Forward time: 2.2877, Backward time: 3.0686, DDP time: 0.0040, Total iter time: 4.7933 [2020-11-08 14:01:30,031][root][INFO] - ===> Epoch[22](565/26): Loss 1.1291, Sem 0.9602, dir -0.4270, norm 0.5959, swav 0.0000 LR: 9.490e-02 Score 68.432 Data time: 0.2672, Forward time: 2.2886, Backward time: 3.0672, DDP time: 0.0040, Total iter time: 5.3291 [2020-11-08 14:01:34,931][root][INFO] - ===> Epoch[22](566/26): Loss 1.2154, Sem 1.0090, dir -0.3866, norm 0.5930, swav 0.0000 LR: 9.489e-02 Score 69.085 Data time: 0.2051, Forward time: 2.2883, Backward time: 3.0660, DDP time: 0.0040, Total iter time: 4.7847 [2020-11-08 14:01:39,631][root][INFO] - ===> Epoch[22](567/26): Loss 1.1115, Sem 0.9927, dir -0.4103, norm 0.5291, swav 0.0000 LR: 9.488e-02 Score 68.093 Data time: 0.2400, Forward time: 2.2885, Backward time: 3.0639, DDP time: 0.0040, Total iter time: 4.5776 [2020-11-08 14:01:45,355][root][INFO] - ===> Epoch[22](568/26): Loss 1.1408, Sem 0.9967, dir -0.3847, norm 0.5288, swav 0.0000 LR: 9.487e-02 Score 68.752 Data time: 0.1815, Forward time: 2.2882, Backward time: 3.0642, DDP time: 0.0040, Total iter time: 5.6059 [2020-11-08 14:01:49,906][root][INFO] - ===> Epoch[22](569/26): Loss 1.1698, Sem 1.0272, dir -0.3918, norm 0.5345, swav 0.0000 LR: 9.486e-02 Score 68.069 Data time: 0.2083, Forward time: 2.2880, Backward time: 3.0625, DDP time: 0.0040, Total iter time: 4.4350 [2020-11-08 14:01:55,083][root][INFO] - ===> Epoch[22](570/26): Loss 1.0960, Sem 0.9678, dir -0.4368, norm 0.5650, swav 0.0000 LR: 9.486e-02 Score 69.361 Data time: 0.2137, Forward time: 2.2876, Backward time: 3.0618, DDP time: 0.0040, Total iter time: 5.0655 [2020-11-08 14:02:02,454][root][INFO] - ===> Epoch[22](571/26): Loss 1.4621, Sem 1.2426, dir -0.3813, norm 0.6008, swav 0.0000 LR: 9.485e-02 Score 61.630 Data time: 0.1366, Forward time: 2.2863, Backward time: 3.0659, DDP time: 0.0040, Total iter time: 7.2748 [2020-11-08 14:02:08,534][root][INFO] - ===> Epoch[22](572/26): Loss 1.3273, Sem 1.1257, dir -0.4063, norm 0.6078, swav 0.0000 LR: 9.484e-02 Score 65.365 Data time: 0.1970, Forward time: 2.2861, Backward time: 3.0667, DDP time: 0.0040, Total iter time: 6.0081 [2020-11-08 14:02:13,762][root][INFO] - ===> Epoch[23](573/26): Loss 1.2625, Sem 1.1011, dir -0.3776, norm 0.5390, swav 0.0000 LR: 9.483e-02 Score 65.446 Data time: 0.2570, Forward time: 2.2868, Backward time: 3.0651, DDP time: 0.0040, Total iter time: 5.1003 [2020-11-08 14:02:20,740][root][INFO] - ===> Epoch[23](574/26): Loss 1.0569, Sem 0.8941, dir -0.3185, norm 0.4813, swav 0.0000 LR: 9.482e-02 Score 74.081 Data time: 0.3166, Forward time: 2.2884, Backward time: 3.0655, DDP time: 0.0040, Total iter time: 6.8553 [2020-11-08 14:02:26,534][root][INFO] - ===> Epoch[23](575/26): Loss 1.1171, Sem 1.0143, dir -0.4183, norm 0.5211, swav 0.0000 LR: 9.481e-02 Score 68.183 Data time: 0.2504, Forward time: 2.2895, Backward time: 3.0644, DDP time: 0.0040, Total iter time: 5.6604 [2020-11-08 14:02:31,945][root][INFO] - ===> Epoch[23](576/26): Loss 1.1054, Sem 0.9712, dir -0.3698, norm 0.5040, swav 0.0000 LR: 9.480e-02 Score 69.611 Data time: 0.2645, Forward time: 2.2901, Backward time: 3.0632, DDP time: 0.0040, Total iter time: 5.2836 [2020-11-08 14:02:37,533][root][INFO] - ===> Epoch[23](577/26): Loss 1.1921, Sem 0.9890, dir -0.3965, norm 0.5996, swav 0.0000 LR: 9.479e-02 Score 68.307 Data time: 0.2818, Forward time: 2.2912, Backward time: 3.0618, DDP time: 0.0040, Total iter time: 5.4703 [2020-11-08 14:02:43,999][root][INFO] - ===> Epoch[23](578/26): Loss 1.1588, Sem 0.9813, dir -0.3894, norm 0.5669, swav 0.0000 LR: 9.478e-02 Score 67.668 Data time: 0.3049, Forward time: 2.2921, Backward time: 3.0619, DDP time: 0.0040, Total iter time: 6.3291 [2020-11-08 14:02:50,272][root][INFO] - ===> Epoch[23](579/26): Loss 1.1190, Sem 0.9758, dir -0.4040, norm 0.5472, swav 0.0000 LR: 9.477e-02 Score 68.628 Data time: 0.2185, Forward time: 2.2923, Backward time: 3.0626, DDP time: 0.0040, Total iter time: 6.1360 [2020-11-08 14:02:57,035][root][INFO] - ===> Epoch[23](580/26): Loss 1.1786, Sem 0.9817, dir -0.3939, norm 0.5908, swav 0.0000 LR: 9.477e-02 Score 68.530 Data time: 0.2119, Forward time: 2.2922, Backward time: 3.0644, DDP time: 0.0040, Total iter time: 6.6585 [2020-11-08 14:03:04,997][root][INFO] - ===> Epoch[23](581/26): Loss 1.1717, Sem 0.9956, dir -0.3855, norm 0.5615, swav 0.0000 LR: 9.476e-02 Score 69.614 Data time: 0.2311, Forward time: 2.2925, Backward time: 3.0677, DDP time: 0.0040, Total iter time: 7.8542 [2020-11-08 14:03:11,485][root][INFO] - ===> Epoch[23](582/26): Loss 1.2242, Sem 1.0657, dir -0.3887, norm 0.5472, swav 0.0000 LR: 9.475e-02 Score 65.111 Data time: 0.2484, Forward time: 2.2932, Backward time: 3.0681, DDP time: 0.0040, Total iter time: 6.3496 [2020-11-08 14:03:16,140][root][INFO] - ===> Epoch[23](583/26): Loss 1.1607, Sem 0.9530, dir -0.4008, norm 0.6085, swav 0.0000 LR: 9.474e-02 Score 70.717 Data time: 0.1420, Forward time: 2.2921, Backward time: 3.0675, DDP time: 0.0040, Total iter time: 4.5181 [2020-11-08 14:03:21,046][root][INFO] - ===> Epoch[23](584/26): Loss 1.2574, Sem 1.0655, dir -0.3867, norm 0.5785, swav 0.0000 LR: 9.473e-02 Score 66.542 Data time: 0.2352, Forward time: 2.2920, Backward time: 3.0662, DDP time: 0.0040, Total iter time: 4.8185 [2020-11-08 14:03:26,642][root][INFO] - ===> Epoch[23](585/26): Loss 1.1099, Sem 0.9392, dir -0.4180, norm 0.5887, swav 0.0000 LR: 9.472e-02 Score 70.377 Data time: 0.2667, Forward time: 2.2928, Backward time: 3.0651, DDP time: 0.0040, Total iter time: 5.4781 [2020-11-08 14:03:34,060][root][INFO] - ===> Epoch[23](586/26): Loss 1.2261, Sem 1.0579, dir -0.4016, norm 0.5698, swav 0.0000 LR: 9.471e-02 Score 66.918 Data time: 0.2610, Forward time: 2.2931, Backward time: 3.0674, DDP time: 0.0040, Total iter time: 7.2761 [2020-11-08 14:03:39,491][root][INFO] - ===> Epoch[23](587/26): Loss 1.2415, Sem 1.0278, dir -0.3754, norm 0.5890, swav 0.0000 LR: 9.470e-02 Score 67.406 Data time: 0.2704, Forward time: 2.2939, Backward time: 3.0660, DDP time: 0.0040, Total iter time: 5.3096 [2020-11-08 14:03:46,886][root][INFO] - ===> Epoch[23](588/26): Loss 1.1972, Sem 1.0272, dir -0.3933, norm 0.5634, swav 0.0000 LR: 9.469e-02 Score 68.354 Data time: 0.2392, Forward time: 2.2942, Backward time: 3.0684, DDP time: 0.0040, Total iter time: 7.2798 [2020-11-08 14:03:51,585][root][INFO] - ===> Epoch[23](589/26): Loss 1.2704, Sem 1.0556, dir -0.3217, norm 0.5365, swav 0.0000 LR: 9.468e-02 Score 67.505 Data time: 0.1877, Forward time: 2.2936, Backward time: 3.0673, DDP time: 0.0040, Total iter time: 4.5983 [2020-11-08 14:03:56,654][root][INFO] - ===> Epoch[23](590/26): Loss 1.1983, Sem 0.9873, dir -0.3715, norm 0.5825, swav 0.0000 LR: 9.467e-02 Score 68.051 Data time: 0.2323, Forward time: 2.2937, Backward time: 3.0660, DDP time: 0.0040, Total iter time: 4.9857 [2020-11-08 14:04:02,813][root][INFO] - ===> Epoch[23](591/26): Loss 1.1605, Sem 1.0502, dir -0.4300, norm 0.5403, swav 0.0000 LR: 9.467e-02 Score 66.557 Data time: 0.2348, Forward time: 2.2940, Backward time: 3.0663, DDP time: 0.0040, Total iter time: 6.0450 [2020-11-08 14:04:07,880][root][INFO] - ===> Epoch[23](592/26): Loss 1.0503, Sem 0.8904, dir -0.3686, norm 0.5285, swav 0.0000 LR: 9.466e-02 Score 72.658 Data time: 0.2364, Forward time: 2.2945, Backward time: 3.0648, DDP time: 0.0040, Total iter time: 4.9543 [2020-11-08 14:04:13,904][root][INFO] - ===> Epoch[23](593/26): Loss 1.1066, Sem 0.9699, dir -0.3979, norm 0.5346, swav 0.0000 LR: 9.465e-02 Score 68.449 Data time: 0.1229, Forward time: 2.2928, Backward time: 3.0671, DDP time: 0.0040, Total iter time: 5.9075 [2020-11-08 14:04:20,019][root][INFO] - ===> Epoch[23](594/26): Loss 1.0641, Sem 0.9232, dir -0.3848, norm 0.5256, swav 0.0000 LR: 9.464e-02 Score 70.319 Data time: 0.1788, Forward time: 2.2921, Backward time: 3.0685, DDP time: 0.0040, Total iter time: 6.0133 [2020-11-08 14:04:25,426][root][INFO] - ===> Epoch[23](595/26): Loss 1.0063, Sem 0.8850, dir -0.4069, norm 0.5282, swav 0.0000 LR: 9.463e-02 Score 71.323 Data time: 0.1871, Forward time: 2.2916, Backward time: 3.0684, DDP time: 0.0040, Total iter time: 5.3094 [2020-11-08 14:04:31,396][root][INFO] - ===> Epoch[23](596/26): Loss 1.1595, Sem 1.0253, dir -0.4205, norm 0.5547, swav 0.0000 LR: 9.462e-02 Score 68.719 Data time: 0.2085, Forward time: 2.2914, Backward time: 3.0689, DDP time: 0.0040, Total iter time: 5.8488 [2020-11-08 14:04:36,553][root][INFO] - ===> Epoch[23](597/26): Loss 1.2652, Sem 1.0983, dir -0.4252, norm 0.5921, swav 0.0000 LR: 9.461e-02 Score 65.563 Data time: 0.1937, Forward time: 2.2911, Backward time: 3.0682, DDP time: 0.0040, Total iter time: 5.0193 [2020-11-08 14:04:42,513][root][INFO] - ===> Epoch[23](598/26): Loss 1.2270, Sem 0.9700, dir -0.3464, norm 0.6034, swav 0.0000 LR: 9.460e-02 Score 70.770 Data time: 0.2412, Forward time: 2.2914, Backward time: 3.0682, DDP time: 0.0040, Total iter time: 5.8498 [2020-11-08 14:04:48,595][root][INFO] - ===> Epoch[24](599/26): Loss 1.1249, Sem 0.9315, dir -0.3453, norm 0.5388, swav 0.0000 LR: 9.459e-02 Score 71.513 Data time: 0.2585, Forward time: 2.2928, Backward time: 3.0674, DDP time: 0.0040, Total iter time: 5.9475 [2020-11-08 14:04:54,162][root][INFO] - ===> Epoch[24](600/26): Loss 1.1466, Sem 1.0250, dir -0.4040, norm 0.5256, swav 0.0000 LR: 9.458e-02 Score 69.493 Data time: 0.2020, Forward time: 2.2925, Backward time: 3.0673, DDP time: 0.0040, Total iter time: 5.4497 [2020-11-08 14:04:59,641][root][INFO] - ===> Epoch[24](601/26): Loss 1.1184, Sem 0.9860, dir -0.3849, norm 0.5174, swav 0.0000 LR: 9.457e-02 Score 71.104 Data time: 0.2328, Forward time: 2.2930, Backward time: 3.0664, DDP time: 0.0040, Total iter time: 5.3691 [2020-11-08 14:05:04,110][root][INFO] - ===> Epoch[24](602/26): Loss 1.0873, Sem 0.9304, dir -0.4087, norm 0.5657, swav 0.0000 LR: 9.457e-02 Score 70.877 Data time: 0.1493, Forward time: 2.2920, Backward time: 3.0654, DDP time: 0.0040, Total iter time: 4.3446 [2020-11-08 14:05:09,248][root][INFO] - ===> Epoch[24](603/26): Loss 1.3111, Sem 1.0657, dir -0.3697, norm 0.6151, swav 0.0000 LR: 9.456e-02 Score 69.351 Data time: 0.1990, Forward time: 2.2914, Backward time: 3.0650, DDP time: 0.0040, Total iter time: 5.0209 [2020-11-08 14:05:15,525][root][INFO] - ===> Epoch[24](604/26): Loss 1.3422, Sem 1.0928, dir -0.3759, norm 0.6253, swav 0.0000 LR: 9.455e-02 Score 66.562 Data time: 0.2651, Forward time: 2.2916, Backward time: 3.0655, DDP time: 0.0040, Total iter time: 6.1658 [2020-11-08 14:05:21,762][root][INFO] - ===> Epoch[24](605/26): Loss 1.1169, Sem 0.9207, dir -0.3803, norm 0.5765, swav 0.0000 LR: 9.454e-02 Score 69.969 Data time: 0.2842, Forward time: 2.2925, Backward time: 3.0653, DDP time: 0.0040, Total iter time: 6.0959 [2020-11-08 14:05:27,311][root][INFO] - ===> Epoch[24](606/26): Loss 1.1913, Sem 0.9679, dir -0.3671, norm 0.5905, swav 0.0000 LR: 9.453e-02 Score 70.066 Data time: 0.2301, Forward time: 2.2931, Backward time: 3.0643, DDP time: 0.0040, Total iter time: 5.4026 [2020-11-08 14:05:32,556][root][INFO] - ===> Epoch[24](607/26): Loss 0.9952, Sem 0.9036, dir -0.4087, norm 0.5003, swav 0.0000 LR: 9.452e-02 Score 72.496 Data time: 0.1953, Forward time: 2.2927, Backward time: 3.0639, DDP time: 0.0040, Total iter time: 5.0912 [2020-11-08 14:05:38,916][root][INFO] - ===> Epoch[24](608/26): Loss 0.9818, Sem 0.8781, dir -0.3964, norm 0.5001, swav 0.0000 LR: 9.451e-02 Score 72.253 Data time: 0.1919, Forward time: 2.2923, Backward time: 3.0653, DDP time: 0.0040, Total iter time: 6.2902 [2020-11-08 14:05:45,506][root][INFO] - ===> Epoch[24](609/26): Loss 1.1967, Sem 1.0428, dir -0.3843, norm 0.5382, swav 0.0000 LR: 9.450e-02 Score 67.045 Data time: 0.2393, Forward time: 2.2926, Backward time: 3.0662, DDP time: 0.0040, Total iter time: 6.4651 [2020-11-08 14:05:50,395][root][INFO] - ===> Epoch[24](610/26): Loss 1.2290, Sem 1.0458, dir -0.4406, norm 0.6238, swav 0.0000 LR: 9.449e-02 Score 66.126 Data time: 0.1973, Forward time: 2.2922, Backward time: 3.0652, DDP time: 0.0040, Total iter time: 4.7897 [2020-11-08 14:05:55,780][root][INFO] - ===> Epoch[24](611/26): Loss 1.2769, Sem 1.0952, dir -0.4291, norm 0.6108, swav 0.0000 LR: 9.448e-02 Score 64.705 Data time: 0.2698, Forward time: 2.2930, Backward time: 3.0639, DDP time: 0.0040, Total iter time: 5.2787 [2020-11-08 14:06:01,658][root][INFO] - ===> Epoch[24](612/26): Loss 1.1152, Sem 0.9602, dir -0.3973, norm 0.5522, swav 0.0000 LR: 9.448e-02 Score 69.078 Data time: 0.1964, Forward time: 2.2924, Backward time: 3.0647, DDP time: 0.0040, Total iter time: 5.7457 [2020-11-08 14:06:07,643][root][INFO] - ===> Epoch[24](613/26): Loss 1.1723, Sem 1.0001, dir -0.3982, norm 0.5703, swav 0.0000 LR: 9.447e-02 Score 67.740 Data time: 0.3179, Forward time: 2.2936, Backward time: 3.0637, DDP time: 0.0040, Total iter time: 5.8869 [2020-11-08 14:06:12,974][root][INFO] - ===> Epoch[24](614/26): Loss 1.3449, Sem 1.1251, dir -0.3832, norm 0.6030, swav 0.0000 LR: 9.446e-02 Score 64.945 Data time: 0.2442, Forward time: 2.2944, Backward time: 3.0622, DDP time: 0.0040, Total iter time: 5.2101 [2020-11-08 14:06:18,295][root][INFO] - ===> Epoch[24](615/26): Loss 0.9771, Sem 0.8654, dir -0.4144, norm 0.5262, swav 0.0000 LR: 9.445e-02 Score 73.189 Data time: 0.1895, Forward time: 2.2942, Backward time: 3.0618, DDP time: 0.0040, Total iter time: 5.1859 [2020-11-08 14:06:24,429][root][INFO] - ===> Epoch[24](616/26): Loss 1.0652, Sem 0.9459, dir -0.4249, norm 0.5443, swav 0.0000 LR: 9.444e-02 Score 70.572 Data time: 0.1686, Forward time: 2.2936, Backward time: 3.0630, DDP time: 0.0040, Total iter time: 6.0200 [2020-11-08 14:06:29,882][root][INFO] - ===> Epoch[24](617/26): Loss 1.2188, Sem 1.0580, dir -0.4208, norm 0.5816, swav 0.0000 LR: 9.443e-02 Score 65.565 Data time: 0.1478, Forward time: 2.2924, Backward time: 3.0638, DDP time: 0.0040, Total iter time: 5.3622 [2020-11-08 14:06:34,436][root][INFO] - ===> Epoch[24](618/26): Loss 1.0788, Sem 0.8996, dir -0.3972, norm 0.5764, swav 0.0000 LR: 9.442e-02 Score 71.363 Data time: 0.1998, Forward time: 2.2918, Backward time: 3.0625, DDP time: 0.0040, Total iter time: 4.4708 [2020-11-08 14:06:39,825][root][INFO] - ===> Epoch[24](619/26): Loss 1.2055, Sem 1.0546, dir -0.3886, norm 0.5394, swav 0.0000 LR: 9.441e-02 Score 66.601 Data time: 0.2681, Forward time: 2.2926, Backward time: 3.0612, DDP time: 0.0040, Total iter time: 5.3126 [2020-11-08 14:06:46,160][root][INFO] - ===> Epoch[24](620/26): Loss 1.1074, Sem 0.9476, dir -0.3546, norm 0.5144, swav 0.0000 LR: 9.440e-02 Score 69.651 Data time: 0.2207, Forward time: 2.2925, Backward time: 3.0622, DDP time: 0.0040, Total iter time: 6.2091 [2020-11-08 14:06:51,912][root][INFO] - ===> Epoch[24](621/26): Loss 1.0410, Sem 0.9281, dir -0.4240, norm 0.5369, swav 0.0000 LR: 9.439e-02 Score 71.016 Data time: 0.2146, Forward time: 2.2929, Backward time: 3.0619, DDP time: 0.0040, Total iter time: 5.6493 [2020-11-08 14:06:57,101][root][INFO] - ===> Epoch[24](622/26): Loss 1.1054, Sem 0.9354, dir -0.3797, norm 0.5496, swav 0.0000 LR: 9.438e-02 Score 69.963 Data time: 0.2114, Forward time: 2.2927, Backward time: 3.0610, DDP time: 0.0040, Total iter time: 5.0554 [2020-11-08 14:07:04,272][root][INFO] - ===> Epoch[24](623/26): Loss 1.0887, Sem 0.9719, dir -0.3921, norm 0.5088, swav 0.0000 LR: 9.438e-02 Score 69.520 Data time: 0.2030, Forward time: 2.2928, Backward time: 3.0631, DDP time: 0.0040, Total iter time: 7.0374 [2020-11-08 14:07:09,439][root][INFO] - ===> Epoch[24](624/26): Loss 1.1145, Sem 0.9418, dir -0.3856, norm 0.5583, swav 0.0000 LR: 9.437e-02 Score 72.229 Data time: 0.1539, Forward time: 2.2917, Backward time: 3.0633, DDP time: 0.0041, Total iter time: 5.0352 [2020-11-08 14:07:15,860][root][INFO] - ===> Epoch[25](625/26): Loss 1.0747, Sem 0.8869, dir -0.3591, norm 0.5469, swav 0.0000 LR: 9.436e-02 Score 73.379 Data time: 0.2637, Forward time: 2.2929, Backward time: 3.0632, DDP time: 0.0041, Total iter time: 6.3485 [2020-11-08 14:07:21,140][root][INFO] - ===> Epoch[25](626/26): Loss 1.1687, Sem 0.9909, dir -0.3622, norm 0.5400, swav 0.0000 LR: 9.435e-02 Score 68.109 Data time: 0.1860, Forward time: 2.2926, Backward time: 3.0628, DDP time: 0.0041, Total iter time: 5.1572 [2020-11-08 14:07:26,927][root][INFO] - ===> Epoch[25](627/26): Loss 1.2611, Sem 1.0455, dir -0.4019, norm 0.6175, swav 0.0000 LR: 9.434e-02 Score 68.514 Data time: 0.2171, Forward time: 2.2924, Backward time: 3.0631, DDP time: 0.0041, Total iter time: 5.6830 [2020-11-08 14:07:32,198][root][INFO] - ===> Epoch[25](628/26): Loss 1.1226, Sem 0.9823, dir -0.4261, norm 0.5663, swav 0.0000 LR: 9.433e-02 Score 68.505 Data time: 0.2210, Forward time: 2.2923, Backward time: 3.0624, DDP time: 0.0041, Total iter time: 5.1516 [2020-11-08 14:07:37,007][root][INFO] - ===> Epoch[25](629/26): Loss 1.3244, Sem 1.0557, dir -0.3457, norm 0.6144, swav 0.0000 LR: 9.432e-02 Score 66.628 Data time: 0.2293, Forward time: 2.2923, Backward time: 3.0609, DDP time: 0.0041, Total iter time: 4.7033 [2020-11-08 14:07:42,825][root][INFO] - ===> Epoch[25](630/26): Loss 1.2207, Sem 0.9669, dir -0.3736, norm 0.6275, swav 0.0000 LR: 9.431e-02 Score 68.756 Data time: 0.1958, Forward time: 2.2921, Backward time: 3.0612, DDP time: 0.0041, Total iter time: 5.6937 [2020-11-08 14:07:47,995][root][INFO] - ===> Epoch[25](631/26): Loss 0.9724, Sem 0.7691, dir -0.3163, norm 0.5196, swav 0.0000 LR: 9.430e-02 Score 76.154 Data time: 0.2295, Forward time: 2.2923, Backward time: 3.0601, DDP time: 0.0041, Total iter time: 5.0642 [2020-11-08 14:07:53,795][root][INFO] - ===> Epoch[25](632/26): Loss 1.2276, Sem 1.0091, dir -0.3365, norm 0.5551, swav 0.0000 LR: 9.429e-02 Score 67.756 Data time: 0.2182, Forward time: 2.2927, Backward time: 3.0598, DDP time: 0.0041, Total iter time: 5.6780 [2020-11-08 14:08:00,251][root][INFO] - ===> Epoch[25](633/26): Loss 1.2336, Sem 1.0364, dir -0.3893, norm 0.5866, swav 0.0000 LR: 9.429e-02 Score 66.812 Data time: 0.2377, Forward time: 2.2928, Backward time: 3.0608, DDP time: 0.0041, Total iter time: 6.3212 [2020-11-08 14:08:06,610][root][INFO] - ===> Epoch[25](634/26): Loss 1.1235, Sem 0.8810, dir -0.3360, norm 0.5785, swav 0.0000 LR: 9.428e-02 Score 72.654 Data time: 0.1330, Forward time: 2.2915, Backward time: 3.0629, DDP time: 0.0041, Total iter time: 6.2179 [2020-11-08 14:08:12,221][root][INFO] - ===> Epoch[25](635/26): Loss 1.1010, Sem 0.9469, dir -0.4349, norm 0.5890, swav 0.0000 LR: 9.427e-02 Score 69.157 Data time: 0.1848, Forward time: 2.2908, Backward time: 3.0633, DDP time: 0.0041, Total iter time: 5.5288 [2020-11-08 14:08:17,191][root][INFO] - ===> Epoch[25](636/26): Loss 1.1521, Sem 0.9497, dir -0.3905, norm 0.5929, swav 0.0000 LR: 9.426e-02 Score 69.043 Data time: 0.2389, Forward time: 2.2913, Backward time: 3.0617, DDP time: 0.0041, Total iter time: 4.8447 [2020-11-08 14:08:22,800][root][INFO] - ===> Epoch[25](637/26): Loss 1.1521, Sem 0.9617, dir -0.3993, norm 0.5898, swav 0.0000 LR: 9.425e-02 Score 68.781 Data time: 0.2677, Forward time: 2.2922, Backward time: 3.0605, DDP time: 0.0041, Total iter time: 5.4859 [2020-11-08 14:08:29,096][root][INFO] - ===> Epoch[25](638/26): Loss 1.0346, Sem 0.8846, dir -0.4106, norm 0.5606, swav 0.0000 LR: 9.424e-02 Score 73.234 Data time: 0.1258, Forward time: 2.2910, Backward time: 3.0628, DDP time: 0.0041, Total iter time: 6.1437 [2020-11-08 14:08:35,442][root][INFO] - ===> Epoch[25](639/26): Loss 1.1672, Sem 1.0005, dir -0.4283, norm 0.5951, swav 0.0000 LR: 9.423e-02 Score 68.372 Data time: 0.1860, Forward time: 2.2903, Backward time: 3.0644, DDP time: 0.0041, Total iter time: 6.2700 [2020-11-08 14:08:41,323][root][INFO] - ===> Epoch[25](640/26): Loss 1.1517, Sem 0.9867, dir -0.4220, norm 0.5870, swav 0.0000 LR: 9.422e-02 Score 69.135 Data time: 0.1874, Forward time: 2.2898, Backward time: 3.0650, DDP time: 0.0041, Total iter time: 5.7768 [2020-11-08 14:08:47,516][root][INFO] - ===> Epoch[25](641/26): Loss 1.2354, Sem 1.0128, dir -0.3754, norm 0.5979, swav 0.0000 LR: 9.421e-02 Score 68.280 Data time: 0.2083, Forward time: 2.2896, Backward time: 3.0659, DDP time: 0.0041, Total iter time: 6.0727 [2020-11-08 14:08:53,223][root][INFO] - ===> Epoch[25](642/26): Loss 1.0825, Sem 0.9555, dir -0.4094, norm 0.5364, swav 0.0000 LR: 9.420e-02 Score 70.172 Data time: 0.2579, Forward time: 2.2901, Backward time: 3.0652, DDP time: 0.0041, Total iter time: 5.5768 [2020-11-08 14:08:59,104][root][INFO] - ===> Epoch[25](643/26): Loss 1.1320, Sem 0.8990, dir -0.3883, norm 0.6213, swav 0.0000 LR: 9.419e-02 Score 71.342 Data time: 0.2556, Forward time: 2.2902, Backward time: 3.0652, DDP time: 0.0041, Total iter time: 5.7639 [2020-11-08 14:09:03,695][root][INFO] - ===> Epoch[25](644/26): Loss 1.1202, Sem 1.0068, dir -0.4210, norm 0.5344, swav 0.0000 LR: 9.419e-02 Score 67.927 Data time: 0.1913, Forward time: 2.2899, Backward time: 3.0637, DDP time: 0.0041, Total iter time: 4.4642 [2020-11-08 14:09:08,120][root][INFO] - ===> Epoch[25](645/26): Loss 1.0638, Sem 0.9317, dir -0.3882, norm 0.5202, swav 0.0000 LR: 9.418e-02 Score 70.182 Data time: 0.1895, Forward time: 2.2896, Backward time: 3.0621, DDP time: 0.0041, Total iter time: 4.3122 [2020-11-08 14:09:13,600][root][INFO] - ===> Epoch[25](646/26): Loss 0.9505, Sem 0.8052, dir -0.3870, norm 0.5323, swav 0.0000 LR: 9.417e-02 Score 74.917 Data time: 0.1802, Forward time: 2.2890, Backward time: 3.0623, DDP time: 0.0041, Total iter time: 5.3794 [2020-11-08 14:09:18,859][root][INFO] - ===> Epoch[25](647/26): Loss 0.8732, Sem 0.8098, dir -0.4469, norm 0.5103, swav 0.0000 LR: 9.416e-02 Score 74.508 Data time: 0.2153, Forward time: 2.2890, Backward time: 3.0616, DDP time: 0.0041, Total iter time: 5.1798 [2020-11-08 14:09:23,894][root][INFO] - ===> Epoch[25](648/26): Loss 1.2525, Sem 1.0884, dir -0.4110, norm 0.5751, swav 0.0000 LR: 9.415e-02 Score 68.027 Data time: 0.1777, Forward time: 2.2888, Backward time: 3.0606, DDP time: 0.0041, Total iter time: 4.9151 [2020-11-08 14:09:28,671][root][INFO] - ===> Epoch[25](649/26): Loss 1.1008, Sem 0.9834, dir -0.3798, norm 0.4972, swav 0.0000 LR: 9.414e-02 Score 69.094 Data time: 0.2007, Forward time: 2.2880, Backward time: 3.0599, DDP time: 0.0041, Total iter time: 4.6499 [2020-11-08 14:09:34,115][root][INFO] - ===> Epoch[25](650/26): Loss 1.1498, Sem 0.9740, dir -0.3969, norm 0.5727, swav 0.0000 LR: 9.413e-02 Score 69.018 Data time: 0.1992, Forward time: 2.2876, Backward time: 3.0599, DDP time: 0.0041, Total iter time: 5.3275 [2020-11-08 14:09:40,780][root][INFO] - ===> Epoch[26](651/26): Loss 1.1504, Sem 1.0213, dir -0.4466, norm 0.5757, swav 0.0000 LR: 9.412e-02 Score 70.527 Data time: 0.2120, Forward time: 2.2874, Backward time: 3.0614, DDP time: 0.0041, Total iter time: 6.5413 [2020-11-08 14:09:47,164][root][INFO] - ===> Epoch[26](652/26): Loss 1.2442, Sem 1.0739, dir -0.4215, norm 0.5917, swav 0.0000 LR: 9.411e-02 Score 65.900 Data time: 0.1954, Forward time: 2.2869, Backward time: 3.0627, DDP time: 0.0041, Total iter time: 6.2488 [2020-11-08 14:09:52,864][root][INFO] - ===> Epoch[26](653/26): Loss 1.0607, Sem 0.8827, dir -0.3823, norm 0.5602, swav 0.0000 LR: 9.410e-02 Score 72.911 Data time: 0.2751, Forward time: 2.2878, Backward time: 3.0617, DDP time: 0.0041, Total iter time: 5.5633 [2020-11-08 14:09:57,716][root][INFO] - ===> Epoch[26](654/26): Loss 1.1304, Sem 1.0004, dir -0.4251, norm 0.5551, swav 0.0000 LR: 9.409e-02 Score 67.608 Data time: 0.1724, Forward time: 2.2874, Backward time: 3.0608, DDP time: 0.0041, Total iter time: 4.7221 [2020-11-08 14:10:03,119][root][INFO] - ===> Epoch[26](655/26): Loss 1.1665, Sem 0.9819, dir -0.3905, norm 0.5751, swav 0.0000 LR: 9.409e-02 Score 69.605 Data time: 0.3004, Forward time: 2.2881, Backward time: 3.0595, DDP time: 0.0041, Total iter time: 5.2909 [2020-11-08 14:10:08,917][root][INFO] - ===> Epoch[26](656/26): Loss 1.0505, Sem 0.9341, dir -0.3979, norm 0.5143, swav 0.0000 LR: 9.408e-02 Score 71.688 Data time: 0.2359, Forward time: 2.2884, Backward time: 3.0593, DDP time: 0.0041, Total iter time: 5.6815 [2020-11-08 14:10:14,780][root][INFO] - ===> Epoch[26](657/26): Loss 1.1871, Sem 0.9475, dir -0.3381, norm 0.5777, swav 0.0000 LR: 9.407e-02 Score 69.865 Data time: 0.2499, Forward time: 2.2892, Backward time: 3.0587, DDP time: 0.0041, Total iter time: 5.7318 [2020-11-08 14:10:19,949][root][INFO] - ===> Epoch[26](658/26): Loss 1.3485, Sem 1.1553, dir -0.4021, norm 0.5953, swav 0.0000 LR: 9.406e-02 Score 63.076 Data time: 0.2130, Forward time: 2.2891, Backward time: 3.0579, DDP time: 0.0041, Total iter time: 5.0382 [2020-11-08 14:10:25,886][root][INFO] - ===> Epoch[26](659/26): Loss 1.1563, Sem 0.9926, dir -0.4479, norm 0.6116, swav 0.0000 LR: 9.405e-02 Score 69.625 Data time: 0.1313, Forward time: 2.2878, Backward time: 3.0597, DDP time: 0.0041, Total iter time: 5.8160 [2020-11-08 14:10:30,605][root][INFO] - ===> Epoch[26](660/26): Loss 1.0578, Sem 0.9790, dir -0.4157, norm 0.4945, swav 0.0000 LR: 9.404e-02 Score 69.038 Data time: 0.1871, Forward time: 2.2871, Backward time: 3.0589, DDP time: 0.0041, Total iter time: 4.6192 [2020-11-08 14:10:36,407][root][INFO] - ===> Epoch[26](661/26): Loss 1.0270, Sem 0.8958, dir -0.4192, norm 0.5504, swav 0.0000 LR: 9.403e-02 Score 71.103 Data time: 0.2736, Forward time: 2.2882, Backward time: 3.0579, DDP time: 0.0041, Total iter time: 5.6968 [2020-11-08 14:10:40,958][root][INFO] - ===> Epoch[26](662/26): Loss 1.1672, Sem 0.9994, dir -0.3781, norm 0.5459, swav 0.0000 LR: 9.402e-02 Score 67.222 Data time: 0.2113, Forward time: 2.2880, Backward time: 3.0564, DDP time: 0.0041, Total iter time: 4.4235 [2020-11-08 14:10:47,077][root][INFO] - ===> Epoch[26](663/26): Loss 1.1953, Sem 1.0619, dir -0.3975, norm 0.5309, swav 0.0000 LR: 9.401e-02 Score 69.437 Data time: 0.3121, Forward time: 2.2892, Backward time: 3.0557, DDP time: 0.0041, Total iter time: 6.0133 [2020-11-08 14:10:53,169][root][INFO] - ===> Epoch[26](664/26): Loss 1.3614, Sem 1.1384, dir -0.4116, norm 0.6347, swav 0.0000 LR: 9.400e-02 Score 64.833 Data time: 0.2696, Forward time: 2.2904, Backward time: 3.0549, DDP time: 0.0041, Total iter time: 5.9563 [2020-11-08 14:10:58,611][root][INFO] - ===> Epoch[26](665/26): Loss 1.2191, Sem 1.0118, dir -0.4019, norm 0.6092, swav 0.0000 LR: 9.400e-02 Score 67.173 Data time: 0.2099, Forward time: 2.2902, Backward time: 3.0547, DDP time: 0.0041, Total iter time: 5.2958 [2020-11-08 14:11:04,824][root][INFO] - ===> Epoch[26](666/26): Loss 1.0093, Sem 0.8916, dir -0.3931, norm 0.5109, swav 0.0000 LR: 9.399e-02 Score 72.319 Data time: 0.3151, Forward time: 2.2915, Backward time: 3.0540, DDP time: 0.0041, Total iter time: 6.0969 [2020-11-08 14:11:10,165][root][INFO] - ===> Epoch[26](667/26): Loss 1.1115, Sem 1.0086, dir -0.4101, norm 0.5130, swav 0.0000 LR: 9.398e-02 Score 68.013 Data time: 0.2083, Forward time: 2.2919, Backward time: 3.0530, DDP time: 0.0041, Total iter time: 5.2130 [2020-11-08 14:11:16,640][root][INFO] - ===> Epoch[26](668/26): Loss 1.0285, Sem 0.8733, dir -0.3699, norm 0.5251, swav 0.0000 LR: 9.397e-02 Score 72.496 Data time: 0.1388, Forward time: 2.2906, Backward time: 3.0556, DDP time: 0.0041, Total iter time: 6.3520 [2020-11-08 14:11:22,653][root][INFO] - ===> Epoch[26](669/26): Loss 1.1196, Sem 1.0069, dir -0.3892, norm 0.5020, swav 0.0000 LR: 9.396e-02 Score 68.857 Data time: 0.2283, Forward time: 2.2906, Backward time: 3.0561, DDP time: 0.0041, Total iter time: 5.9612 [2020-11-08 14:11:28,048][root][INFO] - ===> Epoch[26](670/26): Loss 1.1143, Sem 1.0153, dir -0.4291, norm 0.5281, swav 0.0000 LR: 9.395e-02 Score 67.328 Data time: 0.1468, Forward time: 2.2897, Backward time: 3.0565, DDP time: 0.0041, Total iter time: 5.2958 [2020-11-08 14:11:33,421][root][INFO] - ===> Epoch[26](671/26): Loss 1.0686, Sem 0.9537, dir -0.4382, norm 0.5532, swav 0.0000 LR: 9.394e-02 Score 70.534 Data time: 0.1814, Forward time: 2.2892, Backward time: 3.0565, DDP time: 0.0041, Total iter time: 5.3022 [2020-11-08 14:11:39,386][root][INFO] - ===> Epoch[26](672/26): Loss 1.2714, Sem 1.0668, dir -0.4085, norm 0.6131, swav 0.0000 LR: 9.393e-02 Score 67.178 Data time: 0.1973, Forward time: 2.2885, Backward time: 3.0575, DDP time: 0.0041, Total iter time: 5.8555 [2020-11-08 14:11:45,525][root][INFO] - ===> Epoch[26](673/26): Loss 0.9788, Sem 0.8583, dir -0.4234, norm 0.5439, swav 0.0000 LR: 9.392e-02 Score 74.801 Data time: 0.2919, Forward time: 2.2897, Backward time: 3.0569, DDP time: 0.0041, Total iter time: 6.0459 [2020-11-08 14:11:51,773][root][INFO] - ===> Epoch[26](674/26): Loss 1.2824, Sem 1.0896, dir -0.3699, norm 0.5628, swav 0.0000 LR: 9.391e-02 Score 66.995 Data time: 0.2498, Forward time: 2.2907, Backward time: 3.0566, DDP time: 0.0041, Total iter time: 6.0972 [2020-11-08 14:11:57,327][root][INFO] - ===> Epoch[26](675/26): Loss 1.2556, Sem 1.0005, dir -0.3742, norm 0.6294, swav 0.0000 LR: 9.390e-02 Score 69.409 Data time: 0.2004, Forward time: 2.2905, Backward time: 3.0565, DDP time: 0.0041, Total iter time: 5.4272 [2020-11-08 14:12:04,737][root][INFO] - ===> Epoch[26](676/26): Loss 1.1291, Sem 0.9927, dir -0.4108, norm 0.5471, swav 0.0000 LR: 9.390e-02 Score 68.547 Data time: 0.2133, Forward time: 2.2905, Backward time: 3.0589, DDP time: 0.0041, Total iter time: 7.2960 [2020-11-08 14:12:09,950][root][INFO] - ===> Epoch[27](677/26): Loss 1.1325, Sem 0.9506, dir -0.3628, norm 0.5448, swav 0.0000 LR: 9.389e-02 Score 71.103 Data time: 0.2826, Forward time: 2.2910, Backward time: 3.0576, DDP time: 0.0041, Total iter time: 5.0844 [2020-11-08 14:12:15,779][root][INFO] - ===> Epoch[27](678/26): Loss 1.0639, Sem 0.8896, dir -0.3960, norm 0.5703, swav 0.0000 LR: 9.388e-02 Score 73.267 Data time: 0.2730, Forward time: 2.2920, Backward time: 3.0566, DDP time: 0.0041, Total iter time: 5.6890 [2020-11-08 14:12:22,472][root][INFO] - ===> Epoch[27](679/26): Loss 1.1176, Sem 0.9256, dir -0.3757, norm 0.5677, swav 0.0000 LR: 9.387e-02 Score 70.596 Data time: 0.2254, Forward time: 2.2917, Backward time: 3.0582, DDP time: 0.0041, Total iter time: 6.5523 [2020-11-08 14:12:27,655][root][INFO] - ===> Epoch[27](680/26): Loss 1.0864, Sem 0.9314, dir -0.3667, norm 0.5216, swav 0.0000 LR: 9.386e-02 Score 70.630 Data time: 0.1487, Forward time: 2.2908, Backward time: 3.0583, DDP time: 0.0041, Total iter time: 5.0888 [2020-11-08 14:12:33,637][root][INFO] - ===> Epoch[27](681/26): Loss 1.2074, Sem 0.9933, dir -0.3549, norm 0.5690, swav 0.0000 LR: 9.385e-02 Score 67.437 Data time: 0.1318, Forward time: 2.2895, Backward time: 3.0600, DDP time: 0.0041, Total iter time: 5.9035 [2020-11-08 14:12:39,096][root][INFO] - ===> Epoch[27](682/26): Loss 1.2390, Sem 1.0236, dir -0.3955, norm 0.6109, swav 0.0000 LR: 9.384e-02 Score 67.915 Data time: 0.1625, Forward time: 2.2889, Backward time: 3.0603, DDP time: 0.0041, Total iter time: 5.3776 [2020-11-08 14:12:45,023][root][INFO] - ===> Epoch[27](683/26): Loss 1.1311, Sem 1.0000, dir -0.3976, norm 0.5287, swav 0.0000 LR: 9.383e-02 Score 67.826 Data time: 0.1161, Forward time: 2.2874, Backward time: 3.0623, DDP time: 0.0041, Total iter time: 5.8261 [2020-11-08 14:12:50,784][root][INFO] - ===> Epoch[27](684/26): Loss 1.1157, Sem 1.0003, dir -0.4267, norm 0.5421, swav 0.0000 LR: 9.382e-02 Score 68.802 Data time: 0.1791, Forward time: 2.2867, Backward time: 3.0630, DDP time: 0.0041, Total iter time: 5.6908 [2020-11-08 14:12:56,356][root][INFO] - ===> Epoch[27](685/26): Loss 1.1670, Sem 0.9648, dir -0.4195, norm 0.6217, swav 0.0000 LR: 9.381e-02 Score 70.427 Data time: 0.1904, Forward time: 2.2861, Backward time: 3.0634, DDP time: 0.0041, Total iter time: 5.4684 [2020-11-08 14:13:02,107][root][INFO] - ===> Epoch[27](686/26): Loss 1.2308, Sem 1.0210, dir -0.3980, norm 0.6078, swav 0.0000 LR: 9.380e-02 Score 67.455 Data time: 0.2229, Forward time: 2.2862, Backward time: 3.0633, DDP time: 0.0041, Total iter time: 5.6498 [2020-11-08 14:13:07,489][root][INFO] - ===> Epoch[27](687/26): Loss 1.1009, Sem 0.9320, dir -0.3922, norm 0.5612, swav 0.0000 LR: 9.380e-02 Score 71.824 Data time: 0.2259, Forward time: 2.2860, Backward time: 3.0629, DDP time: 0.0041, Total iter time: 5.2377 [2020-11-08 14:13:12,838][root][INFO] - ===> Epoch[27](688/26): Loss 1.1752, Sem 0.9989, dir -0.4095, norm 0.5859, swav 0.0000 LR: 9.379e-02 Score 67.492 Data time: 0.2203, Forward time: 2.2861, Backward time: 3.0622, DDP time: 0.0041, Total iter time: 5.2157 [2020-11-08 14:13:18,772][root][INFO] - ===> Epoch[27](689/26): Loss 1.1824, Sem 1.0284, dir -0.4089, norm 0.5629, swav 0.0000 LR: 9.378e-02 Score 67.466 Data time: 0.1986, Forward time: 2.2861, Backward time: 3.0625, DDP time: 0.0041, Total iter time: 5.8049 [2020-11-08 14:13:24,351][root][INFO] - ===> Epoch[27](690/26): Loss 1.1299, Sem 1.0123, dir -0.4362, norm 0.5538, swav 0.0000 LR: 9.377e-02 Score 69.215 Data time: 0.1268, Forward time: 2.2847, Backward time: 3.0638, DDP time: 0.0041, Total iter time: 5.4606 [2020-11-08 14:13:30,239][root][INFO] - ===> Epoch[27](691/26): Loss 1.1993, Sem 1.0858, dir -0.4715, norm 0.5849, swav 0.0000 LR: 9.376e-02 Score 65.833 Data time: 0.2378, Forward time: 2.2851, Backward time: 3.0637, DDP time: 0.0041, Total iter time: 5.7994 [2020-11-08 14:13:35,604][root][INFO] - ===> Epoch[27](692/26): Loss 1.1064, Sem 0.9421, dir -0.4194, norm 0.5837, swav 0.0000 LR: 9.375e-02 Score 69.680 Data time: 0.2748, Forward time: 2.2853, Backward time: 3.0629, DDP time: 0.0041, Total iter time: 5.2675 [2020-11-08 14:13:41,591][root][INFO] - ===> Epoch[27](693/26): Loss 1.0384, Sem 0.9412, dir -0.4082, norm 0.5054, swav 0.0000 LR: 9.374e-02 Score 69.583 Data time: 0.2600, Forward time: 2.2861, Backward time: 3.0624, DDP time: 0.0041, Total iter time: 5.8593 [2020-11-08 14:13:48,088][root][INFO] - ===> Epoch[27](694/26): Loss 1.0511, Sem 0.9122, dir -0.3886, norm 0.5276, swav 0.0000 LR: 9.373e-02 Score 71.558 Data time: 0.2074, Forward time: 2.2862, Backward time: 3.0633, DDP time: 0.0041, Total iter time: 6.3751 [2020-11-08 14:13:53,489][root][INFO] - ===> Epoch[27](695/26): Loss 1.0985, Sem 0.9960, dir -0.4308, norm 0.5334, swav 0.0000 LR: 9.372e-02 Score 67.759 Data time: 0.2217, Forward time: 2.2861, Backward time: 3.0629, DDP time: 0.0041, Total iter time: 5.2823 [2020-11-08 14:14:00,386][root][INFO] - ===> Epoch[27](696/26): Loss 1.2145, Sem 1.0593, dir -0.3920, norm 0.5472, swav 0.0000 LR: 9.371e-02 Score 65.164 Data time: 0.2196, Forward time: 2.2865, Backward time: 3.0641, DDP time: 0.0041, Total iter time: 6.7740 [2020-11-08 14:14:06,409][root][INFO] - ===> Epoch[27](697/26): Loss 0.9792, Sem 0.8550, dir -0.3980, norm 0.5222, swav 0.0000 LR: 9.371e-02 Score 72.780 Data time: 0.1770, Forward time: 2.2859, Backward time: 3.0650, DDP time: 0.0041, Total iter time: 5.8844 [2020-11-08 14:14:11,960][root][INFO] - ===> Epoch[27](698/26): Loss 1.2122, Sem 1.0519, dir -0.4211, norm 0.5813, swav 0.0000 LR: 9.370e-02 Score 66.127 Data time: 0.1846, Forward time: 2.2858, Backward time: 3.0650, DDP time: 0.0041, Total iter time: 5.4540 [2020-11-08 14:14:18,942][root][INFO] - ===> Epoch[27](699/26): Loss 1.1477, Sem 0.9596, dir -0.4149, norm 0.6030, swav 0.0000 LR: 9.369e-02 Score 70.696 Data time: 0.1759, Forward time: 2.2852, Backward time: 3.0672, DDP time: 0.0041, Total iter time: 6.8781 [2020-11-08 14:14:24,385][root][INFO] - ===> Epoch[27](700/26): Loss 1.0846, Sem 0.8667, dir -0.3748, norm 0.5927, swav 0.0000 LR: 9.368e-02 Score 73.507 Data time: 0.2486, Forward time: 2.2858, Backward time: 3.0663, DDP time: 0.0041, Total iter time: 5.3445 [2020-11-08 14:14:30,360][root][INFO] - ===> Epoch[27](701/26): Loss 1.0509, Sem 0.8870, dir -0.4068, norm 0.5707, swav 0.0000 LR: 9.367e-02 Score 70.990 Data time: 0.2364, Forward time: 2.2861, Backward time: 3.0662, DDP time: 0.0041, Total iter time: 5.8457 [2020-11-08 14:14:36,268][root][INFO] - ===> Epoch[27](702/26): Loss 0.9394, Sem 0.8448, dir -0.4067, norm 0.5014, swav 0.0000 LR: 9.366e-02 Score 74.411 Data time: 0.2726, Forward time: 2.2871, Backward time: 3.0653, DDP time: 0.0041, Total iter time: 5.7692 [2020-11-08 14:14:41,400][root][INFO] - ===> Epoch[28](703/26): Loss 1.1690, Sem 1.0109, dir -0.4032, norm 0.5613, swav 0.0000 LR: 9.365e-02 Score 69.246 Data time: 0.1932, Forward time: 2.2868, Backward time: 3.0648, DDP time: 0.0041, Total iter time: 5.0192 [2020-11-08 14:14:46,322][root][INFO] - ===> Epoch[28](704/26): Loss 1.2267, Sem 1.0108, dir -0.3712, norm 0.5871, swav 0.0000 LR: 9.364e-02 Score 68.040 Data time: 0.1945, Forward time: 2.2867, Backward time: 3.0638, DDP time: 0.0041, Total iter time: 4.8072 [2020-11-08 14:14:52,603][root][INFO] - ===> Epoch[28](705/26): Loss 1.0382, Sem 0.9330, dir -0.4133, norm 0.5185, swav 0.0000 LR: 9.363e-02 Score 72.302 Data time: 0.1688, Forward time: 2.2862, Backward time: 3.0650, DDP time: 0.0041, Total iter time: 6.1666 [2020-11-08 14:14:59,164][root][INFO] - ===> Epoch[28](706/26): Loss 1.0802, Sem 0.9546, dir -0.3982, norm 0.5238, swav 0.0000 LR: 9.362e-02 Score 70.452 Data time: 0.1883, Forward time: 2.2859, Backward time: 3.0665, DDP time: 0.0041, Total iter time: 6.4588 [2020-11-08 14:15:04,771][root][INFO] - ===> Epoch[28](707/26): Loss 1.1158, Sem 0.9643, dir -0.4084, norm 0.5599, swav 0.0000 LR: 9.361e-02 Score 70.812 Data time: 0.1470, Forward time: 2.2848, Backward time: 3.0673, DDP time: 0.0041, Total iter time: 5.4790 [2020-11-08 14:15:10,852][root][INFO] - ===> Epoch[28](708/26): Loss 1.0606, Sem 0.8833, dir -0.3695, norm 0.5467, swav 0.0000 LR: 9.361e-02 Score 71.141 Data time: 0.2275, Forward time: 2.2851, Backward time: 3.0676, DDP time: 0.0041, Total iter time: 6.0133 [2020-11-08 14:15:15,886][root][INFO] - ===> Epoch[28](709/26): Loss 1.0355, Sem 0.9205, dir -0.4258, norm 0.5408, swav 0.0000 LR: 9.360e-02 Score 69.002 Data time: 0.1892, Forward time: 2.2848, Backward time: 3.0670, DDP time: 0.0041, Total iter time: 4.9100 [2020-11-08 14:15:21,979][root][INFO] - ===> Epoch[28](710/26): Loss 0.9719, Sem 0.8506, dir -0.4284, norm 0.5497, swav 0.0000 LR: 9.359e-02 Score 74.084 Data time: 0.3110, Forward time: 2.2860, Backward time: 3.0662, DDP time: 0.0041, Total iter time: 5.9616 [2020-11-08 14:15:28,121][root][INFO] - ===> Epoch[28](711/26): Loss 1.0612, Sem 0.9480, dir -0.4393, norm 0.5525, swav 0.0000 LR: 9.358e-02 Score 69.437 Data time: 0.2402, Forward time: 2.2864, Backward time: 3.0662, DDP time: 0.0041, Total iter time: 6.0178 [2020-11-08 14:15:33,367][root][INFO] - ===> Epoch[28](712/26): Loss 1.2436, Sem 1.0481, dir -0.4150, norm 0.6105, swav 0.0000 LR: 9.357e-02 Score 68.281 Data time: 0.1788, Forward time: 2.2859, Backward time: 3.0660, DDP time: 0.0041, Total iter time: 5.1269 [2020-11-08 14:15:40,342][root][INFO] - ===> Epoch[28](713/26): Loss 1.1960, Sem 0.9535, dir -0.3841, norm 0.6266, swav 0.0000 LR: 9.356e-02 Score 68.298 Data time: 0.1748, Forward time: 2.2852, Backward time: 3.0684, DDP time: 0.0041, Total iter time: 6.8922 [2020-11-08 14:15:45,428][root][INFO] - ===> Epoch[28](714/26): Loss 1.1306, Sem 1.0177, dir -0.4298, norm 0.5427, swav 0.0000 LR: 9.355e-02 Score 69.049 Data time: 0.2440, Forward time: 2.2855, Backward time: 3.0672, DDP time: 0.0041, Total iter time: 4.9745 [2020-11-08 14:15:50,771][root][INFO] - ===> Epoch[28](715/26): Loss 1.1199, Sem 0.9177, dir -0.3933, norm 0.5956, swav 0.0000 LR: 9.354e-02 Score 71.303 Data time: 0.2336, Forward time: 2.2857, Backward time: 3.0664, DDP time: 0.0041, Total iter time: 5.2154 [2020-11-08 14:15:55,546][root][INFO] - ===> Epoch[28](716/26): Loss 1.0664, Sem 0.9490, dir -0.4089, norm 0.5263, swav 0.0000 LR: 9.353e-02 Score 69.412 Data time: 0.1971, Forward time: 2.2855, Backward time: 3.0653, DDP time: 0.0041, Total iter time: 4.6496 [2020-11-08 14:16:00,423][root][INFO] - ===> Epoch[28](717/26): Loss 0.9605, Sem 0.8844, dir -0.4224, norm 0.4985, swav 0.0000 LR: 9.352e-02 Score 72.997 Data time: 0.1671, Forward time: 2.2848, Backward time: 3.0647, DDP time: 0.0041, Total iter time: 4.7674 [2020-11-08 14:16:07,265][root][INFO] - ===> Epoch[28](718/26): Loss 1.0790, Sem 0.9069, dir -0.4062, norm 0.5784, swav 0.0000 LR: 9.351e-02 Score 71.768 Data time: 0.2126, Forward time: 2.2843, Backward time: 3.0667, DDP time: 0.0041, Total iter time: 6.7510 [2020-11-08 14:16:13,045][root][INFO] - ===> Epoch[28](719/26): Loss 1.1148, Sem 0.9637, dir -0.4022, norm 0.5533, swav 0.0000 LR: 9.351e-02 Score 69.263 Data time: 0.2313, Forward time: 2.2843, Backward time: 3.0666, DDP time: 0.0041, Total iter time: 5.6787 [2020-11-08 14:16:19,120][root][INFO] - ===> Epoch[28](720/26): Loss 1.0996, Sem 0.9802, dir -0.4351, norm 0.5545, swav 0.0000 LR: 9.350e-02 Score 70.353 Data time: 0.1993, Forward time: 2.2843, Backward time: 3.0671, DDP time: 0.0041, Total iter time: 5.9598 [2020-11-08 14:16:24,740][root][INFO] - ===> Epoch[28](721/26): Loss 1.0528, Sem 0.9071, dir -0.4166, norm 0.5623, swav 0.0000 LR: 9.349e-02 Score 70.168 Data time: 0.1900, Forward time: 2.2838, Backward time: 3.0674, DDP time: 0.0041, Total iter time: 5.4901 [2020-11-08 14:16:31,809][root][INFO] - ===> Epoch[28](722/26): Loss 0.9648, Sem 0.7919, dir -0.3718, norm 0.5447, swav 0.0000 LR: 9.348e-02 Score 75.099 Data time: 0.2785, Forward time: 2.2848, Backward time: 3.0682, DDP time: 0.0041, Total iter time: 6.9859 [2020-11-08 14:16:37,641][root][INFO] - ===> Epoch[28](723/26): Loss 1.0509, Sem 0.9027, dir -0.4191, norm 0.5673, swav 0.0000 LR: 9.347e-02 Score 72.048 Data time: 0.2423, Forward time: 2.2856, Backward time: 3.0675, DDP time: 0.0041, Total iter time: 5.7076 [2020-11-08 14:16:43,179][root][INFO] - ===> Epoch[28](724/26): Loss 1.0138, Sem 0.9545, dir -0.4435, norm 0.5029, swav 0.0000 LR: 9.346e-02 Score 68.497 Data time: 0.2089, Forward time: 2.2856, Backward time: 3.0672, DDP time: 0.0041, Total iter time: 5.4235 [2020-11-08 14:16:48,718][root][INFO] - ===> Epoch[28](725/26): Loss 1.0356, Sem 0.9051, dir -0.4496, norm 0.5801, swav 0.0000 LR: 9.345e-02 Score 72.422 Data time: 0.1267, Forward time: 2.2846, Backward time: 3.0680, DDP time: 0.0041, Total iter time: 5.4338 [2020-11-08 14:16:53,919][root][INFO] - ===> Epoch[28](726/26): Loss 1.0234, Sem 0.9138, dir -0.4061, norm 0.5157, swav 0.0000 LR: 9.344e-02 Score 71.814 Data time: 0.1424, Forward time: 2.2836, Backward time: 3.0684, DDP time: 0.0041, Total iter time: 5.1197 [2020-11-08 14:17:00,280][root][INFO] - ===> Epoch[28](727/26): Loss 1.1700, Sem 1.0398, dir -0.4179, norm 0.5481, swav 0.0000 LR: 9.343e-02 Score 65.785 Data time: 0.2489, Forward time: 2.2833, Backward time: 3.0694, DDP time: 0.0041, Total iter time: 6.2690 [2020-11-08 14:17:06,674][root][INFO] - ===> Epoch[28](728/26): Loss 1.0562, Sem 0.9147, dir -0.4220, norm 0.5634, swav 0.0000 LR: 9.342e-02 Score 72.063 Data time: 0.2406, Forward time: 2.2835, Backward time: 3.0700, DDP time: 0.0041, Total iter time: 6.2773 [2020-11-08 14:17:12,590][root][INFO] - ===> Epoch[29](729/26): Loss 1.0021, Sem 0.9218, dir -0.4327, norm 0.5131, swav 0.0000 LR: 9.342e-02 Score 69.672 Data time: 0.2511, Forward time: 2.2841, Backward time: 3.0697, DDP time: 0.0041, Total iter time: 5.7871 [2020-11-08 14:17:18,178][root][INFO] - ===> Epoch[29](730/26): Loss 1.0155, Sem 0.8979, dir -0.4160, norm 0.5335, swav 0.0000 LR: 9.341e-02 Score 71.946 Data time: 0.1505, Forward time: 2.2833, Backward time: 3.0702, DDP time: 0.0041, Total iter time: 5.4654 [2020-11-08 14:17:24,095][root][INFO] - ===> Epoch[29](731/26): Loss 1.1382, Sem 0.9699, dir -0.3875, norm 0.5559, swav 0.0000 LR: 9.340e-02 Score 67.984 Data time: 0.1910, Forward time: 2.2829, Backward time: 3.0709, DDP time: 0.0041, Total iter time: 5.8360 [2020-11-08 14:17:29,428][root][INFO] - ===> Epoch[29](732/26): Loss 0.9509, Sem 0.8670, dir -0.4080, norm 0.4919, swav 0.0000 LR: 9.339e-02 Score 72.263 Data time: 0.2054, Forward time: 2.2825, Backward time: 3.0707, DDP time: 0.0041, Total iter time: 5.2161 [2020-11-08 14:17:35,830][root][INFO] - ===> Epoch[29](733/26): Loss 1.2015, Sem 1.0309, dir -0.4267, norm 0.5973, swav 0.0000 LR: 9.338e-02 Score 67.500 Data time: 0.2018, Forward time: 2.2823, Backward time: 3.0718, DDP time: 0.0041, Total iter time: 6.3003 [2020-11-08 14:17:41,911][root][INFO] - ===> Epoch[29](734/26): Loss 1.1098, Sem 0.8987, dir -0.3668, norm 0.5780, swav 0.0000 LR: 9.337e-02 Score 71.743 Data time: 0.2611, Forward time: 2.2828, Backward time: 3.0716, DDP time: 0.0041, Total iter time: 5.9565 [2020-11-08 14:17:47,463][root][INFO] - ===> Epoch[29](735/26): Loss 1.2558, Sem 1.0285, dir -0.3537, norm 0.5810, swav 0.0000 LR: 9.336e-02 Score 69.345 Data time: 0.2514, Forward time: 2.2833, Backward time: 3.0708, DDP time: 0.0041, Total iter time: 5.4017 [2020-11-08 14:17:53,019][root][INFO] - ===> Epoch[29](736/26): Loss 1.0796, Sem 0.9982, dir -0.4337, norm 0.5151, swav 0.0000 LR: 9.335e-02 Score 68.292 Data time: 0.2595, Forward time: 2.2840, Backward time: 3.0698, DDP time: 0.0041, Total iter time: 5.4197 [2020-11-08 14:17:59,452][root][INFO] - ===> Epoch[29](737/26): Loss 1.0563, Sem 0.8610, dir -0.4120, norm 0.6073, swav 0.0000 LR: 9.334e-02 Score 72.265 Data time: 0.2419, Forward time: 2.2846, Backward time: 3.0701, DDP time: 0.0041, Total iter time: 6.3038 [2020-11-08 14:18:04,655][root][INFO] - ===> Epoch[29](738/26): Loss 1.1128, Sem 1.0022, dir -0.3936, norm 0.5042, swav 0.0000 LR: 9.333e-02 Score 66.729 Data time: 0.2809, Forward time: 2.2851, Backward time: 3.0689, DDP time: 0.0041, Total iter time: 5.0862 [2020-11-08 14:18:12,790][root][INFO] - ===> Epoch[29](739/26): Loss 1.0434, Sem 0.8522, dir -0.4124, norm 0.6036, swav 0.0000 LR: 9.332e-02 Score 72.949 Data time: 0.2137, Forward time: 2.2851, Backward time: 3.0719, DDP time: 0.0041, Total iter time: 8.0174 [2020-11-08 14:18:17,826][root][INFO] - ===> Epoch[29](740/26): Loss 0.8672, Sem 0.7932, dir -0.4284, norm 0.5024, swav 0.0000 LR: 9.332e-02 Score 74.805 Data time: 0.1707, Forward time: 2.2845, Backward time: 3.0716, DDP time: 0.0041, Total iter time: 4.9225 [2020-11-08 14:18:23,789][root][INFO] - ===> Epoch[29](741/26): Loss 0.9573, Sem 0.8102, dir -0.4229, norm 0.5700, swav 0.0000 LR: 9.331e-02 Score 75.301 Data time: 0.2119, Forward time: 2.2845, Backward time: 3.0720, DDP time: 0.0041, Total iter time: 5.8941 [2020-11-08 14:18:29,011][root][INFO] - ===> Epoch[29](742/26): Loss 0.9794, Sem 0.8740, dir -0.4444, norm 0.5497, swav 0.0000 LR: 9.330e-02 Score 72.312 Data time: 0.1360, Forward time: 2.2836, Backward time: 3.0721, DDP time: 0.0041, Total iter time: 5.0830 [2020-11-08 14:18:35,076][root][INFO] - ===> Epoch[29](743/26): Loss 1.1782, Sem 1.0574, dir -0.4511, norm 0.5718, swav 0.0000 LR: 9.329e-02 Score 67.837 Data time: 0.1361, Forward time: 2.2825, Backward time: 3.0737, DDP time: 0.0041, Total iter time: 5.9907 [2020-11-08 14:18:40,432][root][INFO] - ===> Epoch[29](744/26): Loss 1.0856, Sem 0.9651, dir -0.4651, norm 0.5856, swav 0.0000 LR: 9.328e-02 Score 69.320 Data time: 0.2425, Forward time: 2.2826, Backward time: 3.0731, DDP time: 0.0041, Total iter time: 5.2696 [2020-11-08 14:18:46,096][root][INFO] - ===> Epoch[29](745/26): Loss 1.1238, Sem 0.9585, dir -0.4300, norm 0.5952, swav 0.0000 LR: 9.327e-02 Score 69.308 Data time: 0.1564, Forward time: 2.2817, Backward time: 3.0739, DDP time: 0.0041, Total iter time: 5.5498 [2020-11-08 14:18:53,506][root][INFO] - ===> Epoch[29](746/26): Loss 0.9858, Sem 0.9135, dir -0.4556, norm 0.5279, swav 0.0000 LR: 9.326e-02 Score 69.612 Data time: 0.2500, Forward time: 2.2819, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 7.3203 [2020-11-08 14:18:59,136][root][INFO] - ===> Epoch[29](747/26): Loss 1.0350, Sem 0.9494, dir -0.4331, norm 0.5186, swav 0.0000 LR: 9.325e-02 Score 71.444 Data time: 0.2373, Forward time: 2.2821, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 5.4925 [2020-11-08 14:19:04,596][root][INFO] - ===> Epoch[29](748/26): Loss 1.0677, Sem 0.9511, dir -0.4430, norm 0.5596, swav 0.0000 LR: 9.324e-02 Score 69.881 Data time: 0.1695, Forward time: 2.2814, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 5.3337 [2020-11-08 14:19:10,789][root][INFO] - ===> Epoch[29](749/26): Loss 1.1162, Sem 0.9376, dir -0.4086, norm 0.5873, swav 0.0000 LR: 9.323e-02 Score 70.904 Data time: 0.2938, Forward time: 2.2823, Backward time: 3.0753, DDP time: 0.0041, Total iter time: 6.0949 [2020-11-08 14:19:16,478][root][INFO] - ===> Epoch[29](750/26): Loss 0.9725, Sem 0.9318, dir -0.4347, norm 0.4754, swav 0.0000 LR: 9.322e-02 Score 72.510 Data time: 0.1934, Forward time: 2.2820, Backward time: 3.0753, DDP time: 0.0041, Total iter time: 5.5412 [2020-11-08 14:19:21,976][root][INFO] - ===> Epoch[29](751/26): Loss 0.9136, Sem 0.7928, dir -0.4250, norm 0.5457, swav 0.0000 LR: 9.322e-02 Score 74.454 Data time: 0.2033, Forward time: 2.2817, Backward time: 3.0753, DDP time: 0.0041, Total iter time: 5.4050 [2020-11-08 14:19:27,318][root][INFO] - ===> Epoch[29](752/26): Loss 1.0388, Sem 0.8947, dir -0.3827, norm 0.5268, swav 0.0000 LR: 9.321e-02 Score 70.987 Data time: 0.2211, Forward time: 2.2817, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 5.2220 [2020-11-08 14:19:32,973][root][INFO] - ===> Epoch[29](753/26): Loss 0.9858, Sem 0.8859, dir -0.4166, norm 0.5165, swav 0.0000 LR: 9.320e-02 Score 70.902 Data time: 0.2169, Forward time: 2.2812, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 5.5329 [2020-11-08 14:19:40,741][root][INFO] - ===> Epoch[29](754/26): Loss 0.9346, Sem 0.8222, dir -0.3877, norm 0.5001, swav 0.0000 LR: 9.319e-02 Score 73.031 Data time: 0.2943, Forward time: 2.2817, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 7.6606 [2020-11-08 14:19:45,512][root][INFO] - ===> Epoch[30](755/26): Loss 1.0550, Sem 0.9149, dir -0.3905, norm 0.5306, swav 0.0000 LR: 9.318e-02 Score 71.691 Data time: 0.1845, Forward time: 2.2815, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 4.6345 [2020-11-08 14:19:51,467][root][INFO] - ===> Epoch[30](756/26): Loss 1.0624, Sem 0.9271, dir -0.3936, norm 0.5288, swav 0.0000 LR: 9.317e-02 Score 70.500 Data time: 0.2479, Forward time: 2.2819, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 5.8408 [2020-11-08 14:19:57,113][root][INFO] - ===> Epoch[30](757/26): Loss 1.0696, Sem 0.8985, dir -0.3889, norm 0.5600, swav 0.0000 LR: 9.316e-02 Score 71.386 Data time: 0.1902, Forward time: 2.2817, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.5059 [2020-11-08 14:20:03,524][root][INFO] - ===> Epoch[30](758/26): Loss 1.0205, Sem 0.9041, dir -0.4205, norm 0.5368, swav 0.0000 LR: 9.315e-02 Score 70.357 Data time: 0.2001, Forward time: 2.2813, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 6.2916 [2020-11-08 14:20:09,775][root][INFO] - ===> Epoch[30](759/26): Loss 1.1414, Sem 0.9382, dir -0.4511, norm 0.6542, swav 0.0000 LR: 9.314e-02 Score 71.963 Data time: 0.2260, Forward time: 2.2812, Backward time: 3.0779, DDP time: 0.0041, Total iter time: 6.1393 [2020-11-08 14:20:16,675][root][INFO] - ===> Epoch[30](760/26): Loss 1.1140, Sem 0.9100, dir -0.3683, norm 0.5723, swav 0.0000 LR: 9.313e-02 Score 71.816 Data time: 0.3809, Forward time: 2.2827, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 6.7734 [2020-11-08 14:20:22,592][root][INFO] - ===> Epoch[30](761/26): Loss 1.0865, Sem 0.9348, dir -0.4201, norm 0.5718, swav 0.0000 LR: 9.312e-02 Score 70.625 Data time: 0.2444, Forward time: 2.2833, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 5.7813 [2020-11-08 14:20:29,660][root][INFO] - ===> Epoch[30](762/26): Loss 1.1642, Sem 0.9228, dir -0.3563, norm 0.5977, swav 0.0000 LR: 9.312e-02 Score 71.641 Data time: 0.2118, Forward time: 2.2833, Backward time: 3.0789, DDP time: 0.0041, Total iter time: 6.9325 [2020-11-08 14:20:36,208][root][INFO] - ===> Epoch[30](763/26): Loss 1.1988, Sem 0.9942, dir -0.3822, norm 0.5868, swav 0.0000 LR: 9.311e-02 Score 67.899 Data time: 0.3271, Forward time: 2.2846, Backward time: 3.0785, DDP time: 0.0041, Total iter time: 6.4275 [2020-11-08 14:20:41,159][root][INFO] - ===> Epoch[30](764/26): Loss 0.9550, Sem 0.8787, dir -0.4354, norm 0.5117, swav 0.0000 LR: 9.310e-02 Score 72.366 Data time: 0.1813, Forward time: 2.2844, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 4.8164 [2020-11-08 14:20:46,894][root][INFO] - ===> Epoch[30](765/26): Loss 1.0487, Sem 0.8455, dir -0.3802, norm 0.5834, swav 0.0000 LR: 9.309e-02 Score 72.879 Data time: 0.2242, Forward time: 2.2844, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 5.6212 [2020-11-08 14:20:51,987][root][INFO] - ===> Epoch[30](766/26): Loss 0.9870, Sem 0.9474, dir -0.4708, norm 0.5104, swav 0.0000 LR: 9.308e-02 Score 69.600 Data time: 0.2192, Forward time: 2.2846, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 4.9701 [2020-11-08 14:20:57,091][root][INFO] - ===> Epoch[30](767/26): Loss 0.9737, Sem 0.8518, dir -0.4341, norm 0.5560, swav 0.0000 LR: 9.307e-02 Score 73.545 Data time: 0.1814, Forward time: 2.2842, Backward time: 3.0761, DDP time: 0.0041, Total iter time: 4.9978 [2020-11-08 14:21:02,256][root][INFO] - ===> Epoch[30](768/26): Loss 0.9391, Sem 0.8937, dir -0.4656, norm 0.5109, swav 0.0000 LR: 9.306e-02 Score 73.139 Data time: 0.2096, Forward time: 2.2839, Backward time: 3.0755, DDP time: 0.0041, Total iter time: 5.0900 [2020-11-08 14:21:07,068][root][INFO] - ===> Epoch[30](769/26): Loss 1.0954, Sem 0.8992, dir -0.4323, norm 0.6285, swav 0.0000 LR: 9.305e-02 Score 71.845 Data time: 0.2178, Forward time: 2.2842, Backward time: 3.0741, DDP time: 0.0041, Total iter time: 4.7095 [2020-11-08 14:21:13,327][root][INFO] - ===> Epoch[30](770/26): Loss 1.1876, Sem 1.0541, dir -0.4200, norm 0.5536, swav 0.0000 LR: 9.304e-02 Score 66.571 Data time: 0.1406, Forward time: 2.2833, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 6.1640 [2020-11-08 14:21:18,776][root][INFO] - ===> Epoch[30](771/26): Loss 1.1047, Sem 0.9583, dir -0.3989, norm 0.5452, swav 0.0000 LR: 9.303e-02 Score 70.548 Data time: 0.1447, Forward time: 2.2823, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.3636 [2020-11-08 14:21:24,010][root][INFO] - ===> Epoch[30](772/26): Loss 0.9204, Sem 0.8282, dir -0.4472, norm 0.5394, swav 0.0000 LR: 9.303e-02 Score 74.483 Data time: 0.2318, Forward time: 2.2827, Backward time: 3.0753, DDP time: 0.0041, Total iter time: 5.1673 [2020-11-08 14:21:29,781][root][INFO] - ===> Epoch[30](773/26): Loss 1.1112, Sem 0.8990, dir -0.3903, norm 0.6024, swav 0.0000 LR: 9.302e-02 Score 72.735 Data time: 0.2391, Forward time: 2.2833, Backward time: 3.0746, DDP time: 0.0041, Total iter time: 5.6372 [2020-11-08 14:21:36,524][root][INFO] - ===> Epoch[30](774/26): Loss 0.9290, Sem 0.8000, dir -0.3940, norm 0.5229, swav 0.0000 LR: 9.301e-02 Score 73.910 Data time: 0.2064, Forward time: 2.2834, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 6.5964 [2020-11-08 14:21:41,511][root][INFO] - ===> Epoch[30](775/26): Loss 0.9377, Sem 0.7892, dir -0.3860, norm 0.5345, swav 0.0000 LR: 9.300e-02 Score 74.454 Data time: 0.1542, Forward time: 2.2826, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 4.8795 [2020-11-08 14:21:47,551][root][INFO] - ===> Epoch[30](776/26): Loss 0.9578, Sem 0.7988, dir -0.3805, norm 0.5394, swav 0.0000 LR: 9.299e-02 Score 75.039 Data time: 0.2270, Forward time: 2.2829, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 5.9713 [2020-11-08 14:21:54,209][root][INFO] - ===> Epoch[30](777/26): Loss 0.9516, Sem 0.8445, dir -0.4317, norm 0.5388, swav 0.0000 LR: 9.298e-02 Score 72.766 Data time: 0.2340, Forward time: 2.2833, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 6.5343 [2020-11-08 14:21:59,568][root][INFO] - ===> Epoch[30](778/26): Loss 0.9518, Sem 0.8408, dir -0.4331, norm 0.5441, swav 0.0000 LR: 9.297e-02 Score 72.795 Data time: 0.2148, Forward time: 2.2833, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.2356 [2020-11-08 14:22:05,695][root][INFO] - ===> Epoch[30](779/26): Loss 0.9603, Sem 0.8890, dir -0.4523, norm 0.5236, swav 0.0000 LR: 9.296e-02 Score 69.800 Data time: 0.2259, Forward time: 2.2837, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 6.0098 [2020-11-08 14:22:11,749][root][INFO] - ===> Epoch[30](780/26): Loss 1.0790, Sem 0.9760, dir -0.4488, norm 0.5519, swav 0.0000 LR: 9.295e-02 Score 67.862 Data time: 0.2117, Forward time: 2.2836, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.9261 [2020-11-08 14:22:17,169][root][INFO] - ===> Epoch[31](781/26): Loss 0.9261, Sem 0.8414, dir -0.4313, norm 0.5161, swav 0.0000 LR: 9.294e-02 Score 72.800 Data time: 0.2163, Forward time: 2.2836, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.3099 [2020-11-08 14:22:24,830][root][INFO] - ===> Epoch[31](782/26): Loss 1.0914, Sem 0.9191, dir -0.4543, norm 0.6266, swav 0.0000 LR: 9.293e-02 Score 70.345 Data time: 0.2388, Forward time: 2.2838, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 7.5393 [2020-11-08 14:22:29,601][root][INFO] - ===> Epoch[31](783/26): Loss 0.9739, Sem 0.9220, dir -0.4407, norm 0.4926, swav 0.0000 LR: 9.293e-02 Score 71.107 Data time: 0.2559, Forward time: 2.2841, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 4.6099 [2020-11-08 14:22:34,575][root][INFO] - ===> Epoch[31](784/26): Loss 0.9769, Sem 0.8604, dir -0.4439, norm 0.5604, swav 0.0000 LR: 9.292e-02 Score 72.590 Data time: 0.1974, Forward time: 2.2835, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 4.8599 [2020-11-08 14:22:41,420][root][INFO] - ===> Epoch[31](785/26): Loss 1.0326, Sem 0.9031, dir -0.4355, norm 0.5650, swav 0.0000 LR: 9.291e-02 Score 71.267 Data time: 0.3380, Forward time: 2.2851, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 6.7519 [2020-11-08 14:22:47,504][root][INFO] - ===> Epoch[31](786/26): Loss 0.9884, Sem 0.8927, dir -0.4397, norm 0.5354, swav 0.0000 LR: 9.290e-02 Score 69.778 Data time: 0.2035, Forward time: 2.2852, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 5.9614 [2020-11-08 14:22:54,797][root][INFO] - ===> Epoch[31](787/26): Loss 0.9772, Sem 0.8662, dir -0.4189, norm 0.5299, swav 0.0000 LR: 9.289e-02 Score 73.902 Data time: 0.1936, Forward time: 2.2850, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 7.1598 [2020-11-08 14:23:00,601][root][INFO] - ===> Epoch[31](788/26): Loss 0.9399, Sem 0.8904, dir -0.4432, norm 0.4926, swav 0.0000 LR: 9.288e-02 Score 72.689 Data time: 0.1814, Forward time: 2.2845, Backward time: 3.0786, DDP time: 0.0041, Total iter time: 5.6986 [2020-11-08 14:23:07,540][root][INFO] - ===> Epoch[31](789/26): Loss 1.0348, Sem 0.9442, dir -0.4348, norm 0.5254, swav 0.0000 LR: 9.287e-02 Score 68.880 Data time: 0.1916, Forward time: 2.2843, Backward time: 3.0804, DDP time: 0.0041, Total iter time: 6.8394 [2020-11-08 14:23:14,014][root][INFO] - ===> Epoch[31](790/26): Loss 1.0792, Sem 0.9561, dir -0.4191, norm 0.5422, swav 0.0000 LR: 9.286e-02 Score 69.611 Data time: 0.2043, Forward time: 2.2839, Backward time: 3.0815, DDP time: 0.0041, Total iter time: 6.3423 [2020-11-08 14:23:18,998][root][INFO] - ===> Epoch[31](791/26): Loss 1.0408, Sem 0.9072, dir -0.4288, norm 0.5623, swav 0.0000 LR: 9.285e-02 Score 71.331 Data time: 0.1913, Forward time: 2.2837, Backward time: 3.0808, DDP time: 0.0041, Total iter time: 4.8668 [2020-11-08 14:23:24,328][root][INFO] - ===> Epoch[31](792/26): Loss 0.9157, Sem 0.8673, dir -0.4857, norm 0.5341, swav 0.0000 LR: 9.284e-02 Score 73.630 Data time: 0.1999, Forward time: 2.2833, Backward time: 3.0806, DDP time: 0.0041, Total iter time: 5.2106 [2020-11-08 14:23:29,907][root][INFO] - ===> Epoch[31](793/26): Loss 0.9175, Sem 0.7868, dir -0.4068, norm 0.5375, swav 0.0000 LR: 9.283e-02 Score 74.962 Data time: 0.2575, Forward time: 2.2841, Backward time: 3.0797, DDP time: 0.0041, Total iter time: 5.4667 [2020-11-08 14:23:37,690][root][INFO] - ===> Epoch[31](794/26): Loss 0.9529, Sem 0.7966, dir -0.4210, norm 0.5773, swav 0.0000 LR: 9.283e-02 Score 73.966 Data time: 0.2277, Forward time: 2.2842, Backward time: 3.0819, DDP time: 0.0041, Total iter time: 7.6357 [2020-11-08 14:23:43,669][root][INFO] - ===> Epoch[31](795/26): Loss 1.0168, Sem 0.8764, dir -0.4029, norm 0.5433, swav 0.0000 LR: 9.282e-02 Score 72.933 Data time: 0.1834, Forward time: 2.2840, Backward time: 3.0824, DDP time: 0.0041, Total iter time: 5.8431 [2020-11-08 14:23:49,784][root][INFO] - ===> Epoch[31](796/26): Loss 0.9950, Sem 0.8794, dir -0.4169, norm 0.5325, swav 0.0000 LR: 9.281e-02 Score 73.441 Data time: 0.2017, Forward time: 2.2837, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 6.0038 [2020-11-08 14:23:56,100][root][INFO] - ===> Epoch[31](797/26): Loss 1.2196, Sem 1.0709, dir -0.4245, norm 0.5732, swav 0.0000 LR: 9.280e-02 Score 67.562 Data time: 0.2015, Forward time: 2.2836, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 6.2000 [2020-11-08 14:24:01,278][root][INFO] - ===> Epoch[31](798/26): Loss 1.0733, Sem 0.9541, dir -0.4447, norm 0.5639, swav 0.0000 LR: 9.279e-02 Score 70.341 Data time: 0.2102, Forward time: 2.2835, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 5.0669 [2020-11-08 14:24:06,509][root][INFO] - ===> Epoch[31](799/26): Loss 0.8734, Sem 0.7716, dir -0.4414, norm 0.5432, swav 0.0000 LR: 9.278e-02 Score 75.155 Data time: 0.2223, Forward time: 2.2840, Backward time: 3.0821, DDP time: 0.0041, Total iter time: 5.1179 [2020-11-08 14:24:11,940][root][INFO] - ===> Epoch[31](800/26): Loss 0.9947, Sem 0.8760, dir -0.4233, norm 0.5419, swav 0.0000 LR: 9.277e-02 Score 71.832 Data time: 0.2256, Forward time: 2.2838, Backward time: 3.0819, DDP time: 0.0041, Total iter time: 5.3172 [2020-11-08 14:24:17,071][root][INFO] - ===> Epoch[31](801/26): Loss 0.9285, Sem 0.8366, dir -0.4325, norm 0.5244, swav 0.0000 LR: 9.276e-02 Score 74.923 Data time: 0.2523, Forward time: 2.2842, Backward time: 3.0807, DDP time: 0.0041, Total iter time: 5.0302 [2020-11-08 14:24:22,354][root][INFO] - ===> Epoch[31](802/26): Loss 0.8646, Sem 0.7511, dir -0.4430, norm 0.5565, swav 0.0000 LR: 9.275e-02 Score 75.038 Data time: 0.2307, Forward time: 2.2845, Backward time: 3.0798, DDP time: 0.0041, Total iter time: 5.1673 [2020-11-08 14:24:27,491][root][INFO] - ===> Epoch[31](803/26): Loss 0.9762, Sem 0.8855, dir -0.4301, norm 0.5208, swav 0.0000 LR: 9.274e-02 Score 72.005 Data time: 0.1755, Forward time: 2.2840, Backward time: 3.0795, DDP time: 0.0041, Total iter time: 5.0153 [2020-11-08 14:24:32,167][root][INFO] - ===> Epoch[31](804/26): Loss 0.9881, Sem 0.9300, dir -0.4658, norm 0.5239, swav 0.0000 LR: 9.273e-02 Score 70.326 Data time: 0.2376, Forward time: 2.2842, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 4.5900 [2020-11-08 14:24:38,255][root][INFO] - ===> Epoch[31](805/26): Loss 0.9392, Sem 0.8123, dir -0.4438, norm 0.5708, swav 0.0000 LR: 9.273e-02 Score 75.024 Data time: 0.2590, Forward time: 2.2848, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 5.9719 [2020-11-08 14:24:44,276][root][INFO] - ===> Epoch[31](806/26): Loss 1.1139, Sem 0.8831, dir -0.3819, norm 0.6127, swav 0.0000 LR: 9.272e-02 Score 74.243 Data time: 0.2295, Forward time: 2.2847, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 5.9141 [2020-11-08 14:24:50,289][root][INFO] - ===> Epoch[32](807/26): Loss 0.9051, Sem 0.7920, dir -0.4155, norm 0.5285, swav 0.0000 LR: 9.271e-02 Score 73.832 Data time: 0.1669, Forward time: 2.2841, Backward time: 3.0791, DDP time: 0.0041, Total iter time: 5.9001 [2020-11-08 14:24:55,491][root][INFO] - ===> Epoch[32](808/26): Loss 0.9924, Sem 0.8701, dir -0.4372, norm 0.5595, swav 0.0000 LR: 9.270e-02 Score 73.413 Data time: 0.1753, Forward time: 2.2836, Backward time: 3.0790, DDP time: 0.0041, Total iter time: 5.1229 [2020-11-08 14:24:59,586][root][INFO] - ===> Epoch[32](809/26): Loss 0.8711, Sem 0.7765, dir -0.4309, norm 0.5255, swav 0.0000 LR: 9.269e-02 Score 74.861 Data time: 0.1666, Forward time: 2.2829, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 3.9596 [2020-11-08 14:25:06,206][root][INFO] - ===> Epoch[32](810/26): Loss 0.9421, Sem 0.8321, dir -0.4393, norm 0.5494, swav 0.0000 LR: 9.268e-02 Score 73.832 Data time: 0.1908, Forward time: 2.2824, Backward time: 3.0792, DDP time: 0.0041, Total iter time: 6.5059 [2020-11-08 14:25:11,352][root][INFO] - ===> Epoch[32](811/26): Loss 0.8811, Sem 0.8038, dir -0.4570, norm 0.5343, swav 0.0000 LR: 9.267e-02 Score 73.790 Data time: 0.1977, Forward time: 2.2821, Backward time: 3.0787, DDP time: 0.0041, Total iter time: 5.0325 [2020-11-08 14:25:17,739][root][INFO] - ===> Epoch[32](812/26): Loss 1.0528, Sem 0.9035, dir -0.3693, norm 0.5186, swav 0.0000 LR: 9.266e-02 Score 72.407 Data time: 0.2544, Forward time: 2.2827, Backward time: 3.0789, DDP time: 0.0041, Total iter time: 6.2588 [2020-11-08 14:25:23,045][root][INFO] - ===> Epoch[32](813/26): Loss 1.0868, Sem 0.9413, dir -0.4140, norm 0.5595, swav 0.0000 LR: 9.265e-02 Score 69.667 Data time: 0.2373, Forward time: 2.2832, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 5.1625 [2020-11-08 14:25:28,830][root][INFO] - ===> Epoch[32](814/26): Loss 0.8674, Sem 0.8435, dir -0.4907, norm 0.5146, swav 0.0000 LR: 9.264e-02 Score 71.680 Data time: 0.1445, Forward time: 2.2823, Backward time: 3.0788, DDP time: 0.0041, Total iter time: 5.6537 [2020-11-08 14:25:34,410][root][INFO] - ===> Epoch[32](815/26): Loss 1.0093, Sem 0.9134, dir -0.4215, norm 0.5174, swav 0.0000 LR: 9.263e-02 Score 71.638 Data time: 0.2501, Forward time: 2.2826, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 5.5042 [2020-11-08 14:25:39,626][root][INFO] - ===> Epoch[32](816/26): Loss 0.9170, Sem 0.8135, dir -0.4069, norm 0.5104, swav 0.0000 LR: 9.263e-02 Score 74.235 Data time: 0.2406, Forward time: 2.2829, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.1058 [2020-11-08 14:25:45,348][root][INFO] - ===> Epoch[32](817/26): Loss 1.0251, Sem 0.8543, dir -0.3951, norm 0.5660, swav 0.0000 LR: 9.262e-02 Score 72.950 Data time: 0.2168, Forward time: 2.2831, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 5.6077 [2020-11-08 14:25:50,086][root][INFO] - ===> Epoch[32](818/26): Loss 1.0651, Sem 0.9592, dir -0.4412, norm 0.5470, swav 0.0000 LR: 9.261e-02 Score 71.800 Data time: 0.1808, Forward time: 2.2827, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 4.6208 [2020-11-08 14:25:55,954][root][INFO] - ===> Epoch[32](819/26): Loss 0.9170, Sem 0.8148, dir -0.4587, norm 0.5609, swav 0.0000 LR: 9.260e-02 Score 73.673 Data time: 0.2433, Forward time: 2.2830, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 5.7661 [2020-11-08 14:26:01,376][root][INFO] - ===> Epoch[32](820/26): Loss 1.0109, Sem 0.8981, dir -0.4364, norm 0.5492, swav 0.0000 LR: 9.259e-02 Score 71.093 Data time: 0.2628, Forward time: 2.2836, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 5.3034 [2020-11-08 14:26:06,832][root][INFO] - ===> Epoch[32](821/26): Loss 0.8981, Sem 0.8109, dir -0.4256, norm 0.5128, swav 0.0000 LR: 9.258e-02 Score 73.309 Data time: 0.2575, Forward time: 2.2842, Backward time: 3.0740, DDP time: 0.0041, Total iter time: 5.3337 [2020-11-08 14:26:12,380][root][INFO] - ===> Epoch[32](822/26): Loss 0.9381, Sem 0.8634, dir -0.4635, norm 0.5383, swav 0.0000 LR: 9.257e-02 Score 72.496 Data time: 0.2174, Forward time: 2.2843, Backward time: 3.0737, DDP time: 0.0041, Total iter time: 5.4156 [2020-11-08 14:26:18,981][root][INFO] - ===> Epoch[32](823/26): Loss 0.8881, Sem 0.7924, dir -0.4026, norm 0.4983, swav 0.0000 LR: 9.256e-02 Score 74.677 Data time: 0.1368, Forward time: 2.2835, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 6.5073 [2020-11-08 14:26:25,764][root][INFO] - ===> Epoch[32](824/26): Loss 1.1563, Sem 0.9629, dir -0.4126, norm 0.6060, swav 0.0000 LR: 9.255e-02 Score 69.627 Data time: 0.2533, Forward time: 2.2836, Backward time: 3.0767, DDP time: 0.0041, Total iter time: 6.6871 [2020-11-08 14:26:32,625][root][INFO] - ===> Epoch[32](825/26): Loss 0.9724, Sem 0.8467, dir -0.4605, norm 0.5862, swav 0.0000 LR: 9.254e-02 Score 73.191 Data time: 0.2163, Forward time: 2.2836, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 6.7295 [2020-11-08 14:26:38,318][root][INFO] - ===> Epoch[32](826/26): Loss 0.9116, Sem 0.7855, dir -0.4632, norm 0.5893, swav 0.0000 LR: 9.254e-02 Score 74.580 Data time: 0.2070, Forward time: 2.2837, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 5.5906 [2020-11-08 14:26:42,921][root][INFO] - ===> Epoch[32](827/26): Loss 0.9215, Sem 0.8674, dir -0.4407, norm 0.4949, swav 0.0000 LR: 9.253e-02 Score 72.954 Data time: 0.1772, Forward time: 2.2833, Backward time: 3.0768, DDP time: 0.0041, Total iter time: 4.4865 [2020-11-08 14:26:48,028][root][INFO] - ===> Epoch[32](828/26): Loss 0.9126, Sem 0.8647, dir -0.4572, norm 0.5051, swav 0.0000 LR: 9.252e-02 Score 72.641 Data time: 0.2060, Forward time: 2.2834, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.0068 [2020-11-08 14:26:52,479][root][INFO] - ===> Epoch[32](829/26): Loss 0.9276, Sem 0.7968, dir -0.4755, norm 0.6063, swav 0.0000 LR: 9.251e-02 Score 73.332 Data time: 0.1740, Forward time: 2.2829, Backward time: 3.0749, DDP time: 0.0041, Total iter time: 4.3230 [2020-11-08 14:26:58,000][root][INFO] - ===> Epoch[32](830/26): Loss 0.9597, Sem 0.8280, dir -0.4073, norm 0.5390, swav 0.0000 LR: 9.250e-02 Score 74.012 Data time: 0.1957, Forward time: 2.2826, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 5.4312 [2020-11-08 14:27:03,945][root][INFO] - ===> Epoch[32](831/26): Loss 0.9372, Sem 0.8531, dir -0.4420, norm 0.5261, swav 0.0000 LR: 9.249e-02 Score 74.217 Data time: 0.2511, Forward time: 2.2831, Backward time: 3.0747, DDP time: 0.0041, Total iter time: 5.8377 [2020-11-08 14:27:10,300][root][INFO] - ===> Epoch[32](832/26): Loss 0.9276, Sem 0.8205, dir -0.4339, norm 0.5410, swav 0.0000 LR: 9.248e-02 Score 74.542 Data time: 0.2539, Forward time: 2.2837, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 6.2255 [2020-11-08 14:27:15,808][root][INFO] - ===> Epoch[33](833/26): Loss 0.8434, Sem 0.7999, dir -0.4724, norm 0.5159, swav 0.0000 LR: 9.247e-02 Score 73.830 Data time: 0.2440, Forward time: 2.2843, Backward time: 3.0738, DDP time: 0.0041, Total iter time: 5.3574 [2020-11-08 14:27:21,974][root][INFO] - ===> Epoch[33](834/26): Loss 0.9763, Sem 0.8418, dir -0.4062, norm 0.5407, swav 0.0000 LR: 9.246e-02 Score 73.256 Data time: 0.2057, Forward time: 2.2842, Backward time: 3.0744, DDP time: 0.0041, Total iter time: 6.0537 [2020-11-08 14:27:27,539][root][INFO] - ===> Epoch[33](835/26): Loss 0.9099, Sem 0.8318, dir -0.4164, norm 0.4946, swav 0.0000 LR: 9.245e-02 Score 74.158 Data time: 0.2640, Forward time: 2.2850, Backward time: 3.0734, DDP time: 0.0041, Total iter time: 5.4444 [2020-11-08 14:27:33,932][root][INFO] - ===> Epoch[33](836/26): Loss 0.9825, Sem 0.8514, dir -0.4469, norm 0.5780, swav 0.0000 LR: 9.244e-02 Score 73.991 Data time: 0.1934, Forward time: 2.2848, Backward time: 3.0742, DDP time: 0.0041, Total iter time: 6.2604 [2020-11-08 14:27:39,783][root][INFO] - ===> Epoch[33](837/26): Loss 0.9837, Sem 0.8217, dir -0.4292, norm 0.5911, swav 0.0000 LR: 9.244e-02 Score 73.239 Data time: 0.2193, Forward time: 2.2851, Backward time: 3.0741, DDP time: 0.0041, Total iter time: 5.7397 [2020-11-08 14:27:45,397][root][INFO] - ===> Epoch[33](838/26): Loss 0.7892, Sem 0.7266, dir -0.4393, norm 0.5019, swav 0.0000 LR: 9.243e-02 Score 76.209 Data time: 0.1756, Forward time: 2.2846, Backward time: 3.0744, DDP time: 0.0041, Total iter time: 5.4677 [2020-11-08 14:27:51,023][root][INFO] - ===> Epoch[33](839/26): Loss 0.9596, Sem 0.8194, dir -0.4035, norm 0.5437, swav 0.0000 LR: 9.242e-02 Score 75.546 Data time: 0.2552, Forward time: 2.2852, Backward time: 3.0737, DDP time: 0.0041, Total iter time: 5.5360 [2020-11-08 14:27:55,900][root][INFO] - ===> Epoch[33](840/26): Loss 1.0973, Sem 0.9800, dir -0.4539, norm 0.5711, swav 0.0000 LR: 9.241e-02 Score 70.378 Data time: 0.1883, Forward time: 2.2848, Backward time: 3.0731, DDP time: 0.0041, Total iter time: 4.7556 [2020-11-08 14:28:01,152][root][INFO] - ===> Epoch[33](841/26): Loss 0.8104, Sem 0.7727, dir -0.4654, norm 0.5031, swav 0.0000 LR: 9.240e-02 Score 75.508 Data time: 0.2383, Forward time: 2.2848, Backward time: 3.0725, DDP time: 0.0041, Total iter time: 5.1563 [2020-11-08 14:28:07,261][root][INFO] - ===> Epoch[33](842/26): Loss 0.8819, Sem 0.8428, dir -0.4828, norm 0.5219, swav 0.0000 LR: 9.239e-02 Score 72.884 Data time: 0.1273, Forward time: 2.2838, Backward time: 3.0741, DDP time: 0.0041, Total iter time: 5.9939 [2020-11-08 14:28:12,911][root][INFO] - ===> Epoch[33](843/26): Loss 0.9780, Sem 0.8564, dir -0.3995, norm 0.5210, swav 0.0000 LR: 9.238e-02 Score 72.276 Data time: 0.2018, Forward time: 2.2836, Backward time: 3.0742, DDP time: 0.0041, Total iter time: 5.5473 [2020-11-08 14:28:18,673][root][INFO] - ===> Epoch[33](844/26): Loss 0.9360, Sem 0.8449, dir -0.4634, norm 0.5546, swav 0.0000 LR: 9.237e-02 Score 72.549 Data time: 0.2323, Forward time: 2.2834, Backward time: 3.0743, DDP time: 0.0041, Total iter time: 5.6347 [2020-11-08 14:28:24,414][root][INFO] - ===> Epoch[33](845/26): Loss 0.9005, Sem 0.8258, dir -0.4775, norm 0.5522, swav 0.0000 LR: 9.236e-02 Score 73.021 Data time: 0.1359, Forward time: 2.2824, Backward time: 3.0755, DDP time: 0.0041, Total iter time: 5.6212 [2020-11-08 14:28:29,913][root][INFO] - ===> Epoch[33](846/26): Loss 0.8682, Sem 0.7629, dir -0.3951, norm 0.5004, swav 0.0000 LR: 9.235e-02 Score 76.259 Data time: 0.2197, Forward time: 2.2825, Backward time: 3.0751, DDP time: 0.0041, Total iter time: 5.4070 [2020-11-08 14:28:35,834][root][INFO] - ===> Epoch[33](847/26): Loss 0.9041, Sem 0.8241, dir -0.4498, norm 0.5298, swav 0.0000 LR: 9.234e-02 Score 75.479 Data time: 0.1870, Forward time: 2.2822, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 5.7970 [2020-11-08 14:28:40,428][root][INFO] - ===> Epoch[33](848/26): Loss 0.9346, Sem 0.8826, dir -0.4414, norm 0.4935, swav 0.0000 LR: 9.234e-02 Score 72.584 Data time: 0.2088, Forward time: 2.2821, Backward time: 3.0744, DDP time: 0.0041, Total iter time: 4.4823 [2020-11-08 14:28:46,295][root][INFO] - ===> Epoch[33](849/26): Loss 0.9613, Sem 0.8821, dir -0.4528, norm 0.5320, swav 0.0000 LR: 9.233e-02 Score 70.944 Data time: 0.2285, Forward time: 2.2823, Backward time: 3.0742, DDP time: 0.0041, Total iter time: 5.7541 [2020-11-08 14:28:51,235][root][INFO] - ===> Epoch[33](850/26): Loss 0.8448, Sem 0.8243, dir -0.4817, norm 0.5022, swav 0.0000 LR: 9.232e-02 Score 73.395 Data time: 0.2047, Forward time: 2.2822, Backward time: 3.0733, DDP time: 0.0041, Total iter time: 4.8119 [2020-11-08 14:28:55,982][root][INFO] - ===> Epoch[33](851/26): Loss 0.9888, Sem 0.8298, dir -0.4335, norm 0.5925, swav 0.0000 LR: 9.231e-02 Score 73.910 Data time: 0.1727, Forward time: 2.2816, Backward time: 3.0728, DDP time: 0.0041, Total iter time: 4.6330 [2020-11-08 14:29:02,128][root][INFO] - ===> Epoch[33](852/26): Loss 0.8984, Sem 0.7670, dir -0.4028, norm 0.5342, swav 0.0000 LR: 9.230e-02 Score 75.677 Data time: 0.2914, Forward time: 2.2827, Backward time: 3.0723, DDP time: 0.0041, Total iter time: 6.0575 [2020-11-08 14:29:07,932][root][INFO] - ===> Epoch[33](853/26): Loss 0.9610, Sem 0.8332, dir -0.4124, norm 0.5402, swav 0.0000 LR: 9.229e-02 Score 73.723 Data time: 0.2033, Forward time: 2.2827, Backward time: 3.0722, DDP time: 0.0041, Total iter time: 5.6554 [2020-11-08 14:29:13,900][root][INFO] - ===> Epoch[33](854/26): Loss 0.8642, Sem 0.7803, dir -0.4532, norm 0.5371, swav 0.0000 LR: 9.228e-02 Score 76.106 Data time: 0.2459, Forward time: 2.2833, Backward time: 3.0718, DDP time: 0.0041, Total iter time: 5.8609 [2020-11-08 14:29:18,659][root][INFO] - ===> Epoch[33](855/26): Loss 1.0429, Sem 0.9166, dir -0.4621, norm 0.5883, swav 0.0000 LR: 9.227e-02 Score 71.530 Data time: 0.2208, Forward time: 2.2834, Backward time: 3.0706, DDP time: 0.0041, Total iter time: 4.6270 [2020-11-08 14:29:25,045][root][INFO] - ===> Epoch[33](856/26): Loss 0.8399, Sem 0.7860, dir -0.4619, norm 0.5158, swav 0.0000 LR: 9.226e-02 Score 74.676 Data time: 0.3064, Forward time: 2.2844, Backward time: 3.0703, DDP time: 0.0041, Total iter time: 6.2691 [2020-11-08 14:29:31,448][root][INFO] - ===> Epoch[33](857/26): Loss 0.8687, Sem 0.8100, dir -0.4869, norm 0.5456, swav 0.0000 LR: 9.225e-02 Score 73.465 Data time: 0.2598, Forward time: 2.2851, Backward time: 3.0703, DDP time: 0.0041, Total iter time: 6.2755 [2020-11-08 14:29:37,522][root][INFO] - ===> Epoch[33](858/26): Loss 0.9088, Sem 0.7978, dir -0.3876, norm 0.4986, swav 0.0000 LR: 9.224e-02 Score 73.563 Data time: 0.1829, Forward time: 2.2844, Backward time: 3.0712, DDP time: 0.0041, Total iter time: 5.9312 [2020-11-08 14:29:42,851][root][INFO] - ===> Epoch[34](859/26): Loss 0.9239, Sem 0.8415, dir -0.4510, norm 0.5333, swav 0.0000 LR: 9.224e-02 Score 73.331 Data time: 0.1748, Forward time: 2.2840, Backward time: 3.0713, DDP time: 0.0041, Total iter time: 5.2600 [2020-11-08 14:29:47,916][root][INFO] - ===> Epoch[34](860/26): Loss 1.2107, Sem 0.9805, dir -0.4484, norm 0.6785, swav 0.0000 LR: 9.223e-02 Score 69.269 Data time: 0.2034, Forward time: 2.2838, Backward time: 3.0707, DDP time: 0.0041, Total iter time: 4.9660 [2020-11-08 14:29:53,181][root][INFO] - ===> Epoch[34](861/26): Loss 0.7868, Sem 0.7947, dir -0.4977, norm 0.4897, swav 0.0000 LR: 9.222e-02 Score 75.881 Data time: 0.2148, Forward time: 2.2839, Backward time: 3.0701, DDP time: 0.0041, Total iter time: 5.1625 [2020-11-08 14:29:59,803][root][INFO] - ===> Epoch[34](862/26): Loss 0.8803, Sem 0.8154, dir -0.4372, norm 0.5020, swav 0.0000 LR: 9.221e-02 Score 72.985 Data time: 0.2440, Forward time: 2.2842, Backward time: 3.0707, DDP time: 0.0041, Total iter time: 6.5093 [2020-11-08 14:30:06,739][root][INFO] - ===> Epoch[34](863/26): Loss 0.7817, Sem 0.7308, dir -0.4647, norm 0.5156, swav 0.0000 LR: 9.220e-02 Score 78.504 Data time: 0.3145, Forward time: 2.2856, Backward time: 3.0706, DDP time: 0.0041, Total iter time: 6.7939 [2020-11-08 14:30:11,863][root][INFO] - ===> Epoch[34](864/26): Loss 0.7825, Sem 0.7651, dir -0.4678, norm 0.4852, swav 0.0000 LR: 9.219e-02 Score 76.090 Data time: 0.1815, Forward time: 2.2853, Backward time: 3.0702, DDP time: 0.0041, Total iter time: 4.9841 [2020-11-08 14:30:16,895][root][INFO] - ===> Epoch[34](865/26): Loss 0.9130, Sem 0.8310, dir -0.4484, norm 0.5305, swav 0.0000 LR: 9.218e-02 Score 73.751 Data time: 0.2323, Forward time: 2.2856, Backward time: 3.0691, DDP time: 0.0041, Total iter time: 4.9409 [2020-11-08 14:30:23,499][root][INFO] - ===> Epoch[34](866/26): Loss 0.9669, Sem 0.8506, dir -0.4456, norm 0.5618, swav 0.0000 LR: 9.217e-02 Score 72.513 Data time: 0.1886, Forward time: 2.2854, Backward time: 3.0703, DDP time: 0.0041, Total iter time: 6.4860 [2020-11-08 14:30:29,046][root][INFO] - ===> Epoch[34](867/26): Loss 1.0178, Sem 0.9246, dir -0.4550, norm 0.5482, swav 0.0000 LR: 9.216e-02 Score 71.451 Data time: 0.2285, Forward time: 2.2855, Backward time: 3.0699, DDP time: 0.0041, Total iter time: 5.4485 [2020-11-08 14:30:34,666][root][INFO] - ===> Epoch[34](868/26): Loss 0.7989, Sem 0.7836, dir -0.5009, norm 0.5162, swav 0.0000 LR: 9.215e-02 Score 75.465 Data time: 0.2920, Forward time: 2.2862, Backward time: 3.0691, DDP time: 0.0041, Total iter time: 5.5065 [2020-11-08 14:30:39,272][root][INFO] - ===> Epoch[34](869/26): Loss 0.8604, Sem 0.7911, dir -0.4457, norm 0.5149, swav 0.0000 LR: 9.214e-02 Score 75.795 Data time: 0.1904, Forward time: 2.2860, Backward time: 3.0680, DDP time: 0.0041, Total iter time: 4.4725 [2020-11-08 14:30:45,450][root][INFO] - ===> Epoch[34](870/26): Loss 1.0309, Sem 0.9222, dir -0.4499, norm 0.5586, swav 0.0000 LR: 9.214e-02 Score 69.863 Data time: 0.2026, Forward time: 2.2861, Backward time: 3.0684, DDP time: 0.0041, Total iter time: 6.0795 [2020-11-08 14:30:50,005][root][INFO] - ===> Epoch[34](871/26): Loss 0.9768, Sem 0.8338, dir -0.4433, norm 0.5863, swav 0.0000 LR: 9.213e-02 Score 74.170 Data time: 0.1997, Forward time: 2.2860, Backward time: 3.0671, DDP time: 0.0041, Total iter time: 4.4319 [2020-11-08 14:30:56,475][root][INFO] - ===> Epoch[34](872/26): Loss 0.7952, Sem 0.7212, dir -0.4410, norm 0.5151, swav 0.0000 LR: 9.212e-02 Score 76.004 Data time: 0.2544, Forward time: 2.2865, Backward time: 3.0674, DDP time: 0.0041, Total iter time: 6.3601 [2020-11-08 14:31:02,224][root][INFO] - ===> Epoch[34](873/26): Loss 0.9986, Sem 0.8348, dir -0.3936, norm 0.5574, swav 0.0000 LR: 9.211e-02 Score 74.661 Data time: 0.1674, Forward time: 2.2859, Backward time: 3.0680, DDP time: 0.0041, Total iter time: 5.6273 [2020-11-08 14:31:07,317][root][INFO] - ===> Epoch[34](874/26): Loss 0.9784, Sem 0.8786, dir -0.4259, norm 0.5257, swav 0.0000 LR: 9.210e-02 Score 72.602 Data time: 0.2268, Forward time: 2.2859, Backward time: 3.0673, DDP time: 0.0041, Total iter time: 4.9971 [2020-11-08 14:31:13,311][root][INFO] - ===> Epoch[34](875/26): Loss 0.9869, Sem 0.8383, dir -0.3910, norm 0.5397, swav 0.0000 LR: 9.209e-02 Score 74.438 Data time: 0.2839, Forward time: 2.2868, Backward time: 3.0666, DDP time: 0.0041, Total iter time: 5.8734 [2020-11-08 14:31:19,200][root][INFO] - ===> Epoch[34](876/26): Loss 0.9055, Sem 0.8203, dir -0.4268, norm 0.5120, swav 0.0000 LR: 9.208e-02 Score 76.543 Data time: 0.2130, Forward time: 2.2864, Backward time: 3.0671, DDP time: 0.0041, Total iter time: 5.7137 [2020-11-08 14:31:25,418][root][INFO] - ===> Epoch[34](877/26): Loss 0.8933, Sem 0.7701, dir -0.4346, norm 0.5578, swav 0.0000 LR: 9.207e-02 Score 76.836 Data time: 0.2262, Forward time: 2.2865, Backward time: 3.0675, DDP time: 0.0041, Total iter time: 6.1110 [2020-11-08 14:31:30,038][root][INFO] - ===> Epoch[34](878/26): Loss 1.0381, Sem 0.8982, dir -0.4292, norm 0.5690, swav 0.0000 LR: 9.206e-02 Score 71.668 Data time: 0.2104, Forward time: 2.2866, Backward time: 3.0662, DDP time: 0.0041, Total iter time: 4.4899 [2020-11-08 14:31:35,995][root][INFO] - ===> Epoch[34](879/26): Loss 0.9920, Sem 0.8557, dir -0.4514, norm 0.5877, swav 0.0000 LR: 9.205e-02 Score 72.569 Data time: 0.1667, Forward time: 2.2861, Backward time: 3.0669, DDP time: 0.0041, Total iter time: 5.8540 [2020-11-08 14:31:41,392][root][INFO] - ===> Epoch[34](880/26): Loss 0.9060, Sem 0.8650, dir -0.4076, norm 0.4487, swav 0.0000 LR: 9.204e-02 Score 73.019 Data time: 0.1937, Forward time: 2.2857, Backward time: 3.0669, DDP time: 0.0041, Total iter time: 5.2843 [2020-11-08 14:31:46,480][root][INFO] - ===> Epoch[34](881/26): Loss 0.8803, Sem 0.7443, dir -0.3748, norm 0.5108, swav 0.0000 LR: 9.204e-02 Score 76.313 Data time: 0.2330, Forward time: 2.2861, Backward time: 3.0658, DDP time: 0.0041, Total iter time: 4.9715 [2020-11-08 14:31:52,386][root][INFO] - ===> Epoch[34](882/26): Loss 0.9430, Sem 0.7800, dir -0.3926, norm 0.5556, swav 0.0000 LR: 9.203e-02 Score 76.306 Data time: 0.2066, Forward time: 2.2858, Backward time: 3.0663, DDP time: 0.0041, Total iter time: 5.7795 [2020-11-08 14:31:57,883][root][INFO] - ===> Epoch[34](883/26): Loss 0.9051, Sem 0.7993, dir -0.4308, norm 0.5365, swav 0.0000 LR: 9.202e-02 Score 74.204 Data time: 0.1672, Forward time: 2.2851, Backward time: 3.0666, DDP time: 0.0041, Total iter time: 5.4033 [2020-11-08 14:32:03,042][root][INFO] - ===> Epoch[34](884/26): Loss 0.8054, Sem 0.7636, dir -0.4631, norm 0.5049, swav 0.0000 LR: 9.201e-02 Score 75.869 Data time: 0.2434, Forward time: 2.2856, Backward time: 3.0656, DDP time: 0.0041, Total iter time: 5.0687 [2020-11-08 14:32:10,162][root][INFO] - ===> Epoch[35](885/26): Loss 1.0157, Sem 0.8723, dir -0.4119, norm 0.5553, swav 0.0000 LR: 9.200e-02 Score 71.802 Data time: 0.1961, Forward time: 2.2854, Backward time: 3.0672, DDP time: 0.0041, Total iter time: 6.9890 [2020-11-08 14:32:16,084][root][INFO] - ===> Epoch[35](886/26): Loss 0.9023, Sem 0.7950, dir -0.4504, norm 0.5576, swav 0.0000 LR: 9.199e-02 Score 75.254 Data time: 0.2443, Forward time: 2.2856, Backward time: 3.0672, DDP time: 0.0041, Total iter time: 5.8070 [2020-11-08 14:32:20,881][root][INFO] - ===> Epoch[35](887/26): Loss 0.7814, Sem 0.7336, dir -0.4438, norm 0.4916, swav 0.0000 LR: 9.198e-02 Score 75.966 Data time: 0.2288, Forward time: 2.2857, Backward time: 3.0659, DDP time: 0.0041, Total iter time: 4.6693 [2020-11-08 14:32:26,637][root][INFO] - ===> Epoch[35](888/26): Loss 0.8966, Sem 0.8611, dir -0.4485, norm 0.4841, swav 0.0000 LR: 9.197e-02 Score 73.236 Data time: 0.2615, Forward time: 2.2864, Backward time: 3.0653, DDP time: 0.0041, Total iter time: 5.6544 [2020-11-08 14:32:33,576][root][INFO] - ===> Epoch[35](889/26): Loss 0.7533, Sem 0.7341, dir -0.4632, norm 0.4824, swav 0.0000 LR: 9.196e-02 Score 76.298 Data time: 0.2012, Forward time: 2.2864, Backward time: 3.0665, DDP time: 0.0041, Total iter time: 6.8081 [2020-11-08 14:32:38,790][root][INFO] - ===> Epoch[35](890/26): Loss 0.8529, Sem 0.7787, dir -0.4516, norm 0.5258, swav 0.0000 LR: 9.195e-02 Score 72.965 Data time: 0.2222, Forward time: 2.2866, Backward time: 3.0657, DDP time: 0.0041, Total iter time: 5.0965 [2020-11-08 14:32:44,182][root][INFO] - ===> Epoch[35](891/26): Loss 0.9858, Sem 0.8396, dir -0.4451, norm 0.5914, swav 0.0000 LR: 9.194e-02 Score 71.731 Data time: 0.1822, Forward time: 2.2863, Backward time: 3.0655, DDP time: 0.0041, Total iter time: 5.2555 [2020-11-08 14:32:49,467][root][INFO] - ===> Epoch[35](892/26): Loss 0.8900, Sem 0.8405, dir -0.4901, norm 0.5396, swav 0.0000 LR: 9.194e-02 Score 70.362 Data time: 0.1996, Forward time: 2.2861, Backward time: 3.0652, DDP time: 0.0041, Total iter time: 5.1766 [2020-11-08 14:32:55,175][root][INFO] - ===> Epoch[35](893/26): Loss 0.8046, Sem 0.7991, dir -0.4919, norm 0.4973, swav 0.0000 LR: 9.193e-02 Score 73.940 Data time: 0.2355, Forward time: 2.2865, Backward time: 3.0648, DDP time: 0.0041, Total iter time: 5.5971 [2020-11-08 14:32:59,986][root][INFO] - ===> Epoch[35](894/26): Loss 0.8937, Sem 0.7788, dir -0.4590, norm 0.5739, swav 0.0000 LR: 9.192e-02 Score 75.547 Data time: 0.2242, Forward time: 2.2864, Backward time: 3.0638, DDP time: 0.0041, Total iter time: 4.6769 [2020-11-08 14:33:05,304][root][INFO] - ===> Epoch[35](895/26): Loss 0.9829, Sem 0.8303, dir -0.4105, norm 0.5630, swav 0.0000 LR: 9.191e-02 Score 72.643 Data time: 0.2348, Forward time: 2.2868, Backward time: 3.0630, DDP time: 0.0041, Total iter time: 5.1994 [2020-11-08 14:33:12,087][root][INFO] - ===> Epoch[35](896/26): Loss 0.7941, Sem 0.7457, dir -0.4731, norm 0.5216, swav 0.0000 LR: 9.190e-02 Score 77.761 Data time: 0.2039, Forward time: 2.2866, Backward time: 3.0642, DDP time: 0.0041, Total iter time: 6.6333 [2020-11-08 14:33:17,400][root][INFO] - ===> Epoch[35](897/26): Loss 0.8628, Sem 0.7742, dir -0.4681, norm 0.5567, swav 0.0000 LR: 9.189e-02 Score 76.660 Data time: 0.1811, Forward time: 2.2863, Backward time: 3.0641, DDP time: 0.0041, Total iter time: 5.1967 [2020-11-08 14:33:22,489][root][INFO] - ===> Epoch[35](898/26): Loss 0.9461, Sem 0.7547, dir -0.4140, norm 0.6054, swav 0.0000 LR: 9.188e-02 Score 76.556 Data time: 0.2174, Forward time: 2.2864, Backward time: 3.0633, DDP time: 0.0041, Total iter time: 4.9978 [2020-11-08 14:33:28,060][root][INFO] - ===> Epoch[35](899/26): Loss 0.9974, Sem 0.8702, dir -0.4433, norm 0.5705, swav 0.0000 LR: 9.187e-02 Score 71.879 Data time: 0.1750, Forward time: 2.2861, Backward time: 3.0634, DDP time: 0.0041, Total iter time: 5.4423 [2020-11-08 14:33:34,124][root][INFO] - ===> Epoch[35](900/26): Loss 0.9431, Sem 0.8219, dir -0.4132, norm 0.5343, swav 0.0000 LR: 9.186e-02 Score 74.388 Data time: 0.1814, Forward time: 2.2854, Backward time: 3.0644, DDP time: 0.0041, Total iter time: 5.9555 [2020-11-08 14:33:40,573][root][INFO] - ===> Epoch[35](901/26): Loss 0.7457, Sem 0.6770, dir -0.4503, norm 0.5189, swav 0.0000 LR: 9.185e-02 Score 78.354 Data time: 0.2424, Forward time: 2.2858, Backward time: 3.0648, DDP time: 0.0041, Total iter time: 6.3476 [2020-11-08 14:33:46,571][root][INFO] - ===> Epoch[35](902/26): Loss 0.7647, Sem 0.7504, dir -0.4518, norm 0.4662, swav 0.0000 LR: 9.184e-02 Score 74.243 Data time: 0.2041, Forward time: 2.2857, Backward time: 3.0652, DDP time: 0.0041, Total iter time: 5.8457 [2020-11-08 14:33:51,858][root][INFO] - ===> Epoch[35](903/26): Loss 0.8581, Sem 0.8376, dir -0.4765, norm 0.4970, swav 0.0000 LR: 9.184e-02 Score 75.456 Data time: 0.2092, Forward time: 2.2856, Backward time: 3.0648, DDP time: 0.0041, Total iter time: 5.1636 [2020-11-08 14:33:57,411][root][INFO] - ===> Epoch[35](904/26): Loss 0.8487, Sem 0.7980, dir -0.5073, norm 0.5580, swav 0.0000 LR: 9.183e-02 Score 75.021 Data time: 0.2045, Forward time: 2.2854, Backward time: 3.0647, DDP time: 0.0041, Total iter time: 5.4268 [2020-11-08 14:34:02,847][root][INFO] - ===> Epoch[35](905/26): Loss 1.1240, Sem 0.9864, dir -0.4520, norm 0.5896, swav 0.0000 LR: 9.182e-02 Score 68.525 Data time: 0.2712, Forward time: 2.2860, Backward time: 3.0638, DDP time: 0.0041, Total iter time: 5.3460 [2020-11-08 14:34:09,447][root][INFO] - ===> Epoch[35](906/26): Loss 0.8809, Sem 0.7431, dir -0.4397, norm 0.5775, swav 0.0000 LR: 9.181e-02 Score 77.083 Data time: 0.3638, Forward time: 2.2871, Backward time: 3.0635, DDP time: 0.0041, Total iter time: 6.4882 [2020-11-08 14:34:15,484][root][INFO] - ===> Epoch[35](907/26): Loss 0.7972, Sem 0.7357, dir -0.4475, norm 0.5090, swav 0.0000 LR: 9.180e-02 Score 75.408 Data time: 0.2697, Forward time: 2.2879, Backward time: 3.0630, DDP time: 0.0041, Total iter time: 5.8871 [2020-11-08 14:34:20,323][root][INFO] - ===> Epoch[35](908/26): Loss 0.7360, Sem 0.7208, dir -0.4507, norm 0.4658, swav 0.0000 LR: 9.179e-02 Score 77.508 Data time: 0.2039, Forward time: 2.2878, Backward time: 3.0621, DDP time: 0.0041, Total iter time: 4.7102 [2020-11-08 14:34:24,965][root][INFO] - ===> Epoch[35](909/26): Loss 0.8463, Sem 0.8100, dir -0.4743, norm 0.5106, swav 0.0000 LR: 9.178e-02 Score 74.013 Data time: 0.1553, Forward time: 2.2873, Backward time: 3.0614, DDP time: 0.0041, Total iter time: 4.5533 [2020-11-08 14:34:30,893][root][INFO] - ===> Epoch[35](910/26): Loss 0.8004, Sem 0.7980, dir -0.4365, norm 0.4389, swav 0.0000 LR: 9.177e-02 Score 75.866 Data time: 0.1484, Forward time: 2.2864, Backward time: 3.0625, DDP time: 0.0041, Total iter time: 5.8503 [2020-11-08 14:34:37,011][root][INFO] - ===> Epoch[36](911/26): Loss 0.8073, Sem 0.6926, dir -0.4273, norm 0.5421, swav 0.0000 LR: 9.176e-02 Score 76.908 Data time: 0.3030, Forward time: 2.2873, Backward time: 3.0620, DDP time: 0.0041, Total iter time: 6.0367 [2020-11-08 14:34:42,024][root][INFO] - ===> Epoch[36](912/26): Loss 0.8467, Sem 0.7954, dir -0.4634, norm 0.5146, swav 0.0000 LR: 9.175e-02 Score 75.961 Data time: 0.2153, Forward time: 2.2873, Backward time: 3.0612, DDP time: 0.0041, Total iter time: 4.8765 [2020-11-08 14:34:47,955][root][INFO] - ===> Epoch[36](913/26): Loss 0.7990, Sem 0.7526, dir -0.4922, norm 0.5386, swav 0.0000 LR: 9.174e-02 Score 74.687 Data time: 0.1866, Forward time: 2.2870, Backward time: 3.0616, DDP time: 0.0041, Total iter time: 5.8211 [2020-11-08 14:34:53,828][root][INFO] - ===> Epoch[36](914/26): Loss 0.8398, Sem 0.8116, dir -0.4429, norm 0.4712, swav 0.0000 LR: 9.174e-02 Score 74.424 Data time: 0.1881, Forward time: 2.2865, Backward time: 3.0623, DDP time: 0.0041, Total iter time: 5.7576 [2020-11-08 14:35:00,896][root][INFO] - ===> Epoch[36](915/26): Loss 0.9450, Sem 0.8180, dir -0.4072, norm 0.5341, swav 0.0000 LR: 9.173e-02 Score 74.390 Data time: 0.3460, Forward time: 2.2878, Backward time: 3.0624, DDP time: 0.0041, Total iter time: 6.9814 [2020-11-08 14:35:08,898][root][INFO] - ===> Epoch[36](916/26): Loss 0.7645, Sem 0.7187, dir -0.4455, norm 0.4913, swav 0.0000 LR: 9.172e-02 Score 76.468 Data time: 0.2476, Forward time: 2.2884, Backward time: 3.0641, DDP time: 0.0041, Total iter time: 7.8774 [2020-11-08 14:35:14,285][root][INFO] - ===> Epoch[36](917/26): Loss 0.8086, Sem 0.7331, dir -0.4618, norm 0.5374, swav 0.0000 LR: 9.171e-02 Score 76.618 Data time: 0.1703, Forward time: 2.2879, Backward time: 3.0641, DDP time: 0.0041, Total iter time: 5.2770 [2020-11-08 14:35:19,567][root][INFO] - ===> Epoch[36](918/26): Loss 0.9889, Sem 0.8979, dir -0.4312, norm 0.5222, swav 0.0000 LR: 9.170e-02 Score 73.060 Data time: 0.2398, Forward time: 2.2882, Backward time: 3.0634, DDP time: 0.0041, Total iter time: 5.1979 [2020-11-08 14:35:25,948][root][INFO] - ===> Epoch[36](919/26): Loss 0.8775, Sem 0.7486, dir -0.4325, norm 0.5615, swav 0.0000 LR: 9.169e-02 Score 76.709 Data time: 0.2619, Forward time: 2.2887, Backward time: 3.0635, DDP time: 0.0041, Total iter time: 6.2668 [2020-11-08 14:35:31,936][root][INFO] - ===> Epoch[36](920/26): Loss 0.8651, Sem 0.8232, dir -0.4837, norm 0.5257, swav 0.0000 LR: 9.168e-02 Score 72.846 Data time: 0.1730, Forward time: 2.2882, Backward time: 3.0643, DDP time: 0.0041, Total iter time: 5.8603 [2020-11-08 14:35:37,520][root][INFO] - ===> Epoch[36](921/26): Loss 0.8985, Sem 0.7454, dir -0.3852, norm 0.5384, swav 0.0000 LR: 9.167e-02 Score 75.274 Data time: 0.2030, Forward time: 2.2880, Backward time: 3.0643, DDP time: 0.0041, Total iter time: 5.4856 [2020-11-08 14:35:43,020][root][INFO] - ===> Epoch[36](922/26): Loss 0.8836, Sem 0.7213, dir -0.3956, norm 0.5578, swav 0.0000 LR: 9.166e-02 Score 76.197 Data time: 0.2226, Forward time: 2.2880, Backward time: 3.0640, DDP time: 0.0041, Total iter time: 5.3839 [2020-11-08 14:35:48,813][root][INFO] - ===> Epoch[36](923/26): Loss 0.9568, Sem 0.8091, dir -0.4443, norm 0.5920, swav 0.0000 LR: 9.165e-02 Score 73.368 Data time: 0.2579, Forward time: 2.2887, Backward time: 3.0634, DDP time: 0.0041, Total iter time: 5.6517 [2020-11-08 14:35:54,022][root][INFO] - ===> Epoch[36](924/26): Loss 0.8817, Sem 0.7634, dir -0.4377, norm 0.5560, swav 0.0000 LR: 9.165e-02 Score 74.993 Data time: 0.2093, Forward time: 2.2886, Backward time: 3.0629, DDP time: 0.0041, Total iter time: 5.0694 [2020-11-08 14:35:58,781][root][INFO] - ===> Epoch[36](925/26): Loss 0.8968, Sem 0.7678, dir -0.4491, norm 0.5782, swav 0.0000 LR: 9.164e-02 Score 75.742 Data time: 0.2116, Forward time: 2.2886, Backward time: 3.0618, DDP time: 0.0041, Total iter time: 4.6607 [2020-11-08 14:36:04,520][root][INFO] - ===> Epoch[36](926/26): Loss 0.7748, Sem 0.7531, dir -0.4636, norm 0.4854, swav 0.0000 LR: 9.163e-02 Score 76.389 Data time: 0.2122, Forward time: 2.2885, Backward time: 3.0619, DDP time: 0.0041, Total iter time: 5.6201 [2020-11-08 14:36:10,391][root][INFO] - ===> Epoch[36](927/26): Loss 0.8199, Sem 0.6928, dir -0.4306, norm 0.5577, swav 0.0000 LR: 9.162e-02 Score 77.989 Data time: 0.2500, Forward time: 2.2887, Backward time: 3.0618, DDP time: 0.0041, Total iter time: 5.7540 [2020-11-08 14:36:18,278][root][INFO] - ===> Epoch[36](928/26): Loss 0.8166, Sem 0.7398, dir -0.4364, norm 0.5132, swav 0.0000 LR: 9.161e-02 Score 77.527 Data time: 0.3487, Forward time: 2.2897, Backward time: 3.0629, DDP time: 0.0041, Total iter time: 7.7709 [2020-11-08 14:36:23,896][root][INFO] - ===> Epoch[36](929/26): Loss 0.9377, Sem 0.8146, dir -0.4525, norm 0.5755, swav 0.0000 LR: 9.160e-02 Score 72.672 Data time: 0.2398, Forward time: 2.2900, Backward time: 3.0625, DDP time: 0.0041, Total iter time: 5.4688 [2020-11-08 14:36:29,764][root][INFO] - ===> Epoch[36](930/26): Loss 0.7993, Sem 0.7491, dir -0.4669, norm 0.5171, swav 0.0000 LR: 9.159e-02 Score 76.774 Data time: 0.2556, Forward time: 2.2907, Backward time: 3.0619, DDP time: 0.0041, Total iter time: 5.7412 [2020-11-08 14:36:34,173][root][INFO] - ===> Epoch[36](931/26): Loss 0.8791, Sem 0.8205, dir -0.4753, norm 0.5338, swav 0.0000 LR: 9.158e-02 Score 73.833 Data time: 0.1741, Forward time: 2.2904, Backward time: 3.0608, DDP time: 0.0041, Total iter time: 4.2952 [2020-11-08 14:36:40,759][root][INFO] - ===> Epoch[36](932/26): Loss 0.9527, Sem 0.8199, dir -0.4064, norm 0.5393, swav 0.0000 LR: 9.157e-02 Score 74.060 Data time: 0.1954, Forward time: 2.2900, Backward time: 3.0621, DDP time: 0.0041, Total iter time: 6.4905 [2020-11-08 14:36:46,096][root][INFO] - ===> Epoch[36](933/26): Loss 0.8848, Sem 0.8069, dir -0.4505, norm 0.5284, swav 0.0000 LR: 9.156e-02 Score 74.445 Data time: 0.2531, Forward time: 2.2905, Backward time: 3.0612, DDP time: 0.0041, Total iter time: 5.2324 [2020-11-08 14:36:52,183][root][INFO] - ===> Epoch[36](934/26): Loss 0.9402, Sem 0.7840, dir -0.4353, norm 0.5915, swav 0.0000 LR: 9.155e-02 Score 76.887 Data time: 0.1966, Forward time: 2.2902, Backward time: 3.0618, DDP time: 0.0041, Total iter time: 5.9631 [2020-11-08 14:36:57,465][root][INFO] - ===> Epoch[36](935/26): Loss 0.8403, Sem 0.7396, dir -0.4580, norm 0.5587, swav 0.0000 LR: 9.155e-02 Score 76.708 Data time: 0.2464, Forward time: 2.2905, Backward time: 3.0611, DDP time: 0.0041, Total iter time: 5.2014 [2020-11-08 14:37:05,437][root][INFO] - ===> Epoch[36](936/26): Loss 0.9164, Sem 0.7997, dir -0.4177, norm 0.5344, swav 0.0000 LR: 9.154e-02 Score 75.233 Data time: 0.2458, Forward time: 2.2906, Backward time: 3.0632, DDP time: 0.0041, Total iter time: 7.8597 [2020-11-08 14:37:10,756][root][INFO] - ===> Epoch[37](937/26): Loss 0.7984, Sem 0.7377, dir -0.4713, norm 0.5320, swav 0.0000 LR: 9.153e-02 Score 75.898 Data time: 0.1487, Forward time: 2.2900, Backward time: 3.0633, DDP time: 0.0041, Total iter time: 5.2236 [2020-11-08 14:37:16,869][root][INFO] - ===> Epoch[37](938/26): Loss 0.8090, Sem 0.7486, dir -0.4492, norm 0.5096, swav 0.0000 LR: 9.152e-02 Score 77.138 Data time: 0.2187, Forward time: 2.2898, Backward time: 3.0639, DDP time: 0.0041, Total iter time: 6.0188 [2020-11-08 14:37:24,164][root][INFO] - ===> Epoch[37](939/26): Loss 0.8858, Sem 0.7598, dir -0.4361, norm 0.5621, swav 0.0000 LR: 9.151e-02 Score 74.158 Data time: 0.2611, Forward time: 2.2905, Backward time: 3.0648, DDP time: 0.0041, Total iter time: 7.1801 [2020-11-08 14:37:31,275][root][INFO] - ===> Epoch[37](940/26): Loss 0.7331, Sem 0.6710, dir -0.4521, norm 0.5142, swav 0.0000 LR: 9.150e-02 Score 78.951 Data time: 0.2025, Forward time: 2.2902, Backward time: 3.0664, DDP time: 0.0041, Total iter time: 6.9599 [2020-11-08 14:37:37,178][root][INFO] - ===> Epoch[37](941/26): Loss 0.8944, Sem 0.7867, dir -0.4533, norm 0.5611, swav 0.0000 LR: 9.149e-02 Score 75.790 Data time: 0.2585, Forward time: 2.2909, Backward time: 3.0659, DDP time: 0.0041, Total iter time: 5.7873 [2020-11-08 14:37:43,122][root][INFO] - ===> Epoch[37](942/26): Loss 0.7584, Sem 0.7392, dir -0.4300, norm 0.4492, swav 0.0000 LR: 9.148e-02 Score 77.830 Data time: 0.2362, Forward time: 2.2911, Backward time: 3.0659, DDP time: 0.0041, Total iter time: 5.8209 [2020-11-08 14:37:48,327][root][INFO] - ===> Epoch[37](943/26): Loss 0.7099, Sem 0.6867, dir -0.4878, norm 0.5110, swav 0.0000 LR: 9.147e-02 Score 76.790 Data time: 0.1718, Forward time: 2.2907, Backward time: 3.0657, DDP time: 0.0041, Total iter time: 5.0872 [2020-11-08 14:37:53,483][root][INFO] - ===> Epoch[37](944/26): Loss 0.7757, Sem 0.7263, dir -0.4630, norm 0.5124, swav 0.0000 LR: 9.146e-02 Score 77.488 Data time: 0.2121, Forward time: 2.2906, Backward time: 3.0652, DDP time: 0.0041, Total iter time: 5.0955 [2020-11-08 14:37:59,866][root][INFO] - ===> Epoch[37](945/26): Loss 0.7234, Sem 0.7070, dir -0.4754, norm 0.4918, swav 0.0000 LR: 9.145e-02 Score 77.857 Data time: 0.1929, Forward time: 2.2904, Backward time: 3.0661, DDP time: 0.0041, Total iter time: 6.2734 [2020-11-08 14:38:04,490][root][INFO] - ===> Epoch[37](946/26): Loss 0.9073, Sem 0.8464, dir -0.4773, norm 0.5381, swav 0.0000 LR: 9.145e-02 Score 73.336 Data time: 0.2043, Forward time: 2.2903, Backward time: 3.0650, DDP time: 0.0041, Total iter time: 4.5158 [2020-11-08 14:38:10,849][root][INFO] - ===> Epoch[37](947/26): Loss 0.8289, Sem 0.7535, dir -0.4452, norm 0.5206, swav 0.0000 LR: 9.144e-02 Score 75.403 Data time: 0.2086, Forward time: 2.2902, Backward time: 3.0656, DDP time: 0.0041, Total iter time: 6.2387 [2020-11-08 14:38:15,332][root][INFO] - ===> Epoch[37](948/26): Loss 0.7132, Sem 0.7100, dir -0.5159, norm 0.5191, swav 0.0000 LR: 9.143e-02 Score 77.178 Data time: 0.1919, Forward time: 2.2900, Backward time: 3.0645, DDP time: 0.0041, Total iter time: 4.3718 [2020-11-08 14:38:21,197][root][INFO] - ===> Epoch[37](949/26): Loss 0.9229, Sem 0.8536, dir -0.4383, norm 0.5077, swav 0.0000 LR: 9.142e-02 Score 74.225 Data time: 0.1949, Forward time: 2.2898, Backward time: 3.0649, DDP time: 0.0041, Total iter time: 5.7611 [2020-11-08 14:38:26,864][root][INFO] - ===> Epoch[37](950/26): Loss 0.7426, Sem 0.7020, dir -0.4548, norm 0.4954, swav 0.0000 LR: 9.141e-02 Score 76.305 Data time: 0.2372, Forward time: 2.2900, Backward time: 3.0646, DDP time: 0.0041, Total iter time: 5.5687 [2020-11-08 14:38:32,338][root][INFO] - ===> Epoch[37](951/26): Loss 0.7389, Sem 0.7316, dir -0.4982, norm 0.5055, swav 0.0000 LR: 9.140e-02 Score 77.610 Data time: 0.2313, Forward time: 2.2902, Backward time: 3.0641, DDP time: 0.0041, Total iter time: 5.3526 [2020-11-08 14:38:38,002][root][INFO] - ===> Epoch[37](952/26): Loss 0.7485, Sem 0.7727, dir -0.5126, norm 0.4884, swav 0.0000 LR: 9.139e-02 Score 74.087 Data time: 0.2147, Forward time: 2.2902, Backward time: 3.0640, DDP time: 0.0041, Total iter time: 5.5580 [2020-11-08 14:38:43,848][root][INFO] - ===> Epoch[37](953/26): Loss 0.9455, Sem 0.8474, dir -0.4400, norm 0.5381, swav 0.0000 LR: 9.138e-02 Score 73.874 Data time: 0.1860, Forward time: 2.2898, Backward time: 3.0645, DDP time: 0.0041, Total iter time: 5.7344 [2020-11-08 14:38:49,613][root][INFO] - ===> Epoch[37](954/26): Loss 0.7658, Sem 0.7191, dir -0.4472, norm 0.4939, swav 0.0000 LR: 9.137e-02 Score 78.013 Data time: 0.2126, Forward time: 2.2897, Backward time: 3.0646, DDP time: 0.0041, Total iter time: 5.6557 [2020-11-08 14:38:55,019][root][INFO] - ===> Epoch[37](955/26): Loss 0.8505, Sem 0.7904, dir -0.4444, norm 0.5045, swav 0.0000 LR: 9.136e-02 Score 75.407 Data time: 0.1941, Forward time: 2.2896, Backward time: 3.0644, DDP time: 0.0041, Total iter time: 5.2957 [2020-11-08 14:39:00,094][root][INFO] - ===> Epoch[37](956/26): Loss 0.7144, Sem 0.7495, dir -0.4793, norm 0.4442, swav 0.0000 LR: 9.135e-02 Score 75.892 Data time: 0.2402, Forward time: 2.2894, Backward time: 3.0639, DDP time: 0.0041, Total iter time: 4.9752 [2020-11-08 14:39:05,080][root][INFO] - ===> Epoch[37](957/26): Loss 0.8721, Sem 0.7573, dir -0.4470, norm 0.5617, swav 0.0000 LR: 9.135e-02 Score 77.406 Data time: 0.2298, Forward time: 2.2896, Backward time: 3.0628, DDP time: 0.0041, Total iter time: 4.8614 [2020-11-08 14:39:11,327][root][INFO] - ===> Epoch[37](958/26): Loss 0.6677, Sem 0.6306, dir -0.4577, norm 0.4948, swav 0.0000 LR: 9.134e-02 Score 79.745 Data time: 0.2594, Forward time: 2.2901, Backward time: 3.0628, DDP time: 0.0041, Total iter time: 6.1235 [2020-11-08 14:39:17,887][root][INFO] - ===> Epoch[37](959/26): Loss 0.7046, Sem 0.6669, dir -0.4987, norm 0.5364, swav 0.0000 LR: 9.133e-02 Score 78.600 Data time: 0.2050, Forward time: 2.2901, Backward time: 3.0635, DDP time: 0.0041, Total iter time: 6.4173 [2020-11-08 14:39:22,913][root][INFO] - ===> Epoch[37](960/26): Loss 0.8871, Sem 0.8355, dir -0.4658, norm 0.5174, swav 0.0000 LR: 9.132e-02 Score 74.072 Data time: 0.1344, Forward time: 2.2892, Backward time: 3.0638, DDP time: 0.0041, Total iter time: 4.9181 [2020-11-08 14:39:27,679][root][INFO] - ===> Epoch[37](961/26): Loss 0.8351, Sem 0.7778, dir -0.4474, norm 0.5047, swav 0.0000 LR: 9.131e-02 Score 76.369 Data time: 0.2005, Forward time: 2.2891, Backward time: 3.0629, DDP time: 0.0041, Total iter time: 4.7182 [2020-11-08 14:39:33,919][root][INFO] - ===> Epoch[37](962/26): Loss 0.8034, Sem 0.7581, dir -0.4719, norm 0.5172, swav 0.0000 LR: 9.130e-02 Score 75.016 Data time: 0.2195, Forward time: 2.2889, Backward time: 3.0635, DDP time: 0.0041, Total iter time: 6.1266 [2020-11-08 14:39:40,571][root][INFO] - ===> Epoch[38](963/26): Loss 0.9159, Sem 0.8115, dir -0.4656, norm 0.5700, swav 0.0000 LR: 9.129e-02 Score 76.222 Data time: 0.2394, Forward time: 2.2891, Backward time: 3.0642, DDP time: 0.0041, Total iter time: 6.5552 [2020-11-08 14:39:46,501][root][INFO] - ===> Epoch[38](964/26): Loss 0.8763, Sem 0.8204, dir -0.4453, norm 0.5012, swav 0.0000 LR: 9.128e-02 Score 74.625 Data time: 0.2769, Forward time: 2.2899, Backward time: 3.0636, DDP time: 0.0041, Total iter time: 5.8204 [2020-11-08 14:39:53,210][root][INFO] - ===> Epoch[38](965/26): Loss 0.8549, Sem 0.7476, dir -0.4202, norm 0.5276, swav 0.0000 LR: 9.127e-02 Score 75.079 Data time: 0.1817, Forward time: 2.2897, Backward time: 3.0648, DDP time: 0.0041, Total iter time: 6.5851 [2020-11-08 14:39:58,916][root][INFO] - ===> Epoch[38](966/26): Loss 0.8416, Sem 0.7394, dir -0.4539, norm 0.5560, swav 0.0000 LR: 9.126e-02 Score 76.401 Data time: 0.2531, Forward time: 2.2902, Backward time: 3.0643, DDP time: 0.0041, Total iter time: 5.6139 [2020-11-08 14:40:04,319][root][INFO] - ===> Epoch[38](967/26): Loss 0.9208, Sem 0.8255, dir -0.4450, norm 0.5403, swav 0.0000 LR: 9.125e-02 Score 73.154 Data time: 0.2052, Forward time: 2.2901, Backward time: 3.0640, DDP time: 0.0041, Total iter time: 5.2506 [2020-11-08 14:40:10,115][root][INFO] - ===> Epoch[38](968/26): Loss 0.8157, Sem 0.7327, dir -0.4268, norm 0.5098, swav 0.0000 LR: 9.125e-02 Score 75.612 Data time: 0.1864, Forward time: 2.2899, Backward time: 3.0643, DDP time: 0.0041, Total iter time: 5.6906 [2020-11-08 14:40:15,563][root][INFO] - ===> Epoch[38](969/26): Loss 0.7788, Sem 0.7197, dir -0.4182, norm 0.4773, swav 0.0000 LR: 9.124e-02 Score 77.285 Data time: 0.1902, Forward time: 2.2895, Backward time: 3.0643, DDP time: 0.0041, Total iter time: 5.3476 [2020-11-08 14:40:21,932][root][INFO] - ===> Epoch[38](970/26): Loss 0.7379, Sem 0.7126, dir -0.4869, norm 0.5121, swav 0.0000 LR: 9.123e-02 Score 77.125 Data time: 0.1999, Forward time: 2.2893, Backward time: 3.0652, DDP time: 0.0041, Total iter time: 6.2737 [2020-11-08 14:40:28,730][root][INFO] - ===> Epoch[38](971/26): Loss 0.8543, Sem 0.7826, dir -0.4203, norm 0.4919, swav 0.0000 LR: 9.122e-02 Score 74.872 Data time: 0.2350, Forward time: 2.2894, Backward time: 3.0661, DDP time: 0.0041, Total iter time: 6.6938 [2020-11-08 14:40:33,734][root][INFO] - ===> Epoch[38](972/26): Loss 0.7341, Sem 0.6848, dir -0.4826, norm 0.5319, swav 0.0000 LR: 9.121e-02 Score 79.111 Data time: 0.2022, Forward time: 2.2892, Backward time: 3.0655, DDP time: 0.0041, Total iter time: 4.8786 [2020-11-08 14:40:40,812][root][INFO] - ===> Epoch[38](973/26): Loss 0.7303, Sem 0.7027, dir -0.4893, norm 0.5169, swav 0.0000 LR: 9.120e-02 Score 76.820 Data time: 0.1937, Forward time: 2.2891, Backward time: 3.0669, DDP time: 0.0041, Total iter time: 6.9529 [2020-11-08 14:40:45,950][root][INFO] - ===> Epoch[38](974/26): Loss 0.6910, Sem 0.6812, dir -0.4944, norm 0.5041, swav 0.0000 LR: 9.119e-02 Score 76.090 Data time: 0.1614, Forward time: 2.2886, Backward time: 3.0669, DDP time: 0.0041, Total iter time: 4.9848 [2020-11-08 14:40:51,739][root][INFO] - ===> Epoch[38](975/26): Loss 0.7930, Sem 0.7391, dir -0.4588, norm 0.5127, swav 0.0000 LR: 9.118e-02 Score 75.322 Data time: 0.1869, Forward time: 2.2883, Backward time: 3.0672, DDP time: 0.0041, Total iter time: 5.7144 [2020-11-08 14:40:56,871][root][INFO] - ===> Epoch[38](976/26): Loss 0.7474, Sem 0.7280, dir -0.5214, norm 0.5408, swav 0.0000 LR: 9.117e-02 Score 77.294 Data time: 0.2070, Forward time: 2.2881, Backward time: 3.0668, DDP time: 0.0041, Total iter time: 5.0063 [2020-11-08 14:41:02,582][root][INFO] - ===> Epoch[38](977/26): Loss 0.6474, Sem 0.6515, dir -0.4960, norm 0.4920, swav 0.0000 LR: 9.116e-02 Score 79.713 Data time: 0.3233, Forward time: 2.2887, Backward time: 3.0661, DDP time: 0.0041, Total iter time: 5.5880 [2020-11-08 14:41:08,615][root][INFO] - ===> Epoch[38](978/26): Loss 0.8655, Sem 0.8012, dir -0.5055, norm 0.5698, swav 0.0000 LR: 9.115e-02 Score 74.710 Data time: 0.2862, Forward time: 2.2895, Backward time: 3.0655, DDP time: 0.0041, Total iter time: 5.9205 [2020-11-08 14:41:14,956][root][INFO] - ===> Epoch[38](979/26): Loss 0.8338, Sem 0.7687, dir -0.4702, norm 0.5353, swav 0.0000 LR: 9.115e-02 Score 76.298 Data time: 0.3048, Forward time: 2.2905, Backward time: 3.0651, DDP time: 0.0041, Total iter time: 6.1931 [2020-11-08 14:41:20,544][root][INFO] - ===> Epoch[38](980/26): Loss 0.7705, Sem 0.7251, dir -0.4619, norm 0.5074, swav 0.0000 LR: 9.114e-02 Score 76.415 Data time: 0.1714, Forward time: 2.2900, Backward time: 3.0654, DDP time: 0.0041, Total iter time: 5.4669 [2020-11-08 14:41:26,694][root][INFO] - ===> Epoch[38](981/26): Loss 0.8087, Sem 0.7385, dir -0.4468, norm 0.5170, swav 0.0000 LR: 9.113e-02 Score 75.839 Data time: 0.2804, Forward time: 2.2907, Backward time: 3.0651, DDP time: 0.0041, Total iter time: 6.0540 [2020-11-08 14:41:32,597][root][INFO] - ===> Epoch[38](982/26): Loss 0.8359, Sem 0.6959, dir -0.4462, norm 0.5862, swav 0.0000 LR: 9.112e-02 Score 77.314 Data time: 0.2203, Forward time: 2.2908, Backward time: 3.0651, DDP time: 0.0041, Total iter time: 5.7628 [2020-11-08 14:41:37,766][root][INFO] - ===> Epoch[38](983/26): Loss 0.7568, Sem 0.7274, dir -0.4800, norm 0.5093, swav 0.0000 LR: 9.111e-02 Score 78.315 Data time: 0.1749, Forward time: 2.2904, Backward time: 3.0648, DDP time: 0.0041, Total iter time: 5.0285 [2020-11-08 14:41:43,011][root][INFO] - ===> Epoch[38](984/26): Loss 0.7846, Sem 0.8002, dir -0.4956, norm 0.4800, swav 0.0000 LR: 9.110e-02 Score 74.119 Data time: 0.1653, Forward time: 2.2899, Backward time: 3.0648, DDP time: 0.0041, Total iter time: 5.1514 [2020-11-08 14:41:49,118][root][INFO] - ===> Epoch[38](985/26): Loss 0.7705, Sem 0.6918, dir -0.4744, norm 0.5531, swav 0.0000 LR: 9.109e-02 Score 78.251 Data time: 0.2091, Forward time: 2.2901, Backward time: 3.0651, DDP time: 0.0041, Total iter time: 5.9872 [2020-11-08 14:41:54,592][root][INFO] - ===> Epoch[38](986/26): Loss 0.7442, Sem 0.7408, dir -0.5007, norm 0.5041, swav 0.0000 LR: 9.108e-02 Score 78.022 Data time: 0.1682, Forward time: 2.2897, Backward time: 3.0652, DDP time: 0.0041, Total iter time: 5.3326 [2020-11-08 14:42:00,893][root][INFO] - ===> Epoch[38](987/26): Loss 0.8327, Sem 0.7660, dir -0.4510, norm 0.5177, swav 0.0000 LR: 9.107e-02 Score 76.762 Data time: 0.2671, Forward time: 2.2903, Backward time: 3.0651, DDP time: 0.0041, Total iter time: 6.1954 [2020-11-08 14:42:05,397][root][INFO] - ===> Epoch[38](988/26): Loss 0.6752, Sem 0.6621, dir -0.4636, norm 0.4766, swav 0.0000 LR: 9.106e-02 Score 79.695 Data time: 0.1669, Forward time: 2.2896, Backward time: 3.0645, DDP time: 0.0041, Total iter time: 4.3766 [2020-11-08 14:42:10,383][root][INFO] - ===> Epoch[39](989/26): Loss 0.7789, Sem 0.7409, dir -0.4768, norm 0.5147, swav 0.0000 LR: 9.105e-02 Score 75.605 Data time: 0.2036, Forward time: 2.2895, Backward time: 3.0639, DDP time: 0.0041, Total iter time: 4.8884 [2020-11-08 14:42:15,059][root][INFO] - ===> Epoch[39](990/26): Loss 0.7496, Sem 0.7054, dir -0.4767, norm 0.5210, swav 0.0000 LR: 9.105e-02 Score 78.169 Data time: 0.1792, Forward time: 2.2891, Backward time: 3.0633, DDP time: 0.0041, Total iter time: 4.5600 [2020-11-08 14:42:20,767][root][INFO] - ===> Epoch[39](991/26): Loss 0.7845, Sem 0.7825, dir -0.4836, norm 0.4856, swav 0.0000 LR: 9.104e-02 Score 74.843 Data time: 0.2343, Forward time: 2.2893, Backward time: 3.0630, DDP time: 0.0041, Total iter time: 5.5887 [2020-11-08 14:42:26,921][root][INFO] - ===> Epoch[39](992/26): Loss 0.8603, Sem 0.7886, dir -0.4432, norm 0.5149, swav 0.0000 LR: 9.103e-02 Score 75.232 Data time: 0.2294, Forward time: 2.2896, Backward time: 3.0631, DDP time: 0.0041, Total iter time: 6.0157 [2020-11-08 14:42:32,733][root][INFO] - ===> Epoch[39](993/26): Loss 0.7696, Sem 0.7479, dir -0.4745, norm 0.4962, swav 0.0000 LR: 9.102e-02 Score 77.146 Data time: 0.2715, Forward time: 2.2903, Backward time: 3.0624, DDP time: 0.0041, Total iter time: 5.6813 [2020-11-08 14:42:40,713][root][INFO] - ===> Epoch[39](994/26): Loss 0.8414, Sem 0.7409, dir -0.4435, norm 0.5439, swav 0.0000 LR: 9.101e-02 Score 75.551 Data time: 0.2389, Forward time: 2.2903, Backward time: 3.0646, DDP time: 0.0041, Total iter time: 7.8395 [2020-11-08 14:42:45,805][root][INFO] - ===> Epoch[39](995/26): Loss 0.8469, Sem 0.7857, dir -0.4601, norm 0.5213, swav 0.0000 LR: 9.100e-02 Score 74.444 Data time: 0.1959, Forward time: 2.2900, Backward time: 3.0642, DDP time: 0.0041, Total iter time: 4.9767 [2020-11-08 14:42:51,222][root][INFO] - ===> Epoch[39](996/26): Loss 0.8549, Sem 0.7801, dir -0.4287, norm 0.5036, swav 0.0000 LR: 9.099e-02 Score 76.569 Data time: 0.2505, Forward time: 2.2904, Backward time: 3.0635, DDP time: 0.0041, Total iter time: 5.3166 [2020-11-08 14:42:56,573][root][INFO] - ===> Epoch[39](997/26): Loss 0.7241, Sem 0.7119, dir -0.4821, norm 0.4943, swav 0.0000 LR: 9.098e-02 Score 78.006 Data time: 0.1775, Forward time: 2.2901, Backward time: 3.0634, DDP time: 0.0041, Total iter time: 5.2139 [2020-11-08 14:43:02,818][root][INFO] - ===> Epoch[39](998/26): Loss 0.8330, Sem 0.7875, dir -0.4881, norm 0.5336, swav 0.0000 LR: 9.097e-02 Score 75.094 Data time: 0.1768, Forward time: 2.2896, Backward time: 3.0643, DDP time: 0.0041, Total iter time: 6.1416 [2020-11-08 14:43:08,040][root][INFO] - ===> Epoch[39](999/26): Loss 0.8368, Sem 0.7177, dir -0.4459, norm 0.5650, swav 0.0000 LR: 9.096e-02 Score 78.656 Data time: 0.2042, Forward time: 2.2896, Backward time: 3.0639, DDP time: 0.0041, Total iter time: 5.1351 [2020-11-08 14:43:13,261][root][INFO] - ===> Epoch[39](1000/26): Loss 0.6337, Sem 0.6437, dir -0.4851, norm 0.4752, swav 0.0000 LR: 9.095e-02 Score 79.187 Data time: 0.1749, Forward time: 2.2894, Backward time: 3.0637, DDP time: 0.0041, Total iter time: 5.1037 [2020-11-08 14:43:14,029][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 14:43:14,214][root][INFO] - ===> Start testing [2020-11-08 14:44:36,600][root][INFO] - 101/312: Data time: 0.0068, Iter time: 0.2987 Loss 1.480 (AVG: 0.846) Score 63.532 (AVG: 74.752) mIOU 37.006 mAP 57.555 mAcc 50.499 IOU: 72.148 95.770 36.188 29.724 68.152 43.929 53.179 28.182 29.218 19.402 0.000 27.380 5.057 37.638 0.000 17.586 70.855 20.619 66.764 18.325 mAP: 75.919 96.519 47.369 60.189 77.357 66.533 64.999 46.402 39.651 55.236 14.907 42.034 41.286 70.765 31.597 75.043 89.061 43.348 74.147 38.730 mAcc: 89.759 97.951 67.419 83.434 70.566 76.622 73.731 41.469 36.477 23.955 0.000 32.196 5.322 46.721 0.000 39.950 85.032 32.044 84.962 22.373 [2020-11-08 14:45:59,507][root][INFO] - 201/312: Data time: 0.0078, Iter time: 0.5295 Loss 0.625 (AVG: 0.849) Score 78.742 (AVG: 74.950) mIOU 37.868 mAP 57.663 mAcc 50.869 IOU: 72.375 95.526 31.976 37.133 69.418 46.508 50.014 30.282 29.277 23.570 0.000 24.110 5.497 37.300 0.000 20.899 70.894 24.836 70.427 17.324 mAP: 76.138 96.680 48.475 65.474 78.449 68.048 63.179 45.513 41.705 55.013 13.414 40.161 42.060 67.153 25.397 71.339 91.302 47.815 76.210 39.743 mAcc: 89.052 97.822 63.001 83.162 72.488 77.969 68.939 45.535 36.642 29.076 0.000 29.801 5.789 49.825 0.000 41.103 82.273 35.504 88.293 21.101 [2020-11-08 14:47:26,355][root][INFO] - 301/312: Data time: 0.0067, Iter time: 0.3291 Loss 1.194 (AVG: 0.840) Score 65.313 (AVG: 74.892) mIOU 37.668 mAP 57.323 mAcc 50.759 IOU: 72.614 95.532 31.337 37.392 68.482 43.863 49.562 30.216 29.511 24.487 0.000 24.477 4.910 35.718 0.000 22.870 69.582 25.785 70.258 16.772 mAP: 76.091 96.555 48.316 61.673 78.366 64.415 60.601 47.432 42.017 55.202 12.490 46.110 43.528 65.603 22.285 70.763 89.043 49.270 78.184 38.513 mAcc: 88.985 97.805 63.535 80.893 71.708 77.699 70.521 45.314 37.628 29.442 0.000 30.092 5.161 47.665 0.000 41.735 80.440 36.130 89.685 20.740 [2020-11-08 14:47:35,764][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.3582 Loss 0.637 (AVG: 0.841) Score 86.784 (AVG: 74.853) mIOU 37.581 mAP 57.104 mAcc 50.715 IOU: 72.564 95.522 31.094 37.407 68.073 42.964 49.873 29.769 29.415 24.192 0.000 23.840 4.912 36.370 0.000 23.021 69.831 25.623 69.919 17.229 mAP: 76.001 96.589 47.896 62.437 78.260 63.584 60.344 46.753 41.853 55.373 12.709 44.584 43.039 64.643 21.824 71.224 89.138 48.857 78.497 38.466 mAcc: 88.989 97.828 63.185 81.295 71.243 77.917 70.128 44.797 37.420 29.157 0.000 29.187 5.174 47.870 0.000 42.206 80.683 36.162 89.848 21.218 [2020-11-08 14:47:35,770][root][INFO] - Finished test. Elapsed time: 261.5489 [2020-11-08 14:47:50,198][root][INFO] - [2020-11-08 14:47:50,200][root][INFO] - ################################################################ [2020-11-08 14:47:50,200][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 14:47:50,200][root][INFO] - ################################################################ [2020-11-08 14:47:50,201][root][INFO] - cabinet : 0.010 0.042 0.237 [2020-11-08 14:47:50,201][root][INFO] - bed : 0.034 0.131 0.212 [2020-11-08 14:47:50,201][root][INFO] - chair : 0.265 0.440 0.616 [2020-11-08 14:47:50,201][root][INFO] - sofa : 0.061 0.205 0.538 [2020-11-08 14:47:50,201][root][INFO] - table : 0.029 0.111 0.307 [2020-11-08 14:47:50,201][root][INFO] - door : 0.006 0.027 0.199 [2020-11-08 14:47:50,201][root][INFO] - window : 0.002 0.008 0.081 [2020-11-08 14:47:50,201][root][INFO] - bookshelf : 0.000 0.000 0.075 [2020-11-08 14:47:50,201][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 14:47:50,201][root][INFO] - counter : 0.000 0.000 0.007 [2020-11-08 14:47:50,201][root][INFO] - desk : 0.000 0.000 0.000 [2020-11-08 14:47:50,201][root][INFO] - curtain : 0.023 0.063 0.216 [2020-11-08 14:47:50,201][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 14:47:50,201][root][INFO] - shower curtain : 0.015 0.061 0.194 [2020-11-08 14:47:50,201][root][INFO] - toilet : 0.473 0.854 0.881 [2020-11-08 14:47:50,201][root][INFO] - sink : 0.002 0.015 0.317 [2020-11-08 14:47:50,201][root][INFO] - bathtub : 0.200 0.401 0.661 [2020-11-08 14:47:50,201][root][INFO] - otherfurniture : 0.032 0.087 0.217 [2020-11-08 14:47:50,201][root][INFO] - ---------------------------------------------------------------- [2020-11-08 14:47:50,202][root][INFO] - average : 0.064 0.136 0.264 [2020-11-08 14:47:50,202][root][INFO] - [2020-11-08 14:47:50,493][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 14:47:51,194][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 14:47:51,365][root][INFO] - Current best mIoU: 37.581 at iter 1000 [2020-11-08 14:47:54,475][root][INFO] - ===> Epoch[39](1001/26): Loss 0.7557, Sem 0.6855, dir -0.4336, norm 0.5038, swav 0.0000 LR: 9.095e-02 Score 78.394 Data time: 0.1376, Forward time: 2.2884, Backward time: 3.0621, DDP time: 0.0041, Total iter time: 3.1036 [2020-11-08 14:47:59,985][root][INFO] - ===> Epoch[39](1002/26): Loss 0.7758, Sem 0.7321, dir -0.4901, norm 0.5337, swav 0.0000 LR: 9.094e-02 Score 77.409 Data time: 0.2312, Forward time: 2.2885, Backward time: 3.0619, DDP time: 0.0041, Total iter time: 5.4367 [2020-11-08 14:48:06,529][root][INFO] - ===> Epoch[39](1003/26): Loss 0.9227, Sem 0.7240, dir -0.4333, norm 0.6320, swav 0.0000 LR: 9.093e-02 Score 78.317 Data time: 0.2609, Forward time: 2.2888, Backward time: 3.0622, DDP time: 0.0041, Total iter time: 6.4219 [2020-11-08 14:48:12,384][root][INFO] - ===> Epoch[39](1004/26): Loss 0.7709, Sem 0.7158, dir -0.4723, norm 0.5274, swav 0.0000 LR: 9.092e-02 Score 76.835 Data time: 0.3223, Forward time: 2.2896, Backward time: 3.0616, DDP time: 0.0041, Total iter time: 5.7119 [2020-11-08 14:48:18,513][root][INFO] - ===> Epoch[39](1005/26): Loss 0.7712, Sem 0.7090, dir -0.4859, norm 0.5482, swav 0.0000 LR: 9.091e-02 Score 76.775 Data time: 0.2350, Forward time: 2.2899, Backward time: 3.0616, DDP time: 0.0041, Total iter time: 5.9961 [2020-11-08 14:48:24,535][root][INFO] - ===> Epoch[39](1006/26): Loss 0.7157, Sem 0.6624, dir -0.4477, norm 0.5009, swav 0.0000 LR: 9.090e-02 Score 79.429 Data time: 0.2410, Forward time: 2.2901, Backward time: 3.0616, DDP time: 0.0041, Total iter time: 5.8829 [2020-11-08 14:48:30,945][root][INFO] - ===> Epoch[39](1007/26): Loss 0.8058, Sem 0.7483, dir -0.4726, norm 0.5300, swav 0.0000 LR: 9.089e-02 Score 77.223 Data time: 0.2871, Forward time: 2.2906, Backward time: 3.0616, DDP time: 0.0041, Total iter time: 6.2791 [2020-11-08 14:48:37,526][root][INFO] - ===> Epoch[39](1008/26): Loss 0.7652, Sem 0.7217, dir -0.4840, norm 0.5274, swav 0.0000 LR: 9.088e-02 Score 77.526 Data time: 0.1475, Forward time: 2.2901, Backward time: 3.0629, DDP time: 0.0041, Total iter time: 6.4548 [2020-11-08 14:48:43,226][root][INFO] - ===> Epoch[39](1009/26): Loss 0.8076, Sem 0.7802, dir -0.4610, norm 0.4884, swav 0.0000 LR: 9.087e-02 Score 74.382 Data time: 0.1333, Forward time: 2.2891, Backward time: 3.0640, DDP time: 0.0041, Total iter time: 5.6149 [2020-11-08 14:48:49,204][root][INFO] - ===> Epoch[39](1010/26): Loss 0.8305, Sem 0.7466, dir -0.4595, norm 0.5434, swav 0.0000 LR: 9.086e-02 Score 76.758 Data time: 0.2642, Forward time: 2.2895, Backward time: 3.0639, DDP time: 0.0041, Total iter time: 5.9467 [2020-11-08 14:48:54,351][root][INFO] - ===> Epoch[39](1011/26): Loss 0.6804, Sem 0.6660, dir -0.5132, norm 0.5275, swav 0.0000 LR: 9.085e-02 Score 80.268 Data time: 0.2221, Forward time: 2.2898, Backward time: 3.0630, DDP time: 0.0041, Total iter time: 5.0038 [2020-11-08 14:49:01,034][root][INFO] - ===> Epoch[39](1012/26): Loss 0.8270, Sem 0.7531, dir -0.4599, norm 0.5338, swav 0.0000 LR: 9.085e-02 Score 76.544 Data time: 0.2164, Forward time: 2.2898, Backward time: 3.0639, DDP time: 0.0041, Total iter time: 6.5812 [2020-11-08 14:49:05,647][root][INFO] - ===> Epoch[39](1013/26): Loss 0.7629, Sem 0.6702, dir -0.4727, norm 0.5654, swav 0.0000 LR: 9.084e-02 Score 78.096 Data time: 0.1911, Forward time: 2.2895, Backward time: 3.0631, DDP time: 0.0041, Total iter time: 4.4945 [2020-11-08 14:49:10,762][root][INFO] - ===> Epoch[39](1014/26): Loss 0.6956, Sem 0.7020, dir -0.5015, norm 0.4951, swav 0.0000 LR: 9.083e-02 Score 78.018 Data time: 0.2443, Forward time: 2.2897, Backward time: 3.0623, DDP time: 0.0041, Total iter time: 5.0207 [2020-11-08 14:49:17,398][root][INFO] - ===> Epoch[40](1015/26): Loss 0.6826, Sem 0.6155, dir -0.4209, norm 0.4880, swav 0.0000 LR: 9.082e-02 Score 79.678 Data time: 0.3238, Forward time: 2.2907, Backward time: 3.0622, DDP time: 0.0041, Total iter time: 6.5245 [2020-11-08 14:49:24,299][root][INFO] - ===> Epoch[40](1016/26): Loss 0.8493, Sem 0.8219, dir -0.4661, norm 0.4936, swav 0.0000 LR: 9.081e-02 Score 75.236 Data time: 0.2209, Forward time: 2.2907, Backward time: 3.0632, DDP time: 0.0041, Total iter time: 6.7713 [2020-11-08 14:49:30,051][root][INFO] - ===> Epoch[40](1017/26): Loss 0.7894, Sem 0.7009, dir -0.4191, norm 0.5077, swav 0.0000 LR: 9.080e-02 Score 76.368 Data time: 0.2204, Forward time: 2.2906, Backward time: 3.0633, DDP time: 0.0041, Total iter time: 5.6450 [2020-11-08 14:49:35,650][root][INFO] - ===> Epoch[40](1018/26): Loss 0.6964, Sem 0.6521, dir -0.4751, norm 0.5194, swav 0.0000 LR: 9.079e-02 Score 79.176 Data time: 0.2461, Forward time: 2.2910, Backward time: 3.0628, DDP time: 0.0041, Total iter time: 5.4944 [2020-11-08 14:49:42,150][root][INFO] - ===> Epoch[40](1019/26): Loss 0.8843, Sem 0.7980, dir -0.5049, norm 0.5912, swav 0.0000 LR: 9.078e-02 Score 75.230 Data time: 0.1803, Forward time: 2.2907, Backward time: 3.0638, DDP time: 0.0041, Total iter time: 6.3708 [2020-11-08 14:49:48,415][root][INFO] - ===> Epoch[40](1020/26): Loss 0.8066, Sem 0.7742, dir -0.4684, norm 0.5008, swav 0.0000 LR: 9.077e-02 Score 75.690 Data time: 0.2665, Forward time: 2.2914, Backward time: 3.0636, DDP time: 0.0041, Total iter time: 6.1914 [2020-11-08 14:49:53,518][root][INFO] - ===> Epoch[40](1021/26): Loss 0.8009, Sem 0.7172, dir -0.4632, norm 0.5469, swav 0.0000 LR: 9.076e-02 Score 77.854 Data time: 0.2399, Forward time: 2.2917, Backward time: 3.0626, DDP time: 0.0041, Total iter time: 4.9649 [2020-11-08 14:50:00,792][root][INFO] - ===> Epoch[40](1022/26): Loss 0.6287, Sem 0.6771, dir -0.5101, norm 0.4618, swav 0.0000 LR: 9.075e-02 Score 78.173 Data time: 0.1955, Forward time: 2.2916, Backward time: 3.0642, DDP time: 0.0041, Total iter time: 7.1623 [2020-11-08 14:50:05,649][root][INFO] - ===> Epoch[40](1023/26): Loss 0.8701, Sem 0.8046, dir -0.4568, norm 0.5223, swav 0.0000 LR: 9.074e-02 Score 75.157 Data time: 0.1296, Forward time: 2.2907, Backward time: 3.0643, DDP time: 0.0041, Total iter time: 4.7520 [2020-11-08 14:50:11,255][root][INFO] - ===> Epoch[40](1024/26): Loss 0.7877, Sem 0.7088, dir -0.4506, norm 0.5295, swav 0.0000 LR: 9.074e-02 Score 78.407 Data time: 0.2194, Forward time: 2.2908, Backward time: 3.0641, DDP time: 0.0041, Total iter time: 5.5466 [2020-11-08 14:50:17,069][root][INFO] - ===> Epoch[40](1025/26): Loss 0.7251, Sem 0.6777, dir -0.4955, norm 0.5429, swav 0.0000 LR: 9.073e-02 Score 78.594 Data time: 0.2036, Forward time: 2.2908, Backward time: 3.0642, DDP time: 0.0041, Total iter time: 5.6983 [2020-11-08 14:50:21,852][root][INFO] - ===> Epoch[40](1026/26): Loss 0.8099, Sem 0.7301, dir -0.4725, norm 0.5523, swav 0.0000 LR: 9.072e-02 Score 77.076 Data time: 0.2261, Forward time: 2.2909, Backward time: 3.0631, DDP time: 0.0041, Total iter time: 4.6781 [2020-11-08 14:50:28,383][root][INFO] - ===> Epoch[40](1027/26): Loss 0.8119, Sem 0.8290, dir -0.4960, norm 0.4788, swav 0.0000 LR: 9.071e-02 Score 74.782 Data time: 0.2279, Forward time: 2.2909, Backward time: 3.0639, DDP time: 0.0041, Total iter time: 6.4255 [2020-11-08 14:50:35,256][root][INFO] - ===> Epoch[40](1028/26): Loss 0.7588, Sem 0.7292, dir -0.4267, norm 0.4562, swav 0.0000 LR: 9.070e-02 Score 76.675 Data time: 0.1789, Forward time: 2.2904, Backward time: 3.0654, DDP time: 0.0041, Total iter time: 6.7683 [2020-11-08 14:50:41,667][root][INFO] - ===> Epoch[40](1029/26): Loss 0.8296, Sem 0.7750, dir -0.4888, norm 0.5434, swav 0.0000 LR: 9.069e-02 Score 76.682 Data time: 0.2992, Forward time: 2.2914, Backward time: 3.0651, DDP time: 0.0041, Total iter time: 6.3185 [2020-11-08 14:50:46,812][root][INFO] - ===> Epoch[40](1030/26): Loss 0.7910, Sem 0.6889, dir -0.4208, norm 0.5230, swav 0.0000 LR: 9.068e-02 Score 78.854 Data time: 0.1786, Forward time: 2.2912, Backward time: 3.0647, DDP time: 0.0041, Total iter time: 5.0189 [2020-11-08 14:50:54,093][root][INFO] - ===> Epoch[40](1031/26): Loss 0.8553, Sem 0.7375, dir -0.4683, norm 0.5861, swav 0.0000 LR: 9.067e-02 Score 77.350 Data time: 0.1848, Forward time: 2.2910, Backward time: 3.0663, DDP time: 0.0041, Total iter time: 7.1629 [2020-11-08 14:51:00,100][root][INFO] - ===> Epoch[40](1032/26): Loss 0.8999, Sem 0.7797, dir -0.4484, norm 0.5686, swav 0.0000 LR: 9.066e-02 Score 75.649 Data time: 0.1399, Forward time: 2.2901, Backward time: 3.0674, DDP time: 0.0041, Total iter time: 5.8967 [2020-11-08 14:51:06,623][root][INFO] - ===> Epoch[40](1033/26): Loss 0.7096, Sem 0.6631, dir -0.4677, norm 0.5142, swav 0.0000 LR: 9.065e-02 Score 78.860 Data time: 0.2117, Forward time: 2.2903, Backward time: 3.0681, DDP time: 0.0041, Total iter time: 6.4529 [2020-11-08 14:51:11,762][root][INFO] - ===> Epoch[40](1034/26): Loss 0.7889, Sem 0.7366, dir -0.4647, norm 0.5170, swav 0.0000 LR: 9.064e-02 Score 75.206 Data time: 0.1491, Forward time: 2.2898, Backward time: 3.0680, DDP time: 0.0041, Total iter time: 5.0302 [2020-11-08 14:51:19,171][root][INFO] - ===> Epoch[40](1035/26): Loss 0.8101, Sem 0.7698, dir -0.4394, norm 0.4797, swav 0.0000 LR: 9.064e-02 Score 76.481 Data time: 0.1705, Forward time: 2.2893, Backward time: 3.0700, DDP time: 0.0041, Total iter time: 7.3210 [2020-11-08 14:51:24,492][root][INFO] - ===> Epoch[40](1036/26): Loss 0.7089, Sem 0.6433, dir -0.4212, norm 0.4868, swav 0.0000 LR: 9.063e-02 Score 78.942 Data time: 0.1928, Forward time: 2.2892, Backward time: 3.0698, DDP time: 0.0041, Total iter time: 5.2228 [2020-11-08 14:51:30,165][root][INFO] - ===> Epoch[40](1037/26): Loss 0.6874, Sem 0.6711, dir -0.4669, norm 0.4832, swav 0.0000 LR: 9.062e-02 Score 78.818 Data time: 0.1460, Forward time: 2.2886, Backward time: 3.0703, DDP time: 0.0041, Total iter time: 5.5433 [2020-11-08 14:51:35,518][root][INFO] - ===> Epoch[40](1038/26): Loss 0.8176, Sem 0.7736, dir -0.4592, norm 0.5033, swav 0.0000 LR: 9.061e-02 Score 75.791 Data time: 0.1678, Forward time: 2.2880, Backward time: 3.0705, DDP time: 0.0041, Total iter time: 5.2734 [2020-11-08 14:51:40,741][root][INFO] - ===> Epoch[40](1039/26): Loss 0.8620, Sem 0.7739, dir -0.4583, norm 0.5463, swav 0.0000 LR: 9.060e-02 Score 75.808 Data time: 0.2220, Forward time: 2.2880, Backward time: 3.0700, DDP time: 0.0041, Total iter time: 5.1338 [2020-11-08 14:51:46,317][root][INFO] - ===> Epoch[40](1040/26): Loss 0.7309, Sem 0.6668, dir -0.4806, norm 0.5446, swav 0.0000 LR: 9.059e-02 Score 80.345 Data time: 0.2272, Forward time: 2.2882, Backward time: 3.0697, DDP time: 0.0041, Total iter time: 5.4543 [2020-11-08 14:51:52,029][root][INFO] - ===> Epoch[41](1041/26): Loss 0.8194, Sem 0.7352, dir -0.4572, norm 0.5415, swav 0.0000 LR: 9.058e-02 Score 76.787 Data time: 0.1974, Forward time: 2.2882, Backward time: 3.0695, DDP time: 0.0041, Total iter time: 5.5560 [2020-11-08 14:51:59,833][root][INFO] - ===> Epoch[41](1042/26): Loss 0.8266, Sem 0.8124, dir -0.5053, norm 0.5195, swav 0.0000 LR: 9.057e-02 Score 73.706 Data time: 0.1991, Forward time: 2.2880, Backward time: 3.0717, DDP time: 0.0041, Total iter time: 7.6852 [2020-11-08 14:52:06,179][root][INFO] - ===> Epoch[41](1043/26): Loss 0.7722, Sem 0.7349, dir -0.4882, norm 0.5255, swav 0.0000 LR: 9.056e-02 Score 75.530 Data time: 0.2674, Forward time: 2.2888, Backward time: 3.0714, DDP time: 0.0041, Total iter time: 6.2285 [2020-11-08 14:52:12,042][root][INFO] - ===> Epoch[41](1044/26): Loss 0.7953, Sem 0.7283, dir -0.4473, norm 0.5143, swav 0.0000 LR: 9.055e-02 Score 76.108 Data time: 0.1407, Forward time: 2.2882, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 5.7379 [2020-11-08 14:52:18,448][root][INFO] - ===> Epoch[41](1045/26): Loss 0.8094, Sem 0.7590, dir -0.4794, norm 0.5298, swav 0.0000 LR: 9.054e-02 Score 75.934 Data time: 0.2284, Forward time: 2.2883, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 6.2849 [2020-11-08 14:52:25,331][root][INFO] - ===> Epoch[41](1046/26): Loss 0.7881, Sem 0.6922, dir -0.4350, norm 0.5309, swav 0.0000 LR: 9.054e-02 Score 76.531 Data time: 0.2443, Forward time: 2.2886, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 6.7409 [2020-11-08 14:52:30,858][root][INFO] - ===> Epoch[41](1047/26): Loss 0.7165, Sem 0.6414, dir -0.4924, norm 0.5675, swav 0.0000 LR: 9.053e-02 Score 78.939 Data time: 0.2520, Forward time: 2.2891, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.3811 [2020-11-08 14:52:36,065][root][INFO] - ===> Epoch[41](1048/26): Loss 0.7588, Sem 0.6764, dir -0.4733, norm 0.5557, swav 0.0000 LR: 9.052e-02 Score 79.527 Data time: 0.2247, Forward time: 2.2893, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.0708 [2020-11-08 14:52:41,759][root][INFO] - ===> Epoch[41](1049/26): Loss 0.7175, Sem 0.6726, dir -0.4662, norm 0.5110, swav 0.0000 LR: 9.051e-02 Score 79.017 Data time: 0.2056, Forward time: 2.2891, Backward time: 3.0719, DDP time: 0.0042, Total iter time: 5.5522 [2020-11-08 14:52:46,595][root][INFO] - ===> Epoch[41](1050/26): Loss 0.6695, Sem 0.6262, dir -0.4492, norm 0.4925, swav 0.0000 LR: 9.050e-02 Score 80.952 Data time: 0.2158, Forward time: 2.2891, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 4.7337 [2020-11-08 14:52:50,946][root][INFO] - ===> Epoch[41](1051/26): Loss 0.7244, Sem 0.6711, dir -0.4759, norm 0.5292, swav 0.0000 LR: 9.049e-02 Score 78.671 Data time: 0.1953, Forward time: 2.2889, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 4.2325 [2020-11-08 14:52:56,219][root][INFO] - ===> Epoch[41](1052/26): Loss 0.6067, Sem 0.6289, dir -0.5091, norm 0.4868, swav 0.0000 LR: 9.048e-02 Score 79.840 Data time: 0.1863, Forward time: 2.2886, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.1673 [2020-11-08 14:53:01,315][root][INFO] - ===> Epoch[41](1053/26): Loss 0.7803, Sem 0.6647, dir -0.4334, norm 0.5490, swav 0.0000 LR: 9.047e-02 Score 79.306 Data time: 0.2436, Forward time: 2.2888, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 5.0114 [2020-11-08 14:53:07,399][root][INFO] - ===> Epoch[41](1054/26): Loss 0.7829, Sem 0.6795, dir -0.4831, norm 0.5864, swav 0.0000 LR: 9.046e-02 Score 79.780 Data time: 0.2635, Forward time: 2.2892, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.9565 [2020-11-08 14:53:13,651][root][INFO] - ===> Epoch[41](1055/26): Loss 0.7754, Sem 0.6956, dir -0.4896, norm 0.5694, swav 0.0000 LR: 9.045e-02 Score 77.849 Data time: 0.3189, Forward time: 2.2901, Backward time: 3.0685, DDP time: 0.0041, Total iter time: 6.1262 [2020-11-08 14:53:20,492][root][INFO] - ===> Epoch[41](1056/26): Loss 0.8609, Sem 0.7482, dir -0.4607, norm 0.5735, swav 0.0000 LR: 9.044e-02 Score 77.638 Data time: 0.2484, Forward time: 2.2907, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 6.6989 [2020-11-08 14:53:25,661][root][INFO] - ===> Epoch[41](1057/26): Loss 0.7872, Sem 0.7255, dir -0.4700, norm 0.5318, swav 0.0000 LR: 9.044e-02 Score 78.246 Data time: 0.1750, Forward time: 2.2904, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 5.0607 [2020-11-08 14:53:30,070][root][INFO] - ===> Epoch[41](1058/26): Loss 0.7538, Sem 0.6574, dir -0.4474, norm 0.5439, swav 0.0000 LR: 9.043e-02 Score 79.169 Data time: 0.1888, Forward time: 2.2900, Backward time: 3.0678, DDP time: 0.0042, Total iter time: 4.3343 [2020-11-08 14:53:36,819][root][INFO] - ===> Epoch[41](1059/26): Loss 0.8910, Sem 0.7771, dir -0.4321, norm 0.5460, swav 0.0000 LR: 9.042e-02 Score 77.735 Data time: 0.2732, Forward time: 2.2906, Backward time: 3.0682, DDP time: 0.0042, Total iter time: 6.6460 [2020-11-08 14:53:42,960][root][INFO] - ===> Epoch[41](1060/26): Loss 0.6693, Sem 0.6051, dir -0.4553, norm 0.5195, swav 0.0000 LR: 9.041e-02 Score 80.847 Data time: 0.1991, Forward time: 2.2905, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 6.0218 [2020-11-08 14:53:48,412][root][INFO] - ===> Epoch[41](1061/26): Loss 0.7657, Sem 0.6932, dir -0.4425, norm 0.5150, swav 0.0000 LR: 9.040e-02 Score 80.021 Data time: 0.1801, Forward time: 2.2904, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.3480 [2020-11-08 14:53:54,459][root][INFO] - ===> Epoch[41](1062/26): Loss 0.6991, Sem 0.6346, dir -0.4632, norm 0.5277, swav 0.0000 LR: 9.039e-02 Score 80.163 Data time: 0.1769, Forward time: 2.2899, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 5.9564 [2020-11-08 14:54:00,646][root][INFO] - ===> Epoch[41](1063/26): Loss 0.7115, Sem 0.6508, dir -0.4776, norm 0.5384, swav 0.0000 LR: 9.038e-02 Score 80.042 Data time: 0.1956, Forward time: 2.2898, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 6.1170 [2020-11-08 14:54:05,838][root][INFO] - ===> Epoch[41](1064/26): Loss 0.7829, Sem 0.7097, dir -0.4643, norm 0.5375, swav 0.0000 LR: 9.037e-02 Score 78.605 Data time: 0.2288, Forward time: 2.2899, Backward time: 3.0690, DDP time: 0.0042, Total iter time: 5.0941 [2020-11-08 14:54:11,398][root][INFO] - ===> Epoch[41](1065/26): Loss 0.7144, Sem 0.6824, dir -0.4740, norm 0.5060, swav 0.0000 LR: 9.036e-02 Score 78.881 Data time: 0.2010, Forward time: 2.2898, Backward time: 3.0690, DDP time: 0.0042, Total iter time: 5.4392 [2020-11-08 14:54:18,126][root][INFO] - ===> Epoch[41](1066/26): Loss 0.8112, Sem 0.7898, dir -0.4881, norm 0.5095, swav 0.0000 LR: 9.035e-02 Score 74.992 Data time: 0.2365, Forward time: 2.2902, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 6.6220 [2020-11-08 14:54:22,933][root][INFO] - ===> Epoch[42](1067/26): Loss 0.7398, Sem 0.6711, dir -0.4200, norm 0.4887, swav 0.0000 LR: 9.034e-02 Score 78.711 Data time: 0.2154, Forward time: 2.2904, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 4.6908 [2020-11-08 14:54:28,109][root][INFO] - ===> Epoch[42](1068/26): Loss 0.7349, Sem 0.6899, dir -0.4683, norm 0.5133, swav 0.0000 LR: 9.034e-02 Score 79.541 Data time: 0.1616, Forward time: 2.2900, Backward time: 3.0683, DDP time: 0.0042, Total iter time: 5.0576 [2020-11-08 14:54:32,410][root][INFO] - ===> Epoch[42](1069/26): Loss 0.7255, Sem 0.7311, dir -0.4927, norm 0.4871, swav 0.0000 LR: 9.033e-02 Score 77.102 Data time: 0.1898, Forward time: 2.2898, Backward time: 3.0672, DDP time: 0.0042, Total iter time: 4.2025 [2020-11-08 14:54:37,091][root][INFO] - ===> Epoch[42](1070/26): Loss 0.6296, Sem 0.6097, dir -0.4877, norm 0.5076, swav 0.0000 LR: 9.032e-02 Score 79.385 Data time: 0.2079, Forward time: 2.2897, Backward time: 3.0664, DDP time: 0.0042, Total iter time: 4.5720 [2020-11-08 14:54:42,610][root][INFO] - ===> Epoch[42](1071/26): Loss 0.7963, Sem 0.7431, dir -0.4826, norm 0.5358, swav 0.0000 LR: 9.031e-02 Score 75.940 Data time: 0.2640, Forward time: 2.2902, Backward time: 3.0656, DDP time: 0.0042, Total iter time: 5.4086 [2020-11-08 14:54:47,696][root][INFO] - ===> Epoch[42](1072/26): Loss 0.7718, Sem 0.7633, dir -0.5134, norm 0.5219, swav 0.0000 LR: 9.030e-02 Score 75.979 Data time: 0.2225, Forward time: 2.2901, Backward time: 3.0651, DDP time: 0.0042, Total iter time: 4.9410 [2020-11-08 14:54:54,726][root][INFO] - ===> Epoch[42](1073/26): Loss 0.8647, Sem 0.7338, dir -0.4088, norm 0.5396, swav 0.0000 LR: 9.029e-02 Score 77.162 Data time: 0.2554, Forward time: 2.2905, Backward time: 3.0658, DDP time: 0.0042, Total iter time: 6.9148 [2020-11-08 14:55:00,868][root][INFO] - ===> Epoch[42](1074/26): Loss 0.6919, Sem 0.6431, dir -0.4931, norm 0.5420, swav 0.0000 LR: 9.028e-02 Score 79.451 Data time: 0.2153, Forward time: 2.2906, Backward time: 3.0661, DDP time: 0.0042, Total iter time: 6.0052 [2020-11-08 14:55:06,195][root][INFO] - ===> Epoch[42](1075/26): Loss 0.6421, Sem 0.6569, dir -0.5119, norm 0.4971, swav 0.0000 LR: 9.027e-02 Score 79.030 Data time: 0.1834, Forward time: 2.2903, Backward time: 3.0660, DDP time: 0.0042, Total iter time: 5.1926 [2020-11-08 14:55:12,114][root][INFO] - ===> Epoch[42](1076/26): Loss 0.7960, Sem 0.7719, dir -0.4840, norm 0.5081, swav 0.0000 LR: 9.026e-02 Score 75.500 Data time: 0.1666, Forward time: 2.2898, Backward time: 3.0666, DDP time: 0.0042, Total iter time: 5.8155 [2020-11-08 14:55:17,957][root][INFO] - ===> Epoch[42](1077/26): Loss 0.7531, Sem 0.6571, dir -0.4331, norm 0.5291, swav 0.0000 LR: 9.025e-02 Score 79.636 Data time: 0.1969, Forward time: 2.2897, Backward time: 3.0668, DDP time: 0.0042, Total iter time: 5.7431 [2020-11-08 14:55:22,703][root][INFO] - ===> Epoch[42](1078/26): Loss 0.7134, Sem 0.6957, dir -0.4669, norm 0.4845, swav 0.0000 LR: 9.024e-02 Score 77.734 Data time: 0.2105, Forward time: 2.2897, Backward time: 3.0659, DDP time: 0.0042, Total iter time: 4.6173 [2020-11-08 14:55:28,796][root][INFO] - ===> Epoch[42](1079/26): Loss 0.7121, Sem 0.6973, dir -0.4970, norm 0.5117, swav 0.0000 LR: 9.024e-02 Score 78.510 Data time: 0.2937, Forward time: 2.2904, Backward time: 3.0654, DDP time: 0.0042, Total iter time: 5.9585 [2020-11-08 14:55:34,620][root][INFO] - ===> Epoch[42](1080/26): Loss 0.7162, Sem 0.6575, dir -0.4615, norm 0.5201, swav 0.0000 LR: 9.023e-02 Score 79.321 Data time: 0.1859, Forward time: 2.2902, Backward time: 3.0657, DDP time: 0.0042, Total iter time: 5.6731 [2020-11-08 14:55:40,623][root][INFO] - ===> Epoch[42](1081/26): Loss 0.8302, Sem 0.7220, dir -0.4637, norm 0.5719, swav 0.0000 LR: 9.022e-02 Score 77.871 Data time: 0.2903, Forward time: 2.2910, Backward time: 3.0651, DDP time: 0.0042, Total iter time: 5.8917 [2020-11-08 14:55:46,513][root][INFO] - ===> Epoch[42](1082/26): Loss 0.8550, Sem 0.7273, dir -0.4480, norm 0.5756, swav 0.0000 LR: 9.021e-02 Score 78.157 Data time: 0.1701, Forward time: 2.2906, Backward time: 3.0657, DDP time: 0.0042, Total iter time: 5.7672 [2020-11-08 14:55:51,886][root][INFO] - ===> Epoch[42](1083/26): Loss 0.6924, Sem 0.6847, dir -0.5144, norm 0.5220, swav 0.0000 LR: 9.020e-02 Score 78.812 Data time: 0.2184, Forward time: 2.2907, Backward time: 3.0652, DDP time: 0.0042, Total iter time: 5.2721 [2020-11-08 14:55:58,237][root][INFO] - ===> Epoch[42](1084/26): Loss 0.8637, Sem 0.7814, dir -0.4690, norm 0.5512, swav 0.0000 LR: 9.019e-02 Score 74.092 Data time: 0.1855, Forward time: 2.2904, Backward time: 3.0660, DDP time: 0.0042, Total iter time: 6.2356 [2020-11-08 14:56:05,498][root][INFO] - ===> Epoch[42](1085/26): Loss 0.6036, Sem 0.5970, dir -0.4653, norm 0.4718, swav 0.0000 LR: 9.018e-02 Score 81.810 Data time: 0.2589, Forward time: 2.2908, Backward time: 3.0670, DDP time: 0.0042, Total iter time: 7.1497 [2020-11-08 14:56:11,569][root][INFO] - ===> Epoch[42](1086/26): Loss 0.6352, Sem 0.6241, dir -0.4679, norm 0.4791, swav 0.0000 LR: 9.017e-02 Score 80.031 Data time: 0.2198, Forward time: 2.2909, Backward time: 3.0672, DDP time: 0.0042, Total iter time: 5.9351 [2020-11-08 14:56:17,806][root][INFO] - ===> Epoch[42](1087/26): Loss 0.8410, Sem 0.7696, dir -0.5041, norm 0.5756, swav 0.0000 LR: 9.016e-02 Score 76.579 Data time: 0.2279, Forward time: 2.2910, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 6.1278 [2020-11-08 14:56:23,578][root][INFO] - ===> Epoch[42](1088/26): Loss 0.6000, Sem 0.6275, dir -0.4895, norm 0.4620, swav 0.0000 LR: 9.015e-02 Score 79.818 Data time: 0.2671, Forward time: 2.2916, Backward time: 3.0669, DDP time: 0.0042, Total iter time: 5.6459 [2020-11-08 14:56:29,512][root][INFO] - ===> Epoch[42](1089/26): Loss 0.7667, Sem 0.6832, dir -0.4874, norm 0.5709, swav 0.0000 LR: 9.014e-02 Score 78.902 Data time: 0.1626, Forward time: 2.2912, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.7908 [2020-11-08 14:56:34,828][root][INFO] - ===> Epoch[42](1090/26): Loss 0.8125, Sem 0.6751, dir -0.4756, norm 0.6130, swav 0.0000 LR: 9.014e-02 Score 79.311 Data time: 0.1815, Forward time: 2.2908, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.1877 [2020-11-08 14:56:40,476][root][INFO] - ===> Epoch[42](1091/26): Loss 0.8701, Sem 0.7937, dir -0.4826, norm 0.5590, swav 0.0000 LR: 9.013e-02 Score 75.769 Data time: 0.2257, Forward time: 2.2908, Backward time: 3.0673, DDP time: 0.0042, Total iter time: 5.5314 [2020-11-08 14:56:46,622][root][INFO] - ===> Epoch[42](1092/26): Loss 0.8070, Sem 0.7206, dir -0.4613, norm 0.5478, swav 0.0000 LR: 9.012e-02 Score 78.129 Data time: 0.2173, Forward time: 2.2909, Backward time: 3.0676, DDP time: 0.0042, Total iter time: 6.0230 [2020-11-08 14:56:51,658][root][INFO] - ===> Epoch[43](1093/26): Loss 0.7659, Sem 0.6797, dir -0.4611, norm 0.5472, swav 0.0000 LR: 9.011e-02 Score 79.018 Data time: 0.2817, Forward time: 2.2911, Backward time: 3.0667, DDP time: 0.0042, Total iter time: 4.9010 [2020-11-08 14:56:57,371][root][INFO] - ===> Epoch[43](1094/26): Loss 0.7306, Sem 0.6774, dir -0.4701, norm 0.5233, swav 0.0000 LR: 9.010e-02 Score 78.562 Data time: 0.1347, Forward time: 2.2904, Backward time: 3.0673, DDP time: 0.0042, Total iter time: 5.5995 [2020-11-08 14:57:03,162][root][INFO] - ===> Epoch[43](1095/26): Loss 0.7568, Sem 0.7110, dir -0.4808, norm 0.5266, swav 0.0000 LR: 9.009e-02 Score 77.457 Data time: 0.1970, Forward time: 2.2903, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.7375 [2020-11-08 14:57:09,160][root][INFO] - ===> Epoch[43](1096/26): Loss 0.7114, Sem 0.6546, dir -0.4564, norm 0.5133, swav 0.0000 LR: 9.008e-02 Score 79.820 Data time: 0.1899, Forward time: 2.2902, Backward time: 3.0679, DDP time: 0.0042, Total iter time: 5.9013 [2020-11-08 14:57:13,623][root][INFO] - ===> Epoch[43](1097/26): Loss 0.7038, Sem 0.6620, dir -0.4436, norm 0.4854, swav 0.0000 LR: 9.007e-02 Score 78.548 Data time: 0.1742, Forward time: 2.2899, Backward time: 3.0671, DDP time: 0.0042, Total iter time: 4.3857 [2020-11-08 14:57:19,698][root][INFO] - ===> Epoch[43](1098/26): Loss 0.7554, Sem 0.7071, dir -0.4785, norm 0.5268, swav 0.0000 LR: 9.006e-02 Score 77.780 Data time: 0.1566, Forward time: 2.2893, Backward time: 3.0679, DDP time: 0.0042, Total iter time: 5.9805 [2020-11-08 14:57:24,208][root][INFO] - ===> Epoch[43](1099/26): Loss 0.5686, Sem 0.6047, dir -0.5155, norm 0.4793, swav 0.0000 LR: 9.005e-02 Score 81.245 Data time: 0.1720, Forward time: 2.2890, Backward time: 3.0672, DDP time: 0.0042, Total iter time: 4.4237 [2020-11-08 14:57:28,797][root][INFO] - ===> Epoch[43](1100/26): Loss 0.7603, Sem 0.6566, dir -0.4252, norm 0.5289, swav 0.0000 LR: 9.004e-02 Score 77.956 Data time: 0.1769, Forward time: 2.2886, Backward time: 3.0666, DDP time: 0.0042, Total iter time: 4.4877 [2020-11-08 14:57:33,437][root][INFO] - ===> Epoch[43](1101/26): Loss 0.6224, Sem 0.6301, dir -0.4704, norm 0.4628, swav 0.0000 LR: 9.004e-02 Score 80.833 Data time: 0.2180, Forward time: 2.2886, Backward time: 3.0656, DDP time: 0.0042, Total iter time: 4.5481 [2020-11-08 14:57:40,231][root][INFO] - ===> Epoch[43](1102/26): Loss 0.6213, Sem 0.6247, dir -0.4931, norm 0.4897, swav 0.0000 LR: 9.003e-02 Score 80.920 Data time: 0.2545, Forward time: 2.2886, Backward time: 3.0665, DDP time: 0.0042, Total iter time: 6.6948 [2020-11-08 14:57:46,570][root][INFO] - ===> Epoch[43](1103/26): Loss 0.6303, Sem 0.5812, dir -0.4604, norm 0.5096, swav 0.0000 LR: 9.002e-02 Score 81.797 Data time: 0.1628, Forward time: 2.2881, Backward time: 3.0674, DDP time: 0.0042, Total iter time: 6.2236 [2020-11-08 14:57:52,190][root][INFO] - ===> Epoch[43](1104/26): Loss 0.6860, Sem 0.6540, dir -0.4733, norm 0.5052, swav 0.0000 LR: 9.001e-02 Score 80.104 Data time: 0.1974, Forward time: 2.2880, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.5087 [2020-11-08 14:57:56,849][root][INFO] - ===> Epoch[43](1105/26): Loss 0.5875, Sem 0.5648, dir -0.4700, norm 0.4927, swav 0.0000 LR: 9.000e-02 Score 83.457 Data time: 0.2136, Forward time: 2.2876, Backward time: 3.0669, DDP time: 0.0042, Total iter time: 4.5457 [2020-11-08 14:58:02,250][root][INFO] - ===> Epoch[43](1106/26): Loss 0.8191, Sem 0.7651, dir -0.4754, norm 0.5294, swav 0.0000 LR: 8.999e-02 Score 75.487 Data time: 0.1930, Forward time: 2.2874, Backward time: 3.0668, DDP time: 0.0042, Total iter time: 5.3184 [2020-11-08 14:58:07,788][root][INFO] - ===> Epoch[43](1107/26): Loss 0.7345, Sem 0.6658, dir -0.4594, norm 0.5282, swav 0.0000 LR: 8.998e-02 Score 77.920 Data time: 0.2101, Forward time: 2.2873, Backward time: 3.0667, DDP time: 0.0042, Total iter time: 5.4062 [2020-11-08 14:58:13,290][root][INFO] - ===> Epoch[43](1108/26): Loss 0.6935, Sem 0.6521, dir -0.4656, norm 0.5071, swav 0.0000 LR: 8.997e-02 Score 77.674 Data time: 0.2015, Forward time: 2.2873, Backward time: 3.0665, DDP time: 0.0042, Total iter time: 5.3836 [2020-11-08 14:58:17,834][root][INFO] - ===> Epoch[43](1109/26): Loss 0.6228, Sem 0.6076, dir -0.4982, norm 0.5134, swav 0.0000 LR: 8.996e-02 Score 81.315 Data time: 0.2330, Forward time: 2.2873, Backward time: 3.0654, DDP time: 0.0042, Total iter time: 4.4240 [2020-11-08 14:58:23,499][root][INFO] - ===> Epoch[43](1110/26): Loss 0.6971, Sem 0.6196, dir -0.4068, norm 0.4842, swav 0.0000 LR: 8.995e-02 Score 81.116 Data time: 0.2487, Forward time: 2.2878, Backward time: 3.0649, DDP time: 0.0042, Total iter time: 5.5633 [2020-11-08 14:58:29,398][root][INFO] - ===> Epoch[43](1111/26): Loss 0.8412, Sem 0.7472, dir -0.4701, norm 0.5641, swav 0.0000 LR: 8.994e-02 Score 77.505 Data time: 0.2674, Forward time: 2.2882, Backward time: 3.0646, DDP time: 0.0042, Total iter time: 5.7536 [2020-11-08 14:58:34,437][root][INFO] - ===> Epoch[43](1112/26): Loss 0.6630, Sem 0.6490, dir -0.4816, norm 0.4957, swav 0.0000 LR: 8.993e-02 Score 79.427 Data time: 0.1686, Forward time: 2.2880, Backward time: 3.0641, DDP time: 0.0042, Total iter time: 4.9196 [2020-11-08 14:58:39,369][root][INFO] - ===> Epoch[43](1113/26): Loss 0.7500, Sem 0.7075, dir -0.5085, norm 0.5510, swav 0.0000 LR: 8.993e-02 Score 78.485 Data time: 0.1789, Forward time: 2.2876, Backward time: 3.0638, DDP time: 0.0042, Total iter time: 4.8268 [2020-11-08 14:58:45,614][root][INFO] - ===> Epoch[43](1114/26): Loss 0.6836, Sem 0.6475, dir -0.4730, norm 0.5091, swav 0.0000 LR: 8.992e-02 Score 79.445 Data time: 0.2916, Forward time: 2.2884, Backward time: 3.0635, DDP time: 0.0042, Total iter time: 6.1484 [2020-11-08 14:58:50,772][root][INFO] - ===> Epoch[43](1115/26): Loss 0.7802, Sem 0.7682, dir -0.4758, norm 0.4878, swav 0.0000 LR: 8.991e-02 Score 76.748 Data time: 0.2480, Forward time: 2.2887, Backward time: 3.0626, DDP time: 0.0042, Total iter time: 5.0172 [2020-11-08 14:58:56,381][root][INFO] - ===> Epoch[43](1116/26): Loss 0.6736, Sem 0.6876, dir -0.4777, norm 0.4637, swav 0.0000 LR: 8.990e-02 Score 78.626 Data time: 0.2380, Forward time: 2.2890, Backward time: 3.0622, DDP time: 0.0042, Total iter time: 5.4968 [2020-11-08 14:59:01,405][root][INFO] - ===> Epoch[43](1117/26): Loss 0.7388, Sem 0.6700, dir -0.4727, norm 0.5415, swav 0.0000 LR: 8.989e-02 Score 78.771 Data time: 0.2530, Forward time: 2.2892, Backward time: 3.0613, DDP time: 0.0042, Total iter time: 4.9065 [2020-11-08 14:59:06,996][root][INFO] - ===> Epoch[43](1118/26): Loss 0.7190, Sem 0.6919, dir -0.5303, norm 0.5574, swav 0.0000 LR: 8.988e-02 Score 77.849 Data time: 0.1787, Forward time: 2.2889, Backward time: 3.0614, DDP time: 0.0042, Total iter time: 5.4784 [2020-11-08 14:59:12,252][root][INFO] - ===> Epoch[44](1119/26): Loss 0.6458, Sem 0.6629, dir -0.5107, norm 0.4936, swav 0.0000 LR: 8.987e-02 Score 78.326 Data time: 0.3087, Forward time: 2.2892, Backward time: 3.0606, DDP time: 0.0042, Total iter time: 5.1388 [2020-11-08 14:59:20,364][root][INFO] - ===> Epoch[44](1120/26): Loss 0.8515, Sem 0.7478, dir -0.4370, norm 0.5408, swav 0.0000 LR: 8.986e-02 Score 77.707 Data time: 0.2223, Forward time: 2.2895, Backward time: 3.0624, DDP time: 0.0042, Total iter time: 7.9971 [2020-11-08 14:59:26,025][root][INFO] - ===> Epoch[44](1121/26): Loss 0.6570, Sem 0.6260, dir -0.4749, norm 0.5059, swav 0.0000 LR: 8.985e-02 Score 81.233 Data time: 0.2189, Forward time: 2.2895, Backward time: 3.0623, DDP time: 0.0042, Total iter time: 5.5364 [2020-11-08 14:59:30,649][root][INFO] - ===> Epoch[44](1122/26): Loss 0.6375, Sem 0.6551, dir -0.4963, norm 0.4787, swav 0.0000 LR: 8.984e-02 Score 79.864 Data time: 0.1934, Forward time: 2.2890, Backward time: 3.0618, DDP time: 0.0042, Total iter time: 4.5159 [2020-11-08 14:59:35,915][root][INFO] - ===> Epoch[44](1123/26): Loss 0.7549, Sem 0.7404, dir -0.4854, norm 0.4999, swav 0.0000 LR: 8.983e-02 Score 77.106 Data time: 0.2009, Forward time: 2.2889, Backward time: 3.0615, DDP time: 0.0042, Total iter time: 5.1701 [2020-11-08 14:59:41,450][root][INFO] - ===> Epoch[44](1124/26): Loss 0.7955, Sem 0.7085, dir -0.5083, norm 0.5954, swav 0.0000 LR: 8.983e-02 Score 78.392 Data time: 0.2247, Forward time: 2.2890, Backward time: 3.0612, DDP time: 0.0042, Total iter time: 5.4030 [2020-11-08 14:59:47,125][root][INFO] - ===> Epoch[44](1125/26): Loss 0.7090, Sem 0.6820, dir -0.4901, norm 0.5171, swav 0.0000 LR: 8.982e-02 Score 78.790 Data time: 0.1701, Forward time: 2.2886, Backward time: 3.0616, DDP time: 0.0042, Total iter time: 5.5428 [2020-11-08 14:59:52,871][root][INFO] - ===> Epoch[44](1126/26): Loss 0.7021, Sem 0.6652, dir -0.4663, norm 0.5033, swav 0.0000 LR: 8.981e-02 Score 80.081 Data time: 0.2425, Forward time: 2.2886, Backward time: 3.0616, DDP time: 0.0042, Total iter time: 5.6603 [2020-11-08 14:59:58,834][root][INFO] - ===> Epoch[44](1127/26): Loss 0.6299, Sem 0.6235, dir -0.4687, norm 0.4751, swav 0.0000 LR: 8.980e-02 Score 79.707 Data time: 0.1983, Forward time: 2.2884, Backward time: 3.0619, DDP time: 0.0042, Total iter time: 5.8310 [2020-11-08 15:00:03,957][root][INFO] - ===> Epoch[44](1128/26): Loss 0.6901, Sem 0.6995, dir -0.5130, norm 0.5035, swav 0.0000 LR: 8.979e-02 Score 78.574 Data time: 0.2168, Forward time: 2.2885, Backward time: 3.0613, DDP time: 0.0042, Total iter time: 5.0150 [2020-11-08 15:00:10,613][root][INFO] - ===> Epoch[44](1129/26): Loss 0.6900, Sem 0.6514, dir -0.4475, norm 0.4861, swav 0.0000 LR: 8.978e-02 Score 79.561 Data time: 0.2248, Forward time: 2.2885, Backward time: 3.0621, DDP time: 0.0042, Total iter time: 6.5173 [2020-11-08 15:00:16,469][root][INFO] - ===> Epoch[44](1130/26): Loss 0.7981, Sem 0.7192, dir -0.4707, norm 0.5496, swav 0.0000 LR: 8.977e-02 Score 77.433 Data time: 0.2348, Forward time: 2.2887, Backward time: 3.0619, DDP time: 0.0042, Total iter time: 5.7324 [2020-11-08 15:00:23,096][root][INFO] - ===> Epoch[44](1131/26): Loss 0.7824, Sem 0.7263, dir -0.4506, norm 0.5067, swav 0.0000 LR: 8.976e-02 Score 76.810 Data time: 0.2322, Forward time: 2.2888, Backward time: 3.0625, DDP time: 0.0042, Total iter time: 6.4859 [2020-11-08 15:00:27,784][root][INFO] - ===> Epoch[44](1132/26): Loss 0.6337, Sem 0.6278, dir -0.4933, norm 0.4993, swav 0.0000 LR: 8.975e-02 Score 79.512 Data time: 0.2239, Forward time: 2.2889, Backward time: 3.0616, DDP time: 0.0042, Total iter time: 4.5510 [2020-11-08 15:00:34,607][root][INFO] - ===> Epoch[44](1133/26): Loss 0.5918, Sem 0.6144, dir -0.5111, norm 0.4885, swav 0.0000 LR: 8.974e-02 Score 79.793 Data time: 0.3268, Forward time: 2.2899, Backward time: 3.0614, DDP time: 0.0042, Total iter time: 6.7130 [2020-11-08 15:00:39,847][root][INFO] - ===> Epoch[44](1134/26): Loss 0.7147, Sem 0.6389, dir -0.4597, norm 0.5355, swav 0.0000 LR: 8.973e-02 Score 80.159 Data time: 0.2298, Forward time: 2.2902, Backward time: 3.0607, DDP time: 0.0042, Total iter time: 5.1225 [2020-11-08 15:00:47,929][root][INFO] - ===> Epoch[44](1135/26): Loss 0.8362, Sem 0.8013, dir -0.5004, norm 0.5352, swav 0.0000 LR: 8.973e-02 Score 74.343 Data time: 0.1923, Forward time: 2.2899, Backward time: 3.0629, DDP time: 0.0042, Total iter time: 7.9580 [2020-11-08 15:00:53,485][root][INFO] - ===> Epoch[44](1136/26): Loss 0.7259, Sem 0.6644, dir -0.4984, norm 0.5599, swav 0.0000 LR: 8.972e-02 Score 77.431 Data time: 0.2274, Forward time: 2.2897, Backward time: 3.0629, DDP time: 0.0042, Total iter time: 5.4291 [2020-11-08 15:00:59,891][root][INFO] - ===> Epoch[44](1137/26): Loss 0.7043, Sem 0.6227, dir -0.4589, norm 0.5405, swav 0.0000 LR: 8.971e-02 Score 80.165 Data time: 0.1815, Forward time: 2.2894, Backward time: 3.0638, DDP time: 0.0042, Total iter time: 6.2928 [2020-11-08 15:01:05,549][root][INFO] - ===> Epoch[44](1138/26): Loss 0.6450, Sem 0.6422, dir -0.5280, norm 0.5308, swav 0.0000 LR: 8.970e-02 Score 80.262 Data time: 0.2062, Forward time: 2.2891, Backward time: 3.0640, DDP time: 0.0042, Total iter time: 5.5751 [2020-11-08 15:01:11,616][root][INFO] - ===> Epoch[44](1139/26): Loss 0.7585, Sem 0.6545, dir -0.4335, norm 0.5375, swav 0.0000 LR: 8.969e-02 Score 78.755 Data time: 0.2982, Forward time: 2.2898, Backward time: 3.0635, DDP time: 0.0042, Total iter time: 5.9412 [2020-11-08 15:01:18,291][root][INFO] - ===> Epoch[44](1140/26): Loss 0.8164, Sem 0.7063, dir -0.4854, norm 0.5955, swav 0.0000 LR: 8.968e-02 Score 77.578 Data time: 0.2575, Forward time: 2.2903, Backward time: 3.0638, DDP time: 0.0042, Total iter time: 6.5379 [2020-11-08 15:01:23,939][root][INFO] - ===> Epoch[44](1141/26): Loss 0.7080, Sem 0.7528, dir -0.5163, norm 0.4715, swav 0.0000 LR: 8.967e-02 Score 76.139 Data time: 0.2105, Forward time: 2.2901, Backward time: 3.0639, DDP time: 0.0042, Total iter time: 5.4887 [2020-11-08 15:01:29,948][root][INFO] - ===> Epoch[44](1142/26): Loss 0.7875, Sem 0.6800, dir -0.4622, norm 0.5698, swav 0.0000 LR: 8.966e-02 Score 78.923 Data time: 0.1834, Forward time: 2.2898, Backward time: 3.0644, DDP time: 0.0042, Total iter time: 5.9045 [2020-11-08 15:01:35,018][root][INFO] - ===> Epoch[44](1143/26): Loss 0.6664, Sem 0.7057, dir -0.5261, norm 0.4868, swav 0.0000 LR: 8.965e-02 Score 78.580 Data time: 0.1993, Forward time: 2.2896, Backward time: 3.0640, DDP time: 0.0042, Total iter time: 4.9669 [2020-11-08 15:01:40,881][root][INFO] - ===> Epoch[44](1144/26): Loss 0.6401, Sem 0.6093, dir -0.4704, norm 0.5011, swav 0.0000 LR: 8.964e-02 Score 80.301 Data time: 0.2388, Forward time: 2.2896, Backward time: 3.0641, DDP time: 0.0042, Total iter time: 5.7366 [2020-11-08 15:01:45,919][root][INFO] - ===> Epoch[45](1145/26): Loss 0.6145, Sem 0.6020, dir -0.5058, norm 0.5182, swav 0.0000 LR: 8.963e-02 Score 80.806 Data time: 0.1771, Forward time: 2.2892, Backward time: 3.0638, DDP time: 0.0042, Total iter time: 4.9169 [2020-11-08 15:01:53,285][root][INFO] - ===> Epoch[45](1146/26): Loss 0.6763, Sem 0.6431, dir -0.5050, norm 0.5381, swav 0.0000 LR: 8.963e-02 Score 81.163 Data time: 0.1768, Forward time: 2.2887, Backward time: 3.0656, DDP time: 0.0042, Total iter time: 7.2502 [2020-11-08 15:01:59,091][root][INFO] - ===> Epoch[45](1147/26): Loss 0.7017, Sem 0.6927, dir -0.4791, norm 0.4881, swav 0.0000 LR: 8.962e-02 Score 79.026 Data time: 0.2095, Forward time: 2.2888, Backward time: 3.0657, DDP time: 0.0042, Total iter time: 5.7040 [2020-11-08 15:02:05,087][root][INFO] - ===> Epoch[45](1148/26): Loss 0.5501, Sem 0.5579, dir -0.4757, norm 0.4679, swav 0.0000 LR: 8.961e-02 Score 82.720 Data time: 0.2310, Forward time: 2.2889, Backward time: 3.0657, DDP time: 0.0042, Total iter time: 5.8831 [2020-11-08 15:02:10,671][root][INFO] - ===> Epoch[45](1149/26): Loss 0.8550, Sem 0.8430, dir -0.5165, norm 0.5286, swav 0.0000 LR: 8.960e-02 Score 74.584 Data time: 0.2612, Forward time: 2.2894, Backward time: 3.0651, DDP time: 0.0042, Total iter time: 5.4702 [2020-11-08 15:02:17,400][root][INFO] - ===> Epoch[45](1150/26): Loss 0.6570, Sem 0.6332, dir -0.4770, norm 0.5008, swav 0.0000 LR: 8.959e-02 Score 79.230 Data time: 0.1668, Forward time: 2.2891, Backward time: 3.0662, DDP time: 0.0042, Total iter time: 6.5936 [2020-11-08 15:02:23,131][root][INFO] - ===> Epoch[45](1151/26): Loss 0.7091, Sem 0.6820, dir -0.4796, norm 0.5067, swav 0.0000 LR: 8.958e-02 Score 78.356 Data time: 0.1626, Forward time: 2.2885, Backward time: 3.0667, DDP time: 0.0042, Total iter time: 5.6219 [2020-11-08 15:02:28,907][root][INFO] - ===> Epoch[45](1152/26): Loss 0.5845, Sem 0.5771, dir -0.4526, norm 0.4599, swav 0.0000 LR: 8.957e-02 Score 81.718 Data time: 0.1950, Forward time: 2.2883, Backward time: 3.0670, DDP time: 0.0042, Total iter time: 5.6871 [2020-11-08 15:02:34,211][root][INFO] - ===> Epoch[45](1153/26): Loss 0.6963, Sem 0.7056, dir -0.5076, norm 0.4983, swav 0.0000 LR: 8.956e-02 Score 79.473 Data time: 0.1814, Forward time: 2.2880, Backward time: 3.0670, DDP time: 0.0042, Total iter time: 5.1713 [2020-11-08 15:02:40,108][root][INFO] - ===> Epoch[45](1154/26): Loss 0.6640, Sem 0.7031, dir -0.4714, norm 0.4322, swav 0.0000 LR: 8.955e-02 Score 78.054 Data time: 0.2327, Forward time: 2.2881, Backward time: 3.0669, DDP time: 0.0042, Total iter time: 5.8193 [2020-11-08 15:02:45,484][root][INFO] - ===> Epoch[45](1155/26): Loss 0.7595, Sem 0.6434, dir -0.4180, norm 0.5341, swav 0.0000 LR: 8.954e-02 Score 79.672 Data time: 0.2392, Forward time: 2.2884, Backward time: 3.0664, DDP time: 0.0042, Total iter time: 5.2358 [2020-11-08 15:02:49,889][root][INFO] - ===> Epoch[45](1156/26): Loss 0.7303, Sem 0.6416, dir -0.4733, norm 0.5620, swav 0.0000 LR: 8.953e-02 Score 79.702 Data time: 0.2116, Forward time: 2.2884, Backward time: 3.0652, DDP time: 0.0042, Total iter time: 4.2802 [2020-11-08 15:02:54,039][root][INFO] - ===> Epoch[45](1157/26): Loss 0.7474, Sem 0.7031, dir -0.4647, norm 0.5090, swav 0.0000 LR: 8.953e-02 Score 77.795 Data time: 0.1941, Forward time: 2.2881, Backward time: 3.0641, DDP time: 0.0042, Total iter time: 4.0433 [2020-11-08 15:02:58,883][root][INFO] - ===> Epoch[45](1158/26): Loss 0.6214, Sem 0.6163, dir -0.5033, norm 0.5084, swav 0.0000 LR: 8.952e-02 Score 80.941 Data time: 0.2340, Forward time: 2.2883, Backward time: 3.0632, DDP time: 0.0042, Total iter time: 4.7329 [2020-11-08 15:03:03,840][root][INFO] - ===> Epoch[45](1159/26): Loss 0.6572, Sem 0.6321, dir -0.4962, norm 0.5213, swav 0.0000 LR: 8.951e-02 Score 80.489 Data time: 0.1615, Forward time: 2.2879, Backward time: 3.0629, DDP time: 0.0042, Total iter time: 4.8332 [2020-11-08 15:03:08,654][root][INFO] - ===> Epoch[45](1160/26): Loss 0.7247, Sem 0.6683, dir -0.4906, norm 0.5470, swav 0.0000 LR: 8.950e-02 Score 78.138 Data time: 0.1748, Forward time: 2.2874, Backward time: 3.0626, DDP time: 0.0042, Total iter time: 4.7083 [2020-11-08 15:03:14,696][root][INFO] - ===> Epoch[45](1161/26): Loss 0.6443, Sem 0.6417, dir -0.4793, norm 0.4819, swav 0.0000 LR: 8.949e-02 Score 80.499 Data time: 0.2347, Forward time: 2.2878, Backward time: 3.0625, DDP time: 0.0042, Total iter time: 5.9566 [2020-11-08 15:03:20,405][root][INFO] - ===> Epoch[45](1162/26): Loss 0.6386, Sem 0.6461, dir -0.5048, norm 0.4973, swav 0.0000 LR: 8.948e-02 Score 78.996 Data time: 0.2278, Forward time: 2.2875, Backward time: 3.0627, DDP time: 0.0042, Total iter time: 5.5679 [2020-11-08 15:03:26,002][root][INFO] - ===> Epoch[45](1163/26): Loss 0.7364, Sem 0.6891, dir -0.4747, norm 0.5220, swav 0.0000 LR: 8.947e-02 Score 78.504 Data time: 0.2684, Forward time: 2.2880, Backward time: 3.0620, DDP time: 0.0042, Total iter time: 5.4936 [2020-11-08 15:03:31,940][root][INFO] - ===> Epoch[45](1164/26): Loss 0.7060, Sem 0.6828, dir -0.4808, norm 0.5040, swav 0.0000 LR: 8.946e-02 Score 78.333 Data time: 0.2145, Forward time: 2.2881, Backward time: 3.0621, DDP time: 0.0042, Total iter time: 5.7951 [2020-11-08 15:03:37,914][root][INFO] - ===> Epoch[45](1165/26): Loss 0.7373, Sem 0.6687, dir -0.4861, norm 0.5547, swav 0.0000 LR: 8.945e-02 Score 79.480 Data time: 0.1918, Forward time: 2.2880, Backward time: 3.0624, DDP time: 0.0042, Total iter time: 5.8381 [2020-11-08 15:03:44,081][root][INFO] - ===> Epoch[45](1166/26): Loss 0.7404, Sem 0.6605, dir -0.4689, norm 0.5488, swav 0.0000 LR: 8.944e-02 Score 79.096 Data time: 0.2502, Forward time: 2.2882, Backward time: 3.0625, DDP time: 0.0042, Total iter time: 6.0430 [2020-11-08 15:03:50,515][root][INFO] - ===> Epoch[45](1167/26): Loss 0.6009, Sem 0.5796, dir -0.4563, norm 0.4776, swav 0.0000 LR: 8.943e-02 Score 81.644 Data time: 0.3224, Forward time: 2.2888, Backward time: 3.0624, DDP time: 0.0042, Total iter time: 6.3023 [2020-11-08 15:03:58,120][root][INFO] - ===> Epoch[45](1168/26): Loss 0.7144, Sem 0.6531, dir -0.4411, norm 0.5025, swav 0.0000 LR: 8.942e-02 Score 79.538 Data time: 0.2945, Forward time: 2.2896, Backward time: 3.0631, DDP time: 0.0042, Total iter time: 7.4955 [2020-11-08 15:04:03,588][root][INFO] - ===> Epoch[45](1169/26): Loss 0.5897, Sem 0.5942, dir -0.5117, norm 0.5072, swav 0.0000 LR: 8.942e-02 Score 80.397 Data time: 0.1622, Forward time: 2.2894, Backward time: 3.0631, DDP time: 0.0042, Total iter time: 5.3160 [2020-11-08 15:04:09,932][root][INFO] - ===> Epoch[45](1170/26): Loss 0.7452, Sem 0.6771, dir -0.4370, norm 0.5051, swav 0.0000 LR: 8.941e-02 Score 78.364 Data time: 0.1899, Forward time: 2.2891, Backward time: 3.0638, DDP time: 0.0042, Total iter time: 6.2275 [2020-11-08 15:04:16,648][root][INFO] - ===> Epoch[46](1171/26): Loss 0.7567, Sem 0.6784, dir -0.4304, norm 0.5087, swav 0.0000 LR: 8.940e-02 Score 79.281 Data time: 0.1547, Forward time: 2.2886, Backward time: 3.0651, DDP time: 0.0042, Total iter time: 6.6052 [2020-11-08 15:04:21,705][root][INFO] - ===> Epoch[46](1172/26): Loss 0.7924, Sem 0.7272, dir -0.4528, norm 0.5180, swav 0.0000 LR: 8.939e-02 Score 77.307 Data time: 0.1783, Forward time: 2.2883, Backward time: 3.0649, DDP time: 0.0042, Total iter time: 4.9547 [2020-11-08 15:04:27,771][root][INFO] - ===> Epoch[46](1173/26): Loss 0.6191, Sem 0.6121, dir -0.4885, norm 0.4956, swav 0.0000 LR: 8.938e-02 Score 80.123 Data time: 0.2449, Forward time: 2.2884, Backward time: 3.0650, DDP time: 0.0042, Total iter time: 5.9261 [2020-11-08 15:04:33,746][root][INFO] - ===> Epoch[46](1174/26): Loss 0.6489, Sem 0.5930, dir -0.4678, norm 0.5236, swav 0.0000 LR: 8.937e-02 Score 81.026 Data time: 0.2618, Forward time: 2.2889, Backward time: 3.0647, DDP time: 0.0042, Total iter time: 5.8454 [2020-11-08 15:04:38,727][root][INFO] - ===> Epoch[46](1175/26): Loss 0.5983, Sem 0.6776, dir -0.5253, norm 0.4460, swav 0.0000 LR: 8.936e-02 Score 78.864 Data time: 0.2054, Forward time: 2.2889, Backward time: 3.0639, DDP time: 0.0042, Total iter time: 4.8540 [2020-11-08 15:04:44,607][root][INFO] - ===> Epoch[46](1176/26): Loss 0.7661, Sem 0.6752, dir -0.4749, norm 0.5659, swav 0.0000 LR: 8.935e-02 Score 79.435 Data time: 0.2424, Forward time: 2.2892, Backward time: 3.0638, DDP time: 0.0042, Total iter time: 5.7570 [2020-11-08 15:04:50,707][root][INFO] - ===> Epoch[46](1177/26): Loss 0.5401, Sem 0.5939, dir -0.5080, norm 0.4542, swav 0.0000 LR: 8.934e-02 Score 80.584 Data time: 0.1543, Forward time: 2.2887, Backward time: 3.0646, DDP time: 0.0042, Total iter time: 5.9674 [2020-11-08 15:04:56,567][root][INFO] - ===> Epoch[46](1178/26): Loss 0.7683, Sem 0.6814, dir -0.4833, norm 0.5702, swav 0.0000 LR: 8.933e-02 Score 79.418 Data time: 0.2863, Forward time: 2.2892, Backward time: 3.0641, DDP time: 0.0042, Total iter time: 5.7759 [2020-11-08 15:05:02,439][root][INFO] - ===> Epoch[46](1179/26): Loss 0.6309, Sem 0.5883, dir -0.5007, norm 0.5433, swav 0.0000 LR: 8.932e-02 Score 80.996 Data time: 0.1552, Forward time: 2.2889, Backward time: 3.0646, DDP time: 0.0042, Total iter time: 5.7370 [2020-11-08 15:05:07,960][root][INFO] - ===> Epoch[46](1180/26): Loss 0.7568, Sem 0.7575, dir -0.5096, norm 0.5089, swav 0.0000 LR: 8.932e-02 Score 77.258 Data time: 0.1854, Forward time: 2.2885, Backward time: 3.0648, DDP time: 0.0042, Total iter time: 5.4464 [2020-11-08 15:05:13,103][root][INFO] - ===> Epoch[46](1181/26): Loss 0.6566, Sem 0.5941, dir -0.5028, norm 0.5653, swav 0.0000 LR: 8.931e-02 Score 81.368 Data time: 0.2210, Forward time: 2.2886, Backward time: 3.0642, DDP time: 0.0042, Total iter time: 5.0465 [2020-11-08 15:05:18,865][root][INFO] - ===> Epoch[46](1182/26): Loss 0.7435, Sem 0.7169, dir -0.4999, norm 0.5265, swav 0.0000 LR: 8.930e-02 Score 77.275 Data time: 0.1991, Forward time: 2.2886, Backward time: 3.0642, DDP time: 0.0042, Total iter time: 5.6426 [2020-11-08 15:05:24,313][root][INFO] - ===> Epoch[46](1183/26): Loss 0.6596, Sem 0.6450, dir -0.5249, norm 0.5395, swav 0.0000 LR: 8.929e-02 Score 80.149 Data time: 0.1755, Forward time: 2.2884, Backward time: 3.0641, DDP time: 0.0042, Total iter time: 5.3464 [2020-11-08 15:05:31,091][root][INFO] - ===> Epoch[46](1184/26): Loss 0.6634, Sem 0.6404, dir -0.4676, norm 0.4906, swav 0.0000 LR: 8.928e-02 Score 80.183 Data time: 0.1731, Forward time: 2.2881, Backward time: 3.0653, DDP time: 0.0042, Total iter time: 6.6770 [2020-11-08 15:05:38,370][root][INFO] - ===> Epoch[46](1185/26): Loss 0.7273, Sem 0.6883, dir -0.4573, norm 0.4964, swav 0.0000 LR: 8.927e-02 Score 77.941 Data time: 0.1488, Forward time: 2.2875, Backward time: 3.0669, DDP time: 0.0042, Total iter time: 6.9342 [2020-11-08 15:05:43,197][root][INFO] - ===> Epoch[46](1186/26): Loss 0.7693, Sem 0.7218, dir -0.4829, norm 0.5304, swav 0.0000 LR: 8.926e-02 Score 76.558 Data time: 0.2203, Forward time: 2.2875, Backward time: 3.0662, DDP time: 0.0042, Total iter time: 4.7448 [2020-11-08 15:05:48,595][root][INFO] - ===> Epoch[46](1187/26): Loss 0.6654, Sem 0.6149, dir -0.4685, norm 0.5190, swav 0.0000 LR: 8.925e-02 Score 82.574 Data time: 0.1916, Forward time: 2.2873, Backward time: 3.0661, DDP time: 0.0042, Total iter time: 5.2662 [2020-11-08 15:05:55,666][root][INFO] - ===> Epoch[46](1188/26): Loss 0.6089, Sem 0.5884, dir -0.4986, norm 0.5191, swav 0.0000 LR: 8.924e-02 Score 81.698 Data time: 0.2248, Forward time: 2.2874, Backward time: 3.0671, DDP time: 0.0042, Total iter time: 6.9592 [2020-11-08 15:06:02,220][root][INFO] - ===> Epoch[46](1189/26): Loss 0.6306, Sem 0.6250, dir -0.4880, norm 0.4936, swav 0.0000 LR: 8.923e-02 Score 80.772 Data time: 0.2192, Forward time: 2.2875, Backward time: 3.0676, DDP time: 0.0042, Total iter time: 6.4287 [2020-11-08 15:06:07,582][root][INFO] - ===> Epoch[46](1190/26): Loss 0.7965, Sem 0.6849, dir -0.4604, norm 0.5719, swav 0.0000 LR: 8.922e-02 Score 78.377 Data time: 0.1778, Forward time: 2.2872, Backward time: 3.0676, DDP time: 0.0042, Total iter time: 5.2394 [2020-11-08 15:06:13,633][root][INFO] - ===> Epoch[46](1191/26): Loss 0.6579, Sem 0.6124, dir -0.4700, norm 0.5154, swav 0.0000 LR: 8.922e-02 Score 81.408 Data time: 0.2657, Forward time: 2.2876, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.9632 [2020-11-08 15:06:18,941][root][INFO] - ===> Epoch[46](1192/26): Loss 0.6375, Sem 0.6365, dir -0.5076, norm 0.5086, swav 0.0000 LR: 8.921e-02 Score 80.454 Data time: 0.2486, Forward time: 2.2880, Backward time: 3.0667, DDP time: 0.0042, Total iter time: 5.1875 [2020-11-08 15:06:25,601][root][INFO] - ===> Epoch[46](1193/26): Loss 0.7159, Sem 0.6275, dir -0.4462, norm 0.5346, swav 0.0000 LR: 8.920e-02 Score 80.800 Data time: 0.1715, Forward time: 2.2877, Backward time: 3.0677, DDP time: 0.0042, Total iter time: 6.5251 [2020-11-08 15:06:31,207][root][INFO] - ===> Epoch[46](1194/26): Loss 0.5879, Sem 0.5966, dir -0.5254, norm 0.5168, swav 0.0000 LR: 8.919e-02 Score 80.604 Data time: 0.1532, Forward time: 2.2872, Backward time: 3.0681, DDP time: 0.0042, Total iter time: 5.5125 [2020-11-08 15:06:36,470][root][INFO] - ===> Epoch[46](1195/26): Loss 0.8030, Sem 0.7202, dir -0.5056, norm 0.5885, swav 0.0000 LR: 8.918e-02 Score 77.318 Data time: 0.2034, Forward time: 2.2871, Backward time: 3.0678, DDP time: 0.0042, Total iter time: 5.1802 [2020-11-08 15:06:41,017][root][INFO] - ===> Epoch[46](1196/26): Loss 0.7091, Sem 0.6719, dir -0.4564, norm 0.4937, swav 0.0000 LR: 8.917e-02 Score 79.916 Data time: 0.2213, Forward time: 2.2871, Backward time: 3.0669, DDP time: 0.0042, Total iter time: 4.4387 [2020-11-08 15:06:46,611][root][INFO] - ===> Epoch[47](1197/26): Loss 0.5039, Sem 0.5210, dir -0.4736, norm 0.4564, swav 0.0000 LR: 8.916e-02 Score 83.688 Data time: 0.2107, Forward time: 2.2870, Backward time: 3.0668, DDP time: 0.0042, Total iter time: 5.4566 [2020-11-08 15:06:52,408][root][INFO] - ===> Epoch[47](1198/26): Loss 0.6951, Sem 0.6386, dir -0.4805, norm 0.5370, swav 0.0000 LR: 8.915e-02 Score 79.454 Data time: 0.2015, Forward time: 2.2868, Backward time: 3.0670, DDP time: 0.0042, Total iter time: 5.6801 [2020-11-08 15:06:58,147][root][INFO] - ===> Epoch[47](1199/26): Loss 0.6848, Sem 0.6919, dir -0.5226, norm 0.5155, swav 0.0000 LR: 8.914e-02 Score 78.976 Data time: 0.2214, Forward time: 2.2869, Backward time: 3.0669, DDP time: 0.0042, Total iter time: 5.6448 [2020-11-08 15:07:03,980][root][INFO] - ===> Epoch[47](1200/26): Loss 0.6061, Sem 0.5858, dir -0.4885, norm 0.5088, swav 0.0000 LR: 8.913e-02 Score 82.158 Data time: 0.1641, Forward time: 2.2865, Backward time: 3.0674, DDP time: 0.0042, Total iter time: 5.7204 [2020-11-08 15:07:09,101][root][INFO] - ===> Epoch[47](1201/26): Loss 0.7746, Sem 0.7095, dir -0.4791, norm 0.5441, swav 0.0000 LR: 8.912e-02 Score 78.196 Data time: 0.2004, Forward time: 2.2864, Backward time: 3.0670, DDP time: 0.0042, Total iter time: 5.0300 [2020-11-08 15:07:15,781][root][INFO] - ===> Epoch[47](1202/26): Loss 0.6225, Sem 0.6454, dir -0.4949, norm 0.4720, swav 0.0000 LR: 8.912e-02 Score 79.601 Data time: 0.1628, Forward time: 2.2858, Backward time: 3.0683, DDP time: 0.0042, Total iter time: 6.5658 [2020-11-08 15:07:23,785][root][INFO] - ===> Epoch[47](1203/26): Loss 0.6932, Sem 0.6270, dir -0.4671, norm 0.5333, swav 0.0000 LR: 8.911e-02 Score 79.532 Data time: 0.2733, Forward time: 2.2863, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 7.9265 [2020-11-08 15:07:29,878][root][INFO] - ===> Epoch[47](1204/26): Loss 0.6231, Sem 0.5898, dir -0.4858, norm 0.5191, swav 0.0000 LR: 8.910e-02 Score 80.380 Data time: 0.2146, Forward time: 2.2863, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.9556 [2020-11-08 15:07:34,941][root][INFO] - ===> Epoch[47](1205/26): Loss 0.6353, Sem 0.6525, dir -0.4880, norm 0.4708, swav 0.0000 LR: 8.909e-02 Score 79.709 Data time: 0.2110, Forward time: 2.2863, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 4.9193 [2020-11-08 15:07:41,315][root][INFO] - ===> Epoch[47](1206/26): Loss 0.6675, Sem 0.6582, dir -0.4746, norm 0.4839, swav 0.0000 LR: 8.908e-02 Score 79.459 Data time: 0.2804, Forward time: 2.2868, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 6.2492 [2020-11-08 15:07:46,334][root][INFO] - ===> Epoch[47](1207/26): Loss 0.5731, Sem 0.6094, dir -0.4942, norm 0.4580, swav 0.0000 LR: 8.907e-02 Score 81.415 Data time: 0.2108, Forward time: 2.2870, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 4.8806 [2020-11-08 15:07:52,317][root][INFO] - ===> Epoch[47](1208/26): Loss 0.7304, Sem 0.6330, dir -0.4686, norm 0.5660, swav 0.0000 LR: 8.906e-02 Score 80.407 Data time: 0.1738, Forward time: 2.2864, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 5.8826 [2020-11-08 15:07:58,246][root][INFO] - ===> Epoch[47](1209/26): Loss 0.5823, Sem 0.6291, dir -0.4948, norm 0.4481, swav 0.0000 LR: 8.905e-02 Score 80.137 Data time: 0.2492, Forward time: 2.2866, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 5.8698 [2020-11-08 15:08:03,864][root][INFO] - ===> Epoch[47](1210/26): Loss 0.6180, Sem 0.6465, dir -0.5397, norm 0.5112, swav 0.0000 LR: 8.904e-02 Score 80.833 Data time: 0.2629, Forward time: 2.2871, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 5.4970 [2020-11-08 15:08:11,206][root][INFO] - ===> Epoch[47](1211/26): Loss 0.7290, Sem 0.6951, dir -0.5047, norm 0.5386, swav 0.0000 LR: 8.903e-02 Score 77.988 Data time: 0.2081, Forward time: 2.2870, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 7.2415 [2020-11-08 15:08:17,092][root][INFO] - ===> Epoch[47](1212/26): Loss 0.7928, Sem 0.7177, dir -0.4857, norm 0.5608, swav 0.0000 LR: 8.902e-02 Score 77.284 Data time: 0.2217, Forward time: 2.2871, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 5.7697 [2020-11-08 15:08:24,022][root][INFO] - ===> Epoch[47](1213/26): Loss 0.5845, Sem 0.5939, dir -0.4859, norm 0.4765, swav 0.0000 LR: 8.901e-02 Score 79.806 Data time: 0.2346, Forward time: 2.2873, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 6.7864 [2020-11-08 15:08:31,633][root][INFO] - ===> Epoch[47](1214/26): Loss 0.6052, Sem 0.5965, dir -0.5214, norm 0.5301, swav 0.0000 LR: 8.901e-02 Score 81.805 Data time: 0.2203, Forward time: 2.2874, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 7.4342 [2020-11-08 15:08:38,394][root][INFO] - ===> Epoch[47](1215/26): Loss 0.7000, Sem 0.6142, dir -0.4726, norm 0.5585, swav 0.0000 LR: 8.900e-02 Score 80.817 Data time: 0.2595, Forward time: 2.2878, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 6.6355 [2020-11-08 15:08:43,642][root][INFO] - ===> Epoch[47](1216/26): Loss 0.5518, Sem 0.5478, dir -0.5014, norm 0.5053, swav 0.0000 LR: 8.899e-02 Score 83.748 Data time: 0.1662, Forward time: 2.2874, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 5.1041 [2020-11-08 15:08:48,060][root][INFO] - ===> Epoch[47](1217/26): Loss 0.7335, Sem 0.6945, dir -0.4833, norm 0.5224, swav 0.0000 LR: 8.898e-02 Score 78.023 Data time: 0.1815, Forward time: 2.2870, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 4.2959 [2020-11-08 15:08:53,418][root][INFO] - ===> Epoch[47](1218/26): Loss 0.6334, Sem 0.5781, dir -0.4873, norm 0.5427, swav 0.0000 LR: 8.897e-02 Score 82.820 Data time: 0.2591, Forward time: 2.2873, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.2585 [2020-11-08 15:08:59,070][root][INFO] - ===> Epoch[47](1219/26): Loss 0.6530, Sem 0.6363, dir -0.5096, norm 0.5262, swav 0.0000 LR: 8.896e-02 Score 80.608 Data time: 0.2463, Forward time: 2.2873, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.5271 [2020-11-08 15:09:04,321][root][INFO] - ===> Epoch[47](1220/26): Loss 0.7316, Sem 0.6397, dir -0.4302, norm 0.5220, swav 0.0000 LR: 8.895e-02 Score 79.506 Data time: 0.1813, Forward time: 2.2871, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 5.1254 [2020-11-08 15:09:10,178][root][INFO] - ===> Epoch[47](1221/26): Loss 0.6935, Sem 0.6395, dir -0.4525, norm 0.5065, swav 0.0000 LR: 8.894e-02 Score 80.698 Data time: 0.1485, Forward time: 2.2865, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.7579 [2020-11-08 15:09:15,998][root][INFO] - ===> Epoch[47](1222/26): Loss 0.7223, Sem 0.6575, dir -0.4885, norm 0.5534, swav 0.0000 LR: 8.893e-02 Score 79.227 Data time: 0.2582, Forward time: 2.2869, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.7355 [2020-11-08 15:09:21,872][root][INFO] - ===> Epoch[48](1223/26): Loss 0.5401, Sem 0.6039, dir -0.5335, norm 0.4697, swav 0.0000 LR: 8.892e-02 Score 80.342 Data time: 0.1814, Forward time: 2.2867, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 5.7429 [2020-11-08 15:09:26,620][root][INFO] - ===> Epoch[48](1224/26): Loss 0.6505, Sem 0.6691, dir -0.5181, norm 0.4995, swav 0.0000 LR: 8.891e-02 Score 78.610 Data time: 0.1368, Forward time: 2.2861, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 4.6310 [2020-11-08 15:09:31,535][root][INFO] - ===> Epoch[48](1225/26): Loss 0.5369, Sem 0.6076, dir -0.5271, norm 0.4564, swav 0.0000 LR: 8.891e-02 Score 81.139 Data time: 0.1628, Forward time: 2.2856, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 4.8361 [2020-11-08 15:09:37,706][root][INFO] - ===> Epoch[48](1226/26): Loss 0.6985, Sem 0.7166, dir -0.5051, norm 0.4870, swav 0.0000 LR: 8.890e-02 Score 77.857 Data time: 0.1610, Forward time: 2.2851, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 6.0615 [2020-11-08 15:09:43,212][root][INFO] - ===> Epoch[48](1227/26): Loss 0.6434, Sem 0.6251, dir -0.4833, norm 0.5017, swav 0.0000 LR: 8.889e-02 Score 79.997 Data time: 0.2707, Forward time: 2.2855, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 5.4234 [2020-11-08 15:09:50,430][root][INFO] - ===> Epoch[48](1228/26): Loss 0.6447, Sem 0.6867, dir -0.5358, norm 0.4939, swav 0.0000 LR: 8.888e-02 Score 78.204 Data time: 0.2018, Forward time: 2.2854, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 7.0948 [2020-11-08 15:09:56,147][root][INFO] - ===> Epoch[48](1229/26): Loss 0.6132, Sem 0.6573, dir -0.5248, norm 0.4807, swav 0.0000 LR: 8.887e-02 Score 79.236 Data time: 0.2597, Forward time: 2.2858, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 5.5999 [2020-11-08 15:10:02,459][root][INFO] - ===> Epoch[48](1230/26): Loss 0.5754, Sem 0.6225, dir -0.5124, norm 0.4653, swav 0.0000 LR: 8.886e-02 Score 80.275 Data time: 0.1866, Forward time: 2.2855, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 6.1770 [2020-11-08 15:10:08,225][root][INFO] - ===> Epoch[48](1231/26): Loss 0.8536, Sem 0.7381, dir -0.4481, norm 0.5636, swav 0.0000 LR: 8.885e-02 Score 76.646 Data time: 0.2068, Forward time: 2.2854, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.6734 [2020-11-08 15:10:13,285][root][INFO] - ===> Epoch[48](1232/26): Loss 0.6205, Sem 0.6005, dir -0.4528, norm 0.4728, swav 0.0000 LR: 8.884e-02 Score 80.818 Data time: 0.2346, Forward time: 2.2856, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 4.9423 [2020-11-08 15:10:19,349][root][INFO] - ===> Epoch[48](1233/26): Loss 0.5841, Sem 0.5786, dir -0.5066, norm 0.5121, swav 0.0000 LR: 8.883e-02 Score 81.679 Data time: 0.1606, Forward time: 2.2851, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.9482 [2020-11-08 15:10:26,301][root][INFO] - ===> Epoch[48](1234/26): Loss 0.5927, Sem 0.5910, dir -0.4787, norm 0.4804, swav 0.0000 LR: 8.882e-02 Score 81.609 Data time: 0.2175, Forward time: 2.2850, Backward time: 3.0738, DDP time: 0.0042, Total iter time: 6.8690 [2020-11-08 15:10:32,440][root][INFO] - ===> Epoch[48](1235/26): Loss 0.6708, Sem 0.6057, dir -0.4611, norm 0.5262, swav 0.0000 LR: 8.881e-02 Score 81.187 Data time: 0.2268, Forward time: 2.2852, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 6.0237 [2020-11-08 15:10:39,092][root][INFO] - ===> Epoch[48](1236/26): Loss 0.6129, Sem 0.5994, dir -0.4992, norm 0.5128, swav 0.0000 LR: 8.881e-02 Score 81.030 Data time: 0.2116, Forward time: 2.2851, Backward time: 3.0747, DDP time: 0.0042, Total iter time: 6.5100 [2020-11-08 15:10:44,261][root][INFO] - ===> Epoch[48](1237/26): Loss 0.6176, Sem 0.6395, dir -0.5155, norm 0.4935, swav 0.0000 LR: 8.880e-02 Score 79.289 Data time: 0.2502, Forward time: 2.2854, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 5.0569 [2020-11-08 15:10:50,699][root][INFO] - ===> Epoch[48](1238/26): Loss 0.7742, Sem 0.7498, dir -0.5228, norm 0.5472, swav 0.0000 LR: 8.879e-02 Score 77.523 Data time: 0.1953, Forward time: 2.2852, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 6.3444 [2020-11-08 15:10:57,639][root][INFO] - ===> Epoch[48](1239/26): Loss 0.6263, Sem 0.6298, dir -0.5244, norm 0.5208, swav 0.0000 LR: 8.878e-02 Score 80.745 Data time: 0.2066, Forward time: 2.2852, Backward time: 3.0756, DDP time: 0.0042, Total iter time: 6.8420 [2020-11-08 15:11:03,260][root][INFO] - ===> Epoch[48](1240/26): Loss 0.6699, Sem 0.6663, dir -0.5105, norm 0.5141, swav 0.0000 LR: 8.877e-02 Score 79.077 Data time: 0.1991, Forward time: 2.2851, Backward time: 3.0756, DDP time: 0.0042, Total iter time: 5.4988 [2020-11-08 15:11:09,216][root][INFO] - ===> Epoch[48](1241/26): Loss 0.7680, Sem 0.6933, dir -0.4317, norm 0.5064, swav 0.0000 LR: 8.876e-02 Score 77.829 Data time: 0.2919, Forward time: 2.2857, Backward time: 3.0751, DDP time: 0.0042, Total iter time: 5.8574 [2020-11-08 15:11:14,641][root][INFO] - ===> Epoch[48](1242/26): Loss 0.6420, Sem 0.6314, dir -0.4939, norm 0.5045, swav 0.0000 LR: 8.875e-02 Score 80.666 Data time: 0.2022, Forward time: 2.2856, Backward time: 3.0749, DDP time: 0.0042, Total iter time: 5.3051 [2020-11-08 15:11:20,146][root][INFO] - ===> Epoch[48](1243/26): Loss 0.8814, Sem 0.7781, dir -0.4893, norm 0.5926, swav 0.0000 LR: 8.874e-02 Score 76.228 Data time: 0.2520, Forward time: 2.2860, Backward time: 3.0743, DDP time: 0.0042, Total iter time: 5.3992 [2020-11-08 15:11:24,810][root][INFO] - ===> Epoch[48](1244/26): Loss 0.5984, Sem 0.5687, dir -0.4649, norm 0.4947, swav 0.0000 LR: 8.873e-02 Score 82.491 Data time: 0.2164, Forward time: 2.2861, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 4.5141 [2020-11-08 15:11:29,963][root][INFO] - ===> Epoch[48](1245/26): Loss 0.4474, Sem 0.5108, dir -0.5130, norm 0.4497, swav 0.0000 LR: 8.872e-02 Score 84.466 Data time: 0.1910, Forward time: 2.2860, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 5.0443 [2020-11-08 15:11:35,042][root][INFO] - ===> Epoch[48](1246/26): Loss 0.5004, Sem 0.5678, dir -0.5378, norm 0.4704, swav 0.0000 LR: 8.871e-02 Score 82.450 Data time: 0.2038, Forward time: 2.2859, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 4.9782 [2020-11-08 15:11:41,783][root][INFO] - ===> Epoch[48](1247/26): Loss 0.5972, Sem 0.5899, dir -0.4941, norm 0.5014, swav 0.0000 LR: 8.870e-02 Score 81.028 Data time: 0.1868, Forward time: 2.2856, Backward time: 3.0735, DDP time: 0.0042, Total iter time: 6.6226 [2020-11-08 15:11:47,875][root][INFO] - ===> Epoch[48](1248/26): Loss 0.6571, Sem 0.6162, dir -0.5086, norm 0.5495, swav 0.0000 LR: 8.870e-02 Score 81.002 Data time: 0.2256, Forward time: 2.2858, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 5.9866 [2020-11-08 15:11:53,132][root][INFO] - ===> Epoch[49](1249/26): Loss 0.5706, Sem 0.6364, dir -0.5273, norm 0.4615, swav 0.0000 LR: 8.869e-02 Score 80.511 Data time: 0.1687, Forward time: 2.2853, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 5.1314 [2020-11-08 15:12:00,167][root][INFO] - ===> Epoch[49](1250/26): Loss 0.6473, Sem 0.6184, dir -0.4613, norm 0.4902, swav 0.0000 LR: 8.868e-02 Score 80.795 Data time: 0.2029, Forward time: 2.2853, Backward time: 3.0747, DDP time: 0.0042, Total iter time: 6.9459 [2020-11-08 15:12:05,451][root][INFO] - ===> Epoch[49](1251/26): Loss 0.5927, Sem 0.6584, dir -0.5403, norm 0.4746, swav 0.0000 LR: 8.867e-02 Score 79.483 Data time: 0.1349, Forward time: 2.2846, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 5.1483 [2020-11-08 15:12:10,979][root][INFO] - ===> Epoch[49](1252/26): Loss 0.5801, Sem 0.6210, dir -0.5064, norm 0.4655, swav 0.0000 LR: 8.866e-02 Score 80.936 Data time: 0.2609, Forward time: 2.2851, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.4196 [2020-11-08 15:12:16,092][root][INFO] - ===> Epoch[49](1253/26): Loss 0.7619, Sem 0.6655, dir -0.4858, norm 0.5822, swav 0.0000 LR: 8.865e-02 Score 79.071 Data time: 0.1851, Forward time: 2.2850, Backward time: 3.0740, DDP time: 0.0042, Total iter time: 4.9922 [2020-11-08 15:12:20,947][root][INFO] - ===> Epoch[49](1254/26): Loss 0.6502, Sem 0.6162, dir -0.4906, norm 0.5247, swav 0.0000 LR: 8.864e-02 Score 79.186 Data time: 0.1727, Forward time: 2.2846, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 4.7262 [2020-11-08 15:12:27,556][root][INFO] - ===> Epoch[49](1255/26): Loss 0.5237, Sem 0.5653, dir -0.5106, norm 0.4690, swav 0.0000 LR: 8.863e-02 Score 81.727 Data time: 0.2571, Forward time: 2.2849, Backward time: 3.0740, DDP time: 0.0042, Total iter time: 6.5171 [2020-11-08 15:12:33,574][root][INFO] - ===> Epoch[49](1256/26): Loss 0.6674, Sem 0.6090, dir -0.4862, norm 0.5447, swav 0.0000 LR: 8.862e-02 Score 81.096 Data time: 0.2727, Forward time: 2.2855, Backward time: 3.0736, DDP time: 0.0042, Total iter time: 5.8628 [2020-11-08 15:12:40,097][root][INFO] - ===> Epoch[49](1257/26): Loss 0.5470, Sem 0.5304, dir -0.5087, norm 0.5253, swav 0.0000 LR: 8.861e-02 Score 83.518 Data time: 0.1925, Forward time: 2.2853, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 6.3883 [2020-11-08 15:12:46,769][root][INFO] - ===> Epoch[49](1258/26): Loss 0.6532, Sem 0.6508, dir -0.4949, norm 0.4973, swav 0.0000 LR: 8.860e-02 Score 80.006 Data time: 0.2132, Forward time: 2.2851, Backward time: 3.0752, DDP time: 0.0042, Total iter time: 6.5581 [2020-11-08 15:12:52,499][root][INFO] - ===> Epoch[49](1259/26): Loss 0.5423, Sem 0.5830, dir -0.5340, norm 0.4933, swav 0.0000 LR: 8.860e-02 Score 82.962 Data time: 0.2294, Forward time: 2.2853, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 5.6229 [2020-11-08 15:12:59,076][root][INFO] - ===> Epoch[49](1260/26): Loss 0.4690, Sem 0.5720, dir -0.5376, norm 0.4346, swav 0.0000 LR: 8.859e-02 Score 81.382 Data time: 0.1765, Forward time: 2.2848, Backward time: 3.0761, DDP time: 0.0042, Total iter time: 6.4499 [2020-11-08 15:13:04,078][root][INFO] - ===> Epoch[49](1261/26): Loss 0.7598, Sem 0.7124, dir -0.5089, norm 0.5562, swav 0.0000 LR: 8.858e-02 Score 78.055 Data time: 0.1280, Forward time: 2.2841, Backward time: 3.0764, DDP time: 0.0042, Total iter time: 4.8878 [2020-11-08 15:13:10,431][root][INFO] - ===> Epoch[49](1262/26): Loss 0.6889, Sem 0.6559, dir -0.4906, norm 0.5236, swav 0.0000 LR: 8.857e-02 Score 79.769 Data time: 0.1845, Forward time: 2.2838, Backward time: 3.0772, DDP time: 0.0042, Total iter time: 6.2598 [2020-11-08 15:13:15,279][root][INFO] - ===> Epoch[49](1263/26): Loss 0.6447, Sem 0.6363, dir -0.4714, norm 0.4798, swav 0.0000 LR: 8.856e-02 Score 80.898 Data time: 0.2001, Forward time: 2.2837, Backward time: 3.0765, DDP time: 0.0042, Total iter time: 4.6925 [2020-11-08 15:13:19,602][root][INFO] - ===> Epoch[49](1264/26): Loss 0.6489, Sem 0.6561, dir -0.5277, norm 0.5205, swav 0.0000 LR: 8.855e-02 Score 79.720 Data time: 0.1457, Forward time: 2.2831, Backward time: 3.0759, DDP time: 0.0042, Total iter time: 4.1913 [2020-11-08 15:13:25,416][root][INFO] - ===> Epoch[49](1265/26): Loss 0.7085, Sem 0.6210, dir -0.5048, norm 0.5923, swav 0.0000 LR: 8.854e-02 Score 80.753 Data time: 0.3810, Forward time: 2.2836, Backward time: 3.0754, DDP time: 0.0042, Total iter time: 5.7258 [2020-11-08 15:13:32,688][root][INFO] - ===> Epoch[49](1266/26): Loss 0.5693, Sem 0.5785, dir -0.5057, norm 0.4965, swav 0.0000 LR: 8.853e-02 Score 81.604 Data time: 0.3474, Forward time: 2.2847, Backward time: 3.0755, DDP time: 0.0042, Total iter time: 7.1262 [2020-11-08 15:13:37,649][root][INFO] - ===> Epoch[49](1267/26): Loss 0.5246, Sem 0.5959, dir -0.5221, norm 0.4509, swav 0.0000 LR: 8.852e-02 Score 80.437 Data time: 0.1738, Forward time: 2.2845, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 4.8103 [2020-11-08 15:13:43,329][root][INFO] - ===> Epoch[49](1268/26): Loss 0.6113, Sem 0.6014, dir -0.4782, norm 0.4881, swav 0.0000 LR: 8.851e-02 Score 80.174 Data time: 0.1859, Forward time: 2.2842, Backward time: 3.0752, DDP time: 0.0042, Total iter time: 5.5677 [2020-11-08 15:13:49,112][root][INFO] - ===> Epoch[49](1269/26): Loss 0.7199, Sem 0.6655, dir -0.4839, norm 0.5383, swav 0.0000 LR: 8.850e-02 Score 79.664 Data time: 0.2182, Forward time: 2.2843, Backward time: 3.0752, DDP time: 0.0042, Total iter time: 5.6576 [2020-11-08 15:13:54,195][root][INFO] - ===> Epoch[49](1270/26): Loss 0.5314, Sem 0.5432, dir -0.4765, norm 0.4647, swav 0.0000 LR: 8.849e-02 Score 82.657 Data time: 0.2301, Forward time: 2.2845, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 4.9427 [2020-11-08 15:14:00,142][root][INFO] - ===> Epoch[49](1271/26): Loss 0.6361, Sem 0.6408, dir -0.5208, norm 0.5161, swav 0.0000 LR: 8.849e-02 Score 80.295 Data time: 0.2313, Forward time: 2.2846, Backward time: 3.0743, DDP time: 0.0042, Total iter time: 5.7975 [2020-11-08 15:14:06,335][root][INFO] - ===> Epoch[49](1272/26): Loss 0.6999, Sem 0.6738, dir -0.4884, norm 0.5145, swav 0.0000 LR: 8.848e-02 Score 79.026 Data time: 0.1841, Forward time: 2.2842, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 6.0517 [2020-11-08 15:14:11,816][root][INFO] - ===> Epoch[49](1273/26): Loss 0.4836, Sem 0.5304, dir -0.4967, norm 0.4498, swav 0.0000 LR: 8.847e-02 Score 83.624 Data time: 0.2727, Forward time: 2.2846, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.3487 [2020-11-08 15:14:17,908][root][INFO] - ===> Epoch[49](1274/26): Loss 0.5919, Sem 0.5414, dir -0.4638, norm 0.5143, swav 0.0000 LR: 8.846e-02 Score 83.530 Data time: 0.2164, Forward time: 2.2847, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 5.9617 [2020-11-08 15:14:23,177][root][INFO] - ===> Epoch[50](1275/26): Loss 0.6083, Sem 0.6189, dir -0.4934, norm 0.4828, swav 0.0000 LR: 8.845e-02 Score 80.118 Data time: 0.1769, Forward time: 2.2844, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.1381 [2020-11-08 15:14:28,709][root][INFO] - ===> Epoch[50](1276/26): Loss 0.5808, Sem 0.5651, dir -0.4733, norm 0.4891, swav 0.0000 LR: 8.844e-02 Score 82.563 Data time: 0.1536, Forward time: 2.2840, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 5.4352 [2020-11-08 15:14:33,922][root][INFO] - ===> Epoch[50](1277/26): Loss 0.5193, Sem 0.5475, dir -0.5039, norm 0.4757, swav 0.0000 LR: 8.843e-02 Score 82.986 Data time: 0.1693, Forward time: 2.2836, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 5.1116 [2020-11-08 15:14:39,059][root][INFO] - ===> Epoch[50](1278/26): Loss 0.7007, Sem 0.6494, dir -0.5083, norm 0.5596, swav 0.0000 LR: 8.842e-02 Score 80.794 Data time: 0.2494, Forward time: 2.2838, Backward time: 3.0741, DDP time: 0.0042, Total iter time: 5.0270 [2020-11-08 15:14:44,866][root][INFO] - ===> Epoch[50](1279/26): Loss 0.7230, Sem 0.6475, dir -0.4663, norm 0.5419, swav 0.0000 LR: 8.841e-02 Score 80.669 Data time: 0.2490, Forward time: 2.2840, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 5.7001 [2020-11-08 15:14:50,126][root][INFO] - ===> Epoch[50](1280/26): Loss 0.6179, Sem 0.6164, dir -0.5132, norm 0.5147, swav 0.0000 LR: 8.840e-02 Score 81.094 Data time: 0.2182, Forward time: 2.2841, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 5.1307 [2020-11-08 15:14:54,555][root][INFO] - ===> Epoch[50](1281/26): Loss 0.5546, Sem 0.5392, dir -0.4730, norm 0.4884, swav 0.0000 LR: 8.839e-02 Score 82.432 Data time: 0.2502, Forward time: 2.2841, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 4.2911 [2020-11-08 15:15:01,264][root][INFO] - ===> Epoch[50](1282/26): Loss 0.5780, Sem 0.6025, dir -0.4756, norm 0.4510, swav 0.0000 LR: 8.839e-02 Score 80.581 Data time: 0.3040, Forward time: 2.2848, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.6048 [2020-11-08 15:15:07,227][root][INFO] - ===> Epoch[50](1283/26): Loss 0.4743, Sem 0.5676, dir -0.5540, norm 0.4607, swav 0.0000 LR: 8.838e-02 Score 81.476 Data time: 0.2063, Forward time: 2.2849, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.8333 [2020-11-08 15:15:12,876][root][INFO] - ===> Epoch[50](1284/26): Loss 0.6539, Sem 0.6120, dir -0.4705, norm 0.5124, swav 0.0000 LR: 8.837e-02 Score 79.756 Data time: 0.1592, Forward time: 2.2844, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.5325 [2020-11-08 15:15:17,978][root][INFO] - ===> Epoch[50](1285/26): Loss 0.5800, Sem 0.6191, dir -0.5278, norm 0.4887, swav 0.0000 LR: 8.836e-02 Score 80.741 Data time: 0.1757, Forward time: 2.2839, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.0065 [2020-11-08 15:15:23,798][root][INFO] - ===> Epoch[50](1286/26): Loss 0.5605, Sem 0.5179, dir -0.5234, norm 0.5660, swav 0.0000 LR: 8.835e-02 Score 83.943 Data time: 0.2540, Forward time: 2.2843, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.7293 [2020-11-08 15:15:29,672][root][INFO] - ===> Epoch[50](1287/26): Loss 0.6269, Sem 0.6088, dir -0.4948, norm 0.5129, swav 0.0000 LR: 8.834e-02 Score 82.174 Data time: 0.2376, Forward time: 2.2843, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.7557 [2020-11-08 15:15:36,030][root][INFO] - ===> Epoch[50](1288/26): Loss 0.6355, Sem 0.5884, dir -0.4711, norm 0.5182, swav 0.0000 LR: 8.833e-02 Score 80.767 Data time: 0.1897, Forward time: 2.2841, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 6.2317 [2020-11-08 15:15:42,215][root][INFO] - ===> Epoch[50](1289/26): Loss 0.5232, Sem 0.5516, dir -0.4946, norm 0.4662, swav 0.0000 LR: 8.832e-02 Score 82.362 Data time: 0.2388, Forward time: 2.2844, Backward time: 3.0732, DDP time: 0.0042, Total iter time: 6.0802 [2020-11-08 15:15:47,595][root][INFO] - ===> Epoch[50](1290/26): Loss 0.6265, Sem 0.6066, dir -0.5028, norm 0.5227, swav 0.0000 LR: 8.831e-02 Score 81.282 Data time: 0.2614, Forward time: 2.2848, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.2645 [2020-11-08 15:15:52,764][root][INFO] - ===> Epoch[50](1291/26): Loss 0.4418, Sem 0.5421, dir -0.5093, norm 0.4090, swav 0.0000 LR: 8.830e-02 Score 83.244 Data time: 0.2030, Forward time: 2.2848, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 5.0385 [2020-11-08 15:15:58,466][root][INFO] - ===> Epoch[50](1292/26): Loss 0.5588, Sem 0.5699, dir -0.5040, norm 0.4929, swav 0.0000 LR: 8.829e-02 Score 81.473 Data time: 0.2815, Forward time: 2.2851, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.5902 [2020-11-08 15:16:04,850][root][INFO] - ===> Epoch[50](1293/26): Loss 0.6828, Sem 0.6407, dir -0.4829, norm 0.5249, swav 0.0000 LR: 8.829e-02 Score 80.362 Data time: 0.2184, Forward time: 2.2850, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 6.2535 [2020-11-08 15:16:10,781][root][INFO] - ===> Epoch[50](1294/26): Loss 0.6397, Sem 0.6331, dir -0.4920, norm 0.4986, swav 0.0000 LR: 8.828e-02 Score 78.600 Data time: 0.2861, Forward time: 2.2856, Backward time: 3.0719, DDP time: 0.0042, Total iter time: 5.8122 [2020-11-08 15:16:16,171][root][INFO] - ===> Epoch[50](1295/26): Loss 0.6682, Sem 0.6193, dir -0.4799, norm 0.5288, swav 0.0000 LR: 8.827e-02 Score 80.382 Data time: 0.2217, Forward time: 2.2858, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.2489 [2020-11-08 15:16:22,386][root][INFO] - ===> Epoch[50](1296/26): Loss 0.5814, Sem 0.6237, dir -0.5430, norm 0.5006, swav 0.0000 LR: 8.826e-02 Score 79.192 Data time: 0.2706, Forward time: 2.2862, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 6.0917 [2020-11-08 15:16:28,025][root][INFO] - ===> Epoch[50](1297/26): Loss 0.6158, Sem 0.5834, dir -0.4988, norm 0.5312, swav 0.0000 LR: 8.825e-02 Score 81.599 Data time: 0.1630, Forward time: 2.2858, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 5.5249 [2020-11-08 15:16:33,800][root][INFO] - ===> Epoch[50](1298/26): Loss 0.5329, Sem 0.6029, dir -0.5353, norm 0.4653, swav 0.0000 LR: 8.824e-02 Score 81.887 Data time: 0.2592, Forward time: 2.2857, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 5.7182 [2020-11-08 15:16:39,602][root][INFO] - ===> Epoch[50](1299/26): Loss 0.5954, Sem 0.5863, dir -0.4917, norm 0.5009, swav 0.0000 LR: 8.823e-02 Score 81.995 Data time: 0.2274, Forward time: 2.2859, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 5.6888 [2020-11-08 15:16:45,490][root][INFO] - ===> Epoch[50](1300/26): Loss 0.7113, Sem 0.6245, dir -0.5098, norm 0.5966, swav 0.0000 LR: 8.822e-02 Score 80.441 Data time: 0.2555, Forward time: 2.2860, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 5.7607 [2020-11-08 15:16:50,775][root][INFO] - ===> Epoch[51](1301/26): Loss 0.4859, Sem 0.5290, dir -0.5221, norm 0.4790, swav 0.0000 LR: 8.821e-02 Score 83.520 Data time: 0.2472, Forward time: 2.2863, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 5.1448 [2020-11-08 15:16:57,293][root][INFO] - ===> Epoch[51](1302/26): Loss 0.5550, Sem 0.5928, dir -0.5141, norm 0.4764, swav 0.0000 LR: 8.820e-02 Score 81.534 Data time: 0.1945, Forward time: 2.2861, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 6.3945 [2020-11-08 15:17:03,661][root][INFO] - ===> Epoch[51](1303/26): Loss 0.6047, Sem 0.6015, dir -0.5267, norm 0.5299, swav 0.0000 LR: 8.819e-02 Score 81.534 Data time: 0.3238, Forward time: 2.2868, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 6.2749 [2020-11-08 15:17:10,261][root][INFO] - ===> Epoch[51](1304/26): Loss 0.6486, Sem 0.6423, dir -0.4824, norm 0.4887, swav 0.0000 LR: 8.818e-02 Score 80.901 Data time: 0.2399, Forward time: 2.2871, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 6.4651 [2020-11-08 15:17:15,483][root][INFO] - ===> Epoch[51](1305/26): Loss 0.5743, Sem 0.5915, dir -0.5252, norm 0.5080, swav 0.0000 LR: 8.818e-02 Score 80.711 Data time: 0.2176, Forward time: 2.2871, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 5.1064 [2020-11-08 15:17:21,406][root][INFO] - ===> Epoch[51](1306/26): Loss 0.5628, Sem 0.5409, dir -0.4815, norm 0.5035, swav 0.0000 LR: 8.817e-02 Score 83.877 Data time: 0.2896, Forward time: 2.2876, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 5.8176 [2020-11-08 15:17:26,782][root][INFO] - ===> Epoch[51](1307/26): Loss 0.6163, Sem 0.6413, dir -0.5272, norm 0.5023, swav 0.0000 LR: 8.816e-02 Score 80.607 Data time: 0.2368, Forward time: 2.2876, Backward time: 3.0704, DDP time: 0.0042, Total iter time: 5.2586 [2020-11-08 15:17:31,605][root][INFO] - ===> Epoch[51](1308/26): Loss 0.4620, Sem 0.5045, dir -0.5355, norm 0.4930, swav 0.0000 LR: 8.815e-02 Score 84.192 Data time: 0.2035, Forward time: 2.2875, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 4.7153 [2020-11-08 15:17:37,185][root][INFO] - ===> Epoch[51](1309/26): Loss 0.5845, Sem 0.5542, dir -0.5164, norm 0.5467, swav 0.0000 LR: 8.814e-02 Score 82.138 Data time: 0.2294, Forward time: 2.2876, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 5.4625 [2020-11-08 15:17:42,203][root][INFO] - ===> Epoch[51](1310/26): Loss 0.5654, Sem 0.5622, dir -0.4992, norm 0.5024, swav 0.0000 LR: 8.813e-02 Score 82.457 Data time: 0.2464, Forward time: 2.2878, Backward time: 3.0688, DDP time: 0.0042, Total iter time: 4.8978 [2020-11-08 15:17:49,380][root][INFO] - ===> Epoch[51](1311/26): Loss 0.6179, Sem 0.5863, dir -0.4968, norm 0.5283, swav 0.0000 LR: 8.812e-02 Score 81.771 Data time: 0.2180, Forward time: 2.2879, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 7.0327 [2020-11-08 15:17:54,993][root][INFO] - ===> Epoch[51](1312/26): Loss 0.5366, Sem 0.5380, dir -0.4917, norm 0.4903, swav 0.0000 LR: 8.811e-02 Score 83.271 Data time: 0.2112, Forward time: 2.2880, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 5.4816 [2020-11-08 15:18:00,661][root][INFO] - ===> Epoch[51](1313/26): Loss 0.6208, Sem 0.5873, dir -0.4636, norm 0.4971, swav 0.0000 LR: 8.810e-02 Score 80.643 Data time: 0.1918, Forward time: 2.2879, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 5.5310 [2020-11-08 15:18:05,926][root][INFO] - ===> Epoch[51](1314/26): Loss 0.5713, Sem 0.5778, dir -0.5163, norm 0.5098, swav 0.0000 LR: 8.809e-02 Score 82.846 Data time: 0.2215, Forward time: 2.2877, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.1588 [2020-11-08 15:18:12,330][root][INFO] - ===> Epoch[51](1315/26): Loss 0.6936, Sem 0.6509, dir -0.5018, norm 0.5445, swav 0.0000 LR: 8.808e-02 Score 79.470 Data time: 0.3022, Forward time: 2.2885, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 6.2742 [2020-11-08 15:18:17,308][root][INFO] - ===> Epoch[51](1316/26): Loss 0.5267, Sem 0.5614, dir -0.5426, norm 0.5079, swav 0.0000 LR: 8.808e-02 Score 82.233 Data time: 0.1773, Forward time: 2.2884, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 4.8026 [2020-11-08 15:18:23,591][root][INFO] - ===> Epoch[51](1317/26): Loss 0.5435, Sem 0.6022, dir -0.5459, norm 0.4872, swav 0.0000 LR: 8.807e-02 Score 80.844 Data time: 0.1950, Forward time: 2.2883, Backward time: 3.0690, DDP time: 0.0042, Total iter time: 6.1695 [2020-11-08 15:18:29,440][root][INFO] - ===> Epoch[51](1318/26): Loss 0.4833, Sem 0.5622, dir -0.5400, norm 0.4611, swav 0.0000 LR: 8.806e-02 Score 83.005 Data time: 0.1830, Forward time: 2.2880, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 5.7408 [2020-11-08 15:18:37,180][root][INFO] - ===> Epoch[51](1319/26): Loss 0.6534, Sem 0.6518, dir -0.5223, norm 0.5238, swav 0.0000 LR: 8.805e-02 Score 80.908 Data time: 0.2591, Forward time: 2.2884, Backward time: 3.0704, DDP time: 0.0042, Total iter time: 7.6385 [2020-11-08 15:18:42,894][root][INFO] - ===> Epoch[51](1320/26): Loss 0.6313, Sem 0.6144, dir -0.5006, norm 0.5176, swav 0.0000 LR: 8.804e-02 Score 80.992 Data time: 0.2321, Forward time: 2.2885, Backward time: 3.0703, DDP time: 0.0042, Total iter time: 5.5875 [2020-11-08 15:18:48,450][root][INFO] - ===> Epoch[51](1321/26): Loss 0.5509, Sem 0.5760, dir -0.4982, norm 0.4731, swav 0.0000 LR: 8.803e-02 Score 81.411 Data time: 0.2210, Forward time: 2.2885, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 5.4179 [2020-11-08 15:18:54,743][root][INFO] - ===> Epoch[51](1322/26): Loss 0.6110, Sem 0.6307, dir -0.5131, norm 0.4935, swav 0.0000 LR: 8.802e-02 Score 80.532 Data time: 0.2401, Forward time: 2.2886, Backward time: 3.0704, DDP time: 0.0042, Total iter time: 6.1674 [2020-11-08 15:19:00,150][root][INFO] - ===> Epoch[51](1323/26): Loss 0.4689, Sem 0.4937, dir -0.5230, norm 0.4982, swav 0.0000 LR: 8.801e-02 Score 84.611 Data time: 0.2001, Forward time: 2.2885, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 5.2967 [2020-11-08 15:19:05,475][root][INFO] - ===> Epoch[51](1324/26): Loss 0.6315, Sem 0.6072, dir -0.5058, norm 0.5300, swav 0.0000 LR: 8.800e-02 Score 81.651 Data time: 0.2520, Forward time: 2.2887, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 5.2093 [2020-11-08 15:19:11,084][root][INFO] - ===> Epoch[51](1325/26): Loss 0.6581, Sem 0.6474, dir -0.4715, norm 0.4823, swav 0.0000 LR: 8.799e-02 Score 80.308 Data time: 0.1724, Forward time: 2.2885, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.4748 [2020-11-08 15:19:17,580][root][INFO] - ===> Epoch[51](1326/26): Loss 0.5853, Sem 0.5652, dir -0.4970, norm 0.5170, swav 0.0000 LR: 8.798e-02 Score 82.544 Data time: 0.2804, Forward time: 2.2891, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 6.4010 [2020-11-08 15:19:22,631][root][INFO] - ===> Epoch[52](1327/26): Loss 0.5653, Sem 0.5364, dir -0.4441, norm 0.4731, swav 0.0000 LR: 8.797e-02 Score 83.285 Data time: 0.1844, Forward time: 2.2889, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 4.9264 [2020-11-08 15:19:27,301][root][INFO] - ===> Epoch[52](1328/26): Loss 0.5495, Sem 0.5838, dir -0.5313, norm 0.4970, swav 0.0000 LR: 8.797e-02 Score 81.795 Data time: 0.1757, Forward time: 2.2886, Backward time: 3.0688, DDP time: 0.0042, Total iter time: 4.5510 [2020-11-08 15:19:32,681][root][INFO] - ===> Epoch[52](1329/26): Loss 0.7622, Sem 0.6838, dir -0.4883, norm 0.5667, swav 0.0000 LR: 8.796e-02 Score 80.385 Data time: 0.1381, Forward time: 2.2880, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 5.2875 [2020-11-08 15:19:39,787][root][INFO] - ===> Epoch[52](1330/26): Loss 0.6560, Sem 0.6369, dir -0.4551, norm 0.4742, swav 0.0000 LR: 8.795e-02 Score 79.748 Data time: 0.3051, Forward time: 2.2887, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 7.0118 [2020-11-08 15:19:44,927][root][INFO] - ===> Epoch[52](1331/26): Loss 0.6857, Sem 0.7065, dir -0.4891, norm 0.4682, swav 0.0000 LR: 8.794e-02 Score 76.838 Data time: 0.1609, Forward time: 2.2884, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.0043 [2020-11-08 15:19:50,902][root][INFO] - ===> Epoch[52](1332/26): Loss 0.5221, Sem 0.5895, dir -0.5403, norm 0.4729, swav 0.0000 LR: 8.793e-02 Score 80.798 Data time: 0.1914, Forward time: 2.2881, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 5.8721 [2020-11-08 15:19:56,601][root][INFO] - ===> Epoch[52](1333/26): Loss 0.4958, Sem 0.5174, dir -0.5118, norm 0.4903, swav 0.0000 LR: 8.792e-02 Score 83.920 Data time: 0.2638, Forward time: 2.2881, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 5.5689 [2020-11-08 15:20:02,310][root][INFO] - ===> Epoch[52](1334/26): Loss 0.4635, Sem 0.5377, dir -0.5676, norm 0.4934, swav 0.0000 LR: 8.791e-02 Score 83.588 Data time: 0.2494, Forward time: 2.2883, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.5843 [2020-11-08 15:20:08,383][root][INFO] - ===> Epoch[52](1335/26): Loss 0.5933, Sem 0.5829, dir -0.5027, norm 0.5131, swav 0.0000 LR: 8.790e-02 Score 82.613 Data time: 0.2336, Forward time: 2.2886, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 5.9609 [2020-11-08 15:20:14,159][root][INFO] - ===> Epoch[52](1336/26): Loss 0.6149, Sem 0.5813, dir -0.4586, norm 0.4923, swav 0.0000 LR: 8.789e-02 Score 80.856 Data time: 0.1408, Forward time: 2.2881, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.6441 [2020-11-08 15:20:19,861][root][INFO] - ===> Epoch[52](1337/26): Loss 0.5618, Sem 0.5485, dir -0.4736, norm 0.4869, swav 0.0000 LR: 8.788e-02 Score 81.982 Data time: 0.2252, Forward time: 2.2881, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 5.6274 [2020-11-08 15:20:26,447][root][INFO] - ===> Epoch[52](1338/26): Loss 0.4687, Sem 0.5013, dir -0.5066, norm 0.4741, swav 0.0000 LR: 8.787e-02 Score 83.767 Data time: 0.1747, Forward time: 2.2878, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 6.4780 [2020-11-08 15:20:31,390][root][INFO] - ===> Epoch[52](1339/26): Loss 0.6036, Sem 0.6018, dir -0.5042, norm 0.5060, swav 0.0000 LR: 8.787e-02 Score 81.960 Data time: 0.1789, Forward time: 2.2875, Backward time: 3.0703, DDP time: 0.0042, Total iter time: 4.8769 [2020-11-08 15:20:37,853][root][INFO] - ===> Epoch[52](1340/26): Loss 0.7296, Sem 0.6770, dir -0.4885, norm 0.5411, swav 0.0000 LR: 8.786e-02 Score 79.619 Data time: 0.1921, Forward time: 2.2873, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 6.3760 [2020-11-08 15:20:42,946][root][INFO] - ===> Epoch[52](1341/26): Loss 0.5653, Sem 0.5860, dir -0.5287, norm 0.5079, swav 0.0000 LR: 8.785e-02 Score 81.158 Data time: 0.2284, Forward time: 2.2872, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 4.9723 [2020-11-08 15:20:48,115][root][INFO] - ===> Epoch[52](1342/26): Loss 0.6324, Sem 0.6382, dir -0.5429, norm 0.5371, swav 0.0000 LR: 8.784e-02 Score 79.867 Data time: 0.2531, Forward time: 2.2874, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 5.0678 [2020-11-08 15:20:53,823][root][INFO] - ===> Epoch[52](1343/26): Loss 0.6125, Sem 0.6234, dir -0.5194, norm 0.5085, swav 0.0000 LR: 8.783e-02 Score 80.712 Data time: 0.2594, Forward time: 2.2876, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.5846 [2020-11-08 15:20:59,692][root][INFO] - ===> Epoch[52](1344/26): Loss 0.5940, Sem 0.5663, dir -0.5051, norm 0.5327, swav 0.0000 LR: 8.782e-02 Score 81.810 Data time: 0.2680, Forward time: 2.2881, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.7392 [2020-11-08 15:21:05,984][root][INFO] - ===> Epoch[52](1345/26): Loss 0.6363, Sem 0.6800, dir -0.5369, norm 0.4932, swav 0.0000 LR: 8.781e-02 Score 78.126 Data time: 0.2019, Forward time: 2.2880, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 6.1631 [2020-11-08 15:21:12,261][root][INFO] - ===> Epoch[52](1346/26): Loss 0.5964, Sem 0.5836, dir -0.4795, norm 0.4923, swav 0.0000 LR: 8.780e-02 Score 81.288 Data time: 0.2439, Forward time: 2.2882, Backward time: 3.0699, DDP time: 0.0042, Total iter time: 6.1538 [2020-11-08 15:21:18,796][root][INFO] - ===> Epoch[52](1347/26): Loss 0.5859, Sem 0.5830, dir -0.4572, norm 0.4600, swav 0.0000 LR: 8.779e-02 Score 80.101 Data time: 0.2233, Forward time: 2.2883, Backward time: 3.0704, DDP time: 0.0042, Total iter time: 6.4247 [2020-11-08 15:21:23,560][root][INFO] - ===> Epoch[52](1348/26): Loss 0.5493, Sem 0.5428, dir -0.4987, norm 0.5052, swav 0.0000 LR: 8.778e-02 Score 82.751 Data time: 0.1776, Forward time: 2.2880, Backward time: 3.0699, DDP time: 0.0042, Total iter time: 4.6552 [2020-11-08 15:21:28,614][root][INFO] - ===> Epoch[52](1349/26): Loss 0.5306, Sem 0.5140, dir -0.5279, norm 0.5445, swav 0.0000 LR: 8.777e-02 Score 83.747 Data time: 0.2095, Forward time: 2.2880, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 4.9656 [2020-11-08 15:21:33,571][root][INFO] - ===> Epoch[52](1350/26): Loss 0.7062, Sem 0.6990, dir -0.5307, norm 0.5379, swav 0.0000 LR: 8.776e-02 Score 77.921 Data time: 0.1978, Forward time: 2.2879, Backward time: 3.0690, DDP time: 0.0042, Total iter time: 4.8394 [2020-11-08 15:21:39,152][root][INFO] - ===> Epoch[52](1351/26): Loss 0.5710, Sem 0.5706, dir -0.4909, norm 0.4913, swav 0.0000 LR: 8.776e-02 Score 82.214 Data time: 0.2069, Forward time: 2.2877, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 5.4793 [2020-11-08 15:21:46,483][root][INFO] - ===> Epoch[52](1352/26): Loss 0.5788, Sem 0.5908, dir -0.5317, norm 0.5196, swav 0.0000 LR: 8.775e-02 Score 81.252 Data time: 0.2405, Forward time: 2.2879, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 7.2128 [2020-11-08 15:21:52,280][root][INFO] - ===> Epoch[53](1353/26): Loss 0.6344, Sem 0.6118, dir -0.5104, norm 0.5330, swav 0.0000 LR: 8.774e-02 Score 81.457 Data time: 0.2492, Forward time: 2.2880, Backward time: 3.0699, DDP time: 0.0042, Total iter time: 5.6854 [2020-11-08 15:21:57,142][root][INFO] - ===> Epoch[53](1354/26): Loss 0.6012, Sem 0.6150, dir -0.4968, norm 0.4830, swav 0.0000 LR: 8.773e-02 Score 80.370 Data time: 0.2169, Forward time: 2.2882, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 4.7288 [2020-11-08 15:22:02,321][root][INFO] - ===> Epoch[53](1355/26): Loss 0.6196, Sem 0.6294, dir -0.4969, norm 0.4872, swav 0.0000 LR: 8.772e-02 Score 80.263 Data time: 0.1167, Forward time: 2.2875, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 5.0732 [2020-11-08 15:22:07,358][root][INFO] - ===> Epoch[53](1356/26): Loss 0.6710, Sem 0.6345, dir -0.5037, norm 0.5401, swav 0.0000 LR: 8.771e-02 Score 79.154 Data time: 0.1961, Forward time: 2.2874, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 4.9697 [2020-11-08 15:22:15,824][root][INFO] - ===> Epoch[53](1357/26): Loss 0.6795, Sem 0.6064, dir -0.4846, norm 0.5577, swav 0.0000 LR: 8.770e-02 Score 81.912 Data time: 0.2751, Forward time: 2.2878, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 8.3566 [2020-11-08 15:22:21,739][root][INFO] - ===> Epoch[53](1358/26): Loss 0.5584, Sem 0.5975, dir -0.5081, norm 0.4689, swav 0.0000 LR: 8.769e-02 Score 81.811 Data time: 0.2152, Forward time: 2.2878, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 5.7592 [2020-11-08 15:22:27,800][root][INFO] - ===> Epoch[53](1359/26): Loss 0.4903, Sem 0.5609, dir -0.5703, norm 0.4996, swav 0.0000 LR: 8.768e-02 Score 82.596 Data time: 0.2022, Forward time: 2.2877, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.9345 [2020-11-08 15:22:32,583][root][INFO] - ===> Epoch[53](1360/26): Loss 0.5977, Sem 0.6031, dir -0.5232, norm 0.5178, swav 0.0000 LR: 8.767e-02 Score 82.004 Data time: 0.2617, Forward time: 2.2878, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 4.6868 [2020-11-08 15:22:38,424][root][INFO] - ===> Epoch[53](1361/26): Loss 0.5401, Sem 0.5502, dir -0.5154, norm 0.5053, swav 0.0000 LR: 8.766e-02 Score 82.192 Data time: 0.1667, Forward time: 2.2874, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 5.7138 [2020-11-08 15:22:43,803][root][INFO] - ===> Epoch[53](1362/26): Loss 0.6151, Sem 0.6014, dir -0.5125, norm 0.5262, swav 0.0000 LR: 8.766e-02 Score 82.040 Data time: 0.2450, Forward time: 2.2877, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 5.3031 [2020-11-08 15:22:49,399][root][INFO] - ===> Epoch[53](1363/26): Loss 0.4904, Sem 0.5103, dir -0.5225, norm 0.5026, swav 0.0000 LR: 8.765e-02 Score 84.364 Data time: 0.2193, Forward time: 2.2878, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 5.4949 [2020-11-08 15:22:54,619][root][INFO] - ===> Epoch[53](1364/26): Loss 0.5842, Sem 0.5935, dir -0.5117, norm 0.5025, swav 0.0000 LR: 8.764e-02 Score 80.869 Data time: 0.1761, Forward time: 2.2876, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.1025 [2020-11-08 15:23:01,352][root][INFO] - ===> Epoch[53](1365/26): Loss 0.5345, Sem 0.5589, dir -0.4678, norm 0.4433, swav 0.0000 LR: 8.763e-02 Score 82.451 Data time: 0.1466, Forward time: 2.2871, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 6.6394 [2020-11-08 15:23:07,158][root][INFO] - ===> Epoch[53](1366/26): Loss 0.6829, Sem 0.6046, dir -0.4924, norm 0.5708, swav 0.0000 LR: 8.762e-02 Score 82.051 Data time: 0.2065, Forward time: 2.2870, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 5.7284 [2020-11-08 15:23:12,539][root][INFO] - ===> Epoch[53](1367/26): Loss 0.7522, Sem 0.6895, dir -0.4586, norm 0.5213, swav 0.0000 LR: 8.761e-02 Score 79.422 Data time: 0.1872, Forward time: 2.2866, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 5.2632 [2020-11-08 15:23:17,975][root][INFO] - ===> Epoch[53](1368/26): Loss 0.6260, Sem 0.6035, dir -0.4935, norm 0.5161, swav 0.0000 LR: 8.760e-02 Score 80.307 Data time: 0.2205, Forward time: 2.2866, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.3659 [2020-11-08 15:23:23,308][root][INFO] - ===> Epoch[53](1369/26): Loss 0.5725, Sem 0.5808, dir -0.5135, norm 0.5052, swav 0.0000 LR: 8.759e-02 Score 81.542 Data time: 0.2321, Forward time: 2.2867, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 5.2068 [2020-11-08 15:23:27,844][root][INFO] - ===> Epoch[53](1370/26): Loss 0.5754, Sem 0.5380, dir -0.4993, norm 0.5368, swav 0.0000 LR: 8.758e-02 Score 83.419 Data time: 0.2139, Forward time: 2.2867, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 4.3979 [2020-11-08 15:23:33,073][root][INFO] - ===> Epoch[53](1371/26): Loss 0.5291, Sem 0.5776, dir -0.5438, norm 0.4953, swav 0.0000 LR: 8.757e-02 Score 82.155 Data time: 0.2569, Forward time: 2.2870, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 5.1271 [2020-11-08 15:23:39,212][root][INFO] - ===> Epoch[53](1372/26): Loss 0.5718, Sem 0.5588, dir -0.4703, norm 0.4833, swav 0.0000 LR: 8.756e-02 Score 82.158 Data time: 0.2331, Forward time: 2.2872, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 6.0179 [2020-11-08 15:23:45,025][root][INFO] - ===> Epoch[53](1373/26): Loss 0.6033, Sem 0.6424, dir -0.5584, norm 0.5193, swav 0.0000 LR: 8.755e-02 Score 80.561 Data time: 0.1465, Forward time: 2.2867, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 5.7023 [2020-11-08 15:23:53,804][root][INFO] - ===> Epoch[53](1374/26): Loss 0.5182, Sem 0.5218, dir -0.5163, norm 0.5127, swav 0.0000 LR: 8.755e-02 Score 83.726 Data time: 0.2345, Forward time: 2.2869, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 8.7229 [2020-11-08 15:23:59,542][root][INFO] - ===> Epoch[53](1375/26): Loss 0.5898, Sem 0.5603, dir -0.4591, norm 0.4886, swav 0.0000 LR: 8.754e-02 Score 82.266 Data time: 0.2267, Forward time: 2.2869, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 5.6147 [2020-11-08 15:24:04,641][root][INFO] - ===> Epoch[53](1376/26): Loss 0.5661, Sem 0.5296, dir -0.4753, norm 0.5118, swav 0.0000 LR: 8.753e-02 Score 84.003 Data time: 0.2072, Forward time: 2.2867, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.0042 [2020-11-08 15:24:10,408][root][INFO] - ===> Epoch[53](1377/26): Loss 0.5919, Sem 0.5905, dir -0.5290, norm 0.5304, swav 0.0000 LR: 8.752e-02 Score 82.033 Data time: 0.1873, Forward time: 2.2866, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 5.6601 [2020-11-08 15:24:16,495][root][INFO] - ===> Epoch[53](1378/26): Loss 0.5994, Sem 0.5922, dir -0.4855, norm 0.4927, swav 0.0000 LR: 8.751e-02 Score 80.306 Data time: 0.2686, Forward time: 2.2869, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.9750 [2020-11-08 15:24:23,730][root][INFO] - ===> Epoch[54](1379/26): Loss 0.6110, Sem 0.6085, dir -0.5073, norm 0.5098, swav 0.0000 LR: 8.750e-02 Score 81.340 Data time: 0.3314, Forward time: 2.2878, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 7.0796 [2020-11-08 15:24:30,202][root][INFO] - ===> Epoch[54](1380/26): Loss 0.5598, Sem 0.5362, dir -0.4525, norm 0.4761, swav 0.0000 LR: 8.749e-02 Score 83.671 Data time: 0.1410, Forward time: 2.2874, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.3300 [2020-11-08 15:24:36,420][root][INFO] - ===> Epoch[54](1381/26): Loss 0.6553, Sem 0.6379, dir -0.4975, norm 0.5149, swav 0.0000 LR: 8.748e-02 Score 79.839 Data time: 0.2853, Forward time: 2.2878, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 6.1059 [2020-11-08 15:24:41,429][root][INFO] - ===> Epoch[54](1382/26): Loss 0.5711, Sem 0.6084, dir -0.5354, norm 0.4982, swav 0.0000 LR: 8.747e-02 Score 82.002 Data time: 0.2707, Forward time: 2.2880, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 4.8887 [2020-11-08 15:24:46,753][root][INFO] - ===> Epoch[54](1383/26): Loss 0.4910, Sem 0.5082, dir -0.5210, norm 0.5038, swav 0.0000 LR: 8.746e-02 Score 84.625 Data time: 0.2508, Forward time: 2.2884, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 5.2179 [2020-11-08 15:24:53,971][root][INFO] - ===> Epoch[54](1384/26): Loss 0.6293, Sem 0.6423, dir -0.5000, norm 0.4869, swav 0.0000 LR: 8.745e-02 Score 79.168 Data time: 0.1512, Forward time: 2.2879, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 7.0897 [2020-11-08 15:25:00,260][root][INFO] - ===> Epoch[54](1385/26): Loss 0.6047, Sem 0.5803, dir -0.4930, norm 0.5174, swav 0.0000 LR: 8.745e-02 Score 81.025 Data time: 0.1808, Forward time: 2.2876, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 6.2082 [2020-11-08 15:25:06,477][root][INFO] - ===> Epoch[54](1386/26): Loss 0.6947, Sem 0.6457, dir -0.4910, norm 0.5400, swav 0.0000 LR: 8.744e-02 Score 80.063 Data time: 0.2444, Forward time: 2.2876, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 6.1352 [2020-11-08 15:25:12,097][root][INFO] - ===> Epoch[54](1387/26): Loss 0.5487, Sem 0.6188, dir -0.5602, norm 0.4901, swav 0.0000 LR: 8.743e-02 Score 81.292 Data time: 0.2844, Forward time: 2.2880, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.4950 [2020-11-08 15:25:18,039][root][INFO] - ===> Epoch[54](1388/26): Loss 0.5149, Sem 0.4766, dir -0.4726, norm 0.5109, swav 0.0000 LR: 8.742e-02 Score 85.014 Data time: 0.2151, Forward time: 2.2881, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.8042 [2020-11-08 15:25:23,529][root][INFO] - ===> Epoch[54](1389/26): Loss 0.5427, Sem 0.5690, dir -0.4749, norm 0.4486, swav 0.0000 LR: 8.741e-02 Score 80.432 Data time: 0.2685, Forward time: 2.2884, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 5.3742 [2020-11-08 15:25:28,648][root][INFO] - ===> Epoch[54](1390/26): Loss 0.4711, Sem 0.5332, dir -0.5268, norm 0.4647, swav 0.0000 LR: 8.740e-02 Score 83.283 Data time: 0.1824, Forward time: 2.2883, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 4.9864 [2020-11-08 15:25:33,468][root][INFO] - ===> Epoch[54](1391/26): Loss 0.6939, Sem 0.6783, dir -0.5151, norm 0.5306, swav 0.0000 LR: 8.739e-02 Score 77.813 Data time: 0.2172, Forward time: 2.2881, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 4.6928 [2020-11-08 15:25:40,719][root][INFO] - ===> Epoch[54](1392/26): Loss 0.6245, Sem 0.6111, dir -0.5053, norm 0.5187, swav 0.0000 LR: 8.738e-02 Score 81.389 Data time: 0.2350, Forward time: 2.2884, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 7.1442 [2020-11-08 15:25:46,170][root][INFO] - ===> Epoch[54](1393/26): Loss 0.7112, Sem 0.6658, dir -0.4752, norm 0.5206, swav 0.0000 LR: 8.737e-02 Score 79.976 Data time: 0.2754, Forward time: 2.2887, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 5.3017 [2020-11-08 15:25:51,449][root][INFO] - ===> Epoch[54](1394/26): Loss 0.6278, Sem 0.6306, dir -0.5433, norm 0.5405, swav 0.0000 LR: 8.736e-02 Score 81.360 Data time: 0.2238, Forward time: 2.2889, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 5.1619 [2020-11-08 15:25:56,326][root][INFO] - ===> Epoch[54](1395/26): Loss 0.4913, Sem 0.5477, dir -0.5239, norm 0.4676, swav 0.0000 LR: 8.735e-02 Score 82.675 Data time: 0.1928, Forward time: 2.2886, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 4.7652 [2020-11-08 15:26:02,104][root][INFO] - ===> Epoch[54](1396/26): Loss 0.5302, Sem 0.5496, dir -0.4976, norm 0.4782, swav 0.0000 LR: 8.734e-02 Score 81.801 Data time: 0.1284, Forward time: 2.2880, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.6856 [2020-11-08 15:26:08,827][root][INFO] - ===> Epoch[54](1397/26): Loss 0.5503, Sem 0.5879, dir -0.5542, norm 0.5166, swav 0.0000 LR: 8.734e-02 Score 81.552 Data time: 0.1914, Forward time: 2.2878, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 6.6531 [2020-11-08 15:26:14,142][root][INFO] - ===> Epoch[54](1398/26): Loss 0.6647, Sem 0.6027, dir -0.4948, norm 0.5569, swav 0.0000 LR: 8.733e-02 Score 80.759 Data time: 0.2457, Forward time: 2.2881, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 5.2114 [2020-11-08 15:26:20,005][root][INFO] - ===> Epoch[54](1399/26): Loss 0.5737, Sem 0.5753, dir -0.4923, norm 0.4907, swav 0.0000 LR: 8.732e-02 Score 82.530 Data time: 0.1791, Forward time: 2.2879, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 5.7366 [2020-11-08 15:26:24,610][root][INFO] - ===> Epoch[54](1400/26): Loss 0.5665, Sem 0.5957, dir -0.5451, norm 0.5159, swav 0.0000 LR: 8.731e-02 Score 81.651 Data time: 0.1797, Forward time: 2.2877, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 4.5175 [2020-11-08 15:26:29,442][root][INFO] - ===> Epoch[54](1401/26): Loss 0.5402, Sem 0.6012, dir -0.5046, norm 0.4436, swav 0.0000 LR: 8.730e-02 Score 81.082 Data time: 0.1881, Forward time: 2.2873, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 4.7082 [2020-11-08 15:26:34,972][root][INFO] - ===> Epoch[54](1402/26): Loss 0.6534, Sem 0.6203, dir -0.4682, norm 0.5013, swav 0.0000 LR: 8.729e-02 Score 81.079 Data time: 0.2298, Forward time: 2.2875, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 5.4336 [2020-11-08 15:26:41,761][root][INFO] - ===> Epoch[54](1403/26): Loss 0.5144, Sem 0.5429, dir -0.5170, norm 0.4885, swav 0.0000 LR: 8.728e-02 Score 84.016 Data time: 0.1631, Forward time: 2.2872, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 6.6524 [2020-11-08 15:26:46,763][root][INFO] - ===> Epoch[54](1404/26): Loss 0.5702, Sem 0.6095, dir -0.5279, norm 0.4885, swav 0.0000 LR: 8.727e-02 Score 81.283 Data time: 0.1963, Forward time: 2.2870, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 4.9123 [2020-11-08 15:26:52,788][root][INFO] - ===> Epoch[55](1405/26): Loss 0.5037, Sem 0.5109, dir -0.5131, norm 0.5059, swav 0.0000 LR: 8.726e-02 Score 83.779 Data time: 0.1894, Forward time: 2.2867, Backward time: 3.0719, DDP time: 0.0042, Total iter time: 5.9252 [2020-11-08 15:26:58,337][root][INFO] - ===> Epoch[55](1406/26): Loss 0.5108, Sem 0.5687, dir -0.5288, norm 0.4709, swav 0.0000 LR: 8.725e-02 Score 81.705 Data time: 0.1867, Forward time: 2.2863, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 5.4381 [2020-11-08 15:27:05,024][root][INFO] - ===> Epoch[55](1407/26): Loss 0.7002, Sem 0.6543, dir -0.4748, norm 0.5207, swav 0.0000 LR: 8.724e-02 Score 79.129 Data time: 0.2681, Forward time: 2.2868, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 6.5930 [2020-11-08 15:27:10,235][root][INFO] - ===> Epoch[55](1408/26): Loss 0.5089, Sem 0.5213, dir -0.4904, norm 0.4779, swav 0.0000 LR: 8.724e-02 Score 83.548 Data time: 0.2195, Forward time: 2.2868, Backward time: 3.0719, DDP time: 0.0042, Total iter time: 5.0731 [2020-11-08 15:27:15,813][root][INFO] - ===> Epoch[55](1409/26): Loss 0.5809, Sem 0.5691, dir -0.4659, norm 0.4777, swav 0.0000 LR: 8.723e-02 Score 83.433 Data time: 0.2572, Forward time: 2.2871, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 5.4496 [2020-11-08 15:27:21,479][root][INFO] - ===> Epoch[55](1410/26): Loss 0.5856, Sem 0.6143, dir -0.5504, norm 0.5217, swav 0.0000 LR: 8.722e-02 Score 80.727 Data time: 0.2636, Forward time: 2.2876, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.5132 [2020-11-08 15:27:27,194][root][INFO] - ===> Epoch[55](1411/26): Loss 0.5141, Sem 0.4712, dir -0.4396, norm 0.4825, swav 0.0000 LR: 8.721e-02 Score 85.779 Data time: 0.2733, Forward time: 2.2880, Backward time: 3.0704, DDP time: 0.0042, Total iter time: 5.5821 [2020-11-08 15:27:32,555][root][INFO] - ===> Epoch[55](1412/26): Loss 0.6109, Sem 0.6401, dir -0.5339, norm 0.5048, swav 0.0000 LR: 8.720e-02 Score 80.256 Data time: 0.1432, Forward time: 2.2875, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 5.2542 [2020-11-08 15:27:40,041][root][INFO] - ===> Epoch[55](1413/26): Loss 0.6113, Sem 0.6195, dir -0.4986, norm 0.4905, swav 0.0000 LR: 8.719e-02 Score 81.107 Data time: 0.2145, Forward time: 2.2875, Backward time: 3.0719, DDP time: 0.0042, Total iter time: 7.3937 [2020-11-08 15:27:46,020][root][INFO] - ===> Epoch[55](1414/26): Loss 0.5033, Sem 0.5171, dir -0.5079, norm 0.4941, swav 0.0000 LR: 8.718e-02 Score 82.161 Data time: 0.1807, Forward time: 2.2873, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 5.8731 [2020-11-08 15:27:51,684][root][INFO] - ===> Epoch[55](1415/26): Loss 0.5694, Sem 0.5571, dir -0.5264, norm 0.5387, swav 0.0000 LR: 8.717e-02 Score 82.611 Data time: 0.2518, Forward time: 2.2877, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.5430 [2020-11-08 15:27:57,462][root][INFO] - ===> Epoch[55](1416/26): Loss 0.5337, Sem 0.5996, dir -0.5726, norm 0.5066, swav 0.0000 LR: 8.716e-02 Score 82.443 Data time: 0.2272, Forward time: 2.2874, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 5.6677 [2020-11-08 15:28:03,982][root][INFO] - ===> Epoch[55](1417/26): Loss 0.5425, Sem 0.6222, dir -0.5275, norm 0.4478, swav 0.0000 LR: 8.715e-02 Score 80.660 Data time: 0.2355, Forward time: 2.2876, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.4126 [2020-11-08 15:28:10,614][root][INFO] - ===> Epoch[55](1418/26): Loss 0.5981, Sem 0.5924, dir -0.5138, norm 0.5195, swav 0.0000 LR: 8.714e-02 Score 81.584 Data time: 0.3206, Forward time: 2.2883, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 6.5022 [2020-11-08 15:28:16,591][root][INFO] - ===> Epoch[55](1419/26): Loss 0.5790, Sem 0.5452, dir -0.4870, norm 0.5208, swav 0.0000 LR: 8.713e-02 Score 83.465 Data time: 0.1880, Forward time: 2.2883, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 5.8260 [2020-11-08 15:28:21,972][root][INFO] - ===> Epoch[55](1420/26): Loss 0.4541, Sem 0.5182, dir -0.5191, norm 0.4550, swav 0.0000 LR: 8.713e-02 Score 83.472 Data time: 0.1285, Forward time: 2.2877, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.2413 [2020-11-08 15:28:28,729][root][INFO] - ===> Epoch[55](1421/26): Loss 0.5654, Sem 0.5782, dir -0.5298, norm 0.5171, swav 0.0000 LR: 8.712e-02 Score 82.060 Data time: 0.2517, Forward time: 2.2879, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 6.6984 [2020-11-08 15:28:35,032][root][INFO] - ===> Epoch[55](1422/26): Loss 0.4475, Sem 0.4884, dir -0.4526, norm 0.4117, swav 0.0000 LR: 8.711e-02 Score 84.439 Data time: 0.2993, Forward time: 2.2885, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 6.1995 [2020-11-08 15:28:41,989][root][INFO] - ===> Epoch[55](1423/26): Loss 0.5195, Sem 0.5911, dir -0.5755, norm 0.5039, swav 0.0000 LR: 8.710e-02 Score 81.843 Data time: 0.1759, Forward time: 2.2882, Backward time: 3.0742, DDP time: 0.0042, Total iter time: 6.8297 [2020-11-08 15:28:47,537][root][INFO] - ===> Epoch[55](1424/26): Loss 0.5751, Sem 0.5684, dir -0.4921, norm 0.4989, swav 0.0000 LR: 8.709e-02 Score 82.039 Data time: 0.2539, Forward time: 2.2886, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 5.4640 [2020-11-08 15:28:52,713][root][INFO] - ===> Epoch[55](1425/26): Loss 0.5987, Sem 0.6452, dir -0.5253, norm 0.4788, swav 0.0000 LR: 8.708e-02 Score 79.733 Data time: 0.2275, Forward time: 2.2888, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 5.0615 [2020-11-08 15:28:58,674][root][INFO] - ===> Epoch[55](1426/26): Loss 0.6247, Sem 0.6254, dir -0.5247, norm 0.5241, swav 0.0000 LR: 8.707e-02 Score 80.800 Data time: 0.2288, Forward time: 2.2889, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 5.8754 [2020-11-08 15:29:04,023][root][INFO] - ===> Epoch[55](1427/26): Loss 0.5287, Sem 0.5176, dir -0.4868, norm 0.4979, swav 0.0000 LR: 8.706e-02 Score 84.502 Data time: 0.1691, Forward time: 2.2885, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.2361 [2020-11-08 15:29:09,860][root][INFO] - ===> Epoch[55](1428/26): Loss 0.4920, Sem 0.5182, dir -0.5142, norm 0.4880, swav 0.0000 LR: 8.705e-02 Score 82.617 Data time: 0.1888, Forward time: 2.2884, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 5.7493 [2020-11-08 15:29:16,995][root][INFO] - ===> Epoch[55](1429/26): Loss 0.6521, Sem 0.5708, dir -0.4538, norm 0.5351, swav 0.0000 LR: 8.704e-02 Score 80.728 Data time: 0.1977, Forward time: 2.2882, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 7.0233 [2020-11-08 15:29:22,509][root][INFO] - ===> Epoch[55](1430/26): Loss 0.5137, Sem 0.5793, dir -0.5538, norm 0.4883, swav 0.0000 LR: 8.703e-02 Score 81.731 Data time: 0.2064, Forward time: 2.2883, Backward time: 3.0742, DDP time: 0.0042, Total iter time: 5.4156 [2020-11-08 15:29:27,821][root][INFO] - ===> Epoch[56](1431/26): Loss 0.5454, Sem 0.5928, dir -0.5123, norm 0.4649, swav 0.0000 LR: 8.702e-02 Score 81.251 Data time: 0.1549, Forward time: 2.2878, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.1900 [2020-11-08 15:29:32,853][root][INFO] - ===> Epoch[56](1432/26): Loss 0.5015, Sem 0.5754, dir -0.5445, norm 0.4706, swav 0.0000 LR: 8.702e-02 Score 82.020 Data time: 0.2262, Forward time: 2.2878, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 4.9444 [2020-11-08 15:29:38,450][root][INFO] - ===> Epoch[56](1433/26): Loss 0.5610, Sem 0.5795, dir -0.5172, norm 0.4987, swav 0.0000 LR: 8.701e-02 Score 82.333 Data time: 0.2305, Forward time: 2.2878, Backward time: 3.0738, DDP time: 0.0042, Total iter time: 5.4734 [2020-11-08 15:29:44,589][root][INFO] - ===> Epoch[56](1434/26): Loss 0.7508, Sem 0.7218, dir -0.5035, norm 0.5325, swav 0.0000 LR: 8.700e-02 Score 77.996 Data time: 0.3035, Forward time: 2.2884, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 6.0062 [2020-11-08 15:29:50,007][root][INFO] - ===> Epoch[56](1435/26): Loss 0.5052, Sem 0.5424, dir -0.5037, norm 0.4665, swav 0.0000 LR: 8.699e-02 Score 82.804 Data time: 0.2348, Forward time: 2.2887, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.2957 [2020-11-08 15:29:55,429][root][INFO] - ===> Epoch[56](1436/26): Loss 0.7227, Sem 0.6662, dir -0.4695, norm 0.5261, swav 0.0000 LR: 8.698e-02 Score 79.028 Data time: 0.2096, Forward time: 2.2888, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.2906 [2020-11-08 15:30:01,579][root][INFO] - ===> Epoch[56](1437/26): Loss 0.6962, Sem 0.6466, dir -0.5083, norm 0.5579, swav 0.0000 LR: 8.697e-02 Score 80.277 Data time: 0.1273, Forward time: 2.2882, Backward time: 3.0736, DDP time: 0.0042, Total iter time: 6.0067 [2020-11-08 15:30:06,781][root][INFO] - ===> Epoch[56](1438/26): Loss 0.5547, Sem 0.6215, dir -0.5870, norm 0.5202, swav 0.0000 LR: 8.696e-02 Score 80.710 Data time: 0.2331, Forward time: 2.2884, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 5.1346 [2020-11-08 15:30:12,183][root][INFO] - ===> Epoch[56](1439/26): Loss 0.5120, Sem 0.5470, dir -0.4909, norm 0.4560, swav 0.0000 LR: 8.695e-02 Score 81.781 Data time: 0.2067, Forward time: 2.2885, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.3062 [2020-11-08 15:30:19,330][root][INFO] - ===> Epoch[56](1440/26): Loss 0.4828, Sem 0.5019, dir -0.5115, norm 0.4925, swav 0.0000 LR: 8.694e-02 Score 84.141 Data time: 0.1694, Forward time: 2.2882, Backward time: 3.0738, DDP time: 0.0042, Total iter time: 7.0362 [2020-11-08 15:30:25,370][root][INFO] - ===> Epoch[56](1441/26): Loss 0.5406, Sem 0.5483, dir -0.5110, norm 0.5033, swav 0.0000 LR: 8.693e-02 Score 83.148 Data time: 0.1455, Forward time: 2.2878, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.9333 [2020-11-08 15:30:30,566][root][INFO] - ===> Epoch[56](1442/26): Loss 0.6101, Sem 0.6202, dir -0.5307, norm 0.5206, swav 0.0000 LR: 8.692e-02 Score 80.318 Data time: 0.1385, Forward time: 2.2873, Backward time: 3.0747, DDP time: 0.0042, Total iter time: 5.1604 [2020-11-08 15:30:35,131][root][INFO] - ===> Epoch[56](1443/26): Loss 0.5263, Sem 0.5694, dir -0.4970, norm 0.4538, swav 0.0000 LR: 8.692e-02 Score 81.462 Data time: 0.1913, Forward time: 2.2872, Backward time: 3.0740, DDP time: 0.0042, Total iter time: 4.4989 [2020-11-08 15:30:40,105][root][INFO] - ===> Epoch[56](1444/26): Loss 0.4916, Sem 0.5248, dir -0.4876, norm 0.4544, swav 0.0000 LR: 8.691e-02 Score 83.686 Data time: 0.1858, Forward time: 2.2870, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 4.8629 [2020-11-08 15:30:46,011][root][INFO] - ===> Epoch[56](1445/26): Loss 0.5885, Sem 0.5915, dir -0.5054, norm 0.5024, swav 0.0000 LR: 8.690e-02 Score 80.062 Data time: 0.1975, Forward time: 2.2870, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 5.8124 [2020-11-08 15:30:51,750][root][INFO] - ===> Epoch[56](1446/26): Loss 0.5557, Sem 0.5406, dir -0.4975, norm 0.5125, swav 0.0000 LR: 8.689e-02 Score 81.854 Data time: 0.2154, Forward time: 2.2870, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 5.6241 [2020-11-08 15:30:57,049][root][INFO] - ===> Epoch[56](1447/26): Loss 0.5959, Sem 0.5889, dir -0.5189, norm 0.5259, swav 0.0000 LR: 8.688e-02 Score 82.422 Data time: 0.1932, Forward time: 2.2868, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 5.1913 [2020-11-08 15:31:04,137][root][INFO] - ===> Epoch[56](1448/26): Loss 0.5720, Sem 0.5692, dir -0.4910, norm 0.4939, swav 0.0000 LR: 8.687e-02 Score 82.267 Data time: 0.1902, Forward time: 2.2866, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 6.9702 [2020-11-08 15:31:10,345][root][INFO] - ===> Epoch[56](1449/26): Loss 0.4681, Sem 0.4887, dir -0.5024, norm 0.4818, swav 0.0000 LR: 8.686e-02 Score 84.745 Data time: 0.2226, Forward time: 2.2866, Backward time: 3.0751, DDP time: 0.0042, Total iter time: 6.0939 [2020-11-08 15:31:15,784][root][INFO] - ===> Epoch[56](1450/26): Loss 0.4911, Sem 0.5533, dir -0.5361, norm 0.4739, swav 0.0000 LR: 8.685e-02 Score 82.386 Data time: 0.1684, Forward time: 2.2863, Backward time: 3.0752, DDP time: 0.0042, Total iter time: 5.3072 [2020-11-08 15:31:21,472][root][INFO] - ===> Epoch[56](1451/26): Loss 0.4697, Sem 0.4721, dir -0.4935, norm 0.4911, swav 0.0000 LR: 8.684e-02 Score 84.838 Data time: 0.2058, Forward time: 2.2862, Backward time: 3.0753, DDP time: 0.0042, Total iter time: 5.5847 [2020-11-08 15:31:28,337][root][INFO] - ===> Epoch[56](1452/26): Loss 0.6599, Sem 0.6221, dir -0.5116, norm 0.5494, swav 0.0000 LR: 8.683e-02 Score 80.892 Data time: 0.2420, Forward time: 2.2864, Backward time: 3.0758, DDP time: 0.0042, Total iter time: 6.7541 [2020-11-08 15:31:33,844][root][INFO] - ===> Epoch[56](1453/26): Loss 0.5511, Sem 0.5568, dir -0.5055, norm 0.4998, swav 0.0000 LR: 8.682e-02 Score 82.673 Data time: 0.2315, Forward time: 2.2866, Backward time: 3.0754, DDP time: 0.0042, Total iter time: 5.3806 [2020-11-08 15:31:39,244][root][INFO] - ===> Epoch[56](1454/26): Loss 0.5382, Sem 0.5779, dir -0.5487, norm 0.5090, swav 0.0000 LR: 8.681e-02 Score 81.349 Data time: 0.1932, Forward time: 2.2865, Backward time: 3.0752, DDP time: 0.0042, Total iter time: 5.2536 [2020-11-08 15:31:44,677][root][INFO] - ===> Epoch[56](1455/26): Loss 0.6184, Sem 0.6013, dir -0.4886, norm 0.5057, swav 0.0000 LR: 8.681e-02 Score 80.642 Data time: 0.2085, Forward time: 2.2864, Backward time: 3.0752, DDP time: 0.0042, Total iter time: 5.3231 [2020-11-08 15:31:50,133][root][INFO] - ===> Epoch[56](1456/26): Loss 0.4810, Sem 0.5755, dir -0.5555, norm 0.4610, swav 0.0000 LR: 8.680e-02 Score 82.149 Data time: 0.2675, Forward time: 2.2867, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 5.3453 [2020-11-08 15:31:55,286][root][INFO] - ===> Epoch[57](1457/26): Loss 0.5206, Sem 0.5689, dir -0.5016, norm 0.4533, swav 0.0000 LR: 8.679e-02 Score 82.078 Data time: 0.1578, Forward time: 2.2864, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.0138 [2020-11-08 15:32:00,572][root][INFO] - ===> Epoch[57](1458/26): Loss 0.6313, Sem 0.5699, dir -0.4738, norm 0.5351, swav 0.0000 LR: 8.678e-02 Score 80.883 Data time: 0.1987, Forward time: 2.2863, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.1979 [2020-11-08 15:32:05,457][root][INFO] - ===> Epoch[57](1459/26): Loss 0.4683, Sem 0.5432, dir -0.5472, norm 0.4722, swav 0.0000 LR: 8.677e-02 Score 82.637 Data time: 0.2096, Forward time: 2.2862, Backward time: 3.0738, DDP time: 0.0042, Total iter time: 4.7564 [2020-11-08 15:32:10,283][root][INFO] - ===> Epoch[57](1460/26): Loss 0.6234, Sem 0.6062, dir -0.4611, norm 0.4783, swav 0.0000 LR: 8.676e-02 Score 81.547 Data time: 0.2055, Forward time: 2.2862, Backward time: 3.0732, DDP time: 0.0042, Total iter time: 4.7125 [2020-11-08 15:32:14,832][root][INFO] - ===> Epoch[57](1461/26): Loss 0.4749, Sem 0.5013, dir -0.5333, norm 0.5069, swav 0.0000 LR: 8.675e-02 Score 83.278 Data time: 0.2218, Forward time: 2.2863, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 4.4212 [2020-11-08 15:32:19,606][root][INFO] - ===> Epoch[57](1462/26): Loss 0.4095, Sem 0.4993, dir -0.5683, norm 0.4786, swav 0.0000 LR: 8.674e-02 Score 83.105 Data time: 0.2087, Forward time: 2.2863, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 4.6421 [2020-11-08 15:32:25,148][root][INFO] - ===> Epoch[57](1463/26): Loss 0.6707, Sem 0.5900, dir -0.4392, norm 0.5199, swav 0.0000 LR: 8.673e-02 Score 82.982 Data time: 0.1745, Forward time: 2.2859, Backward time: 3.0719, DDP time: 0.0042, Total iter time: 5.4410 [2020-11-08 15:32:31,288][root][INFO] - ===> Epoch[57](1464/26): Loss 0.5951, Sem 0.5873, dir -0.4996, norm 0.5074, swav 0.0000 LR: 8.672e-02 Score 81.211 Data time: 0.1785, Forward time: 2.2857, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 6.0521 [2020-11-08 15:32:36,854][root][INFO] - ===> Epoch[57](1465/26): Loss 0.6401, Sem 0.6420, dir -0.5085, norm 0.5065, swav 0.0000 LR: 8.671e-02 Score 80.039 Data time: 0.2515, Forward time: 2.2859, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 5.4544 [2020-11-08 15:32:43,082][root][INFO] - ===> Epoch[57](1466/26): Loss 0.4941, Sem 0.5510, dir -0.5322, norm 0.4753, swav 0.0000 LR: 8.670e-02 Score 82.987 Data time: 0.1922, Forward time: 2.2858, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 6.0991 [2020-11-08 15:32:49,593][root][INFO] - ===> Epoch[57](1467/26): Loss 0.4536, Sem 0.5403, dir -0.5334, norm 0.4467, swav 0.0000 LR: 8.670e-02 Score 83.365 Data time: 0.2081, Forward time: 2.2857, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 6.4075 [2020-11-08 15:32:55,065][root][INFO] - ===> Epoch[57](1468/26): Loss 0.4502, Sem 0.4813, dir -0.5010, norm 0.4699, swav 0.0000 LR: 8.669e-02 Score 85.044 Data time: 0.1716, Forward time: 2.2855, Backward time: 3.0732, DDP time: 0.0042, Total iter time: 5.3642 [2020-11-08 15:33:00,891][root][INFO] - ===> Epoch[57](1469/26): Loss 0.4947, Sem 0.5405, dir -0.5019, norm 0.4561, swav 0.0000 LR: 8.668e-02 Score 83.397 Data time: 0.2004, Forward time: 2.2854, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 5.7407 [2020-11-08 15:33:06,035][root][INFO] - ===> Epoch[57](1470/26): Loss 0.5843, Sem 0.5958, dir -0.5014, norm 0.4899, swav 0.0000 LR: 8.667e-02 Score 81.623 Data time: 0.2329, Forward time: 2.2856, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.0340 [2020-11-08 15:33:11,276][root][INFO] - ===> Epoch[57](1471/26): Loss 0.4839, Sem 0.5542, dir -0.5158, norm 0.4454, swav 0.0000 LR: 8.666e-02 Score 82.834 Data time: 0.1898, Forward time: 2.2854, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.1135 [2020-11-08 15:33:16,611][root][INFO] - ===> Epoch[57](1472/26): Loss 0.4559, Sem 0.4774, dir -0.5141, norm 0.4927, swav 0.0000 LR: 8.665e-02 Score 86.039 Data time: 0.2037, Forward time: 2.2854, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 5.2061 [2020-11-08 15:33:22,061][root][INFO] - ===> Epoch[57](1473/26): Loss 0.4672, Sem 0.5094, dir -0.5405, norm 0.4984, swav 0.0000 LR: 8.664e-02 Score 84.586 Data time: 0.2355, Forward time: 2.2855, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 5.3261 [2020-11-08 15:33:27,836][root][INFO] - ===> Epoch[57](1474/26): Loss 0.5546, Sem 0.5562, dir -0.5151, norm 0.5135, swav 0.0000 LR: 8.663e-02 Score 81.314 Data time: 0.1993, Forward time: 2.2855, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 5.6636 [2020-11-08 15:33:33,267][root][INFO] - ===> Epoch[57](1475/26): Loss 0.5783, Sem 0.5847, dir -0.5344, norm 0.5280, swav 0.0000 LR: 8.662e-02 Score 83.718 Data time: 0.1872, Forward time: 2.2852, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 5.3018 [2020-11-08 15:33:39,478][root][INFO] - ===> Epoch[57](1476/26): Loss 0.5921, Sem 0.5548, dir -0.4866, norm 0.5239, swav 0.0000 LR: 8.661e-02 Score 82.968 Data time: 0.1825, Forward time: 2.2850, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 6.0819 [2020-11-08 15:33:45,517][root][INFO] - ===> Epoch[57](1477/26): Loss 0.6742, Sem 0.6525, dir -0.5025, norm 0.5242, swav 0.0000 LR: 8.660e-02 Score 80.099 Data time: 0.2491, Forward time: 2.2852, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.9330 [2020-11-08 15:33:50,803][root][INFO] - ===> Epoch[57](1478/26): Loss 0.5192, Sem 0.5637, dir -0.5422, norm 0.4977, swav 0.0000 LR: 8.660e-02 Score 82.339 Data time: 0.2422, Forward time: 2.2852, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 5.1454 [2020-11-08 15:33:56,364][root][INFO] - ===> Epoch[57](1479/26): Loss 0.4857, Sem 0.5156, dir -0.5375, norm 0.5076, swav 0.0000 LR: 8.659e-02 Score 84.566 Data time: 0.1741, Forward time: 2.2849, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 5.4296 [2020-11-08 15:34:02,607][root][INFO] - ===> Epoch[57](1480/26): Loss 0.4526, Sem 0.5086, dir -0.5218, norm 0.4658, swav 0.0000 LR: 8.658e-02 Score 83.311 Data time: 0.2571, Forward time: 2.2851, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.1313 [2020-11-08 15:34:09,264][root][INFO] - ===> Epoch[57](1481/26): Loss 0.5184, Sem 0.5558, dir -0.5056, norm 0.4681, swav 0.0000 LR: 8.657e-02 Score 83.297 Data time: 0.3432, Forward time: 2.2858, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 6.5167 [2020-11-08 15:34:15,245][root][INFO] - ===> Epoch[57](1482/26): Loss 0.6551, Sem 0.6333, dir -0.4938, norm 0.5156, swav 0.0000 LR: 8.656e-02 Score 79.838 Data time: 0.2726, Forward time: 2.2863, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.8528 [2020-11-08 15:34:20,525][root][INFO] - ===> Epoch[58](1483/26): Loss 0.5818, Sem 0.5765, dir -0.4996, norm 0.5049, swav 0.0000 LR: 8.655e-02 Score 82.802 Data time: 0.1801, Forward time: 2.2862, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 5.1291 [2020-11-08 15:34:25,545][root][INFO] - ===> Epoch[58](1484/26): Loss 0.5734, Sem 0.5781, dir -0.4960, norm 0.4913, swav 0.0000 LR: 8.654e-02 Score 82.005 Data time: 0.2041, Forward time: 2.2861, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 4.8983 [2020-11-08 15:34:31,830][root][INFO] - ===> Epoch[58](1485/26): Loss 0.7241, Sem 0.6481, dir -0.4860, norm 0.5620, swav 0.0000 LR: 8.653e-02 Score 80.122 Data time: 0.2107, Forward time: 2.2860, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 6.1722 [2020-11-08 15:34:38,040][root][INFO] - ===> Epoch[58](1486/26): Loss 0.5498, Sem 0.5368, dir -0.4889, norm 0.5018, swav 0.0000 LR: 8.652e-02 Score 82.649 Data time: 0.2209, Forward time: 2.2861, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 6.0788 [2020-11-08 15:34:43,155][root][INFO] - ===> Epoch[58](1487/26): Loss 0.4889, Sem 0.5179, dir -0.5096, norm 0.4805, swav 0.0000 LR: 8.651e-02 Score 83.371 Data time: 0.2165, Forward time: 2.2861, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 4.9965 [2020-11-08 15:34:48,631][root][INFO] - ===> Epoch[58](1488/26): Loss 0.4746, Sem 0.5483, dir -0.5243, norm 0.4506, swav 0.0000 LR: 8.650e-02 Score 81.742 Data time: 0.1748, Forward time: 2.2858, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 5.3570 [2020-11-08 15:34:55,503][root][INFO] - ===> Epoch[58](1489/26): Loss 0.6226, Sem 0.6199, dir -0.5312, norm 0.5338, swav 0.0000 LR: 8.649e-02 Score 81.490 Data time: 0.2752, Forward time: 2.2859, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 6.7777 [2020-11-08 15:35:02,518][root][INFO] - ===> Epoch[58](1490/26): Loss 0.5281, Sem 0.5411, dir -0.4851, norm 0.4721, swav 0.0000 LR: 8.649e-02 Score 82.295 Data time: 0.3545, Forward time: 2.2867, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 6.8921 [2020-11-08 15:35:07,854][root][INFO] - ===> Epoch[58](1491/26): Loss 0.5585, Sem 0.5388, dir -0.4943, norm 0.5140, swav 0.0000 LR: 8.648e-02 Score 83.484 Data time: 0.2501, Forward time: 2.2871, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 5.1984 [2020-11-08 15:35:13,992][root][INFO] - ===> Epoch[58](1492/26): Loss 0.4811, Sem 0.5271, dir -0.4889, norm 0.4430, swav 0.0000 LR: 8.647e-02 Score 83.300 Data time: 0.2475, Forward time: 2.2874, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 6.0131 [2020-11-08 15:35:19,056][root][INFO] - ===> Epoch[58](1493/26): Loss 0.5239, Sem 0.5101, dir -0.5089, norm 0.5226, swav 0.0000 LR: 8.646e-02 Score 84.198 Data time: 0.1975, Forward time: 2.2873, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 4.9677 [2020-11-08 15:35:24,730][root][INFO] - ===> Epoch[58](1494/26): Loss 0.6772, Sem 0.5666, dir -0.4746, norm 0.5851, swav 0.0000 LR: 8.645e-02 Score 82.581 Data time: 0.2352, Forward time: 2.2874, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.5661 [2020-11-08 15:35:32,220][root][INFO] - ===> Epoch[58](1495/26): Loss 0.6438, Sem 0.6143, dir -0.4922, norm 0.5216, swav 0.0000 LR: 8.644e-02 Score 81.538 Data time: 0.3257, Forward time: 2.2883, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 7.3625 [2020-11-08 15:35:37,502][root][INFO] - ===> Epoch[58](1496/26): Loss 0.6374, Sem 0.6044, dir -0.4971, norm 0.5300, swav 0.0000 LR: 8.643e-02 Score 80.116 Data time: 0.1912, Forward time: 2.2882, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.1239 [2020-11-08 15:35:43,984][root][INFO] - ===> Epoch[58](1497/26): Loss 0.4945, Sem 0.5474, dir -0.5568, norm 0.5039, swav 0.0000 LR: 8.642e-02 Score 81.643 Data time: 0.2267, Forward time: 2.2884, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 6.3564 [2020-11-08 15:35:49,880][root][INFO] - ===> Epoch[58](1498/26): Loss 0.5088, Sem 0.5557, dir -0.5325, norm 0.4856, swav 0.0000 LR: 8.641e-02 Score 81.738 Data time: 0.2299, Forward time: 2.2884, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 5.7942 [2020-11-08 15:35:55,334][root][INFO] - ===> Epoch[58](1499/26): Loss 0.5277, Sem 0.5948, dir -0.5603, norm 0.4931, swav 0.0000 LR: 8.640e-02 Score 81.786 Data time: 0.2522, Forward time: 2.2888, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 5.3634 [2020-11-08 15:36:00,921][root][INFO] - ===> Epoch[58](1500/26): Loss 0.5080, Sem 0.5301, dir -0.5242, norm 0.5021, swav 0.0000 LR: 8.639e-02 Score 83.190 Data time: 0.1870, Forward time: 2.2886, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 5.4458 [2020-11-08 15:36:01,764][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 15:36:01,969][root][INFO] - ===> Start testing [2020-11-08 15:37:22,325][root][INFO] - 101/312: Data time: 0.0105, Iter time: 0.3387 Loss 0.082 (AVG: 0.692) Score 97.948 (AVG: 80.138) mIOU 50.815 mAP 64.445 mAcc 62.171 IOU: 74.423 95.240 35.820 54.447 84.051 71.781 55.797 32.993 38.939 60.698 0.223 49.525 45.642 42.579 3.415 42.187 85.568 32.762 83.998 26.223 mAP: 76.349 95.909 46.864 61.900 83.416 79.266 64.504 51.103 46.062 66.289 17.667 51.855 63.470 61.925 43.510 76.205 94.816 63.082 90.862 53.844 mAcc: 88.943 98.063 44.068 71.170 92.387 86.965 71.367 50.105 58.889 71.106 0.224 65.590 62.740 73.733 3.459 47.688 94.443 36.452 91.654 34.365 [2020-11-08 15:38:49,796][root][INFO] - 201/312: Data time: 0.0077, Iter time: 0.3985 Loss 0.758 (AVG: 0.699) Score 78.720 (AVG: 79.804) mIOU 48.150 mAP 62.389 mAcc 59.426 IOU: 74.700 95.549 39.251 50.805 82.301 69.310 57.315 33.562 38.639 55.397 0.259 44.115 41.394 40.819 2.507 24.064 85.756 32.079 67.262 27.926 mAP: 77.284 94.606 49.375 59.259 83.523 77.357 62.741 51.869 46.476 60.069 21.692 50.751 59.113 59.748 39.004 71.578 95.960 60.791 77.134 49.456 mAcc: 89.233 98.327 49.055 68.431 90.764 85.382 70.717 49.366 61.146 70.358 0.259 59.530 61.574 68.289 2.527 25.907 93.051 35.722 72.977 35.911 [2020-11-08 15:40:11,555][root][INFO] - 301/312: Data time: 0.0089, Iter time: 0.1710 Loss 0.403 (AVG: 0.665) Score 81.690 (AVG: 80.926) mIOU 48.747 mAP 63.267 mAcc 59.835 IOU: 75.890 95.787 41.400 56.003 83.025 72.645 58.095 36.506 36.223 60.522 0.274 41.372 39.975 41.131 2.145 23.327 84.441 32.333 66.060 27.790 mAP: 77.812 95.099 52.014 67.791 84.289 77.316 62.429 53.494 45.985 62.159 22.089 51.065 58.195 63.389 34.154 74.763 95.577 63.232 74.736 49.746 mAcc: 89.906 98.387 51.355 73.358 91.041 86.097 71.940 51.922 57.691 74.259 0.276 54.805 61.439 72.913 2.158 24.621 92.507 36.000 70.275 35.749 [2020-11-08 15:40:20,251][root][INFO] - 312/312: Data time: 0.0032, Iter time: 0.3123 Loss 0.556 (AVG: 0.665) Score 79.944 (AVG: 80.946) mIOU 48.658 mAP 63.004 mAcc 59.701 IOU: 75.928 95.776 41.314 56.520 83.280 72.596 58.059 36.309 37.212 60.368 0.270 41.220 39.875 41.207 2.259 21.981 82.973 32.561 66.057 27.388 mAP: 77.976 95.174 51.903 67.420 84.336 77.316 62.633 53.486 46.539 62.159 21.477 50.741 57.869 63.358 34.846 72.122 93.898 62.985 74.736 49.112 mAcc: 89.919 98.354 50.980 73.437 91.246 86.097 72.131 51.855 58.677 74.259 0.271 54.463 60.874 73.584 2.273 23.156 90.489 36.259 70.275 35.419 [2020-11-08 15:40:20,252][root][INFO] - Finished test. Elapsed time: 258.2814 [2020-11-08 15:40:33,596][root][INFO] - [2020-11-08 15:40:33,597][root][INFO] - ################################################################ [2020-11-08 15:40:33,597][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 15:40:33,597][root][INFO] - ################################################################ [2020-11-08 15:40:33,598][root][INFO] - cabinet : 0.043 0.137 0.399 [2020-11-08 15:40:33,598][root][INFO] - bed : 0.156 0.457 0.557 [2020-11-08 15:40:33,598][root][INFO] - chair : 0.411 0.615 0.740 [2020-11-08 15:40:33,598][root][INFO] - sofa : 0.233 0.459 0.749 [2020-11-08 15:40:33,598][root][INFO] - table : 0.057 0.171 0.297 [2020-11-08 15:40:33,598][root][INFO] - door : 0.066 0.192 0.368 [2020-11-08 15:40:33,598][root][INFO] - window : 0.022 0.076 0.313 [2020-11-08 15:40:33,598][root][INFO] - bookshelf : 0.078 0.235 0.546 [2020-11-08 15:40:33,598][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-08 15:40:33,598][root][INFO] - counter : 0.002 0.008 0.304 [2020-11-08 15:40:33,598][root][INFO] - desk : 0.001 0.007 0.203 [2020-11-08 15:40:33,598][root][INFO] - curtain : 0.122 0.265 0.460 [2020-11-08 15:40:33,598][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-08 15:40:33,598][root][INFO] - shower curtain : 0.037 0.120 0.370 [2020-11-08 15:40:33,598][root][INFO] - toilet : 0.693 0.885 0.918 [2020-11-08 15:40:33,598][root][INFO] - sink : 0.033 0.145 0.502 [2020-11-08 15:40:33,598][root][INFO] - bathtub : 0.386 0.543 0.668 [2020-11-08 15:40:33,598][root][INFO] - otherfurniture : 0.132 0.250 0.450 [2020-11-08 15:40:33,598][root][INFO] - ---------------------------------------------------------------- [2020-11-08 15:40:33,599][root][INFO] - average : 0.137 0.254 0.436 [2020-11-08 15:40:33,599][root][INFO] - [2020-11-08 15:40:33,852][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 15:40:34,608][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 15:40:34,797][root][INFO] - Current best mIoU: 48.658 at iter 1500 [2020-11-08 15:40:38,325][root][INFO] - ===> Epoch[58](1501/26): Loss 0.5609, Sem 0.5937, dir -0.5191, norm 0.4863, swav 0.0000 LR: 8.638e-02 Score 81.089 Data time: 0.1394, Forward time: 2.2881, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 3.5219 [2020-11-08 15:40:43,447][root][INFO] - ===> Epoch[58](1502/26): Loss 0.4873, Sem 0.5123, dir -0.4867, norm 0.4617, swav 0.0000 LR: 8.638e-02 Score 83.896 Data time: 0.1962, Forward time: 2.2878, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 5.0239 [2020-11-08 15:40:49,274][root][INFO] - ===> Epoch[58](1503/26): Loss 0.5752, Sem 0.5749, dir -0.4905, norm 0.4909, swav 0.0000 LR: 8.637e-02 Score 80.672 Data time: 0.1610, Forward time: 2.2875, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 5.7163 [2020-11-08 15:40:53,785][root][INFO] - ===> Epoch[58](1504/26): Loss 0.3818, Sem 0.5135, dir -0.5493, norm 0.4175, swav 0.0000 LR: 8.636e-02 Score 83.463 Data time: 0.1503, Forward time: 2.2870, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 4.4219 [2020-11-08 15:40:59,895][root][INFO] - ===> Epoch[58](1505/26): Loss 0.4427, Sem 0.4828, dir -0.5136, norm 0.4735, swav 0.0000 LR: 8.635e-02 Score 83.961 Data time: 0.2527, Forward time: 2.2872, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 6.0371 [2020-11-08 15:41:05,116][root][INFO] - ===> Epoch[58](1506/26): Loss 0.5239, Sem 0.5564, dir -0.4988, norm 0.4664, swav 0.0000 LR: 8.634e-02 Score 82.221 Data time: 0.2070, Forward time: 2.2871, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 5.0854 [2020-11-08 15:41:10,853][root][INFO] - ===> Epoch[58](1507/26): Loss 0.5674, Sem 0.5805, dir -0.5289, norm 0.5158, swav 0.0000 LR: 8.633e-02 Score 82.209 Data time: 0.2831, Forward time: 2.2875, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 5.6412 [2020-11-08 15:41:17,262][root][INFO] - ===> Epoch[58](1508/26): Loss 0.4878, Sem 0.5190, dir -0.5032, norm 0.4721, swav 0.0000 LR: 8.632e-02 Score 83.505 Data time: 0.3258, Forward time: 2.2881, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 6.2833 [2020-11-08 15:41:23,769][root][INFO] - ===> Epoch[59](1509/26): Loss 0.5888, Sem 0.5985, dir -0.5038, norm 0.4940, swav 0.0000 LR: 8.631e-02 Score 82.095 Data time: 0.1823, Forward time: 2.2880, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 6.3712 [2020-11-08 15:41:28,486][root][INFO] - ===> Epoch[59](1510/26): Loss 0.4246, Sem 0.5385, dir -0.5939, norm 0.4801, swav 0.0000 LR: 8.630e-02 Score 82.617 Data time: 0.2646, Forward time: 2.2880, Backward time: 3.0688, DDP time: 0.0042, Total iter time: 4.5951 [2020-11-08 15:41:33,867][root][INFO] - ===> Epoch[59](1511/26): Loss 0.5698, Sem 0.5686, dir -0.5496, norm 0.5508, swav 0.0000 LR: 8.629e-02 Score 83.311 Data time: 0.2812, Forward time: 2.2883, Backward time: 3.0683, DDP time: 0.0042, Total iter time: 5.2755 [2020-11-08 15:41:39,006][root][INFO] - ===> Epoch[59](1512/26): Loss 0.3908, Sem 0.4868, dir -0.5334, norm 0.4374, swav 0.0000 LR: 8.628e-02 Score 84.642 Data time: 0.1974, Forward time: 2.2881, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 5.0154 [2020-11-08 15:41:44,814][root][INFO] - ===> Epoch[59](1513/26): Loss 0.5798, Sem 0.5637, dir -0.5307, norm 0.5468, swav 0.0000 LR: 8.628e-02 Score 82.860 Data time: 0.2125, Forward time: 2.2882, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 5.7046 [2020-11-08 15:41:50,698][root][INFO] - ===> Epoch[59](1514/26): Loss 0.4773, Sem 0.5334, dir -0.5033, norm 0.4472, swav 0.0000 LR: 8.627e-02 Score 81.974 Data time: 0.1395, Forward time: 2.2877, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.7675 [2020-11-08 15:41:57,789][root][INFO] - ===> Epoch[59](1515/26): Loss 0.6234, Sem 0.6158, dir -0.5161, norm 0.5237, swav 0.0000 LR: 8.626e-02 Score 81.648 Data time: 0.1722, Forward time: 2.2874, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 7.0298 [2020-11-08 15:42:02,898][root][INFO] - ===> Epoch[59](1516/26): Loss 0.4073, Sem 0.5078, dir -0.5526, norm 0.4521, swav 0.0000 LR: 8.625e-02 Score 84.764 Data time: 0.2414, Forward time: 2.2876, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 5.0103 [2020-11-08 15:42:08,063][root][INFO] - ===> Epoch[59](1517/26): Loss 0.5820, Sem 0.6281, dir -0.5680, norm 0.5219, swav 0.0000 LR: 8.624e-02 Score 80.408 Data time: 0.1982, Forward time: 2.2875, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.0315 [2020-11-08 15:42:15,345][root][INFO] - ===> Epoch[59](1518/26): Loss 0.4841, Sem 0.4994, dir -0.5013, norm 0.4860, swav 0.0000 LR: 8.623e-02 Score 84.220 Data time: 0.2239, Forward time: 2.2874, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 7.1705 [2020-11-08 15:42:21,363][root][INFO] - ===> Epoch[59](1519/26): Loss 0.5957, Sem 0.5777, dir -0.4892, norm 0.5072, swav 0.0000 LR: 8.622e-02 Score 83.587 Data time: 0.1915, Forward time: 2.2872, Backward time: 3.0704, DDP time: 0.0042, Total iter time: 5.9211 [2020-11-08 15:42:28,198][root][INFO] - ===> Epoch[59](1520/26): Loss 0.5434, Sem 0.6143, dir -0.5345, norm 0.4636, swav 0.0000 LR: 8.621e-02 Score 80.246 Data time: 0.2276, Forward time: 2.2871, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 6.7444 [2020-11-08 15:42:33,467][root][INFO] - ===> Epoch[59](1521/26): Loss 0.4437, Sem 0.5309, dir -0.5589, norm 0.4716, swav 0.0000 LR: 8.620e-02 Score 82.958 Data time: 0.2506, Forward time: 2.2874, Backward time: 3.0705, DDP time: 0.0042, Total iter time: 5.1797 [2020-11-08 15:42:38,937][root][INFO] - ===> Epoch[59](1522/26): Loss 0.4819, Sem 0.5671, dir -0.5439, norm 0.4588, swav 0.0000 LR: 8.619e-02 Score 82.911 Data time: 0.1929, Forward time: 2.2872, Backward time: 3.0705, DDP time: 0.0042, Total iter time: 5.3335 [2020-11-08 15:42:45,598][root][INFO] - ===> Epoch[59](1523/26): Loss 0.4897, Sem 0.5646, dir -0.5521, norm 0.4772, swav 0.0000 LR: 8.618e-02 Score 82.505 Data time: 0.2200, Forward time: 2.2871, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 6.5639 [2020-11-08 15:42:52,265][root][INFO] - ===> Epoch[59](1524/26): Loss 0.5785, Sem 0.5698, dir -0.4985, norm 0.5072, swav 0.0000 LR: 8.617e-02 Score 80.633 Data time: 0.2501, Forward time: 2.2870, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 6.5626 [2020-11-08 15:42:59,154][root][INFO] - ===> Epoch[59](1525/26): Loss 0.4897, Sem 0.5198, dir -0.4994, norm 0.4693, swav 0.0000 LR: 8.617e-02 Score 84.098 Data time: 0.2243, Forward time: 2.2870, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 6.7839 [2020-11-08 15:43:04,523][root][INFO] - ===> Epoch[59](1526/26): Loss 0.4628, Sem 0.5188, dir -0.5306, norm 0.4746, swav 0.0000 LR: 8.616e-02 Score 84.509 Data time: 0.2588, Forward time: 2.2872, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 5.2370 [2020-11-08 15:43:10,623][root][INFO] - ===> Epoch[59](1527/26): Loss 0.5259, Sem 0.5206, dir -0.5009, norm 0.5063, swav 0.0000 LR: 8.615e-02 Score 83.268 Data time: 0.3142, Forward time: 2.2877, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 5.9651 [2020-11-08 15:43:17,124][root][INFO] - ===> Epoch[59](1528/26): Loss 0.4664, Sem 0.5484, dir -0.5439, norm 0.4619, swav 0.0000 LR: 8.614e-02 Score 81.210 Data time: 0.2982, Forward time: 2.2884, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 6.3717 [2020-11-08 15:43:22,590][root][INFO] - ===> Epoch[59](1529/26): Loss 0.6388, Sem 0.6194, dir -0.5048, norm 0.5241, swav 0.0000 LR: 8.613e-02 Score 81.632 Data time: 0.2608, Forward time: 2.2887, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.3614 [2020-11-08 15:43:28,758][root][INFO] - ===> Epoch[59](1530/26): Loss 0.4278, Sem 0.5040, dir -0.5611, norm 0.4848, swav 0.0000 LR: 8.612e-02 Score 83.305 Data time: 0.2054, Forward time: 2.2885, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 6.0493 [2020-11-08 15:43:34,921][root][INFO] - ===> Epoch[59](1531/26): Loss 0.3629, Sem 0.4663, dir -0.5692, norm 0.4658, swav 0.0000 LR: 8.611e-02 Score 84.707 Data time: 0.2035, Forward time: 2.2885, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 6.0430 [2020-11-08 15:43:41,388][root][INFO] - ===> Epoch[59](1532/26): Loss 0.4810, Sem 0.5162, dir -0.5266, norm 0.4914, swav 0.0000 LR: 8.610e-02 Score 84.024 Data time: 0.1856, Forward time: 2.2882, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.3318 [2020-11-08 15:43:46,966][root][INFO] - ===> Epoch[59](1533/26): Loss 0.5091, Sem 0.5224, dir -0.5119, norm 0.4986, swav 0.0000 LR: 8.609e-02 Score 83.033 Data time: 0.2207, Forward time: 2.2883, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 5.5057 [2020-11-08 15:43:53,321][root][INFO] - ===> Epoch[59](1534/26): Loss 0.5320, Sem 0.5862, dir -0.5227, norm 0.4685, swav 0.0000 LR: 8.608e-02 Score 82.244 Data time: 0.1499, Forward time: 2.2879, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 6.2223 [2020-11-08 15:43:58,868][root][INFO] - ===> Epoch[60](1535/26): Loss 0.4722, Sem 0.5376, dir -0.5255, norm 0.4602, swav 0.0000 LR: 8.607e-02 Score 83.887 Data time: 0.1902, Forward time: 2.2877, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 5.4489 [2020-11-08 15:44:04,382][root][INFO] - ===> Epoch[60](1536/26): Loss 0.5077, Sem 0.5295, dir -0.4934, norm 0.4717, swav 0.0000 LR: 8.606e-02 Score 82.793 Data time: 0.1919, Forward time: 2.2875, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.4134 [2020-11-08 15:44:10,010][root][INFO] - ===> Epoch[60](1537/26): Loss 0.5366, Sem 0.5588, dir -0.5184, norm 0.4962, swav 0.0000 LR: 8.606e-02 Score 83.289 Data time: 0.1880, Forward time: 2.2872, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 5.5306 [2020-11-08 15:44:15,294][root][INFO] - ===> Epoch[60](1538/26): Loss 0.5141, Sem 0.5335, dir -0.5166, norm 0.4972, swav 0.0000 LR: 8.605e-02 Score 81.201 Data time: 0.2616, Forward time: 2.2875, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.1699 [2020-11-08 15:44:20,117][root][INFO] - ===> Epoch[60](1539/26): Loss 0.5830, Sem 0.5119, dir -0.4840, norm 0.5550, swav 0.0000 LR: 8.604e-02 Score 84.765 Data time: 0.2017, Forward time: 2.2875, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 4.7059 [2020-11-08 15:44:26,603][root][INFO] - ===> Epoch[60](1540/26): Loss 0.6102, Sem 0.6316, dir -0.5367, norm 0.5153, swav 0.0000 LR: 8.603e-02 Score 79.444 Data time: 0.2540, Forward time: 2.2877, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.3629 [2020-11-08 15:44:33,005][root][INFO] - ===> Epoch[60](1541/26): Loss 0.4957, Sem 0.4833, dir -0.4931, norm 0.5056, swav 0.0000 LR: 8.602e-02 Score 84.935 Data time: 0.2093, Forward time: 2.2876, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 6.2636 [2020-11-08 15:44:38,671][root][INFO] - ===> Epoch[60](1542/26): Loss 0.5486, Sem 0.6030, dir -0.5172, norm 0.4629, swav 0.0000 LR: 8.601e-02 Score 81.770 Data time: 0.2636, Forward time: 2.2879, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.5430 [2020-11-08 15:44:44,511][root][INFO] - ===> Epoch[60](1543/26): Loss 0.4864, Sem 0.5657, dir -0.5324, norm 0.4531, swav 0.0000 LR: 8.600e-02 Score 81.893 Data time: 0.3000, Forward time: 2.2884, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 5.7283 [2020-11-08 15:44:50,618][root][INFO] - ===> Epoch[60](1544/26): Loss 0.5141, Sem 0.5965, dir -0.5612, norm 0.4788, swav 0.0000 LR: 8.599e-02 Score 82.665 Data time: 0.3394, Forward time: 2.2889, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 5.9919 [2020-11-08 15:44:56,476][root][INFO] - ===> Epoch[60](1545/26): Loss 0.3978, Sem 0.5043, dir -0.5832, norm 0.4767, swav 0.0000 LR: 8.598e-02 Score 83.645 Data time: 0.1899, Forward time: 2.2887, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 5.7067 [2020-11-08 15:45:03,454][root][INFO] - ===> Epoch[60](1546/26): Loss 0.4885, Sem 0.5269, dir -0.5096, norm 0.4712, swav 0.0000 LR: 8.597e-02 Score 83.841 Data time: 0.2085, Forward time: 2.2885, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 6.8625 [2020-11-08 15:45:09,818][root][INFO] - ===> Epoch[60](1547/26): Loss 0.4777, Sem 0.5297, dir -0.5267, norm 0.4748, swav 0.0000 LR: 8.596e-02 Score 83.532 Data time: 0.2109, Forward time: 2.2885, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 6.2414 [2020-11-08 15:45:15,609][root][INFO] - ===> Epoch[60](1548/26): Loss 0.5063, Sem 0.5206, dir -0.5073, norm 0.4930, swav 0.0000 LR: 8.595e-02 Score 83.026 Data time: 0.2630, Forward time: 2.2884, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 5.6623 [2020-11-08 15:45:21,554][root][INFO] - ===> Epoch[60](1549/26): Loss 0.6385, Sem 0.6367, dir -0.5352, norm 0.5371, swav 0.0000 LR: 8.595e-02 Score 82.010 Data time: 0.2765, Forward time: 2.2886, Backward time: 3.0732, DDP time: 0.0042, Total iter time: 5.8338 [2020-11-08 15:45:28,538][root][INFO] - ===> Epoch[60](1550/26): Loss 0.5082, Sem 0.5408, dir -0.5487, norm 0.5161, swav 0.0000 LR: 8.594e-02 Score 83.000 Data time: 0.3583, Forward time: 2.2894, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 6.8513 [2020-11-08 15:45:34,072][root][INFO] - ===> Epoch[60](1551/26): Loss 0.5298, Sem 0.5442, dir -0.5084, norm 0.4940, swav 0.0000 LR: 8.593e-02 Score 82.186 Data time: 0.2577, Forward time: 2.2896, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.4037 [2020-11-08 15:45:38,952][root][INFO] - ===> Epoch[60](1552/26): Loss 0.5309, Sem 0.5558, dir -0.5244, norm 0.4994, swav 0.0000 LR: 8.592e-02 Score 82.663 Data time: 0.2155, Forward time: 2.2896, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 4.7557 [2020-11-08 15:45:44,056][root][INFO] - ===> Epoch[60](1553/26): Loss 0.3575, Sem 0.4266, dir -0.5533, norm 0.4841, swav 0.0000 LR: 8.591e-02 Score 87.529 Data time: 0.1356, Forward time: 2.2891, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 4.9857 [2020-11-08 15:45:49,948][root][INFO] - ===> Epoch[60](1554/26): Loss 0.5048, Sem 0.5459, dir -0.5309, norm 0.4898, swav 0.0000 LR: 8.590e-02 Score 82.301 Data time: 0.2107, Forward time: 2.2890, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.7924 [2020-11-08 15:45:55,238][root][INFO] - ===> Epoch[60](1555/26): Loss 0.4493, Sem 0.5118, dir -0.5436, norm 0.4812, swav 0.0000 LR: 8.589e-02 Score 84.098 Data time: 0.1164, Forward time: 2.2884, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.1690 [2020-11-08 15:46:00,303][root][INFO] - ===> Epoch[60](1556/26): Loss 0.4971, Sem 0.5458, dir -0.5339, norm 0.4852, swav 0.0000 LR: 8.588e-02 Score 83.281 Data time: 0.1819, Forward time: 2.2881, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.0121 [2020-11-08 15:46:05,761][root][INFO] - ===> Epoch[60](1557/26): Loss 0.3598, Sem 0.4254, dir -0.5258, norm 0.4602, swav 0.0000 LR: 8.587e-02 Score 87.261 Data time: 0.2008, Forward time: 2.2878, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.3304 [2020-11-08 15:46:11,278][root][INFO] - ===> Epoch[60](1558/26): Loss 0.5393, Sem 0.5901, dir -0.5435, norm 0.4927, swav 0.0000 LR: 8.586e-02 Score 82.159 Data time: 0.2209, Forward time: 2.2878, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.4029 [2020-11-08 15:46:16,670][root][INFO] - ===> Epoch[60](1559/26): Loss 0.4861, Sem 0.5231, dir -0.5035, norm 0.4665, swav 0.0000 LR: 8.585e-02 Score 84.042 Data time: 0.1479, Forward time: 2.2874, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.2459 [2020-11-08 15:46:21,645][root][INFO] - ===> Epoch[60](1560/26): Loss 0.4952, Sem 0.5100, dir -0.5194, norm 0.5047, swav 0.0000 LR: 8.585e-02 Score 84.456 Data time: 0.2100, Forward time: 2.2872, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 4.8400 [2020-11-08 15:46:28,281][root][INFO] - ===> Epoch[61](1561/26): Loss 0.4646, Sem 0.5209, dir -0.5179, norm 0.4616, swav 0.0000 LR: 8.584e-02 Score 83.265 Data time: 0.2124, Forward time: 2.2873, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 6.5275 [2020-11-08 15:46:34,011][root][INFO] - ===> Epoch[61](1562/26): Loss 0.4082, Sem 0.4702, dir -0.5193, norm 0.4572, swav 0.0000 LR: 8.583e-02 Score 85.617 Data time: 0.2374, Forward time: 2.2873, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.6016 [2020-11-08 15:46:39,590][root][INFO] - ===> Epoch[61](1563/26): Loss 0.4653, Sem 0.4939, dir -0.4928, norm 0.4643, swav 0.0000 LR: 8.582e-02 Score 84.498 Data time: 0.1844, Forward time: 2.2872, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.4279 [2020-11-08 15:46:46,399][root][INFO] - ===> Epoch[61](1564/26): Loss 0.5453, Sem 0.5553, dir -0.5184, norm 0.5084, swav 0.0000 LR: 8.581e-02 Score 82.631 Data time: 0.2381, Forward time: 2.2872, Backward time: 3.0735, DDP time: 0.0042, Total iter time: 6.6900 [2020-11-08 15:46:51,756][root][INFO] - ===> Epoch[61](1565/26): Loss 0.4630, Sem 0.5247, dir -0.5061, norm 0.4444, swav 0.0000 LR: 8.580e-02 Score 83.605 Data time: 0.2145, Forward time: 2.2871, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 5.2051 [2020-11-08 15:46:57,624][root][INFO] - ===> Epoch[61](1566/26): Loss 0.6454, Sem 0.6073, dir -0.5260, norm 0.5642, swav 0.0000 LR: 8.579e-02 Score 80.104 Data time: 0.1836, Forward time: 2.2869, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 5.7697 [2020-11-08 15:47:03,530][root][INFO] - ===> Epoch[61](1567/26): Loss 0.4678, Sem 0.5189, dir -0.5057, norm 0.4546, swav 0.0000 LR: 8.578e-02 Score 84.618 Data time: 0.3014, Forward time: 2.2873, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 5.7981 [2020-11-08 15:47:10,003][root][INFO] - ===> Epoch[61](1568/26): Loss 0.5845, Sem 0.5620, dir -0.4873, norm 0.5097, swav 0.0000 LR: 8.577e-02 Score 80.955 Data time: 0.3077, Forward time: 2.2879, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 6.3438 [2020-11-08 15:47:15,959][root][INFO] - ===> Epoch[61](1569/26): Loss 0.5324, Sem 0.5091, dir -0.4964, norm 0.5197, swav 0.0000 LR: 8.576e-02 Score 83.731 Data time: 0.1534, Forward time: 2.2876, Backward time: 3.0736, DDP time: 0.0042, Total iter time: 5.8088 [2020-11-08 15:47:21,078][root][INFO] - ===> Epoch[61](1570/26): Loss 0.4755, Sem 0.4830, dir -0.4859, norm 0.4785, swav 0.0000 LR: 8.575e-02 Score 84.706 Data time: 0.2409, Forward time: 2.2877, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.0181 [2020-11-08 15:47:27,672][root][INFO] - ===> Epoch[61](1571/26): Loss 0.4975, Sem 0.5360, dir -0.5047, norm 0.4662, swav 0.0000 LR: 8.574e-02 Score 83.355 Data time: 0.2650, Forward time: 2.2880, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 6.4932 [2020-11-08 15:47:33,534][root][INFO] - ===> Epoch[61](1572/26): Loss 0.4962, Sem 0.5630, dir -0.5436, norm 0.4768, swav 0.0000 LR: 8.574e-02 Score 82.617 Data time: 0.2705, Forward time: 2.2881, Backward time: 3.0732, DDP time: 0.0042, Total iter time: 5.7267 [2020-11-08 15:47:39,377][root][INFO] - ===> Epoch[61](1573/26): Loss 0.5993, Sem 0.6096, dir -0.5634, norm 0.5531, swav 0.0000 LR: 8.573e-02 Score 81.289 Data time: 0.2411, Forward time: 2.2882, Backward time: 3.0732, DDP time: 0.0042, Total iter time: 5.7423 [2020-11-08 15:47:44,454][root][INFO] - ===> Epoch[61](1574/26): Loss 0.4431, Sem 0.5165, dir -0.5318, norm 0.4583, swav 0.0000 LR: 8.572e-02 Score 84.571 Data time: 0.2599, Forward time: 2.2884, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 4.9525 [2020-11-08 15:47:51,261][root][INFO] - ===> Epoch[61](1575/26): Loss 0.5430, Sem 0.5466, dir -0.5252, norm 0.5215, swav 0.0000 LR: 8.571e-02 Score 82.908 Data time: 0.2796, Forward time: 2.2887, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 6.6933 [2020-11-08 15:47:57,488][root][INFO] - ===> Epoch[61](1576/26): Loss 0.4850, Sem 0.5282, dir -0.5153, norm 0.4722, swav 0.0000 LR: 8.570e-02 Score 83.208 Data time: 0.2629, Forward time: 2.2889, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 6.1055 [2020-11-08 15:48:02,667][root][INFO] - ===> Epoch[61](1577/26): Loss 0.4480, Sem 0.4753, dir -0.5154, norm 0.4880, swav 0.0000 LR: 8.569e-02 Score 85.461 Data time: 0.2539, Forward time: 2.2892, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 5.0672 [2020-11-08 15:48:07,148][root][INFO] - ===> Epoch[61](1578/26): Loss 0.4685, Sem 0.5059, dir -0.4786, norm 0.4412, swav 0.0000 LR: 8.568e-02 Score 84.693 Data time: 0.1898, Forward time: 2.2890, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 4.3717 [2020-11-08 15:48:13,368][root][INFO] - ===> Epoch[61](1579/26): Loss 0.6134, Sem 0.6703, dir -0.5447, norm 0.4878, swav 0.0000 LR: 8.567e-02 Score 78.111 Data time: 0.3078, Forward time: 2.2895, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 6.1283 [2020-11-08 15:48:20,408][root][INFO] - ===> Epoch[61](1580/26): Loss 0.5075, Sem 0.5376, dir -0.5255, norm 0.4953, swav 0.0000 LR: 8.566e-02 Score 83.836 Data time: 0.2033, Forward time: 2.2895, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 6.9261 [2020-11-08 15:48:26,188][root][INFO] - ===> Epoch[61](1581/26): Loss 0.6339, Sem 0.5789, dir -0.5164, norm 0.5714, swav 0.0000 LR: 8.565e-02 Score 81.305 Data time: 0.2251, Forward time: 2.2895, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 5.6892 [2020-11-08 15:48:31,724][root][INFO] - ===> Epoch[61](1582/26): Loss 0.5378, Sem 0.5498, dir -0.4878, norm 0.4758, swav 0.0000 LR: 8.564e-02 Score 83.824 Data time: 0.2620, Forward time: 2.2898, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.4236 [2020-11-08 15:48:37,113][root][INFO] - ===> Epoch[61](1583/26): Loss 0.4486, Sem 0.5042, dir -0.4951, norm 0.4396, swav 0.0000 LR: 8.563e-02 Score 83.964 Data time: 0.2602, Forward time: 2.2901, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.2453 [2020-11-08 15:48:43,018][root][INFO] - ===> Epoch[61](1584/26): Loss 0.5254, Sem 0.5953, dir -0.5320, norm 0.4621, swav 0.0000 LR: 8.563e-02 Score 80.853 Data time: 0.1902, Forward time: 2.2899, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 5.7652 [2020-11-08 15:48:49,199][root][INFO] - ===> Epoch[61](1585/26): Loss 0.4544, Sem 0.5497, dir -0.5665, norm 0.4712, swav 0.0000 LR: 8.562e-02 Score 82.872 Data time: 0.2327, Forward time: 2.2899, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 6.0989 [2020-11-08 15:48:54,903][root][INFO] - ===> Epoch[61](1586/26): Loss 0.6638, Sem 0.6346, dir -0.5251, norm 0.5543, swav 0.0000 LR: 8.561e-02 Score 80.500 Data time: 0.3181, Forward time: 2.2903, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.5943 [2020-11-08 15:49:01,483][root][INFO] - ===> Epoch[62](1587/26): Loss 0.5250, Sem 0.5769, dir -0.5170, norm 0.4652, swav 0.0000 LR: 8.560e-02 Score 81.663 Data time: 0.2618, Forward time: 2.2906, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 6.4685 [2020-11-08 15:49:07,583][root][INFO] - ===> Epoch[62](1588/26): Loss 0.5000, Sem 0.5496, dir -0.5375, norm 0.4879, swav 0.0000 LR: 8.559e-02 Score 82.162 Data time: 0.2982, Forward time: 2.2911, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 5.9916 [2020-11-08 15:49:13,028][root][INFO] - ===> Epoch[62](1589/26): Loss 0.5009, Sem 0.5112, dir -0.5034, norm 0.4930, swav 0.0000 LR: 8.558e-02 Score 83.610 Data time: 0.1635, Forward time: 2.2908, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.3068 [2020-11-08 15:49:18,458][root][INFO] - ===> Epoch[62](1590/26): Loss 0.5696, Sem 0.5430, dir -0.4871, norm 0.5137, swav 0.0000 LR: 8.557e-02 Score 84.324 Data time: 0.2335, Forward time: 2.2909, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.3267 [2020-11-08 15:49:25,110][root][INFO] - ===> Epoch[62](1591/26): Loss 0.4403, Sem 0.5286, dir -0.5547, norm 0.4665, swav 0.0000 LR: 8.556e-02 Score 83.325 Data time: 0.2198, Forward time: 2.2909, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 6.5391 [2020-11-08 15:49:29,781][root][INFO] - ===> Epoch[62](1592/26): Loss 0.5238, Sem 0.5646, dir -0.5011, norm 0.4603, swav 0.0000 LR: 8.555e-02 Score 82.833 Data time: 0.2312, Forward time: 2.2910, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 4.5705 [2020-11-08 15:49:34,795][root][INFO] - ===> Epoch[62](1593/26): Loss 0.4251, Sem 0.5136, dir -0.5332, norm 0.4447, swav 0.0000 LR: 8.554e-02 Score 83.244 Data time: 0.2325, Forward time: 2.2911, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 4.8998 [2020-11-08 15:49:39,723][root][INFO] - ===> Epoch[62](1594/26): Loss 0.4669, Sem 0.5561, dir -0.5341, norm 0.4449, swav 0.0000 LR: 8.553e-02 Score 82.843 Data time: 0.2087, Forward time: 2.2910, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 4.8323 [2020-11-08 15:49:45,367][root][INFO] - ===> Epoch[62](1595/26): Loss 0.6422, Sem 0.6677, dir -0.5303, norm 0.5049, swav 0.0000 LR: 8.552e-02 Score 79.777 Data time: 0.1733, Forward time: 2.2907, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 5.5370 [2020-11-08 15:49:50,167][root][INFO] - ===> Epoch[62](1596/26): Loss 0.4749, Sem 0.5454, dir -0.5093, norm 0.4388, swav 0.0000 LR: 8.552e-02 Score 83.206 Data time: 0.1895, Forward time: 2.2906, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 4.7180 [2020-11-08 15:49:55,572][root][INFO] - ===> Epoch[62](1597/26): Loss 0.4019, Sem 0.5047, dir -0.5590, norm 0.4562, swav 0.0000 LR: 8.551e-02 Score 85.123 Data time: 0.2368, Forward time: 2.2906, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.3021 [2020-11-08 15:50:00,936][root][INFO] - ===> Epoch[62](1598/26): Loss 0.5588, Sem 0.5313, dir -0.5199, norm 0.5474, swav 0.0000 LR: 8.550e-02 Score 82.630 Data time: 0.2496, Forward time: 2.2908, Backward time: 3.0688, DDP time: 0.0042, Total iter time: 5.2485 [2020-11-08 15:50:06,151][root][INFO] - ===> Epoch[62](1599/26): Loss 0.5169, Sem 0.5272, dir -0.5428, norm 0.5325, swav 0.0000 LR: 8.549e-02 Score 83.028 Data time: 0.2071, Forward time: 2.2909, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 5.0858 [2020-11-08 15:50:12,232][root][INFO] - ===> Epoch[62](1600/26): Loss 0.4015, Sem 0.4721, dir -0.5314, norm 0.4609, swav 0.0000 LR: 8.548e-02 Score 85.279 Data time: 0.1389, Forward time: 2.2904, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 5.9574 [2020-11-08 15:50:19,159][root][INFO] - ===> Epoch[62](1601/26): Loss 0.4910, Sem 0.4614, dir -0.5075, norm 0.5371, swav 0.0000 LR: 8.547e-02 Score 85.107 Data time: 0.2385, Forward time: 2.2906, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 6.8547 [2020-11-08 15:50:24,850][root][INFO] - ===> Epoch[62](1602/26): Loss 0.5345, Sem 0.5383, dir -0.4966, norm 0.4928, swav 0.0000 LR: 8.546e-02 Score 82.868 Data time: 0.2110, Forward time: 2.2904, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.5683 [2020-11-08 15:50:30,359][root][INFO] - ===> Epoch[62](1603/26): Loss 0.4660, Sem 0.5241, dir -0.5207, norm 0.4626, swav 0.0000 LR: 8.545e-02 Score 82.319 Data time: 0.2669, Forward time: 2.2908, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.4375 [2020-11-08 15:50:36,645][root][INFO] - ===> Epoch[62](1604/26): Loss 0.5243, Sem 0.5085, dir -0.5201, norm 0.5358, swav 0.0000 LR: 8.544e-02 Score 84.910 Data time: 0.2191, Forward time: 2.2909, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 6.1506 [2020-11-08 15:50:41,089][root][INFO] - ===> Epoch[62](1605/26): Loss 0.4343, Sem 0.5358, dir -0.5865, norm 0.4850, swav 0.0000 LR: 8.543e-02 Score 82.879 Data time: 0.2014, Forward time: 2.2907, Backward time: 3.0690, DDP time: 0.0042, Total iter time: 4.3145 [2020-11-08 15:50:47,394][root][INFO] - ===> Epoch[62](1606/26): Loss 0.5517, Sem 0.5622, dir -0.4910, norm 0.4805, swav 0.0000 LR: 8.542e-02 Score 82.633 Data time: 0.2824, Forward time: 2.2910, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 6.1943 [2020-11-08 15:50:51,997][root][INFO] - ===> Epoch[62](1607/26): Loss 0.4855, Sem 0.5135, dir -0.5247, norm 0.4967, swav 0.0000 LR: 8.541e-02 Score 84.301 Data time: 0.2136, Forward time: 2.2909, Backward time: 3.0683, DDP time: 0.0042, Total iter time: 4.4525 [2020-11-08 15:50:58,270][root][INFO] - ===> Epoch[62](1608/26): Loss 0.4707, Sem 0.4733, dir -0.4800, norm 0.4775, swav 0.0000 LR: 8.541e-02 Score 85.472 Data time: 0.2212, Forward time: 2.2910, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 6.1815 [2020-11-08 15:51:03,711][root][INFO] - ===> Epoch[62](1609/26): Loss 0.5256, Sem 0.5386, dir -0.5296, norm 0.5165, swav 0.0000 LR: 8.540e-02 Score 83.502 Data time: 0.1806, Forward time: 2.2907, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 5.3141 [2020-11-08 15:51:08,476][root][INFO] - ===> Epoch[62](1610/26): Loss 0.4470, Sem 0.5004, dir -0.5289, norm 0.4755, swav 0.0000 LR: 8.539e-02 Score 84.749 Data time: 0.2254, Forward time: 2.2907, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 4.6720 [2020-11-08 15:51:14,546][root][INFO] - ===> Epoch[62](1611/26): Loss 0.5281, Sem 0.5680, dir -0.5258, norm 0.4859, swav 0.0000 LR: 8.538e-02 Score 82.476 Data time: 0.2623, Forward time: 2.2911, Backward time: 3.0679, DDP time: 0.0042, Total iter time: 5.9545 [2020-11-08 15:51:19,990][root][INFO] - ===> Epoch[62](1612/26): Loss 0.5071, Sem 0.5562, dir -0.5327, norm 0.4835, swav 0.0000 LR: 8.537e-02 Score 83.537 Data time: 0.2415, Forward time: 2.2911, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.2977 [2020-11-08 15:51:26,485][root][INFO] - ===> Epoch[63](1613/26): Loss 0.4062, Sem 0.4809, dir -0.5003, norm 0.4256, swav 0.0000 LR: 8.536e-02 Score 84.635 Data time: 0.1914, Forward time: 2.2909, Backward time: 3.0682, DDP time: 0.0042, Total iter time: 6.3795 [2020-11-08 15:51:32,717][root][INFO] - ===> Epoch[63](1614/26): Loss 0.5747, Sem 0.6041, dir -0.4934, norm 0.4640, swav 0.0000 LR: 8.535e-02 Score 81.263 Data time: 0.2015, Forward time: 2.2908, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 6.1375 [2020-11-08 15:51:38,468][root][INFO] - ===> Epoch[63](1615/26): Loss 0.4746, Sem 0.5553, dir -0.5418, norm 0.4610, swav 0.0000 LR: 8.534e-02 Score 83.040 Data time: 0.1999, Forward time: 2.2907, Backward time: 3.0687, DDP time: 0.0042, Total iter time: 5.6378 [2020-11-08 15:51:44,876][root][INFO] - ===> Epoch[63](1616/26): Loss 0.4595, Sem 0.4785, dir -0.5134, norm 0.4943, swav 0.0000 LR: 8.533e-02 Score 83.995 Data time: 0.2202, Forward time: 2.2905, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 6.2880 [2020-11-08 15:51:50,219][root][INFO] - ===> Epoch[63](1617/26): Loss 0.4646, Sem 0.5074, dir -0.5254, norm 0.4826, swav 0.0000 LR: 8.532e-02 Score 83.339 Data time: 0.1987, Forward time: 2.2903, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 5.2472 [2020-11-08 15:51:56,399][root][INFO] - ===> Epoch[63](1618/26): Loss 0.5805, Sem 0.5462, dir -0.5075, norm 0.5418, swav 0.0000 LR: 8.531e-02 Score 82.308 Data time: 0.2297, Forward time: 2.2904, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 6.0541 [2020-11-08 15:52:01,739][root][INFO] - ===> Epoch[63](1619/26): Loss 0.4126, Sem 0.4922, dir -0.5448, norm 0.4653, swav 0.0000 LR: 8.530e-02 Score 84.512 Data time: 0.2436, Forward time: 2.2906, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.2040 [2020-11-08 15:52:07,764][root][INFO] - ===> Epoch[63](1620/26): Loss 0.5162, Sem 0.5277, dir -0.5159, norm 0.5045, swav 0.0000 LR: 8.530e-02 Score 83.276 Data time: 0.1999, Forward time: 2.2903, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.8960 [2020-11-08 15:52:12,999][root][INFO] - ===> Epoch[63](1621/26): Loss 0.5362, Sem 0.5540, dir -0.5154, norm 0.4976, swav 0.0000 LR: 8.529e-02 Score 82.554 Data time: 0.2324, Forward time: 2.2904, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.1280 [2020-11-08 15:52:19,125][root][INFO] - ===> Epoch[63](1622/26): Loss 0.4211, Sem 0.4699, dir -0.5278, norm 0.4790, swav 0.0000 LR: 8.528e-02 Score 84.526 Data time: 0.3094, Forward time: 2.2909, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 6.0085 [2020-11-08 15:52:24,262][root][INFO] - ===> Epoch[63](1623/26): Loss 0.5486, Sem 0.5662, dir -0.5405, norm 0.5229, swav 0.0000 LR: 8.527e-02 Score 81.301 Data time: 0.2192, Forward time: 2.2910, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 5.0074 [2020-11-08 15:52:29,053][root][INFO] - ===> Epoch[63](1624/26): Loss 0.5203, Sem 0.5547, dir -0.5009, norm 0.4665, swav 0.0000 LR: 8.526e-02 Score 83.186 Data time: 0.1818, Forward time: 2.2908, Backward time: 3.0676, DDP time: 0.0042, Total iter time: 4.6694 [2020-11-08 15:52:34,704][root][INFO] - ===> Epoch[63](1625/26): Loss 0.4920, Sem 0.4830, dir -0.5045, norm 0.5135, swav 0.0000 LR: 8.525e-02 Score 85.205 Data time: 0.2540, Forward time: 2.2911, Backward time: 3.0673, DDP time: 0.0042, Total iter time: 5.5518 [2020-11-08 15:52:39,864][root][INFO] - ===> Epoch[63](1626/26): Loss 0.4711, Sem 0.5163, dir -0.5611, norm 0.5160, swav 0.0000 LR: 8.524e-02 Score 84.561 Data time: 0.2216, Forward time: 2.2911, Backward time: 3.0670, DDP time: 0.0042, Total iter time: 5.0228 [2020-11-08 15:52:45,499][root][INFO] - ===> Epoch[63](1627/26): Loss 0.4237, Sem 0.4735, dir -0.5112, norm 0.4614, swav 0.0000 LR: 8.523e-02 Score 84.520 Data time: 0.2694, Forward time: 2.2914, Backward time: 3.0665, DDP time: 0.0042, Total iter time: 5.4942 [2020-11-08 15:52:50,664][root][INFO] - ===> Epoch[63](1628/26): Loss 0.4960, Sem 0.5396, dir -0.5336, norm 0.4899, swav 0.0000 LR: 8.522e-02 Score 83.705 Data time: 0.1989, Forward time: 2.2913, Backward time: 3.0663, DDP time: 0.0042, Total iter time: 5.0389 [2020-11-08 15:52:55,787][root][INFO] - ===> Epoch[63](1629/26): Loss 0.4889, Sem 0.5267, dir -0.5316, norm 0.4938, swav 0.0000 LR: 8.521e-02 Score 83.892 Data time: 0.1748, Forward time: 2.2910, Backward time: 3.0662, DDP time: 0.0042, Total iter time: 5.0170 [2020-11-08 15:53:01,010][root][INFO] - ===> Epoch[63](1630/26): Loss 0.4663, Sem 0.4430, dir -0.5099, norm 0.5332, swav 0.0000 LR: 8.520e-02 Score 86.594 Data time: 0.1489, Forward time: 2.2906, Backward time: 3.0663, DDP time: 0.0042, Total iter time: 5.1248 [2020-11-08 15:53:06,434][root][INFO] - ===> Epoch[63](1631/26): Loss 0.4930, Sem 0.5426, dir -0.5304, norm 0.4808, swav 0.0000 LR: 8.519e-02 Score 81.725 Data time: 0.2048, Forward time: 2.2905, Backward time: 3.0663, DDP time: 0.0042, Total iter time: 5.3526 [2020-11-08 15:53:13,030][root][INFO] - ===> Epoch[63](1632/26): Loss 0.5115, Sem 0.5434, dir -0.5262, norm 0.4942, swav 0.0000 LR: 8.519e-02 Score 83.258 Data time: 0.3565, Forward time: 2.2911, Backward time: 3.0661, DDP time: 0.0042, Total iter time: 6.4904 [2020-11-08 15:53:20,822][root][INFO] - ===> Epoch[63](1633/26): Loss 0.5691, Sem 0.5479, dir -0.5095, norm 0.5308, swav 0.0000 LR: 8.518e-02 Score 83.403 Data time: 0.2417, Forward time: 2.2914, Backward time: 3.0670, DDP time: 0.0042, Total iter time: 7.6576 [2020-11-08 15:53:26,401][root][INFO] - ===> Epoch[63](1634/26): Loss 0.4308, Sem 0.4891, dir -0.5388, norm 0.4806, swav 0.0000 LR: 8.517e-02 Score 84.172 Data time: 0.2548, Forward time: 2.2916, Backward time: 3.0667, DDP time: 0.0042, Total iter time: 5.4540 [2020-11-08 15:53:32,031][root][INFO] - ===> Epoch[63](1635/26): Loss 0.3396, Sem 0.4013, dir -0.5230, norm 0.4613, swav 0.0000 LR: 8.516e-02 Score 86.383 Data time: 0.1938, Forward time: 2.2915, Backward time: 3.0667, DDP time: 0.0042, Total iter time: 5.5181 [2020-11-08 15:53:36,658][root][INFO] - ===> Epoch[63](1636/26): Loss 0.4803, Sem 0.5220, dir -0.5115, norm 0.4699, swav 0.0000 LR: 8.515e-02 Score 83.635 Data time: 0.1587, Forward time: 2.2912, Backward time: 3.0664, DDP time: 0.0042, Total iter time: 4.5249 [2020-11-08 15:53:42,436][root][INFO] - ===> Epoch[63](1637/26): Loss 0.4840, Sem 0.4738, dir -0.5047, norm 0.5149, swav 0.0000 LR: 8.514e-02 Score 84.642 Data time: 0.1382, Forward time: 2.2907, Backward time: 3.0669, DDP time: 0.0042, Total iter time: 5.7003 [2020-11-08 15:53:47,192][root][INFO] - ===> Epoch[63](1638/26): Loss 0.4503, Sem 0.5141, dir -0.5571, norm 0.4934, swav 0.0000 LR: 8.513e-02 Score 82.976 Data time: 0.1829, Forward time: 2.2905, Backward time: 3.0665, DDP time: 0.0042, Total iter time: 4.6888 [2020-11-08 15:53:53,496][root][INFO] - ===> Epoch[64](1639/26): Loss 0.4532, Sem 0.5322, dir -0.5385, norm 0.4595, swav 0.0000 LR: 8.512e-02 Score 82.478 Data time: 0.1400, Forward time: 2.2901, Backward time: 3.0674, DDP time: 0.0042, Total iter time: 6.2003 [2020-11-08 15:53:59,374][root][INFO] - ===> Epoch[64](1640/26): Loss 0.4423, Sem 0.4833, dir -0.4935, norm 0.4525, swav 0.0000 LR: 8.511e-02 Score 84.512 Data time: 0.2381, Forward time: 2.2900, Backward time: 3.0676, DDP time: 0.0042, Total iter time: 5.8167 [2020-11-08 15:54:03,991][root][INFO] - ===> Epoch[64](1641/26): Loss 0.4659, Sem 0.5219, dir -0.5465, norm 0.4906, swav 0.0000 LR: 8.510e-02 Score 82.492 Data time: 0.2127, Forward time: 2.2899, Backward time: 3.0670, DDP time: 0.0042, Total iter time: 4.5188 [2020-11-08 15:54:10,361][root][INFO] - ===> Epoch[64](1642/26): Loss 0.5554, Sem 0.4752, dir -0.4455, norm 0.5256, swav 0.0000 LR: 8.509e-02 Score 85.957 Data time: 0.2079, Forward time: 2.2899, Backward time: 3.0674, DDP time: 0.0042, Total iter time: 6.2750 [2020-11-08 15:54:16,575][root][INFO] - ===> Epoch[64](1643/26): Loss 0.6039, Sem 0.5478, dir -0.4783, norm 0.5344, swav 0.0000 LR: 8.509e-02 Score 83.552 Data time: 0.2155, Forward time: 2.2897, Backward time: 3.0678, DDP time: 0.0042, Total iter time: 6.0868 [2020-11-08 15:54:21,950][root][INFO] - ===> Epoch[64](1644/26): Loss 0.5124, Sem 0.5016, dir -0.5173, norm 0.5282, swav 0.0000 LR: 8.508e-02 Score 83.832 Data time: 0.2548, Forward time: 2.2900, Backward time: 3.0673, DDP time: 0.0042, Total iter time: 5.2770 [2020-11-08 15:54:27,879][root][INFO] - ===> Epoch[64](1645/26): Loss 0.4969, Sem 0.5210, dir -0.5202, norm 0.4961, swav 0.0000 LR: 8.507e-02 Score 83.539 Data time: 0.2070, Forward time: 2.2899, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.8119 [2020-11-08 15:54:35,719][root][INFO] - ===> Epoch[64](1646/26): Loss 0.5016, Sem 0.4847, dir -0.5242, norm 0.5411, swav 0.0000 LR: 8.506e-02 Score 85.187 Data time: 0.2276, Forward time: 2.2899, Backward time: 3.0687, DDP time: 0.0042, Total iter time: 7.7289 [2020-11-08 15:54:42,805][root][INFO] - ===> Epoch[64](1647/26): Loss 0.4297, Sem 0.5189, dir -0.5250, norm 0.4357, swav 0.0000 LR: 8.505e-02 Score 83.121 Data time: 0.2786, Forward time: 2.2899, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 6.9702 [2020-11-08 15:54:48,437][root][INFO] - ===> Epoch[64](1648/26): Loss 0.5716, Sem 0.5993, dir -0.5340, norm 0.5064, swav 0.0000 LR: 8.504e-02 Score 81.013 Data time: 0.3085, Forward time: 2.2903, Backward time: 3.0690, DDP time: 0.0042, Total iter time: 5.5283 [2020-11-08 15:54:54,196][root][INFO] - ===> Epoch[64](1649/26): Loss 0.5103, Sem 0.5219, dir -0.5416, norm 0.5300, swav 0.0000 LR: 8.503e-02 Score 83.119 Data time: 0.1940, Forward time: 2.2901, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 5.6260 [2020-11-08 15:54:59,922][root][INFO] - ===> Epoch[64](1650/26): Loss 0.5077, Sem 0.4545, dir -0.4776, norm 0.5308, swav 0.0000 LR: 8.502e-02 Score 86.065 Data time: 0.2539, Forward time: 2.2903, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.6350 [2020-11-08 15:55:05,764][root][INFO] - ===> Epoch[64](1651/26): Loss 0.5682, Sem 0.5764, dir -0.5260, norm 0.5179, swav 0.0000 LR: 8.501e-02 Score 81.721 Data time: 0.2049, Forward time: 2.2903, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.6996 [2020-11-08 15:55:10,375][root][INFO] - ===> Epoch[64](1652/26): Loss 0.4003, Sem 0.4700, dir -0.5158, norm 0.4461, swav 0.0000 LR: 8.500e-02 Score 84.733 Data time: 0.1699, Forward time: 2.2900, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 4.5076 [2020-11-08 15:55:16,882][root][INFO] - ===> Epoch[64](1653/26): Loss 0.5073, Sem 0.5810, dir -0.5350, norm 0.4613, swav 0.0000 LR: 8.499e-02 Score 82.009 Data time: 0.1540, Forward time: 2.2896, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 6.4178 [2020-11-08 15:55:22,317][root][INFO] - ===> Epoch[64](1654/26): Loss 0.4777, Sem 0.5431, dir -0.5291, norm 0.4637, swav 0.0000 LR: 8.498e-02 Score 82.245 Data time: 0.1518, Forward time: 2.2892, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 5.3584 [2020-11-08 15:55:27,673][root][INFO] - ===> Epoch[64](1655/26): Loss 0.3868, Sem 0.4735, dir -0.5454, norm 0.4587, swav 0.0000 LR: 8.498e-02 Score 84.065 Data time: 0.1792, Forward time: 2.2889, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 5.2712 [2020-11-08 15:55:34,267][root][INFO] - ===> Epoch[64](1656/26): Loss 0.3976, Sem 0.4181, dir -0.5261, norm 0.5056, swav 0.0000 LR: 8.497e-02 Score 86.274 Data time: 0.2745, Forward time: 2.2892, Backward time: 3.0699, DDP time: 0.0042, Total iter time: 6.5050 [2020-11-08 15:55:39,894][root][INFO] - ===> Epoch[64](1657/26): Loss 0.5500, Sem 0.5725, dir -0.5329, norm 0.5104, swav 0.0000 LR: 8.496e-02 Score 81.469 Data time: 0.1849, Forward time: 2.2890, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 5.5089 [2020-11-08 15:55:45,858][root][INFO] - ===> Epoch[64](1658/26): Loss 0.4525, Sem 0.5254, dir -0.5297, norm 0.4568, swav 0.0000 LR: 8.495e-02 Score 83.458 Data time: 0.2477, Forward time: 2.2891, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 5.8872 [2020-11-08 15:55:52,117][root][INFO] - ===> Epoch[64](1659/26): Loss 0.4566, Sem 0.5403, dir -0.5775, norm 0.4938, swav 0.0000 LR: 8.494e-02 Score 83.183 Data time: 0.2300, Forward time: 2.2891, Backward time: 3.0703, DDP time: 0.0042, Total iter time: 6.1410 [2020-11-08 15:55:58,611][root][INFO] - ===> Epoch[64](1660/26): Loss 0.4515, Sem 0.5181, dir -0.5036, norm 0.4371, swav 0.0000 LR: 8.493e-02 Score 84.201 Data time: 0.1296, Forward time: 2.2886, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 6.3734 [2020-11-08 15:56:03,639][root][INFO] - ===> Epoch[64](1661/26): Loss 0.4827, Sem 0.5364, dir -0.5192, norm 0.4656, swav 0.0000 LR: 8.492e-02 Score 84.124 Data time: 0.1974, Forward time: 2.2884, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 4.9633 [2020-11-08 15:56:09,236][root][INFO] - ===> Epoch[64](1662/26): Loss 0.5076, Sem 0.5359, dir -0.5398, norm 0.5115, swav 0.0000 LR: 8.491e-02 Score 82.415 Data time: 0.2602, Forward time: 2.2886, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.4940 [2020-11-08 15:56:14,943][root][INFO] - ===> Epoch[64](1663/26): Loss 0.5602, Sem 0.5754, dir -0.5262, norm 0.5109, swav 0.0000 LR: 8.490e-02 Score 82.005 Data time: 0.2159, Forward time: 2.2886, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.5897 [2020-11-08 15:56:19,621][root][INFO] - ===> Epoch[64](1664/26): Loss 0.5366, Sem 0.5266, dir -0.4833, norm 0.4932, swav 0.0000 LR: 8.489e-02 Score 83.075 Data time: 0.1936, Forward time: 2.2885, Backward time: 3.0704, DDP time: 0.0042, Total iter time: 4.5685 [2020-11-08 15:56:24,497][root][INFO] - ===> Epoch[65](1665/26): Loss 0.4505, Sem 0.4587, dir -0.5244, norm 0.5162, swav 0.0000 LR: 8.488e-02 Score 85.996 Data time: 0.2090, Forward time: 2.2885, Backward time: 3.0699, DDP time: 0.0042, Total iter time: 4.7670 [2020-11-08 15:56:31,092][root][INFO] - ===> Epoch[65](1666/26): Loss 0.4276, Sem 0.4627, dir -0.4980, norm 0.4629, swav 0.0000 LR: 8.487e-02 Score 85.086 Data time: 0.1955, Forward time: 2.2883, Backward time: 3.0705, DDP time: 0.0042, Total iter time: 6.4858 [2020-11-08 15:56:36,335][root][INFO] - ===> Epoch[65](1667/26): Loss 0.3369, Sem 0.4357, dir -0.5667, norm 0.4679, swav 0.0000 LR: 8.487e-02 Score 85.310 Data time: 0.1812, Forward time: 2.2880, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 5.1475 [2020-11-08 15:56:41,723][root][INFO] - ===> Epoch[65](1668/26): Loss 0.4634, Sem 0.4402, dir -0.4808, norm 0.5040, swav 0.0000 LR: 8.486e-02 Score 86.359 Data time: 0.2616, Forward time: 2.2883, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 5.2873 [2020-11-08 15:56:46,811][root][INFO] - ===> Epoch[65](1669/26): Loss 0.3656, Sem 0.4201, dir -0.5513, norm 0.4968, swav 0.0000 LR: 8.485e-02 Score 86.162 Data time: 0.2227, Forward time: 2.2883, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 4.9511 [2020-11-08 15:56:53,232][root][INFO] - ===> Epoch[65](1670/26): Loss 0.3707, Sem 0.4410, dir -0.5368, norm 0.4664, swav 0.0000 LR: 8.484e-02 Score 86.541 Data time: 0.2030, Forward time: 2.2882, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 6.2976 [2020-11-08 15:56:57,776][root][INFO] - ===> Epoch[65](1671/26): Loss 0.4524, Sem 0.5119, dir -0.5341, norm 0.4746, swav 0.0000 LR: 8.483e-02 Score 84.707 Data time: 0.2241, Forward time: 2.2882, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 4.4295 [2020-11-08 15:57:02,986][root][INFO] - ===> Epoch[65](1672/26): Loss 0.4309, Sem 0.4997, dir -0.5387, norm 0.4700, swav 0.0000 LR: 8.482e-02 Score 83.406 Data time: 0.2499, Forward time: 2.2882, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 5.0961 [2020-11-08 15:57:08,240][root][INFO] - ===> Epoch[65](1673/26): Loss 0.4210, Sem 0.5076, dir -0.5655, norm 0.4790, swav 0.0000 LR: 8.481e-02 Score 84.240 Data time: 0.2454, Forward time: 2.2885, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.1371 [2020-11-08 15:57:15,129][root][INFO] - ===> Epoch[65](1674/26): Loss 0.5079, Sem 0.5654, dir -0.5425, norm 0.4850, swav 0.0000 LR: 8.480e-02 Score 81.378 Data time: 0.1982, Forward time: 2.2884, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 6.7658 [2020-11-08 15:57:20,830][root][INFO] - ===> Epoch[65](1675/26): Loss 0.5314, Sem 0.5204, dir -0.5257, norm 0.5367, swav 0.0000 LR: 8.479e-02 Score 82.932 Data time: 0.2163, Forward time: 2.2883, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.5999 [2020-11-08 15:57:25,841][root][INFO] - ===> Epoch[65](1676/26): Loss 0.6270, Sem 0.5722, dir -0.4900, norm 0.5448, swav 0.0000 LR: 8.478e-02 Score 82.331 Data time: 0.2583, Forward time: 2.2884, Backward time: 3.0687, DDP time: 0.0042, Total iter time: 4.8940 [2020-11-08 15:57:31,376][root][INFO] - ===> Epoch[65](1677/26): Loss 0.5560, Sem 0.5795, dir -0.5475, norm 0.5240, swav 0.0000 LR: 8.477e-02 Score 82.381 Data time: 0.2161, Forward time: 2.2885, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.4142 [2020-11-08 15:57:36,444][root][INFO] - ===> Epoch[65](1678/26): Loss 0.4209, Sem 0.5009, dir -0.5166, norm 0.4366, swav 0.0000 LR: 8.476e-02 Score 84.513 Data time: 0.1701, Forward time: 2.2882, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 4.9432 [2020-11-08 15:57:44,055][root][INFO] - ===> Epoch[65](1679/26): Loss 0.6092, Sem 0.5302, dir -0.4411, norm 0.5202, swav 0.0000 LR: 8.476e-02 Score 83.118 Data time: 0.1613, Forward time: 2.2879, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 7.5309 [2020-11-08 15:57:49,195][root][INFO] - ===> Epoch[65](1680/26): Loss 0.4912, Sem 0.4953, dir -0.4917, norm 0.4876, swav 0.0000 LR: 8.475e-02 Score 83.673 Data time: 0.2438, Forward time: 2.2880, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 5.0367 [2020-11-08 15:57:55,232][root][INFO] - ===> Epoch[65](1681/26): Loss 0.5728, Sem 0.5282, dir -0.4648, norm 0.5094, swav 0.0000 LR: 8.474e-02 Score 84.073 Data time: 0.2099, Forward time: 2.2880, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 5.9074 [2020-11-08 15:58:01,367][root][INFO] - ===> Epoch[65](1682/26): Loss 0.4826, Sem 0.5096, dir -0.5495, norm 0.5226, swav 0.0000 LR: 8.473e-02 Score 83.634 Data time: 0.1862, Forward time: 2.2877, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 6.0221 [2020-11-08 15:58:06,551][root][INFO] - ===> Epoch[65](1683/26): Loss 0.3426, Sem 0.4292, dir -0.5252, norm 0.4386, swav 0.0000 LR: 8.472e-02 Score 86.879 Data time: 0.1885, Forward time: 2.2874, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 5.0881 [2020-11-08 15:58:12,093][root][INFO] - ===> Epoch[65](1684/26): Loss 0.5078, Sem 0.5488, dir -0.4991, norm 0.4581, swav 0.0000 LR: 8.471e-02 Score 82.444 Data time: 0.2831, Forward time: 2.2878, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 5.4450 [2020-11-08 15:58:17,488][root][INFO] - ===> Epoch[65](1685/26): Loss 0.5096, Sem 0.5592, dir -0.5479, norm 0.4983, swav 0.0000 LR: 8.470e-02 Score 82.351 Data time: 0.2211, Forward time: 2.2877, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.2786 [2020-11-08 15:58:23,316][root][INFO] - ===> Epoch[65](1686/26): Loss 0.4372, Sem 0.4917, dir -0.5450, norm 0.4904, swav 0.0000 LR: 8.469e-02 Score 83.590 Data time: 0.2883, Forward time: 2.2882, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.7181 [2020-11-08 15:58:29,127][root][INFO] - ===> Epoch[65](1687/26): Loss 0.5154, Sem 0.5292, dir -0.5586, norm 0.5448, swav 0.0000 LR: 8.468e-02 Score 83.599 Data time: 0.1997, Forward time: 2.2881, Backward time: 3.0690, DDP time: 0.0042, Total iter time: 5.6809 [2020-11-08 15:58:34,651][root][INFO] - ===> Epoch[65](1688/26): Loss 0.4198, Sem 0.5100, dir -0.5510, norm 0.4609, swav 0.0000 LR: 8.467e-02 Score 84.500 Data time: 0.1625, Forward time: 2.2878, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 5.4268 [2020-11-08 15:58:39,807][root][INFO] - ===> Epoch[65](1689/26): Loss 0.6946, Sem 0.6665, dir -0.5267, norm 0.5548, swav 0.0000 LR: 8.466e-02 Score 79.612 Data time: 0.2055, Forward time: 2.2877, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.0622 [2020-11-08 15:58:45,486][root][INFO] - ===> Epoch[65](1690/26): Loss 0.5193, Sem 0.5771, dir -0.5389, norm 0.4812, swav 0.0000 LR: 8.465e-02 Score 81.811 Data time: 0.2262, Forward time: 2.2877, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.5533 [2020-11-08 15:58:50,687][root][INFO] - ===> Epoch[66](1691/26): Loss 0.4399, Sem 0.5138, dir -0.5495, norm 0.4756, swav 0.0000 LR: 8.465e-02 Score 83.288 Data time: 0.2593, Forward time: 2.2879, Backward time: 3.0683, DDP time: 0.0042, Total iter time: 5.0656 [2020-11-08 15:58:56,172][root][INFO] - ===> Epoch[66](1692/26): Loss 0.4503, Sem 0.4883, dir -0.5349, norm 0.4969, swav 0.0000 LR: 8.464e-02 Score 83.783 Data time: 0.2497, Forward time: 2.2880, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 5.3591 [2020-11-08 15:59:02,547][root][INFO] - ===> Epoch[66](1693/26): Loss 0.5170, Sem 0.5781, dir -0.5517, norm 0.4906, swav 0.0000 LR: 8.463e-02 Score 81.770 Data time: 0.3471, Forward time: 2.2886, Backward time: 3.0678, DDP time: 0.0042, Total iter time: 6.2606 [2020-11-08 15:59:07,769][root][INFO] - ===> Epoch[66](1694/26): Loss 0.5170, Sem 0.5085, dir -0.4869, norm 0.4954, swav 0.0000 LR: 8.462e-02 Score 84.053 Data time: 0.2203, Forward time: 2.2885, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.0921 [2020-11-08 15:59:13,535][root][INFO] - ===> Epoch[66](1695/26): Loss 0.5985, Sem 0.5547, dir -0.5072, norm 0.5509, swav 0.0000 LR: 8.461e-02 Score 82.020 Data time: 0.2651, Forward time: 2.2888, Backward time: 3.0672, DDP time: 0.0042, Total iter time: 5.6482 [2020-11-08 15:59:19,984][root][INFO] - ===> Epoch[66](1696/26): Loss 0.4678, Sem 0.5249, dir -0.5116, norm 0.4546, swav 0.0000 LR: 8.460e-02 Score 83.145 Data time: 0.1651, Forward time: 2.2886, Backward time: 3.0678, DDP time: 0.0042, Total iter time: 6.3176 [2020-11-08 15:59:25,532][root][INFO] - ===> Epoch[66](1697/26): Loss 0.4649, Sem 0.5510, dir -0.5322, norm 0.4461, swav 0.0000 LR: 8.459e-02 Score 81.398 Data time: 0.1972, Forward time: 2.2885, Backward time: 3.0679, DDP time: 0.0042, Total iter time: 5.4743 [2020-11-08 15:59:31,859][root][INFO] - ===> Epoch[66](1698/26): Loss 0.3985, Sem 0.4573, dir -0.5443, norm 0.4855, swav 0.0000 LR: 8.458e-02 Score 85.083 Data time: 0.3061, Forward time: 2.2890, Backward time: 3.0677, DDP time: 0.0042, Total iter time: 6.2085 [2020-11-08 15:59:38,044][root][INFO] - ===> Epoch[66](1699/26): Loss 0.4411, Sem 0.5181, dir -0.5359, norm 0.4589, swav 0.0000 LR: 8.457e-02 Score 83.957 Data time: 0.1515, Forward time: 2.2887, Backward time: 3.0682, DDP time: 0.0042, Total iter time: 6.0479 [2020-11-08 15:59:42,734][root][INFO] - ===> Epoch[66](1700/26): Loss 0.4179, Sem 0.4271, dir -0.4711, norm 0.4619, swav 0.0000 LR: 8.456e-02 Score 86.371 Data time: 0.1559, Forward time: 2.2883, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 4.5857 [2020-11-08 15:59:47,582][root][INFO] - ===> Epoch[66](1701/26): Loss 0.3785, Sem 0.4825, dir -0.5644, norm 0.4603, swav 0.0000 LR: 8.455e-02 Score 85.658 Data time: 0.2411, Forward time: 2.2884, Backward time: 3.0673, DDP time: 0.0042, Total iter time: 4.7639 [2020-11-08 15:59:53,388][root][INFO] - ===> Epoch[66](1702/26): Loss 0.4215, Sem 0.5009, dir -0.5163, norm 0.4369, swav 0.0000 LR: 8.454e-02 Score 84.518 Data time: 0.2154, Forward time: 2.2883, Backward time: 3.0674, DDP time: 0.0042, Total iter time: 5.6830 [2020-11-08 15:59:58,885][root][INFO] - ===> Epoch[66](1703/26): Loss 0.4155, Sem 0.5287, dir -0.5829, norm 0.4696, swav 0.0000 LR: 8.454e-02 Score 81.898 Data time: 0.1856, Forward time: 2.2880, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.3902 [2020-11-08 16:00:05,865][root][INFO] - ===> Epoch[66](1704/26): Loss 0.5125, Sem 0.5584, dir -0.5287, norm 0.4828, swav 0.0000 LR: 8.453e-02 Score 82.470 Data time: 0.3235, Forward time: 2.2888, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 6.8789 [2020-11-08 16:00:11,048][root][INFO] - ===> Epoch[66](1705/26): Loss 0.4260, Sem 0.4965, dir -0.5694, norm 0.4988, swav 0.0000 LR: 8.452e-02 Score 85.694 Data time: 0.2488, Forward time: 2.2889, Backward time: 3.0670, DDP time: 0.0042, Total iter time: 5.0362 [2020-11-08 16:00:16,357][root][INFO] - ===> Epoch[66](1706/26): Loss 0.3428, Sem 0.4405, dir -0.5321, norm 0.4345, swav 0.0000 LR: 8.451e-02 Score 86.160 Data time: 0.2892, Forward time: 2.2892, Backward time: 3.0665, DDP time: 0.0042, Total iter time: 5.2100 [2020-11-08 16:00:21,682][root][INFO] - ===> Epoch[66](1707/26): Loss 0.4349, Sem 0.4686, dir -0.5274, norm 0.4937, swav 0.0000 LR: 8.450e-02 Score 84.359 Data time: 0.1871, Forward time: 2.2890, Backward time: 3.0664, DDP time: 0.0042, Total iter time: 5.2173 [2020-11-08 16:00:27,621][root][INFO] - ===> Epoch[66](1708/26): Loss 0.4869, Sem 0.4994, dir -0.4889, norm 0.4765, swav 0.0000 LR: 8.449e-02 Score 84.251 Data time: 0.2134, Forward time: 2.2890, Backward time: 3.0665, DDP time: 0.0042, Total iter time: 5.8845 [2020-11-08 16:00:34,742][root][INFO] - ===> Epoch[66](1709/26): Loss 0.5147, Sem 0.5715, dir -0.5079, norm 0.4511, swav 0.0000 LR: 8.448e-02 Score 82.349 Data time: 0.1663, Forward time: 2.2888, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 7.0264 [2020-11-08 16:00:42,074][root][INFO] - ===> Epoch[66](1710/26): Loss 0.5147, Sem 0.5029, dir -0.5087, norm 0.5206, swav 0.0000 LR: 8.447e-02 Score 85.257 Data time: 0.2157, Forward time: 2.2886, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 7.2472 [2020-11-08 16:00:47,738][root][INFO] - ===> Epoch[66](1711/26): Loss 0.5090, Sem 0.5304, dir -0.5186, norm 0.4972, swav 0.0000 LR: 8.446e-02 Score 84.016 Data time: 0.2177, Forward time: 2.2887, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.5600 [2020-11-08 16:00:54,193][root][INFO] - ===> Epoch[66](1712/26): Loss 0.4918, Sem 0.5325, dir -0.5108, norm 0.4700, swav 0.0000 LR: 8.445e-02 Score 83.607 Data time: 0.1742, Forward time: 2.2884, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 6.3220 [2020-11-08 16:01:00,874][root][INFO] - ===> Epoch[66](1713/26): Loss 0.4686, Sem 0.4923, dir -0.5175, norm 0.4939, swav 0.0000 LR: 8.444e-02 Score 83.617 Data time: 0.2446, Forward time: 2.2886, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 6.5879 [2020-11-08 16:01:06,036][root][INFO] - ===> Epoch[66](1714/26): Loss 0.3744, Sem 0.4684, dir -0.5278, norm 0.4339, swav 0.0000 LR: 8.443e-02 Score 85.570 Data time: 0.1731, Forward time: 2.2884, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 5.0374 [2020-11-08 16:01:10,756][root][INFO] - ===> Epoch[66](1715/26): Loss 0.3416, Sem 0.4503, dir -0.5567, norm 0.4480, swav 0.0000 LR: 8.443e-02 Score 85.690 Data time: 0.2025, Forward time: 2.2883, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 4.6425 [2020-11-08 16:01:15,606][root][INFO] - ===> Epoch[66](1716/26): Loss 0.4086, Sem 0.5202, dir -0.5555, norm 0.4439, swav 0.0000 LR: 8.442e-02 Score 83.077 Data time: 0.2721, Forward time: 2.2884, Backward time: 3.0682, DDP time: 0.0042, Total iter time: 4.7321 [2020-11-08 16:01:21,799][root][INFO] - ===> Epoch[67](1717/26): Loss 0.4833, Sem 0.4576, dir -0.4812, norm 0.5068, swav 0.0000 LR: 8.441e-02 Score 85.138 Data time: 0.2053, Forward time: 2.2884, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 6.0742 [2020-11-08 16:01:27,300][root][INFO] - ===> Epoch[67](1718/26): Loss 0.4900, Sem 0.5099, dir -0.5009, norm 0.4809, swav 0.0000 LR: 8.440e-02 Score 84.276 Data time: 0.2655, Forward time: 2.2886, Backward time: 3.0681, DDP time: 0.0042, Total iter time: 5.3857 [2020-11-08 16:01:32,166][root][INFO] - ===> Epoch[67](1719/26): Loss 0.4262, Sem 0.5077, dir -0.5615, norm 0.4800, swav 0.0000 LR: 8.439e-02 Score 84.121 Data time: 0.2142, Forward time: 2.2886, Backward time: 3.0676, DDP time: 0.0042, Total iter time: 4.7465 [2020-11-08 16:01:38,113][root][INFO] - ===> Epoch[67](1720/26): Loss 0.6842, Sem 0.6662, dir -0.5418, norm 0.5599, swav 0.0000 LR: 8.438e-02 Score 80.569 Data time: 0.2042, Forward time: 2.2885, Backward time: 3.0678, DDP time: 0.0042, Total iter time: 5.8292 [2020-11-08 16:01:44,209][root][INFO] - ===> Epoch[67](1721/26): Loss 0.5855, Sem 0.5630, dir -0.5165, norm 0.5389, swav 0.0000 LR: 8.437e-02 Score 82.534 Data time: 0.1704, Forward time: 2.2882, Backward time: 3.0683, DDP time: 0.0042, Total iter time: 5.9769 [2020-11-08 16:01:50,239][root][INFO] - ===> Epoch[67](1722/26): Loss 0.4794, Sem 0.4865, dir -0.4654, norm 0.4584, swav 0.0000 LR: 8.436e-02 Score 85.226 Data time: 0.1843, Forward time: 2.2879, Backward time: 3.0688, DDP time: 0.0042, Total iter time: 5.9385 [2020-11-08 16:01:56,225][root][INFO] - ===> Epoch[67](1723/26): Loss 0.5472, Sem 0.5688, dir -0.4959, norm 0.4742, swav 0.0000 LR: 8.435e-02 Score 82.506 Data time: 0.2882, Forward time: 2.2883, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.8858 [2020-11-08 16:02:00,933][root][INFO] - ===> Epoch[67](1724/26): Loss 0.5052, Sem 0.5631, dir -0.5365, norm 0.4786, swav 0.0000 LR: 8.434e-02 Score 81.773 Data time: 0.2206, Forward time: 2.2883, Backward time: 3.0678, DDP time: 0.0042, Total iter time: 4.5603 [2020-11-08 16:02:07,482][root][INFO] - ===> Epoch[67](1725/26): Loss 0.5001, Sem 0.4646, dir -0.4628, norm 0.4982, swav 0.0000 LR: 8.433e-02 Score 85.083 Data time: 0.2208, Forward time: 2.2881, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 6.4380 [2020-11-08 16:02:14,509][root][INFO] - ===> Epoch[67](1726/26): Loss 0.5345, Sem 0.5387, dir -0.5472, norm 0.5430, swav 0.0000 LR: 8.432e-02 Score 83.251 Data time: 0.1971, Forward time: 2.2877, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 6.9284 [2020-11-08 16:02:20,169][root][INFO] - ===> Epoch[67](1727/26): Loss 0.4313, Sem 0.5131, dir -0.5586, norm 0.4768, swav 0.0000 LR: 8.432e-02 Score 83.319 Data time: 0.2776, Forward time: 2.2880, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 5.5444 [2020-11-08 16:02:26,834][root][INFO] - ===> Epoch[67](1728/26): Loss 0.4757, Sem 0.5439, dir -0.5316, norm 0.4634, swav 0.0000 LR: 8.431e-02 Score 83.287 Data time: 0.3052, Forward time: 2.2886, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 6.5558 [2020-11-08 16:02:32,903][root][INFO] - ===> Epoch[67](1729/26): Loss 0.5418, Sem 0.5654, dir -0.5398, norm 0.5162, swav 0.0000 LR: 8.430e-02 Score 82.690 Data time: 0.1601, Forward time: 2.2885, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 5.9365 [2020-11-08 16:02:38,938][root][INFO] - ===> Epoch[67](1730/26): Loss 0.4210, Sem 0.4281, dir -0.4922, norm 0.4851, swav 0.0000 LR: 8.429e-02 Score 87.176 Data time: 0.1865, Forward time: 2.2883, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.9151 [2020-11-08 16:02:45,067][root][INFO] - ===> Epoch[67](1731/26): Loss 0.3783, Sem 0.4755, dir -0.5629, norm 0.4657, swav 0.0000 LR: 8.428e-02 Score 85.599 Data time: 0.2280, Forward time: 2.2883, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 6.0129 [2020-11-08 16:02:50,334][root][INFO] - ===> Epoch[67](1732/26): Loss 0.5246, Sem 0.5634, dir -0.4993, norm 0.4605, swav 0.0000 LR: 8.427e-02 Score 82.183 Data time: 0.2363, Forward time: 2.2883, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 5.1492 [2020-11-08 16:02:55,273][root][INFO] - ===> Epoch[67](1733/26): Loss 0.4421, Sem 0.5241, dir -0.5360, norm 0.4540, swav 0.0000 LR: 8.426e-02 Score 83.723 Data time: 0.2352, Forward time: 2.2884, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 4.8175 [2020-11-08 16:03:00,664][root][INFO] - ===> Epoch[67](1734/26): Loss 0.4604, Sem 0.4862, dir -0.5077, norm 0.4819, swav 0.0000 LR: 8.425e-02 Score 84.369 Data time: 0.2386, Forward time: 2.2885, Backward time: 3.0688, DDP time: 0.0042, Total iter time: 5.2658 [2020-11-08 16:03:06,281][root][INFO] - ===> Epoch[67](1735/26): Loss 0.5281, Sem 0.5295, dir -0.5071, norm 0.5058, swav 0.0000 LR: 8.424e-02 Score 83.293 Data time: 0.2207, Forward time: 2.2886, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 5.5056 [2020-11-08 16:03:12,888][root][INFO] - ===> Epoch[67](1736/26): Loss 0.5102, Sem 0.5298, dir -0.5481, norm 0.5284, swav 0.0000 LR: 8.423e-02 Score 83.720 Data time: 0.1256, Forward time: 2.2882, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 6.4733 [2020-11-08 16:03:18,299][root][INFO] - ===> Epoch[67](1737/26): Loss 0.4649, Sem 0.4765, dir -0.4860, norm 0.4744, swav 0.0000 LR: 8.422e-02 Score 84.194 Data time: 0.2302, Forward time: 2.2881, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 5.3286 [2020-11-08 16:03:24,070][root][INFO] - ===> Epoch[67](1738/26): Loss 0.3870, Sem 0.4761, dir -0.5451, norm 0.4560, swav 0.0000 LR: 8.421e-02 Score 84.235 Data time: 0.1877, Forward time: 2.2879, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 5.6615 [2020-11-08 16:03:29,696][root][INFO] - ===> Epoch[67](1739/26): Loss 0.6468, Sem 0.5966, dir -0.5007, norm 0.5509, swav 0.0000 LR: 8.420e-02 Score 81.453 Data time: 0.2074, Forward time: 2.2880, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 5.5207 [2020-11-08 16:03:35,297][root][INFO] - ===> Epoch[67](1740/26): Loss 0.5373, Sem 0.5669, dir -0.5001, norm 0.4705, swav 0.0000 LR: 8.420e-02 Score 81.101 Data time: 0.2482, Forward time: 2.2880, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 5.4610 [2020-11-08 16:03:40,243][root][INFO] - ===> Epoch[67](1741/26): Loss 0.5795, Sem 0.4843, dir -0.4796, norm 0.5748, swav 0.0000 LR: 8.419e-02 Score 84.039 Data time: 0.2502, Forward time: 2.2880, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 4.7980 [2020-11-08 16:03:45,832][root][INFO] - ===> Epoch[67](1742/26): Loss 0.6422, Sem 0.5318, dir -0.5331, norm 0.6435, swav 0.0000 LR: 8.418e-02 Score 83.826 Data time: 0.2615, Forward time: 2.2883, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.4664 [2020-11-08 16:03:51,580][root][INFO] - ===> Epoch[68](1743/26): Loss 0.3798, Sem 0.4751, dir -0.5265, norm 0.4312, swav 0.0000 LR: 8.417e-02 Score 85.780 Data time: 0.1641, Forward time: 2.2881, Backward time: 3.0688, DDP time: 0.0042, Total iter time: 5.6263 [2020-11-08 16:03:58,041][root][INFO] - ===> Epoch[68](1744/26): Loss 0.4492, Sem 0.5161, dir -0.5259, norm 0.4591, swav 0.0000 LR: 8.416e-02 Score 84.043 Data time: 0.2324, Forward time: 2.2881, Backward time: 3.0692, DDP time: 0.0042, Total iter time: 6.3718 [2020-11-08 16:04:03,944][root][INFO] - ===> Epoch[68](1745/26): Loss 0.3762, Sem 0.4723, dir -0.5207, norm 0.4246, swav 0.0000 LR: 8.415e-02 Score 84.785 Data time: 0.2816, Forward time: 2.2884, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 5.7954 [2020-11-08 16:04:09,326][root][INFO] - ===> Epoch[68](1746/26): Loss 0.5411, Sem 0.6069, dir -0.5705, norm 0.5047, swav 0.0000 LR: 8.414e-02 Score 82.062 Data time: 0.2019, Forward time: 2.2884, Backward time: 3.0687, DDP time: 0.0042, Total iter time: 5.2627 [2020-11-08 16:04:14,056][root][INFO] - ===> Epoch[68](1747/26): Loss 0.3295, Sem 0.4032, dir -0.4893, norm 0.4156, swav 0.0000 LR: 8.413e-02 Score 87.346 Data time: 0.1639, Forward time: 2.2881, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 4.6218 [2020-11-08 16:04:20,359][root][INFO] - ===> Epoch[68](1748/26): Loss 0.3493, Sem 0.4470, dir -0.5564, norm 0.4587, swav 0.0000 LR: 8.412e-02 Score 85.430 Data time: 0.2075, Forward time: 2.2880, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 6.2102 [2020-11-08 16:04:25,480][root][INFO] - ===> Epoch[68](1749/26): Loss 0.5179, Sem 0.5510, dir -0.5225, norm 0.4893, swav 0.0000 LR: 8.411e-02 Score 82.829 Data time: 0.2438, Forward time: 2.2881, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 5.0251 [2020-11-08 16:04:30,560][root][INFO] - ===> Epoch[68](1750/26): Loss 0.3549, Sem 0.4287, dir -0.5030, norm 0.4291, swav 0.0000 LR: 8.410e-02 Score 85.991 Data time: 0.2111, Forward time: 2.2882, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 4.9602 [2020-11-08 16:04:36,761][root][INFO] - ===> Epoch[68](1751/26): Loss 0.4551, Sem 0.4638, dir -0.5066, norm 0.4979, swav 0.0000 LR: 8.409e-02 Score 85.278 Data time: 0.2031, Forward time: 2.2880, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 6.0614 [2020-11-08 16:04:41,699][root][INFO] - ===> Epoch[68](1752/26): Loss 0.4428, Sem 0.4786, dir -0.5291, norm 0.4933, swav 0.0000 LR: 8.409e-02 Score 84.411 Data time: 0.1573, Forward time: 2.2876, Backward time: 3.0683, DDP time: 0.0042, Total iter time: 4.8444 [2020-11-08 16:04:46,558][root][INFO] - ===> Epoch[68](1753/26): Loss 0.4655, Sem 0.4810, dir -0.5061, norm 0.4906, swav 0.0000 LR: 8.408e-02 Score 85.942 Data time: 0.1542, Forward time: 2.2872, Backward time: 3.0682, DDP time: 0.0042, Total iter time: 4.7759 [2020-11-08 16:04:52,153][root][INFO] - ===> Epoch[68](1754/26): Loss 0.5163, Sem 0.5074, dir -0.4917, norm 0.5005, swav 0.0000 LR: 8.407e-02 Score 83.697 Data time: 0.2596, Forward time: 2.2874, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 5.5068 [2020-11-08 16:04:59,078][root][INFO] - ===> Epoch[68](1755/26): Loss 0.4798, Sem 0.5288, dir -0.5070, norm 0.4580, swav 0.0000 LR: 8.406e-02 Score 82.103 Data time: 0.2978, Forward time: 2.2878, Backward time: 3.0682, DDP time: 0.0042, Total iter time: 6.8085 [2020-11-08 16:05:04,650][root][INFO] - ===> Epoch[68](1756/26): Loss 0.4355, Sem 0.4624, dir -0.4949, norm 0.4680, swav 0.0000 LR: 8.405e-02 Score 85.635 Data time: 0.1539, Forward time: 2.2876, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 5.4387 [2020-11-08 16:05:11,015][root][INFO] - ===> Epoch[68](1757/26): Loss 0.4505, Sem 0.5218, dir -0.5314, norm 0.4601, swav 0.0000 LR: 8.404e-02 Score 84.813 Data time: 0.1790, Forward time: 2.2873, Backward time: 3.0689, DDP time: 0.0042, Total iter time: 6.2776 [2020-11-08 16:05:15,851][root][INFO] - ===> Epoch[68](1758/26): Loss 0.4295, Sem 0.5007, dir -0.5404, norm 0.4692, swav 0.0000 LR: 8.403e-02 Score 84.824 Data time: 0.2027, Forward time: 2.2873, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 4.7331 [2020-11-08 16:05:21,867][root][INFO] - ===> Epoch[68](1759/26): Loss 0.4441, Sem 0.5428, dir -0.5450, norm 0.4463, swav 0.0000 LR: 8.402e-02 Score 83.852 Data time: 0.2281, Forward time: 2.2873, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 5.8840 [2020-11-08 16:05:27,382][root][INFO] - ===> Epoch[68](1760/26): Loss 0.4094, Sem 0.4320, dir -0.4896, norm 0.4671, swav 0.0000 LR: 8.401e-02 Score 86.195 Data time: 0.2105, Forward time: 2.2872, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.4248 [2020-11-08 16:05:33,235][root][INFO] - ===> Epoch[68](1761/26): Loss 0.4831, Sem 0.5164, dir -0.5210, norm 0.4876, swav 0.0000 LR: 8.400e-02 Score 83.993 Data time: 0.2392, Forward time: 2.2874, Backward time: 3.0683, DDP time: 0.0042, Total iter time: 5.7313 [2020-11-08 16:05:39,166][root][INFO] - ===> Epoch[68](1762/26): Loss 0.3474, Sem 0.4543, dir -0.5741, norm 0.4672, swav 0.0000 LR: 8.399e-02 Score 85.965 Data time: 0.1801, Forward time: 2.2871, Backward time: 3.0687, DDP time: 0.0042, Total iter time: 5.8052 [2020-11-08 16:05:44,152][root][INFO] - ===> Epoch[68](1763/26): Loss 0.4300, Sem 0.4893, dir -0.5416, norm 0.4822, swav 0.0000 LR: 8.398e-02 Score 84.019 Data time: 0.2433, Forward time: 2.2873, Backward time: 3.0681, DDP time: 0.0042, Total iter time: 4.9033 [2020-11-08 16:05:52,049][root][INFO] - ===> Epoch[68](1764/26): Loss 0.3500, Sem 0.4548, dir -0.5555, norm 0.4506, swav 0.0000 LR: 8.398e-02 Score 86.091 Data time: 0.2188, Forward time: 2.2874, Backward time: 3.0691, DDP time: 0.0042, Total iter time: 7.7871 [2020-11-08 16:05:57,648][root][INFO] - ===> Epoch[68](1765/26): Loss 0.3850, Sem 0.4214, dir -0.5054, norm 0.4689, swav 0.0000 LR: 8.397e-02 Score 85.292 Data time: 0.2932, Forward time: 2.2878, Backward time: 3.0687, DDP time: 0.0042, Total iter time: 5.4864 [2020-11-08 16:06:03,248][root][INFO] - ===> Epoch[68](1766/26): Loss 0.4140, Sem 0.4560, dir -0.5054, norm 0.4635, swav 0.0000 LR: 8.396e-02 Score 85.527 Data time: 0.2045, Forward time: 2.2877, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 5.4680 [2020-11-08 16:06:09,306][root][INFO] - ===> Epoch[68](1767/26): Loss 0.5866, Sem 0.5577, dir -0.5322, norm 0.5612, swav 0.0000 LR: 8.395e-02 Score 82.546 Data time: 0.2995, Forward time: 2.2881, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 5.9529 [2020-11-08 16:06:15,350][root][INFO] - ===> Epoch[68](1768/26): Loss 0.4940, Sem 0.4738, dir -0.4570, norm 0.4772, swav 0.0000 LR: 8.394e-02 Score 85.063 Data time: 0.2493, Forward time: 2.2883, Backward time: 3.0683, DDP time: 0.0042, Total iter time: 5.9008 [2020-11-08 16:06:21,592][root][INFO] - ===> Epoch[69](1769/26): Loss 0.4097, Sem 0.4758, dir -0.5050, norm 0.4389, swav 0.0000 LR: 8.393e-02 Score 84.355 Data time: 0.2878, Forward time: 2.2888, Backward time: 3.0681, DDP time: 0.0042, Total iter time: 6.1173 [2020-11-08 16:06:27,357][root][INFO] - ===> Epoch[69](1770/26): Loss 0.3210, Sem 0.4135, dir -0.5699, norm 0.4774, swav 0.0000 LR: 8.392e-02 Score 87.098 Data time: 0.1910, Forward time: 2.2886, Backward time: 3.0682, DDP time: 0.0042, Total iter time: 5.6371 [2020-11-08 16:06:33,880][root][INFO] - ===> Epoch[69](1771/26): Loss 0.4518, Sem 0.4945, dir -0.5162, norm 0.4735, swav 0.0000 LR: 8.391e-02 Score 83.597 Data time: 0.1996, Forward time: 2.2886, Backward time: 3.0687, DDP time: 0.0042, Total iter time: 6.4256 [2020-11-08 16:06:40,667][root][INFO] - ===> Epoch[69](1772/26): Loss 0.4068, Sem 0.4844, dir -0.5115, norm 0.4339, swav 0.0000 LR: 8.390e-02 Score 84.573 Data time: 0.1945, Forward time: 2.2884, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 6.6609 [2020-11-08 16:06:46,648][root][INFO] - ===> Epoch[69](1773/26): Loss 0.4167, Sem 0.4846, dir -0.5253, norm 0.4574, swav 0.0000 LR: 8.389e-02 Score 85.168 Data time: 0.1765, Forward time: 2.2881, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.8843 [2020-11-08 16:06:52,655][root][INFO] - ===> Epoch[69](1774/26): Loss 0.5250, Sem 0.5452, dir -0.5533, norm 0.5331, swav 0.0000 LR: 8.388e-02 Score 82.564 Data time: 0.2378, Forward time: 2.2882, Backward time: 3.0699, DDP time: 0.0042, Total iter time: 5.9206 [2020-11-08 16:06:58,722][root][INFO] - ===> Epoch[69](1775/26): Loss 0.6133, Sem 0.6161, dir -0.5120, norm 0.5092, swav 0.0000 LR: 8.387e-02 Score 81.559 Data time: 0.2373, Forward time: 2.2882, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 5.9376 [2020-11-08 16:07:05,313][root][INFO] - ===> Epoch[69](1776/26): Loss 0.5886, Sem 0.6035, dir -0.4897, norm 0.4748, swav 0.0000 LR: 8.387e-02 Score 82.024 Data time: 0.3292, Forward time: 2.2887, Backward time: 3.0699, DDP time: 0.0042, Total iter time: 6.4834 [2020-11-08 16:07:10,944][root][INFO] - ===> Epoch[69](1777/26): Loss 0.5652, Sem 0.5778, dir -0.4982, norm 0.4856, swav 0.0000 LR: 8.386e-02 Score 81.786 Data time: 0.1479, Forward time: 2.2885, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 5.5133 [2020-11-08 16:07:17,461][root][INFO] - ===> Epoch[69](1778/26): Loss 0.3964, Sem 0.4430, dir -0.5058, norm 0.4592, swav 0.0000 LR: 8.385e-02 Score 86.198 Data time: 0.2004, Forward time: 2.2884, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 6.4067 [2020-11-08 16:07:22,860][root][INFO] - ===> Epoch[69](1779/26): Loss 0.5222, Sem 0.5472, dir -0.5411, norm 0.5160, swav 0.0000 LR: 8.384e-02 Score 81.883 Data time: 0.1960, Forward time: 2.2882, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 5.2719 [2020-11-08 16:07:28,459][root][INFO] - ===> Epoch[69](1780/26): Loss 0.4519, Sem 0.5013, dir -0.5125, norm 0.4632, swav 0.0000 LR: 8.383e-02 Score 83.463 Data time: 0.1915, Forward time: 2.2880, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 5.4999 [2020-11-08 16:07:33,081][root][INFO] - ===> Epoch[69](1781/26): Loss 0.3678, Sem 0.4402, dir -0.5507, norm 0.4782, swav 0.0000 LR: 8.382e-02 Score 85.769 Data time: 0.2130, Forward time: 2.2880, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 4.5358 [2020-11-08 16:07:37,789][root][INFO] - ===> Epoch[69](1782/26): Loss 0.3809, Sem 0.4861, dir -0.5430, norm 0.4379, swav 0.0000 LR: 8.381e-02 Score 85.106 Data time: 0.2203, Forward time: 2.2880, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 4.5901 [2020-11-08 16:07:43,124][root][INFO] - ===> Epoch[69](1783/26): Loss 0.3858, Sem 0.4633, dir -0.5489, norm 0.4714, swav 0.0000 LR: 8.380e-02 Score 85.738 Data time: 0.1541, Forward time: 2.2877, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 5.2324 [2020-11-08 16:07:48,341][root][INFO] - ===> Epoch[69](1784/26): Loss 0.4948, Sem 0.5292, dir -0.5259, norm 0.4916, swav 0.0000 LR: 8.379e-02 Score 83.747 Data time: 0.1915, Forward time: 2.2876, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 5.1379 [2020-11-08 16:07:53,188][root][INFO] - ===> Epoch[69](1785/26): Loss 0.3989, Sem 0.5180, dir -0.5675, norm 0.4484, swav 0.0000 LR: 8.378e-02 Score 83.141 Data time: 0.2232, Forward time: 2.2876, Backward time: 3.0690, DDP time: 0.0042, Total iter time: 4.7453 [2020-11-08 16:07:58,699][root][INFO] - ===> Epoch[69](1786/26): Loss 0.3808, Sem 0.4753, dir -0.5726, norm 0.4781, swav 0.0000 LR: 8.377e-02 Score 84.235 Data time: 0.2481, Forward time: 2.2878, Backward time: 3.0687, DDP time: 0.0042, Total iter time: 5.3971 [2020-11-08 16:08:04,375][root][INFO] - ===> Epoch[69](1787/26): Loss 0.3074, Sem 0.4247, dir -0.5079, norm 0.3905, swav 0.0000 LR: 8.376e-02 Score 87.437 Data time: 0.2217, Forward time: 2.2878, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 5.5529 [2020-11-08 16:08:10,476][root][INFO] - ===> Epoch[69](1788/26): Loss 0.3885, Sem 0.4575, dir -0.5697, norm 0.5006, swav 0.0000 LR: 8.376e-02 Score 85.881 Data time: 0.2725, Forward time: 2.2881, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.9951 [2020-11-08 16:08:16,236][root][INFO] - ===> Epoch[69](1789/26): Loss 0.4941, Sem 0.5606, dir -0.5326, norm 0.4660, swav 0.0000 LR: 8.375e-02 Score 81.504 Data time: 0.2068, Forward time: 2.2881, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.6276 [2020-11-08 16:08:21,468][root][INFO] - ===> Epoch[69](1790/26): Loss 0.3659, Sem 0.4557, dir -0.5289, norm 0.4391, swav 0.0000 LR: 8.374e-02 Score 85.485 Data time: 0.1969, Forward time: 2.2879, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 5.1099 [2020-11-08 16:08:26,235][root][INFO] - ===> Epoch[69](1791/26): Loss 0.3863, Sem 0.4778, dir -0.5834, norm 0.4919, swav 0.0000 LR: 8.373e-02 Score 84.636 Data time: 0.2190, Forward time: 2.2879, Backward time: 3.0679, DDP time: 0.0042, Total iter time: 4.6763 [2020-11-08 16:08:32,078][root][INFO] - ===> Epoch[69](1792/26): Loss 0.4172, Sem 0.4510, dir -0.5401, norm 0.5063, swav 0.0000 LR: 8.372e-02 Score 84.976 Data time: 0.2019, Forward time: 2.2879, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 5.7330 [2020-11-08 16:08:38,036][root][INFO] - ===> Epoch[69](1793/26): Loss 0.4570, Sem 0.4919, dir -0.5329, norm 0.4980, swav 0.0000 LR: 8.371e-02 Score 83.586 Data time: 0.1691, Forward time: 2.2876, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 5.8562 [2020-11-08 16:08:44,247][root][INFO] - ===> Epoch[69](1794/26): Loss 0.4253, Sem 0.4463, dir -0.4955, norm 0.4745, swav 0.0000 LR: 8.370e-02 Score 85.892 Data time: 0.2272, Forward time: 2.2876, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 6.1182 [2020-11-08 16:08:49,831][root][INFO] - ===> Epoch[70](1795/26): Loss 0.3608, Sem 0.4424, dir -0.5219, norm 0.4403, swav 0.0000 LR: 8.369e-02 Score 86.532 Data time: 0.2158, Forward time: 2.2876, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 5.4661 [2020-11-08 16:08:54,359][root][INFO] - ===> Epoch[70](1796/26): Loss 0.3133, Sem 0.4260, dir -0.5533, norm 0.4405, swav 0.0000 LR: 8.368e-02 Score 86.579 Data time: 0.1815, Forward time: 2.2875, Backward time: 3.0679, DDP time: 0.0042, Total iter time: 4.4352 [2020-11-08 16:08:59,380][root][INFO] - ===> Epoch[70](1797/26): Loss 0.5637, Sem 0.5558, dir -0.4947, norm 0.5026, swav 0.0000 LR: 8.367e-02 Score 83.113 Data time: 0.2004, Forward time: 2.2874, Backward time: 3.0677, DDP time: 0.0042, Total iter time: 4.9112 [2020-11-08 16:09:05,301][root][INFO] - ===> Epoch[70](1798/26): Loss 0.4172, Sem 0.4511, dir -0.5318, norm 0.4979, swav 0.0000 LR: 8.366e-02 Score 86.001 Data time: 0.1998, Forward time: 2.2871, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 5.8289 [2020-11-08 16:09:11,863][root][INFO] - ===> Epoch[70](1799/26): Loss 0.4991, Sem 0.5388, dir -0.5450, norm 0.5052, swav 0.0000 LR: 8.365e-02 Score 82.237 Data time: 0.2013, Forward time: 2.2870, Backward time: 3.0686, DDP time: 0.0042, Total iter time: 6.4553 [2020-11-08 16:09:16,855][root][INFO] - ===> Epoch[70](1800/26): Loss 0.4291, Sem 0.5005, dir -0.5552, norm 0.4838, swav 0.0000 LR: 8.365e-02 Score 84.714 Data time: 0.1655, Forward time: 2.2866, Backward time: 3.0685, DDP time: 0.0042, Total iter time: 4.8834 [2020-11-08 16:09:22,031][root][INFO] - ===> Epoch[70](1801/26): Loss 0.4870, Sem 0.5545, dir -0.5409, norm 0.4734, swav 0.0000 LR: 8.364e-02 Score 81.784 Data time: 0.1954, Forward time: 2.2865, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 5.0784 [2020-11-08 16:09:26,728][root][INFO] - ===> Epoch[70](1802/26): Loss 0.5126, Sem 0.5399, dir -0.5154, norm 0.4882, swav 0.0000 LR: 8.363e-02 Score 85.192 Data time: 0.2238, Forward time: 2.2865, Backward time: 3.0678, DDP time: 0.0042, Total iter time: 4.5893 [2020-11-08 16:09:32,587][root][INFO] - ===> Epoch[70](1803/26): Loss 0.4854, Sem 0.5140, dir -0.5173, norm 0.4886, swav 0.0000 LR: 8.362e-02 Score 84.814 Data time: 0.1853, Forward time: 2.2863, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 5.7421 [2020-11-08 16:09:38,507][root][INFO] - ===> Epoch[70](1804/26): Loss 0.3840, Sem 0.4562, dir -0.5053, norm 0.4331, swav 0.0000 LR: 8.361e-02 Score 85.229 Data time: 0.2623, Forward time: 2.2865, Backward time: 3.0679, DDP time: 0.0042, Total iter time: 5.8178 [2020-11-08 16:09:44,098][root][INFO] - ===> Epoch[70](1805/26): Loss 0.3255, Sem 0.3552, dir -0.5159, norm 0.4863, swav 0.0000 LR: 8.360e-02 Score 88.358 Data time: 0.2000, Forward time: 2.2863, Backward time: 3.0680, DDP time: 0.0042, Total iter time: 5.4550 [2020-11-08 16:09:49,325][root][INFO] - ===> Epoch[70](1806/26): Loss 0.4461, Sem 0.4505, dir -0.5599, norm 0.5555, swav 0.0000 LR: 8.359e-02 Score 86.115 Data time: 0.1986, Forward time: 2.2862, Backward time: 3.0677, DDP time: 0.0042, Total iter time: 5.1290 [2020-11-08 16:09:54,107][root][INFO] - ===> Epoch[70](1807/26): Loss 0.4633, Sem 0.5197, dir -0.5085, norm 0.4521, swav 0.0000 LR: 8.358e-02 Score 84.193 Data time: 0.1804, Forward time: 2.2860, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 4.6601 [2020-11-08 16:09:59,931][root][INFO] - ===> Epoch[70](1808/26): Loss 0.5310, Sem 0.4939, dir -0.4630, norm 0.5001, swav 0.0000 LR: 8.357e-02 Score 84.504 Data time: 0.2316, Forward time: 2.2860, Backward time: 3.0675, DDP time: 0.0042, Total iter time: 5.7504 [2020-11-08 16:10:05,639][root][INFO] - ===> Epoch[70](1809/26): Loss 0.5154, Sem 0.5357, dir -0.5371, norm 0.5168, swav 0.0000 LR: 8.356e-02 Score 83.454 Data time: 0.1772, Forward time: 2.2857, Backward time: 3.0678, DDP time: 0.0042, Total iter time: 5.5885 [2020-11-08 16:10:11,927][root][INFO] - ===> Epoch[70](1810/26): Loss 0.4543, Sem 0.5294, dir -0.5116, norm 0.4366, swav 0.0000 LR: 8.355e-02 Score 82.249 Data time: 0.2371, Forward time: 2.2858, Backward time: 3.0679, DDP time: 0.0042, Total iter time: 6.1864 [2020-11-08 16:10:17,830][root][INFO] - ===> Epoch[70](1811/26): Loss 0.5065, Sem 0.5252, dir -0.5299, norm 0.5113, swav 0.0000 LR: 8.354e-02 Score 82.171 Data time: 0.2049, Forward time: 2.2857, Backward time: 3.0681, DDP time: 0.0042, Total iter time: 5.7813 [2020-11-08 16:10:24,058][root][INFO] - ===> Epoch[70](1812/26): Loss 0.3852, Sem 0.4725, dir -0.5460, norm 0.4587, swav 0.0000 LR: 8.354e-02 Score 84.432 Data time: 0.2024, Forward time: 2.2857, Backward time: 3.0684, DDP time: 0.0042, Total iter time: 6.1009 [2020-11-08 16:10:30,312][root][INFO] - ===> Epoch[70](1813/26): Loss 0.3754, Sem 0.4724, dir -0.5946, norm 0.4976, swav 0.0000 LR: 8.353e-02 Score 83.480 Data time: 0.1997, Forward time: 2.2856, Backward time: 3.0687, DDP time: 0.0042, Total iter time: 6.1263 [2020-11-08 16:10:37,873][root][INFO] - ===> Epoch[70](1814/26): Loss 0.5215, Sem 0.5216, dir -0.5046, norm 0.5045, swav 0.0000 LR: 8.352e-02 Score 82.820 Data time: 0.1838, Forward time: 2.2854, Backward time: 3.0699, DDP time: 0.0042, Total iter time: 7.4456 [2020-11-08 16:10:44,040][root][INFO] - ===> Epoch[70](1815/26): Loss 0.4794, Sem 0.5108, dir -0.5535, norm 0.5221, swav 0.0000 LR: 8.351e-02 Score 84.060 Data time: 0.2283, Forward time: 2.2853, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 6.0526 [2020-11-08 16:10:50,679][root][INFO] - ===> Epoch[70](1816/26): Loss 0.3338, Sem 0.4249, dir -0.5457, norm 0.4545, swav 0.0000 LR: 8.350e-02 Score 87.588 Data time: 0.3199, Forward time: 2.2858, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 6.5044 [2020-11-08 16:10:56,197][root][INFO] - ===> Epoch[70](1817/26): Loss 0.2533, Sem 0.3899, dir -0.5836, norm 0.4470, swav 0.0000 LR: 8.349e-02 Score 87.921 Data time: 0.2224, Forward time: 2.2859, Backward time: 3.0699, DDP time: 0.0042, Total iter time: 5.3917 [2020-11-08 16:11:02,478][root][INFO] - ===> Epoch[70](1818/26): Loss 0.3552, Sem 0.4756, dir -0.5877, norm 0.4673, swav 0.0000 LR: 8.348e-02 Score 84.905 Data time: 0.2125, Forward time: 2.2859, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 6.1611 [2020-11-08 16:11:08,496][root][INFO] - ===> Epoch[70](1819/26): Loss 0.4380, Sem 0.4984, dir -0.5321, norm 0.4717, swav 0.0000 LR: 8.347e-02 Score 83.106 Data time: 0.2237, Forward time: 2.2860, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 5.9000 [2020-11-08 16:11:13,782][root][INFO] - ===> Epoch[70](1820/26): Loss 0.3431, Sem 0.4413, dir -0.5347, norm 0.4365, swav 0.0000 LR: 8.346e-02 Score 85.253 Data time: 0.1944, Forward time: 2.2859, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 5.1434 [2020-11-08 16:11:19,322][root][INFO] - ===> Epoch[71](1821/26): Loss 0.3644, Sem 0.4386, dir -0.5430, norm 0.4688, swav 0.0000 LR: 8.345e-02 Score 86.618 Data time: 0.2009, Forward time: 2.2856, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 5.4267 [2020-11-08 16:11:25,652][root][INFO] - ===> Epoch[71](1822/26): Loss 0.4802, Sem 0.5247, dir -0.5093, norm 0.4648, swav 0.0000 LR: 8.344e-02 Score 83.186 Data time: 0.1929, Forward time: 2.2856, Backward time: 3.0705, DDP time: 0.0042, Total iter time: 6.2116 [2020-11-08 16:11:32,153][root][INFO] - ===> Epoch[71](1823/26): Loss 0.3761, Sem 0.5048, dir -0.5633, norm 0.4346, swav 0.0000 LR: 8.343e-02 Score 85.724 Data time: 0.2466, Forward time: 2.2856, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 6.3636 [2020-11-08 16:11:38,939][root][INFO] - ===> Epoch[71](1824/26): Loss 0.3524, Sem 0.4580, dir -0.5303, norm 0.4247, swav 0.0000 LR: 8.342e-02 Score 86.255 Data time: 0.2545, Forward time: 2.2858, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 6.6511 [2020-11-08 16:11:45,089][root][INFO] - ===> Epoch[71](1825/26): Loss 0.3957, Sem 0.4464, dir -0.5116, norm 0.4609, swav 0.0000 LR: 8.342e-02 Score 86.268 Data time: 0.3049, Forward time: 2.2863, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 6.0226 [2020-11-08 16:11:51,121][root][INFO] - ===> Epoch[71](1826/26): Loss 0.4678, Sem 0.4825, dir -0.5197, norm 0.5050, swav 0.0000 LR: 8.341e-02 Score 84.266 Data time: 0.2530, Forward time: 2.2866, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 5.8919 [2020-11-08 16:11:57,597][root][INFO] - ===> Epoch[71](1827/26): Loss 0.3659, Sem 0.4293, dir -0.5485, norm 0.4852, swav 0.0000 LR: 8.340e-02 Score 84.749 Data time: 0.3185, Forward time: 2.2871, Backward time: 3.0705, DDP time: 0.0042, Total iter time: 6.3222 [2020-11-08 16:12:03,463][root][INFO] - ===> Epoch[71](1828/26): Loss 0.4464, Sem 0.4879, dir -0.5323, norm 0.4908, swav 0.0000 LR: 8.339e-02 Score 84.488 Data time: 0.2839, Forward time: 2.2873, Backward time: 3.0703, DDP time: 0.0042, Total iter time: 5.7395 [2020-11-08 16:12:08,787][root][INFO] - ===> Epoch[71](1829/26): Loss 0.3929, Sem 0.4589, dir -0.5434, norm 0.4774, swav 0.0000 LR: 8.338e-02 Score 84.932 Data time: 0.2232, Forward time: 2.2874, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 5.1961 [2020-11-08 16:12:15,376][root][INFO] - ===> Epoch[71](1830/26): Loss 0.4351, Sem 0.4959, dir -0.5462, norm 0.4854, swav 0.0000 LR: 8.337e-02 Score 85.092 Data time: 0.2148, Forward time: 2.2874, Backward time: 3.0705, DDP time: 0.0042, Total iter time: 6.4594 [2020-11-08 16:12:20,368][root][INFO] - ===> Epoch[71](1831/26): Loss 0.4872, Sem 0.5173, dir -0.5550, norm 0.5249, swav 0.0000 LR: 8.336e-02 Score 85.485 Data time: 0.1580, Forward time: 2.2871, Backward time: 3.0704, DDP time: 0.0042, Total iter time: 4.8607 [2020-11-08 16:12:24,856][root][INFO] - ===> Epoch[71](1832/26): Loss 0.4861, Sem 0.5095, dir -0.4979, norm 0.4744, swav 0.0000 LR: 8.335e-02 Score 85.133 Data time: 0.1981, Forward time: 2.2871, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 4.4015 [2020-11-08 16:12:31,307][root][INFO] - ===> Epoch[71](1833/26): Loss 0.4131, Sem 0.4935, dir -0.5291, norm 0.4487, swav 0.0000 LR: 8.334e-02 Score 84.948 Data time: 0.2108, Forward time: 2.2870, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 6.3328 [2020-11-08 16:12:37,064][root][INFO] - ===> Epoch[71](1834/26): Loss 0.3956, Sem 0.4914, dir -0.5236, norm 0.4278, swav 0.0000 LR: 8.333e-02 Score 85.027 Data time: 0.1932, Forward time: 2.2868, Backward time: 3.0704, DDP time: 0.0042, Total iter time: 5.6630 [2020-11-08 16:12:42,973][root][INFO] - ===> Epoch[71](1835/26): Loss 0.5656, Sem 0.5511, dir -0.4775, norm 0.4920, swav 0.0000 LR: 8.332e-02 Score 81.861 Data time: 0.2632, Forward time: 2.2870, Backward time: 3.0702, DDP time: 0.0042, Total iter time: 5.8064 [2020-11-08 16:12:47,732][root][INFO] - ===> Epoch[71](1836/26): Loss 0.3801, Sem 0.4692, dir -0.5562, norm 0.4670, swav 0.0000 LR: 8.331e-02 Score 85.698 Data time: 0.1972, Forward time: 2.2871, Backward time: 3.0696, DDP time: 0.0042, Total iter time: 4.6229 [2020-11-08 16:12:52,918][root][INFO] - ===> Epoch[71](1837/26): Loss 0.4466, Sem 0.4779, dir -0.5050, norm 0.4738, swav 0.0000 LR: 8.331e-02 Score 85.722 Data time: 0.2067, Forward time: 2.2869, Backward time: 3.0695, DDP time: 0.0042, Total iter time: 5.0764 [2020-11-08 16:12:59,381][root][INFO] - ===> Epoch[71](1838/26): Loss 0.3349, Sem 0.4262, dir -0.5589, norm 0.4677, swav 0.0000 LR: 8.330e-02 Score 85.950 Data time: 0.3072, Forward time: 2.2875, Backward time: 3.0693, DDP time: 0.0042, Total iter time: 6.3397 [2020-11-08 16:13:04,954][root][INFO] - ===> Epoch[71](1839/26): Loss 0.3939, Sem 0.4890, dir -0.5827, norm 0.4877, swav 0.0000 LR: 8.329e-02 Score 84.759 Data time: 0.1782, Forward time: 2.2873, Backward time: 3.0694, DDP time: 0.0042, Total iter time: 5.4371 [2020-11-08 16:13:11,625][root][INFO] - ===> Epoch[71](1840/26): Loss 0.4145, Sem 0.4522, dir -0.4817, norm 0.4441, swav 0.0000 LR: 8.328e-02 Score 85.819 Data time: 0.2078, Forward time: 2.2873, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 6.5352 [2020-11-08 16:13:17,470][root][INFO] - ===> Epoch[71](1841/26): Loss 0.4226, Sem 0.4911, dir -0.5195, norm 0.4510, swav 0.0000 LR: 8.327e-02 Score 83.910 Data time: 0.1858, Forward time: 2.2871, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 5.7052 [2020-11-08 16:13:23,655][root][INFO] - ===> Epoch[71](1842/26): Loss 0.3684, Sem 0.4406, dir -0.5542, norm 0.4820, swav 0.0000 LR: 8.326e-02 Score 86.156 Data time: 0.2597, Forward time: 2.2874, Backward time: 3.0700, DDP time: 0.0042, Total iter time: 6.0716 [2020-11-08 16:13:29,387][root][INFO] - ===> Epoch[71](1843/26): Loss 0.4779, Sem 0.4899, dir -0.5090, norm 0.4970, swav 0.0000 LR: 8.325e-02 Score 84.725 Data time: 0.2328, Forward time: 2.2875, Backward time: 3.0698, DDP time: 0.0042, Total iter time: 5.6075 [2020-11-08 16:13:35,695][root][INFO] - ===> Epoch[71](1844/26): Loss 0.3880, Sem 0.4798, dir -0.5263, norm 0.4345, swav 0.0000 LR: 8.324e-02 Score 83.351 Data time: 0.2237, Forward time: 2.2876, Backward time: 3.0701, DDP time: 0.0042, Total iter time: 6.1886 [2020-11-08 16:13:41,224][root][INFO] - ===> Epoch[71](1845/26): Loss 0.4516, Sem 0.4887, dir -0.5150, norm 0.4779, swav 0.0000 LR: 8.323e-02 Score 83.761 Data time: 0.2861, Forward time: 2.2878, Backward time: 3.0697, DDP time: 0.0042, Total iter time: 5.4098 [2020-11-08 16:13:47,626][root][INFO] - ===> Epoch[71](1846/26): Loss 0.4133, Sem 0.4737, dir -0.5454, norm 0.4850, swav 0.0000 LR: 8.322e-02 Score 84.337 Data time: 0.2091, Forward time: 2.2876, Backward time: 3.0702, DDP time: 0.0043, Total iter time: 6.2590 [2020-11-08 16:13:53,851][root][INFO] - ===> Epoch[72](1847/26): Loss 0.4924, Sem 0.5314, dir -0.5092, norm 0.4702, swav 0.0000 LR: 8.321e-02 Score 82.588 Data time: 0.2415, Forward time: 2.2877, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 6.1054 [2020-11-08 16:13:59,901][root][INFO] - ===> Epoch[72](1848/26): Loss 0.3708, Sem 0.4485, dir -0.5566, norm 0.4789, swav 0.0000 LR: 8.320e-02 Score 85.368 Data time: 0.2182, Forward time: 2.2875, Backward time: 3.0707, DDP time: 0.0043, Total iter time: 5.9180 [2020-11-08 16:14:05,095][root][INFO] - ===> Epoch[72](1849/26): Loss 0.3917, Sem 0.4362, dir -0.5360, norm 0.4915, swav 0.0000 LR: 8.320e-02 Score 86.723 Data time: 0.2342, Forward time: 2.2876, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 5.0914 [2020-11-08 16:14:10,861][root][INFO] - ===> Epoch[72](1850/26): Loss 0.4072, Sem 0.4772, dir -0.5647, norm 0.4948, swav 0.0000 LR: 8.319e-02 Score 84.709 Data time: 0.1911, Forward time: 2.2875, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 5.6212 [2020-11-08 16:14:15,965][root][INFO] - ===> Epoch[72](1851/26): Loss 0.5456, Sem 0.5595, dir -0.5230, norm 0.5091, swav 0.0000 LR: 8.318e-02 Score 82.005 Data time: 0.1562, Forward time: 2.2872, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 4.9744 [2020-11-08 16:14:20,077][root][INFO] - ===> Epoch[72](1852/26): Loss 0.4254, Sem 0.5080, dir -0.6008, norm 0.5182, swav 0.0000 LR: 8.317e-02 Score 83.864 Data time: 0.2006, Forward time: 2.2871, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 4.0283 [2020-11-08 16:14:26,120][root][INFO] - ===> Epoch[72](1853/26): Loss 0.3722, Sem 0.4387, dir -0.5074, norm 0.4409, swav 0.0000 LR: 8.316e-02 Score 86.310 Data time: 0.2604, Forward time: 2.2873, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 5.9394 [2020-11-08 16:14:32,198][root][INFO] - ===> Epoch[72](1854/26): Loss 0.5435, Sem 0.5437, dir -0.5313, norm 0.5311, swav 0.0000 LR: 8.315e-02 Score 83.168 Data time: 0.2849, Forward time: 2.2877, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 5.9372 [2020-11-08 16:14:37,786][root][INFO] - ===> Epoch[72](1855/26): Loss 0.3693, Sem 0.4359, dir -0.5421, norm 0.4755, swav 0.0000 LR: 8.314e-02 Score 85.613 Data time: 0.1699, Forward time: 2.2875, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 5.4520 [2020-11-08 16:14:42,767][root][INFO] - ===> Epoch[72](1856/26): Loss 0.5402, Sem 0.5369, dir -0.5180, norm 0.5213, swav 0.0000 LR: 8.313e-02 Score 84.154 Data time: 0.2140, Forward time: 2.2874, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 4.8811 [2020-11-08 16:14:49,003][root][INFO] - ===> Epoch[72](1857/26): Loss 0.5517, Sem 0.5285, dir -0.4435, norm 0.4667, swav 0.0000 LR: 8.312e-02 Score 83.447 Data time: 0.1587, Forward time: 2.2872, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 6.1245 [2020-11-08 16:14:54,950][root][INFO] - ===> Epoch[72](1858/26): Loss 0.5138, Sem 0.4875, dir -0.4841, norm 0.5103, swav 0.0000 LR: 8.311e-02 Score 84.627 Data time: 0.2874, Forward time: 2.2875, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 5.8471 [2020-11-08 16:15:00,043][root][INFO] - ===> Epoch[72](1859/26): Loss 0.4758, Sem 0.5570, dir -0.5698, norm 0.4885, swav 0.0000 LR: 8.310e-02 Score 82.552 Data time: 0.1632, Forward time: 2.2873, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 4.9564 [2020-11-08 16:15:06,493][root][INFO] - ===> Epoch[72](1860/26): Loss 0.7078, Sem 0.6239, dir -0.4820, norm 0.5660, swav 0.0000 LR: 8.309e-02 Score 82.386 Data time: 0.2415, Forward time: 2.2871, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 6.3503 [2020-11-08 16:15:12,145][root][INFO] - ===> Epoch[72](1861/26): Loss 0.5110, Sem 0.5344, dir -0.5129, norm 0.4895, swav 0.0000 LR: 8.309e-02 Score 82.951 Data time: 0.2459, Forward time: 2.2872, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 5.5495 [2020-11-08 16:15:17,903][root][INFO] - ===> Epoch[72](1862/26): Loss 0.3531, Sem 0.4699, dir -0.5671, norm 0.4503, swav 0.0000 LR: 8.308e-02 Score 85.013 Data time: 0.2269, Forward time: 2.2871, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 5.6309 [2020-11-08 16:15:24,385][root][INFO] - ===> Epoch[72](1863/26): Loss 0.3992, Sem 0.5012, dir -0.5353, norm 0.4333, swav 0.0000 LR: 8.307e-02 Score 84.076 Data time: 0.2513, Forward time: 2.2873, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 6.3830 [2020-11-08 16:15:29,756][root][INFO] - ===> Epoch[72](1864/26): Loss 0.3538, Sem 0.4075, dir -0.4925, norm 0.4389, swav 0.0000 LR: 8.306e-02 Score 87.667 Data time: 0.2470, Forward time: 2.2874, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 5.2394 [2020-11-08 16:15:35,514][root][INFO] - ===> Epoch[72](1865/26): Loss 0.5479, Sem 0.5628, dir -0.5033, norm 0.4884, swav 0.0000 LR: 8.305e-02 Score 82.670 Data time: 0.2750, Forward time: 2.2876, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 5.6483 [2020-11-08 16:15:41,269][root][INFO] - ===> Epoch[72](1866/26): Loss 0.3423, Sem 0.3878, dir -0.4968, norm 0.4513, swav 0.0000 LR: 8.304e-02 Score 86.785 Data time: 0.2449, Forward time: 2.2879, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 5.6131 [2020-11-08 16:15:47,169][root][INFO] - ===> Epoch[72](1867/26): Loss 0.4347, Sem 0.5272, dir -0.5602, norm 0.4677, swav 0.0000 LR: 8.303e-02 Score 83.275 Data time: 0.2285, Forward time: 2.2879, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.7679 [2020-11-08 16:15:52,600][root][INFO] - ===> Epoch[72](1868/26): Loss 0.6120, Sem 0.6099, dir -0.5064, norm 0.5086, swav 0.0000 LR: 8.302e-02 Score 81.692 Data time: 0.2539, Forward time: 2.2881, Backward time: 3.0686, DDP time: 0.0043, Total iter time: 5.3292 [2020-11-08 16:15:57,277][root][INFO] - ===> Epoch[72](1869/26): Loss 0.3849, Sem 0.4755, dir -0.5640, norm 0.4734, swav 0.0000 LR: 8.301e-02 Score 86.116 Data time: 0.2217, Forward time: 2.2881, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 4.5181 [2020-11-08 16:16:03,186][root][INFO] - ===> Epoch[72](1870/26): Loss 0.4281, Sem 0.5065, dir -0.5559, norm 0.4774, swav 0.0000 LR: 8.300e-02 Score 84.648 Data time: 0.2462, Forward time: 2.2883, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 5.7935 [2020-11-08 16:16:08,371][root][INFO] - ===> Epoch[72](1871/26): Loss 0.4618, Sem 0.4630, dir -0.4996, norm 0.4984, swav 0.0000 LR: 8.299e-02 Score 84.418 Data time: 0.2409, Forward time: 2.2882, Backward time: 3.0676, DDP time: 0.0043, Total iter time: 5.0264 [2020-11-08 16:16:16,104][root][INFO] - ===> Epoch[72](1872/26): Loss 0.3612, Sem 0.4814, dir -0.5784, norm 0.4582, swav 0.0000 LR: 8.298e-02 Score 85.087 Data time: 0.2586, Forward time: 2.2886, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 7.6425 [2020-11-08 16:16:20,820][root][INFO] - ===> Epoch[73](1873/26): Loss 0.3691, Sem 0.4495, dir -0.5269, norm 0.4465, swav 0.0000 LR: 8.297e-02 Score 84.883 Data time: 0.1688, Forward time: 2.2882, Backward time: 3.0680, DDP time: 0.0043, Total iter time: 4.5953 [2020-11-08 16:16:26,759][root][INFO] - ===> Epoch[73](1874/26): Loss 0.4807, Sem 0.5272, dir -0.5344, norm 0.4879, swav 0.0000 LR: 8.297e-02 Score 82.431 Data time: 0.2944, Forward time: 2.2885, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.8629 [2020-11-08 16:16:32,455][root][INFO] - ===> Epoch[73](1875/26): Loss 0.3433, Sem 0.4101, dir -0.5467, norm 0.4799, swav 0.0000 LR: 8.296e-02 Score 87.805 Data time: 0.2565, Forward time: 2.2888, Backward time: 3.0675, DDP time: 0.0043, Total iter time: 5.5689 [2020-11-08 16:16:39,139][root][INFO] - ===> Epoch[73](1876/26): Loss 0.4320, Sem 0.4302, dir -0.5280, norm 0.5298, swav 0.0000 LR: 8.295e-02 Score 86.457 Data time: 0.1783, Forward time: 2.2885, Backward time: 3.0682, DDP time: 0.0043, Total iter time: 6.5627 [2020-11-08 16:16:44,904][root][INFO] - ===> Epoch[73](1877/26): Loss 0.3677, Sem 0.4190, dir -0.5172, norm 0.4658, swav 0.0000 LR: 8.294e-02 Score 86.651 Data time: 0.2087, Forward time: 2.2885, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 5.6796 [2020-11-08 16:16:50,724][root][INFO] - ===> Epoch[73](1878/26): Loss 0.5265, Sem 0.5854, dir -0.5777, norm 0.5188, swav 0.0000 LR: 8.293e-02 Score 81.172 Data time: 0.2219, Forward time: 2.2885, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 5.7063 [2020-11-08 16:16:55,856][root][INFO] - ===> Epoch[73](1879/26): Loss 0.4926, Sem 0.5205, dir -0.5101, norm 0.4822, swav 0.0000 LR: 8.292e-02 Score 84.342 Data time: 0.2393, Forward time: 2.2886, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 5.0222 [2020-11-08 16:17:00,573][root][INFO] - ===> Epoch[73](1880/26): Loss 0.4312, Sem 0.4982, dir -0.5351, norm 0.4680, swav 0.0000 LR: 8.291e-02 Score 83.205 Data time: 0.1921, Forward time: 2.2885, Backward time: 3.0675, DDP time: 0.0043, Total iter time: 4.6079 [2020-11-08 16:17:06,225][root][INFO] - ===> Epoch[73](1881/26): Loss 0.5882, Sem 0.5585, dir -0.5463, norm 0.5759, swav 0.0000 LR: 8.290e-02 Score 82.749 Data time: 0.1720, Forward time: 2.2882, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 5.5454 [2020-11-08 16:17:11,706][root][INFO] - ===> Epoch[73](1882/26): Loss 0.4305, Sem 0.4509, dir -0.4844, norm 0.4641, swav 0.0000 LR: 8.289e-02 Score 85.822 Data time: 0.1368, Forward time: 2.2878, Backward time: 3.0680, DDP time: 0.0043, Total iter time: 5.3910 [2020-11-08 16:17:18,474][root][INFO] - ===> Epoch[73](1883/26): Loss 0.5101, Sem 0.5128, dir -0.5130, norm 0.5103, swav 0.0000 LR: 8.288e-02 Score 83.889 Data time: 0.2343, Forward time: 2.2879, Backward time: 3.0684, DDP time: 0.0043, Total iter time: 6.6729 [2020-11-08 16:17:23,835][root][INFO] - ===> Epoch[73](1884/26): Loss 0.4738, Sem 0.5078, dir -0.4927, norm 0.4588, swav 0.0000 LR: 8.287e-02 Score 85.233 Data time: 0.2207, Forward time: 2.2879, Backward time: 3.0682, DDP time: 0.0043, Total iter time: 5.2159 [2020-11-08 16:17:29,449][root][INFO] - ===> Epoch[73](1885/26): Loss 0.4622, Sem 0.5327, dir -0.5382, norm 0.4677, swav 0.0000 LR: 8.286e-02 Score 83.418 Data time: 0.2218, Forward time: 2.2879, Backward time: 3.0681, DDP time: 0.0043, Total iter time: 5.5044 [2020-11-08 16:17:35,374][root][INFO] - ===> Epoch[73](1886/26): Loss 0.3960, Sem 0.4445, dir -0.5179, norm 0.4694, swav 0.0000 LR: 8.286e-02 Score 85.017 Data time: 0.2508, Forward time: 2.2881, Backward time: 3.0680, DDP time: 0.0043, Total iter time: 5.8198 [2020-11-08 16:17:40,817][root][INFO] - ===> Epoch[73](1887/26): Loss 0.4433, Sem 0.4618, dir -0.5104, norm 0.4919, swav 0.0000 LR: 8.285e-02 Score 86.809 Data time: 0.1948, Forward time: 2.2880, Backward time: 3.0680, DDP time: 0.0043, Total iter time: 5.2989 [2020-11-08 16:17:46,663][root][INFO] - ===> Epoch[73](1888/26): Loss 0.3421, Sem 0.4422, dir -0.5109, norm 0.4108, swav 0.0000 LR: 8.284e-02 Score 86.495 Data time: 0.2784, Forward time: 2.2881, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.7528 [2020-11-08 16:17:51,688][root][INFO] - ===> Epoch[73](1889/26): Loss 0.3042, Sem 0.3916, dir -0.5398, norm 0.4524, swav 0.0000 LR: 8.283e-02 Score 88.025 Data time: 0.1841, Forward time: 2.2879, Backward time: 3.0676, DDP time: 0.0043, Total iter time: 4.8966 [2020-11-08 16:17:58,097][root][INFO] - ===> Epoch[73](1890/26): Loss 0.5069, Sem 0.5216, dir -0.5152, norm 0.5006, swav 0.0000 LR: 8.282e-02 Score 83.469 Data time: 0.2358, Forward time: 2.2880, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 6.3175 [2020-11-08 16:18:04,805][root][INFO] - ===> Epoch[73](1891/26): Loss 0.3621, Sem 0.3983, dir -0.5017, norm 0.4655, swav 0.0000 LR: 8.281e-02 Score 86.884 Data time: 0.2858, Forward time: 2.2884, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 6.5767 [2020-11-08 16:18:12,176][root][INFO] - ===> Epoch[73](1892/26): Loss 0.3456, Sem 0.4288, dir -0.5222, norm 0.4390, swav 0.0000 LR: 8.280e-02 Score 87.483 Data time: 0.2122, Forward time: 2.2884, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 7.2302 [2020-11-08 16:18:17,830][root][INFO] - ===> Epoch[73](1893/26): Loss 0.3717, Sem 0.4158, dir -0.5259, norm 0.4818, swav 0.0000 LR: 8.279e-02 Score 86.598 Data time: 0.2498, Forward time: 2.2887, Backward time: 3.0684, DDP time: 0.0043, Total iter time: 5.5395 [2020-11-08 16:18:24,083][root][INFO] - ===> Epoch[73](1894/26): Loss 0.3881, Sem 0.4299, dir -0.5015, norm 0.4597, swav 0.0000 LR: 8.278e-02 Score 86.317 Data time: 0.1503, Forward time: 2.2884, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 6.1454 [2020-11-08 16:18:29,294][root][INFO] - ===> Epoch[73](1895/26): Loss 0.3298, Sem 0.4395, dir -0.5285, norm 0.4187, swav 0.0000 LR: 8.277e-02 Score 85.908 Data time: 0.2211, Forward time: 2.2884, Backward time: 3.0686, DDP time: 0.0043, Total iter time: 5.1306 [2020-11-08 16:18:35,834][root][INFO] - ===> Epoch[73](1896/26): Loss 0.4707, Sem 0.4869, dir -0.5235, norm 0.5073, swav 0.0000 LR: 8.276e-02 Score 85.242 Data time: 0.2119, Forward time: 2.2883, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 6.4205 [2020-11-08 16:18:41,072][root][INFO] - ===> Epoch[73](1897/26): Loss 0.5150, Sem 0.4862, dir -0.5327, norm 0.5615, swav 0.0000 LR: 8.275e-02 Score 84.520 Data time: 0.2021, Forward time: 2.2882, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.1503 [2020-11-08 16:18:47,612][root][INFO] - ===> Epoch[73](1898/26): Loss 0.3710, Sem 0.4600, dir -0.5379, norm 0.4490, swav 0.0000 LR: 8.275e-02 Score 85.590 Data time: 0.2345, Forward time: 2.2881, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 6.4447 [2020-11-08 16:18:53,842][root][INFO] - ===> Epoch[74](1899/26): Loss 0.4413, Sem 0.4942, dir -0.5122, norm 0.4594, swav 0.0000 LR: 8.274e-02 Score 84.216 Data time: 0.2191, Forward time: 2.2881, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 6.1350 [2020-11-08 16:18:59,174][root][INFO] - ===> Epoch[74](1900/26): Loss 0.3924, Sem 0.4481, dir -0.5879, norm 0.5322, swav 0.0000 LR: 8.273e-02 Score 85.451 Data time: 0.2640, Forward time: 2.2884, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 5.2081 [2020-11-08 16:19:04,021][root][INFO] - ===> Epoch[74](1901/26): Loss 0.4620, Sem 0.5330, dir -0.5513, norm 0.4802, swav 0.0000 LR: 8.272e-02 Score 84.204 Data time: 0.2117, Forward time: 2.2884, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 4.7193 [2020-11-08 16:19:10,221][root][INFO] - ===> Epoch[74](1902/26): Loss 0.4525, Sem 0.4726, dir -0.4854, norm 0.4653, swav 0.0000 LR: 8.271e-02 Score 84.975 Data time: 0.1961, Forward time: 2.2883, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 6.0906 [2020-11-08 16:19:15,959][root][INFO] - ===> Epoch[74](1903/26): Loss 0.3488, Sem 0.3977, dir -0.5093, norm 0.4604, swav 0.0000 LR: 8.270e-02 Score 87.906 Data time: 0.2249, Forward time: 2.2883, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.6359 [2020-11-08 16:19:22,118][root][INFO] - ===> Epoch[74](1904/26): Loss 0.3666, Sem 0.4258, dir -0.5264, norm 0.4673, swav 0.0000 LR: 8.269e-02 Score 86.572 Data time: 0.2139, Forward time: 2.2884, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 6.0325 [2020-11-08 16:19:27,198][root][INFO] - ===> Epoch[74](1905/26): Loss 0.3641, Sem 0.4607, dir -0.5239, norm 0.4273, swav 0.0000 LR: 8.268e-02 Score 85.109 Data time: 0.1458, Forward time: 2.2880, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 4.9458 [2020-11-08 16:19:32,050][root][INFO] - ===> Epoch[74](1906/26): Loss 0.3529, Sem 0.4407, dir -0.5319, norm 0.4441, swav 0.0000 LR: 8.267e-02 Score 85.405 Data time: 0.2543, Forward time: 2.2881, Backward time: 3.0686, DDP time: 0.0043, Total iter time: 4.7623 [2020-11-08 16:19:38,968][root][INFO] - ===> Epoch[74](1907/26): Loss 0.4125, Sem 0.4645, dir -0.4966, norm 0.4446, swav 0.0000 LR: 8.266e-02 Score 85.000 Data time: 0.3175, Forward time: 2.2887, Backward time: 3.0686, DDP time: 0.0043, Total iter time: 6.7918 [2020-11-08 16:19:44,631][root][INFO] - ===> Epoch[74](1908/26): Loss 0.5033, Sem 0.5434, dir -0.5196, norm 0.4795, swav 0.0000 LR: 8.265e-02 Score 84.028 Data time: 0.1678, Forward time: 2.2885, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 5.5280 [2020-11-08 16:19:50,884][root][INFO] - ===> Epoch[74](1909/26): Loss 0.4186, Sem 0.4782, dir -0.5150, norm 0.4554, swav 0.0000 LR: 8.264e-02 Score 85.493 Data time: 0.2343, Forward time: 2.2886, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 6.1480 [2020-11-08 16:19:56,379][root][INFO] - ===> Epoch[74](1910/26): Loss 0.5203, Sem 0.5108, dir -0.5435, norm 0.5530, swav 0.0000 LR: 8.263e-02 Score 84.235 Data time: 0.2218, Forward time: 2.2886, Backward time: 3.0688, DDP time: 0.0043, Total iter time: 5.3546 [2020-11-08 16:20:01,013][root][INFO] - ===> Epoch[74](1911/26): Loss 0.4433, Sem 0.4711, dir -0.5139, norm 0.4860, swav 0.0000 LR: 8.263e-02 Score 84.699 Data time: 0.1503, Forward time: 2.2882, Backward time: 3.0686, DDP time: 0.0043, Total iter time: 4.5175 [2020-11-08 16:20:05,799][root][INFO] - ===> Epoch[74](1912/26): Loss 0.5672, Sem 0.6153, dir -0.5921, norm 0.5440, swav 0.0000 LR: 8.262e-02 Score 81.786 Data time: 0.2041, Forward time: 2.2881, Backward time: 3.0682, DDP time: 0.0043, Total iter time: 4.6904 [2020-11-08 16:20:10,356][root][INFO] - ===> Epoch[74](1913/26): Loss 0.3894, Sem 0.4471, dir -0.5363, norm 0.4786, swav 0.0000 LR: 8.261e-02 Score 85.009 Data time: 0.2189, Forward time: 2.2880, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 4.4307 [2020-11-08 16:20:15,772][root][INFO] - ===> Epoch[74](1914/26): Loss 0.4232, Sem 0.4752, dir -0.5570, norm 0.5049, swav 0.0000 LR: 8.260e-02 Score 85.362 Data time: 0.1769, Forward time: 2.2878, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 5.2920 [2020-11-08 16:20:21,435][root][INFO] - ===> Epoch[74](1915/26): Loss 0.4374, Sem 0.4804, dir -0.5290, norm 0.4860, swav 0.0000 LR: 8.259e-02 Score 85.079 Data time: 0.1760, Forward time: 2.2875, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 5.5544 [2020-11-08 16:20:28,476][root][INFO] - ===> Epoch[74](1916/26): Loss 0.3855, Sem 0.4287, dir -0.5080, norm 0.4648, swav 0.0000 LR: 8.258e-02 Score 86.770 Data time: 0.2513, Forward time: 2.2878, Backward time: 3.0684, DDP time: 0.0043, Total iter time: 6.9527 [2020-11-08 16:20:35,037][root][INFO] - ===> Epoch[74](1917/26): Loss 0.4307, Sem 0.4654, dir -0.4941, norm 0.4594, swav 0.0000 LR: 8.257e-02 Score 85.767 Data time: 0.2193, Forward time: 2.2878, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 6.4357 [2020-11-08 16:20:39,634][root][INFO] - ===> Epoch[74](1918/26): Loss 0.3527, Sem 0.4586, dir -0.5781, norm 0.4722, swav 0.0000 LR: 8.256e-02 Score 84.476 Data time: 0.1876, Forward time: 2.2876, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 4.4594 [2020-11-08 16:20:44,939][root][INFO] - ===> Epoch[74](1919/26): Loss 0.3780, Sem 0.4081, dir -0.5549, norm 0.5247, swav 0.0000 LR: 8.255e-02 Score 87.864 Data time: 0.2096, Forward time: 2.2876, Backward time: 3.0681, DDP time: 0.0043, Total iter time: 5.1949 [2020-11-08 16:20:50,947][root][INFO] - ===> Epoch[74](1920/26): Loss 0.4518, Sem 0.5153, dir -0.5350, norm 0.4715, swav 0.0000 LR: 8.254e-02 Score 83.561 Data time: 0.1864, Forward time: 2.2874, Backward time: 3.0684, DDP time: 0.0043, Total iter time: 5.8890 [2020-11-08 16:20:57,905][root][INFO] - ===> Epoch[74](1921/26): Loss 0.4107, Sem 0.4486, dir -0.5266, norm 0.4888, swav 0.0000 LR: 8.253e-02 Score 86.859 Data time: 0.2755, Forward time: 2.2877, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 6.8687 [2020-11-08 16:21:04,553][root][INFO] - ===> Epoch[74](1922/26): Loss 0.4005, Sem 0.4200, dir -0.5223, norm 0.5028, swav 0.0000 LR: 8.252e-02 Score 88.235 Data time: 0.2237, Forward time: 2.2877, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 6.4961 [2020-11-08 16:21:10,105][root][INFO] - ===> Epoch[74](1923/26): Loss 0.3580, Sem 0.4259, dir -0.5469, norm 0.4790, swav 0.0000 LR: 8.252e-02 Score 85.913 Data time: 0.2186, Forward time: 2.2876, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.4273 [2020-11-08 16:21:15,644][root][INFO] - ===> Epoch[74](1924/26): Loss 0.4238, Sem 0.4802, dir -0.5372, norm 0.4808, swav 0.0000 LR: 8.251e-02 Score 84.434 Data time: 0.1640, Forward time: 2.2873, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 5.4610 [2020-11-08 16:21:21,394][root][INFO] - ===> Epoch[75](1925/26): Loss 0.4917, Sem 0.4967, dir -0.5063, norm 0.5013, swav 0.0000 LR: 8.250e-02 Score 83.975 Data time: 0.2464, Forward time: 2.2874, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 5.6666 [2020-11-08 16:21:26,031][root][INFO] - ===> Epoch[75](1926/26): Loss 0.3446, Sem 0.4425, dir -0.5859, norm 0.4880, swav 0.0000 LR: 8.249e-02 Score 86.283 Data time: 0.2256, Forward time: 2.2874, Backward time: 3.0686, DDP time: 0.0043, Total iter time: 4.5095 [2020-11-08 16:21:30,644][root][INFO] - ===> Epoch[75](1927/26): Loss 0.4410, Sem 0.4820, dir -0.5376, norm 0.4965, swav 0.0000 LR: 8.248e-02 Score 85.304 Data time: 0.2249, Forward time: 2.2875, Backward time: 3.0680, DDP time: 0.0043, Total iter time: 4.5042 [2020-11-08 16:21:35,947][root][INFO] - ===> Epoch[75](1928/26): Loss 0.4155, Sem 0.4664, dir -0.5403, norm 0.4894, swav 0.0000 LR: 8.247e-02 Score 84.613 Data time: 0.2033, Forward time: 2.2874, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.1940 [2020-11-08 16:21:41,502][root][INFO] - ===> Epoch[75](1929/26): Loss 0.3002, Sem 0.3953, dir -0.5537, norm 0.4585, swav 0.0000 LR: 8.246e-02 Score 86.935 Data time: 0.2881, Forward time: 2.2877, Backward time: 3.0674, DDP time: 0.0043, Total iter time: 5.4483 [2020-11-08 16:21:46,682][root][INFO] - ===> Epoch[75](1930/26): Loss 0.5269, Sem 0.5241, dir -0.5267, norm 0.5295, swav 0.0000 LR: 8.245e-02 Score 82.691 Data time: 0.2301, Forward time: 2.2877, Backward time: 3.0672, DDP time: 0.0043, Total iter time: 5.0623 [2020-11-08 16:21:53,210][root][INFO] - ===> Epoch[75](1931/26): Loss 0.3632, Sem 0.4257, dir -0.5221, norm 0.4596, swav 0.0000 LR: 8.244e-02 Score 87.180 Data time: 0.2710, Forward time: 2.2880, Backward time: 3.0673, DDP time: 0.0043, Total iter time: 6.3952 [2020-11-08 16:21:59,255][root][INFO] - ===> Epoch[75](1932/26): Loss 0.3829, Sem 0.4487, dir -0.5248, norm 0.4589, swav 0.0000 LR: 8.243e-02 Score 85.920 Data time: 0.2895, Forward time: 2.2883, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 5.9075 [2020-11-08 16:22:03,940][root][INFO] - ===> Epoch[75](1933/26): Loss 0.4821, Sem 0.4894, dir -0.5187, norm 0.5113, swav 0.0000 LR: 8.242e-02 Score 83.683 Data time: 0.1912, Forward time: 2.2882, Backward time: 3.0666, DDP time: 0.0043, Total iter time: 4.5659 [2020-11-08 16:22:09,757][root][INFO] - ===> Epoch[75](1934/26): Loss 0.3053, Sem 0.4550, dir -0.6089, norm 0.4592, swav 0.0000 LR: 8.241e-02 Score 86.148 Data time: 0.1467, Forward time: 2.2879, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 5.7129 [2020-11-08 16:22:14,967][root][INFO] - ===> Epoch[75](1935/26): Loss 0.3181, Sem 0.4160, dir -0.5540, norm 0.4562, swav 0.0000 LR: 8.240e-02 Score 87.116 Data time: 0.2189, Forward time: 2.2879, Backward time: 3.0667, DDP time: 0.0043, Total iter time: 5.1379 [2020-11-08 16:22:20,740][root][INFO] - ===> Epoch[75](1936/26): Loss 0.4593, Sem 0.5007, dir -0.5117, norm 0.4703, swav 0.0000 LR: 8.240e-02 Score 85.606 Data time: 0.3151, Forward time: 2.2881, Backward time: 3.0665, DDP time: 0.0043, Total iter time: 5.6554 [2020-11-08 16:22:27,983][root][INFO] - ===> Epoch[75](1937/26): Loss 0.4316, Sem 0.5084, dir -0.5677, norm 0.4909, swav 0.0000 LR: 8.239e-02 Score 83.980 Data time: 0.2448, Forward time: 2.2882, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 7.1035 [2020-11-08 16:22:34,737][root][INFO] - ===> Epoch[75](1938/26): Loss 0.4026, Sem 0.4832, dir -0.5290, norm 0.4485, swav 0.0000 LR: 8.238e-02 Score 84.768 Data time: 0.2610, Forward time: 2.2884, Backward time: 3.0674, DDP time: 0.0043, Total iter time: 6.6203 [2020-11-08 16:22:39,802][root][INFO] - ===> Epoch[75](1939/26): Loss 0.4195, Sem 0.4628, dir -0.4989, norm 0.4556, swav 0.0000 LR: 8.237e-02 Score 86.335 Data time: 0.1860, Forward time: 2.2882, Backward time: 3.0672, DDP time: 0.0043, Total iter time: 4.9447 [2020-11-08 16:22:46,477][root][INFO] - ===> Epoch[75](1940/26): Loss 0.3570, Sem 0.4331, dir -0.5165, norm 0.4404, swav 0.0000 LR: 8.236e-02 Score 85.705 Data time: 0.2011, Forward time: 2.2881, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 6.5934 [2020-11-08 16:22:51,743][root][INFO] - ===> Epoch[75](1941/26): Loss 0.3487, Sem 0.4286, dir -0.5229, norm 0.4430, swav 0.0000 LR: 8.235e-02 Score 86.021 Data time: 0.1708, Forward time: 2.2878, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.1374 [2020-11-08 16:22:57,060][root][INFO] - ===> Epoch[75](1942/26): Loss 0.4263, Sem 0.4288, dir -0.5204, norm 0.5179, swav 0.0000 LR: 8.234e-02 Score 86.723 Data time: 0.1647, Forward time: 2.2875, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 5.2381 [2020-11-08 16:23:02,937][root][INFO] - ===> Epoch[75](1943/26): Loss 0.4043, Sem 0.4755, dir -0.5354, norm 0.4643, swav 0.0000 LR: 8.233e-02 Score 86.004 Data time: 0.2807, Forward time: 2.2879, Backward time: 3.0676, DDP time: 0.0043, Total iter time: 5.8041 [2020-11-08 16:23:08,662][root][INFO] - ===> Epoch[75](1944/26): Loss 0.4587, Sem 0.5020, dir -0.5248, norm 0.4815, swav 0.0000 LR: 8.232e-02 Score 85.445 Data time: 0.2135, Forward time: 2.2879, Backward time: 3.0675, DDP time: 0.0043, Total iter time: 5.5825 [2020-11-08 16:23:13,665][root][INFO] - ===> Epoch[75](1945/26): Loss 0.3424, Sem 0.4389, dir -0.5290, norm 0.4326, swav 0.0000 LR: 8.231e-02 Score 85.711 Data time: 0.1974, Forward time: 2.2877, Backward time: 3.0673, DDP time: 0.0043, Total iter time: 4.8781 [2020-11-08 16:23:18,599][root][INFO] - ===> Epoch[75](1946/26): Loss 0.5289, Sem 0.5168, dir -0.5280, norm 0.5400, swav 0.0000 LR: 8.230e-02 Score 84.570 Data time: 0.2478, Forward time: 2.2878, Backward time: 3.0668, DDP time: 0.0043, Total iter time: 4.8146 [2020-11-08 16:23:25,193][root][INFO] - ===> Epoch[75](1947/26): Loss 0.4363, Sem 0.4169, dir -0.4484, norm 0.4678, swav 0.0000 LR: 8.229e-02 Score 86.763 Data time: 0.2748, Forward time: 2.2880, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 6.4613 [2020-11-08 16:23:30,691][root][INFO] - ===> Epoch[75](1948/26): Loss 0.3940, Sem 0.4383, dir -0.5348, norm 0.4905, swav 0.0000 LR: 8.229e-02 Score 85.599 Data time: 0.2712, Forward time: 2.2883, Backward time: 3.0666, DDP time: 0.0043, Total iter time: 5.3578 [2020-11-08 16:23:36,210][root][INFO] - ===> Epoch[75](1949/26): Loss 0.4147, Sem 0.4992, dir -0.5352, norm 0.4507, swav 0.0000 LR: 8.228e-02 Score 85.531 Data time: 0.1909, Forward time: 2.2881, Backward time: 3.0666, DDP time: 0.0043, Total iter time: 5.3861 [2020-11-08 16:23:41,767][root][INFO] - ===> Epoch[75](1950/26): Loss 0.6259, Sem 0.6694, dir -0.5756, norm 0.5320, swav 0.0000 LR: 8.227e-02 Score 79.467 Data time: 0.2725, Forward time: 2.2884, Backward time: 3.0663, DDP time: 0.0043, Total iter time: 5.4353 [2020-11-08 16:23:47,529][root][INFO] - ===> Epoch[76](1951/26): Loss 0.3902, Sem 0.4483, dir -0.5151, norm 0.4569, swav 0.0000 LR: 8.226e-02 Score 85.114 Data time: 0.2568, Forward time: 2.2884, Backward time: 3.0662, DDP time: 0.0043, Total iter time: 5.6304 [2020-11-08 16:23:55,087][root][INFO] - ===> Epoch[76](1952/26): Loss 0.2996, Sem 0.4158, dir -0.5577, norm 0.4415, swav 0.0000 LR: 8.225e-02 Score 87.028 Data time: 0.2923, Forward time: 2.2886, Backward time: 3.0669, DDP time: 0.0043, Total iter time: 7.4390 [2020-11-08 16:24:00,088][root][INFO] - ===> Epoch[76](1953/26): Loss 0.4191, Sem 0.4925, dir -0.5332, norm 0.4598, swav 0.0000 LR: 8.224e-02 Score 84.302 Data time: 0.2347, Forward time: 2.2887, Backward time: 3.0664, DDP time: 0.0043, Total iter time: 4.8706 [2020-11-08 16:24:05,106][root][INFO] - ===> Epoch[76](1954/26): Loss 0.4165, Sem 0.4589, dir -0.5350, norm 0.4926, swav 0.0000 LR: 8.223e-02 Score 86.197 Data time: 0.2099, Forward time: 2.2886, Backward time: 3.0661, DDP time: 0.0043, Total iter time: 4.8939 [2020-11-08 16:24:10,579][root][INFO] - ===> Epoch[76](1955/26): Loss 0.4060, Sem 0.4836, dir -0.5332, norm 0.4556, swav 0.0000 LR: 8.222e-02 Score 83.798 Data time: 0.1807, Forward time: 2.2884, Backward time: 3.0661, DDP time: 0.0043, Total iter time: 5.3647 [2020-11-08 16:24:16,157][root][INFO] - ===> Epoch[76](1956/26): Loss 0.4895, Sem 0.5127, dir -0.5202, norm 0.4970, swav 0.0000 LR: 8.221e-02 Score 83.308 Data time: 0.1631, Forward time: 2.2881, Backward time: 3.0663, DDP time: 0.0043, Total iter time: 5.4834 [2020-11-08 16:24:21,943][root][INFO] - ===> Epoch[76](1957/26): Loss 0.3950, Sem 0.4865, dir -0.5716, norm 0.4801, swav 0.0000 LR: 8.220e-02 Score 84.158 Data time: 0.2719, Forward time: 2.2883, Backward time: 3.0661, DDP time: 0.0043, Total iter time: 5.6945 [2020-11-08 16:24:27,062][root][INFO] - ===> Epoch[76](1958/26): Loss 0.4312, Sem 0.4341, dir -0.5268, norm 0.5239, swav 0.0000 LR: 8.219e-02 Score 86.941 Data time: 0.2258, Forward time: 2.2882, Backward time: 3.0659, DDP time: 0.0043, Total iter time: 4.9834 [2020-11-08 16:24:32,894][root][INFO] - ===> Epoch[76](1959/26): Loss 0.3923, Sem 0.4509, dir -0.5841, norm 0.5256, swav 0.0000 LR: 8.218e-02 Score 85.265 Data time: 0.1530, Forward time: 2.2879, Backward time: 3.0663, DDP time: 0.0043, Total iter time: 5.7527 [2020-11-08 16:24:38,768][root][INFO] - ===> Epoch[76](1960/26): Loss 0.3874, Sem 0.4286, dir -0.5387, norm 0.4976, swav 0.0000 LR: 8.218e-02 Score 85.440 Data time: 0.2523, Forward time: 2.2880, Backward time: 3.0663, DDP time: 0.0043, Total iter time: 5.8035 [2020-11-08 16:24:43,370][root][INFO] - ===> Epoch[76](1961/26): Loss 0.4881, Sem 0.4925, dir -0.5533, norm 0.5489, swav 0.0000 LR: 8.217e-02 Score 85.267 Data time: 0.2116, Forward time: 2.2880, Backward time: 3.0657, DDP time: 0.0043, Total iter time: 4.4540 [2020-11-08 16:24:47,908][root][INFO] - ===> Epoch[76](1962/26): Loss 0.3364, Sem 0.4563, dir -0.5449, norm 0.4250, swav 0.0000 LR: 8.216e-02 Score 86.413 Data time: 0.1493, Forward time: 2.2876, Backward time: 3.0654, DDP time: 0.0043, Total iter time: 4.4357 [2020-11-08 16:24:55,634][root][INFO] - ===> Epoch[76](1963/26): Loss 0.4801, Sem 0.5126, dir -0.5346, norm 0.5020, swav 0.0000 LR: 8.215e-02 Score 84.066 Data time: 0.1940, Forward time: 2.2874, Backward time: 3.0666, DDP time: 0.0043, Total iter time: 7.6421 [2020-11-08 16:25:01,743][root][INFO] - ===> Epoch[76](1964/26): Loss 0.3858, Sem 0.4654, dir -0.5491, norm 0.4695, swav 0.0000 LR: 8.214e-02 Score 83.905 Data time: 0.2802, Forward time: 2.2874, Backward time: 3.0668, DDP time: 0.0043, Total iter time: 5.9998 [2020-11-08 16:25:09,554][root][INFO] - ===> Epoch[76](1965/26): Loss 0.4878, Sem 0.5264, dir -0.5242, norm 0.4856, swav 0.0000 LR: 8.213e-02 Score 83.820 Data time: 0.3686, Forward time: 2.2882, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 7.6913 [2020-11-08 16:25:16,087][root][INFO] - ===> Epoch[76](1966/26): Loss 0.4249, Sem 0.4791, dir -0.5241, norm 0.4699, swav 0.0000 LR: 8.212e-02 Score 85.656 Data time: 0.2324, Forward time: 2.2883, Backward time: 3.0672, DDP time: 0.0043, Total iter time: 6.3849 [2020-11-08 16:25:22,252][root][INFO] - ===> Epoch[76](1967/26): Loss 0.3829, Sem 0.4966, dir -0.5929, norm 0.4793, swav 0.0000 LR: 8.211e-02 Score 83.753 Data time: 0.1962, Forward time: 2.2883, Backward time: 3.0674, DDP time: 0.0043, Total iter time: 6.0447 [2020-11-08 16:25:28,961][root][INFO] - ===> Epoch[76](1968/26): Loss 0.3561, Sem 0.4701, dir -0.5582, norm 0.4443, swav 0.0000 LR: 8.210e-02 Score 84.666 Data time: 0.1575, Forward time: 2.2880, Backward time: 3.0682, DDP time: 0.0043, Total iter time: 6.5843 [2020-11-08 16:25:34,376][root][INFO] - ===> Epoch[76](1969/26): Loss 0.4378, Sem 0.4818, dir -0.5601, norm 0.5160, swav 0.0000 LR: 8.209e-02 Score 86.165 Data time: 0.2549, Forward time: 2.2882, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.3475 [2020-11-08 16:25:39,153][root][INFO] - ===> Epoch[76](1970/26): Loss 0.5376, Sem 0.5587, dir -0.5320, norm 0.5108, swav 0.0000 LR: 8.208e-02 Score 83.017 Data time: 0.2241, Forward time: 2.2882, Backward time: 3.0674, DDP time: 0.0043, Total iter time: 4.6319 [2020-11-08 16:25:44,263][root][INFO] - ===> Epoch[76](1971/26): Loss 0.3138, Sem 0.4042, dir -0.5415, norm 0.4511, swav 0.0000 LR: 8.207e-02 Score 87.858 Data time: 0.1929, Forward time: 2.2880, Backward time: 3.0672, DDP time: 0.0043, Total iter time: 4.9959 [2020-11-08 16:25:50,969][root][INFO] - ===> Epoch[76](1972/26): Loss 0.3310, Sem 0.4320, dir -0.5165, norm 0.4155, swav 0.0000 LR: 8.206e-02 Score 86.676 Data time: 0.2193, Forward time: 2.2880, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 6.6102 [2020-11-08 16:25:56,905][root][INFO] - ===> Epoch[76](1973/26): Loss 0.5197, Sem 0.5505, dir -0.5167, norm 0.4858, swav 0.0000 LR: 8.206e-02 Score 85.192 Data time: 0.2621, Forward time: 2.2883, Backward time: 3.0675, DDP time: 0.0043, Total iter time: 5.8337 [2020-11-08 16:26:02,697][root][INFO] - ===> Epoch[76](1974/26): Loss 0.3703, Sem 0.4353, dir -0.5475, norm 0.4825, swav 0.0000 LR: 8.205e-02 Score 86.218 Data time: 0.1832, Forward time: 2.2881, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 5.6641 [2020-11-08 16:26:07,878][root][INFO] - ===> Epoch[76](1975/26): Loss 0.5242, Sem 0.4983, dir -0.4972, norm 0.5230, swav 0.0000 LR: 8.204e-02 Score 83.742 Data time: 0.2211, Forward time: 2.2881, Backward time: 3.0674, DDP time: 0.0043, Total iter time: 5.0665 [2020-11-08 16:26:14,229][root][INFO] - ===> Epoch[76](1976/26): Loss 0.4118, Sem 0.4663, dir -0.5179, norm 0.4634, swav 0.0000 LR: 8.203e-02 Score 85.280 Data time: 0.2347, Forward time: 2.2881, Backward time: 3.0676, DDP time: 0.0043, Total iter time: 6.2178 [2020-11-08 16:26:22,866][root][INFO] - ===> Epoch[77](1977/26): Loss 0.3385, Sem 0.4120, dir -0.5203, norm 0.4468, swav 0.0000 LR: 8.202e-02 Score 86.005 Data time: 0.2220, Forward time: 2.2881, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 8.5159 [2020-11-08 16:26:28,873][root][INFO] - ===> Epoch[77](1978/26): Loss 0.4226, Sem 0.4611, dir -0.5094, norm 0.4709, swav 0.0000 LR: 8.201e-02 Score 86.890 Data time: 0.2871, Forward time: 2.2885, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 5.8775 [2020-11-08 16:26:34,050][root][INFO] - ===> Epoch[77](1979/26): Loss 0.4443, Sem 0.5298, dir -0.5379, norm 0.4524, swav 0.0000 LR: 8.200e-02 Score 83.168 Data time: 0.1712, Forward time: 2.2883, Backward time: 3.0686, DDP time: 0.0043, Total iter time: 5.0428 [2020-11-08 16:26:40,077][root][INFO] - ===> Epoch[77](1980/26): Loss 0.4864, Sem 0.4714, dir -0.5216, norm 0.5366, swav 0.0000 LR: 8.199e-02 Score 85.277 Data time: 0.2505, Forward time: 2.2884, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 5.9227 [2020-11-08 16:26:45,218][root][INFO] - ===> Epoch[77](1981/26): Loss 0.4228, Sem 0.4844, dir -0.5243, norm 0.4626, swav 0.0000 LR: 8.198e-02 Score 84.301 Data time: 0.2343, Forward time: 2.2884, Backward time: 3.0684, DDP time: 0.0043, Total iter time: 5.0101 [2020-11-08 16:26:51,220][root][INFO] - ===> Epoch[77](1982/26): Loss 0.4128, Sem 0.4517, dir -0.5327, norm 0.4938, swav 0.0000 LR: 8.197e-02 Score 85.416 Data time: 0.2909, Forward time: 2.2888, Backward time: 3.0681, DDP time: 0.0043, Total iter time: 5.8834 [2020-11-08 16:26:56,047][root][INFO] - ===> Epoch[77](1983/26): Loss 0.3389, Sem 0.4255, dir -0.5913, norm 0.5046, swav 0.0000 LR: 8.196e-02 Score 86.375 Data time: 0.2213, Forward time: 2.2889, Backward time: 3.0675, DDP time: 0.0043, Total iter time: 4.6949 [2020-11-08 16:27:01,493][root][INFO] - ===> Epoch[77](1984/26): Loss 0.4840, Sem 0.5096, dir -0.5287, norm 0.5031, swav 0.0000 LR: 8.195e-02 Score 85.189 Data time: 0.2561, Forward time: 2.2891, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.3387 [2020-11-08 16:27:06,703][root][INFO] - ===> Epoch[77](1985/26): Loss 0.3169, Sem 0.3922, dir -0.5366, norm 0.4613, swav 0.0000 LR: 8.195e-02 Score 86.948 Data time: 0.1787, Forward time: 2.2889, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 5.0830 [2020-11-08 16:27:13,154][root][INFO] - ===> Epoch[77](1986/26): Loss 0.3130, Sem 0.4019, dir -0.5741, norm 0.4852, swav 0.0000 LR: 8.194e-02 Score 87.564 Data time: 0.2147, Forward time: 2.2889, Backward time: 3.0674, DDP time: 0.0043, Total iter time: 6.3520 [2020-11-08 16:27:18,010][root][INFO] - ===> Epoch[77](1987/26): Loss 0.3542, Sem 0.4274, dir -0.5365, norm 0.4633, swav 0.0000 LR: 8.193e-02 Score 86.371 Data time: 0.1327, Forward time: 2.2885, Backward time: 3.0674, DDP time: 0.0043, Total iter time: 4.7507 [2020-11-08 16:27:23,562][root][INFO] - ===> Epoch[77](1988/26): Loss 0.3536, Sem 0.4375, dir -0.5211, norm 0.4372, swav 0.0000 LR: 8.192e-02 Score 84.859 Data time: 0.2778, Forward time: 2.2887, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.5033 [2020-11-08 16:27:29,154][root][INFO] - ===> Epoch[77](1989/26): Loss 0.2830, Sem 0.4046, dir -0.5699, norm 0.4482, swav 0.0000 LR: 8.191e-02 Score 86.949 Data time: 0.2528, Forward time: 2.2889, Backward time: 3.0668, DDP time: 0.0043, Total iter time: 5.4793 [2020-11-08 16:27:35,124][root][INFO] - ===> Epoch[77](1990/26): Loss 0.4450, Sem 0.4543, dir -0.4956, norm 0.4863, swav 0.0000 LR: 8.190e-02 Score 85.801 Data time: 0.1687, Forward time: 2.2886, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.8715 [2020-11-08 16:27:40,700][root][INFO] - ===> Epoch[77](1991/26): Loss 0.3912, Sem 0.4542, dir -0.5779, norm 0.5149, swav 0.0000 LR: 8.189e-02 Score 85.349 Data time: 0.2060, Forward time: 2.2886, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.5047 [2020-11-08 16:27:46,329][root][INFO] - ===> Epoch[77](1992/26): Loss 0.3546, Sem 0.4569, dir -0.5492, norm 0.4470, swav 0.0000 LR: 8.188e-02 Score 84.420 Data time: 0.2213, Forward time: 2.2885, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.5221 [2020-11-08 16:27:53,669][root][INFO] - ===> Epoch[77](1993/26): Loss 0.4230, Sem 0.4421, dir -0.4864, norm 0.4673, swav 0.0000 LR: 8.187e-02 Score 85.833 Data time: 0.3115, Forward time: 2.2889, Backward time: 3.0675, DDP time: 0.0043, Total iter time: 7.2488 [2020-11-08 16:27:58,395][root][INFO] - ===> Epoch[77](1994/26): Loss 0.4252, Sem 0.4406, dir -0.5127, norm 0.4973, swav 0.0000 LR: 8.186e-02 Score 86.600 Data time: 0.1881, Forward time: 2.2889, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 4.5920 [2020-11-08 16:28:03,619][root][INFO] - ===> Epoch[77](1995/26): Loss 0.4060, Sem 0.4704, dir -0.5672, norm 0.5028, swav 0.0000 LR: 8.185e-02 Score 84.847 Data time: 0.1255, Forward time: 2.2884, Backward time: 3.0672, DDP time: 0.0043, Total iter time: 5.1314 [2020-11-08 16:28:08,256][root][INFO] - ===> Epoch[77](1996/26): Loss 0.3317, Sem 0.4422, dir -0.5452, norm 0.4348, swav 0.0000 LR: 8.184e-02 Score 86.039 Data time: 0.1726, Forward time: 2.2881, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 4.5715 [2020-11-08 16:28:12,976][root][INFO] - ===> Epoch[77](1997/26): Loss 0.3484, Sem 0.4183, dir -0.4912, norm 0.4213, swav 0.0000 LR: 8.183e-02 Score 86.426 Data time: 0.2375, Forward time: 2.2882, Backward time: 3.0665, DDP time: 0.0043, Total iter time: 4.6356 [2020-11-08 16:28:18,488][root][INFO] - ===> Epoch[77](1998/26): Loss 0.3972, Sem 0.4675, dir -0.5192, norm 0.4489, swav 0.0000 LR: 8.183e-02 Score 84.506 Data time: 0.2696, Forward time: 2.2884, Backward time: 3.0661, DDP time: 0.0043, Total iter time: 5.3982 [2020-11-08 16:28:24,198][root][INFO] - ===> Epoch[77](1999/26): Loss 0.4242, Sem 0.4579, dir -0.4770, norm 0.4432, swav 0.0000 LR: 8.182e-02 Score 85.765 Data time: 0.2751, Forward time: 2.2887, Backward time: 3.0658, DDP time: 0.0043, Total iter time: 5.5891 [2020-11-08 16:28:30,100][root][INFO] - ===> Epoch[77](2000/26): Loss 0.6455, Sem 0.6322, dir -0.5191, norm 0.5324, swav 0.0000 LR: 8.181e-02 Score 80.484 Data time: 0.2067, Forward time: 2.2888, Backward time: 3.0658, DDP time: 0.0043, Total iter time: 5.7695 [2020-11-08 16:28:30,759][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 16:28:30,959][root][INFO] - ===> Start testing [2020-11-08 16:29:51,908][root][INFO] - 101/312: Data time: 0.0050, Iter time: 0.3356 Loss 0.859 (AVG: 0.561) Score 77.014 (AVG: 84.206) mIOU 58.149 mAP 68.678 mAcc 70.208 IOU: 78.297 95.834 44.840 66.366 85.196 79.383 60.188 49.216 35.201 65.540 19.764 51.095 42.706 63.870 39.492 47.503 85.893 62.365 61.850 28.385 mAP: 78.283 94.546 51.280 75.282 90.422 87.170 66.008 60.414 52.471 65.874 31.670 46.937 59.591 69.618 56.870 87.936 96.281 84.513 66.284 52.107 mAcc: 91.782 98.115 49.595 78.312 94.165 81.796 70.350 69.522 40.860 82.864 26.962 83.323 70.577 75.030 48.263 55.393 96.791 83.341 64.610 42.518 [2020-11-08 16:31:14,092][root][INFO] - 201/312: Data time: 0.0139, Iter time: 0.2036 Loss 0.652 (AVG: 0.591) Score 79.007 (AVG: 83.207) mIOU 57.166 mAP 68.980 mAcc 69.307 IOU: 77.923 95.852 45.353 67.602 84.589 75.568 59.373 45.930 35.759 64.318 16.603 49.562 40.852 55.829 31.629 56.389 81.643 53.445 73.490 31.614 mAP: 81.307 94.704 54.580 68.133 86.659 82.796 63.172 63.504 54.039 69.418 31.595 54.232 58.474 69.892 54.540 87.369 93.929 81.164 79.098 50.998 mAcc: 91.875 98.088 51.221 76.285 93.189 78.897 66.977 65.202 42.641 81.195 22.778 80.263 74.547 64.195 40.004 67.177 94.513 71.909 77.861 47.330 [2020-11-08 16:32:40,567][root][INFO] - 301/312: Data time: 0.0065, Iter time: 0.2600 Loss 0.265 (AVG: 0.599) Score 90.043 (AVG: 83.172) mIOU 57.184 mAP 68.179 mAcc 69.197 IOU: 77.438 95.849 46.093 65.190 85.012 75.626 59.863 46.411 36.552 66.781 15.603 49.321 43.754 57.914 27.802 53.234 80.767 52.400 76.600 31.471 mAP: 80.387 95.016 55.040 66.565 86.859 80.551 64.210 62.636 53.330 68.234 33.020 55.173 60.320 70.174 45.448 84.102 94.372 77.105 80.208 50.826 mAcc: 92.466 98.142 52.807 77.584 93.181 79.180 67.714 64.106 43.199 83.576 21.114 81.889 76.380 65.374 33.815 65.962 94.460 67.951 81.068 43.964 [2020-11-08 16:32:47,138][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.1404 Loss 0.463 (AVG: 0.593) Score 84.851 (AVG: 83.376) mIOU 57.384 mAP 68.127 mAcc 69.354 IOU: 77.748 95.884 45.902 66.166 85.158 75.618 60.749 46.193 36.149 66.662 15.515 49.158 44.574 57.943 27.602 53.201 81.197 53.059 77.201 32.003 mAP: 80.479 95.044 54.373 67.279 86.614 80.551 64.118 61.957 52.397 68.272 32.664 55.173 61.008 69.997 44.516 84.265 94.544 77.383 80.735 51.168 mAcc: 92.543 98.156 52.612 78.329 93.277 79.180 68.470 63.735 42.849 83.401 21.038 81.889 76.905 65.848 33.588 65.856 94.575 68.531 81.652 44.638 [2020-11-08 16:32:47,138][root][INFO] - Finished test. Elapsed time: 256.1781 [2020-11-08 16:33:00,557][root][INFO] - [2020-11-08 16:33:00,558][root][INFO] - ################################################################ [2020-11-08 16:33:00,558][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 16:33:00,558][root][INFO] - ################################################################ [2020-11-08 16:33:00,558][root][INFO] - cabinet : 0.061 0.185 0.432 [2020-11-08 16:33:00,558][root][INFO] - bed : 0.277 0.686 0.796 [2020-11-08 16:33:00,558][root][INFO] - chair : 0.418 0.630 0.746 [2020-11-08 16:33:00,558][root][INFO] - sofa : 0.221 0.426 0.734 [2020-11-08 16:33:00,558][root][INFO] - table : 0.080 0.211 0.354 [2020-11-08 16:33:00,558][root][INFO] - door : 0.127 0.295 0.429 [2020-11-08 16:33:00,558][root][INFO] - window : 0.010 0.034 0.167 [2020-11-08 16:33:00,558][root][INFO] - bookshelf : 0.125 0.413 0.710 [2020-11-08 16:33:00,558][root][INFO] - picture : 0.013 0.043 0.147 [2020-11-08 16:33:00,558][root][INFO] - counter : 0.011 0.059 0.482 [2020-11-08 16:33:00,558][root][INFO] - desk : 0.005 0.031 0.334 [2020-11-08 16:33:00,558][root][INFO] - curtain : 0.143 0.270 0.418 [2020-11-08 16:33:00,559][root][INFO] - refrigerator : 0.096 0.254 0.315 [2020-11-08 16:33:00,559][root][INFO] - shower curtain : 0.155 0.374 0.653 [2020-11-08 16:33:00,559][root][INFO] - toilet : 0.718 0.963 0.963 [2020-11-08 16:33:00,559][root][INFO] - sink : 0.063 0.227 0.605 [2020-11-08 16:33:00,559][root][INFO] - bathtub : 0.371 0.580 0.729 [2020-11-08 16:33:00,559][root][INFO] - otherfurniture : 0.147 0.267 0.485 [2020-11-08 16:33:00,559][root][INFO] - ---------------------------------------------------------------- [2020-11-08 16:33:00,559][root][INFO] - average : 0.169 0.330 0.528 [2020-11-08 16:33:00,559][root][INFO] - [2020-11-08 16:33:00,799][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 16:33:01,548][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 16:33:01,739][root][INFO] - Current best mIoU: 57.384 at iter 2000 [2020-11-08 16:33:05,531][root][INFO] - ===> Epoch[77](2001/26): Loss 0.3407, Sem 0.4367, dir -0.5546, norm 0.4586, swav 0.0000 LR: 8.180e-02 Score 87.414 Data time: 0.1862, Forward time: 2.2885, Backward time: 3.0652, DDP time: 0.0043, Total iter time: 3.7859 [2020-11-08 16:33:12,620][root][INFO] - ===> Epoch[77](2002/26): Loss 0.5301, Sem 0.5153, dir -0.4866, norm 0.5014, swav 0.0000 LR: 8.179e-02 Score 84.590 Data time: 0.2361, Forward time: 2.2885, Backward time: 3.0658, DDP time: 0.0043, Total iter time: 6.9843 [2020-11-08 16:33:19,270][root][INFO] - ===> Epoch[78](2003/26): Loss 0.3753, Sem 0.4199, dir -0.5417, norm 0.4971, swav 0.0000 LR: 8.178e-02 Score 86.436 Data time: 0.3543, Forward time: 2.2891, Backward time: 3.0657, DDP time: 0.0043, Total iter time: 6.5259 [2020-11-08 16:33:24,444][root][INFO] - ===> Epoch[78](2004/26): Loss 0.4563, Sem 0.4642, dir -0.5303, norm 0.5224, swav 0.0000 LR: 8.177e-02 Score 84.994 Data time: 0.2217, Forward time: 2.2892, Backward time: 3.0652, DDP time: 0.0043, Total iter time: 5.0308 [2020-11-08 16:33:30,307][root][INFO] - ===> Epoch[78](2005/26): Loss 0.4583, Sem 0.4928, dir -0.5318, norm 0.4973, swav 0.0000 LR: 8.176e-02 Score 85.590 Data time: 0.2963, Forward time: 2.2895, Backward time: 3.0649, DDP time: 0.0043, Total iter time: 5.7221 [2020-11-08 16:33:37,406][root][INFO] - ===> Epoch[78](2006/26): Loss 0.3885, Sem 0.4355, dir -0.5193, norm 0.4722, swav 0.0000 LR: 8.175e-02 Score 86.157 Data time: 0.1713, Forward time: 2.2893, Backward time: 3.0658, DDP time: 0.0043, Total iter time: 6.9368 [2020-11-08 16:33:44,812][root][INFO] - ===> Epoch[78](2007/26): Loss 0.3632, Sem 0.4185, dir -0.5285, norm 0.4733, swav 0.0000 LR: 8.174e-02 Score 86.973 Data time: 0.2503, Forward time: 2.2895, Backward time: 3.0664, DDP time: 0.0043, Total iter time: 7.2950 [2020-11-08 16:33:51,386][root][INFO] - ===> Epoch[78](2008/26): Loss 0.3209, Sem 0.4407, dir -0.5926, norm 0.4728, swav 0.0000 LR: 8.173e-02 Score 85.737 Data time: 0.1753, Forward time: 2.2893, Backward time: 3.0669, DDP time: 0.0043, Total iter time: 6.4448 [2020-11-08 16:33:57,059][root][INFO] - ===> Epoch[78](2009/26): Loss 0.5426, Sem 0.5365, dir -0.5268, norm 0.5330, swav 0.0000 LR: 8.172e-02 Score 81.602 Data time: 0.1868, Forward time: 2.2891, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.5835 [2020-11-08 16:34:03,576][root][INFO] - ===> Epoch[78](2010/26): Loss 0.3954, Sem 0.4501, dir -0.5623, norm 0.5076, swav 0.0000 LR: 8.172e-02 Score 86.186 Data time: 0.1896, Forward time: 2.2889, Backward time: 3.0676, DDP time: 0.0043, Total iter time: 6.4041 [2020-11-08 16:34:08,588][root][INFO] - ===> Epoch[78](2011/26): Loss 0.4186, Sem 0.4564, dir -0.5250, norm 0.4872, swav 0.0000 LR: 8.171e-02 Score 85.157 Data time: 0.2244, Forward time: 2.2890, Backward time: 3.0672, DDP time: 0.0043, Total iter time: 4.9110 [2020-11-08 16:34:14,383][root][INFO] - ===> Epoch[78](2012/26): Loss 0.4904, Sem 0.5022, dir -0.5082, norm 0.4964, swav 0.0000 LR: 8.170e-02 Score 84.809 Data time: 0.2386, Forward time: 2.2891, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.6565 [2020-11-08 16:34:21,319][root][INFO] - ===> Epoch[78](2013/26): Loss 0.4215, Sem 0.4962, dir -0.5319, norm 0.4572, swav 0.0000 LR: 8.169e-02 Score 85.422 Data time: 0.1796, Forward time: 2.2889, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 6.8174 [2020-11-08 16:34:27,929][root][INFO] - ===> Epoch[78](2014/26): Loss 0.3285, Sem 0.4081, dir -0.5394, norm 0.4598, swav 0.0000 LR: 8.168e-02 Score 86.954 Data time: 0.3263, Forward time: 2.2895, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 6.5277 [2020-11-08 16:34:35,018][root][INFO] - ===> Epoch[78](2015/26): Loss 0.4390, Sem 0.4553, dir -0.5131, norm 0.4968, swav 0.0000 LR: 8.167e-02 Score 85.869 Data time: 0.1838, Forward time: 2.2893, Backward time: 3.0685, DDP time: 0.0043, Total iter time: 6.9356 [2020-11-08 16:34:40,858][root][INFO] - ===> Epoch[78](2016/26): Loss 0.3803, Sem 0.4406, dir -0.4977, norm 0.4373, swav 0.0000 LR: 8.166e-02 Score 85.281 Data time: 0.1446, Forward time: 2.2890, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 5.7061 [2020-11-08 16:34:46,017][root][INFO] - ===> Epoch[78](2017/26): Loss 0.4221, Sem 0.4662, dir -0.5130, norm 0.4689, swav 0.0000 LR: 8.165e-02 Score 85.016 Data time: 0.2704, Forward time: 2.2891, Backward time: 3.0685, DDP time: 0.0043, Total iter time: 5.1037 [2020-11-08 16:34:51,584][root][INFO] - ===> Epoch[78](2018/26): Loss 0.4083, Sem 0.4377, dir -0.4989, norm 0.4696, swav 0.0000 LR: 8.164e-02 Score 85.862 Data time: 0.1561, Forward time: 2.2888, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 5.4363 [2020-11-08 16:34:56,796][root][INFO] - ===> Epoch[78](2019/26): Loss 0.3924, Sem 0.4618, dir -0.5586, norm 0.4893, swav 0.0000 LR: 8.163e-02 Score 84.938 Data time: 0.2183, Forward time: 2.2887, Backward time: 3.0685, DDP time: 0.0043, Total iter time: 5.1461 [2020-11-08 16:35:01,944][root][INFO] - ===> Epoch[78](2020/26): Loss 0.6109, Sem 0.5585, dir -0.4892, norm 0.5416, swav 0.0000 LR: 8.162e-02 Score 84.057 Data time: 0.2510, Forward time: 2.2889, Backward time: 3.0681, DDP time: 0.0043, Total iter time: 5.0541 [2020-11-08 16:35:07,798][root][INFO] - ===> Epoch[78](2021/26): Loss 0.3923, Sem 0.4258, dir -0.5380, norm 0.5045, swav 0.0000 LR: 8.161e-02 Score 86.727 Data time: 0.2602, Forward time: 2.2891, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 5.7463 [2020-11-08 16:35:13,802][root][INFO] - ===> Epoch[78](2022/26): Loss 0.3607, Sem 0.4202, dir -0.5406, norm 0.4810, swav 0.0000 LR: 8.160e-02 Score 87.224 Data time: 0.1728, Forward time: 2.2889, Backward time: 3.0682, DDP time: 0.0043, Total iter time: 5.9007 [2020-11-08 16:35:19,461][root][INFO] - ===> Epoch[78](2023/26): Loss 0.3317, Sem 0.4156, dir -0.5376, norm 0.4538, swav 0.0000 LR: 8.160e-02 Score 86.509 Data time: 0.1931, Forward time: 2.2888, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 5.5570 [2020-11-08 16:35:25,962][root][INFO] - ===> Epoch[78](2024/26): Loss 0.4629, Sem 0.4596, dir -0.4845, norm 0.4878, swav 0.0000 LR: 8.159e-02 Score 85.268 Data time: 0.2110, Forward time: 2.2888, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 6.4031 [2020-11-08 16:35:30,865][root][INFO] - ===> Epoch[78](2025/26): Loss 0.4104, Sem 0.5007, dir -0.5679, norm 0.4776, swav 0.0000 LR: 8.158e-02 Score 84.343 Data time: 0.2166, Forward time: 2.2887, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 4.7691 [2020-11-08 16:35:36,723][root][INFO] - ===> Epoch[78](2026/26): Loss 0.3216, Sem 0.4372, dir -0.5585, norm 0.4428, swav 0.0000 LR: 8.157e-02 Score 86.435 Data time: 0.2577, Forward time: 2.2889, Backward time: 3.0681, DDP time: 0.0043, Total iter time: 5.6046 [2020-11-08 16:35:41,877][root][INFO] - ===> Epoch[78](2027/26): Loss 0.4374, Sem 0.5297, dir -0.5043, norm 0.4119, swav 0.0000 LR: 8.156e-02 Score 85.017 Data time: 0.1902, Forward time: 2.2887, Backward time: 3.0680, DDP time: 0.0043, Total iter time: 5.0337 [2020-11-08 16:35:48,148][root][INFO] - ===> Epoch[78](2028/26): Loss 0.5108, Sem 0.5586, dir -0.5801, norm 0.5323, swav 0.0000 LR: 8.155e-02 Score 81.329 Data time: 0.2683, Forward time: 2.2891, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 6.1885 [2020-11-08 16:35:53,956][root][INFO] - ===> Epoch[79](2029/26): Loss 0.2649, Sem 0.3632, dir -0.5500, norm 0.4516, swav 0.0000 LR: 8.154e-02 Score 88.841 Data time: 0.2591, Forward time: 2.2891, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 5.6822 [2020-11-08 16:35:59,525][root][INFO] - ===> Epoch[79](2030/26): Loss 0.4743, Sem 0.4406, dir -0.4885, norm 0.5223, swav 0.0000 LR: 8.153e-02 Score 86.600 Data time: 0.2397, Forward time: 2.2891, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 5.4547 [2020-11-08 16:36:04,595][root][INFO] - ===> Epoch[79](2031/26): Loss 0.5349, Sem 0.5471, dir -0.5312, norm 0.5190, swav 0.0000 LR: 8.152e-02 Score 83.551 Data time: 0.1723, Forward time: 2.2889, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 4.9391 [2020-11-08 16:36:10,750][root][INFO] - ===> Epoch[79](2032/26): Loss 0.4332, Sem 0.4820, dir -0.5173, norm 0.4685, swav 0.0000 LR: 8.151e-02 Score 84.603 Data time: 0.2198, Forward time: 2.2889, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 6.0692 [2020-11-08 16:36:15,982][root][INFO] - ===> Epoch[79](2033/26): Loss 0.4036, Sem 0.4672, dir -0.5542, norm 0.4906, swav 0.0000 LR: 8.150e-02 Score 86.089 Data time: 0.2175, Forward time: 2.2889, Backward time: 3.0676, DDP time: 0.0043, Total iter time: 5.1115 [2020-11-08 16:36:21,573][root][INFO] - ===> Epoch[79](2034/26): Loss 0.3819, Sem 0.4183, dir -0.5080, norm 0.4717, swav 0.0000 LR: 8.149e-02 Score 87.176 Data time: 0.2031, Forward time: 2.2886, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.4658 [2020-11-08 16:36:26,586][root][INFO] - ===> Epoch[79](2035/26): Loss 0.4184, Sem 0.4658, dir -0.5284, norm 0.4809, swav 0.0000 LR: 8.148e-02 Score 85.078 Data time: 0.2400, Forward time: 2.2887, Backward time: 3.0674, DDP time: 0.0043, Total iter time: 4.9208 [2020-11-08 16:36:32,001][root][INFO] - ===> Epoch[79](2036/26): Loss 0.2972, Sem 0.4378, dir -0.5760, norm 0.4354, swav 0.0000 LR: 8.148e-02 Score 85.640 Data time: 0.2239, Forward time: 2.2887, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.2906 [2020-11-08 16:36:37,850][root][INFO] - ===> Epoch[79](2037/26): Loss 0.3947, Sem 0.4533, dir -0.5402, norm 0.4817, swav 0.0000 LR: 8.147e-02 Score 85.152 Data time: 0.2179, Forward time: 2.2888, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.7432 [2020-11-08 16:36:43,061][root][INFO] - ===> Epoch[79](2038/26): Loss 0.4152, Sem 0.5475, dir -0.5772, norm 0.4449, swav 0.0000 LR: 8.146e-02 Score 82.206 Data time: 0.2643, Forward time: 2.2890, Backward time: 3.0667, DDP time: 0.0043, Total iter time: 5.0874 [2020-11-08 16:36:48,030][root][INFO] - ===> Epoch[79](2039/26): Loss 0.3312, Sem 0.4367, dir -0.5547, norm 0.4492, swav 0.0000 LR: 8.145e-02 Score 85.934 Data time: 0.2042, Forward time: 2.2889, Backward time: 3.0663, DDP time: 0.0043, Total iter time: 4.8202 [2020-11-08 16:36:53,565][root][INFO] - ===> Epoch[79](2040/26): Loss 0.4110, Sem 0.4782, dir -0.5635, norm 0.4963, swav 0.0000 LR: 8.144e-02 Score 84.422 Data time: 0.2253, Forward time: 2.2889, Backward time: 3.0662, DDP time: 0.0043, Total iter time: 5.4209 [2020-11-08 16:37:00,841][root][INFO] - ===> Epoch[79](2041/26): Loss 0.3653, Sem 0.4516, dir -0.5500, norm 0.4637, swav 0.0000 LR: 8.143e-02 Score 84.403 Data time: 0.2373, Forward time: 2.2890, Backward time: 3.0668, DDP time: 0.0043, Total iter time: 7.1412 [2020-11-08 16:37:06,023][root][INFO] - ===> Epoch[79](2042/26): Loss 0.4999, Sem 0.4702, dir -0.5196, norm 0.5493, swav 0.0000 LR: 8.142e-02 Score 84.041 Data time: 0.1568, Forward time: 2.2888, Backward time: 3.0667, DDP time: 0.0043, Total iter time: 5.0408 [2020-11-08 16:37:11,193][root][INFO] - ===> Epoch[79](2043/26): Loss 0.2973, Sem 0.3895, dir -0.5449, norm 0.4526, swav 0.0000 LR: 8.141e-02 Score 87.695 Data time: 0.1638, Forward time: 2.2885, Backward time: 3.0667, DDP time: 0.0043, Total iter time: 5.0605 [2020-11-08 16:37:17,662][root][INFO] - ===> Epoch[79](2044/26): Loss 0.3967, Sem 0.4277, dir -0.4903, norm 0.4592, swav 0.0000 LR: 8.140e-02 Score 86.097 Data time: 0.1924, Forward time: 2.2883, Backward time: 3.0672, DDP time: 0.0043, Total iter time: 6.3798 [2020-11-08 16:37:23,177][root][INFO] - ===> Epoch[79](2045/26): Loss 0.5268, Sem 0.5271, dir -0.5176, norm 0.5172, swav 0.0000 LR: 8.139e-02 Score 83.560 Data time: 0.1573, Forward time: 2.2880, Backward time: 3.0674, DDP time: 0.0043, Total iter time: 5.3934 [2020-11-08 16:37:29,112][root][INFO] - ===> Epoch[79](2046/26): Loss 0.5083, Sem 0.5042, dir -0.5032, norm 0.5073, swav 0.0000 LR: 8.138e-02 Score 83.128 Data time: 0.1653, Forward time: 2.2878, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 5.8511 [2020-11-08 16:37:34,868][root][INFO] - ===> Epoch[79](2047/26): Loss 0.2948, Sem 0.4114, dir -0.5461, norm 0.4295, swav 0.0000 LR: 8.137e-02 Score 86.113 Data time: 0.2211, Forward time: 2.2879, Backward time: 3.0676, DDP time: 0.0043, Total iter time: 5.6379 [2020-11-08 16:37:41,848][root][INFO] - ===> Epoch[79](2048/26): Loss 0.5381, Sem 0.5243, dir -0.5506, norm 0.5644, swav 0.0000 LR: 8.137e-02 Score 83.002 Data time: 0.1977, Forward time: 2.2879, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 6.8494 [2020-11-08 16:37:47,456][root][INFO] - ===> Epoch[79](2049/26): Loss 0.3775, Sem 0.4762, dir -0.5482, norm 0.4495, swav 0.0000 LR: 8.136e-02 Score 84.944 Data time: 0.1614, Forward time: 2.2876, Backward time: 3.0684, DDP time: 0.0043, Total iter time: 5.4782 [2020-11-08 16:37:52,630][root][INFO] - ===> Epoch[79](2050/26): Loss 0.2843, Sem 0.4035, dir -0.5722, norm 0.4530, swav 0.0000 LR: 8.135e-02 Score 87.773 Data time: 0.1440, Forward time: 2.2873, Backward time: 3.0685, DDP time: 0.0043, Total iter time: 5.0805 [2020-11-08 16:37:57,106][root][INFO] - ===> Epoch[79](2051/26): Loss 0.2721, Sem 0.4365, dir -0.5712, norm 0.4067, swav 0.0000 LR: 8.134e-02 Score 86.145 Data time: 0.2225, Forward time: 2.2872, Backward time: 3.0680, DDP time: 0.0043, Total iter time: 4.3841 [2020-11-08 16:38:02,740][root][INFO] - ===> Epoch[79](2052/26): Loss 0.3434, Sem 0.4056, dir -0.5047, norm 0.4425, swav 0.0000 LR: 8.133e-02 Score 87.489 Data time: 0.2472, Forward time: 2.2874, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.5262 [2020-11-08 16:38:11,804][root][INFO] - ===> Epoch[79](2053/26): Loss 0.3785, Sem 0.4494, dir -0.5249, norm 0.4540, swav 0.0000 LR: 8.132e-02 Score 86.423 Data time: 0.1871, Forward time: 2.2873, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 8.9446 [2020-11-08 16:38:16,959][root][INFO] - ===> Epoch[79](2054/26): Loss 0.4030, Sem 0.4670, dir -0.5316, norm 0.4677, swav 0.0000 LR: 8.131e-02 Score 85.790 Data time: 0.2185, Forward time: 2.2873, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.0417 [2020-11-08 16:38:22,152][root][INFO] - ===> Epoch[80](2055/26): Loss 0.3019, Sem 0.4179, dir -0.5724, norm 0.4564, swav 0.0000 LR: 8.130e-02 Score 86.293 Data time: 0.1966, Forward time: 2.2872, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 5.0673 [2020-11-08 16:38:28,643][root][INFO] - ===> Epoch[80](2056/26): Loss 0.4097, Sem 0.4981, dir -0.5372, norm 0.4488, swav 0.0000 LR: 8.129e-02 Score 84.528 Data time: 0.1939, Forward time: 2.2871, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 6.3909 [2020-11-08 16:38:35,136][root][INFO] - ===> Epoch[80](2057/26): Loss 0.3040, Sem 0.3981, dir -0.5597, norm 0.4655, swav 0.0000 LR: 8.128e-02 Score 88.898 Data time: 0.1615, Forward time: 2.2869, Backward time: 3.0700, DDP time: 0.0043, Total iter time: 6.3975 [2020-11-08 16:38:40,399][root][INFO] - ===> Epoch[80](2058/26): Loss 0.4332, Sem 0.4691, dir -0.5261, norm 0.4902, swav 0.0000 LR: 8.127e-02 Score 85.425 Data time: 0.1688, Forward time: 2.2866, Backward time: 3.0700, DDP time: 0.0043, Total iter time: 5.1756 [2020-11-08 16:38:45,483][root][INFO] - ===> Epoch[80](2059/26): Loss 0.4185, Sem 0.4602, dir -0.5128, norm 0.4710, swav 0.0000 LR: 8.126e-02 Score 86.550 Data time: 0.2240, Forward time: 2.2866, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 4.9870 [2020-11-08 16:38:50,351][root][INFO] - ===> Epoch[80](2060/26): Loss 0.4091, Sem 0.4189, dir -0.5413, norm 0.5316, swav 0.0000 LR: 8.125e-02 Score 86.763 Data time: 0.1666, Forward time: 2.2864, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 4.7608 [2020-11-08 16:38:56,085][root][INFO] - ===> Epoch[80](2061/26): Loss 0.4305, Sem 0.4542, dir -0.5166, norm 0.4929, swav 0.0000 LR: 8.125e-02 Score 85.792 Data time: 0.1775, Forward time: 2.2862, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 5.6410 [2020-11-08 16:39:01,325][root][INFO] - ===> Epoch[80](2062/26): Loss 0.4253, Sem 0.4875, dir -0.5092, norm 0.4471, swav 0.0000 LR: 8.124e-02 Score 85.186 Data time: 0.1912, Forward time: 2.2859, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 5.1216 [2020-11-08 16:39:07,421][root][INFO] - ===> Epoch[80](2063/26): Loss 0.4867, Sem 0.4839, dir -0.5385, norm 0.5414, swav 0.0000 LR: 8.123e-02 Score 84.413 Data time: 0.3368, Forward time: 2.2863, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 5.9929 [2020-11-08 16:39:12,552][root][INFO] - ===> Epoch[80](2064/26): Loss 0.4219, Sem 0.4689, dir -0.5292, norm 0.4823, swav 0.0000 LR: 8.122e-02 Score 85.022 Data time: 0.2240, Forward time: 2.2864, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 4.9974 [2020-11-08 16:39:18,537][root][INFO] - ===> Epoch[80](2065/26): Loss 0.4407, Sem 0.5072, dir -0.5300, norm 0.4635, swav 0.0000 LR: 8.121e-02 Score 85.240 Data time: 0.1791, Forward time: 2.2862, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 5.8459 [2020-11-08 16:39:24,050][root][INFO] - ===> Epoch[80](2066/26): Loss 0.4454, Sem 0.5307, dir -0.5646, norm 0.4793, swav 0.0000 LR: 8.120e-02 Score 82.952 Data time: 0.2238, Forward time: 2.2863, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.4150 [2020-11-08 16:39:29,398][root][INFO] - ===> Epoch[80](2067/26): Loss 0.3244, Sem 0.3897, dir -0.5527, norm 0.4874, swav 0.0000 LR: 8.119e-02 Score 87.632 Data time: 0.1622, Forward time: 2.2861, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.2059 [2020-11-08 16:39:35,007][root][INFO] - ===> Epoch[80](2068/26): Loss 0.3913, Sem 0.4307, dir -0.5473, norm 0.5080, swav 0.0000 LR: 8.118e-02 Score 88.098 Data time: 0.2022, Forward time: 2.2858, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 5.5132 [2020-11-08 16:39:39,375][root][INFO] - ===> Epoch[80](2069/26): Loss 0.3867, Sem 0.4416, dir -0.5449, norm 0.4901, swav 0.0000 LR: 8.117e-02 Score 85.372 Data time: 0.2033, Forward time: 2.2858, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 4.2743 [2020-11-08 16:39:45,059][root][INFO] - ===> Epoch[80](2070/26): Loss 0.3288, Sem 0.4057, dir -0.5459, norm 0.4690, swav 0.0000 LR: 8.116e-02 Score 87.182 Data time: 0.1966, Forward time: 2.2856, Backward time: 3.0688, DDP time: 0.0043, Total iter time: 5.5808 [2020-11-08 16:39:52,096][root][INFO] - ===> Epoch[80](2071/26): Loss 0.3499, Sem 0.4196, dir -0.5590, norm 0.4894, swav 0.0000 LR: 8.115e-02 Score 87.694 Data time: 0.2339, Forward time: 2.2856, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 6.9132 [2020-11-08 16:39:58,227][root][INFO] - ===> Epoch[80](2072/26): Loss 0.4197, Sem 0.4672, dir -0.5152, norm 0.4677, swav 0.0000 LR: 8.114e-02 Score 85.787 Data time: 0.2917, Forward time: 2.2860, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 6.0034 [2020-11-08 16:40:03,607][root][INFO] - ===> Epoch[80](2073/26): Loss 0.3126, Sem 0.3995, dir -0.5647, norm 0.4779, swav 0.0000 LR: 8.113e-02 Score 88.375 Data time: 0.1925, Forward time: 2.2860, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.2446 [2020-11-08 16:40:09,276][root][INFO] - ===> Epoch[80](2074/26): Loss 0.4207, Sem 0.4866, dir -0.5310, norm 0.4651, swav 0.0000 LR: 8.113e-02 Score 84.148 Data time: 0.1951, Forward time: 2.2859, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.5676 [2020-11-08 16:40:14,541][root][INFO] - ===> Epoch[80](2075/26): Loss 0.4208, Sem 0.4799, dir -0.5404, norm 0.4813, swav 0.0000 LR: 8.112e-02 Score 84.685 Data time: 0.1962, Forward time: 2.2858, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 5.1440 [2020-11-08 16:40:19,498][root][INFO] - ===> Epoch[80](2076/26): Loss 0.4276, Sem 0.4462, dir -0.4921, norm 0.4735, swav 0.0000 LR: 8.111e-02 Score 86.031 Data time: 0.1738, Forward time: 2.2856, Backward time: 3.0688, DDP time: 0.0043, Total iter time: 4.8496 [2020-11-08 16:40:25,704][root][INFO] - ===> Epoch[80](2077/26): Loss 0.4660, Sem 0.5257, dir -0.5427, norm 0.4830, swav 0.0000 LR: 8.110e-02 Score 82.579 Data time: 0.2254, Forward time: 2.2856, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 6.1090 [2020-11-08 16:40:31,669][root][INFO] - ===> Epoch[80](2078/26): Loss 0.4066, Sem 0.4677, dir -0.5304, norm 0.4693, swav 0.0000 LR: 8.109e-02 Score 85.044 Data time: 0.3112, Forward time: 2.2859, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 5.8526 [2020-11-08 16:40:36,975][root][INFO] - ===> Epoch[80](2079/26): Loss 0.3435, Sem 0.3963, dir -0.5471, norm 0.4943, swav 0.0000 LR: 8.108e-02 Score 87.231 Data time: 0.2264, Forward time: 2.2861, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 5.1728 [2020-11-08 16:40:43,360][root][INFO] - ===> Epoch[80](2080/26): Loss 0.6360, Sem 0.5240, dir -0.4985, norm 0.6106, swav 0.0000 LR: 8.107e-02 Score 84.167 Data time: 0.1907, Forward time: 2.2860, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 6.2592 [2020-11-08 16:40:49,851][root][INFO] - ===> Epoch[81](2081/26): Loss 0.3660, Sem 0.4341, dir -0.5470, norm 0.4790, swav 0.0000 LR: 8.106e-02 Score 86.968 Data time: 0.2074, Forward time: 2.2859, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 6.3964 [2020-11-08 16:40:56,144][root][INFO] - ===> Epoch[81](2082/26): Loss 0.3712, Sem 0.4294, dir -0.5415, norm 0.4833, swav 0.0000 LR: 8.105e-02 Score 87.299 Data time: 0.3025, Forward time: 2.2863, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 6.1773 [2020-11-08 16:41:02,165][root][INFO] - ===> Epoch[81](2083/26): Loss 0.2859, Sem 0.3874, dir -0.5496, norm 0.4481, swav 0.0000 LR: 8.104e-02 Score 87.438 Data time: 0.1678, Forward time: 2.2862, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 5.8968 [2020-11-08 16:41:08,113][root][INFO] - ===> Epoch[81](2084/26): Loss 0.4138, Sem 0.4598, dir -0.5222, norm 0.4762, swav 0.0000 LR: 8.103e-02 Score 85.647 Data time: 0.1795, Forward time: 2.2860, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 5.8460 [2020-11-08 16:41:15,567][root][INFO] - ===> Epoch[81](2085/26): Loss 0.5118, Sem 0.5286, dir -0.5039, norm 0.4872, swav 0.0000 LR: 8.102e-02 Score 84.179 Data time: 0.2587, Forward time: 2.2862, Backward time: 3.0700, DDP time: 0.0043, Total iter time: 7.3639 [2020-11-08 16:41:22,283][root][INFO] - ===> Epoch[81](2086/26): Loss 0.4283, Sem 0.4751, dir -0.5121, norm 0.4654, swav 0.0000 LR: 8.102e-02 Score 85.526 Data time: 0.3216, Forward time: 2.2866, Backward time: 3.0701, DDP time: 0.0043, Total iter time: 6.5737 [2020-11-08 16:41:28,192][root][INFO] - ===> Epoch[81](2087/26): Loss 0.3273, Sem 0.4293, dir -0.5771, norm 0.4752, swav 0.0000 LR: 8.101e-02 Score 87.879 Data time: 0.2780, Forward time: 2.2869, Backward time: 3.0698, DDP time: 0.0043, Total iter time: 5.7572 [2020-11-08 16:41:33,610][root][INFO] - ===> Epoch[81](2088/26): Loss 0.4090, Sem 0.4845, dir -0.5338, norm 0.4583, swav 0.0000 LR: 8.100e-02 Score 84.469 Data time: 0.2438, Forward time: 2.2870, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 5.2942 [2020-11-08 16:41:39,125][root][INFO] - ===> Epoch[81](2089/26): Loss 0.3076, Sem 0.3948, dir -0.5368, norm 0.4496, swav 0.0000 LR: 8.099e-02 Score 87.467 Data time: 0.2820, Forward time: 2.2873, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 5.3824 [2020-11-08 16:41:45,243][root][INFO] - ===> Epoch[81](2090/26): Loss 0.3377, Sem 0.3838, dir -0.5344, norm 0.4883, swav 0.0000 LR: 8.098e-02 Score 87.389 Data time: 0.2582, Forward time: 2.2875, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 6.0140 [2020-11-08 16:41:50,968][root][INFO] - ===> Epoch[81](2091/26): Loss 0.4813, Sem 0.5337, dir -0.4787, norm 0.4263, swav 0.0000 LR: 8.097e-02 Score 83.157 Data time: 0.1406, Forward time: 2.2872, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 5.5948 [2020-11-08 16:41:55,961][root][INFO] - ===> Epoch[81](2092/26): Loss 0.4132, Sem 0.4521, dir -0.5389, norm 0.5000, swav 0.0000 LR: 8.096e-02 Score 86.732 Data time: 0.1658, Forward time: 2.2869, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 4.9096 [2020-11-08 16:42:01,371][root][INFO] - ===> Epoch[81](2093/26): Loss 0.3618, Sem 0.4431, dir -0.5686, norm 0.4873, swav 0.0000 LR: 8.095e-02 Score 86.554 Data time: 0.2263, Forward time: 2.2870, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.3400 [2020-11-08 16:42:08,344][root][INFO] - ===> Epoch[81](2094/26): Loss 0.2892, Sem 0.3783, dir -0.5549, norm 0.4658, swav 0.0000 LR: 8.094e-02 Score 87.384 Data time: 0.1921, Forward time: 2.2869, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 6.8418 [2020-11-08 16:42:13,422][root][INFO] - ===> Epoch[81](2095/26): Loss 0.4335, Sem 0.4396, dir -0.5151, norm 0.5089, swav 0.0000 LR: 8.093e-02 Score 85.959 Data time: 0.2093, Forward time: 2.2869, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 4.9577 [2020-11-08 16:42:18,233][root][INFO] - ===> Epoch[81](2096/26): Loss 0.2456, Sem 0.3957, dir -0.5661, norm 0.4161, swav 0.0000 LR: 8.092e-02 Score 87.078 Data time: 0.2373, Forward time: 2.2868, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 4.6805 [2020-11-08 16:42:23,284][root][INFO] - ===> Epoch[81](2097/26): Loss 0.4597, Sem 0.4000, dir -0.5044, norm 0.5640, swav 0.0000 LR: 8.091e-02 Score 87.035 Data time: 0.2612, Forward time: 2.2869, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 4.9674 [2020-11-08 16:42:28,533][root][INFO] - ===> Epoch[81](2098/26): Loss 0.3357, Sem 0.4060, dir -0.5370, norm 0.4668, swav 0.0000 LR: 8.090e-02 Score 86.258 Data time: 0.2407, Forward time: 2.2871, Backward time: 3.0682, DDP time: 0.0043, Total iter time: 5.1204 [2020-11-08 16:42:33,940][root][INFO] - ===> Epoch[81](2099/26): Loss 0.2882, Sem 0.4132, dir -0.5922, norm 0.4673, swav 0.0000 LR: 8.090e-02 Score 86.519 Data time: 0.1703, Forward time: 2.2869, Backward time: 3.0682, DDP time: 0.0043, Total iter time: 5.2747 [2020-11-08 16:42:39,513][root][INFO] - ===> Epoch[81](2100/26): Loss 0.2761, Sem 0.4111, dir -0.6090, norm 0.4741, swav 0.0000 LR: 8.089e-02 Score 87.177 Data time: 0.1756, Forward time: 2.2867, Backward time: 3.0684, DDP time: 0.0043, Total iter time: 5.4886 [2020-11-08 16:42:46,008][root][INFO] - ===> Epoch[81](2101/26): Loss 0.3508, Sem 0.4445, dir -0.5679, norm 0.4741, swav 0.0000 LR: 8.088e-02 Score 84.442 Data time: 0.1650, Forward time: 2.2865, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 6.4092 [2020-11-08 16:42:51,112][root][INFO] - ===> Epoch[81](2102/26): Loss 0.3954, Sem 0.4599, dir -0.5517, norm 0.4871, swav 0.0000 LR: 8.087e-02 Score 84.816 Data time: 0.1836, Forward time: 2.2862, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 4.9923 [2020-11-08 16:42:56,485][root][INFO] - ===> Epoch[81](2103/26): Loss 0.3517, Sem 0.4113, dir -0.5443, norm 0.4847, swav 0.0000 LR: 8.086e-02 Score 87.785 Data time: 0.2378, Forward time: 2.2864, Backward time: 3.0686, DDP time: 0.0043, Total iter time: 5.2988 [2020-11-08 16:43:01,840][root][INFO] - ===> Epoch[81](2104/26): Loss 0.5372, Sem 0.5601, dir -0.5480, norm 0.5252, swav 0.0000 LR: 8.085e-02 Score 83.676 Data time: 0.2651, Forward time: 2.2866, Backward time: 3.0682, DDP time: 0.0043, Total iter time: 5.2189 [2020-11-08 16:43:07,011][root][INFO] - ===> Epoch[81](2105/26): Loss 0.3803, Sem 0.5190, dir -0.5842, norm 0.4456, swav 0.0000 LR: 8.084e-02 Score 84.316 Data time: 0.2299, Forward time: 2.2867, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.0296 [2020-11-08 16:43:11,669][root][INFO] - ===> Epoch[81](2106/26): Loss 0.4793, Sem 0.5200, dir -0.5475, norm 0.5068, swav 0.0000 LR: 8.083e-02 Score 83.527 Data time: 0.1746, Forward time: 2.2865, Backward time: 3.0675, DDP time: 0.0043, Total iter time: 4.5248 [2020-11-08 16:43:17,939][root][INFO] - ===> Epoch[82](2107/26): Loss 0.3857, Sem 0.4556, dir -0.5241, norm 0.4542, swav 0.0000 LR: 8.082e-02 Score 85.054 Data time: 0.2028, Forward time: 2.2864, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 6.1828 [2020-11-08 16:43:23,358][root][INFO] - ===> Epoch[82](2108/26): Loss 0.4158, Sem 0.4364, dir -0.5046, norm 0.4840, swav 0.0000 LR: 8.081e-02 Score 86.531 Data time: 0.2022, Forward time: 2.2863, Backward time: 3.0677, DDP time: 0.0043, Total iter time: 5.3078 [2020-11-08 16:43:29,819][root][INFO] - ===> Epoch[82](2109/26): Loss 0.3629, Sem 0.4213, dir -0.5281, norm 0.4698, swav 0.0000 LR: 8.080e-02 Score 86.942 Data time: 0.1944, Forward time: 2.2862, Backward time: 3.0682, DDP time: 0.0043, Total iter time: 6.3521 [2020-11-08 16:43:35,136][root][INFO] - ===> Epoch[82](2110/26): Loss 0.3770, Sem 0.4375, dir -0.5129, norm 0.4524, swav 0.0000 LR: 8.079e-02 Score 85.980 Data time: 0.2374, Forward time: 2.2863, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.2043 [2020-11-08 16:43:41,030][root][INFO] - ===> Epoch[82](2111/26): Loss 0.3473, Sem 0.4424, dir -0.5785, norm 0.4834, swav 0.0000 LR: 8.078e-02 Score 85.812 Data time: 0.2183, Forward time: 2.2864, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.7695 [2020-11-08 16:43:47,720][root][INFO] - ===> Epoch[82](2112/26): Loss 0.5346, Sem 0.5418, dir -0.5139, norm 0.5067, swav 0.0000 LR: 8.078e-02 Score 83.085 Data time: 0.1720, Forward time: 2.2861, Backward time: 3.0685, DDP time: 0.0043, Total iter time: 6.5642 [2020-11-08 16:43:53,313][root][INFO] - ===> Epoch[82](2113/26): Loss 0.4570, Sem 0.4819, dir -0.4996, norm 0.4747, swav 0.0000 LR: 8.077e-02 Score 85.266 Data time: 0.2270, Forward time: 2.2863, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 5.5001 [2020-11-08 16:43:59,892][root][INFO] - ===> Epoch[82](2114/26): Loss 0.3529, Sem 0.4630, dir -0.5482, norm 0.4381, swav 0.0000 LR: 8.076e-02 Score 85.122 Data time: 0.1651, Forward time: 2.2861, Backward time: 3.0688, DDP time: 0.0043, Total iter time: 6.4425 [2020-11-08 16:44:06,039][root][INFO] - ===> Epoch[82](2115/26): Loss 0.2865, Sem 0.3949, dir -0.5518, norm 0.4434, swav 0.0000 LR: 8.075e-02 Score 86.055 Data time: 0.1903, Forward time: 2.2859, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 6.0590 [2020-11-08 16:44:12,114][root][INFO] - ===> Epoch[82](2116/26): Loss 0.3829, Sem 0.4317, dir -0.5051, norm 0.4563, swav 0.0000 LR: 8.074e-02 Score 86.529 Data time: 0.2820, Forward time: 2.2863, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.9836 [2020-11-08 16:44:18,521][root][INFO] - ===> Epoch[82](2117/26): Loss 0.3489, Sem 0.4595, dir -0.5540, norm 0.4433, swav 0.0000 LR: 8.073e-02 Score 85.418 Data time: 0.1749, Forward time: 2.2860, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 6.2720 [2020-11-08 16:44:25,038][root][INFO] - ===> Epoch[82](2118/26): Loss 0.4384, Sem 0.4430, dir -0.5064, norm 0.5018, swav 0.0000 LR: 8.072e-02 Score 86.202 Data time: 0.3478, Forward time: 2.2864, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 6.4083 [2020-11-08 16:44:30,578][root][INFO] - ===> Epoch[82](2119/26): Loss 0.2779, Sem 0.3783, dir -0.5439, norm 0.4435, swav 0.0000 LR: 8.071e-02 Score 88.174 Data time: 0.2580, Forward time: 2.2866, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.4125 [2020-11-08 16:44:34,945][root][INFO] - ===> Epoch[82](2120/26): Loss 0.3739, Sem 0.4161, dir -0.5181, norm 0.4760, swav 0.0000 LR: 8.070e-02 Score 86.636 Data time: 0.2041, Forward time: 2.2866, Backward time: 3.0685, DDP time: 0.0043, Total iter time: 4.2588 [2020-11-08 16:44:40,769][root][INFO] - ===> Epoch[82](2121/26): Loss 0.3185, Sem 0.4147, dir -0.5739, norm 0.4777, swav 0.0000 LR: 8.069e-02 Score 87.721 Data time: 0.2679, Forward time: 2.2869, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 5.7144 [2020-11-08 16:44:45,128][root][INFO] - ===> Epoch[82](2122/26): Loss 0.3281, Sem 0.4385, dir -0.5768, norm 0.4665, swav 0.0000 LR: 8.068e-02 Score 86.057 Data time: 0.1631, Forward time: 2.2866, Backward time: 3.0679, DDP time: 0.0043, Total iter time: 4.2438 [2020-11-08 16:44:52,768][root][INFO] - ===> Epoch[82](2123/26): Loss 0.4615, Sem 0.5105, dir -0.5365, norm 0.4875, swav 0.0000 LR: 8.067e-02 Score 82.603 Data time: 0.3832, Forward time: 2.2873, Backward time: 3.0681, DDP time: 0.0043, Total iter time: 7.5395 [2020-11-08 16:44:58,975][root][INFO] - ===> Epoch[82](2124/26): Loss 0.3649, Sem 0.4126, dir -0.5266, norm 0.4789, swav 0.0000 LR: 8.067e-02 Score 86.754 Data time: 0.2935, Forward time: 2.2877, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 6.0706 [2020-11-08 16:45:04,625][root][INFO] - ===> Epoch[82](2125/26): Loss 0.2935, Sem 0.3761, dir -0.5227, norm 0.4401, swav 0.0000 LR: 8.066e-02 Score 88.661 Data time: 0.2829, Forward time: 2.2880, Backward time: 3.0675, DDP time: 0.0043, Total iter time: 5.5217 [2020-11-08 16:45:10,702][root][INFO] - ===> Epoch[82](2126/26): Loss 0.3096, Sem 0.4199, dir -0.5497, norm 0.4394, swav 0.0000 LR: 8.065e-02 Score 86.288 Data time: 0.1863, Forward time: 2.2879, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 5.9713 [2020-11-08 16:45:16,103][root][INFO] - ===> Epoch[82](2127/26): Loss 0.3742, Sem 0.4579, dir -0.5686, norm 0.4849, swav 0.0000 LR: 8.064e-02 Score 85.560 Data time: 0.2383, Forward time: 2.2880, Backward time: 3.0675, DDP time: 0.0043, Total iter time: 5.3255 [2020-11-08 16:45:22,501][root][INFO] - ===> Epoch[82](2128/26): Loss 0.2763, Sem 0.3969, dir -0.5666, norm 0.4461, swav 0.0000 LR: 8.063e-02 Score 86.730 Data time: 0.1738, Forward time: 2.2878, Backward time: 3.0680, DDP time: 0.0043, Total iter time: 6.2897 [2020-11-08 16:45:28,622][root][INFO] - ===> Epoch[82](2129/26): Loss 0.3045, Sem 0.3415, dir -0.4776, norm 0.4405, swav 0.0000 LR: 8.062e-02 Score 89.267 Data time: 0.1635, Forward time: 2.2876, Backward time: 3.0684, DDP time: 0.0043, Total iter time: 6.0555 [2020-11-08 16:45:35,026][root][INFO] - ===> Epoch[82](2130/26): Loss 0.3560, Sem 0.4562, dir -0.5768, norm 0.4766, swav 0.0000 LR: 8.061e-02 Score 85.470 Data time: 0.1591, Forward time: 2.2873, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 6.2977 [2020-11-08 16:45:40,490][root][INFO] - ===> Epoch[82](2131/26): Loss 0.3533, Sem 0.4034, dir -0.5063, norm 0.4561, swav 0.0000 LR: 8.060e-02 Score 86.862 Data time: 0.1894, Forward time: 2.2872, Backward time: 3.0689, DDP time: 0.0043, Total iter time: 5.3921 [2020-11-08 16:45:45,780][root][INFO] - ===> Epoch[82](2132/26): Loss 0.3652, Sem 0.4255, dir -0.5571, norm 0.4968, swav 0.0000 LR: 8.059e-02 Score 87.356 Data time: 0.1737, Forward time: 2.2870, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.1940 [2020-11-08 16:45:50,765][root][INFO] - ===> Epoch[83](2133/26): Loss 0.3614, Sem 0.5414, dir -0.5956, norm 0.4156, swav 0.0000 LR: 8.058e-02 Score 85.025 Data time: 0.2406, Forward time: 2.2870, Backward time: 3.0686, DDP time: 0.0043, Total iter time: 4.9237 [2020-11-08 16:45:57,052][root][INFO] - ===> Epoch[83](2134/26): Loss 0.4500, Sem 0.4849, dir -0.5062, norm 0.4712, swav 0.0000 LR: 8.057e-02 Score 83.848 Data time: 0.3315, Forward time: 2.2874, Backward time: 3.0685, DDP time: 0.0043, Total iter time: 6.1622 [2020-11-08 16:46:03,243][root][INFO] - ===> Epoch[83](2135/26): Loss 0.4478, Sem 0.4924, dir -0.5477, norm 0.5031, swav 0.0000 LR: 8.056e-02 Score 85.612 Data time: 0.1661, Forward time: 2.2872, Backward time: 3.0688, DDP time: 0.0043, Total iter time: 6.0429 [2020-11-08 16:46:08,542][root][INFO] - ===> Epoch[83](2136/26): Loss 0.3501, Sem 0.4360, dir -0.5501, norm 0.4643, swav 0.0000 LR: 8.055e-02 Score 86.637 Data time: 0.1534, Forward time: 2.2868, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.1975 [2020-11-08 16:46:14,389][root][INFO] - ===> Epoch[83](2137/26): Loss 0.5051, Sem 0.5426, dir -0.5722, norm 0.5347, swav 0.0000 LR: 8.055e-02 Score 82.709 Data time: 0.1718, Forward time: 2.2867, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 5.7942 [2020-11-08 16:46:21,188][root][INFO] - ===> Epoch[83](2138/26): Loss 0.4504, Sem 0.4993, dir -0.5264, norm 0.4775, swav 0.0000 LR: 8.054e-02 Score 84.696 Data time: 0.2000, Forward time: 2.2866, Backward time: 3.0698, DDP time: 0.0043, Total iter time: 6.7212 [2020-11-08 16:46:26,947][root][INFO] - ===> Epoch[83](2139/26): Loss 0.5223, Sem 0.4661, dir -0.5121, norm 0.5683, swav 0.0000 LR: 8.053e-02 Score 85.253 Data time: 0.2346, Forward time: 2.2866, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 5.6392 [2020-11-08 16:46:32,288][root][INFO] - ===> Epoch[83](2140/26): Loss 0.3019, Sem 0.4151, dir -0.5548, norm 0.4416, swav 0.0000 LR: 8.052e-02 Score 86.524 Data time: 0.2341, Forward time: 2.2867, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 5.2312 [2020-11-08 16:46:38,651][root][INFO] - ===> Epoch[83](2141/26): Loss 0.3747, Sem 0.4200, dir -0.5470, norm 0.5017, swav 0.0000 LR: 8.051e-02 Score 86.726 Data time: 0.3539, Forward time: 2.2871, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 6.2302 [2020-11-08 16:46:45,363][root][INFO] - ===> Epoch[83](2142/26): Loss 0.3412, Sem 0.3848, dir -0.5187, norm 0.4750, swav 0.0000 LR: 8.050e-02 Score 87.484 Data time: 0.1916, Forward time: 2.2871, Backward time: 3.0698, DDP time: 0.0043, Total iter time: 6.5638 [2020-11-08 16:46:50,389][root][INFO] - ===> Epoch[83](2143/26): Loss 0.3291, Sem 0.4118, dir -0.5294, norm 0.4468, swav 0.0000 LR: 8.049e-02 Score 86.345 Data time: 0.1418, Forward time: 2.2867, Backward time: 3.0698, DDP time: 0.0043, Total iter time: 4.9313 [2020-11-08 16:46:56,146][root][INFO] - ===> Epoch[83](2144/26): Loss 0.3727, Sem 0.4586, dir -0.5360, norm 0.4502, swav 0.0000 LR: 8.048e-02 Score 85.202 Data time: 0.2378, Forward time: 2.2868, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 5.6492 [2020-11-08 16:47:02,714][root][INFO] - ===> Epoch[83](2145/26): Loss 0.3425, Sem 0.4061, dir -0.5406, norm 0.4770, swav 0.0000 LR: 8.047e-02 Score 87.146 Data time: 0.2401, Forward time: 2.2869, Backward time: 3.0700, DDP time: 0.0043, Total iter time: 6.4261 [2020-11-08 16:47:08,218][root][INFO] - ===> Epoch[83](2146/26): Loss 0.2983, Sem 0.3885, dir -0.5191, norm 0.4288, swav 0.0000 LR: 8.046e-02 Score 86.670 Data time: 0.2558, Forward time: 2.2871, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 5.3864 [2020-11-08 16:47:13,123][root][INFO] - ===> Epoch[83](2147/26): Loss 0.4257, Sem 0.4802, dir -0.5478, norm 0.4934, swav 0.0000 LR: 8.045e-02 Score 86.779 Data time: 0.2237, Forward time: 2.2872, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 4.7625 [2020-11-08 16:47:18,680][root][INFO] - ===> Epoch[83](2148/26): Loss 0.4289, Sem 0.4757, dir -0.4895, norm 0.4427, swav 0.0000 LR: 8.044e-02 Score 84.721 Data time: 0.2029, Forward time: 2.2872, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.4373 [2020-11-08 16:47:23,943][root][INFO] - ===> Epoch[83](2149/26): Loss 0.2813, Sem 0.3471, dir -0.5200, norm 0.4542, swav 0.0000 LR: 8.043e-02 Score 88.734 Data time: 0.1893, Forward time: 2.2871, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.1290 [2020-11-08 16:47:29,748][root][INFO] - ===> Epoch[83](2150/26): Loss 0.3026, Sem 0.4161, dir -0.5727, norm 0.4592, swav 0.0000 LR: 8.043e-02 Score 86.962 Data time: 0.1853, Forward time: 2.2870, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.6986 [2020-11-08 16:47:35,835][root][INFO] - ===> Epoch[83](2151/26): Loss 0.2674, Sem 0.4130, dir -0.5941, norm 0.4485, swav 0.0000 LR: 8.042e-02 Score 86.035 Data time: 0.1299, Forward time: 2.2866, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 5.9709 [2020-11-08 16:47:41,602][root][INFO] - ===> Epoch[83](2152/26): Loss 0.3478, Sem 0.4351, dir -0.5820, norm 0.4947, swav 0.0000 LR: 8.041e-02 Score 85.745 Data time: 0.1623, Forward time: 2.2863, Backward time: 3.0700, DDP time: 0.0043, Total iter time: 5.6729 [2020-11-08 16:47:47,088][root][INFO] - ===> Epoch[83](2153/26): Loss 0.3293, Sem 0.4563, dir -0.6128, norm 0.4859, swav 0.0000 LR: 8.040e-02 Score 85.511 Data time: 0.1345, Forward time: 2.2859, Backward time: 3.0704, DDP time: 0.0043, Total iter time: 5.4010 [2020-11-08 16:47:53,428][root][INFO] - ===> Epoch[83](2154/26): Loss 0.4511, Sem 0.4282, dir -0.4930, norm 0.5159, swav 0.0000 LR: 8.039e-02 Score 85.962 Data time: 0.2096, Forward time: 2.2859, Backward time: 3.0707, DDP time: 0.0043, Total iter time: 6.2718 [2020-11-08 16:47:59,443][root][INFO] - ===> Epoch[83](2155/26): Loss 0.3357, Sem 0.3941, dir -0.5351, norm 0.4766, swav 0.0000 LR: 8.038e-02 Score 87.479 Data time: 0.2301, Forward time: 2.2859, Backward time: 3.0708, DDP time: 0.0043, Total iter time: 5.9019 [2020-11-08 16:48:04,973][root][INFO] - ===> Epoch[83](2156/26): Loss 0.3783, Sem 0.3977, dir -0.5112, norm 0.4918, swav 0.0000 LR: 8.037e-02 Score 88.261 Data time: 0.1973, Forward time: 2.2857, Backward time: 3.0708, DDP time: 0.0043, Total iter time: 5.3932 [2020-11-08 16:48:12,669][root][INFO] - ===> Epoch[83](2157/26): Loss 0.4540, Sem 0.4694, dir -0.5170, norm 0.5017, swav 0.0000 LR: 8.036e-02 Score 85.288 Data time: 0.2565, Forward time: 2.2860, Backward time: 3.0714, DDP time: 0.0043, Total iter time: 7.5688 [2020-11-08 16:48:19,721][root][INFO] - ===> Epoch[83](2158/26): Loss 0.4082, Sem 0.4880, dir -0.5279, norm 0.4481, swav 0.0000 LR: 8.035e-02 Score 85.431 Data time: 0.1305, Forward time: 2.2856, Backward time: 3.0724, DDP time: 0.0043, Total iter time: 6.9141 [2020-11-08 16:48:25,374][root][INFO] - ===> Epoch[84](2159/26): Loss 0.4898, Sem 0.5433, dir -0.5399, norm 0.4865, swav 0.0000 LR: 8.034e-02 Score 84.575 Data time: 0.1964, Forward time: 2.2854, Backward time: 3.0725, DDP time: 0.0043, Total iter time: 5.5695 [2020-11-08 16:48:31,004][root][INFO] - ===> Epoch[84](2160/26): Loss 0.3944, Sem 0.4561, dir -0.5737, norm 0.5120, swav 0.0000 LR: 8.033e-02 Score 86.710 Data time: 0.2154, Forward time: 2.2854, Backward time: 3.0725, DDP time: 0.0043, Total iter time: 5.5268 [2020-11-08 16:48:36,472][root][INFO] - ===> Epoch[84](2161/26): Loss 0.4617, Sem 0.4992, dir -0.5417, norm 0.5042, swav 0.0000 LR: 8.032e-02 Score 84.808 Data time: 0.1440, Forward time: 2.2851, Backward time: 3.0726, DDP time: 0.0043, Total iter time: 5.3493 [2020-11-08 16:48:41,607][root][INFO] - ===> Epoch[84](2162/26): Loss 0.3469, Sem 0.4420, dir -0.5648, norm 0.4698, swav 0.0000 LR: 8.031e-02 Score 85.335 Data time: 0.1441, Forward time: 2.2848, Backward time: 3.0727, DDP time: 0.0043, Total iter time: 5.0627 [2020-11-08 16:48:46,914][root][INFO] - ===> Epoch[84](2163/26): Loss 0.4135, Sem 0.4982, dir -0.5552, norm 0.4704, swav 0.0000 LR: 8.031e-02 Score 85.666 Data time: 0.1733, Forward time: 2.2845, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 5.2395 [2020-11-08 16:48:53,464][root][INFO] - ===> Epoch[84](2164/26): Loss 0.3963, Sem 0.4898, dir -0.5489, norm 0.4554, swav 0.0000 LR: 8.030e-02 Score 85.253 Data time: 0.2304, Forward time: 2.2846, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 6.4646 [2020-11-08 16:48:59,741][root][INFO] - ===> Epoch[84](2165/26): Loss 0.3878, Sem 0.4546, dir -0.5460, norm 0.4793, swav 0.0000 LR: 8.029e-02 Score 85.789 Data time: 0.2121, Forward time: 2.2846, Backward time: 3.0733, DDP time: 0.0043, Total iter time: 6.1594 [2020-11-08 16:49:05,767][root][INFO] - ===> Epoch[84](2166/26): Loss 0.3556, Sem 0.4370, dir -0.5337, norm 0.4524, swav 0.0000 LR: 8.028e-02 Score 85.627 Data time: 0.1485, Forward time: 2.2843, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 5.8943 [2020-11-08 16:49:12,001][root][INFO] - ===> Epoch[84](2167/26): Loss 0.3606, Sem 0.4071, dir -0.5552, norm 0.5087, swav 0.0000 LR: 8.027e-02 Score 87.667 Data time: 0.1915, Forward time: 2.2842, Backward time: 3.0741, DDP time: 0.0043, Total iter time: 6.1614 [2020-11-08 16:49:17,045][root][INFO] - ===> Epoch[84](2168/26): Loss 0.2887, Sem 0.4122, dir -0.5636, norm 0.4401, swav 0.0000 LR: 8.026e-02 Score 87.199 Data time: 0.1984, Forward time: 2.2840, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 4.9367 [2020-11-08 16:49:23,721][root][INFO] - ===> Epoch[84](2169/26): Loss 0.3391, Sem 0.4278, dir -0.5582, norm 0.4694, swav 0.0000 LR: 8.025e-02 Score 85.710 Data time: 0.3360, Forward time: 2.2844, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 6.5790 [2020-11-08 16:49:30,308][root][INFO] - ===> Epoch[84](2170/26): Loss 0.4508, Sem 0.4655, dir -0.5211, norm 0.5064, swav 0.0000 LR: 8.024e-02 Score 84.722 Data time: 0.1705, Forward time: 2.2843, Backward time: 3.0744, DDP time: 0.0043, Total iter time: 6.4469 [2020-11-08 16:49:35,594][root][INFO] - ===> Epoch[84](2171/26): Loss 0.3560, Sem 0.4278, dir -0.5610, norm 0.4893, swav 0.0000 LR: 8.023e-02 Score 85.765 Data time: 0.1843, Forward time: 2.2841, Backward time: 3.0744, DDP time: 0.0043, Total iter time: 5.1540 [2020-11-08 16:49:41,638][root][INFO] - ===> Epoch[84](2172/26): Loss 0.3070, Sem 0.3916, dir -0.5342, norm 0.4496, swav 0.0000 LR: 8.022e-02 Score 88.029 Data time: 0.2581, Forward time: 2.2844, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.9406 [2020-11-08 16:49:47,369][root][INFO] - ===> Epoch[84](2173/26): Loss 0.2873, Sem 0.3812, dir -0.5464, norm 0.4525, swav 0.0000 LR: 8.021e-02 Score 87.817 Data time: 0.1985, Forward time: 2.2843, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.5894 [2020-11-08 16:49:52,958][root][INFO] - ===> Epoch[84](2174/26): Loss 0.3576, Sem 0.4330, dir -0.5128, norm 0.4374, swav 0.0000 LR: 8.020e-02 Score 86.130 Data time: 0.1921, Forward time: 2.2842, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.5008 [2020-11-08 16:49:59,108][root][INFO] - ===> Epoch[84](2175/26): Loss 0.4546, Sem 0.4532, dir -0.5008, norm 0.5022, swav 0.0000 LR: 8.019e-02 Score 86.138 Data time: 0.2174, Forward time: 2.2841, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 6.0508 [2020-11-08 16:50:06,800][root][INFO] - ===> Epoch[84](2176/26): Loss 0.2550, Sem 0.3757, dir -0.5777, norm 0.4570, swav 0.0000 LR: 8.019e-02 Score 88.311 Data time: 0.2994, Forward time: 2.2846, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 7.5617 [2020-11-08 16:50:12,173][root][INFO] - ===> Epoch[84](2177/26): Loss 0.4010, Sem 0.4613, dir -0.5339, norm 0.4736, swav 0.0000 LR: 8.018e-02 Score 85.385 Data time: 0.1692, Forward time: 2.2844, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 5.2458 [2020-11-08 16:50:18,702][root][INFO] - ===> Epoch[84](2178/26): Loss 0.3415, Sem 0.3736, dir -0.5500, norm 0.5179, swav 0.0000 LR: 8.017e-02 Score 88.103 Data time: 0.1706, Forward time: 2.2842, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 6.4385 [2020-11-08 16:50:24,490][root][INFO] - ===> Epoch[84](2179/26): Loss 0.3282, Sem 0.4320, dir -0.5532, norm 0.4494, swav 0.0000 LR: 8.016e-02 Score 86.821 Data time: 0.1711, Forward time: 2.2840, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 5.6879 [2020-11-08 16:50:29,689][root][INFO] - ===> Epoch[84](2180/26): Loss 0.4399, Sem 0.4753, dir -0.5226, norm 0.4872, swav 0.0000 LR: 8.015e-02 Score 84.654 Data time: 0.2045, Forward time: 2.2839, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 5.1160 [2020-11-08 16:50:36,819][root][INFO] - ===> Epoch[84](2181/26): Loss 0.3036, Sem 0.4303, dir -0.5765, norm 0.4498, swav 0.0000 LR: 8.014e-02 Score 86.700 Data time: 0.2513, Forward time: 2.2841, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 7.0361 [2020-11-08 16:50:41,770][root][INFO] - ===> Epoch[84](2182/26): Loss 0.2806, Sem 0.3804, dir -0.5670, norm 0.4672, swav 0.0000 LR: 8.013e-02 Score 87.575 Data time: 0.1584, Forward time: 2.2839, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 4.8086 [2020-11-08 16:50:46,969][root][INFO] - ===> Epoch[84](2183/26): Loss 0.2823, Sem 0.4024, dir -0.5494, norm 0.4294, swav 0.0000 LR: 8.012e-02 Score 87.026 Data time: 0.1999, Forward time: 2.2838, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.1050 [2020-11-08 16:50:52,555][root][INFO] - ===> Epoch[84](2184/26): Loss 0.3685, Sem 0.3963, dir -0.5426, norm 0.5148, swav 0.0000 LR: 8.011e-02 Score 87.762 Data time: 0.2396, Forward time: 2.2839, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.4666 [2020-11-08 16:50:57,717][root][INFO] - ===> Epoch[85](2185/26): Loss 0.2835, Sem 0.3960, dir -0.5550, norm 0.4424, swav 0.0000 LR: 8.010e-02 Score 86.056 Data time: 0.2088, Forward time: 2.2839, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 5.0207 [2020-11-08 16:51:02,370][root][INFO] - ===> Epoch[85](2186/26): Loss 0.3905, Sem 0.4357, dir -0.5311, norm 0.4859, swav 0.0000 LR: 8.009e-02 Score 87.977 Data time: 0.1951, Forward time: 2.2838, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 4.5273 [2020-11-08 16:51:07,720][root][INFO] - ===> Epoch[85](2187/26): Loss 0.3252, Sem 0.3774, dir -0.5316, norm 0.4795, swav 0.0000 LR: 8.008e-02 Score 86.887 Data time: 0.2130, Forward time: 2.2838, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 5.2411 [2020-11-08 16:51:13,941][root][INFO] - ===> Epoch[85](2188/26): Loss 0.4937, Sem 0.4690, dir -0.5012, norm 0.5259, swav 0.0000 LR: 8.008e-02 Score 86.681 Data time: 0.1939, Forward time: 2.2836, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 6.0954 [2020-11-08 16:51:19,169][root][INFO] - ===> Epoch[85](2189/26): Loss 0.4361, Sem 0.4658, dir -0.5028, norm 0.4731, swav 0.0000 LR: 8.007e-02 Score 84.109 Data time: 0.1907, Forward time: 2.2836, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 5.1235 [2020-11-08 16:51:25,028][root][INFO] - ===> Epoch[85](2190/26): Loss 0.4368, Sem 0.5086, dir -0.5336, norm 0.4618, swav 0.0000 LR: 8.006e-02 Score 83.789 Data time: 0.1790, Forward time: 2.2834, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 5.7283 [2020-11-08 16:51:29,475][root][INFO] - ===> Epoch[85](2191/26): Loss 0.2564, Sem 0.3997, dir -0.5992, norm 0.4558, swav 0.0000 LR: 8.005e-02 Score 86.787 Data time: 0.2028, Forward time: 2.2833, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 4.3634 [2020-11-08 16:51:35,487][root][INFO] - ===> Epoch[85](2192/26): Loss 0.2888, Sem 0.4136, dir -0.5354, norm 0.4106, swav 0.0000 LR: 8.004e-02 Score 86.700 Data time: 0.1703, Forward time: 2.2831, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.9254 [2020-11-08 16:51:40,161][root][INFO] - ===> Epoch[85](2193/26): Loss 0.3775, Sem 0.4687, dir -0.5185, norm 0.4273, swav 0.0000 LR: 8.003e-02 Score 84.469 Data time: 0.1658, Forward time: 2.2828, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 4.5645 [2020-11-08 16:51:47,061][root][INFO] - ===> Epoch[85](2194/26): Loss 0.3742, Sem 0.4434, dir -0.5586, norm 0.4894, swav 0.0000 LR: 8.002e-02 Score 85.144 Data time: 0.1944, Forward time: 2.2827, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 6.7900 [2020-11-08 16:51:52,165][root][INFO] - ===> Epoch[85](2195/26): Loss 0.3586, Sem 0.4228, dir -0.5393, norm 0.4751, swav 0.0000 LR: 8.001e-02 Score 87.146 Data time: 0.1617, Forward time: 2.2825, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 4.9800 [2020-11-08 16:51:58,181][root][INFO] - ===> Epoch[85](2196/26): Loss 0.3499, Sem 0.4471, dir -0.5484, norm 0.4512, swav 0.0000 LR: 8.000e-02 Score 85.814 Data time: 0.1682, Forward time: 2.2822, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.9198 [2020-11-08 16:52:04,514][root][INFO] - ===> Epoch[85](2197/26): Loss 0.4831, Sem 0.4976, dir -0.5072, norm 0.4928, swav 0.0000 LR: 7.999e-02 Score 85.822 Data time: 0.2036, Forward time: 2.2821, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 6.2092 [2020-11-08 16:52:10,817][root][INFO] - ===> Epoch[85](2198/26): Loss 0.3722, Sem 0.4279, dir -0.5514, norm 0.4957, swav 0.0000 LR: 7.998e-02 Score 86.965 Data time: 0.2865, Forward time: 2.2825, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 6.1771 [2020-11-08 16:52:15,811][root][INFO] - ===> Epoch[85](2199/26): Loss 0.3263, Sem 0.4185, dir -0.5558, norm 0.4635, swav 0.0000 LR: 7.997e-02 Score 86.206 Data time: 0.2301, Forward time: 2.2825, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 4.8581 [2020-11-08 16:52:21,331][root][INFO] - ===> Epoch[85](2200/26): Loss 0.4582, Sem 0.4903, dir -0.5287, norm 0.4966, swav 0.0000 LR: 7.996e-02 Score 84.385 Data time: 0.2408, Forward time: 2.2826, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 5.4057 [2020-11-08 16:52:27,459][root][INFO] - ===> Epoch[85](2201/26): Loss 0.3888, Sem 0.3945, dir -0.4911, norm 0.4854, swav 0.0000 LR: 7.996e-02 Score 88.400 Data time: 0.2723, Forward time: 2.2829, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 6.0011 [2020-11-08 16:52:32,934][root][INFO] - ===> Epoch[85](2202/26): Loss 0.2446, Sem 0.3939, dir -0.5605, norm 0.4112, swav 0.0000 LR: 7.995e-02 Score 88.057 Data time: 0.1155, Forward time: 2.2825, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.3493 [2020-11-08 16:52:39,036][root][INFO] - ===> Epoch[85](2203/26): Loss 0.3532, Sem 0.4370, dir -0.5566, norm 0.4728, swav 0.0000 LR: 7.994e-02 Score 85.773 Data time: 0.1800, Forward time: 2.2824, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 6.0352 [2020-11-08 16:52:44,822][root][INFO] - ===> Epoch[85](2204/26): Loss 0.3122, Sem 0.4147, dir -0.5230, norm 0.4205, swav 0.0000 LR: 7.993e-02 Score 85.865 Data time: 0.2470, Forward time: 2.2825, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.6774 [2020-11-08 16:52:51,060][root][INFO] - ===> Epoch[85](2205/26): Loss 0.3833, Sem 0.4326, dir -0.5345, norm 0.4853, swav 0.0000 LR: 7.992e-02 Score 87.224 Data time: 0.3151, Forward time: 2.2829, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 6.1175 [2020-11-08 16:52:56,277][root][INFO] - ===> Epoch[85](2206/26): Loss 0.3566, Sem 0.4573, dir -0.5595, norm 0.4588, swav 0.0000 LR: 7.991e-02 Score 84.812 Data time: 0.2602, Forward time: 2.2831, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 5.0789 [2020-11-08 16:53:02,053][root][INFO] - ===> Epoch[85](2207/26): Loss 0.3496, Sem 0.4015, dir -0.5276, norm 0.4757, swav 0.0000 LR: 7.990e-02 Score 87.618 Data time: 0.2580, Forward time: 2.2833, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.6677 [2020-11-08 16:53:08,043][root][INFO] - ===> Epoch[85](2208/26): Loss 0.3365, Sem 0.3987, dir -0.5914, norm 0.5292, swav 0.0000 LR: 7.989e-02 Score 86.328 Data time: 0.2585, Forward time: 2.2835, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 5.8484 [2020-11-08 16:53:13,310][root][INFO] - ===> Epoch[85](2209/26): Loss 0.2750, Sem 0.3818, dir -0.5503, norm 0.4436, swav 0.0000 LR: 7.988e-02 Score 87.411 Data time: 0.1497, Forward time: 2.2833, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 5.1433 [2020-11-08 16:53:18,814][root][INFO] - ===> Epoch[85](2210/26): Loss 0.4406, Sem 0.5339, dir -0.5639, norm 0.4706, swav 0.0000 LR: 7.987e-02 Score 83.518 Data time: 0.1736, Forward time: 2.2831, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 5.3980 [2020-11-08 16:53:25,639][root][INFO] - ===> Epoch[86](2211/26): Loss 0.2324, Sem 0.3913, dir -0.5906, norm 0.4317, swav 0.0000 LR: 7.986e-02 Score 87.310 Data time: 0.1883, Forward time: 2.2830, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 6.7173 [2020-11-08 16:53:32,106][root][INFO] - ===> Epoch[86](2212/26): Loss 0.3412, Sem 0.4226, dir -0.5392, norm 0.4578, swav 0.0000 LR: 7.985e-02 Score 86.717 Data time: 0.2146, Forward time: 2.2830, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 6.3511 [2020-11-08 16:53:39,009][root][INFO] - ===> Epoch[86](2213/26): Loss 0.3064, Sem 0.4063, dir -0.5376, norm 0.4377, swav 0.0000 LR: 7.984e-02 Score 88.360 Data time: 0.2105, Forward time: 2.2828, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 6.7884 [2020-11-08 16:53:45,003][root][INFO] - ===> Epoch[86](2214/26): Loss 0.3702, Sem 0.4169, dir -0.5489, norm 0.5021, swav 0.0000 LR: 7.984e-02 Score 85.317 Data time: 0.2744, Forward time: 2.2832, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 5.8869 [2020-11-08 16:53:50,525][root][INFO] - ===> Epoch[86](2215/26): Loss 0.3841, Sem 0.4501, dir -0.5223, norm 0.4563, swav 0.0000 LR: 7.983e-02 Score 86.832 Data time: 0.1598, Forward time: 2.2830, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.4038 [2020-11-08 16:53:56,151][root][INFO] - ===> Epoch[86](2216/26): Loss 0.3244, Sem 0.4137, dir -0.5558, norm 0.4664, swav 0.0000 LR: 7.982e-02 Score 86.909 Data time: 0.1745, Forward time: 2.2828, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.5208 [2020-11-08 16:54:01,833][root][INFO] - ===> Epoch[86](2217/26): Loss 0.3505, Sem 0.4686, dir -0.5744, norm 0.4563, swav 0.0000 LR: 7.981e-02 Score 85.081 Data time: 0.1644, Forward time: 2.2826, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 5.5945 [2020-11-08 16:54:07,784][root][INFO] - ===> Epoch[86](2218/26): Loss 0.2871, Sem 0.3620, dir -0.5707, norm 0.4958, swav 0.0000 LR: 7.980e-02 Score 88.054 Data time: 0.1822, Forward time: 2.2824, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.8602 [2020-11-08 16:54:13,721][root][INFO] - ===> Epoch[86](2219/26): Loss 0.4201, Sem 0.4624, dir -0.5358, norm 0.4935, swav 0.0000 LR: 7.979e-02 Score 84.862 Data time: 0.2210, Forward time: 2.2825, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.8360 [2020-11-08 16:54:19,352][root][INFO] - ===> Epoch[86](2220/26): Loss 0.3361, Sem 0.4173, dir -0.4947, norm 0.4135, swav 0.0000 LR: 7.978e-02 Score 86.405 Data time: 0.1853, Forward time: 2.2823, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.4908 [2020-11-08 16:54:25,508][root][INFO] - ===> Epoch[86](2221/26): Loss 0.4592, Sem 0.5238, dir -0.5419, norm 0.4773, swav 0.0000 LR: 7.977e-02 Score 84.237 Data time: 0.2047, Forward time: 2.2823, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 6.0794 [2020-11-08 16:54:31,018][root][INFO] - ===> Epoch[86](2222/26): Loss 0.3951, Sem 0.4048, dir -0.4779, norm 0.4682, swav 0.0000 LR: 7.976e-02 Score 87.610 Data time: 0.1760, Forward time: 2.2822, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 5.4030 [2020-11-08 16:54:37,203][root][INFO] - ===> Epoch[86](2223/26): Loss 0.3793, Sem 0.4413, dir -0.5512, norm 0.4892, swav 0.0000 LR: 7.975e-02 Score 86.278 Data time: 0.1408, Forward time: 2.2819, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 6.0915 [2020-11-08 16:54:42,447][root][INFO] - ===> Epoch[86](2224/26): Loss 0.3629, Sem 0.3996, dir -0.5277, norm 0.4910, swav 0.0000 LR: 7.974e-02 Score 87.892 Data time: 0.1792, Forward time: 2.2817, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 5.1763 [2020-11-08 16:54:47,311][root][INFO] - ===> Epoch[86](2225/26): Loss 0.3149, Sem 0.4567, dir -0.5966, norm 0.4548, swav 0.0000 LR: 7.973e-02 Score 85.680 Data time: 0.2143, Forward time: 2.2817, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 4.7437 [2020-11-08 16:54:52,676][root][INFO] - ===> Epoch[86](2226/26): Loss 0.2814, Sem 0.3949, dir -0.5212, norm 0.4077, swav 0.0000 LR: 7.972e-02 Score 88.283 Data time: 0.2610, Forward time: 2.2819, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.2488 [2020-11-08 16:54:58,592][root][INFO] - ===> Epoch[86](2227/26): Loss 0.4415, Sem 0.4997, dir -0.5541, norm 0.4959, swav 0.0000 LR: 7.972e-02 Score 83.901 Data time: 0.2424, Forward time: 2.2821, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 5.8013 [2020-11-08 16:55:05,144][root][INFO] - ===> Epoch[86](2228/26): Loss 0.2524, Sem 0.4061, dir -0.5882, norm 0.4346, swav 0.0000 LR: 7.971e-02 Score 87.592 Data time: 0.2244, Forward time: 2.2821, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 6.4342 [2020-11-08 16:55:11,021][root][INFO] - ===> Epoch[86](2229/26): Loss 0.3272, Sem 0.3954, dir -0.5303, norm 0.4622, swav 0.0000 LR: 7.970e-02 Score 86.580 Data time: 0.1818, Forward time: 2.2820, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 5.7569 [2020-11-08 16:55:15,841][root][INFO] - ===> Epoch[86](2230/26): Loss 0.3790, Sem 0.4196, dir -0.5136, norm 0.4730, swav 0.0000 LR: 7.969e-02 Score 87.837 Data time: 0.2251, Forward time: 2.2821, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 4.6974 [2020-11-08 16:55:22,494][root][INFO] - ===> Epoch[86](2231/26): Loss 0.2761, Sem 0.3641, dir -0.5581, norm 0.4701, swav 0.0000 LR: 7.968e-02 Score 88.370 Data time: 0.2323, Forward time: 2.2822, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 6.5409 [2020-11-08 16:55:27,927][root][INFO] - ===> Epoch[86](2232/26): Loss 0.4291, Sem 0.5023, dir -0.5615, norm 0.4882, swav 0.0000 LR: 7.967e-02 Score 84.930 Data time: 0.1820, Forward time: 2.2820, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.2918 [2020-11-08 16:55:33,787][root][INFO] - ===> Epoch[86](2233/26): Loss 0.2781, Sem 0.3807, dir -0.5044, norm 0.4018, swav 0.0000 LR: 7.966e-02 Score 87.648 Data time: 0.1695, Forward time: 2.2817, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.7636 [2020-11-08 16:55:40,810][root][INFO] - ===> Epoch[86](2234/26): Loss 0.3143, Sem 0.3729, dir -0.5259, norm 0.4673, swav 0.0000 LR: 7.965e-02 Score 88.979 Data time: 0.2217, Forward time: 2.2817, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 6.9488 [2020-11-08 16:55:46,294][root][INFO] - ===> Epoch[86](2235/26): Loss 0.3619, Sem 0.5010, dir -0.6031, norm 0.4641, swav 0.0000 LR: 7.964e-02 Score 85.181 Data time: 0.2271, Forward time: 2.2817, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 5.3694 [2020-11-08 16:55:51,510][root][INFO] - ===> Epoch[86](2236/26): Loss 0.3699, Sem 0.4492, dir -0.5886, norm 0.5092, swav 0.0000 LR: 7.963e-02 Score 86.324 Data time: 0.2524, Forward time: 2.2818, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.1160 [2020-11-08 16:55:56,690][root][INFO] - ===> Epoch[87](2237/26): Loss 0.3913, Sem 0.4621, dir -0.5797, norm 0.5089, swav 0.0000 LR: 7.962e-02 Score 85.788 Data time: 0.1933, Forward time: 2.2817, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 5.0378 [2020-11-08 16:56:02,799][root][INFO] - ===> Epoch[87](2238/26): Loss 0.3174, Sem 0.4212, dir -0.5340, norm 0.4302, swav 0.0000 LR: 7.961e-02 Score 84.752 Data time: 0.1509, Forward time: 2.2815, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 6.0010 [2020-11-08 16:56:09,327][root][INFO] - ===> Epoch[87](2239/26): Loss 0.2874, Sem 0.3749, dir -0.5392, norm 0.4517, swav 0.0000 LR: 7.960e-02 Score 88.319 Data time: 0.2050, Forward time: 2.2815, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 6.4570 [2020-11-08 16:56:15,430][root][INFO] - ===> Epoch[87](2240/26): Loss 0.2805, Sem 0.3881, dir -0.5670, norm 0.4594, swav 0.0000 LR: 7.960e-02 Score 87.072 Data time: 0.2037, Forward time: 2.2814, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.9812 [2020-11-08 16:56:21,403][root][INFO] - ===> Epoch[87](2241/26): Loss 0.3674, Sem 0.4078, dir -0.5104, norm 0.4700, swav 0.0000 LR: 7.959e-02 Score 88.004 Data time: 0.2976, Forward time: 2.2817, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.8712 [2020-11-08 16:56:26,913][root][INFO] - ===> Epoch[87](2242/26): Loss 0.3282, Sem 0.3815, dir -0.5162, norm 0.4629, swav 0.0000 LR: 7.958e-02 Score 88.021 Data time: 0.1951, Forward time: 2.2817, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 5.3848 [2020-11-08 16:56:31,374][root][INFO] - ===> Epoch[87](2243/26): Loss 0.2833, Sem 0.3886, dir -0.5754, norm 0.4701, swav 0.0000 LR: 7.957e-02 Score 87.566 Data time: 0.2236, Forward time: 2.2816, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 4.3553 [2020-11-08 16:56:37,121][root][INFO] - ===> Epoch[87](2244/26): Loss 0.3221, Sem 0.3690, dir -0.5148, norm 0.4680, swav 0.0000 LR: 7.956e-02 Score 88.121 Data time: 0.1558, Forward time: 2.2814, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 5.6401 [2020-11-08 16:56:42,488][root][INFO] - ===> Epoch[87](2245/26): Loss 0.4016, Sem 0.4069, dir -0.5350, norm 0.5296, swav 0.0000 LR: 7.955e-02 Score 87.313 Data time: 0.1555, Forward time: 2.2811, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.2943 [2020-11-08 16:56:47,622][root][INFO] - ===> Epoch[87](2246/26): Loss 0.3114, Sem 0.4339, dir -0.5556, norm 0.4331, swav 0.0000 LR: 7.954e-02 Score 86.799 Data time: 0.1781, Forward time: 2.2808, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.0419 [2020-11-08 16:56:52,047][root][INFO] - ===> Epoch[87](2247/26): Loss 0.3447, Sem 0.3934, dir -0.5525, norm 0.5038, swav 0.0000 LR: 7.953e-02 Score 86.564 Data time: 0.2089, Forward time: 2.2808, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 4.3325 [2020-11-08 16:56:57,409][root][INFO] - ===> Epoch[87](2248/26): Loss 0.3125, Sem 0.4152, dir -0.5583, norm 0.4556, swav 0.0000 LR: 7.952e-02 Score 86.324 Data time: 0.2211, Forward time: 2.2807, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 5.2558 [2020-11-08 16:57:02,751][root][INFO] - ===> Epoch[87](2249/26): Loss 0.3790, Sem 0.4376, dir -0.5351, norm 0.4765, swav 0.0000 LR: 7.951e-02 Score 86.066 Data time: 0.2593, Forward time: 2.2809, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.2457 [2020-11-08 16:57:08,069][root][INFO] - ===> Epoch[87](2250/26): Loss 0.4015, Sem 0.4703, dir -0.5279, norm 0.4591, swav 0.0000 LR: 7.950e-02 Score 84.631 Data time: 0.2012, Forward time: 2.2808, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 5.1950 [2020-11-08 16:57:14,270][root][INFO] - ===> Epoch[87](2251/26): Loss 0.3952, Sem 0.5116, dir -0.5673, norm 0.4509, swav 0.0000 LR: 7.949e-02 Score 83.836 Data time: 0.2549, Forward time: 2.2810, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 6.1196 [2020-11-08 16:57:20,584][root][INFO] - ===> Epoch[87](2252/26): Loss 0.3481, Sem 0.4021, dir -0.5097, norm 0.4556, swav 0.0000 LR: 7.948e-02 Score 87.443 Data time: 0.2423, Forward time: 2.2811, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 6.1693 [2020-11-08 16:57:26,630][root][INFO] - ===> Epoch[87](2253/26): Loss 0.2858, Sem 0.3802, dir -0.5644, norm 0.4701, swav 0.0000 LR: 7.948e-02 Score 87.833 Data time: 0.2366, Forward time: 2.2811, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.8978 [2020-11-08 16:57:31,390][root][INFO] - ===> Epoch[87](2254/26): Loss 0.2710, Sem 0.3905, dir -0.5551, norm 0.4357, swav 0.0000 LR: 7.947e-02 Score 87.774 Data time: 0.2367, Forward time: 2.2812, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 4.6415 [2020-11-08 16:57:36,862][root][INFO] - ===> Epoch[87](2255/26): Loss 0.2755, Sem 0.3665, dir -0.5549, norm 0.4639, swav 0.0000 LR: 7.946e-02 Score 87.988 Data time: 0.2694, Forward time: 2.2814, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 5.3649 [2020-11-08 16:57:42,701][root][INFO] - ===> Epoch[87](2256/26): Loss 0.3057, Sem 0.4497, dir -0.5745, norm 0.4306, swav 0.0000 LR: 7.945e-02 Score 86.075 Data time: 0.2891, Forward time: 2.2816, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 5.7255 [2020-11-08 16:57:47,858][root][INFO] - ===> Epoch[87](2257/26): Loss 0.3138, Sem 0.3900, dir -0.5159, norm 0.4398, swav 0.0000 LR: 7.944e-02 Score 87.004 Data time: 0.2674, Forward time: 2.2816, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 5.0397 [2020-11-08 16:57:53,264][root][INFO] - ===> Epoch[87](2258/26): Loss 0.2902, Sem 0.3619, dir -0.5318, norm 0.4601, swav 0.0000 LR: 7.943e-02 Score 88.651 Data time: 0.1965, Forward time: 2.2814, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 5.2928 [2020-11-08 16:58:00,081][root][INFO] - ===> Epoch[87](2259/26): Loss 0.3927, Sem 0.4266, dir -0.5579, norm 0.5240, swav 0.0000 LR: 7.942e-02 Score 86.204 Data time: 0.2254, Forward time: 2.2814, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 6.7090 [2020-11-08 16:58:05,720][root][INFO] - ===> Epoch[87](2260/26): Loss 0.3660, Sem 0.4519, dir -0.5536, norm 0.4677, swav 0.0000 LR: 7.941e-02 Score 86.207 Data time: 0.1736, Forward time: 2.2812, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.5285 [2020-11-08 16:58:12,136][root][INFO] - ===> Epoch[87](2261/26): Loss 0.3350, Sem 0.4060, dir -0.5399, norm 0.4689, swav 0.0000 LR: 7.940e-02 Score 87.343 Data time: 0.1806, Forward time: 2.2810, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 6.3048 [2020-11-08 16:58:17,431][root][INFO] - ===> Epoch[87](2262/26): Loss 0.2712, Sem 0.4018, dir -0.5756, norm 0.4450, swav 0.0000 LR: 7.939e-02 Score 87.114 Data time: 0.2749, Forward time: 2.2812, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.1951 [2020-11-08 16:58:23,875][root][INFO] - ===> Epoch[88](2263/26): Loss 0.3045, Sem 0.4219, dir -0.5430, norm 0.4256, swav 0.0000 LR: 7.938e-02 Score 85.809 Data time: 0.1714, Forward time: 2.2810, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 6.3200 [2020-11-08 16:58:29,971][root][INFO] - ===> Epoch[88](2264/26): Loss 0.3023, Sem 0.4197, dir -0.5851, norm 0.4677, swav 0.0000 LR: 7.937e-02 Score 86.704 Data time: 0.2282, Forward time: 2.2810, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.9982 [2020-11-08 16:58:35,270][root][INFO] - ===> Epoch[88](2265/26): Loss 0.3430, Sem 0.4784, dir -0.5706, norm 0.4353, swav 0.0000 LR: 7.936e-02 Score 85.871 Data time: 0.2033, Forward time: 2.2809, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.1725 [2020-11-08 16:58:41,291][root][INFO] - ===> Epoch[88](2266/26): Loss 0.2215, Sem 0.3598, dir -0.5593, norm 0.4210, swav 0.0000 LR: 7.936e-02 Score 88.975 Data time: 0.3110, Forward time: 2.2812, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 5.9065 [2020-11-08 16:58:46,565][root][INFO] - ===> Epoch[88](2267/26): Loss 0.3808, Sem 0.4330, dir -0.5222, norm 0.4700, swav 0.0000 LR: 7.935e-02 Score 86.326 Data time: 0.2575, Forward time: 2.2814, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 5.1259 [2020-11-08 16:58:51,926][root][INFO] - ===> Epoch[88](2268/26): Loss 0.2791, Sem 0.3840, dir -0.5677, norm 0.4628, swav 0.0000 LR: 7.934e-02 Score 87.948 Data time: 0.2570, Forward time: 2.2816, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.2551 [2020-11-08 16:58:58,315][root][INFO] - ===> Epoch[88](2269/26): Loss 0.1801, Sem 0.3613, dir -0.5959, norm 0.4147, swav 0.0000 LR: 7.933e-02 Score 88.548 Data time: 0.2615, Forward time: 2.2818, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 6.2553 [2020-11-08 16:59:04,061][root][INFO] - ===> Epoch[88](2270/26): Loss 0.3618, Sem 0.4363, dir -0.5146, norm 0.4400, swav 0.0000 LR: 7.932e-02 Score 87.154 Data time: 0.2569, Forward time: 2.2819, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 5.6134 [2020-11-08 16:59:09,871][root][INFO] - ===> Epoch[88](2271/26): Loss 0.3247, Sem 0.4203, dir -0.5433, norm 0.4477, swav 0.0000 LR: 7.931e-02 Score 86.964 Data time: 0.2724, Forward time: 2.2822, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.6964 [2020-11-08 16:59:16,626][root][INFO] - ===> Epoch[88](2272/26): Loss 0.4805, Sem 0.4760, dir -0.4981, norm 0.5026, swav 0.0000 LR: 7.930e-02 Score 85.642 Data time: 0.2105, Forward time: 2.2822, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 6.6359 [2020-11-08 16:59:22,231][root][INFO] - ===> Epoch[88](2273/26): Loss 0.3841, Sem 0.4158, dir -0.5093, norm 0.4775, swav 0.0000 LR: 7.929e-02 Score 86.483 Data time: 0.1740, Forward time: 2.2820, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 5.4976 [2020-11-08 16:59:28,479][root][INFO] - ===> Epoch[88](2274/26): Loss 0.3506, Sem 0.4471, dir -0.5507, norm 0.4542, swav 0.0000 LR: 7.928e-02 Score 86.093 Data time: 0.1742, Forward time: 2.2818, Backward time: 3.0764, DDP time: 0.0043, Total iter time: 6.1518 [2020-11-08 16:59:34,129][root][INFO] - ===> Epoch[88](2275/26): Loss 0.3378, Sem 0.3974, dir -0.5247, norm 0.4650, swav 0.0000 LR: 7.927e-02 Score 86.851 Data time: 0.1890, Forward time: 2.2816, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 5.5544 [2020-11-08 16:59:39,215][root][INFO] - ===> Epoch[88](2276/26): Loss 0.3802, Sem 0.4487, dir -0.5661, norm 0.4976, swav 0.0000 LR: 7.926e-02 Score 85.805 Data time: 0.2214, Forward time: 2.2816, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 4.9850 [2020-11-08 16:59:45,268][root][INFO] - ===> Epoch[88](2277/26): Loss 0.4195, Sem 0.4878, dir -0.5292, norm 0.4609, swav 0.0000 LR: 7.925e-02 Score 85.211 Data time: 0.1269, Forward time: 2.2813, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.9205 [2020-11-08 16:59:52,148][root][INFO] - ===> Epoch[88](2278/26): Loss 0.2887, Sem 0.4167, dir -0.5690, norm 0.4410, swav 0.0000 LR: 7.924e-02 Score 86.485 Data time: 0.1601, Forward time: 2.2811, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 6.7656 [2020-11-08 16:59:57,501][root][INFO] - ===> Epoch[88](2279/26): Loss 0.3270, Sem 0.4388, dir -0.6022, norm 0.4904, swav 0.0000 LR: 7.924e-02 Score 86.079 Data time: 0.2113, Forward time: 2.2810, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.2265 [2020-11-08 17:00:03,635][root][INFO] - ===> Epoch[88](2280/26): Loss 0.4593, Sem 0.5157, dir -0.5305, norm 0.4741, swav 0.0000 LR: 7.923e-02 Score 83.749 Data time: 0.2128, Forward time: 2.2810, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 6.0124 [2020-11-08 17:00:09,599][root][INFO] - ===> Epoch[88](2281/26): Loss 0.3217, Sem 0.4011, dir -0.5359, norm 0.4564, swav 0.0000 LR: 7.922e-02 Score 88.246 Data time: 0.2160, Forward time: 2.2810, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 5.8232 [2020-11-08 17:00:15,489][root][INFO] - ===> Epoch[88](2282/26): Loss 0.2972, Sem 0.4442, dir -0.5800, norm 0.4330, swav 0.0000 LR: 7.921e-02 Score 85.960 Data time: 0.2400, Forward time: 2.2811, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 5.7696 [2020-11-08 17:00:21,376][root][INFO] - ===> Epoch[88](2283/26): Loss 0.2537, Sem 0.3522, dir -0.5541, norm 0.4556, swav 0.0000 LR: 7.920e-02 Score 88.585 Data time: 0.1923, Forward time: 2.2809, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.7667 [2020-11-08 17:00:27,383][root][INFO] - ===> Epoch[88](2284/26): Loss 0.2635, Sem 0.3548, dir -0.5624, norm 0.4712, swav 0.0000 LR: 7.919e-02 Score 89.050 Data time: 0.1740, Forward time: 2.2807, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 5.9266 [2020-11-08 17:00:31,725][root][INFO] - ===> Epoch[88](2285/26): Loss 0.3262, Sem 0.4432, dir -0.5576, norm 0.4406, swav 0.0000 LR: 7.918e-02 Score 86.401 Data time: 0.1750, Forward time: 2.2805, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 4.2402 [2020-11-08 17:00:37,382][root][INFO] - ===> Epoch[88](2286/26): Loss 0.4022, Sem 0.4712, dir -0.5455, norm 0.4765, swav 0.0000 LR: 7.917e-02 Score 86.051 Data time: 0.1796, Forward time: 2.2803, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.5626 [2020-11-08 17:00:42,900][root][INFO] - ===> Epoch[88](2287/26): Loss 0.3363, Sem 0.4154, dir -0.5644, norm 0.4853, swav 0.0000 LR: 7.916e-02 Score 87.286 Data time: 0.1835, Forward time: 2.2802, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.4009 [2020-11-08 17:00:49,246][root][INFO] - ===> Epoch[88](2288/26): Loss 0.3266, Sem 0.4091, dir -0.5297, norm 0.4472, swav 0.0000 LR: 7.915e-02 Score 87.148 Data time: 0.1761, Forward time: 2.2801, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 6.1953 [2020-11-08 17:00:53,875][root][INFO] - ===> Epoch[89](2289/26): Loss 0.2194, Sem 0.3825, dir -0.5835, norm 0.4204, swav 0.0000 LR: 7.914e-02 Score 88.122 Data time: 0.1900, Forward time: 2.2798, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 4.5178 [2020-11-08 17:00:59,096][root][INFO] - ===> Epoch[89](2290/26): Loss 0.3832, Sem 0.4740, dir -0.5278, norm 0.4370, swav 0.0000 LR: 7.913e-02 Score 85.102 Data time: 0.2253, Forward time: 2.2799, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 5.1127 [2020-11-08 17:01:04,857][root][INFO] - ===> Epoch[89](2291/26): Loss 0.2588, Sem 0.3709, dir -0.5365, norm 0.4244, swav 0.0000 LR: 7.912e-02 Score 87.787 Data time: 0.1718, Forward time: 2.2796, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 5.6410 [2020-11-08 17:01:11,609][root][INFO] - ===> Epoch[89](2292/26): Loss 0.3673, Sem 0.4611, dir -0.5506, norm 0.4567, swav 0.0000 LR: 7.912e-02 Score 84.460 Data time: 0.3551, Forward time: 2.2801, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 6.6524 [2020-11-08 17:01:17,548][root][INFO] - ===> Epoch[89](2293/26): Loss 0.2855, Sem 0.3725, dir -0.4991, norm 0.4120, swav 0.0000 LR: 7.911e-02 Score 88.925 Data time: 0.2511, Forward time: 2.2803, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 5.8052 [2020-11-08 17:01:23,437][root][INFO] - ===> Epoch[89](2294/26): Loss 0.2941, Sem 0.4265, dir -0.5540, norm 0.4215, swav 0.0000 LR: 7.910e-02 Score 86.328 Data time: 0.1946, Forward time: 2.2802, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.7631 [2020-11-08 17:01:29,973][root][INFO] - ===> Epoch[89](2295/26): Loss 0.2692, Sem 0.3709, dir -0.5530, norm 0.4513, swav 0.0000 LR: 7.909e-02 Score 88.374 Data time: 0.1578, Forward time: 2.2800, Backward time: 3.0784, DDP time: 0.0043, Total iter time: 6.4258 [2020-11-08 17:01:34,298][root][INFO] - ===> Epoch[89](2296/26): Loss 0.3132, Sem 0.4030, dir -0.5614, norm 0.4716, swav 0.0000 LR: 7.908e-02 Score 87.695 Data time: 0.1915, Forward time: 2.2798, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 4.2695 [2020-11-08 17:01:40,216][root][INFO] - ===> Epoch[89](2297/26): Loss 0.2658, Sem 0.3727, dir -0.5808, norm 0.4739, swav 0.0000 LR: 7.907e-02 Score 87.958 Data time: 0.2054, Forward time: 2.2797, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.8451 [2020-11-08 17:01:46,099][root][INFO] - ===> Epoch[89](2298/26): Loss 0.2785, Sem 0.3552, dir -0.5506, norm 0.4739, swav 0.0000 LR: 7.906e-02 Score 88.045 Data time: 0.2305, Forward time: 2.2797, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.7528 [2020-11-08 17:01:50,988][root][INFO] - ===> Epoch[89](2299/26): Loss 0.2955, Sem 0.3857, dir -0.5573, norm 0.4671, swav 0.0000 LR: 7.905e-02 Score 87.225 Data time: 0.2476, Forward time: 2.2798, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 4.7619 [2020-11-08 17:01:56,467][root][INFO] - ===> Epoch[89](2300/26): Loss 0.3923, Sem 0.4539, dir -0.5220, norm 0.4604, swav 0.0000 LR: 7.904e-02 Score 85.712 Data time: 0.2684, Forward time: 2.2800, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.3856 [2020-11-08 17:02:02,079][root][INFO] - ===> Epoch[89](2301/26): Loss 0.3975, Sem 0.4451, dir -0.5427, norm 0.4951, swav 0.0000 LR: 7.903e-02 Score 86.006 Data time: 0.2078, Forward time: 2.2800, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.4871 [2020-11-08 17:02:07,606][root][INFO] - ===> Epoch[89](2302/26): Loss 0.4178, Sem 0.4386, dir -0.5124, norm 0.4917, swav 0.0000 LR: 7.902e-02 Score 86.371 Data time: 0.2343, Forward time: 2.2800, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 5.4106 [2020-11-08 17:02:13,076][root][INFO] - ===> Epoch[89](2303/26): Loss 0.2699, Sem 0.3729, dir -0.5664, norm 0.4634, swav 0.0000 LR: 7.901e-02 Score 87.678 Data time: 0.2501, Forward time: 2.2801, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.3389 [2020-11-08 17:02:18,166][root][INFO] - ===> Epoch[89](2304/26): Loss 0.3160, Sem 0.3942, dir -0.5645, norm 0.4863, swav 0.0000 LR: 7.900e-02 Score 86.606 Data time: 0.2160, Forward time: 2.2802, Backward time: 3.0766, DDP time: 0.0043, Total iter time: 4.9671 [2020-11-08 17:02:23,573][root][INFO] - ===> Epoch[89](2305/26): Loss 0.2293, Sem 0.3911, dir -0.6141, norm 0.4523, swav 0.0000 LR: 7.899e-02 Score 88.706 Data time: 0.2497, Forward time: 2.2803, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.2765 [2020-11-08 17:02:28,641][root][INFO] - ===> Epoch[89](2306/26): Loss 0.2250, Sem 0.3915, dir -0.5970, norm 0.4305, swav 0.0000 LR: 7.899e-02 Score 86.635 Data time: 0.2525, Forward time: 2.2805, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 4.9404 [2020-11-08 17:02:35,879][root][INFO] - ===> Epoch[89](2307/26): Loss 0.3695, Sem 0.4518, dir -0.5786, norm 0.4963, swav 0.0000 LR: 7.898e-02 Score 86.000 Data time: 0.2638, Forward time: 2.2807, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 7.1098 [2020-11-08 17:02:41,371][root][INFO] - ===> Epoch[89](2308/26): Loss 0.4015, Sem 0.4853, dir -0.5830, norm 0.4992, swav 0.0000 LR: 7.897e-02 Score 84.874 Data time: 0.2218, Forward time: 2.2808, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 5.3689 [2020-11-08 17:02:47,324][root][INFO] - ===> Epoch[89](2309/26): Loss 0.3946, Sem 0.4583, dir -0.5473, norm 0.4836, swav 0.0000 LR: 7.896e-02 Score 84.840 Data time: 0.1834, Forward time: 2.2807, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.8403 [2020-11-08 17:02:52,166][root][INFO] - ===> Epoch[89](2310/26): Loss 0.3822, Sem 0.4631, dir -0.5395, norm 0.4586, swav 0.0000 LR: 7.895e-02 Score 84.902 Data time: 0.1639, Forward time: 2.2805, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 4.7308 [2020-11-08 17:02:57,861][root][INFO] - ===> Epoch[89](2311/26): Loss 0.2933, Sem 0.3804, dir -0.5414, norm 0.4543, swav 0.0000 LR: 7.894e-02 Score 88.038 Data time: 0.2009, Forward time: 2.2804, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.6258 [2020-11-08 17:03:04,898][root][INFO] - ===> Epoch[89](2312/26): Loss 0.3994, Sem 0.4194, dir -0.4760, norm 0.4560, swav 0.0000 LR: 7.893e-02 Score 87.422 Data time: 0.2045, Forward time: 2.2804, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 6.9358 [2020-11-08 17:03:11,301][root][INFO] - ===> Epoch[89](2313/26): Loss 0.3606, Sem 0.4141, dir -0.5139, norm 0.4604, swav 0.0000 LR: 7.892e-02 Score 86.768 Data time: 0.1729, Forward time: 2.2802, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 6.2551 [2020-11-08 17:03:17,317][root][INFO] - ===> Epoch[89](2314/26): Loss 0.2931, Sem 0.4074, dir -0.5743, norm 0.4600, swav 0.0000 LR: 7.891e-02 Score 86.687 Data time: 0.1915, Forward time: 2.2801, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.9127 [2020-11-08 17:03:22,456][root][INFO] - ===> Epoch[90](2315/26): Loss 0.3376, Sem 0.4257, dir -0.5480, norm 0.4598, swav 0.0000 LR: 7.890e-02 Score 86.747 Data time: 0.2115, Forward time: 2.2800, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 5.0230 [2020-11-08 17:03:28,699][root][INFO] - ===> Epoch[90](2316/26): Loss 0.3320, Sem 0.3863, dir -0.4892, norm 0.4349, swav 0.0000 LR: 7.889e-02 Score 87.877 Data time: 0.1839, Forward time: 2.2799, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 6.1204 [2020-11-08 17:03:33,748][root][INFO] - ===> Epoch[90](2317/26): Loss 0.2321, Sem 0.3738, dir -0.6041, norm 0.4624, swav 0.0000 LR: 7.888e-02 Score 87.043 Data time: 0.1674, Forward time: 2.2796, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 4.9416 [2020-11-08 17:03:39,765][root][INFO] - ===> Epoch[90](2318/26): Loss 0.3373, Sem 0.3667, dir -0.5260, norm 0.4966, swav 0.0000 LR: 7.887e-02 Score 88.285 Data time: 0.2892, Forward time: 2.2800, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.9325 [2020-11-08 17:03:46,392][root][INFO] - ===> Epoch[90](2319/26): Loss 0.2597, Sem 0.3653, dir -0.5635, norm 0.4579, swav 0.0000 LR: 7.887e-02 Score 87.603 Data time: 0.2075, Forward time: 2.2800, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 6.4863 [2020-11-08 17:03:51,572][root][INFO] - ===> Epoch[90](2320/26): Loss 0.3724, Sem 0.4783, dir -0.5262, norm 0.4203, swav 0.0000 LR: 7.886e-02 Score 86.407 Data time: 0.2278, Forward time: 2.2801, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.0596 [2020-11-08 17:03:57,775][root][INFO] - ===> Epoch[90](2321/26): Loss 0.3911, Sem 0.4210, dir -0.4877, norm 0.4578, swav 0.0000 LR: 7.885e-02 Score 88.080 Data time: 0.2386, Forward time: 2.2803, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 6.0720 [2020-11-08 17:04:03,168][root][INFO] - ===> Epoch[90](2322/26): Loss 0.3562, Sem 0.4546, dir -0.5526, norm 0.4542, swav 0.0000 LR: 7.884e-02 Score 84.858 Data time: 0.1957, Forward time: 2.2802, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 5.2588 [2020-11-08 17:04:08,914][root][INFO] - ===> Epoch[90](2323/26): Loss 0.3366, Sem 0.4270, dir -0.5613, norm 0.4709, swav 0.0000 LR: 7.883e-02 Score 85.891 Data time: 0.1993, Forward time: 2.2802, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 5.6295 [2020-11-08 17:04:14,201][root][INFO] - ===> Epoch[90](2324/26): Loss 0.4357, Sem 0.5124, dir -0.5510, norm 0.4742, swav 0.0000 LR: 7.882e-02 Score 83.210 Data time: 0.1319, Forward time: 2.2798, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.1618 [2020-11-08 17:04:19,636][root][INFO] - ===> Epoch[90](2325/26): Loss 0.3843, Sem 0.4652, dir -0.5677, norm 0.4868, swav 0.0000 LR: 7.881e-02 Score 85.426 Data time: 0.1958, Forward time: 2.2797, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.3582 [2020-11-08 17:04:25,802][root][INFO] - ===> Epoch[90](2326/26): Loss 0.2549, Sem 0.3756, dir -0.5956, norm 0.4749, swav 0.0000 LR: 7.880e-02 Score 88.048 Data time: 0.3274, Forward time: 2.2800, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 6.0756 [2020-11-08 17:04:31,921][root][INFO] - ===> Epoch[90](2327/26): Loss 0.3276, Sem 0.4277, dir -0.5699, norm 0.4698, swav 0.0000 LR: 7.879e-02 Score 86.085 Data time: 0.2250, Forward time: 2.2801, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.9963 [2020-11-08 17:04:37,624][root][INFO] - ===> Epoch[90](2328/26): Loss 0.3077, Sem 0.4172, dir -0.5965, norm 0.4871, swav 0.0000 LR: 7.878e-02 Score 87.133 Data time: 0.2118, Forward time: 2.2800, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.5927 [2020-11-08 17:04:43,281][root][INFO] - ===> Epoch[90](2329/26): Loss 0.4335, Sem 0.5069, dir -0.5648, norm 0.4915, swav 0.0000 LR: 7.877e-02 Score 83.775 Data time: 0.2713, Forward time: 2.2802, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 5.5384 [2020-11-08 17:04:50,885][root][INFO] - ===> Epoch[90](2330/26): Loss 0.3710, Sem 0.4746, dir -0.5704, norm 0.4668, swav 0.0000 LR: 7.876e-02 Score 85.345 Data time: 0.2485, Forward time: 2.2803, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 7.4701 [2020-11-08 17:04:57,076][root][INFO] - ===> Epoch[90](2331/26): Loss 0.2667, Sem 0.3861, dir -0.5793, norm 0.4598, swav 0.0000 LR: 7.875e-02 Score 87.235 Data time: 0.1716, Forward time: 2.2801, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 6.0566 [2020-11-08 17:05:02,090][root][INFO] - ===> Epoch[90](2332/26): Loss 0.3029, Sem 0.4284, dir -0.6011, norm 0.4756, swav 0.0000 LR: 7.875e-02 Score 86.037 Data time: 0.2363, Forward time: 2.2802, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 4.9074 [2020-11-08 17:05:07,197][root][INFO] - ===> Epoch[90](2333/26): Loss 0.2345, Sem 0.3657, dir -0.5495, norm 0.4184, swav 0.0000 LR: 7.874e-02 Score 89.680 Data time: 0.1510, Forward time: 2.2799, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 4.9924 [2020-11-08 17:05:12,959][root][INFO] - ===> Epoch[90](2334/26): Loss 0.3515, Sem 0.4124, dir -0.5244, norm 0.4635, swav 0.0000 LR: 7.873e-02 Score 87.109 Data time: 0.2356, Forward time: 2.2800, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 5.6830 [2020-11-08 17:05:19,780][root][INFO] - ===> Epoch[90](2335/26): Loss 0.4188, Sem 0.4453, dir -0.4899, norm 0.4634, swav 0.0000 LR: 7.872e-02 Score 86.658 Data time: 0.2437, Forward time: 2.2801, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 6.6756 [2020-11-08 17:05:25,910][root][INFO] - ===> Epoch[90](2336/26): Loss 0.2864, Sem 0.4170, dir -0.5696, norm 0.4389, swav 0.0000 LR: 7.871e-02 Score 86.250 Data time: 0.2863, Forward time: 2.2804, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 6.0054 [2020-11-08 17:05:31,544][root][INFO] - ===> Epoch[90](2337/26): Loss 0.1779, Sem 0.3300, dir -0.5757, norm 0.4236, swav 0.0000 LR: 7.870e-02 Score 89.421 Data time: 0.1994, Forward time: 2.2803, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.4772 [2020-11-08 17:05:37,420][root][INFO] - ===> Epoch[90](2338/26): Loss 0.3398, Sem 0.4363, dir -0.5683, norm 0.4718, swav 0.0000 LR: 7.869e-02 Score 86.194 Data time: 0.2945, Forward time: 2.2806, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 5.7146 [2020-11-08 17:05:42,590][root][INFO] - ===> Epoch[90](2339/26): Loss 0.3858, Sem 0.4817, dir -0.5308, norm 0.4349, swav 0.0000 LR: 7.868e-02 Score 85.155 Data time: 0.2307, Forward time: 2.2807, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 5.0418 [2020-11-08 17:05:48,161][root][INFO] - ===> Epoch[90](2340/26): Loss 0.3455, Sem 0.3839, dir -0.5054, norm 0.4670, swav 0.0000 LR: 7.867e-02 Score 87.876 Data time: 0.1843, Forward time: 2.2807, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 5.4755 [2020-11-08 17:05:53,040][root][INFO] - ===> Epoch[91](2341/26): Loss 0.2435, Sem 0.3280, dir -0.5372, norm 0.4527, swav 0.0000 LR: 7.866e-02 Score 89.173 Data time: 0.1290, Forward time: 2.2802, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 4.7676 [2020-11-08 17:05:59,234][root][INFO] - ===> Epoch[91](2342/26): Loss 0.3783, Sem 0.4253, dir -0.5225, norm 0.4755, swav 0.0000 LR: 7.865e-02 Score 86.217 Data time: 0.2081, Forward time: 2.2802, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 6.1473 [2020-11-08 17:06:04,592][root][INFO] - ===> Epoch[91](2343/26): Loss 0.3347, Sem 0.4094, dir -0.5138, norm 0.4391, swav 0.0000 LR: 7.864e-02 Score 86.548 Data time: 0.2003, Forward time: 2.2801, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.2506 [2020-11-08 17:06:10,689][root][INFO] - ===> Epoch[91](2344/26): Loss 0.3012, Sem 0.4075, dir -0.5335, norm 0.4271, swav 0.0000 LR: 7.863e-02 Score 87.554 Data time: 0.2456, Forward time: 2.2803, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.9950 [2020-11-08 17:06:15,224][root][INFO] - ===> Epoch[91](2345/26): Loss 0.3529, Sem 0.4482, dir -0.5433, norm 0.4480, swav 0.0000 LR: 7.863e-02 Score 87.462 Data time: 0.2127, Forward time: 2.2803, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 4.4135 [2020-11-08 17:06:20,304][root][INFO] - ===> Epoch[91](2346/26): Loss 0.2769, Sem 0.3759, dir -0.5379, norm 0.4389, swav 0.0000 LR: 7.862e-02 Score 87.696 Data time: 0.1115, Forward time: 2.2799, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 4.9688 [2020-11-08 17:06:25,531][root][INFO] - ===> Epoch[91](2347/26): Loss 0.2914, Sem 0.4291, dir -0.5715, norm 0.4338, swav 0.0000 LR: 7.861e-02 Score 86.205 Data time: 0.1405, Forward time: 2.2795, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.1800 [2020-11-08 17:06:30,771][root][INFO] - ===> Epoch[91](2348/26): Loss 0.2755, Sem 0.3531, dir -0.5330, norm 0.4554, swav 0.0000 LR: 7.860e-02 Score 88.626 Data time: 0.2267, Forward time: 2.2796, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.1713 [2020-11-08 17:06:35,864][root][INFO] - ===> Epoch[91](2349/26): Loss 0.3182, Sem 0.3446, dir -0.5143, norm 0.4879, swav 0.0000 LR: 7.859e-02 Score 89.829 Data time: 0.1820, Forward time: 2.2794, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 4.9578 [2020-11-08 17:06:41,434][root][INFO] - ===> Epoch[91](2350/26): Loss 0.3800, Sem 0.4469, dir -0.5207, norm 0.4538, swav 0.0000 LR: 7.858e-02 Score 85.520 Data time: 0.2438, Forward time: 2.2796, Backward time: 3.0766, DDP time: 0.0043, Total iter time: 5.4533 [2020-11-08 17:06:46,521][root][INFO] - ===> Epoch[91](2351/26): Loss 0.3636, Sem 0.4147, dir -0.5185, norm 0.4675, swav 0.0000 LR: 7.857e-02 Score 87.114 Data time: 0.1725, Forward time: 2.2795, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 4.9614 [2020-11-08 17:06:51,758][root][INFO] - ===> Epoch[91](2352/26): Loss 0.3161, Sem 0.4128, dir -0.5428, norm 0.4461, swav 0.0000 LR: 7.856e-02 Score 87.241 Data time: 0.1594, Forward time: 2.2792, Backward time: 3.0766, DDP time: 0.0043, Total iter time: 5.1471 [2020-11-08 17:06:58,841][root][INFO] - ===> Epoch[91](2353/26): Loss 0.3330, Sem 0.4068, dir -0.5188, norm 0.4451, swav 0.0000 LR: 7.855e-02 Score 87.055 Data time: 0.2006, Forward time: 2.2792, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 7.0121 [2020-11-08 17:07:04,974][root][INFO] - ===> Epoch[91](2354/26): Loss 0.2270, Sem 0.3447, dir -0.5739, norm 0.4562, swav 0.0000 LR: 7.854e-02 Score 89.887 Data time: 0.2051, Forward time: 2.2793, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 6.0146 [2020-11-08 17:07:09,988][root][INFO] - ===> Epoch[91](2355/26): Loss 0.3224, Sem 0.4057, dir -0.5729, norm 0.4896, swav 0.0000 LR: 7.853e-02 Score 88.144 Data time: 0.1381, Forward time: 2.2789, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 4.8988 [2020-11-08 17:07:15,124][root][INFO] - ===> Epoch[91](2356/26): Loss 0.3639, Sem 0.4350, dir -0.5093, norm 0.4382, swav 0.0000 LR: 7.852e-02 Score 84.993 Data time: 0.2602, Forward time: 2.2789, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.0575 [2020-11-08 17:07:20,087][root][INFO] - ===> Epoch[91](2357/26): Loss 0.3841, Sem 0.4166, dir -0.5378, norm 0.5053, swav 0.0000 LR: 7.851e-02 Score 86.047 Data time: 0.2596, Forward time: 2.2790, Backward time: 3.0766, DDP time: 0.0043, Total iter time: 4.8438 [2020-11-08 17:07:25,266][root][INFO] - ===> Epoch[91](2358/26): Loss 0.1965, Sem 0.3386, dir -0.5638, norm 0.4218, swav 0.0000 LR: 7.851e-02 Score 89.055 Data time: 0.2594, Forward time: 2.2791, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.0715 [2020-11-08 17:07:30,542][root][INFO] - ===> Epoch[91](2359/26): Loss 0.3318, Sem 0.4093, dir -0.5628, norm 0.4852, swav 0.0000 LR: 7.850e-02 Score 87.064 Data time: 0.2245, Forward time: 2.2791, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 5.1654 [2020-11-08 17:07:36,087][root][INFO] - ===> Epoch[91](2360/26): Loss 0.2526, Sem 0.4268, dir -0.6166, norm 0.4424, swav 0.0000 LR: 7.849e-02 Score 86.994 Data time: 0.2618, Forward time: 2.2793, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.4130 [2020-11-08 17:07:41,884][root][INFO] - ===> Epoch[91](2361/26): Loss 0.4217, Sem 0.4297, dir -0.5254, norm 0.5174, swav 0.0000 LR: 7.848e-02 Score 86.133 Data time: 0.2096, Forward time: 2.2793, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 5.6599 [2020-11-08 17:07:47,247][root][INFO] - ===> Epoch[91](2362/26): Loss 0.2755, Sem 0.3967, dir -0.5762, norm 0.4551, swav 0.0000 LR: 7.847e-02 Score 86.599 Data time: 0.2151, Forward time: 2.2792, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.2458 [2020-11-08 17:07:53,040][root][INFO] - ===> Epoch[91](2363/26): Loss 0.3479, Sem 0.4087, dir -0.5416, norm 0.4809, swav 0.0000 LR: 7.846e-02 Score 87.046 Data time: 0.2749, Forward time: 2.2795, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.7061 [2020-11-08 17:07:58,485][root][INFO] - ===> Epoch[91](2364/26): Loss 0.3633, Sem 0.4362, dir -0.5376, norm 0.4647, swav 0.0000 LR: 7.845e-02 Score 86.340 Data time: 0.1953, Forward time: 2.2794, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.3253 [2020-11-08 17:08:04,294][root][INFO] - ===> Epoch[91](2365/26): Loss 0.3774, Sem 0.4521, dir -0.5604, norm 0.4857, swav 0.0000 LR: 7.844e-02 Score 85.219 Data time: 0.2441, Forward time: 2.2795, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 5.7062 [2020-11-08 17:08:10,936][root][INFO] - ===> Epoch[91](2366/26): Loss 0.3973, Sem 0.4208, dir -0.5290, norm 0.5056, swav 0.0000 LR: 7.843e-02 Score 85.613 Data time: 0.2149, Forward time: 2.2795, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 6.5111 [2020-11-08 17:08:16,460][root][INFO] - ===> Epoch[92](2367/26): Loss 0.2987, Sem 0.4166, dir -0.5873, norm 0.4694, swav 0.0000 LR: 7.842e-02 Score 87.056 Data time: 0.1751, Forward time: 2.2793, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.4067 [2020-11-08 17:08:21,877][root][INFO] - ===> Epoch[92](2368/26): Loss 0.2984, Sem 0.3971, dir -0.5466, norm 0.4479, swav 0.0000 LR: 7.841e-02 Score 87.321 Data time: 0.3089, Forward time: 2.2795, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.3147 [2020-11-08 17:08:28,330][root][INFO] - ===> Epoch[92](2369/26): Loss 0.3704, Sem 0.4666, dir -0.5416, norm 0.4454, swav 0.0000 LR: 7.840e-02 Score 85.075 Data time: 0.2232, Forward time: 2.2796, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 6.3203 [2020-11-08 17:08:33,947][root][INFO] - ===> Epoch[92](2370/26): Loss 0.2579, Sem 0.3852, dir -0.5769, norm 0.4496, swav 0.0000 LR: 7.839e-02 Score 87.965 Data time: 0.2309, Forward time: 2.2797, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.5008 [2020-11-08 17:08:39,121][root][INFO] - ===> Epoch[92](2371/26): Loss 0.2930, Sem 0.3960, dir -0.5466, norm 0.4437, swav 0.0000 LR: 7.839e-02 Score 87.408 Data time: 0.2154, Forward time: 2.2797, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 5.0441 [2020-11-08 17:08:46,159][root][INFO] - ===> Epoch[92](2372/26): Loss 0.3235, Sem 0.3667, dir -0.5418, norm 0.4986, swav 0.0000 LR: 7.838e-02 Score 86.754 Data time: 0.2032, Forward time: 2.2796, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 6.9284 [2020-11-08 17:08:51,514][root][INFO] - ===> Epoch[92](2373/26): Loss 0.3549, Sem 0.4562, dir -0.5794, norm 0.4781, swav 0.0000 LR: 7.837e-02 Score 86.167 Data time: 0.2026, Forward time: 2.2796, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 5.2514 [2020-11-08 17:08:57,817][root][INFO] - ===> Epoch[92](2374/26): Loss 0.4053, Sem 0.4917, dir -0.5584, norm 0.4720, swav 0.0000 LR: 7.836e-02 Score 85.142 Data time: 0.1790, Forward time: 2.2794, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 6.1982 [2020-11-08 17:09:03,912][root][INFO] - ===> Epoch[92](2375/26): Loss 0.3071, Sem 0.3663, dir -0.5171, norm 0.4580, swav 0.0000 LR: 7.835e-02 Score 88.306 Data time: 0.3205, Forward time: 2.2797, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 6.0179 [2020-11-08 17:09:09,842][root][INFO] - ===> Epoch[92](2376/26): Loss 0.3667, Sem 0.4498, dir -0.5600, norm 0.4769, swav 0.0000 LR: 7.834e-02 Score 85.586 Data time: 0.2759, Forward time: 2.2800, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 5.7613 [2020-11-08 17:09:14,455][root][INFO] - ===> Epoch[92](2377/26): Loss 0.3053, Sem 0.3726, dir -0.5338, norm 0.4664, swav 0.0000 LR: 7.833e-02 Score 88.086 Data time: 0.2061, Forward time: 2.2800, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 4.4894 [2020-11-08 17:09:20,300][root][INFO] - ===> Epoch[92](2378/26): Loss 0.3147, Sem 0.3745, dir -0.4993, norm 0.4395, swav 0.0000 LR: 7.832e-02 Score 88.209 Data time: 0.1606, Forward time: 2.2797, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.7222 [2020-11-08 17:09:25,291][root][INFO] - ===> Epoch[92](2379/26): Loss 0.3299, Sem 0.3947, dir -0.5346, norm 0.4698, swav 0.0000 LR: 7.831e-02 Score 87.286 Data time: 0.1969, Forward time: 2.2797, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 4.9159 [2020-11-08 17:09:31,548][root][INFO] - ===> Epoch[92](2380/26): Loss 0.3773, Sem 0.4237, dir -0.5139, norm 0.4674, swav 0.0000 LR: 7.830e-02 Score 86.126 Data time: 0.1396, Forward time: 2.2794, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 6.1572 [2020-11-08 17:09:37,190][root][INFO] - ===> Epoch[92](2381/26): Loss 0.3777, Sem 0.4405, dir -0.5148, norm 0.4520, swav 0.0000 LR: 7.829e-02 Score 85.682 Data time: 0.1560, Forward time: 2.2791, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 5.5495 [2020-11-08 17:09:43,991][root][INFO] - ===> Epoch[92](2382/26): Loss 0.3472, Sem 0.3947, dir -0.5126, norm 0.4651, swav 0.0000 LR: 7.828e-02 Score 86.528 Data time: 0.1859, Forward time: 2.2789, Backward time: 3.0766, DDP time: 0.0043, Total iter time: 6.7067 [2020-11-08 17:09:50,280][root][INFO] - ===> Epoch[92](2383/26): Loss 0.2566, Sem 0.4077, dir -0.5621, norm 0.4111, swav 0.0000 LR: 7.827e-02 Score 87.254 Data time: 0.3233, Forward time: 2.2792, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 6.1922 [2020-11-08 17:09:56,522][root][INFO] - ===> Epoch[92](2384/26): Loss 0.4194, Sem 0.4432, dir -0.5497, norm 0.5259, swav 0.0000 LR: 7.826e-02 Score 85.636 Data time: 0.1676, Forward time: 2.2791, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 6.1078 [2020-11-08 17:10:02,349][root][INFO] - ===> Epoch[92](2385/26): Loss 0.3203, Sem 0.4264, dir -0.5704, norm 0.4643, swav 0.0000 LR: 7.826e-02 Score 87.199 Data time: 0.1415, Forward time: 2.2788, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 5.7104 [2020-11-08 17:10:07,610][root][INFO] - ===> Epoch[92](2386/26): Loss 0.4475, Sem 0.4936, dir -0.5352, norm 0.4892, swav 0.0000 LR: 7.825e-02 Score 84.738 Data time: 0.2159, Forward time: 2.2787, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.2010 [2020-11-08 17:10:13,657][root][INFO] - ===> Epoch[92](2387/26): Loss 0.2283, Sem 0.3818, dir -0.5909, norm 0.4374, swav 0.0000 LR: 7.824e-02 Score 87.961 Data time: 0.1817, Forward time: 2.2785, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.9354 [2020-11-08 17:10:19,780][root][INFO] - ===> Epoch[92](2388/26): Loss 0.3976, Sem 0.4307, dir -0.5228, norm 0.4897, swav 0.0000 LR: 7.823e-02 Score 86.567 Data time: 0.2917, Forward time: 2.2788, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 6.0315 [2020-11-08 17:10:26,901][root][INFO] - ===> Epoch[92](2389/26): Loss 0.3831, Sem 0.4434, dir -0.5229, norm 0.4626, swav 0.0000 LR: 7.822e-02 Score 86.174 Data time: 0.2255, Forward time: 2.2789, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 6.9790 [2020-11-08 17:10:31,905][root][INFO] - ===> Epoch[92](2390/26): Loss 0.3566, Sem 0.4196, dir -0.5198, norm 0.4568, swav 0.0000 LR: 7.821e-02 Score 86.798 Data time: 0.2183, Forward time: 2.2789, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 4.8563 [2020-11-08 17:10:36,671][root][INFO] - ===> Epoch[92](2391/26): Loss 0.2166, Sem 0.3684, dir -0.5769, norm 0.4251, swav 0.0000 LR: 7.820e-02 Score 87.826 Data time: 0.2336, Forward time: 2.2790, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 4.6464 [2020-11-08 17:10:41,796][root][INFO] - ===> Epoch[92](2392/26): Loss 0.4245, Sem 0.4646, dir -0.5311, norm 0.4910, swav 0.0000 LR: 7.819e-02 Score 85.440 Data time: 0.1736, Forward time: 2.2788, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.0037 [2020-11-08 17:10:47,684][root][INFO] - ===> Epoch[93](2393/26): Loss 0.2973, Sem 0.4198, dir -0.5606, norm 0.4381, swav 0.0000 LR: 7.818e-02 Score 86.203 Data time: 0.2112, Forward time: 2.2788, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.8194 [2020-11-08 17:10:52,658][root][INFO] - ===> Epoch[93](2394/26): Loss 0.4188, Sem 0.4655, dir -0.5175, norm 0.4708, swav 0.0000 LR: 7.817e-02 Score 85.082 Data time: 0.1909, Forward time: 2.2787, Backward time: 3.0766, DDP time: 0.0043, Total iter time: 4.8487 [2020-11-08 17:10:58,803][root][INFO] - ===> Epoch[93](2395/26): Loss 0.2741, Sem 0.3850, dir -0.5363, norm 0.4253, swav 0.0000 LR: 7.816e-02 Score 87.549 Data time: 0.2183, Forward time: 2.2786, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 6.0372 [2020-11-08 17:11:07,360][root][INFO] - ===> Epoch[93](2396/26): Loss 0.3712, Sem 0.4283, dir -0.5859, norm 0.5287, swav 0.0000 LR: 7.815e-02 Score 84.773 Data time: 0.2683, Forward time: 2.2788, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 8.4269 [2020-11-08 17:11:13,094][root][INFO] - ===> Epoch[93](2397/26): Loss 0.2195, Sem 0.3524, dir -0.5557, norm 0.4228, swav 0.0000 LR: 7.814e-02 Score 88.538 Data time: 0.2698, Forward time: 2.2791, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 5.5946 [2020-11-08 17:11:19,019][root][INFO] - ===> Epoch[93](2398/26): Loss 0.2995, Sem 0.3616, dir -0.5800, norm 0.5179, swav 0.0000 LR: 7.814e-02 Score 88.661 Data time: 0.2197, Forward time: 2.2791, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 5.7773 [2020-11-08 17:11:24,293][root][INFO] - ===> Epoch[93](2399/26): Loss 0.2306, Sem 0.3262, dir -0.5329, norm 0.4373, swav 0.0000 LR: 7.813e-02 Score 89.489 Data time: 0.2218, Forward time: 2.2791, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.1576 [2020-11-08 17:11:29,936][root][INFO] - ===> Epoch[93](2400/26): Loss 0.2690, Sem 0.3719, dir -0.5349, norm 0.4320, swav 0.0000 LR: 7.812e-02 Score 88.000 Data time: 0.2559, Forward time: 2.2793, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 5.5350 [2020-11-08 17:11:37,922][root][INFO] - ===> Epoch[93](2401/26): Loss 0.3653, Sem 0.4355, dir -0.5355, norm 0.4654, swav 0.0000 LR: 7.811e-02 Score 86.409 Data time: 0.2550, Forward time: 2.2795, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 7.8660 [2020-11-08 17:11:42,970][root][INFO] - ===> Epoch[93](2402/26): Loss 0.3130, Sem 0.4214, dir -0.5581, norm 0.4496, swav 0.0000 LR: 7.810e-02 Score 85.585 Data time: 0.2271, Forward time: 2.2795, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 4.9192 [2020-11-08 17:11:48,347][root][INFO] - ===> Epoch[93](2403/26): Loss 0.4337, Sem 0.4415, dir -0.5083, norm 0.5004, swav 0.0000 LR: 7.809e-02 Score 85.977 Data time: 0.2916, Forward time: 2.2797, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 5.2802 [2020-11-08 17:11:53,858][root][INFO] - ===> Epoch[93](2404/26): Loss 0.2856, Sem 0.3710, dir -0.5321, norm 0.4468, swav 0.0000 LR: 7.808e-02 Score 87.735 Data time: 0.2468, Forward time: 2.2798, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.3925 [2020-11-08 17:11:59,512][root][INFO] - ===> Epoch[93](2405/26): Loss 0.3591, Sem 0.4065, dir -0.4980, norm 0.4506, swav 0.0000 LR: 7.807e-02 Score 86.917 Data time: 0.1821, Forward time: 2.2797, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.5578 [2020-11-08 17:12:04,224][root][INFO] - ===> Epoch[93](2406/26): Loss 0.3500, Sem 0.4470, dir -0.5553, norm 0.4584, swav 0.0000 LR: 7.806e-02 Score 86.089 Data time: 0.1524, Forward time: 2.2795, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 4.6201 [2020-11-08 17:12:09,767][root][INFO] - ===> Epoch[93](2407/26): Loss 0.3819, Sem 0.4411, dir -0.5513, norm 0.4921, swav 0.0000 LR: 7.805e-02 Score 86.564 Data time: 0.1839, Forward time: 2.2793, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.4752 [2020-11-08 17:12:15,033][root][INFO] - ===> Epoch[93](2408/26): Loss 0.4258, Sem 0.4925, dir -0.5954, norm 0.5287, swav 0.0000 LR: 7.804e-02 Score 85.785 Data time: 0.2118, Forward time: 2.2792, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 5.1711 [2020-11-08 17:12:20,796][root][INFO] - ===> Epoch[93](2409/26): Loss 0.3241, Sem 0.4282, dir -0.5954, norm 0.4914, swav 0.0000 LR: 7.803e-02 Score 86.445 Data time: 0.1920, Forward time: 2.2791, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.6541 [2020-11-08 17:12:26,691][root][INFO] - ===> Epoch[93](2410/26): Loss 0.2691, Sem 0.3611, dir -0.5384, norm 0.4464, swav 0.0000 LR: 7.802e-02 Score 88.558 Data time: 0.2348, Forward time: 2.2792, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.8025 [2020-11-08 17:12:30,974][root][INFO] - ===> Epoch[93](2411/26): Loss 0.3813, Sem 0.4351, dir -0.5343, norm 0.4805, swav 0.0000 LR: 7.802e-02 Score 86.947 Data time: 0.1811, Forward time: 2.2791, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 4.1508 [2020-11-08 17:12:37,109][root][INFO] - ===> Epoch[93](2412/26): Loss 0.2990, Sem 0.3879, dir -0.5544, norm 0.4655, swav 0.0000 LR: 7.801e-02 Score 88.683 Data time: 0.2037, Forward time: 2.2791, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 6.0331 [2020-11-08 17:12:42,279][root][INFO] - ===> Epoch[93](2413/26): Loss 0.2942, Sem 0.3551, dir -0.5247, norm 0.4638, swav 0.0000 LR: 7.800e-02 Score 87.966 Data time: 0.1925, Forward time: 2.2790, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.0540 [2020-11-08 17:12:47,111][root][INFO] - ===> Epoch[93](2414/26): Loss 0.2902, Sem 0.3675, dir -0.5561, norm 0.4787, swav 0.0000 LR: 7.799e-02 Score 87.949 Data time: 0.2412, Forward time: 2.2789, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 4.7142 [2020-11-08 17:12:53,594][root][INFO] - ===> Epoch[93](2415/26): Loss 0.3452, Sem 0.4259, dir -0.5485, norm 0.4679, swav 0.0000 LR: 7.798e-02 Score 85.572 Data time: 0.2528, Forward time: 2.2791, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 6.3731 [2020-11-08 17:12:59,319][root][INFO] - ===> Epoch[93](2416/26): Loss 0.2807, Sem 0.3767, dir -0.5597, norm 0.4636, swav 0.0000 LR: 7.797e-02 Score 88.434 Data time: 0.1927, Forward time: 2.2790, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.5984 [2020-11-08 17:13:04,336][root][INFO] - ===> Epoch[93](2417/26): Loss 0.2893, Sem 0.3280, dir -0.4986, norm 0.4599, swav 0.0000 LR: 7.796e-02 Score 89.969 Data time: 0.1814, Forward time: 2.2788, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 4.9002 [2020-11-08 17:13:10,347][root][INFO] - ===> Epoch[93](2418/26): Loss 0.3606, Sem 0.4325, dir -0.5239, norm 0.4520, swav 0.0000 LR: 7.795e-02 Score 85.670 Data time: 0.2043, Forward time: 2.2787, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.8990 [2020-11-08 17:13:15,120][root][INFO] - ===> Epoch[94](2419/26): Loss 0.2705, Sem 0.3664, dir -0.5324, norm 0.4365, swav 0.0000 LR: 7.794e-02 Score 88.349 Data time: 0.2255, Forward time: 2.2788, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 4.6362 [2020-11-08 17:13:20,222][root][INFO] - ===> Epoch[94](2420/26): Loss 0.2753, Sem 0.3829, dir -0.5703, norm 0.4627, swav 0.0000 LR: 7.793e-02 Score 87.686 Data time: 0.1652, Forward time: 2.2785, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 4.9727 [2020-11-08 17:13:25,314][root][INFO] - ===> Epoch[94](2421/26): Loss 0.3826, Sem 0.4456, dir -0.5442, norm 0.4811, swav 0.0000 LR: 7.792e-02 Score 85.102 Data time: 0.2144, Forward time: 2.2785, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 4.9903 [2020-11-08 17:13:31,104][root][INFO] - ===> Epoch[94](2422/26): Loss 0.4200, Sem 0.4745, dir -0.5582, norm 0.5037, swav 0.0000 LR: 7.791e-02 Score 86.746 Data time: 0.2497, Forward time: 2.2786, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.6721 [2020-11-08 17:13:36,274][root][INFO] - ===> Epoch[94](2423/26): Loss 0.2846, Sem 0.3902, dir -0.5406, norm 0.4350, swav 0.0000 LR: 7.790e-02 Score 88.860 Data time: 0.2153, Forward time: 2.2785, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 5.0289 [2020-11-08 17:13:42,236][root][INFO] - ===> Epoch[94](2424/26): Loss 0.3041, Sem 0.3929, dir -0.5152, norm 0.4265, swav 0.0000 LR: 7.789e-02 Score 86.397 Data time: 0.1532, Forward time: 2.2782, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.8467 [2020-11-08 17:13:47,552][root][INFO] - ===> Epoch[94](2425/26): Loss 0.2729, Sem 0.4021, dir -0.5752, norm 0.4459, swav 0.0000 LR: 7.789e-02 Score 87.333 Data time: 0.2691, Forward time: 2.2783, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.2342 [2020-11-08 17:13:54,671][root][INFO] - ===> Epoch[94](2426/26): Loss 0.4252, Sem 0.4806, dir -0.5337, norm 0.4783, swav 0.0000 LR: 7.788e-02 Score 86.259 Data time: 0.2430, Forward time: 2.2785, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 6.9938 [2020-11-08 17:13:59,884][root][INFO] - ===> Epoch[94](2427/26): Loss 0.2296, Sem 0.3683, dir -0.5630, norm 0.4243, swav 0.0000 LR: 7.787e-02 Score 87.871 Data time: 0.2488, Forward time: 2.2787, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.0787 [2020-11-08 17:14:04,909][root][INFO] - ===> Epoch[94](2428/26): Loss 0.2766, Sem 0.3712, dir -0.5764, norm 0.4818, swav 0.0000 LR: 7.786e-02 Score 87.781 Data time: 0.2938, Forward time: 2.2788, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 4.9184 [2020-11-08 17:14:10,145][root][INFO] - ===> Epoch[94](2429/26): Loss 0.3216, Sem 0.3947, dir -0.5667, norm 0.4936, swav 0.0000 LR: 7.785e-02 Score 87.395 Data time: 0.2334, Forward time: 2.2789, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 5.0913 [2020-11-08 17:14:15,274][root][INFO] - ===> Epoch[94](2430/26): Loss 0.2874, Sem 0.4081, dir -0.5321, norm 0.4114, swav 0.0000 LR: 7.784e-02 Score 87.728 Data time: 0.2245, Forward time: 2.2790, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.0204 [2020-11-08 17:14:22,061][root][INFO] - ===> Epoch[94](2431/26): Loss 0.3566, Sem 0.4635, dir -0.5657, norm 0.4587, swav 0.0000 LR: 7.783e-02 Score 85.563 Data time: 0.2342, Forward time: 2.2791, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 6.6598 [2020-11-08 17:14:27,605][root][INFO] - ===> Epoch[94](2432/26): Loss 0.3777, Sem 0.4406, dir -0.5519, norm 0.4889, swav 0.0000 LR: 7.782e-02 Score 86.000 Data time: 0.2181, Forward time: 2.2791, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 5.4288 [2020-11-08 17:14:34,279][root][INFO] - ===> Epoch[94](2433/26): Loss 0.2739, Sem 0.3807, dir -0.5596, norm 0.4528, swav 0.0000 LR: 7.781e-02 Score 87.997 Data time: 0.1822, Forward time: 2.2790, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 6.5508 [2020-11-08 17:14:39,312][root][INFO] - ===> Epoch[94](2434/26): Loss 0.2975, Sem 0.4136, dir -0.5693, norm 0.4533, swav 0.0000 LR: 7.780e-02 Score 87.107 Data time: 0.1782, Forward time: 2.2788, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 4.9350 [2020-11-08 17:14:43,947][root][INFO] - ===> Epoch[94](2435/26): Loss 0.3971, Sem 0.4573, dir -0.5573, norm 0.4970, swav 0.0000 LR: 7.779e-02 Score 86.601 Data time: 0.1974, Forward time: 2.2787, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 4.5254 [2020-11-08 17:14:48,638][root][INFO] - ===> Epoch[94](2436/26): Loss 0.3358, Sem 0.4585, dir -0.5802, norm 0.4575, swav 0.0000 LR: 7.778e-02 Score 85.139 Data time: 0.3009, Forward time: 2.2787, Backward time: 3.0741, DDP time: 0.0043, Total iter time: 4.5891 [2020-11-08 17:14:55,680][root][INFO] - ===> Epoch[94](2437/26): Loss 0.3296, Sem 0.3995, dir -0.5960, norm 0.5260, swav 0.0000 LR: 7.777e-02 Score 87.180 Data time: 0.3786, Forward time: 2.2792, Backward time: 3.0741, DDP time: 0.0043, Total iter time: 6.9324 [2020-11-08 17:15:00,923][root][INFO] - ===> Epoch[94](2438/26): Loss 0.2837, Sem 0.3680, dir -0.5512, norm 0.4669, swav 0.0000 LR: 7.777e-02 Score 88.955 Data time: 0.2308, Forward time: 2.2794, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.1060 [2020-11-08 17:15:05,225][root][INFO] - ===> Epoch[94](2439/26): Loss 0.3342, Sem 0.4240, dir -0.5380, norm 0.4483, swav 0.0000 LR: 7.776e-02 Score 87.107 Data time: 0.2119, Forward time: 2.2793, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 4.1880 [2020-11-08 17:15:09,954][root][INFO] - ===> Epoch[94](2440/26): Loss 0.3544, Sem 0.4448, dir -0.6011, norm 0.5107, swav 0.0000 LR: 7.775e-02 Score 86.649 Data time: 0.2091, Forward time: 2.2793, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 4.6354 [2020-11-08 17:15:15,004][root][INFO] - ===> Epoch[94](2441/26): Loss 0.2295, Sem 0.3544, dir -0.5847, norm 0.4599, swav 0.0000 LR: 7.774e-02 Score 88.661 Data time: 0.1784, Forward time: 2.2791, Backward time: 3.0727, DDP time: 0.0043, Total iter time: 4.9228 [2020-11-08 17:15:20,253][root][INFO] - ===> Epoch[94](2442/26): Loss 0.3377, Sem 0.3941, dir -0.5373, norm 0.4809, swav 0.0000 LR: 7.773e-02 Score 87.448 Data time: 0.1852, Forward time: 2.2790, Backward time: 3.0727, DDP time: 0.0043, Total iter time: 5.1490 [2020-11-08 17:15:26,028][root][INFO] - ===> Epoch[94](2443/26): Loss 0.3959, Sem 0.4676, dir -0.5541, norm 0.4824, swav 0.0000 LR: 7.772e-02 Score 85.997 Data time: 0.2778, Forward time: 2.2792, Backward time: 3.0724, DDP time: 0.0043, Total iter time: 5.6518 [2020-11-08 17:15:31,702][root][INFO] - ===> Epoch[94](2444/26): Loss 0.2716, Sem 0.3803, dir -0.5530, norm 0.4443, swav 0.0000 LR: 7.771e-02 Score 87.529 Data time: 0.1692, Forward time: 2.2791, Backward time: 3.0725, DDP time: 0.0043, Total iter time: 5.5256 [2020-11-08 17:15:36,270][root][INFO] - ===> Epoch[95](2445/26): Loss 0.2809, Sem 0.3979, dir -0.5601, norm 0.4431, swav 0.0000 LR: 7.770e-02 Score 87.512 Data time: 0.1606, Forward time: 2.2788, Backward time: 3.0723, DDP time: 0.0043, Total iter time: 4.4652 [2020-11-08 17:15:43,495][root][INFO] - ===> Epoch[95](2446/26): Loss 0.3737, Sem 0.4283, dir -0.5379, norm 0.4833, swav 0.0000 LR: 7.769e-02 Score 86.535 Data time: 0.3762, Forward time: 2.2788, Backward time: 3.0729, DDP time: 0.0043, Total iter time: 7.1439 [2020-11-08 17:15:50,794][root][INFO] - ===> Epoch[95](2447/26): Loss 0.3962, Sem 0.4864, dir -0.5598, norm 0.4696, swav 0.0000 LR: 7.768e-02 Score 84.920 Data time: 0.3663, Forward time: 2.2794, Backward time: 3.0729, DDP time: 0.0043, Total iter time: 7.1679 [2020-11-08 17:15:56,314][root][INFO] - ===> Epoch[95](2448/26): Loss 0.4183, Sem 0.4815, dir -0.5877, norm 0.5245, swav 0.0000 LR: 7.767e-02 Score 84.925 Data time: 0.2463, Forward time: 2.2796, Backward time: 3.0726, DDP time: 0.0043, Total iter time: 5.3922 [2020-11-08 17:16:01,427][root][INFO] - ===> Epoch[95](2449/26): Loss 0.1895, Sem 0.3946, dir -0.6199, norm 0.4148, swav 0.0000 LR: 7.766e-02 Score 86.599 Data time: 0.2325, Forward time: 2.2797, Backward time: 3.0722, DDP time: 0.0043, Total iter time: 4.9976 [2020-11-08 17:16:07,497][root][INFO] - ===> Epoch[95](2450/26): Loss 0.3580, Sem 0.4421, dir -0.5388, norm 0.4547, swav 0.0000 LR: 7.765e-02 Score 85.088 Data time: 0.2732, Forward time: 2.2798, Backward time: 3.0722, DDP time: 0.0043, Total iter time: 5.9748 [2020-11-08 17:16:13,289][root][INFO] - ===> Epoch[95](2451/26): Loss 0.3122, Sem 0.3774, dir -0.5579, norm 0.4926, swav 0.0000 LR: 7.764e-02 Score 88.760 Data time: 0.1598, Forward time: 2.2796, Backward time: 3.0725, DDP time: 0.0043, Total iter time: 5.6587 [2020-11-08 17:16:19,080][root][INFO] - ===> Epoch[95](2452/26): Loss 0.2035, Sem 0.3348, dir -0.5681, norm 0.4367, swav 0.0000 LR: 7.764e-02 Score 89.762 Data time: 0.1732, Forward time: 2.2794, Backward time: 3.0727, DDP time: 0.0043, Total iter time: 5.7293 [2020-11-08 17:16:25,740][root][INFO] - ===> Epoch[95](2453/26): Loss 0.2997, Sem 0.3885, dir -0.5549, norm 0.4661, swav 0.0000 LR: 7.763e-02 Score 88.290 Data time: 0.1942, Forward time: 2.2793, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 6.5816 [2020-11-08 17:16:32,490][root][INFO] - ===> Epoch[95](2454/26): Loss 0.3141, Sem 0.3705, dir -0.5321, norm 0.4757, swav 0.0000 LR: 7.762e-02 Score 88.573 Data time: 0.1954, Forward time: 2.2792, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 6.6458 [2020-11-08 17:16:39,040][root][INFO] - ===> Epoch[95](2455/26): Loss 0.4381, Sem 0.4445, dir -0.5310, norm 0.5246, swav 0.0000 LR: 7.761e-02 Score 87.446 Data time: 0.1994, Forward time: 2.2792, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 6.4840 [2020-11-08 17:16:44,767][root][INFO] - ===> Epoch[95](2456/26): Loss 0.3885, Sem 0.4111, dir -0.5718, norm 0.5492, swav 0.0000 LR: 7.760e-02 Score 86.546 Data time: 0.1893, Forward time: 2.2791, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.6062 [2020-11-08 17:16:49,875][root][INFO] - ===> Epoch[95](2457/26): Loss 0.2827, Sem 0.3771, dir -0.5524, norm 0.4579, swav 0.0000 LR: 7.759e-02 Score 88.580 Data time: 0.1735, Forward time: 2.2790, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.0155 [2020-11-08 17:16:54,249][root][INFO] - ===> Epoch[95](2458/26): Loss 0.2739, Sem 0.3966, dir -0.5596, norm 0.4369, swav 0.0000 LR: 7.758e-02 Score 86.852 Data time: 0.1493, Forward time: 2.2787, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 4.2958 [2020-11-08 17:16:59,039][root][INFO] - ===> Epoch[95](2459/26): Loss 0.1833, Sem 0.3289, dir -0.5299, norm 0.3843, swav 0.0000 LR: 7.757e-02 Score 90.105 Data time: 0.1783, Forward time: 2.2785, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 4.7296 [2020-11-08 17:17:04,130][root][INFO] - ===> Epoch[95](2460/26): Loss 0.2846, Sem 0.3778, dir -0.5095, norm 0.4163, swav 0.0000 LR: 7.756e-02 Score 87.431 Data time: 0.2409, Forward time: 2.2786, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 4.9904 [2020-11-08 17:17:09,915][root][INFO] - ===> Epoch[95](2461/26): Loss 0.2517, Sem 0.3894, dir -0.5646, norm 0.4268, swav 0.0000 LR: 7.755e-02 Score 88.048 Data time: 0.2036, Forward time: 2.2786, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 5.6468 [2020-11-08 17:17:14,670][root][INFO] - ===> Epoch[95](2462/26): Loss 0.2918, Sem 0.3889, dir -0.5742, norm 0.4771, swav 0.0000 LR: 7.754e-02 Score 87.306 Data time: 0.1883, Forward time: 2.2784, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 4.6312 [2020-11-08 17:17:19,625][root][INFO] - ===> Epoch[95](2463/26): Loss 0.3725, Sem 0.4195, dir -0.5268, norm 0.4798, swav 0.0000 LR: 7.753e-02 Score 86.919 Data time: 0.2434, Forward time: 2.2785, Backward time: 3.0726, DDP time: 0.0043, Total iter time: 4.8473 [2020-11-08 17:17:26,233][root][INFO] - ===> Epoch[95](2464/26): Loss 0.3170, Sem 0.3762, dir -0.5425, norm 0.4834, swav 0.0000 LR: 7.752e-02 Score 88.036 Data time: 0.2421, Forward time: 2.2786, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 6.4874 [2020-11-08 17:17:32,692][root][INFO] - ===> Epoch[95](2465/26): Loss 0.2794, Sem 0.3859, dir -0.5430, norm 0.4365, swav 0.0000 LR: 7.752e-02 Score 87.566 Data time: 0.2329, Forward time: 2.2788, Backward time: 3.0729, DDP time: 0.0043, Total iter time: 6.3247 [2020-11-08 17:17:40,431][root][INFO] - ===> Epoch[95](2466/26): Loss 0.2744, Sem 0.3870, dir -0.5574, norm 0.4449, swav 0.0000 LR: 7.751e-02 Score 87.228 Data time: 0.2308, Forward time: 2.2787, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 7.6091 [2020-11-08 17:17:47,587][root][INFO] - ===> Epoch[95](2467/26): Loss 0.3037, Sem 0.3526, dir -0.4961, norm 0.4472, swav 0.0000 LR: 7.750e-02 Score 88.416 Data time: 0.2930, Forward time: 2.2791, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 7.0472 [2020-11-08 17:17:52,843][root][INFO] - ===> Epoch[95](2468/26): Loss 0.2400, Sem 0.3254, dir -0.5220, norm 0.4365, swav 0.0000 LR: 7.749e-02 Score 89.736 Data time: 0.2098, Forward time: 2.2792, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.1215 [2020-11-08 17:17:57,826][root][INFO] - ===> Epoch[95](2469/26): Loss 0.3672, Sem 0.4651, dir -0.5526, norm 0.4547, swav 0.0000 LR: 7.748e-02 Score 85.308 Data time: 0.1679, Forward time: 2.2790, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 4.8771 [2020-11-08 17:18:03,698][root][INFO] - ===> Epoch[95](2470/26): Loss 0.3203, Sem 0.4031, dir -0.5809, norm 0.4981, swav 0.0000 LR: 7.747e-02 Score 87.777 Data time: 0.2064, Forward time: 2.2790, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.7920 [2020-11-08 17:18:09,443][root][INFO] - ===> Epoch[96](2471/26): Loss 0.2880, Sem 0.3963, dir -0.5550, norm 0.4468, swav 0.0000 LR: 7.746e-02 Score 87.636 Data time: 0.2398, Forward time: 2.2791, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.6356 [2020-11-08 17:18:14,279][root][INFO] - ===> Epoch[96](2472/26): Loss 0.3340, Sem 0.4488, dir -0.5661, norm 0.4512, swav 0.0000 LR: 7.745e-02 Score 85.626 Data time: 0.1576, Forward time: 2.2789, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 4.7256 [2020-11-08 17:18:19,376][root][INFO] - ===> Epoch[96](2473/26): Loss 0.3099, Sem 0.4285, dir -0.5634, norm 0.4448, swav 0.0000 LR: 7.744e-02 Score 86.837 Data time: 0.1242, Forward time: 2.2785, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.0174 [2020-11-08 17:18:24,935][root][INFO] - ===> Epoch[96](2474/26): Loss 0.2485, Sem 0.3538, dir -0.5686, norm 0.4633, swav 0.0000 LR: 7.743e-02 Score 89.139 Data time: 0.1650, Forward time: 2.2784, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.5193 [2020-11-08 17:18:31,044][root][INFO] - ===> Epoch[96](2475/26): Loss 0.2968, Sem 0.4058, dir -0.5473, norm 0.4383, swav 0.0000 LR: 7.742e-02 Score 87.452 Data time: 0.2073, Forward time: 2.2782, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 6.0080 [2020-11-08 17:18:37,502][root][INFO] - ===> Epoch[96](2476/26): Loss 0.2757, Sem 0.4061, dir -0.5856, norm 0.4552, swav 0.0000 LR: 7.741e-02 Score 87.263 Data time: 0.1798, Forward time: 2.2780, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 6.3621 [2020-11-08 17:18:43,387][root][INFO] - ===> Epoch[96](2477/26): Loss 0.3420, Sem 0.4348, dir -0.5490, norm 0.4562, swav 0.0000 LR: 7.740e-02 Score 87.572 Data time: 0.2080, Forward time: 2.2779, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.7820 [2020-11-08 17:18:49,752][root][INFO] - ===> Epoch[96](2478/26): Loss 0.3259, Sem 0.3913, dir -0.5558, norm 0.4904, swav 0.0000 LR: 7.739e-02 Score 87.754 Data time: 0.2962, Forward time: 2.2783, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 6.2532 [2020-11-08 17:18:56,092][root][INFO] - ===> Epoch[96](2479/26): Loss 0.3158, Sem 0.3716, dir -0.5364, norm 0.4806, swav 0.0000 LR: 7.739e-02 Score 88.040 Data time: 0.1780, Forward time: 2.2782, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 6.2099 [2020-11-08 17:19:02,724][root][INFO] - ===> Epoch[96](2480/26): Loss 0.3237, Sem 0.3833, dir -0.5163, norm 0.4567, swav 0.0000 LR: 7.738e-02 Score 87.786 Data time: 0.2451, Forward time: 2.2783, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 6.5119 [2020-11-08 17:19:08,243][root][INFO] - ===> Epoch[96](2481/26): Loss 0.3630, Sem 0.4568, dir -0.5478, norm 0.4541, swav 0.0000 LR: 7.737e-02 Score 86.139 Data time: 0.1909, Forward time: 2.2783, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 5.4056 [2020-11-08 17:19:15,364][root][INFO] - ===> Epoch[96](2482/26): Loss 0.3751, Sem 0.4299, dir -0.5370, norm 0.4822, swav 0.0000 LR: 7.736e-02 Score 86.159 Data time: 0.1571, Forward time: 2.2780, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 7.0131 [2020-11-08 17:19:21,682][root][INFO] - ===> Epoch[96](2483/26): Loss 0.2505, Sem 0.3610, dir -0.5649, norm 0.4544, swav 0.0000 LR: 7.735e-02 Score 88.364 Data time: 0.2269, Forward time: 2.2782, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 6.2695 [2020-11-08 17:19:27,527][root][INFO] - ===> Epoch[96](2484/26): Loss 0.2889, Sem 0.4206, dir -0.5666, norm 0.4349, swav 0.0000 LR: 7.734e-02 Score 87.418 Data time: 0.1841, Forward time: 2.2781, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.7147 [2020-11-08 17:19:33,283][root][INFO] - ===> Epoch[96](2485/26): Loss 0.3168, Sem 0.4076, dir -0.5708, norm 0.4801, swav 0.0000 LR: 7.733e-02 Score 87.707 Data time: 0.1925, Forward time: 2.2781, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 5.6722 [2020-11-08 17:19:38,016][root][INFO] - ===> Epoch[96](2486/26): Loss 0.3684, Sem 0.4399, dir -0.5378, norm 0.4663, swav 0.0000 LR: 7.732e-02 Score 86.008 Data time: 0.2082, Forward time: 2.2781, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 4.6270 [2020-11-08 17:19:43,620][root][INFO] - ===> Epoch[96](2487/26): Loss 0.4582, Sem 0.4623, dir -0.5021, norm 0.4980, swav 0.0000 LR: 7.731e-02 Score 85.037 Data time: 0.2248, Forward time: 2.2782, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.4891 [2020-11-08 17:19:50,740][root][INFO] - ===> Epoch[96](2488/26): Loss 0.2597, Sem 0.3696, dir -0.5623, norm 0.4524, swav 0.0000 LR: 7.730e-02 Score 87.556 Data time: 0.1812, Forward time: 2.2781, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 6.9941 [2020-11-08 17:19:55,856][root][INFO] - ===> Epoch[96](2489/26): Loss 0.2598, Sem 0.3647, dir -0.5514, norm 0.4464, swav 0.0000 LR: 7.729e-02 Score 88.908 Data time: 0.1999, Forward time: 2.2781, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.0147 [2020-11-08 17:20:00,945][root][INFO] - ===> Epoch[96](2490/26): Loss 0.3499, Sem 0.4435, dir -0.5705, norm 0.4768, swav 0.0000 LR: 7.728e-02 Score 85.949 Data time: 0.1884, Forward time: 2.2780, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 4.9709 [2020-11-08 17:20:07,243][root][INFO] - ===> Epoch[96](2491/26): Loss 0.3096, Sem 0.3873, dir -0.5757, norm 0.4979, swav 0.0000 LR: 7.727e-02 Score 88.318 Data time: 0.2038, Forward time: 2.2780, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 6.1918 [2020-11-08 17:20:12,619][root][INFO] - ===> Epoch[96](2492/26): Loss 0.3424, Sem 0.4621, dir -0.5446, norm 0.4249, swav 0.0000 LR: 7.727e-02 Score 86.721 Data time: 0.2029, Forward time: 2.2779, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.2668 [2020-11-08 17:20:19,059][root][INFO] - ===> Epoch[96](2493/26): Loss 0.2630, Sem 0.3923, dir -0.5563, norm 0.4271, swav 0.0000 LR: 7.726e-02 Score 86.634 Data time: 0.1604, Forward time: 2.2777, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 6.3305 [2020-11-08 17:20:24,016][root][INFO] - ===> Epoch[96](2494/26): Loss 0.2861, Sem 0.3996, dir -0.5799, norm 0.4664, swav 0.0000 LR: 7.725e-02 Score 87.426 Data time: 0.1995, Forward time: 2.2777, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 4.8656 [2020-11-08 17:20:29,392][root][INFO] - ===> Epoch[96](2495/26): Loss 0.2303, Sem 0.3771, dir -0.5693, norm 0.4225, swav 0.0000 LR: 7.724e-02 Score 88.923 Data time: 0.2472, Forward time: 2.2778, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.2582 [2020-11-08 17:20:34,568][root][INFO] - ===> Epoch[96](2496/26): Loss 0.2679, Sem 0.4109, dir -0.5761, norm 0.4331, swav 0.0000 LR: 7.723e-02 Score 87.724 Data time: 0.1854, Forward time: 2.2778, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.0392 [2020-11-08 17:20:40,794][root][INFO] - ===> Epoch[97](2497/26): Loss 0.1879, Sem 0.3651, dir -0.5969, norm 0.4197, swav 0.0000 LR: 7.722e-02 Score 87.994 Data time: 0.1467, Forward time: 2.2775, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 6.1189 [2020-11-08 17:20:46,806][root][INFO] - ===> Epoch[97](2498/26): Loss 0.2921, Sem 0.4075, dir -0.5510, norm 0.4356, swav 0.0000 LR: 7.721e-02 Score 87.692 Data time: 0.2548, Forward time: 2.2777, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 5.9823 [2020-11-08 17:20:52,534][root][INFO] - ===> Epoch[97](2499/26): Loss 0.2591, Sem 0.3304, dir -0.5131, norm 0.4418, swav 0.0000 LR: 7.720e-02 Score 89.330 Data time: 0.2728, Forward time: 2.2780, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 5.5915 [2020-11-08 17:20:58,424][root][INFO] - ===> Epoch[97](2500/26): Loss 0.2148, Sem 0.3328, dir -0.5745, norm 0.4565, swav 0.0000 LR: 7.719e-02 Score 89.023 Data time: 0.1948, Forward time: 2.2779, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.7639 [2020-11-08 17:20:59,113][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 17:20:59,329][root][INFO] - ===> Start testing [2020-11-08 17:22:27,464][root][INFO] - 101/312: Data time: 0.0616, Iter time: 0.4296 Loss 0.422 (AVG: 0.625) Score 86.865 (AVG: 83.681) mIOU 58.911 mAP 70.087 mAcc 70.468 IOU: 76.735 96.059 54.853 48.164 84.508 71.260 60.039 41.457 44.123 73.090 12.749 46.584 52.273 60.887 38.913 69.743 77.199 57.164 77.549 34.863 mAP: 78.067 96.378 66.496 66.159 81.422 79.984 68.397 63.548 57.410 64.627 31.265 53.658 61.317 66.473 56.953 90.020 91.945 79.126 94.296 54.196 mAcc: 93.883 97.848 80.343 61.994 95.113 84.046 65.483 50.503 50.009 86.348 15.780 52.201 75.170 67.012 51.508 89.635 97.229 60.207 93.900 41.156 [2020-11-08 17:23:46,840][root][INFO] - 201/312: Data time: 0.0084, Iter time: 0.2072 Loss 0.684 (AVG: 0.616) Score 76.430 (AVG: 83.789) mIOU 58.546 mAP 68.394 mAcc 69.055 IOU: 77.060 96.020 51.283 59.483 84.510 72.637 63.501 42.773 40.789 73.827 15.687 44.597 50.528 60.235 34.454 59.540 75.719 56.752 77.012 34.507 mAP: 79.491 96.353 57.351 68.008 84.286 77.069 67.555 60.842 55.076 65.632 38.766 54.397 62.295 67.626 48.481 88.633 89.793 79.105 76.753 50.373 mAcc: 93.997 97.958 74.597 69.011 94.289 86.703 68.321 53.465 47.333 86.400 19.222 49.103 71.666 67.551 44.071 69.516 94.427 62.359 88.933 42.185 [2020-11-08 17:25:07,331][root][INFO] - 301/312: Data time: 0.0069, Iter time: 0.5233 Loss 0.496 (AVG: 0.598) Score 84.055 (AVG: 84.203) mIOU 58.412 mAP 68.691 mAcc 68.953 IOU: 78.289 95.977 49.901 60.585 84.831 75.093 63.962 43.713 40.441 70.061 15.570 43.887 50.546 57.329 34.719 58.494 74.956 55.229 79.429 35.231 mAP: 80.565 96.392 54.315 66.043 86.243 81.545 67.953 61.575 54.813 63.333 37.806 52.985 62.418 69.146 48.187 88.112 90.894 78.548 81.788 51.162 mAcc: 94.204 98.046 71.288 67.627 95.134 87.291 69.440 53.228 48.722 81.627 19.456 48.512 70.535 65.068 45.736 72.832 94.822 61.063 89.589 44.834 [2020-11-08 17:25:16,427][root][INFO] - 312/312: Data time: 0.0034, Iter time: 0.2863 Loss 0.513 (AVG: 0.598) Score 84.140 (AVG: 84.144) mIOU 58.332 mAP 68.682 mAcc 68.938 IOU: 78.325 95.928 50.081 60.908 84.980 74.520 63.862 43.917 38.997 69.913 15.406 44.509 50.530 57.692 34.514 57.376 74.811 55.645 79.291 35.438 mAP: 80.340 96.453 54.817 66.308 86.024 81.368 67.192 60.758 54.064 64.389 37.715 53.346 62.393 69.459 48.563 87.580 90.989 78.565 81.788 51.538 mAcc: 94.241 98.036 71.510 68.046 95.195 87.387 69.312 53.396 46.638 81.511 19.645 49.090 70.731 66.095 45.615 71.496 94.851 61.435 89.589 44.944 [2020-11-08 17:25:16,428][root][INFO] - Finished test. Elapsed time: 257.0971 [2020-11-08 17:25:31,761][root][INFO] - [2020-11-08 17:25:31,766][root][INFO] - ################################################################ [2020-11-08 17:25:31,766][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 17:25:31,766][root][INFO] - ################################################################ [2020-11-08 17:25:31,766][root][INFO] - cabinet : 0.093 0.256 0.537 [2020-11-08 17:25:31,766][root][INFO] - bed : 0.212 0.548 0.713 [2020-11-08 17:25:31,766][root][INFO] - chair : 0.406 0.600 0.727 [2020-11-08 17:25:31,766][root][INFO] - sofa : 0.271 0.540 0.760 [2020-11-08 17:25:31,766][root][INFO] - table : 0.112 0.284 0.436 [2020-11-08 17:25:31,766][root][INFO] - door : 0.130 0.282 0.416 [2020-11-08 17:25:31,766][root][INFO] - window : 0.026 0.078 0.228 [2020-11-08 17:25:31,766][root][INFO] - bookshelf : 0.113 0.352 0.643 [2020-11-08 17:25:31,767][root][INFO] - picture : 0.019 0.053 0.138 [2020-11-08 17:25:31,767][root][INFO] - counter : 0.003 0.011 0.277 [2020-11-08 17:25:31,767][root][INFO] - desk : 0.006 0.028 0.325 [2020-11-08 17:25:31,767][root][INFO] - curtain : 0.118 0.243 0.394 [2020-11-08 17:25:31,767][root][INFO] - refrigerator : 0.128 0.270 0.331 [2020-11-08 17:25:31,767][root][INFO] - shower curtain : 0.322 0.582 0.617 [2020-11-08 17:25:31,767][root][INFO] - toilet : 0.707 0.950 0.950 [2020-11-08 17:25:31,767][root][INFO] - sink : 0.115 0.362 0.598 [2020-11-08 17:25:31,767][root][INFO] - bathtub : 0.554 0.788 0.820 [2020-11-08 17:25:31,767][root][INFO] - otherfurniture : 0.125 0.244 0.468 [2020-11-08 17:25:31,767][root][INFO] - ---------------------------------------------------------------- [2020-11-08 17:25:31,767][root][INFO] - average : 0.192 0.359 0.521 [2020-11-08 17:25:31,767][root][INFO] - [2020-11-08 17:25:32,000][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 17:25:32,695][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 17:25:32,884][root][INFO] - Current best mIoU: 58.332 at iter 2500 [2020-11-08 17:25:37,934][root][INFO] - ===> Epoch[97](2501/26): Loss 0.4060, Sem 0.3977, dir -0.4863, norm 0.4946, swav 0.0000 LR: 7.718e-02 Score 87.133 Data time: 0.2277, Forward time: 2.2779, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.0437 [2020-11-08 17:25:44,768][root][INFO] - ===> Epoch[97](2502/26): Loss 0.2496, Sem 0.3828, dir -0.5880, norm 0.4548, swav 0.0000 LR: 7.717e-02 Score 88.041 Data time: 0.3392, Forward time: 2.2784, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 6.6977 [2020-11-08 17:25:49,600][root][INFO] - ===> Epoch[97](2503/26): Loss 0.3497, Sem 0.4443, dir -0.5408, norm 0.4462, swav 0.0000 LR: 7.716e-02 Score 85.695 Data time: 0.1768, Forward time: 2.2784, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 4.6994 [2020-11-08 17:25:56,104][root][INFO] - ===> Epoch[97](2504/26): Loss 0.2611, Sem 0.3982, dir -0.5828, norm 0.4458, swav 0.0000 LR: 7.715e-02 Score 87.283 Data time: 0.1919, Forward time: 2.2782, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 6.3951 [2020-11-08 17:26:01,538][root][INFO] - ===> Epoch[97](2505/26): Loss 0.1973, Sem 0.3531, dir -0.5956, norm 0.4398, swav 0.0000 LR: 7.714e-02 Score 88.243 Data time: 0.2267, Forward time: 2.2782, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.3359 [2020-11-08 17:26:08,188][root][INFO] - ===> Epoch[97](2506/26): Loss 0.4228, Sem 0.4322, dir -0.5471, norm 0.5377, swav 0.0000 LR: 7.714e-02 Score 86.083 Data time: 0.2272, Forward time: 2.2783, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.5162 [2020-11-08 17:26:14,394][root][INFO] - ===> Epoch[97](2507/26): Loss 0.3853, Sem 0.4139, dir -0.5149, norm 0.4863, swav 0.0000 LR: 7.713e-02 Score 86.516 Data time: 0.2380, Forward time: 2.2784, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 6.0859 [2020-11-08 17:26:20,489][root][INFO] - ===> Epoch[97](2508/26): Loss 0.3307, Sem 0.3727, dir -0.5255, norm 0.4835, swav 0.0000 LR: 7.712e-02 Score 87.620 Data time: 0.2477, Forward time: 2.2786, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.9485 [2020-11-08 17:26:25,561][root][INFO] - ===> Epoch[97](2509/26): Loss 0.4298, Sem 0.4445, dir -0.5375, norm 0.5229, swav 0.0000 LR: 7.711e-02 Score 86.511 Data time: 0.1804, Forward time: 2.2784, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 4.9318 [2020-11-08 17:26:30,534][root][INFO] - ===> Epoch[97](2510/26): Loss 0.1607, Sem 0.3370, dir -0.5834, norm 0.4071, swav 0.0000 LR: 7.710e-02 Score 89.525 Data time: 0.2544, Forward time: 2.2785, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 4.8621 [2020-11-08 17:26:35,903][root][INFO] - ===> Epoch[97](2511/26): Loss 0.2947, Sem 0.3366, dir -0.4806, norm 0.4386, swav 0.0000 LR: 7.709e-02 Score 88.394 Data time: 0.1520, Forward time: 2.2783, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.2567 [2020-11-08 17:26:40,690][root][INFO] - ===> Epoch[97](2512/26): Loss 0.4680, Sem 0.5070, dir -0.5496, norm 0.5106, swav 0.0000 LR: 7.708e-02 Score 87.075 Data time: 0.2113, Forward time: 2.2782, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 4.6766 [2020-11-08 17:26:46,482][root][INFO] - ===> Epoch[97](2513/26): Loss 0.3345, Sem 0.4331, dir -0.5734, norm 0.4749, swav 0.0000 LR: 7.707e-02 Score 87.039 Data time: 0.2567, Forward time: 2.2782, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 5.6653 [2020-11-08 17:26:52,422][root][INFO] - ===> Epoch[97](2514/26): Loss 0.3522, Sem 0.4225, dir -0.5147, norm 0.4445, swav 0.0000 LR: 7.706e-02 Score 87.564 Data time: 0.2937, Forward time: 2.2785, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 5.8314 [2020-11-08 17:26:58,238][root][INFO] - ===> Epoch[97](2515/26): Loss 0.3349, Sem 0.4402, dir -0.5939, norm 0.4886, swav 0.0000 LR: 7.705e-02 Score 86.033 Data time: 0.2200, Forward time: 2.2785, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 5.6887 [2020-11-08 17:27:03,952][root][INFO] - ===> Epoch[97](2516/26): Loss 0.3413, Sem 0.4094, dir -0.5436, norm 0.4755, swav 0.0000 LR: 7.704e-02 Score 87.366 Data time: 0.2607, Forward time: 2.2788, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.6094 [2020-11-08 17:27:10,306][root][INFO] - ===> Epoch[97](2517/26): Loss 0.2553, Sem 0.3534, dir -0.5274, norm 0.4292, swav 0.0000 LR: 7.703e-02 Score 88.488 Data time: 0.1652, Forward time: 2.2786, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 6.2267 [2020-11-08 17:27:16,256][root][INFO] - ===> Epoch[97](2518/26): Loss 0.3443, Sem 0.4299, dir -0.5739, norm 0.4883, swav 0.0000 LR: 7.702e-02 Score 86.906 Data time: 0.1976, Forward time: 2.2785, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 5.8542 [2020-11-08 17:27:21,808][root][INFO] - ===> Epoch[97](2519/26): Loss 0.3558, Sem 0.4388, dir -0.5310, norm 0.4479, swav 0.0000 LR: 7.702e-02 Score 86.194 Data time: 0.1693, Forward time: 2.2784, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 5.4297 [2020-11-08 17:27:26,911][root][INFO] - ===> Epoch[97](2520/26): Loss 0.2569, Sem 0.3560, dir -0.5152, norm 0.4161, swav 0.0000 LR: 7.701e-02 Score 88.483 Data time: 0.1268, Forward time: 2.2780, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 4.9997 [2020-11-08 17:27:32,179][root][INFO] - ===> Epoch[97](2521/26): Loss 0.2797, Sem 0.3983, dir -0.5323, norm 0.4137, swav 0.0000 LR: 7.700e-02 Score 87.713 Data time: 0.2004, Forward time: 2.2780, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.1931 [2020-11-08 17:27:37,190][root][INFO] - ===> Epoch[97](2522/26): Loss 0.4752, Sem 0.5055, dir -0.5272, norm 0.4970, swav 0.0000 LR: 7.699e-02 Score 84.412 Data time: 0.1698, Forward time: 2.2778, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 4.8957 [2020-11-08 17:27:42,626][root][INFO] - ===> Epoch[98](2523/26): Loss 0.4535, Sem 0.4770, dir -0.5431, norm 0.5196, swav 0.0000 LR: 7.698e-02 Score 85.154 Data time: 0.2097, Forward time: 2.2777, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 5.3220 [2020-11-08 17:27:49,169][root][INFO] - ===> Epoch[98](2524/26): Loss 0.4822, Sem 0.5191, dir -0.5514, norm 0.5145, swav 0.0000 LR: 7.697e-02 Score 84.177 Data time: 0.3276, Forward time: 2.2781, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 6.4265 [2020-11-08 17:27:55,111][root][INFO] - ===> Epoch[98](2525/26): Loss 0.5480, Sem 0.5178, dir -0.5001, norm 0.5302, swav 0.0000 LR: 7.696e-02 Score 84.186 Data time: 0.1900, Forward time: 2.2781, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 5.7789 [2020-11-08 17:27:59,763][root][INFO] - ===> Epoch[98](2526/26): Loss 0.2770, Sem 0.4076, dir -0.5582, norm 0.4276, swav 0.0000 LR: 7.695e-02 Score 88.125 Data time: 0.1892, Forward time: 2.2780, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 4.5038 [2020-11-08 17:28:04,627][root][INFO] - ===> Epoch[98](2527/26): Loss 0.3629, Sem 0.4456, dir -0.5590, norm 0.4763, swav 0.0000 LR: 7.694e-02 Score 85.833 Data time: 0.2358, Forward time: 2.2780, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 4.7399 [2020-11-08 17:28:10,627][root][INFO] - ===> Epoch[98](2528/26): Loss 0.3072, Sem 0.4176, dir -0.5637, norm 0.4532, swav 0.0000 LR: 7.693e-02 Score 86.873 Data time: 0.2005, Forward time: 2.2779, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.8915 [2020-11-08 17:28:15,489][root][INFO] - ===> Epoch[98](2529/26): Loss 0.4078, Sem 0.4085, dir -0.5070, norm 0.5063, swav 0.0000 LR: 7.692e-02 Score 86.485 Data time: 0.2381, Forward time: 2.2780, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 4.7542 [2020-11-08 17:28:21,422][root][INFO] - ===> Epoch[98](2530/26): Loss 0.3230, Sem 0.3949, dir -0.5303, norm 0.4584, swav 0.0000 LR: 7.691e-02 Score 86.746 Data time: 0.2751, Forward time: 2.2783, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 5.8053 [2020-11-08 17:28:27,019][root][INFO] - ===> Epoch[98](2531/26): Loss 0.2174, Sem 0.2989, dir -0.5163, norm 0.4348, swav 0.0000 LR: 7.690e-02 Score 90.147 Data time: 0.1816, Forward time: 2.2781, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 5.4830 [2020-11-08 17:28:33,616][root][INFO] - ===> Epoch[98](2532/26): Loss 0.3449, Sem 0.4289, dir -0.5392, norm 0.4552, swav 0.0000 LR: 7.689e-02 Score 86.274 Data time: 0.2911, Forward time: 2.2784, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 6.4874 [2020-11-08 17:28:40,258][root][INFO] - ===> Epoch[98](2533/26): Loss 0.3584, Sem 0.4154, dir -0.5651, norm 0.5081, swav 0.0000 LR: 7.689e-02 Score 86.505 Data time: 0.3429, Forward time: 2.2788, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 6.5073 [2020-11-08 17:28:46,558][root][INFO] - ===> Epoch[98](2534/26): Loss 0.4959, Sem 0.4667, dir -0.5044, norm 0.5335, swav 0.0000 LR: 7.688e-02 Score 85.879 Data time: 0.1970, Forward time: 2.2788, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 6.1596 [2020-11-08 17:28:51,791][root][INFO] - ===> Epoch[98](2535/26): Loss 0.2594, Sem 0.4099, dir -0.5872, norm 0.4367, swav 0.0000 LR: 7.687e-02 Score 86.434 Data time: 0.1915, Forward time: 2.2787, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.1073 [2020-11-08 17:28:56,939][root][INFO] - ===> Epoch[98](2536/26): Loss 0.2926, Sem 0.3879, dir -0.5592, norm 0.4639, swav 0.0000 LR: 7.686e-02 Score 87.098 Data time: 0.2052, Forward time: 2.2786, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 5.0428 [2020-11-08 17:29:01,742][root][INFO] - ===> Epoch[98](2537/26): Loss 0.3032, Sem 0.4130, dir -0.5371, norm 0.4273, swav 0.0000 LR: 7.685e-02 Score 87.229 Data time: 0.1737, Forward time: 2.2784, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 4.6899 [2020-11-08 17:29:07,163][root][INFO] - ===> Epoch[98](2538/26): Loss 0.3376, Sem 0.4107, dir -0.5374, norm 0.4644, swav 0.0000 LR: 7.684e-02 Score 87.296 Data time: 0.2510, Forward time: 2.2786, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.3208 [2020-11-08 17:29:11,841][root][INFO] - ===> Epoch[98](2539/26): Loss 0.3583, Sem 0.4037, dir -0.5251, norm 0.4797, swav 0.0000 LR: 7.683e-02 Score 87.801 Data time: 0.2023, Forward time: 2.2785, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 4.5502 [2020-11-08 17:29:17,783][root][INFO] - ===> Epoch[98](2540/26): Loss 0.3708, Sem 0.4391, dir -0.5247, norm 0.4564, swav 0.0000 LR: 7.682e-02 Score 86.538 Data time: 0.2535, Forward time: 2.2787, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.8500 [2020-11-08 17:29:23,900][root][INFO] - ===> Epoch[98](2541/26): Loss 0.2697, Sem 0.3770, dir -0.5446, norm 0.4374, swav 0.0000 LR: 7.681e-02 Score 87.887 Data time: 0.2070, Forward time: 2.2787, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.9890 [2020-11-08 17:29:29,211][root][INFO] - ===> Epoch[98](2542/26): Loss 0.4238, Sem 0.4392, dir -0.4862, norm 0.4707, swav 0.0000 LR: 7.680e-02 Score 85.891 Data time: 0.2262, Forward time: 2.2787, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 5.2073 [2020-11-08 17:29:34,651][root][INFO] - ===> Epoch[98](2543/26): Loss 0.3607, Sem 0.4081, dir -0.5381, norm 0.4906, swav 0.0000 LR: 7.679e-02 Score 87.094 Data time: 0.2414, Forward time: 2.2789, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.3390 [2020-11-08 17:29:40,554][root][INFO] - ===> Epoch[98](2544/26): Loss 0.4097, Sem 0.4425, dir -0.5695, norm 0.5367, swav 0.0000 LR: 7.678e-02 Score 85.804 Data time: 0.1807, Forward time: 2.2788, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.7740 [2020-11-08 17:29:45,519][root][INFO] - ===> Epoch[98](2545/26): Loss 0.2227, Sem 0.3505, dir -0.5706, norm 0.4428, swav 0.0000 LR: 7.677e-02 Score 88.009 Data time: 0.1890, Forward time: 2.2787, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 4.8688 [2020-11-08 17:29:50,873][root][INFO] - ===> Epoch[98](2546/26): Loss 0.3619, Sem 0.4377, dir -0.5342, norm 0.4585, swav 0.0000 LR: 7.677e-02 Score 86.685 Data time: 0.2131, Forward time: 2.2787, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.2536 [2020-11-08 17:29:56,769][root][INFO] - ===> Epoch[98](2547/26): Loss 0.3117, Sem 0.4552, dir -0.6103, norm 0.4668, swav 0.0000 LR: 7.676e-02 Score 86.200 Data time: 0.1588, Forward time: 2.2785, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.7665 [2020-11-08 17:30:02,583][root][INFO] - ===> Epoch[98](2548/26): Loss 0.3300, Sem 0.4291, dir -0.5622, norm 0.4630, swav 0.0000 LR: 7.675e-02 Score 85.717 Data time: 0.3016, Forward time: 2.2786, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.7307 [2020-11-08 17:30:09,272][root][INFO] - ===> Epoch[99](2549/26): Loss 0.3345, Sem 0.4268, dir -0.5160, norm 0.4238, swav 0.0000 LR: 7.674e-02 Score 86.710 Data time: 0.3510, Forward time: 2.2790, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 6.5613 [2020-11-08 17:30:14,805][root][INFO] - ===> Epoch[99](2550/26): Loss 0.3091, Sem 0.3886, dir -0.5451, norm 0.4656, swav 0.0000 LR: 7.673e-02 Score 87.474 Data time: 0.2217, Forward time: 2.2792, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.4010 [2020-11-08 17:30:20,403][root][INFO] - ===> Epoch[99](2551/26): Loss 0.2535, Sem 0.3629, dir -0.5378, norm 0.4285, swav 0.0000 LR: 7.672e-02 Score 88.613 Data time: 0.1174, Forward time: 2.2788, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.4757 [2020-11-08 17:30:25,715][root][INFO] - ===> Epoch[99](2552/26): Loss 0.3069, Sem 0.3753, dir -0.5753, norm 0.5069, swav 0.0000 LR: 7.671e-02 Score 88.046 Data time: 0.1993, Forward time: 2.2787, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.2374 [2020-11-08 17:30:31,341][root][INFO] - ===> Epoch[99](2553/26): Loss 0.3604, Sem 0.4518, dir -0.5344, norm 0.4430, swav 0.0000 LR: 7.670e-02 Score 85.271 Data time: 0.2296, Forward time: 2.2788, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.5290 [2020-11-08 17:30:37,025][root][INFO] - ===> Epoch[99](2554/26): Loss 0.2618, Sem 0.3597, dir -0.5650, norm 0.4671, swav 0.0000 LR: 7.669e-02 Score 88.247 Data time: 0.2872, Forward time: 2.2788, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.5495 [2020-11-08 17:30:42,483][root][INFO] - ===> Epoch[99](2555/26): Loss 0.2076, Sem 0.3534, dir -0.5879, norm 0.4422, swav 0.0000 LR: 7.668e-02 Score 88.954 Data time: 0.2548, Forward time: 2.2790, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.3370 [2020-11-08 17:30:48,352][root][INFO] - ===> Epoch[99](2556/26): Loss 0.2347, Sem 0.3929, dir -0.5818, norm 0.4235, swav 0.0000 LR: 7.667e-02 Score 87.659 Data time: 0.1775, Forward time: 2.2789, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.7190 [2020-11-08 17:30:53,729][root][INFO] - ===> Epoch[99](2557/26): Loss 0.3692, Sem 0.4072, dir -0.5640, norm 0.5260, swav 0.0000 LR: 7.666e-02 Score 87.358 Data time: 0.1587, Forward time: 2.2787, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.2654 [2020-11-08 17:30:58,970][root][INFO] - ===> Epoch[99](2558/26): Loss 0.2792, Sem 0.3681, dir -0.5414, norm 0.4525, swav 0.0000 LR: 7.665e-02 Score 88.642 Data time: 0.2061, Forward time: 2.2785, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.1444 [2020-11-08 17:31:05,802][root][INFO] - ===> Epoch[99](2559/26): Loss 0.2608, Sem 0.3484, dir -0.5176, norm 0.4300, swav 0.0000 LR: 7.664e-02 Score 88.810 Data time: 0.3774, Forward time: 2.2790, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 6.7192 [2020-11-08 17:31:10,355][root][INFO] - ===> Epoch[99](2560/26): Loss 0.3298, Sem 0.3841, dir -0.5509, norm 0.4967, swav 0.0000 LR: 7.664e-02 Score 87.838 Data time: 0.1478, Forward time: 2.2788, Backward time: 3.0718, DDP time: 0.0044, Total iter time: 4.4268 [2020-11-08 17:31:16,749][root][INFO] - ===> Epoch[99](2561/26): Loss 0.2614, Sem 0.3370, dir -0.5153, norm 0.4396, swav 0.0000 LR: 7.663e-02 Score 88.268 Data time: 0.2081, Forward time: 2.2788, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 6.2772 [2020-11-08 17:31:21,132][root][INFO] - ===> Epoch[99](2562/26): Loss 0.3408, Sem 0.4623, dir -0.5848, norm 0.4633, swav 0.0000 LR: 7.662e-02 Score 85.217 Data time: 0.1959, Forward time: 2.2787, Backward time: 3.0717, DDP time: 0.0044, Total iter time: 4.2632 [2020-11-08 17:31:27,555][root][INFO] - ===> Epoch[99](2563/26): Loss 0.3632, Sem 0.4033, dir -0.5111, norm 0.4710, swav 0.0000 LR: 7.661e-02 Score 87.438 Data time: 0.2153, Forward time: 2.2787, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 6.3090 [2020-11-08 17:31:32,492][root][INFO] - ===> Epoch[99](2564/26): Loss 0.3584, Sem 0.4392, dir -0.5269, norm 0.4460, swav 0.0000 LR: 7.660e-02 Score 86.217 Data time: 0.2358, Forward time: 2.2788, Backward time: 3.0715, DDP time: 0.0044, Total iter time: 4.8107 [2020-11-08 17:31:38,359][root][INFO] - ===> Epoch[99](2565/26): Loss 0.3549, Sem 0.4378, dir -0.5551, norm 0.4722, swav 0.0000 LR: 7.659e-02 Score 85.967 Data time: 0.2154, Forward time: 2.2788, Backward time: 3.0716, DDP time: 0.0044, Total iter time: 5.7480 [2020-11-08 17:31:44,466][root][INFO] - ===> Epoch[99](2566/26): Loss 0.2905, Sem 0.4037, dir -0.5680, norm 0.4549, swav 0.0000 LR: 7.658e-02 Score 87.900 Data time: 0.2566, Forward time: 2.2789, Backward time: 3.0716, DDP time: 0.0044, Total iter time: 5.9871 [2020-11-08 17:31:51,662][root][INFO] - ===> Epoch[99](2567/26): Loss 0.2997, Sem 0.4346, dir -0.5480, norm 0.4131, swav 0.0000 LR: 7.657e-02 Score 85.587 Data time: 0.3115, Forward time: 2.2792, Backward time: 3.0718, DDP time: 0.0044, Total iter time: 7.0772 [2020-11-08 17:31:57,464][root][INFO] - ===> Epoch[99](2568/26): Loss 0.2482, Sem 0.3543, dir -0.5486, norm 0.4424, swav 0.0000 LR: 7.656e-02 Score 88.955 Data time: 0.2663, Forward time: 2.2795, Backward time: 3.0715, DDP time: 0.0044, Total iter time: 5.6580 [2020-11-08 17:32:02,120][root][INFO] - ===> Epoch[99](2569/26): Loss 0.3020, Sem 0.3975, dir -0.5725, norm 0.4770, swav 0.0000 LR: 7.655e-02 Score 87.061 Data time: 0.1528, Forward time: 2.2793, Backward time: 3.0713, DDP time: 0.0044, Total iter time: 4.5378 [2020-11-08 17:32:06,522][root][INFO] - ===> Epoch[99](2570/26): Loss 0.2169, Sem 0.3362, dir -0.5526, norm 0.4333, swav 0.0000 LR: 7.654e-02 Score 90.018 Data time: 0.2158, Forward time: 2.2791, Backward time: 3.0710, DDP time: 0.0044, Total iter time: 4.3287 [2020-11-08 17:32:13,076][root][INFO] - ===> Epoch[99](2571/26): Loss 0.2666, Sem 0.3764, dir -0.5531, norm 0.4433, swav 0.0000 LR: 7.653e-02 Score 88.549 Data time: 0.3461, Forward time: 2.2795, Backward time: 3.0709, DDP time: 0.0044, Total iter time: 6.4510 [2020-11-08 17:32:19,254][root][INFO] - ===> Epoch[99](2572/26): Loss 0.3083, Sem 0.3962, dir -0.5437, norm 0.4559, swav 0.0000 LR: 7.652e-02 Score 87.283 Data time: 0.2598, Forward time: 2.2797, Backward time: 3.0708, DDP time: 0.0044, Total iter time: 6.0586 [2020-11-08 17:32:24,606][root][INFO] - ===> Epoch[99](2573/26): Loss 0.2372, Sem 0.3664, dir -0.5491, norm 0.4199, swav 0.0000 LR: 7.651e-02 Score 88.467 Data time: 0.2384, Forward time: 2.2799, Backward time: 3.0705, DDP time: 0.0044, Total iter time: 5.2034 [2020-11-08 17:32:30,932][root][INFO] - ===> Epoch[99](2574/26): Loss 0.3958, Sem 0.4468, dir -0.5311, norm 0.4802, swav 0.0000 LR: 7.651e-02 Score 86.263 Data time: 0.2060, Forward time: 2.2798, Backward time: 3.0708, DDP time: 0.0044, Total iter time: 6.2240 [2020-11-08 17:32:36,544][root][INFO] - ===> Epoch[100](2575/26): Loss 0.3583, Sem 0.4587, dir -0.5449, norm 0.4445, swav 0.0000 LR: 7.650e-02 Score 85.583 Data time: 0.2147, Forward time: 2.2798, Backward time: 3.0707, DDP time: 0.0044, Total iter time: 5.5008 [2020-11-08 17:32:41,250][root][INFO] - ===> Epoch[100](2576/26): Loss 0.2454, Sem 0.3834, dir -0.5721, norm 0.4341, swav 0.0000 LR: 7.649e-02 Score 88.394 Data time: 0.2042, Forward time: 2.2798, Backward time: 3.0704, DDP time: 0.0044, Total iter time: 4.5821 [2020-11-08 17:32:47,133][root][INFO] - ===> Epoch[100](2577/26): Loss 0.2952, Sem 0.3744, dir -0.5488, norm 0.4695, swav 0.0000 LR: 7.648e-02 Score 88.226 Data time: 0.2643, Forward time: 2.2800, Backward time: 3.0702, DDP time: 0.0044, Total iter time: 5.7738 [2020-11-08 17:32:52,268][root][INFO] - ===> Epoch[100](2578/26): Loss 0.2306, Sem 0.3449, dir -0.5909, norm 0.4766, swav 0.0000 LR: 7.647e-02 Score 89.534 Data time: 0.2212, Forward time: 2.2801, Backward time: 3.0699, DDP time: 0.0044, Total iter time: 4.9828 [2020-11-08 17:32:58,546][root][INFO] - ===> Epoch[100](2579/26): Loss 0.3253, Sem 0.4201, dir -0.5536, norm 0.4588, swav 0.0000 LR: 7.646e-02 Score 87.573 Data time: 0.2155, Forward time: 2.2801, Backward time: 3.0700, DDP time: 0.0044, Total iter time: 6.1714 [2020-11-08 17:33:04,214][root][INFO] - ===> Epoch[100](2580/26): Loss 0.4308, Sem 0.5059, dir -0.5329, norm 0.4578, swav 0.0000 LR: 7.645e-02 Score 83.714 Data time: 0.1021, Forward time: 2.2797, Backward time: 3.0705, DDP time: 0.0044, Total iter time: 5.5359 [2020-11-08 17:33:10,247][root][INFO] - ===> Epoch[100](2581/26): Loss 0.2840, Sem 0.3894, dir -0.5999, norm 0.4945, swav 0.0000 LR: 7.644e-02 Score 87.080 Data time: 0.1774, Forward time: 2.2793, Backward time: 3.0710, DDP time: 0.0044, Total iter time: 5.9503 [2020-11-08 17:33:15,555][root][INFO] - ===> Epoch[100](2582/26): Loss 0.2600, Sem 0.3626, dir -0.5515, norm 0.4490, swav 0.0000 LR: 7.643e-02 Score 89.649 Data time: 0.2721, Forward time: 2.2795, Backward time: 3.0707, DDP time: 0.0044, Total iter time: 5.2285 [2020-11-08 17:33:21,449][root][INFO] - ===> Epoch[100](2583/26): Loss 0.4117, Sem 0.4429, dir -0.5524, norm 0.5212, swav 0.0000 LR: 7.642e-02 Score 85.862 Data time: 0.2136, Forward time: 2.2796, Backward time: 3.0707, DDP time: 0.0044, Total iter time: 5.7655 [2020-11-08 17:33:27,128][root][INFO] - ===> Epoch[100](2584/26): Loss 0.3278, Sem 0.4047, dir -0.5460, norm 0.4690, swav 0.0000 LR: 7.641e-02 Score 86.220 Data time: 0.2110, Forward time: 2.2795, Backward time: 3.0707, DDP time: 0.0044, Total iter time: 5.5446 [2020-11-08 17:33:33,941][root][INFO] - ===> Epoch[100](2585/26): Loss 0.3104, Sem 0.3762, dir -0.5174, norm 0.4516, swav 0.0000 LR: 7.640e-02 Score 87.990 Data time: 0.2402, Forward time: 2.2796, Backward time: 3.0710, DDP time: 0.0044, Total iter time: 6.6941 [2020-11-08 17:33:40,931][root][INFO] - ===> Epoch[100](2586/26): Loss 0.3409, Sem 0.3924, dir -0.5574, norm 0.5059, swav 0.0000 LR: 7.639e-02 Score 88.288 Data time: 0.2975, Forward time: 2.2800, Backward time: 3.0711, DDP time: 0.0044, Total iter time: 6.8736 [2020-11-08 17:33:46,413][root][INFO] - ===> Epoch[100](2587/26): Loss 0.2805, Sem 0.3894, dir -0.5974, norm 0.4885, swav 0.0000 LR: 7.639e-02 Score 87.616 Data time: 0.2421, Forward time: 2.2802, Backward time: 3.0708, DDP time: 0.0044, Total iter time: 5.3365 [2020-11-08 17:33:51,643][root][INFO] - ===> Epoch[100](2588/26): Loss 0.1320, Sem 0.2759, dir -0.5472, norm 0.4033, swav 0.0000 LR: 7.638e-02 Score 90.796 Data time: 0.2495, Forward time: 2.2803, Backward time: 3.0704, DDP time: 0.0044, Total iter time: 5.0838 [2020-11-08 17:33:59,579][root][INFO] - ===> Epoch[100](2589/26): Loss 0.3714, Sem 0.3941, dir -0.5316, norm 0.5089, swav 0.0000 LR: 7.637e-02 Score 86.897 Data time: 0.3983, Forward time: 2.2810, Backward time: 3.0706, DDP time: 0.0044, Total iter time: 7.8152 [2020-11-08 17:34:04,821][root][INFO] - ===> Epoch[100](2590/26): Loss 0.3312, Sem 0.4092, dir -0.5717, norm 0.4937, swav 0.0000 LR: 7.636e-02 Score 86.025 Data time: 0.1872, Forward time: 2.2809, Backward time: 3.0704, DDP time: 0.0044, Total iter time: 5.0938 [2020-11-08 17:34:11,676][root][INFO] - ===> Epoch[100](2591/26): Loss 0.3508, Sem 0.4168, dir -0.5486, norm 0.4826, swav 0.0000 LR: 7.635e-02 Score 87.024 Data time: 0.2157, Forward time: 2.2809, Backward time: 3.0709, DDP time: 0.0043, Total iter time: 6.7458 [2020-11-08 17:34:17,116][root][INFO] - ===> Epoch[100](2592/26): Loss 0.3302, Sem 0.3673, dir -0.5138, norm 0.4767, swav 0.0000 LR: 7.634e-02 Score 88.415 Data time: 0.2474, Forward time: 2.2810, Backward time: 3.0706, DDP time: 0.0043, Total iter time: 5.3293 [2020-11-08 17:34:22,967][root][INFO] - ===> Epoch[100](2593/26): Loss 0.3413, Sem 0.4472, dir -0.5704, norm 0.4645, swav 0.0000 LR: 7.633e-02 Score 86.100 Data time: 0.2045, Forward time: 2.2810, Backward time: 3.0706, DDP time: 0.0043, Total iter time: 5.7310 [2020-11-08 17:34:30,117][root][INFO] - ===> Epoch[100](2594/26): Loss 0.2743, Sem 0.3672, dir -0.5298, norm 0.4370, swav 0.0000 LR: 7.632e-02 Score 88.796 Data time: 0.1791, Forward time: 2.2809, Backward time: 3.0713, DDP time: 0.0043, Total iter time: 7.0239 [2020-11-08 17:34:35,028][root][INFO] - ===> Epoch[100](2595/26): Loss 0.2692, Sem 0.3913, dir -0.5593, norm 0.4372, swav 0.0000 LR: 7.631e-02 Score 88.212 Data time: 0.1753, Forward time: 2.2806, Backward time: 3.0712, DDP time: 0.0043, Total iter time: 4.8118 [2020-11-08 17:34:40,588][root][INFO] - ===> Epoch[100](2596/26): Loss 0.4299, Sem 0.4113, dir -0.4856, norm 0.5042, swav 0.0000 LR: 7.630e-02 Score 88.274 Data time: 0.2220, Forward time: 2.2807, Backward time: 3.0711, DDP time: 0.0043, Total iter time: 5.4710 [2020-11-08 17:34:46,776][root][INFO] - ===> Epoch[100](2597/26): Loss 0.2215, Sem 0.3549, dir -0.5594, norm 0.4260, swav 0.0000 LR: 7.629e-02 Score 88.895 Data time: 0.1993, Forward time: 2.2806, Backward time: 3.0714, DDP time: 0.0043, Total iter time: 6.0461 [2020-11-08 17:34:51,832][root][INFO] - ===> Epoch[100](2598/26): Loss 0.4299, Sem 0.4543, dir -0.5514, norm 0.5270, swav 0.0000 LR: 7.628e-02 Score 85.808 Data time: 0.1714, Forward time: 2.2803, Backward time: 3.0714, DDP time: 0.0043, Total iter time: 4.9567 [2020-11-08 17:34:58,100][root][INFO] - ===> Epoch[100](2599/26): Loss 0.2115, Sem 0.3249, dir -0.5403, norm 0.4268, swav 0.0000 LR: 7.627e-02 Score 89.085 Data time: 0.3236, Forward time: 2.2806, Backward time: 3.0712, DDP time: 0.0043, Total iter time: 6.1839 [2020-11-08 17:35:03,317][root][INFO] - ===> Epoch[100](2600/26): Loss 0.1905, Sem 0.3228, dir -0.5742, norm 0.4419, swav 0.0000 LR: 7.626e-02 Score 89.970 Data time: 0.1854, Forward time: 2.2806, Backward time: 3.0711, DDP time: 0.0043, Total iter time: 5.0647 [2020-11-08 17:35:09,235][root][INFO] - ===> Epoch[101](2601/26): Loss 0.3108, Sem 0.3598, dir -0.5389, norm 0.4899, swav 0.0000 LR: 7.626e-02 Score 88.234 Data time: 0.1865, Forward time: 2.2804, Backward time: 3.0713, DDP time: 0.0043, Total iter time: 5.7967 [2020-11-08 17:35:14,942][root][INFO] - ===> Epoch[101](2602/26): Loss 0.1822, Sem 0.3232, dir -0.5610, norm 0.4200, swav 0.0000 LR: 7.625e-02 Score 88.974 Data time: 0.2122, Forward time: 2.2804, Backward time: 3.0713, DDP time: 0.0043, Total iter time: 5.6084 [2020-11-08 17:35:20,934][root][INFO] - ===> Epoch[101](2603/26): Loss 0.3477, Sem 0.4033, dir -0.5276, norm 0.4720, swav 0.0000 LR: 7.624e-02 Score 86.990 Data time: 0.1583, Forward time: 2.2802, Backward time: 3.0716, DDP time: 0.0043, Total iter time: 5.8635 [2020-11-08 17:35:27,730][root][INFO] - ===> Epoch[101](2604/26): Loss 0.3417, Sem 0.3917, dir -0.5373, norm 0.4872, swav 0.0000 LR: 7.623e-02 Score 87.010 Data time: 0.3709, Forward time: 2.2807, Backward time: 3.0715, DDP time: 0.0043, Total iter time: 6.6982 [2020-11-08 17:35:32,805][root][INFO] - ===> Epoch[101](2605/26): Loss 0.1643, Sem 0.3392, dir -0.5914, norm 0.4165, swav 0.0000 LR: 7.622e-02 Score 89.129 Data time: 0.2366, Forward time: 2.2809, Backward time: 3.0711, DDP time: 0.0043, Total iter time: 4.9516 [2020-11-08 17:35:37,832][root][INFO] - ===> Epoch[101](2606/26): Loss 0.3702, Sem 0.4207, dir -0.5551, norm 0.5046, swav 0.0000 LR: 7.621e-02 Score 87.371 Data time: 0.2012, Forward time: 2.2808, Backward time: 3.0708, DDP time: 0.0043, Total iter time: 4.8949 [2020-11-08 17:35:42,810][root][INFO] - ===> Epoch[101](2607/26): Loss 0.1792, Sem 0.3545, dir -0.5949, norm 0.4196, swav 0.0000 LR: 7.620e-02 Score 89.421 Data time: 0.1816, Forward time: 2.2807, Backward time: 3.0707, DDP time: 0.0043, Total iter time: 4.8644 [2020-11-08 17:35:48,054][root][INFO] - ===> Epoch[101](2608/26): Loss 0.2425, Sem 0.3648, dir -0.5717, norm 0.4495, swav 0.0000 LR: 7.619e-02 Score 88.477 Data time: 0.2263, Forward time: 2.2807, Backward time: 3.0705, DDP time: 0.0043, Total iter time: 5.1337 [2020-11-08 17:35:53,188][root][INFO] - ===> Epoch[101](2609/26): Loss 0.1949, Sem 0.3289, dir -0.5502, norm 0.4162, swav 0.0000 LR: 7.618e-02 Score 89.780 Data time: 0.2116, Forward time: 2.2807, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 4.9888 [2020-11-08 17:35:58,604][root][INFO] - ===> Epoch[101](2610/26): Loss 0.3637, Sem 0.4292, dir -0.5666, norm 0.5011, swav 0.0000 LR: 7.617e-02 Score 87.450 Data time: 0.2175, Forward time: 2.2806, Backward time: 3.0702, DDP time: 0.0043, Total iter time: 5.3044 [2020-11-08 17:36:04,022][root][INFO] - ===> Epoch[101](2611/26): Loss 0.3644, Sem 0.4347, dir -0.5206, norm 0.4503, swav 0.0000 LR: 7.616e-02 Score 86.585 Data time: 0.2519, Forward time: 2.2808, Backward time: 3.0699, DDP time: 0.0043, Total iter time: 5.3208 [2020-11-08 17:36:10,318][root][INFO] - ===> Epoch[101](2612/26): Loss 0.3584, Sem 0.4349, dir -0.5592, norm 0.4828, swav 0.0000 LR: 7.615e-02 Score 86.799 Data time: 0.2027, Forward time: 2.2808, Backward time: 3.0701, DDP time: 0.0043, Total iter time: 6.1542 [2020-11-08 17:36:16,234][root][INFO] - ===> Epoch[101](2613/26): Loss 0.2041, Sem 0.3279, dir -0.5528, norm 0.4290, swav 0.0000 LR: 7.614e-02 Score 89.545 Data time: 0.2060, Forward time: 2.2808, Backward time: 3.0702, DDP time: 0.0043, Total iter time: 5.8237 [2020-11-08 17:36:22,336][root][INFO] - ===> Epoch[101](2614/26): Loss 0.3696, Sem 0.4136, dir -0.4887, norm 0.4446, swav 0.0000 LR: 7.613e-02 Score 86.813 Data time: 0.1606, Forward time: 2.2806, Backward time: 3.0705, DDP time: 0.0043, Total iter time: 5.9811 [2020-11-08 17:36:27,017][root][INFO] - ===> Epoch[101](2615/26): Loss 0.2888, Sem 0.4286, dir -0.5914, norm 0.4516, swav 0.0000 LR: 7.613e-02 Score 87.064 Data time: 0.2004, Forward time: 2.2806, Backward time: 3.0701, DDP time: 0.0043, Total iter time: 4.6153 [2020-11-08 17:36:32,197][root][INFO] - ===> Epoch[101](2616/26): Loss 0.3932, Sem 0.4285, dir -0.5576, norm 0.5223, swav 0.0000 LR: 7.612e-02 Score 85.832 Data time: 0.1564, Forward time: 2.2804, Backward time: 3.0701, DDP time: 0.0043, Total iter time: 5.0747 [2020-11-08 17:36:38,980][root][INFO] - ===> Epoch[101](2617/26): Loss 0.3047, Sem 0.4251, dir -0.5475, norm 0.4270, swav 0.0000 LR: 7.611e-02 Score 86.491 Data time: 0.2079, Forward time: 2.2803, Backward time: 3.0706, DDP time: 0.0043, Total iter time: 6.7042 [2020-11-08 17:36:44,051][root][INFO] - ===> Epoch[101](2618/26): Loss 0.1403, Sem 0.3273, dir -0.5873, norm 0.4004, swav 0.0000 LR: 7.610e-02 Score 89.931 Data time: 0.2580, Forward time: 2.2804, Backward time: 3.0702, DDP time: 0.0043, Total iter time: 4.9370 [2020-11-08 17:36:49,196][root][INFO] - ===> Epoch[101](2619/26): Loss 0.2670, Sem 0.3753, dir -0.5633, norm 0.4550, swav 0.0000 LR: 7.609e-02 Score 87.877 Data time: 0.2936, Forward time: 2.2805, Backward time: 3.0698, DDP time: 0.0043, Total iter time: 5.0217 [2020-11-08 17:36:54,096][root][INFO] - ===> Epoch[101](2620/26): Loss 0.2629, Sem 0.3976, dir -0.5828, norm 0.4481, swav 0.0000 LR: 7.608e-02 Score 87.032 Data time: 0.2305, Forward time: 2.2805, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 4.7806 [2020-11-08 17:36:59,206][root][INFO] - ===> Epoch[101](2621/26): Loss 0.3223, Sem 0.4375, dir -0.5893, norm 0.4741, swav 0.0000 LR: 7.607e-02 Score 86.943 Data time: 0.2059, Forward time: 2.2805, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 5.0014 [2020-11-08 17:37:05,335][root][INFO] - ===> Epoch[101](2622/26): Loss 0.2896, Sem 0.3597, dir -0.5537, norm 0.4836, swav 0.0000 LR: 7.606e-02 Score 87.591 Data time: 0.1666, Forward time: 2.2803, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 6.0218 [2020-11-08 17:37:12,334][root][INFO] - ===> Epoch[101](2623/26): Loss 0.2772, Sem 0.3811, dir -0.5572, norm 0.4533, swav 0.0000 LR: 7.605e-02 Score 87.883 Data time: 0.1713, Forward time: 2.2801, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 6.9060 [2020-11-08 17:37:17,444][root][INFO] - ===> Epoch[101](2624/26): Loss 0.2540, Sem 0.3363, dir -0.5441, norm 0.4618, swav 0.0000 LR: 7.604e-02 Score 88.324 Data time: 0.1678, Forward time: 2.2799, Backward time: 3.0702, DDP time: 0.0043, Total iter time: 5.0130 [2020-11-08 17:37:23,494][root][INFO] - ===> Epoch[101](2625/26): Loss 0.1676, Sem 0.3345, dir -0.5935, norm 0.4266, swav 0.0000 LR: 7.603e-02 Score 89.327 Data time: 0.2046, Forward time: 2.2798, Backward time: 3.0704, DDP time: 0.0043, Total iter time: 5.9501 [2020-11-08 17:37:28,793][root][INFO] - ===> Epoch[101](2626/26): Loss 0.2188, Sem 0.3810, dir -0.6063, norm 0.4442, swav 0.0000 LR: 7.602e-02 Score 88.170 Data time: 0.2100, Forward time: 2.2798, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 5.1860 [2020-11-08 17:37:33,748][root][INFO] - ===> Epoch[102](2627/26): Loss 0.3119, Sem 0.4574, dir -0.5872, norm 0.4417, swav 0.0000 LR: 7.601e-02 Score 86.383 Data time: 0.2523, Forward time: 2.2799, Backward time: 3.0699, DDP time: 0.0043, Total iter time: 4.8326 [2020-11-08 17:37:39,854][root][INFO] - ===> Epoch[102](2628/26): Loss 0.2585, Sem 0.3637, dir -0.5529, norm 0.4478, swav 0.0000 LR: 7.600e-02 Score 87.815 Data time: 0.2774, Forward time: 2.2802, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 5.9790 [2020-11-08 17:37:44,949][root][INFO] - ===> Epoch[102](2629/26): Loss 0.3112, Sem 0.4543, dir -0.5628, norm 0.4196, swav 0.0000 LR: 7.600e-02 Score 85.394 Data time: 0.1828, Forward time: 2.2802, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 4.9646 [2020-11-08 17:37:50,837][root][INFO] - ===> Epoch[102](2630/26): Loss 0.3223, Sem 0.3490, dir -0.4889, norm 0.4622, swav 0.0000 LR: 7.599e-02 Score 90.003 Data time: 0.2210, Forward time: 2.2802, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 5.7606 [2020-11-08 17:37:56,842][root][INFO] - ===> Epoch[102](2631/26): Loss 0.4189, Sem 0.4288, dir -0.4839, norm 0.4740, swav 0.0000 LR: 7.598e-02 Score 87.215 Data time: 0.2033, Forward time: 2.2802, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 5.8678 [2020-11-08 17:38:02,208][root][INFO] - ===> Epoch[102](2632/26): Loss 0.2731, Sem 0.3606, dir -0.5425, norm 0.4549, swav 0.0000 LR: 7.597e-02 Score 87.780 Data time: 0.2082, Forward time: 2.2801, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 5.2355 [2020-11-08 17:38:08,199][root][INFO] - ===> Epoch[102](2633/26): Loss 0.2853, Sem 0.3921, dir -0.5442, norm 0.4374, swav 0.0000 LR: 7.596e-02 Score 87.415 Data time: 0.2952, Forward time: 2.2804, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 5.8524 [2020-11-08 17:38:13,373][root][INFO] - ===> Epoch[102](2634/26): Loss 0.2546, Sem 0.3972, dir -0.5928, norm 0.4502, swav 0.0000 LR: 7.595e-02 Score 85.796 Data time: 0.1600, Forward time: 2.2802, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 5.0269 [2020-11-08 17:38:19,293][root][INFO] - ===> Epoch[102](2635/26): Loss 0.3178, Sem 0.3818, dir -0.5666, norm 0.5026, swav 0.0000 LR: 7.594e-02 Score 87.567 Data time: 0.1888, Forward time: 2.2801, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 5.8193 [2020-11-08 17:38:24,839][root][INFO] - ===> Epoch[102](2636/26): Loss 0.3118, Sem 0.3776, dir -0.5464, norm 0.4806, swav 0.0000 LR: 7.593e-02 Score 88.166 Data time: 0.2729, Forward time: 2.2803, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 5.4374 [2020-11-08 17:38:32,133][root][INFO] - ===> Epoch[102](2637/26): Loss 0.2616, Sem 0.4034, dir -0.5659, norm 0.4242, swav 0.0000 LR: 7.592e-02 Score 86.816 Data time: 0.4131, Forward time: 2.2808, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 7.1657 [2020-11-08 17:38:38,443][root][INFO] - ===> Epoch[102](2638/26): Loss 0.3166, Sem 0.4767, dir -0.5770, norm 0.4169, swav 0.0000 LR: 7.591e-02 Score 85.630 Data time: 0.2620, Forward time: 2.2811, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 6.1760 [2020-11-08 17:38:43,988][root][INFO] - ===> Epoch[102](2639/26): Loss 0.2421, Sem 0.4086, dir -0.5912, norm 0.4247, swav 0.0000 LR: 7.590e-02 Score 87.923 Data time: 0.1534, Forward time: 2.2808, Backward time: 3.0693, DDP time: 0.0043, Total iter time: 5.4255 [2020-11-08 17:38:49,207][root][INFO] - ===> Epoch[102](2640/26): Loss 0.3304, Sem 0.3856, dir -0.5587, norm 0.5034, swav 0.0000 LR: 7.589e-02 Score 88.509 Data time: 0.2049, Forward time: 2.2808, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 5.1266 [2020-11-08 17:38:55,163][root][INFO] - ===> Epoch[102](2641/26): Loss 0.2752, Sem 0.3574, dir -0.5463, norm 0.4641, swav 0.0000 LR: 7.588e-02 Score 88.785 Data time: 0.2260, Forward time: 2.2807, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 5.8478 [2020-11-08 17:39:02,941][root][INFO] - ===> Epoch[102](2642/26): Loss 0.3349, Sem 0.4273, dir -0.5374, norm 0.4450, swav 0.0000 LR: 7.587e-02 Score 86.687 Data time: 0.2416, Forward time: 2.2808, Backward time: 3.0700, DDP time: 0.0043, Total iter time: 7.6963 [2020-11-08 17:39:07,901][root][INFO] - ===> Epoch[102](2643/26): Loss 0.4176, Sem 0.4253, dir -0.5270, norm 0.5193, swav 0.0000 LR: 7.587e-02 Score 86.817 Data time: 0.2028, Forward time: 2.2808, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 4.8422 [2020-11-08 17:39:13,495][root][INFO] - ===> Epoch[102](2644/26): Loss 0.2956, Sem 0.3584, dir -0.5395, norm 0.4767, swav 0.0000 LR: 7.586e-02 Score 88.893 Data time: 0.2050, Forward time: 2.2808, Backward time: 3.0697, DDP time: 0.0043, Total iter time: 5.5070 [2020-11-08 17:39:20,611][root][INFO] - ===> Epoch[102](2645/26): Loss 0.3547, Sem 0.3970, dir -0.4964, norm 0.4541, swav 0.0000 LR: 7.585e-02 Score 87.032 Data time: 0.1757, Forward time: 2.2806, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 7.0030 [2020-11-08 17:39:27,557][root][INFO] - ===> Epoch[102](2646/26): Loss 0.3363, Sem 0.4080, dir -0.5455, norm 0.4738, swav 0.0000 LR: 7.584e-02 Score 87.303 Data time: 0.2173, Forward time: 2.2807, Backward time: 3.0708, DDP time: 0.0043, Total iter time: 6.8376 [2020-11-08 17:39:32,588][root][INFO] - ===> Epoch[102](2647/26): Loss 0.2525, Sem 0.3983, dir -0.5654, norm 0.4195, swav 0.0000 LR: 7.583e-02 Score 87.310 Data time: 0.1862, Forward time: 2.2806, Backward time: 3.0706, DDP time: 0.0043, Total iter time: 4.9163 [2020-11-08 17:39:37,664][root][INFO] - ===> Epoch[102](2648/26): Loss 0.2755, Sem 0.3595, dir -0.5491, norm 0.4652, swav 0.0000 LR: 7.582e-02 Score 89.477 Data time: 0.1329, Forward time: 2.2802, Backward time: 3.0707, DDP time: 0.0043, Total iter time: 4.9693 [2020-11-08 17:39:43,447][root][INFO] - ===> Epoch[102](2649/26): Loss 0.3371, Sem 0.4082, dir -0.5594, norm 0.4883, swav 0.0000 LR: 7.581e-02 Score 87.409 Data time: 0.1812, Forward time: 2.2801, Backward time: 3.0708, DDP time: 0.0043, Total iter time: 5.6947 [2020-11-08 17:39:49,469][root][INFO] - ===> Epoch[102](2650/26): Loss 0.3347, Sem 0.3353, dir -0.5389, norm 0.5382, swav 0.0000 LR: 7.580e-02 Score 89.804 Data time: 0.2082, Forward time: 2.2801, Backward time: 3.0709, DDP time: 0.0043, Total iter time: 5.9019 [2020-11-08 17:39:54,698][root][INFO] - ===> Epoch[102](2651/26): Loss 0.2570, Sem 0.3610, dir -0.5610, norm 0.4570, swav 0.0000 LR: 7.579e-02 Score 88.737 Data time: 0.1975, Forward time: 2.2800, Backward time: 3.0708, DDP time: 0.0043, Total iter time: 5.0994 [2020-11-08 17:40:02,810][root][INFO] - ===> Epoch[102](2652/26): Loss 0.2917, Sem 0.3737, dir -0.5502, norm 0.4682, swav 0.0000 LR: 7.578e-02 Score 88.394 Data time: 0.2290, Forward time: 2.2801, Backward time: 3.0716, DDP time: 0.0043, Total iter time: 7.9953 [2020-11-08 17:40:08,879][root][INFO] - ===> Epoch[103](2653/26): Loss 0.2804, Sem 0.3863, dir -0.5021, norm 0.3963, swav 0.0000 LR: 7.577e-02 Score 87.577 Data time: 0.2321, Forward time: 2.2801, Backward time: 3.0717, DDP time: 0.0043, Total iter time: 5.9345 [2020-11-08 17:40:14,683][root][INFO] - ===> Epoch[103](2654/26): Loss 0.2495, Sem 0.3746, dir -0.6051, norm 0.4801, swav 0.0000 LR: 7.576e-02 Score 87.637 Data time: 0.2639, Forward time: 2.2803, Backward time: 3.0715, DDP time: 0.0043, Total iter time: 5.6937 [2020-11-08 17:40:20,461][root][INFO] - ===> Epoch[103](2655/26): Loss 0.2481, Sem 0.3522, dir -0.5566, norm 0.4524, swav 0.0000 LR: 7.575e-02 Score 88.932 Data time: 0.1802, Forward time: 2.2802, Backward time: 3.0716, DDP time: 0.0043, Total iter time: 5.6342 [2020-11-08 17:40:27,413][root][INFO] - ===> Epoch[103](2656/26): Loss 0.3298, Sem 0.4242, dir -0.5436, norm 0.4491, swav 0.0000 LR: 7.574e-02 Score 85.989 Data time: 0.2062, Forward time: 2.2802, Backward time: 3.0721, DDP time: 0.0043, Total iter time: 6.8398 [2020-11-08 17:40:33,603][root][INFO] - ===> Epoch[103](2657/26): Loss 0.3079, Sem 0.3956, dir -0.5647, norm 0.4770, swav 0.0000 LR: 7.574e-02 Score 87.659 Data time: 0.2022, Forward time: 2.2802, Backward time: 3.0722, DDP time: 0.0043, Total iter time: 6.0775 [2020-11-08 17:40:38,642][root][INFO] - ===> Epoch[103](2658/26): Loss 0.1959, Sem 0.3550, dir -0.5929, norm 0.4338, swav 0.0000 LR: 7.573e-02 Score 88.306 Data time: 0.1340, Forward time: 2.2798, Backward time: 3.0723, DDP time: 0.0043, Total iter time: 4.9415 [2020-11-08 17:40:44,234][root][INFO] - ===> Epoch[103](2659/26): Loss 0.3507, Sem 0.3709, dir -0.4857, norm 0.4655, swav 0.0000 LR: 7.572e-02 Score 86.986 Data time: 0.1926, Forward time: 2.2797, Backward time: 3.0724, DDP time: 0.0043, Total iter time: 5.5414 [2020-11-08 17:40:49,877][root][INFO] - ===> Epoch[103](2660/26): Loss 0.2845, Sem 0.3769, dir -0.5367, norm 0.4443, swav 0.0000 LR: 7.571e-02 Score 88.047 Data time: 0.2019, Forward time: 2.2796, Backward time: 3.0725, DDP time: 0.0043, Total iter time: 5.5411 [2020-11-08 17:40:55,554][root][INFO] - ===> Epoch[103](2661/26): Loss 0.4131, Sem 0.4609, dir -0.5380, norm 0.4903, swav 0.0000 LR: 7.570e-02 Score 85.609 Data time: 0.2676, Forward time: 2.2797, Backward time: 3.0724, DDP time: 0.0043, Total iter time: 5.5996 [2020-11-08 17:41:00,543][root][INFO] - ===> Epoch[103](2662/26): Loss 0.2057, Sem 0.3349, dir -0.5661, norm 0.4369, swav 0.0000 LR: 7.569e-02 Score 89.828 Data time: 0.1677, Forward time: 2.2795, Backward time: 3.0723, DDP time: 0.0043, Total iter time: 4.8763 [2020-11-08 17:41:06,182][root][INFO] - ===> Epoch[103](2663/26): Loss 0.2555, Sem 0.3904, dir -0.5813, norm 0.4464, swav 0.0000 LR: 7.568e-02 Score 87.134 Data time: 0.2656, Forward time: 2.2797, Backward time: 3.0721, DDP time: 0.0043, Total iter time: 5.5730 [2020-11-08 17:41:11,566][root][INFO] - ===> Epoch[103](2664/26): Loss 0.3511, Sem 0.3855, dir -0.4858, norm 0.4514, swav 0.0000 LR: 7.567e-02 Score 88.321 Data time: 0.2331, Forward time: 2.2797, Backward time: 3.0720, DDP time: 0.0043, Total iter time: 5.2691 [2020-11-08 17:41:16,771][root][INFO] - ===> Epoch[103](2665/26): Loss 0.2963, Sem 0.3669, dir -0.4954, norm 0.4248, swav 0.0000 LR: 7.566e-02 Score 87.733 Data time: 0.2244, Forward time: 2.2797, Backward time: 3.0718, DDP time: 0.0043, Total iter time: 5.0785 [2020-11-08 17:41:21,482][root][INFO] - ===> Epoch[103](2666/26): Loss 0.2256, Sem 0.4026, dir -0.5995, norm 0.4226, swav 0.0000 LR: 7.565e-02 Score 88.027 Data time: 0.1659, Forward time: 2.2795, Backward time: 3.0715, DDP time: 0.0043, Total iter time: 4.5940 [2020-11-08 17:41:27,882][root][INFO] - ===> Epoch[103](2667/26): Loss 0.2887, Sem 0.3732, dir -0.5422, norm 0.4577, swav 0.0000 LR: 7.564e-02 Score 87.566 Data time: 0.1422, Forward time: 2.2792, Backward time: 3.0722, DDP time: 0.0043, Total iter time: 6.2926 [2020-11-08 17:41:33,033][root][INFO] - ===> Epoch[103](2668/26): Loss 0.2909, Sem 0.3809, dir -0.5168, norm 0.4268, swav 0.0000 LR: 7.563e-02 Score 88.071 Data time: 0.2441, Forward time: 2.2793, Backward time: 3.0718, DDP time: 0.0043, Total iter time: 5.0802 [2020-11-08 17:41:39,232][root][INFO] - ===> Epoch[103](2669/26): Loss 0.2357, Sem 0.4151, dir -0.6037, norm 0.4243, swav 0.0000 LR: 7.562e-02 Score 86.957 Data time: 0.2379, Forward time: 2.2794, Backward time: 3.0719, DDP time: 0.0043, Total iter time: 6.0872 [2020-11-08 17:41:44,254][root][INFO] - ===> Epoch[103](2670/26): Loss 0.3243, Sem 0.3784, dir -0.5392, norm 0.4851, swav 0.0000 LR: 7.561e-02 Score 87.740 Data time: 0.2119, Forward time: 2.2795, Backward time: 3.0716, DDP time: 0.0043, Total iter time: 4.9004 [2020-11-08 17:41:50,056][root][INFO] - ===> Epoch[103](2671/26): Loss 0.3546, Sem 0.4418, dir -0.5309, norm 0.4437, swav 0.0000 LR: 7.561e-02 Score 86.120 Data time: 0.1895, Forward time: 2.2793, Backward time: 3.0717, DDP time: 0.0043, Total iter time: 5.6799 [2020-11-08 17:41:56,594][root][INFO] - ===> Epoch[103](2672/26): Loss 0.2792, Sem 0.3754, dir -0.5424, norm 0.4462, swav 0.0000 LR: 7.560e-02 Score 88.493 Data time: 0.2159, Forward time: 2.2793, Backward time: 3.0720, DDP time: 0.0043, Total iter time: 6.4210 [2020-11-08 17:42:01,662][root][INFO] - ===> Epoch[103](2673/26): Loss 0.2567, Sem 0.3737, dir -0.5269, norm 0.4099, swav 0.0000 LR: 7.559e-02 Score 88.086 Data time: 0.1976, Forward time: 2.2792, Backward time: 3.0718, DDP time: 0.0043, Total iter time: 4.9351 [2020-11-08 17:42:07,786][root][INFO] - ===> Epoch[103](2674/26): Loss 0.2385, Sem 0.3458, dir -0.5184, norm 0.4111, swav 0.0000 LR: 7.558e-02 Score 88.887 Data time: 0.2334, Forward time: 2.2792, Backward time: 3.0720, DDP time: 0.0043, Total iter time: 6.0193 [2020-11-08 17:42:15,291][root][INFO] - ===> Epoch[103](2675/26): Loss 0.2966, Sem 0.3916, dir -0.5322, norm 0.4371, swav 0.0000 LR: 7.557e-02 Score 87.588 Data time: 0.2789, Forward time: 2.2795, Backward time: 3.0723, DDP time: 0.0043, Total iter time: 7.3757 [2020-11-08 17:42:20,465][root][INFO] - ===> Epoch[103](2676/26): Loss 0.3019, Sem 0.4030, dir -0.5593, norm 0.4582, swav 0.0000 LR: 7.556e-02 Score 87.309 Data time: 0.2439, Forward time: 2.2795, Backward time: 3.0720, DDP time: 0.0043, Total iter time: 5.0179 [2020-11-08 17:42:27,026][root][INFO] - ===> Epoch[103](2677/26): Loss 0.3114, Sem 0.3708, dir -0.5247, norm 0.4653, swav 0.0000 LR: 7.555e-02 Score 88.177 Data time: 0.3581, Forward time: 2.2799, Backward time: 3.0719, DDP time: 0.0043, Total iter time: 6.4180 [2020-11-08 17:42:32,831][root][INFO] - ===> Epoch[103](2678/26): Loss 0.2673, Sem 0.3681, dir -0.5239, norm 0.4230, swav 0.0000 LR: 7.554e-02 Score 87.704 Data time: 0.2163, Forward time: 2.2800, Backward time: 3.0718, DDP time: 0.0043, Total iter time: 5.6552 [2020-11-08 17:42:37,575][root][INFO] - ===> Epoch[104](2679/26): Loss 0.2561, Sem 0.4246, dir -0.5923, norm 0.4238, swav 0.0000 LR: 7.553e-02 Score 87.090 Data time: 0.2165, Forward time: 2.2800, Backward time: 3.0714, DDP time: 0.0043, Total iter time: 4.6125 [2020-11-08 17:42:43,398][root][INFO] - ===> Epoch[104](2680/26): Loss 0.3400, Sem 0.3927, dir -0.5459, norm 0.4932, swav 0.0000 LR: 7.552e-02 Score 87.609 Data time: 0.2182, Forward time: 2.2801, Backward time: 3.0714, DDP time: 0.0043, Total iter time: 5.7088 [2020-11-08 17:42:48,331][root][INFO] - ===> Epoch[104](2681/26): Loss 0.2438, Sem 0.3976, dir -0.5860, norm 0.4322, swav 0.0000 LR: 7.551e-02 Score 87.429 Data time: 0.1905, Forward time: 2.2800, Backward time: 3.0712, DDP time: 0.0043, Total iter time: 4.7944 [2020-11-08 17:42:53,317][root][INFO] - ===> Epoch[104](2682/26): Loss 0.4008, Sem 0.4272, dir -0.5109, norm 0.4845, swav 0.0000 LR: 7.550e-02 Score 86.399 Data time: 0.2009, Forward time: 2.2799, Backward time: 3.0710, DDP time: 0.0043, Total iter time: 4.8791 [2020-11-08 17:42:59,139][root][INFO] - ===> Epoch[104](2683/26): Loss 0.3181, Sem 0.4472, dir -0.5604, norm 0.4314, swav 0.0000 LR: 7.549e-02 Score 87.396 Data time: 0.2429, Forward time: 2.2800, Backward time: 3.0709, DDP time: 0.0043, Total iter time: 5.7131 [2020-11-08 17:43:06,818][root][INFO] - ===> Epoch[104](2684/26): Loss 0.3111, Sem 0.4208, dir -0.5398, norm 0.4301, swav 0.0000 LR: 7.549e-02 Score 86.802 Data time: 0.1840, Forward time: 2.2798, Backward time: 3.0718, DDP time: 0.0043, Total iter time: 7.5294 [2020-11-08 17:43:13,250][root][INFO] - ===> Epoch[104](2685/26): Loss 0.3140, Sem 0.3270, dir -0.5220, norm 0.5089, swav 0.0000 LR: 7.548e-02 Score 88.818 Data time: 0.2888, Forward time: 2.2800, Backward time: 3.0718, DDP time: 0.0043, Total iter time: 6.3369 [2020-11-08 17:43:19,693][root][INFO] - ===> Epoch[104](2686/26): Loss 0.2314, Sem 0.3155, dir -0.5252, norm 0.4412, swav 0.0000 LR: 7.547e-02 Score 90.643 Data time: 0.3026, Forward time: 2.2804, Backward time: 3.0717, DDP time: 0.0043, Total iter time: 6.2929 [2020-11-08 17:43:25,667][root][INFO] - ===> Epoch[104](2687/26): Loss 0.2359, Sem 0.3726, dir -0.5710, norm 0.4343, swav 0.0000 LR: 7.546e-02 Score 89.034 Data time: 0.1573, Forward time: 2.2802, Backward time: 3.0720, DDP time: 0.0043, Total iter time: 5.8144 [2020-11-08 17:43:31,413][root][INFO] - ===> Epoch[104](2688/26): Loss 0.3350, Sem 0.3642, dir -0.5162, norm 0.4870, swav 0.0000 LR: 7.545e-02 Score 88.154 Data time: 0.1898, Forward time: 2.2800, Backward time: 3.0721, DDP time: 0.0043, Total iter time: 5.6649 [2020-11-08 17:43:37,426][root][INFO] - ===> Epoch[104](2689/26): Loss 0.2896, Sem 0.4041, dir -0.5866, norm 0.4721, swav 0.0000 LR: 7.544e-02 Score 88.145 Data time: 0.2945, Forward time: 2.2803, Backward time: 3.0719, DDP time: 0.0043, Total iter time: 5.9359 [2020-11-08 17:43:42,887][root][INFO] - ===> Epoch[104](2690/26): Loss 0.2434, Sem 0.3899, dir -0.6097, norm 0.4632, swav 0.0000 LR: 7.543e-02 Score 88.072 Data time: 0.2598, Forward time: 2.2805, Backward time: 3.0716, DDP time: 0.0043, Total iter time: 5.3440 [2020-11-08 17:43:49,414][root][INFO] - ===> Epoch[104](2691/26): Loss 0.2846, Sem 0.3706, dir -0.5341, norm 0.4481, swav 0.0000 LR: 7.542e-02 Score 88.891 Data time: 0.1864, Forward time: 2.2805, Backward time: 3.0720, DDP time: 0.0043, Total iter time: 6.4094 [2020-11-08 17:43:54,072][root][INFO] - ===> Epoch[104](2692/26): Loss 0.2727, Sem 0.3556, dir -0.5063, norm 0.4234, swav 0.0000 LR: 7.541e-02 Score 89.511 Data time: 0.1545, Forward time: 2.2803, Backward time: 3.0718, DDP time: 0.0043, Total iter time: 4.5296 [2020-11-08 17:43:59,235][root][INFO] - ===> Epoch[104](2693/26): Loss 0.3232, Sem 0.3902, dir -0.5316, norm 0.4646, swav 0.0000 LR: 7.540e-02 Score 88.224 Data time: 0.1697, Forward time: 2.2800, Backward time: 3.0719, DDP time: 0.0043, Total iter time: 5.1000 [2020-11-08 17:44:05,375][root][INFO] - ===> Epoch[104](2694/26): Loss 0.2236, Sem 0.3420, dir -0.5709, norm 0.4524, swav 0.0000 LR: 7.539e-02 Score 89.268 Data time: 0.3165, Forward time: 2.2803, Backward time: 3.0717, DDP time: 0.0043, Total iter time: 6.0246 [2020-11-08 17:44:11,070][root][INFO] - ===> Epoch[104](2695/26): Loss 0.3752, Sem 0.4261, dir -0.5661, norm 0.5152, swav 0.0000 LR: 7.538e-02 Score 86.875 Data time: 0.1060, Forward time: 2.2799, Backward time: 3.0721, DDP time: 0.0043, Total iter time: 5.5738 [2020-11-08 17:44:16,801][root][INFO] - ===> Epoch[104](2696/26): Loss 0.2956, Sem 0.4002, dir -0.5788, norm 0.4741, swav 0.0000 LR: 7.537e-02 Score 87.763 Data time: 0.1486, Forward time: 2.2796, Backward time: 3.0724, DDP time: 0.0043, Total iter time: 5.6672 [2020-11-08 17:44:22,464][root][INFO] - ===> Epoch[104](2697/26): Loss 0.2401, Sem 0.3270, dir -0.5568, norm 0.4700, swav 0.0000 LR: 7.536e-02 Score 89.311 Data time: 0.1954, Forward time: 2.2795, Backward time: 3.0725, DDP time: 0.0043, Total iter time: 5.5635 [2020-11-08 17:44:28,977][root][INFO] - ===> Epoch[104](2698/26): Loss 0.2448, Sem 0.3838, dir -0.5841, norm 0.4452, swav 0.0000 LR: 7.536e-02 Score 87.427 Data time: 0.1781, Forward time: 2.2794, Backward time: 3.0729, DDP time: 0.0043, Total iter time: 6.4003 [2020-11-08 17:44:34,444][root][INFO] - ===> Epoch[104](2699/26): Loss 0.3506, Sem 0.4246, dir -0.5970, norm 0.5229, swav 0.0000 LR: 7.535e-02 Score 86.538 Data time: 0.2806, Forward time: 2.2796, Backward time: 3.0726, DDP time: 0.0043, Total iter time: 5.3840 [2020-11-08 17:44:41,013][root][INFO] - ===> Epoch[104](2700/26): Loss 0.3254, Sem 0.4158, dir -0.5401, norm 0.4497, swav 0.0000 LR: 7.534e-02 Score 86.915 Data time: 0.2549, Forward time: 2.2796, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 6.4441 [2020-11-08 17:44:46,945][root][INFO] - ===> Epoch[104](2701/26): Loss 0.3578, Sem 0.4004, dir -0.5352, norm 0.4927, swav 0.0000 LR: 7.533e-02 Score 86.877 Data time: 0.1812, Forward time: 2.2795, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.8015 [2020-11-08 17:44:52,308][root][INFO] - ===> Epoch[104](2702/26): Loss 0.3328, Sem 0.4223, dir -0.5412, norm 0.4516, swav 0.0000 LR: 7.532e-02 Score 87.432 Data time: 0.2501, Forward time: 2.2796, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 5.2716 [2020-11-08 17:44:58,701][root][INFO] - ===> Epoch[104](2703/26): Loss 0.2600, Sem 0.3878, dir -0.5500, norm 0.4221, swav 0.0000 LR: 7.531e-02 Score 88.001 Data time: 0.2107, Forward time: 2.2797, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 6.2644 [2020-11-08 17:45:06,324][root][INFO] - ===> Epoch[104](2704/26): Loss 0.3950, Sem 0.4442, dir -0.5089, norm 0.4598, swav 0.0000 LR: 7.530e-02 Score 86.707 Data time: 0.2154, Forward time: 2.2797, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 7.5279 [2020-11-08 17:45:11,517][root][INFO] - ===> Epoch[105](2705/26): Loss 0.2179, Sem 0.3453, dir -0.5855, norm 0.4581, swav 0.0000 LR: 7.529e-02 Score 89.314 Data time: 0.1895, Forward time: 2.2795, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 5.0692 [2020-11-08 17:45:18,409][root][INFO] - ===> Epoch[105](2706/26): Loss 0.2326, Sem 0.3732, dir -0.5756, norm 0.4350, swav 0.0000 LR: 7.528e-02 Score 88.494 Data time: 0.2088, Forward time: 2.2795, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 6.7908 [2020-11-08 17:45:23,982][root][INFO] - ===> Epoch[105](2707/26): Loss 0.3317, Sem 0.3893, dir -0.5552, norm 0.4976, swav 0.0000 LR: 7.527e-02 Score 88.208 Data time: 0.1990, Forward time: 2.2794, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.4566 [2020-11-08 17:45:29,459][root][INFO] - ===> Epoch[105](2708/26): Loss 0.1523, Sem 0.2980, dir -0.5798, norm 0.4341, swav 0.0000 LR: 7.526e-02 Score 90.947 Data time: 0.1577, Forward time: 2.2792, Backward time: 3.0741, DDP time: 0.0043, Total iter time: 5.3688 [2020-11-08 17:45:34,262][root][INFO] - ===> Epoch[105](2709/26): Loss 0.3745, Sem 0.4015, dir -0.5503, norm 0.5233, swav 0.0000 LR: 7.525e-02 Score 86.708 Data time: 0.1970, Forward time: 2.2791, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 4.7051 [2020-11-08 17:45:39,541][root][INFO] - ===> Epoch[105](2710/26): Loss 0.2960, Sem 0.4003, dir -0.5229, norm 0.4186, swav 0.0000 LR: 7.524e-02 Score 87.465 Data time: 0.1786, Forward time: 2.2790, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 5.1677 [2020-11-08 17:45:45,562][root][INFO] - ===> Epoch[105](2711/26): Loss 0.2174, Sem 0.3444, dir -0.5471, norm 0.4200, swav 0.0000 LR: 7.523e-02 Score 89.366 Data time: 0.2201, Forward time: 2.2788, Backward time: 3.0741, DDP time: 0.0043, Total iter time: 5.9070 [2020-11-08 17:45:51,474][root][INFO] - ===> Epoch[105](2712/26): Loss 0.3314, Sem 0.4056, dir -0.5394, norm 0.4652, swav 0.0000 LR: 7.522e-02 Score 88.499 Data time: 0.2582, Forward time: 2.2790, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.8221 [2020-11-08 17:45:57,906][root][INFO] - ===> Epoch[105](2713/26): Loss 0.3216, Sem 0.3730, dir -0.5353, norm 0.4840, swav 0.0000 LR: 7.522e-02 Score 88.030 Data time: 0.2795, Forward time: 2.2792, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 6.3170 [2020-11-08 17:46:04,524][root][INFO] - ===> Epoch[105](2714/26): Loss 0.3317, Sem 0.3719, dir -0.5185, norm 0.4783, swav 0.0000 LR: 7.521e-02 Score 88.242 Data time: 0.2230, Forward time: 2.2793, Backward time: 3.0742, DDP time: 0.0043, Total iter time: 6.4638 [2020-11-08 17:46:10,254][root][INFO] - ===> Epoch[105](2715/26): Loss 0.3356, Sem 0.4128, dir -0.5499, norm 0.4727, swav 0.0000 LR: 7.520e-02 Score 86.301 Data time: 0.1775, Forward time: 2.2791, Backward time: 3.0744, DDP time: 0.0043, Total iter time: 5.6155 [2020-11-08 17:46:14,885][root][INFO] - ===> Epoch[105](2716/26): Loss 0.2335, Sem 0.3286, dir -0.5854, norm 0.4903, swav 0.0000 LR: 7.519e-02 Score 89.688 Data time: 0.1763, Forward time: 2.2790, Backward time: 3.0742, DDP time: 0.0043, Total iter time: 4.5399 [2020-11-08 17:46:20,256][root][INFO] - ===> Epoch[105](2717/26): Loss 0.3971, Sem 0.4161, dir -0.4779, norm 0.4588, swav 0.0000 LR: 7.518e-02 Score 87.187 Data time: 0.2372, Forward time: 2.2790, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.2526 [2020-11-08 17:46:26,139][root][INFO] - ===> Epoch[105](2718/26): Loss 0.3050, Sem 0.4080, dir -0.5498, norm 0.4469, swav 0.0000 LR: 7.517e-02 Score 86.798 Data time: 0.1504, Forward time: 2.2787, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.7616 [2020-11-08 17:46:32,303][root][INFO] - ===> Epoch[105](2719/26): Loss 0.4133, Sem 0.4369, dir -0.5578, norm 0.5341, swav 0.0000 LR: 7.516e-02 Score 85.333 Data time: 0.2504, Forward time: 2.2788, Backward time: 3.0744, DDP time: 0.0043, Total iter time: 6.0694 [2020-11-08 17:46:38,352][root][INFO] - ===> Epoch[105](2720/26): Loss 0.3104, Sem 0.4087, dir -0.5392, norm 0.4409, swav 0.0000 LR: 7.515e-02 Score 86.134 Data time: 0.2854, Forward time: 2.2791, Backward time: 3.0742, DDP time: 0.0043, Total iter time: 5.9310 [2020-11-08 17:46:44,372][root][INFO] - ===> Epoch[105](2721/26): Loss 0.2315, Sem 0.3593, dir -0.5547, norm 0.4269, swav 0.0000 LR: 7.514e-02 Score 90.127 Data time: 0.1700, Forward time: 2.2789, Backward time: 3.0744, DDP time: 0.0043, Total iter time: 5.8904 [2020-11-08 17:46:49,683][root][INFO] - ===> Epoch[105](2722/26): Loss 0.2277, Sem 0.3117, dir -0.5531, norm 0.4690, swav 0.0000 LR: 7.513e-02 Score 89.643 Data time: 0.1762, Forward time: 2.2788, Backward time: 3.0744, DDP time: 0.0043, Total iter time: 5.2058 [2020-11-08 17:46:55,278][root][INFO] - ===> Epoch[105](2723/26): Loss 0.1905, Sem 0.3143, dir -0.5831, norm 0.4593, swav 0.0000 LR: 7.512e-02 Score 90.183 Data time: 0.1664, Forward time: 2.2786, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 5.4836 [2020-11-08 17:47:01,390][root][INFO] - ===> Epoch[105](2724/26): Loss 0.3027, Sem 0.3806, dir -0.5652, norm 0.4874, swav 0.0000 LR: 7.511e-02 Score 87.758 Data time: 0.1883, Forward time: 2.2785, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 6.0090 [2020-11-08 17:47:08,060][root][INFO] - ===> Epoch[105](2725/26): Loss 0.3450, Sem 0.3979, dir -0.5142, norm 0.4614, swav 0.0000 LR: 7.510e-02 Score 87.179 Data time: 0.2989, Forward time: 2.2787, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 6.5537 [2020-11-08 17:47:15,172][root][INFO] - ===> Epoch[105](2726/26): Loss 0.3696, Sem 0.4156, dir -0.5694, norm 0.5235, swav 0.0000 LR: 7.509e-02 Score 88.219 Data time: 0.3910, Forward time: 2.2792, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 6.9588 [2020-11-08 17:47:21,956][root][INFO] - ===> Epoch[105](2727/26): Loss 0.1397, Sem 0.2715, dir -0.5795, norm 0.4476, swav 0.0000 LR: 7.509e-02 Score 91.490 Data time: 0.1524, Forward time: 2.2791, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 6.6522 [2020-11-08 17:47:26,571][root][INFO] - ===> Epoch[105](2728/26): Loss 0.2456, Sem 0.3838, dir -0.5530, norm 0.4147, swav 0.0000 LR: 7.508e-02 Score 87.456 Data time: 0.2001, Forward time: 2.2790, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 4.4974 [2020-11-08 17:47:31,438][root][INFO] - ===> Epoch[105](2729/26): Loss 0.1492, Sem 0.3092, dir -0.5608, norm 0.4008, swav 0.0000 LR: 7.507e-02 Score 90.278 Data time: 0.1825, Forward time: 2.2789, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 4.7535 [2020-11-08 17:47:37,229][root][INFO] - ===> Epoch[105](2730/26): Loss 0.3221, Sem 0.3946, dir -0.5735, norm 0.5010, swav 0.0000 LR: 7.506e-02 Score 87.476 Data time: 0.1736, Forward time: 2.2787, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.6964 [2020-11-08 17:47:42,414][root][INFO] - ===> Epoch[106](2731/26): Loss 0.2350, Sem 0.4197, dir -0.6098, norm 0.4252, swav 0.0000 LR: 7.505e-02 Score 86.651 Data time: 0.2503, Forward time: 2.2787, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 5.0846 [2020-11-08 17:47:48,265][root][INFO] - ===> Epoch[106](2732/26): Loss 0.2484, Sem 0.3318, dir -0.5319, norm 0.4485, swav 0.0000 LR: 7.504e-02 Score 89.850 Data time: 0.1711, Forward time: 2.2785, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 5.7419 [2020-11-08 17:47:54,419][root][INFO] - ===> Epoch[106](2733/26): Loss 0.3005, Sem 0.3947, dir -0.5658, norm 0.4716, swav 0.0000 LR: 7.503e-02 Score 87.019 Data time: 0.2000, Forward time: 2.2784, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 6.0421 [2020-11-08 17:47:58,898][root][INFO] - ===> Epoch[106](2734/26): Loss 0.2257, Sem 0.3500, dir -0.5728, norm 0.4485, swav 0.0000 LR: 7.502e-02 Score 88.810 Data time: 0.1800, Forward time: 2.2783, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 4.3677 [2020-11-08 17:48:04,472][root][INFO] - ===> Epoch[106](2735/26): Loss 0.2162, Sem 0.3492, dir -0.5575, norm 0.4245, swav 0.0000 LR: 7.501e-02 Score 88.020 Data time: 0.2496, Forward time: 2.2785, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 5.4590 [2020-11-08 17:48:09,602][root][INFO] - ===> Epoch[106](2736/26): Loss 0.2367, Sem 0.3634, dir -0.5686, norm 0.4419, swav 0.0000 LR: 7.500e-02 Score 89.478 Data time: 0.1611, Forward time: 2.2783, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 4.9764 [2020-11-08 17:48:17,024][root][INFO] - ===> Epoch[106](2737/26): Loss 0.3159, Sem 0.4202, dir -0.5456, norm 0.4414, swav 0.0000 LR: 7.499e-02 Score 87.160 Data time: 0.2015, Forward time: 2.2782, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 7.3051 [2020-11-08 17:48:23,508][root][INFO] - ===> Epoch[106](2738/26): Loss 0.2569, Sem 0.3918, dir -0.5862, norm 0.4513, swav 0.0000 LR: 7.498e-02 Score 87.228 Data time: 0.3476, Forward time: 2.2785, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 6.3650 [2020-11-08 17:48:29,908][root][INFO] - ===> Epoch[106](2739/26): Loss 0.3200, Sem 0.3899, dir -0.5668, norm 0.4969, swav 0.0000 LR: 7.497e-02 Score 87.092 Data time: 0.2054, Forward time: 2.2785, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 6.2589 [2020-11-08 17:48:36,606][root][INFO] - ===> Epoch[106](2740/26): Loss 0.2998, Sem 0.3446, dir -0.4939, norm 0.4491, swav 0.0000 LR: 7.496e-02 Score 89.145 Data time: 0.2240, Forward time: 2.2786, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 6.5722 [2020-11-08 17:48:42,495][root][INFO] - ===> Epoch[106](2741/26): Loss 0.3306, Sem 0.3994, dir -0.5292, norm 0.4604, swav 0.0000 LR: 7.496e-02 Score 87.366 Data time: 0.2411, Forward time: 2.2787, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.7355 [2020-11-08 17:48:48,708][root][INFO] - ===> Epoch[106](2742/26): Loss 0.2141, Sem 0.3187, dir -0.5393, norm 0.4347, swav 0.0000 LR: 7.495e-02 Score 90.031 Data time: 0.3427, Forward time: 2.2790, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 6.0623 [2020-11-08 17:48:53,642][root][INFO] - ===> Epoch[106](2743/26): Loss 0.2548, Sem 0.3547, dir -0.5555, norm 0.4555, swav 0.0000 LR: 7.494e-02 Score 88.811 Data time: 0.2131, Forward time: 2.2791, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 4.8051 [2020-11-08 17:48:59,127][root][INFO] - ===> Epoch[106](2744/26): Loss 0.2300, Sem 0.3260, dir -0.5556, norm 0.4597, swav 0.0000 LR: 7.493e-02 Score 89.958 Data time: 0.1940, Forward time: 2.2790, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 5.3596 [2020-11-08 17:49:05,029][root][INFO] - ===> Epoch[106](2745/26): Loss 0.1791, Sem 0.3517, dir -0.5874, norm 0.4148, swav 0.0000 LR: 7.492e-02 Score 89.007 Data time: 0.2328, Forward time: 2.2791, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.8021 [2020-11-08 17:49:10,663][root][INFO] - ===> Epoch[106](2746/26): Loss 0.2481, Sem 0.3741, dir -0.5831, norm 0.4572, swav 0.0000 LR: 7.491e-02 Score 87.760 Data time: 0.2126, Forward time: 2.2791, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 5.5268 [2020-11-08 17:49:16,044][root][INFO] - ===> Epoch[106](2747/26): Loss 0.3729, Sem 0.4616, dir -0.5752, norm 0.4864, swav 0.0000 LR: 7.490e-02 Score 84.754 Data time: 0.1687, Forward time: 2.2790, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.2923 [2020-11-08 17:49:22,839][root][INFO] - ===> Epoch[106](2748/26): Loss 0.2879, Sem 0.4032, dir -0.5906, norm 0.4753, swav 0.0000 LR: 7.489e-02 Score 87.488 Data time: 0.1876, Forward time: 2.2788, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 6.7003 [2020-11-08 17:49:29,101][root][INFO] - ===> Epoch[106](2749/26): Loss 0.2708, Sem 0.3406, dir -0.5490, norm 0.4793, swav 0.0000 LR: 7.488e-02 Score 89.163 Data time: 0.1991, Forward time: 2.2787, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 6.1420 [2020-11-08 17:49:35,148][root][INFO] - ===> Epoch[106](2750/26): Loss 0.3764, Sem 0.4282, dir -0.5452, norm 0.4935, swav 0.0000 LR: 7.487e-02 Score 87.294 Data time: 0.2852, Forward time: 2.2790, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.9301 [2020-11-08 17:49:40,641][root][INFO] - ===> Epoch[106](2751/26): Loss 0.1475, Sem 0.2586, dir -0.5453, norm 0.4342, swav 0.0000 LR: 7.486e-02 Score 91.013 Data time: 0.2209, Forward time: 2.2790, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.3687 [2020-11-08 17:49:46,671][root][INFO] - ===> Epoch[106](2752/26): Loss 0.2531, Sem 0.3416, dir -0.5405, norm 0.4519, swav 0.0000 LR: 7.485e-02 Score 89.796 Data time: 0.3034, Forward time: 2.2793, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 5.9201 [2020-11-08 17:49:52,773][root][INFO] - ===> Epoch[106](2753/26): Loss 0.2881, Sem 0.3712, dir -0.5528, norm 0.4697, swav 0.0000 LR: 7.484e-02 Score 89.072 Data time: 0.2552, Forward time: 2.2795, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 5.9816 [2020-11-08 17:49:58,842][root][INFO] - ===> Epoch[106](2754/26): Loss 0.2783, Sem 0.4173, dir -0.5623, norm 0.4233, swav 0.0000 LR: 7.483e-02 Score 85.853 Data time: 0.1843, Forward time: 2.2795, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 5.9598 [2020-11-08 17:50:04,035][root][INFO] - ===> Epoch[106](2755/26): Loss 0.2001, Sem 0.3668, dir -0.5803, norm 0.4136, swav 0.0000 LR: 7.483e-02 Score 87.447 Data time: 0.1755, Forward time: 2.2793, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 5.0633 [2020-11-08 17:50:09,469][root][INFO] - ===> Epoch[106](2756/26): Loss 0.1671, Sem 0.3441, dir -0.6097, norm 0.4327, swav 0.0000 LR: 7.482e-02 Score 89.241 Data time: 0.2075, Forward time: 2.2793, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 5.3417 [2020-11-08 17:50:14,820][root][INFO] - ===> Epoch[107](2757/26): Loss 0.2644, Sem 0.3580, dir -0.5423, norm 0.4487, swav 0.0000 LR: 7.481e-02 Score 89.036 Data time: 0.2594, Forward time: 2.2794, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.2307 [2020-11-08 17:50:19,492][root][INFO] - ===> Epoch[107](2758/26): Loss 0.2342, Sem 0.3143, dir -0.5719, norm 0.4917, swav 0.0000 LR: 7.480e-02 Score 89.627 Data time: 0.2008, Forward time: 2.2793, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 4.5522 [2020-11-08 17:50:24,603][root][INFO] - ===> Epoch[107](2759/26): Loss 0.3161, Sem 0.4426, dir -0.5614, norm 0.4349, swav 0.0000 LR: 7.479e-02 Score 86.631 Data time: 0.1967, Forward time: 2.2792, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 5.0086 [2020-11-08 17:50:31,759][root][INFO] - ===> Epoch[107](2760/26): Loss 0.3073, Sem 0.3830, dir -0.5374, norm 0.4617, swav 0.0000 LR: 7.478e-02 Score 88.178 Data time: 0.2032, Forward time: 2.2791, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 7.0547 [2020-11-08 17:50:37,504][root][INFO] - ===> Epoch[107](2761/26): Loss 0.1813, Sem 0.3296, dir -0.5906, norm 0.4423, swav 0.0000 LR: 7.477e-02 Score 89.525 Data time: 0.2263, Forward time: 2.2792, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 5.6146 [2020-11-08 17:50:43,224][root][INFO] - ===> Epoch[107](2762/26): Loss 0.3031, Sem 0.3947, dir -0.5122, norm 0.4206, swav 0.0000 LR: 7.476e-02 Score 88.062 Data time: 0.2771, Forward time: 2.2794, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 5.5984 [2020-11-08 17:50:49,696][root][INFO] - ===> Epoch[107](2763/26): Loss 0.3327, Sem 0.3787, dir -0.5356, norm 0.4896, swav 0.0000 LR: 7.475e-02 Score 87.385 Data time: 0.2251, Forward time: 2.2794, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 6.3562 [2020-11-08 17:50:56,401][root][INFO] - ===> Epoch[107](2764/26): Loss 0.2873, Sem 0.3668, dir -0.5233, norm 0.4437, swav 0.0000 LR: 7.474e-02 Score 88.877 Data time: 0.3629, Forward time: 2.2798, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 6.5972 [2020-11-08 17:51:01,799][root][INFO] - ===> Epoch[107](2765/26): Loss 0.1551, Sem 0.3296, dir -0.5780, norm 0.4035, swav 0.0000 LR: 7.473e-02 Score 90.183 Data time: 0.1793, Forward time: 2.2797, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.2630 [2020-11-08 17:51:08,551][root][INFO] - ===> Epoch[107](2766/26): Loss 0.3962, Sem 0.4156, dir -0.5158, norm 0.4963, swav 0.0000 LR: 7.472e-02 Score 87.239 Data time: 0.1642, Forward time: 2.2795, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 6.6612 [2020-11-08 17:51:13,614][root][INFO] - ===> Epoch[107](2767/26): Loss 0.2968, Sem 0.4086, dir -0.5550, norm 0.4432, swav 0.0000 LR: 7.471e-02 Score 86.873 Data time: 0.1929, Forward time: 2.2794, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 5.0124 [2020-11-08 17:51:20,885][root][INFO] - ===> Epoch[107](2768/26): Loss 0.2610, Sem 0.3548, dir -0.5720, norm 0.4782, swav 0.0000 LR: 7.470e-02 Score 89.441 Data time: 0.1794, Forward time: 2.2793, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 7.1719 [2020-11-08 17:51:25,666][root][INFO] - ===> Epoch[107](2769/26): Loss 0.1834, Sem 0.3237, dir -0.5708, norm 0.4306, swav 0.0000 LR: 7.470e-02 Score 90.304 Data time: 0.1779, Forward time: 2.2791, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 4.6726 [2020-11-08 17:51:30,971][root][INFO] - ===> Epoch[107](2770/26): Loss 0.3612, Sem 0.4291, dir -0.5301, norm 0.4622, swav 0.0000 LR: 7.469e-02 Score 86.703 Data time: 0.2397, Forward time: 2.2793, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.2291 [2020-11-08 17:51:37,512][root][INFO] - ===> Epoch[107](2771/26): Loss 0.3292, Sem 0.3897, dir -0.5337, norm 0.4731, swav 0.0000 LR: 7.468e-02 Score 88.155 Data time: 0.2241, Forward time: 2.2793, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 6.3950 [2020-11-08 17:51:43,007][root][INFO] - ===> Epoch[107](2772/26): Loss 0.1977, Sem 0.3636, dir -0.5862, norm 0.4203, swav 0.0000 LR: 7.467e-02 Score 88.082 Data time: 0.1818, Forward time: 2.2792, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.3795 [2020-11-08 17:51:49,491][root][INFO] - ===> Epoch[107](2773/26): Loss 0.3057, Sem 0.4083, dir -0.5553, norm 0.4528, swav 0.0000 LR: 7.466e-02 Score 87.026 Data time: 0.1530, Forward time: 2.2789, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 6.3917 [2020-11-08 17:51:55,444][root][INFO] - ===> Epoch[107](2774/26): Loss 0.2696, Sem 0.3651, dir -0.5417, norm 0.4461, swav 0.0000 LR: 7.465e-02 Score 87.965 Data time: 0.1894, Forward time: 2.2788, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.8570 [2020-11-08 17:52:00,540][root][INFO] - ===> Epoch[107](2775/26): Loss 0.3425, Sem 0.4460, dir -0.5732, norm 0.4697, swav 0.0000 LR: 7.464e-02 Score 86.581 Data time: 0.2371, Forward time: 2.2789, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 4.9928 [2020-11-08 17:52:05,655][root][INFO] - ===> Epoch[107](2776/26): Loss 0.4296, Sem 0.4484, dir -0.5256, norm 0.5068, swav 0.0000 LR: 7.463e-02 Score 86.660 Data time: 0.1341, Forward time: 2.2786, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 5.0123 [2020-11-08 17:52:11,574][root][INFO] - ===> Epoch[107](2777/26): Loss 0.2469, Sem 0.3247, dir -0.5602, norm 0.4824, swav 0.0000 LR: 7.462e-02 Score 90.202 Data time: 0.1836, Forward time: 2.2784, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.8180 [2020-11-08 17:52:17,229][root][INFO] - ===> Epoch[107](2778/26): Loss 0.2687, Sem 0.3324, dir -0.5509, norm 0.4872, swav 0.0000 LR: 7.461e-02 Score 90.345 Data time: 0.2127, Forward time: 2.2784, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.5321 [2020-11-08 17:52:22,194][root][INFO] - ===> Epoch[107](2779/26): Loss 0.2487, Sem 0.3785, dir -0.5641, norm 0.4343, swav 0.0000 LR: 7.460e-02 Score 87.945 Data time: 0.1808, Forward time: 2.2783, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 4.8237 [2020-11-08 17:52:27,156][root][INFO] - ===> Epoch[107](2780/26): Loss 0.2207, Sem 0.3423, dir -0.5469, norm 0.4253, swav 0.0000 LR: 7.459e-02 Score 88.854 Data time: 0.1731, Forward time: 2.2781, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 4.8403 [2020-11-08 17:52:32,670][root][INFO] - ===> Epoch[107](2781/26): Loss 0.3084, Sem 0.3568, dir -0.5030, norm 0.4546, swav 0.0000 LR: 7.458e-02 Score 88.285 Data time: 0.1951, Forward time: 2.2780, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 5.4157 [2020-11-08 17:52:38,885][root][INFO] - ===> Epoch[107](2782/26): Loss 0.4190, Sem 0.4717, dir -0.5430, norm 0.4903, swav 0.0000 LR: 7.457e-02 Score 85.871 Data time: 0.2090, Forward time: 2.2780, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 6.0863 [2020-11-08 17:52:45,971][root][INFO] - ===> Epoch[108](2783/26): Loss 0.3761, Sem 0.4480, dir -0.5642, norm 0.4923, swav 0.0000 LR: 7.457e-02 Score 85.671 Data time: 0.3681, Forward time: 2.2784, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 6.9732 [2020-11-08 17:52:52,638][root][INFO] - ===> Epoch[108](2784/26): Loss 0.3442, Sem 0.4053, dir -0.5622, norm 0.5011, swav 0.0000 LR: 7.456e-02 Score 86.760 Data time: 0.2068, Forward time: 2.2784, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 6.5013 [2020-11-08 17:52:58,673][root][INFO] - ===> Epoch[108](2785/26): Loss 0.1733, Sem 0.2940, dir -0.5175, norm 0.3968, swav 0.0000 LR: 7.455e-02 Score 90.761 Data time: 0.2273, Forward time: 2.2785, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.8928 [2020-11-08 17:53:05,363][root][INFO] - ===> Epoch[108](2786/26): Loss 0.2915, Sem 0.3601, dir -0.5405, norm 0.4720, swav 0.0000 LR: 7.454e-02 Score 89.570 Data time: 0.1793, Forward time: 2.2784, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 6.5666 [2020-11-08 17:53:11,245][root][INFO] - ===> Epoch[108](2787/26): Loss 0.1578, Sem 0.3106, dir -0.6154, norm 0.4626, swav 0.0000 LR: 7.453e-02 Score 90.345 Data time: 0.1116, Forward time: 2.2780, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.7665 [2020-11-08 17:53:16,447][root][INFO] - ===> Epoch[108](2788/26): Loss 0.2694, Sem 0.3402, dir -0.5324, norm 0.4615, swav 0.0000 LR: 7.452e-02 Score 90.086 Data time: 0.1929, Forward time: 2.2779, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.1371 [2020-11-08 17:53:21,986][root][INFO] - ===> Epoch[108](2789/26): Loss 0.2773, Sem 0.3795, dir -0.6001, norm 0.4978, swav 0.0000 LR: 7.451e-02 Score 88.741 Data time: 0.1665, Forward time: 2.2777, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 5.4512 [2020-11-08 17:53:27,151][root][INFO] - ===> Epoch[108](2790/26): Loss 0.2482, Sem 0.3265, dir -0.5332, norm 0.4549, swav 0.0000 LR: 7.450e-02 Score 89.771 Data time: 0.1947, Forward time: 2.2774, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.0495 [2020-11-08 17:53:32,605][root][INFO] - ===> Epoch[108](2791/26): Loss 0.2978, Sem 0.3683, dir -0.5235, norm 0.4530, swav 0.0000 LR: 7.449e-02 Score 87.998 Data time: 0.2563, Forward time: 2.2775, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 5.3672 [2020-11-08 17:53:38,735][root][INFO] - ===> Epoch[108](2792/26): Loss 0.3228, Sem 0.3708, dir -0.5391, norm 0.4911, swav 0.0000 LR: 7.448e-02 Score 88.506 Data time: 0.1948, Forward time: 2.2775, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 6.0081 [2020-11-08 17:53:44,806][root][INFO] - ===> Epoch[108](2793/26): Loss 0.2645, Sem 0.4133, dir -0.5629, norm 0.4142, swav 0.0000 LR: 7.447e-02 Score 86.636 Data time: 0.1721, Forward time: 2.2773, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 5.9504 [2020-11-08 17:53:51,533][root][INFO] - ===> Epoch[108](2794/26): Loss 0.1700, Sem 0.3478, dir -0.5791, norm 0.4012, swav 0.0000 LR: 7.446e-02 Score 88.989 Data time: 0.3655, Forward time: 2.2777, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 6.6570 [2020-11-08 17:53:56,667][root][INFO] - ===> Epoch[108](2795/26): Loss 0.2817, Sem 0.3772, dir -0.5819, norm 0.4864, swav 0.0000 LR: 7.445e-02 Score 88.578 Data time: 0.2592, Forward time: 2.2778, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 5.0076 [2020-11-08 17:54:02,079][root][INFO] - ===> Epoch[108](2796/26): Loss 0.2768, Sem 0.3797, dir -0.5690, norm 0.4662, swav 0.0000 LR: 7.444e-02 Score 88.247 Data time: 0.2481, Forward time: 2.2779, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.2946 [2020-11-08 17:54:08,583][root][INFO] - ===> Epoch[108](2797/26): Loss 0.3139, Sem 0.3779, dir -0.5666, norm 0.5025, swav 0.0000 LR: 7.444e-02 Score 87.465 Data time: 0.2877, Forward time: 2.2782, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 6.3796 [2020-11-08 17:54:14,212][root][INFO] - ===> Epoch[108](2798/26): Loss 0.3683, Sem 0.4213, dir -0.5733, norm 0.5203, swav 0.0000 LR: 7.443e-02 Score 86.946 Data time: 0.2542, Forward time: 2.2784, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 5.4831 [2020-11-08 17:54:20,868][root][INFO] - ===> Epoch[108](2799/26): Loss 0.2202, Sem 0.3361, dir -0.5628, norm 0.4469, swav 0.0000 LR: 7.442e-02 Score 89.563 Data time: 0.2012, Forward time: 2.2783, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 6.5441 [2020-11-08 17:54:28,230][root][INFO] - ===> Epoch[108](2800/26): Loss 0.3524, Sem 0.3706, dir -0.4821, norm 0.4639, swav 0.0000 LR: 7.441e-02 Score 87.932 Data time: 0.1777, Forward time: 2.2781, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 7.2524 [2020-11-08 17:54:34,556][root][INFO] - ===> Epoch[108](2801/26): Loss 0.3257, Sem 0.4369, dir -0.5405, norm 0.4294, swav 0.0000 LR: 7.440e-02 Score 86.661 Data time: 0.2194, Forward time: 2.2782, Backward time: 3.0783, DDP time: 0.0043, Total iter time: 6.2322 [2020-11-08 17:54:41,071][root][INFO] - ===> Epoch[108](2802/26): Loss 0.2287, Sem 0.3424, dir -0.5584, norm 0.4446, swav 0.0000 LR: 7.439e-02 Score 89.377 Data time: 0.2659, Forward time: 2.2784, Backward time: 3.0784, DDP time: 0.0043, Total iter time: 6.4002 [2020-11-08 17:54:46,415][root][INFO] - ===> Epoch[108](2803/26): Loss 0.1359, Sem 0.3112, dir -0.5698, norm 0.3945, swav 0.0000 LR: 7.438e-02 Score 90.468 Data time: 0.1740, Forward time: 2.2783, Backward time: 3.0784, DDP time: 0.0043, Total iter time: 5.2004 [2020-11-08 17:54:50,778][root][INFO] - ===> Epoch[108](2804/26): Loss 0.2060, Sem 0.3197, dir -0.5590, norm 0.4452, swav 0.0000 LR: 7.437e-02 Score 89.521 Data time: 0.1941, Forward time: 2.2782, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 4.2498 [2020-11-08 17:54:56,233][root][INFO] - ===> Epoch[108](2805/26): Loss 0.2008, Sem 0.3230, dir -0.5648, norm 0.4425, swav 0.0000 LR: 7.436e-02 Score 90.019 Data time: 0.1991, Forward time: 2.2781, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.3564 [2020-11-08 17:55:02,490][root][INFO] - ===> Epoch[108](2806/26): Loss 0.2572, Sem 0.3736, dir -0.5925, norm 0.4761, swav 0.0000 LR: 7.435e-02 Score 88.459 Data time: 0.1731, Forward time: 2.2779, Backward time: 3.0783, DDP time: 0.0043, Total iter time: 6.1212 [2020-11-08 17:55:08,299][root][INFO] - ===> Epoch[108](2807/26): Loss 0.2093, Sem 0.3293, dir -0.5715, norm 0.4514, swav 0.0000 LR: 7.434e-02 Score 89.197 Data time: 0.1955, Forward time: 2.2778, Backward time: 3.0784, DDP time: 0.0043, Total iter time: 5.7166 [2020-11-08 17:55:13,668][root][INFO] - ===> Epoch[108](2808/26): Loss 0.2803, Sem 0.4224, dir -0.5528, norm 0.4107, swav 0.0000 LR: 7.433e-02 Score 85.892 Data time: 0.1527, Forward time: 2.2776, Backward time: 3.0785, DDP time: 0.0043, Total iter time: 5.2522 [2020-11-08 17:55:19,604][root][INFO] - ===> Epoch[109](2809/26): Loss 0.3623, Sem 0.4505, dir -0.5315, norm 0.4433, swav 0.0000 LR: 7.432e-02 Score 85.153 Data time: 0.2394, Forward time: 2.2776, Backward time: 3.0786, DDP time: 0.0043, Total iter time: 5.8397 [2020-11-08 17:55:24,614][root][INFO] - ===> Epoch[109](2810/26): Loss 0.2498, Sem 0.3188, dir -0.5365, norm 0.4675, swav 0.0000 LR: 7.431e-02 Score 89.769 Data time: 0.1843, Forward time: 2.2776, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 4.8822 [2020-11-08 17:55:31,086][root][INFO] - ===> Epoch[109](2811/26): Loss 0.2320, Sem 0.3692, dir -0.5515, norm 0.4143, swav 0.0000 LR: 7.430e-02 Score 88.764 Data time: 0.1492, Forward time: 2.2773, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 6.3509 [2020-11-08 17:55:36,925][root][INFO] - ===> Epoch[109](2812/26): Loss 0.2009, Sem 0.3385, dir -0.5853, norm 0.4477, swav 0.0000 LR: 7.430e-02 Score 89.163 Data time: 0.2019, Forward time: 2.2773, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.7139 [2020-11-08 17:55:42,791][root][INFO] - ===> Epoch[109](2813/26): Loss 0.2600, Sem 0.3959, dir -0.5687, norm 0.4328, swav 0.0000 LR: 7.429e-02 Score 88.114 Data time: 0.1557, Forward time: 2.2772, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.7455 [2020-11-08 17:55:47,699][root][INFO] - ===> Epoch[109](2814/26): Loss 0.2193, Sem 0.3499, dir -0.5690, norm 0.4385, swav 0.0000 LR: 7.428e-02 Score 88.521 Data time: 0.1426, Forward time: 2.2769, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 4.7960 [2020-11-08 17:55:53,317][root][INFO] - ===> Epoch[109](2815/26): Loss 0.2297, Sem 0.3488, dir -0.5483, norm 0.4292, swav 0.0000 LR: 7.427e-02 Score 89.454 Data time: 0.2572, Forward time: 2.2771, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.5487 [2020-11-08 17:55:58,656][root][INFO] - ===> Epoch[109](2816/26): Loss 0.2904, Sem 0.4239, dir -0.6018, norm 0.4683, swav 0.0000 LR: 7.426e-02 Score 86.835 Data time: 0.1775, Forward time: 2.2769, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.2178 [2020-11-08 17:56:04,127][root][INFO] - ===> Epoch[109](2817/26): Loss 0.2137, Sem 0.3038, dir -0.5672, norm 0.4771, swav 0.0000 LR: 7.425e-02 Score 89.569 Data time: 0.1886, Forward time: 2.2768, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.3789 [2020-11-08 17:56:09,677][root][INFO] - ===> Epoch[109](2818/26): Loss 0.3906, Sem 0.4151, dir -0.5573, norm 0.5328, swav 0.0000 LR: 7.424e-02 Score 88.303 Data time: 0.2098, Forward time: 2.2769, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.4174 [2020-11-08 17:56:14,312][root][INFO] - ===> Epoch[109](2819/26): Loss 0.1935, Sem 0.3591, dir -0.6035, norm 0.4378, swav 0.0000 LR: 7.423e-02 Score 88.256 Data time: 0.1530, Forward time: 2.2766, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 4.4903 [2020-11-08 17:56:19,349][root][INFO] - ===> Epoch[109](2820/26): Loss 0.2406, Sem 0.3388, dir -0.5806, norm 0.4825, swav 0.0000 LR: 7.422e-02 Score 89.533 Data time: 0.2129, Forward time: 2.2765, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 4.9316 [2020-11-08 17:56:24,747][root][INFO] - ===> Epoch[109](2821/26): Loss 0.2006, Sem 0.3291, dir -0.5474, norm 0.4188, swav 0.0000 LR: 7.421e-02 Score 90.696 Data time: 0.1828, Forward time: 2.2764, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.2869 [2020-11-08 17:56:30,701][root][INFO] - ===> Epoch[109](2822/26): Loss 0.2392, Sem 0.3654, dir -0.5565, norm 0.4303, swav 0.0000 LR: 7.420e-02 Score 88.563 Data time: 0.1892, Forward time: 2.2763, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.8366 [2020-11-08 17:56:35,467][root][INFO] - ===> Epoch[109](2823/26): Loss 0.2350, Sem 0.3445, dir -0.5571, norm 0.4475, swav 0.0000 LR: 7.419e-02 Score 89.294 Data time: 0.2090, Forward time: 2.2763, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 4.6318 [2020-11-08 17:56:41,683][root][INFO] - ===> Epoch[109](2824/26): Loss 0.3376, Sem 0.3826, dir -0.4662, norm 0.4212, swav 0.0000 LR: 7.418e-02 Score 87.846 Data time: 0.2096, Forward time: 2.2763, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 6.0972 [2020-11-08 17:56:47,001][root][INFO] - ===> Epoch[109](2825/26): Loss 0.2648, Sem 0.3685, dir -0.5682, norm 0.4645, swav 0.0000 LR: 7.417e-02 Score 87.327 Data time: 0.2015, Forward time: 2.2763, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.2072 [2020-11-08 17:56:52,634][root][INFO] - ===> Epoch[109](2826/26): Loss 0.2431, Sem 0.3535, dir -0.5485, norm 0.4382, swav 0.0000 LR: 7.417e-02 Score 88.406 Data time: 0.1720, Forward time: 2.2761, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.5112 [2020-11-08 17:56:57,364][root][INFO] - ===> Epoch[109](2827/26): Loss 0.3247, Sem 0.3949, dir -0.5376, norm 0.4674, swav 0.0000 LR: 7.416e-02 Score 88.841 Data time: 0.1659, Forward time: 2.2760, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 4.6403 [2020-11-08 17:57:03,362][root][INFO] - ===> Epoch[109](2828/26): Loss 0.2895, Sem 0.3564, dir -0.5066, norm 0.4398, swav 0.0000 LR: 7.415e-02 Score 88.912 Data time: 0.1979, Forward time: 2.2759, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.8964 [2020-11-08 17:57:10,136][root][INFO] - ===> Epoch[109](2829/26): Loss 0.2472, Sem 0.3436, dir -0.5708, norm 0.4744, swav 0.0000 LR: 7.414e-02 Score 89.463 Data time: 0.1878, Forward time: 2.2758, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 6.6395 [2020-11-08 17:57:16,362][root][INFO] - ===> Epoch[109](2830/26): Loss 0.2283, Sem 0.3538, dir -0.5665, norm 0.4410, swav 0.0000 LR: 7.413e-02 Score 87.144 Data time: 0.1959, Forward time: 2.2757, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 6.1217 [2020-11-08 17:57:21,857][root][INFO] - ===> Epoch[109](2831/26): Loss 0.2926, Sem 0.4246, dir -0.5715, norm 0.4394, swav 0.0000 LR: 7.412e-02 Score 86.960 Data time: 0.2292, Forward time: 2.2757, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.3897 [2020-11-08 17:57:27,298][root][INFO] - ===> Epoch[109](2832/26): Loss 0.3033, Sem 0.4160, dir -0.5679, norm 0.4552, swav 0.0000 LR: 7.411e-02 Score 86.384 Data time: 0.2433, Forward time: 2.2759, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.3268 [2020-11-08 17:57:32,868][root][INFO] - ===> Epoch[109](2833/26): Loss 0.3205, Sem 0.4493, dir -0.5942, norm 0.4654, swav 0.0000 LR: 7.410e-02 Score 85.713 Data time: 0.1570, Forward time: 2.2758, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.4341 [2020-11-08 17:57:37,383][root][INFO] - ===> Epoch[109](2834/26): Loss 0.2238, Sem 0.3728, dir -0.5942, norm 0.4452, swav 0.0000 LR: 7.409e-02 Score 88.630 Data time: 0.1915, Forward time: 2.2756, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 4.4154 [2020-11-08 17:57:44,468][root][INFO] - ===> Epoch[110](2835/26): Loss 0.2136, Sem 0.3222, dir -0.5398, norm 0.4312, swav 0.0000 LR: 7.408e-02 Score 90.097 Data time: 0.1897, Forward time: 2.2755, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 6.9825 [2020-11-08 17:57:50,774][root][INFO] - ===> Epoch[110](2836/26): Loss 0.2069, Sem 0.3351, dir -0.5644, norm 0.4362, swav 0.0000 LR: 7.407e-02 Score 89.450 Data time: 0.1974, Forward time: 2.2754, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 6.1846 [2020-11-08 17:57:55,656][root][INFO] - ===> Epoch[110](2837/26): Loss 0.2130, Sem 0.3986, dir -0.6046, norm 0.4190, swav 0.0000 LR: 7.406e-02 Score 87.682 Data time: 0.1475, Forward time: 2.2752, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 4.7633 [2020-11-08 17:58:00,896][root][INFO] - ===> Epoch[110](2838/26): Loss 0.3434, Sem 0.4238, dir -0.5590, norm 0.4786, swav 0.0000 LR: 7.405e-02 Score 86.321 Data time: 0.2320, Forward time: 2.2752, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.1479 [2020-11-08 17:58:07,046][root][INFO] - ===> Epoch[110](2839/26): Loss 0.3659, Sem 0.4304, dir -0.5651, norm 0.5006, swav 0.0000 LR: 7.404e-02 Score 86.683 Data time: 0.2479, Forward time: 2.2753, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 6.0308 [2020-11-08 17:58:13,124][root][INFO] - ===> Epoch[110](2840/26): Loss 0.2918, Sem 0.3482, dir -0.5599, norm 0.5035, swav 0.0000 LR: 7.404e-02 Score 88.914 Data time: 0.2539, Forward time: 2.2755, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.9525 [2020-11-08 17:58:19,343][root][INFO] - ===> Epoch[110](2841/26): Loss 0.3353, Sem 0.3790, dir -0.5313, norm 0.4876, swav 0.0000 LR: 7.403e-02 Score 87.844 Data time: 0.1847, Forward time: 2.2754, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 6.0695 [2020-11-08 17:58:25,652][root][INFO] - ===> Epoch[110](2842/26): Loss 0.2323, Sem 0.3435, dir -0.5917, norm 0.4805, swav 0.0000 LR: 7.402e-02 Score 88.985 Data time: 0.2708, Forward time: 2.2756, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 6.1894 [2020-11-08 17:58:30,844][root][INFO] - ===> Epoch[110](2843/26): Loss 0.2823, Sem 0.3454, dir -0.5329, norm 0.4697, swav 0.0000 LR: 7.401e-02 Score 88.924 Data time: 0.1740, Forward time: 2.2755, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.0542 [2020-11-08 17:58:36,119][root][INFO] - ===> Epoch[110](2844/26): Loss 0.2905, Sem 0.3712, dir -0.5535, norm 0.4728, swav 0.0000 LR: 7.400e-02 Score 88.325 Data time: 0.2143, Forward time: 2.2755, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.1880 [2020-11-08 17:58:41,678][root][INFO] - ===> Epoch[110](2845/26): Loss 0.2384, Sem 0.3518, dir -0.5323, norm 0.4189, swav 0.0000 LR: 7.399e-02 Score 88.425 Data time: 0.1976, Forward time: 2.2754, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.4397 [2020-11-08 17:58:48,875][root][INFO] - ===> Epoch[110](2846/26): Loss 0.2510, Sem 0.3416, dir -0.5565, norm 0.4659, swav 0.0000 LR: 7.398e-02 Score 89.475 Data time: 0.2328, Forward time: 2.2755, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 7.1066 [2020-11-08 17:58:54,049][root][INFO] - ===> Epoch[110](2847/26): Loss 0.1749, Sem 0.3034, dir -0.5832, norm 0.4547, swav 0.0000 LR: 7.397e-02 Score 90.106 Data time: 0.2308, Forward time: 2.2756, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.0483 [2020-11-08 17:59:00,002][root][INFO] - ===> Epoch[110](2848/26): Loss 0.1762, Sem 0.3078, dir -0.5559, norm 0.4242, swav 0.0000 LR: 7.396e-02 Score 90.213 Data time: 0.2096, Forward time: 2.2756, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.8263 [2020-11-08 17:59:04,776][root][INFO] - ===> Epoch[110](2849/26): Loss 0.1596, Sem 0.2929, dir -0.5781, norm 0.4447, swav 0.0000 LR: 7.395e-02 Score 91.071 Data time: 0.1933, Forward time: 2.2755, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 4.6630 [2020-11-08 17:59:10,276][root][INFO] - ===> Epoch[110](2850/26): Loss 0.2420, Sem 0.3832, dir -0.5839, norm 0.4427, swav 0.0000 LR: 7.394e-02 Score 87.617 Data time: 0.2265, Forward time: 2.2755, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.3966 [2020-11-08 17:59:15,688][root][INFO] - ===> Epoch[110](2851/26): Loss 0.2669, Sem 0.3501, dir -0.5336, norm 0.4503, swav 0.0000 LR: 7.393e-02 Score 88.676 Data time: 0.2062, Forward time: 2.2756, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.2812 [2020-11-08 17:59:20,813][root][INFO] - ===> Epoch[110](2852/26): Loss 0.2709, Sem 0.4027, dir -0.5689, norm 0.4371, swav 0.0000 LR: 7.392e-02 Score 86.186 Data time: 0.2088, Forward time: 2.2756, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 4.9970 [2020-11-08 17:59:26,443][root][INFO] - ===> Epoch[110](2853/26): Loss 0.2337, Sem 0.3433, dir -0.5416, norm 0.4320, swav 0.0000 LR: 7.391e-02 Score 88.377 Data time: 0.1997, Forward time: 2.2755, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.5194 [2020-11-08 17:59:30,861][root][INFO] - ===> Epoch[110](2854/26): Loss 0.2598, Sem 0.3476, dir -0.5316, norm 0.4438, swav 0.0000 LR: 7.390e-02 Score 88.593 Data time: 0.2099, Forward time: 2.2754, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 4.3152 [2020-11-08 17:59:36,389][root][INFO] - ===> Epoch[110](2855/26): Loss 0.2470, Sem 0.3222, dir -0.5244, norm 0.4492, swav 0.0000 LR: 7.390e-02 Score 89.643 Data time: 0.2454, Forward time: 2.2755, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.4223 [2020-11-08 17:59:42,289][root][INFO] - ===> Epoch[110](2856/26): Loss 0.3693, Sem 0.4170, dir -0.5451, norm 0.4975, swav 0.0000 LR: 7.389e-02 Score 86.176 Data time: 0.2869, Forward time: 2.2758, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 5.7624 [2020-11-08 17:59:47,357][root][INFO] - ===> Epoch[110](2857/26): Loss 0.3024, Sem 0.4011, dir -0.6041, norm 0.5054, swav 0.0000 LR: 7.388e-02 Score 87.149 Data time: 0.2231, Forward time: 2.2758, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 4.9244 [2020-11-08 17:59:52,375][root][INFO] - ===> Epoch[110](2858/26): Loss 0.1884, Sem 0.3713, dir -0.6064, norm 0.4234, swav 0.0000 LR: 7.387e-02 Score 88.372 Data time: 0.2091, Forward time: 2.2758, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 4.8868 [2020-11-08 17:59:57,370][root][INFO] - ===> Epoch[110](2859/26): Loss 0.1874, Sem 0.3091, dir -0.5697, norm 0.4480, swav 0.0000 LR: 7.386e-02 Score 90.362 Data time: 0.2109, Forward time: 2.2758, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 4.8918 [2020-11-08 18:00:03,149][root][INFO] - ===> Epoch[110](2860/26): Loss 0.2730, Sem 0.3509, dir -0.5350, norm 0.4571, swav 0.0000 LR: 7.385e-02 Score 89.554 Data time: 0.2487, Forward time: 2.2760, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.6428 [2020-11-08 18:00:09,475][root][INFO] - ===> Epoch[111](2861/26): Loss 0.1496, Sem 0.3383, dir -0.6109, norm 0.4222, swav 0.0000 LR: 7.384e-02 Score 89.543 Data time: 0.1948, Forward time: 2.2759, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 6.1954 [2020-11-08 18:00:14,527][root][INFO] - ===> Epoch[111](2862/26): Loss 0.2848, Sem 0.3705, dir -0.5718, norm 0.4860, swav 0.0000 LR: 7.383e-02 Score 88.160 Data time: 0.2484, Forward time: 2.2760, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 4.9421 [2020-11-08 18:00:21,274][root][INFO] - ===> Epoch[111](2863/26): Loss 0.3294, Sem 0.3827, dir -0.5096, norm 0.4563, swav 0.0000 LR: 7.382e-02 Score 88.362 Data time: 0.2483, Forward time: 2.2762, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 6.6327 [2020-11-08 18:00:27,038][root][INFO] - ===> Epoch[111](2864/26): Loss 0.2437, Sem 0.3558, dir -0.5706, norm 0.4585, swav 0.0000 LR: 7.381e-02 Score 88.995 Data time: 0.2643, Forward time: 2.2765, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.6182 [2020-11-08 18:00:33,040][root][INFO] - ===> Epoch[111](2865/26): Loss 0.2840, Sem 0.3740, dir -0.5270, norm 0.4370, swav 0.0000 LR: 7.380e-02 Score 88.732 Data time: 0.1606, Forward time: 2.2763, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.8677 [2020-11-08 18:00:39,937][root][INFO] - ===> Epoch[111](2866/26): Loss 0.3559, Sem 0.4137, dir -0.5535, norm 0.4957, swav 0.0000 LR: 7.379e-02 Score 86.557 Data time: 0.1993, Forward time: 2.2763, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 6.7988 [2020-11-08 18:00:45,021][root][INFO] - ===> Epoch[111](2867/26): Loss 0.2514, Sem 0.3743, dir -0.5485, norm 0.4255, swav 0.0000 LR: 7.378e-02 Score 87.727 Data time: 0.2027, Forward time: 2.2762, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 4.9755 [2020-11-08 18:00:50,486][root][INFO] - ===> Epoch[111](2868/26): Loss 0.2263, Sem 0.3698, dir -0.5538, norm 0.4103, swav 0.0000 LR: 7.377e-02 Score 88.365 Data time: 0.2082, Forward time: 2.2762, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.3333 [2020-11-08 18:00:55,958][root][INFO] - ===> Epoch[111](2869/26): Loss 0.2957, Sem 0.3786, dir -0.5692, norm 0.4863, swav 0.0000 LR: 7.377e-02 Score 88.716 Data time: 0.2031, Forward time: 2.2761, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.3505 [2020-11-08 18:01:00,987][root][INFO] - ===> Epoch[111](2870/26): Loss 0.2123, Sem 0.3181, dir -0.5430, norm 0.4372, swav 0.0000 LR: 7.376e-02 Score 89.645 Data time: 0.1549, Forward time: 2.2759, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 4.9027 [2020-11-08 18:01:06,580][root][INFO] - ===> Epoch[111](2871/26): Loss 0.2325, Sem 0.3586, dir -0.5767, norm 0.4506, swav 0.0000 LR: 7.375e-02 Score 86.986 Data time: 0.2206, Forward time: 2.2759, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.5058 [2020-11-08 18:01:11,588][root][INFO] - ===> Epoch[111](2872/26): Loss 0.2928, Sem 0.3800, dir -0.5374, norm 0.4502, swav 0.0000 LR: 7.374e-02 Score 87.793 Data time: 0.2345, Forward time: 2.2760, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 4.8783 [2020-11-08 18:01:18,700][root][INFO] - ===> Epoch[111](2873/26): Loss 0.2353, Sem 0.3178, dir -0.5282, norm 0.4456, swav 0.0000 LR: 7.373e-02 Score 88.981 Data time: 0.3053, Forward time: 2.2762, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 6.9880 [2020-11-08 18:01:25,274][root][INFO] - ===> Epoch[111](2874/26): Loss 0.2652, Sem 0.3856, dir -0.5990, norm 0.4785, swav 0.0000 LR: 7.372e-02 Score 87.922 Data time: 0.2943, Forward time: 2.2765, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 6.4006 [2020-11-08 18:01:33,421][root][INFO] - ===> Epoch[111](2875/26): Loss 0.2592, Sem 0.3383, dir -0.5355, norm 0.4564, swav 0.0000 LR: 7.371e-02 Score 89.483 Data time: 0.2599, Forward time: 2.2766, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 7.9898 [2020-11-08 18:01:39,659][root][INFO] - ===> Epoch[111](2876/26): Loss 0.2572, Sem 0.3285, dir -0.5450, norm 0.4737, swav 0.0000 LR: 7.370e-02 Score 89.362 Data time: 0.1980, Forward time: 2.2766, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 6.1051 [2020-11-08 18:01:45,222][root][INFO] - ===> Epoch[111](2877/26): Loss 0.3414, Sem 0.4185, dir -0.5596, norm 0.4825, swav 0.0000 LR: 7.369e-02 Score 88.286 Data time: 0.2846, Forward time: 2.2768, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.4720 [2020-11-08 18:01:50,144][root][INFO] - ===> Epoch[111](2878/26): Loss 0.1686, Sem 0.3285, dir -0.5720, norm 0.4120, swav 0.0000 LR: 7.368e-02 Score 89.241 Data time: 0.2325, Forward time: 2.2769, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 4.7749 [2020-11-08 18:01:55,291][root][INFO] - ===> Epoch[111](2879/26): Loss 0.3550, Sem 0.3502, dir -0.5207, norm 0.5255, swav 0.0000 LR: 7.367e-02 Score 89.250 Data time: 0.2499, Forward time: 2.2770, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.0262 [2020-11-08 18:02:00,400][root][INFO] - ===> Epoch[111](2880/26): Loss 0.3272, Sem 0.3535, dir -0.5053, norm 0.4791, swav 0.0000 LR: 7.366e-02 Score 88.806 Data time: 0.1908, Forward time: 2.2769, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.0019 [2020-11-08 18:02:06,512][root][INFO] - ===> Epoch[111](2881/26): Loss 0.2742, Sem 0.3786, dir -0.5621, norm 0.4578, swav 0.0000 LR: 7.365e-02 Score 88.111 Data time: 0.1640, Forward time: 2.2767, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 6.0084 [2020-11-08 18:02:12,577][root][INFO] - ===> Epoch[111](2882/26): Loss 0.3168, Sem 0.3635, dir -0.5143, norm 0.4675, swav 0.0000 LR: 7.364e-02 Score 88.798 Data time: 0.2214, Forward time: 2.2768, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.9502 [2020-11-08 18:02:17,379][root][INFO] - ===> Epoch[111](2883/26): Loss 0.1679, Sem 0.3422, dir -0.6053, norm 0.4310, swav 0.0000 LR: 7.363e-02 Score 89.655 Data time: 0.1790, Forward time: 2.2766, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 4.6717 [2020-11-08 18:02:22,943][root][INFO] - ===> Epoch[111](2884/26): Loss 0.2229, Sem 0.3479, dir -0.5487, norm 0.4237, swav 0.0000 LR: 7.363e-02 Score 88.953 Data time: 0.2686, Forward time: 2.2768, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.4601 [2020-11-08 18:02:28,422][root][INFO] - ===> Epoch[111](2885/26): Loss 0.2355, Sem 0.3405, dir -0.5684, norm 0.4634, swav 0.0000 LR: 7.362e-02 Score 88.994 Data time: 0.2547, Forward time: 2.2770, Backward time: 3.0761, DDP time: 0.0044, Total iter time: 5.3455 [2020-11-08 18:02:35,427][root][INFO] - ===> Epoch[111](2886/26): Loss 0.2763, Sem 0.3142, dir -0.5333, norm 0.4954, swav 0.0000 LR: 7.361e-02 Score 89.212 Data time: 0.1969, Forward time: 2.2770, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 6.8767 [2020-11-08 18:02:41,403][root][INFO] - ===> Epoch[112](2887/26): Loss 0.2430, Sem 0.3349, dir -0.5606, norm 0.4688, swav 0.0000 LR: 7.360e-02 Score 89.634 Data time: 0.1667, Forward time: 2.2768, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.8473 [2020-11-08 18:02:46,023][root][INFO] - ===> Epoch[112](2888/26): Loss 0.2895, Sem 0.3914, dir -0.5983, norm 0.4965, swav 0.0000 LR: 7.359e-02 Score 87.921 Data time: 0.1845, Forward time: 2.2767, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 4.5221 [2020-11-08 18:02:52,228][root][INFO] - ===> Epoch[112](2889/26): Loss 0.3182, Sem 0.3913, dir -0.5437, norm 0.4706, swav 0.0000 LR: 7.358e-02 Score 86.919 Data time: 0.2144, Forward time: 2.2766, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 6.0970 [2020-11-08 18:02:58,291][root][INFO] - ===> Epoch[112](2890/26): Loss 0.3124, Sem 0.3836, dir -0.5587, norm 0.4875, swav 0.0000 LR: 7.357e-02 Score 86.524 Data time: 0.2785, Forward time: 2.2769, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.9497 [2020-11-08 18:03:04,276][root][INFO] - ===> Epoch[112](2891/26): Loss 0.2724, Sem 0.3957, dir -0.5824, norm 0.4591, swav 0.0000 LR: 7.356e-02 Score 87.259 Data time: 0.2086, Forward time: 2.2770, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.8438 [2020-11-08 18:03:09,352][root][INFO] - ===> Epoch[112](2892/26): Loss 0.2690, Sem 0.3761, dir -0.5486, norm 0.4415, swav 0.0000 LR: 7.355e-02 Score 87.936 Data time: 0.1808, Forward time: 2.2768, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 4.9567 [2020-11-08 18:03:16,105][root][INFO] - ===> Epoch[112](2893/26): Loss 0.2244, Sem 0.3594, dir -0.5699, norm 0.4350, swav 0.0000 LR: 7.354e-02 Score 88.736 Data time: 0.1940, Forward time: 2.2766, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 6.6412 [2020-11-08 18:03:20,861][root][INFO] - ===> Epoch[112](2894/26): Loss 0.2417, Sem 0.3369, dir -0.5646, norm 0.4694, swav 0.0000 LR: 7.353e-02 Score 90.258 Data time: 0.1878, Forward time: 2.2764, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 4.6570 [2020-11-08 18:03:25,990][root][INFO] - ===> Epoch[112](2895/26): Loss 0.2092, Sem 0.3578, dir -0.6051, norm 0.4565, swav 0.0000 LR: 7.352e-02 Score 89.196 Data time: 0.1734, Forward time: 2.2763, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.0108 [2020-11-08 18:03:31,577][root][INFO] - ===> Epoch[112](2896/26): Loss 0.1963, Sem 0.2987, dir -0.5077, norm 0.4053, swav 0.0000 LR: 7.351e-02 Score 90.198 Data time: 0.2090, Forward time: 2.2762, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.4496 [2020-11-08 18:03:37,725][root][INFO] - ===> Epoch[112](2897/26): Loss 0.1564, Sem 0.2989, dir -0.5662, norm 0.4236, swav 0.0000 LR: 7.350e-02 Score 89.944 Data time: 0.2762, Forward time: 2.2764, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 6.0316 [2020-11-08 18:03:43,272][root][INFO] - ===> Epoch[112](2898/26): Loss 0.1475, Sem 0.3040, dir -0.5702, norm 0.4137, swav 0.0000 LR: 7.350e-02 Score 90.541 Data time: 0.2382, Forward time: 2.2765, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.4199 [2020-11-08 18:03:48,880][root][INFO] - ===> Epoch[112](2899/26): Loss 0.2355, Sem 0.3432, dir -0.5668, norm 0.4591, swav 0.0000 LR: 7.349e-02 Score 88.672 Data time: 0.2096, Forward time: 2.2765, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.5096 [2020-11-08 18:03:55,491][root][INFO] - ===> Epoch[112](2900/26): Loss 0.2209, Sem 0.3472, dir -0.5474, norm 0.4211, swav 0.0000 LR: 7.348e-02 Score 88.306 Data time: 0.3640, Forward time: 2.2768, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 6.4879 [2020-11-08 18:04:01,232][root][INFO] - ===> Epoch[112](2901/26): Loss 0.2907, Sem 0.4147, dir -0.5729, norm 0.4489, swav 0.0000 LR: 7.347e-02 Score 87.040 Data time: 0.1549, Forward time: 2.2767, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.5875 [2020-11-08 18:04:07,329][root][INFO] - ===> Epoch[112](2902/26): Loss 0.2128, Sem 0.3191, dir -0.5642, norm 0.4579, swav 0.0000 LR: 7.346e-02 Score 90.009 Data time: 0.1762, Forward time: 2.2765, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.9898 [2020-11-08 18:04:13,242][root][INFO] - ===> Epoch[112](2903/26): Loss 0.1576, Sem 0.3152, dir -0.5826, norm 0.4249, swav 0.0000 LR: 7.345e-02 Score 89.566 Data time: 0.1688, Forward time: 2.2763, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.8321 [2020-11-08 18:04:19,081][root][INFO] - ===> Epoch[112](2904/26): Loss 0.2858, Sem 0.3868, dir -0.5755, norm 0.4745, swav 0.0000 LR: 7.344e-02 Score 88.201 Data time: 0.2004, Forward time: 2.2763, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 5.7459 [2020-11-08 18:04:25,702][root][INFO] - ===> Epoch[112](2905/26): Loss 0.2669, Sem 0.3837, dir -0.5375, norm 0.4207, swav 0.0000 LR: 7.343e-02 Score 88.294 Data time: 0.2161, Forward time: 2.2762, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 6.4825 [2020-11-08 18:04:33,472][root][INFO] - ===> Epoch[112](2906/26): Loss 0.2090, Sem 0.3443, dir -0.5852, norm 0.4498, swav 0.0000 LR: 7.342e-02 Score 88.984 Data time: 0.2076, Forward time: 2.2761, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 7.6548 [2020-11-08 18:04:39,083][root][INFO] - ===> Epoch[112](2907/26): Loss 0.2572, Sem 0.3491, dir -0.5552, norm 0.4633, swav 0.0000 LR: 7.341e-02 Score 88.283 Data time: 0.2228, Forward time: 2.2762, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 5.4716 [2020-11-08 18:04:44,121][root][INFO] - ===> Epoch[112](2908/26): Loss 0.2188, Sem 0.3206, dir -0.5401, norm 0.4382, swav 0.0000 LR: 7.340e-02 Score 89.868 Data time: 0.1885, Forward time: 2.2761, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 4.9047 [2020-11-08 18:04:49,359][root][INFO] - ===> Epoch[112](2909/26): Loss 0.2887, Sem 0.3797, dir -0.5241, norm 0.4332, swav 0.0000 LR: 7.339e-02 Score 87.348 Data time: 0.2591, Forward time: 2.2762, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 5.1203 [2020-11-08 18:04:55,044][root][INFO] - ===> Epoch[112](2910/26): Loss 0.2419, Sem 0.3349, dir -0.5409, norm 0.4480, swav 0.0000 LR: 7.338e-02 Score 88.939 Data time: 0.2569, Forward time: 2.2764, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 5.5558 [2020-11-08 18:04:59,852][root][INFO] - ===> Epoch[112](2911/26): Loss 0.2799, Sem 0.3758, dir -0.5835, norm 0.4876, swav 0.0000 LR: 7.337e-02 Score 88.288 Data time: 0.2224, Forward time: 2.2764, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 4.6735 [2020-11-08 18:05:05,873][root][INFO] - ===> Epoch[112](2912/26): Loss 0.3563, Sem 0.4513, dir -0.5772, norm 0.4823, swav 0.0000 LR: 7.336e-02 Score 87.174 Data time: 0.1959, Forward time: 2.2764, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.8760 [2020-11-08 18:05:11,235][root][INFO] - ===> Epoch[113](2913/26): Loss 0.2575, Sem 0.3583, dir -0.5769, norm 0.4762, swav 0.0000 LR: 7.336e-02 Score 88.033 Data time: 0.1375, Forward time: 2.2761, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.2414 [2020-11-08 18:05:17,107][root][INFO] - ===> Epoch[113](2914/26): Loss 0.2381, Sem 0.3830, dir -0.5699, norm 0.4250, swav 0.0000 LR: 7.335e-02 Score 88.352 Data time: 0.1960, Forward time: 2.2760, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.8254 [2020-11-08 18:05:22,580][root][INFO] - ===> Epoch[113](2915/26): Loss 0.1605, Sem 0.3162, dir -0.5676, norm 0.4119, swav 0.0000 LR: 7.334e-02 Score 90.485 Data time: 0.2472, Forward time: 2.2762, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.3725 [2020-11-08 18:05:27,990][root][INFO] - ===> Epoch[113](2916/26): Loss 0.2852, Sem 0.4076, dir -0.5844, norm 0.4619, swav 0.0000 LR: 7.333e-02 Score 87.753 Data time: 0.2172, Forward time: 2.2761, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.2908 [2020-11-08 18:05:33,796][root][INFO] - ===> Epoch[113](2917/26): Loss 0.3671, Sem 0.4110, dir -0.5116, norm 0.4677, swav 0.0000 LR: 7.332e-02 Score 87.518 Data time: 0.2752, Forward time: 2.2764, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.6916 [2020-11-08 18:05:38,530][root][INFO] - ===> Epoch[113](2918/26): Loss 0.3208, Sem 0.4021, dir -0.5634, norm 0.4820, swav 0.0000 LR: 7.331e-02 Score 87.158 Data time: 0.2108, Forward time: 2.2764, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 4.5923 [2020-11-08 18:05:43,410][root][INFO] - ===> Epoch[113](2919/26): Loss 0.1836, Sem 0.3307, dir -0.5745, norm 0.4275, swav 0.0000 LR: 7.330e-02 Score 89.561 Data time: 0.1810, Forward time: 2.2764, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 4.7643 [2020-11-08 18:05:48,755][root][INFO] - ===> Epoch[113](2920/26): Loss 0.3196, Sem 0.4419, dir -0.5885, norm 0.4662, swav 0.0000 LR: 7.329e-02 Score 87.573 Data time: 0.1884, Forward time: 2.2762, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.2474 [2020-11-08 18:05:54,932][root][INFO] - ===> Epoch[113](2921/26): Loss 0.2455, Sem 0.3072, dir -0.5457, norm 0.4840, swav 0.0000 LR: 7.328e-02 Score 90.235 Data time: 0.2084, Forward time: 2.2762, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 6.0648 [2020-11-08 18:06:00,135][root][INFO] - ===> Epoch[113](2922/26): Loss 0.2265, Sem 0.3478, dir -0.5521, norm 0.4308, swav 0.0000 LR: 7.327e-02 Score 88.341 Data time: 0.2353, Forward time: 2.2763, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.0684 [2020-11-08 18:06:06,966][root][INFO] - ===> Epoch[113](2923/26): Loss 0.1306, Sem 0.3090, dir -0.6001, norm 0.4217, swav 0.0000 LR: 7.326e-02 Score 90.265 Data time: 0.1623, Forward time: 2.2761, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 6.7226 [2020-11-08 18:06:12,234][root][INFO] - ===> Epoch[113](2924/26): Loss 0.1760, Sem 0.3422, dir -0.5992, norm 0.4330, swav 0.0000 LR: 7.325e-02 Score 89.128 Data time: 0.1880, Forward time: 2.2761, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.1717 [2020-11-08 18:06:17,148][root][INFO] - ===> Epoch[113](2925/26): Loss 0.2968, Sem 0.4044, dir -0.5417, norm 0.4341, swav 0.0000 LR: 7.324e-02 Score 87.241 Data time: 0.1989, Forward time: 2.2760, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 4.7869 [2020-11-08 18:06:22,885][root][INFO] - ===> Epoch[113](2926/26): Loss 0.1771, Sem 0.3124, dir -0.5561, norm 0.4208, swav 0.0000 LR: 7.323e-02 Score 90.388 Data time: 0.1854, Forward time: 2.2759, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.5982 [2020-11-08 18:06:29,412][root][INFO] - ===> Epoch[113](2927/26): Loss 0.3112, Sem 0.3869, dir -0.5542, norm 0.4785, swav 0.0000 LR: 7.323e-02 Score 87.801 Data time: 0.2240, Forward time: 2.2758, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 6.4253 [2020-11-08 18:06:36,230][root][INFO] - ===> Epoch[113](2928/26): Loss 0.2884, Sem 0.3892, dir -0.5488, norm 0.4481, swav 0.0000 LR: 7.322e-02 Score 87.835 Data time: 0.3843, Forward time: 2.2762, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 6.6987 [2020-11-08 18:06:41,518][root][INFO] - ===> Epoch[113](2929/26): Loss 0.2251, Sem 0.3609, dir -0.5868, norm 0.4510, swav 0.0000 LR: 7.321e-02 Score 87.952 Data time: 0.2132, Forward time: 2.2763, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.1654 [2020-11-08 18:06:46,888][root][INFO] - ===> Epoch[113](2930/26): Loss 0.2097, Sem 0.3161, dir -0.5657, norm 0.4592, swav 0.0000 LR: 7.320e-02 Score 90.260 Data time: 0.2237, Forward time: 2.2764, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.2629 [2020-11-08 18:06:52,359][root][INFO] - ===> Epoch[113](2931/26): Loss 0.1973, Sem 0.3356, dir -0.5804, norm 0.4421, swav 0.0000 LR: 7.319e-02 Score 89.318 Data time: 0.2269, Forward time: 2.2764, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.3531 [2020-11-08 18:06:58,678][root][INFO] - ===> Epoch[113](2932/26): Loss 0.2614, Sem 0.3561, dir -0.5433, norm 0.4486, swav 0.0000 LR: 7.318e-02 Score 89.125 Data time: 0.2051, Forward time: 2.2764, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 6.2011 [2020-11-08 18:07:04,521][root][INFO] - ===> Epoch[113](2933/26): Loss 0.2782, Sem 0.3535, dir -0.4859, norm 0.4106, swav 0.0000 LR: 7.317e-02 Score 89.308 Data time: 0.2225, Forward time: 2.2764, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.7465 [2020-11-08 18:07:10,078][root][INFO] - ===> Epoch[113](2934/26): Loss 0.2239, Sem 0.3106, dir -0.5536, norm 0.4669, swav 0.0000 LR: 7.316e-02 Score 90.986 Data time: 0.1852, Forward time: 2.2764, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.4233 [2020-11-08 18:07:15,928][root][INFO] - ===> Epoch[113](2935/26): Loss 0.1755, Sem 0.3109, dir -0.5537, norm 0.4183, swav 0.0000 LR: 7.315e-02 Score 90.232 Data time: 0.2370, Forward time: 2.2763, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.7490 [2020-11-08 18:07:21,243][root][INFO] - ===> Epoch[113](2936/26): Loss 0.2557, Sem 0.3692, dir -0.5622, norm 0.4487, swav 0.0000 LR: 7.314e-02 Score 87.696 Data time: 0.3080, Forward time: 2.2765, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.2046 [2020-11-08 18:07:27,898][root][INFO] - ===> Epoch[113](2937/26): Loss 0.1843, Sem 0.2985, dir -0.5590, norm 0.4448, swav 0.0000 LR: 7.313e-02 Score 91.165 Data time: 0.2303, Forward time: 2.2766, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 6.5282 [2020-11-08 18:07:34,574][root][INFO] - ===> Epoch[113](2938/26): Loss 0.1381, Sem 0.3666, dir -0.6480, norm 0.4195, swav 0.0000 LR: 7.312e-02 Score 88.227 Data time: 0.1475, Forward time: 2.2763, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 6.5687 [2020-11-08 18:07:40,503][root][INFO] - ===> Epoch[114](2939/26): Loss 0.2660, Sem 0.3799, dir -0.5480, norm 0.4341, swav 0.0000 LR: 7.311e-02 Score 88.781 Data time: 0.2139, Forward time: 2.2763, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.8398 [2020-11-08 18:07:46,641][root][INFO] - ===> Epoch[114](2940/26): Loss 0.2973, Sem 0.3609, dir -0.5384, norm 0.4747, swav 0.0000 LR: 7.310e-02 Score 88.243 Data time: 0.1898, Forward time: 2.2763, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 6.0268 [2020-11-08 18:07:51,661][root][INFO] - ===> Epoch[114](2941/26): Loss 0.3974, Sem 0.4334, dir -0.5422, norm 0.5062, swav 0.0000 LR: 7.309e-02 Score 87.065 Data time: 0.2347, Forward time: 2.2762, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 4.9112 [2020-11-08 18:07:58,336][root][INFO] - ===> Epoch[114](2942/26): Loss 0.1884, Sem 0.3126, dir -0.5773, norm 0.4531, swav 0.0000 LR: 7.309e-02 Score 90.604 Data time: 0.1586, Forward time: 2.2760, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 6.5632 [2020-11-08 18:08:03,354][root][INFO] - ===> Epoch[114](2943/26): Loss 0.2276, Sem 0.3463, dir -0.5771, norm 0.4584, swav 0.0000 LR: 7.308e-02 Score 88.964 Data time: 0.1747, Forward time: 2.2758, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 4.9494 [2020-11-08 18:08:09,970][root][INFO] - ===> Epoch[114](2944/26): Loss 0.3348, Sem 0.3808, dir -0.5215, norm 0.4754, swav 0.0000 LR: 7.307e-02 Score 88.613 Data time: 0.2111, Forward time: 2.2757, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 6.5108 [2020-11-08 18:08:16,291][root][INFO] - ===> Epoch[114](2945/26): Loss 0.1820, Sem 0.3620, dir -0.6020, norm 0.4220, swav 0.0000 LR: 7.306e-02 Score 89.540 Data time: 0.1548, Forward time: 2.2755, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 6.2498 [2020-11-08 18:08:22,489][root][INFO] - ===> Epoch[114](2946/26): Loss 0.1377, Sem 0.2829, dir -0.5548, norm 0.4096, swav 0.0000 LR: 7.305e-02 Score 91.010 Data time: 0.1811, Forward time: 2.2754, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 6.0989 [2020-11-08 18:08:28,047][root][INFO] - ===> Epoch[114](2947/26): Loss 0.1726, Sem 0.3108, dir -0.5477, norm 0.4094, swav 0.0000 LR: 7.304e-02 Score 90.017 Data time: 0.2110, Forward time: 2.2754, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.4586 [2020-11-08 18:08:35,459][root][INFO] - ===> Epoch[114](2948/26): Loss 0.2311, Sem 0.3507, dir -0.5646, norm 0.4451, swav 0.0000 LR: 7.303e-02 Score 88.319 Data time: 0.1962, Forward time: 2.2754, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 7.2682 [2020-11-08 18:08:41,585][root][INFO] - ===> Epoch[114](2949/26): Loss 0.3060, Sem 0.3981, dir -0.5143, norm 0.4222, swav 0.0000 LR: 7.302e-02 Score 87.412 Data time: 0.2381, Forward time: 2.2754, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 6.0097 [2020-11-08 18:08:47,359][root][INFO] - ===> Epoch[114](2950/26): Loss 0.2887, Sem 0.3771, dir -0.5620, norm 0.4736, swav 0.0000 LR: 7.301e-02 Score 87.643 Data time: 0.2630, Forward time: 2.2756, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.6354 [2020-11-08 18:08:52,338][root][INFO] - ===> Epoch[114](2951/26): Loss 0.1476, Sem 0.3186, dir -0.5938, norm 0.4228, swav 0.0000 LR: 7.300e-02 Score 89.923 Data time: 0.2301, Forward time: 2.2756, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 4.8525 [2020-11-08 18:08:58,069][root][INFO] - ===> Epoch[114](2952/26): Loss 0.1864, Sem 0.3306, dir -0.5850, norm 0.4408, swav 0.0000 LR: 7.299e-02 Score 88.585 Data time: 0.2790, Forward time: 2.2758, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.6239 [2020-11-08 18:09:03,946][root][INFO] - ===> Epoch[114](2953/26): Loss 0.2929, Sem 0.3545, dir -0.5637, norm 0.5021, swav 0.0000 LR: 7.298e-02 Score 89.383 Data time: 0.2419, Forward time: 2.2758, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.7522 [2020-11-08 18:09:10,509][root][INFO] - ===> Epoch[114](2954/26): Loss 0.2056, Sem 0.3390, dir -0.5806, norm 0.4472, swav 0.0000 LR: 7.297e-02 Score 88.738 Data time: 0.3698, Forward time: 2.2762, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 6.4407 [2020-11-08 18:09:17,734][root][INFO] - ===> Epoch[114](2955/26): Loss 0.1418, Sem 0.3199, dir -0.6038, norm 0.4257, swav 0.0000 LR: 7.296e-02 Score 89.701 Data time: 0.3290, Forward time: 2.2767, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 7.0860 [2020-11-08 18:09:22,888][root][INFO] - ===> Epoch[114](2956/26): Loss 0.2950, Sem 0.3935, dir -0.5892, norm 0.4908, swav 0.0000 LR: 7.295e-02 Score 87.422 Data time: 0.1859, Forward time: 2.2766, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.0194 [2020-11-08 18:09:28,821][root][INFO] - ===> Epoch[114](2957/26): Loss 0.2026, Sem 0.3169, dir -0.5522, norm 0.4380, swav 0.0000 LR: 7.295e-02 Score 89.258 Data time: 0.1986, Forward time: 2.2766, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.8562 [2020-11-08 18:09:34,860][root][INFO] - ===> Epoch[114](2958/26): Loss 0.1576, Sem 0.2765, dir -0.5511, norm 0.4321, swav 0.0000 LR: 7.294e-02 Score 91.383 Data time: 0.1571, Forward time: 2.2764, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.9302 [2020-11-08 18:09:39,767][root][INFO] - ===> Epoch[114](2959/26): Loss 0.1876, Sem 0.3280, dir -0.6154, norm 0.4751, swav 0.0000 LR: 7.293e-02 Score 89.102 Data time: 0.1954, Forward time: 2.2763, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 4.8566 [2020-11-08 18:09:45,912][root][INFO] - ===> Epoch[114](2960/26): Loss 0.3192, Sem 0.4043, dir -0.5575, norm 0.4724, swav 0.0000 LR: 7.292e-02 Score 88.220 Data time: 0.2083, Forward time: 2.2763, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 6.0367 [2020-11-08 18:09:51,830][root][INFO] - ===> Epoch[114](2961/26): Loss 0.1952, Sem 0.3263, dir -0.5361, norm 0.4050, swav 0.0000 LR: 7.291e-02 Score 89.745 Data time: 0.1920, Forward time: 2.2762, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.7984 [2020-11-08 18:09:57,048][root][INFO] - ===> Epoch[114](2962/26): Loss 0.1516, Sem 0.3283, dir -0.5718, norm 0.3951, swav 0.0000 LR: 7.290e-02 Score 89.788 Data time: 0.2263, Forward time: 2.2762, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.1146 [2020-11-08 18:10:01,910][root][INFO] - ===> Epoch[114](2963/26): Loss 0.2294, Sem 0.3383, dir -0.5647, norm 0.4557, swav 0.0000 LR: 7.289e-02 Score 89.611 Data time: 0.2054, Forward time: 2.2762, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 4.7470 [2020-11-08 18:10:07,733][root][INFO] - ===> Epoch[114](2964/26): Loss 0.1448, Sem 0.2935, dir -0.5940, norm 0.4453, swav 0.0000 LR: 7.288e-02 Score 90.591 Data time: 0.2038, Forward time: 2.2762, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.7145 [2020-11-08 18:10:13,177][root][INFO] - ===> Epoch[115](2965/26): Loss 0.1892, Sem 0.3330, dir -0.5739, norm 0.4302, swav 0.0000 LR: 7.287e-02 Score 89.770 Data time: 0.2165, Forward time: 2.2762, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.3296 [2020-11-08 18:10:18,698][root][INFO] - ===> Epoch[115](2966/26): Loss 0.2819, Sem 0.3615, dir -0.5196, norm 0.4400, swav 0.0000 LR: 7.286e-02 Score 89.581 Data time: 0.2137, Forward time: 2.2762, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 5.3994 [2020-11-08 18:10:25,228][root][INFO] - ===> Epoch[115](2967/26): Loss 0.2817, Sem 0.3504, dir -0.5289, norm 0.4602, swav 0.0000 LR: 7.285e-02 Score 89.147 Data time: 0.1251, Forward time: 2.2759, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 6.3815 [2020-11-08 18:10:30,440][root][INFO] - ===> Epoch[115](2968/26): Loss 0.2012, Sem 0.3296, dir -0.5694, norm 0.4410, swav 0.0000 LR: 7.284e-02 Score 89.159 Data time: 0.2059, Forward time: 2.2759, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.1641 [2020-11-08 18:10:36,185][root][INFO] - ===> Epoch[115](2969/26): Loss 0.3182, Sem 0.3401, dir -0.5917, norm 0.5698, swav 0.0000 LR: 7.283e-02 Score 89.141 Data time: 0.2696, Forward time: 2.2761, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.6307 [2020-11-08 18:10:41,899][root][INFO] - ===> Epoch[115](2970/26): Loss 0.2990, Sem 0.3995, dir -0.5704, norm 0.4698, swav 0.0000 LR: 7.282e-02 Score 87.014 Data time: 0.2100, Forward time: 2.2761, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.5763 [2020-11-08 18:10:47,396][root][INFO] - ===> Epoch[115](2971/26): Loss 0.1933, Sem 0.3496, dir -0.5848, norm 0.4285, swav 0.0000 LR: 7.281e-02 Score 88.374 Data time: 0.2524, Forward time: 2.2762, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 5.3922 [2020-11-08 18:10:54,053][root][INFO] - ===> Epoch[115](2972/26): Loss 0.2989, Sem 0.3583, dir -0.5188, norm 0.4594, swav 0.0000 LR: 7.281e-02 Score 88.595 Data time: 0.2325, Forward time: 2.2764, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 6.5187 [2020-11-08 18:11:00,422][root][INFO] - ===> Epoch[115](2973/26): Loss 0.2099, Sem 0.3650, dir -0.5870, norm 0.4319, swav 0.0000 LR: 7.280e-02 Score 88.657 Data time: 0.1386, Forward time: 2.2760, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 6.2373 [2020-11-08 18:11:06,410][root][INFO] - ===> Epoch[115](2974/26): Loss 0.2771, Sem 0.3697, dir -0.5484, norm 0.4558, swav 0.0000 LR: 7.279e-02 Score 88.299 Data time: 0.2816, Forward time: 2.2763, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.9104 [2020-11-08 18:11:11,633][root][INFO] - ===> Epoch[115](2975/26): Loss 0.2469, Sem 0.3397, dir -0.5626, norm 0.4698, swav 0.0000 LR: 7.278e-02 Score 89.440 Data time: 0.1979, Forward time: 2.2763, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.0937 [2020-11-08 18:11:17,444][root][INFO] - ===> Epoch[115](2976/26): Loss 0.1719, Sem 0.3369, dir -0.6034, norm 0.4383, swav 0.0000 LR: 7.277e-02 Score 88.811 Data time: 0.1552, Forward time: 2.2761, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.7053 [2020-11-08 18:11:22,244][root][INFO] - ===> Epoch[115](2977/26): Loss 0.0741, Sem 0.2531, dir -0.6058, norm 0.4268, swav 0.0000 LR: 7.276e-02 Score 92.164 Data time: 0.1984, Forward time: 2.2760, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 4.7161 [2020-11-08 18:11:28,506][root][INFO] - ===> Epoch[115](2978/26): Loss 0.1912, Sem 0.3418, dir -0.5675, norm 0.4168, swav 0.0000 LR: 7.275e-02 Score 88.902 Data time: 0.2238, Forward time: 2.2761, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 6.1607 [2020-11-08 18:11:35,961][root][INFO] - ===> Epoch[115](2979/26): Loss 0.2909, Sem 0.3732, dir -0.5696, norm 0.4873, swav 0.0000 LR: 7.274e-02 Score 87.172 Data time: 0.1943, Forward time: 2.2760, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 7.3277 [2020-11-08 18:11:40,959][root][INFO] - ===> Epoch[115](2980/26): Loss 0.2195, Sem 0.3036, dir -0.5459, norm 0.4618, swav 0.0000 LR: 7.273e-02 Score 90.073 Data time: 0.1939, Forward time: 2.2760, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 4.8815 [2020-11-08 18:11:46,078][root][INFO] - ===> Epoch[115](2981/26): Loss 0.1952, Sem 0.3623, dir -0.5872, norm 0.4202, swav 0.0000 LR: 7.272e-02 Score 88.910 Data time: 0.2642, Forward time: 2.2761, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 4.9994 [2020-11-08 18:11:51,888][root][INFO] - ===> Epoch[115](2982/26): Loss 0.2420, Sem 0.3419, dir -0.5504, norm 0.4504, swav 0.0000 LR: 7.271e-02 Score 89.264 Data time: 0.2012, Forward time: 2.2761, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.6999 [2020-11-08 18:12:00,114][root][INFO] - ===> Epoch[115](2983/26): Loss 0.2812, Sem 0.3722, dir -0.5440, norm 0.4531, swav 0.0000 LR: 7.270e-02 Score 87.955 Data time: 0.1651, Forward time: 2.2760, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 8.1099 [2020-11-08 18:12:05,498][root][INFO] - ===> Epoch[115](2984/26): Loss 0.2043, Sem 0.3315, dir -0.6048, norm 0.4777, swav 0.0000 LR: 7.269e-02 Score 89.717 Data time: 0.1669, Forward time: 2.2758, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.2879 [2020-11-08 18:12:10,527][root][INFO] - ===> Epoch[115](2985/26): Loss 0.1401, Sem 0.2792, dir -0.5474, norm 0.4083, swav 0.0000 LR: 7.268e-02 Score 90.197 Data time: 0.2070, Forward time: 2.2758, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 4.9308 [2020-11-08 18:12:17,744][root][INFO] - ===> Epoch[115](2986/26): Loss 0.3403, Sem 0.3457, dir -0.5425, norm 0.5371, swav 0.0000 LR: 7.268e-02 Score 88.716 Data time: 0.4115, Forward time: 2.2762, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 7.1053 [2020-11-08 18:12:22,905][root][INFO] - ===> Epoch[115](2987/26): Loss 0.2600, Sem 0.3665, dir -0.5480, norm 0.4415, swav 0.0000 LR: 7.267e-02 Score 88.836 Data time: 0.2392, Forward time: 2.2763, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.0132 [2020-11-08 18:12:28,059][root][INFO] - ===> Epoch[115](2988/26): Loss 0.2201, Sem 0.3372, dir -0.5654, norm 0.4484, swav 0.0000 LR: 7.266e-02 Score 88.835 Data time: 0.2074, Forward time: 2.2763, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.0323 [2020-11-08 18:12:34,146][root][INFO] - ===> Epoch[115](2989/26): Loss 0.2267, Sem 0.3011, dir -0.5511, norm 0.4767, swav 0.0000 LR: 7.265e-02 Score 89.771 Data time: 0.2669, Forward time: 2.2766, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.9795 [2020-11-08 18:12:39,989][root][INFO] - ===> Epoch[115](2990/26): Loss 0.4186, Sem 0.4662, dir -0.5417, norm 0.4941, swav 0.0000 LR: 7.264e-02 Score 87.514 Data time: 0.1708, Forward time: 2.2765, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.7287 [2020-11-08 18:12:45,050][root][INFO] - ===> Epoch[116](2991/26): Loss 0.1747, Sem 0.3136, dir -0.5534, norm 0.4145, swav 0.0000 LR: 7.263e-02 Score 90.218 Data time: 0.1740, Forward time: 2.2764, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 4.9684 [2020-11-08 18:12:50,487][root][INFO] - ===> Epoch[116](2992/26): Loss 0.3009, Sem 0.3733, dir -0.5429, norm 0.4706, swav 0.0000 LR: 7.262e-02 Score 88.691 Data time: 0.1661, Forward time: 2.2762, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.3101 [2020-11-08 18:12:55,935][root][INFO] - ===> Epoch[116](2993/26): Loss 0.3697, Sem 0.4540, dir -0.5762, norm 0.4920, swav 0.0000 LR: 7.261e-02 Score 85.567 Data time: 0.2305, Forward time: 2.2763, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.3552 [2020-11-08 18:13:01,998][root][INFO] - ===> Epoch[116](2994/26): Loss 0.2294, Sem 0.3564, dir -0.5624, norm 0.4354, swav 0.0000 LR: 7.260e-02 Score 88.659 Data time: 0.2025, Forward time: 2.2762, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.9387 [2020-11-08 18:13:06,721][root][INFO] - ===> Epoch[116](2995/26): Loss 0.2344, Sem 0.3699, dir -0.5657, norm 0.4301, swav 0.0000 LR: 7.259e-02 Score 87.784 Data time: 0.2214, Forward time: 2.2763, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 4.6255 [2020-11-08 18:13:12,260][root][INFO] - ===> Epoch[116](2996/26): Loss 0.1892, Sem 0.3282, dir -0.6010, norm 0.4620, swav 0.0000 LR: 7.258e-02 Score 89.875 Data time: 0.1930, Forward time: 2.2762, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.4285 [2020-11-08 18:13:17,722][root][INFO] - ===> Epoch[116](2997/26): Loss 0.2192, Sem 0.3373, dir -0.5527, norm 0.4346, swav 0.0000 LR: 7.257e-02 Score 88.426 Data time: 0.2009, Forward time: 2.2762, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.3553 [2020-11-08 18:13:22,968][root][INFO] - ===> Epoch[116](2998/26): Loss 0.1553, Sem 0.2729, dir -0.5590, norm 0.4415, swav 0.0000 LR: 7.256e-02 Score 90.688 Data time: 0.1858, Forward time: 2.2761, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.1340 [2020-11-08 18:13:28,979][root][INFO] - ===> Epoch[116](2999/26): Loss 0.2211, Sem 0.3355, dir -0.5707, norm 0.4563, swav 0.0000 LR: 7.255e-02 Score 88.291 Data time: 0.1764, Forward time: 2.2760, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.9184 [2020-11-08 18:13:33,598][root][INFO] - ===> Epoch[116](3000/26): Loss 0.2018, Sem 0.3218, dir -0.5844, norm 0.4643, swav 0.0000 LR: 7.254e-02 Score 89.981 Data time: 0.1991, Forward time: 2.2759, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 4.5231 [2020-11-08 18:13:34,359][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 18:13:34,544][root][INFO] - ===> Start testing [2020-11-08 18:14:59,048][root][INFO] - 101/312: Data time: 0.0096, Iter time: 0.5802 Loss 0.682 (AVG: 0.673) Score 80.995 (AVG: 82.700) mIOU 56.591 mAP 66.774 mAcc 68.095 IOU: 76.075 95.837 38.597 74.343 79.182 68.326 66.031 45.309 47.487 62.858 16.680 50.558 51.879 44.292 9.034 54.232 87.491 54.239 73.373 36.001 mAP: 78.730 95.642 52.550 71.365 84.886 71.599 57.495 62.835 56.684 68.703 41.981 52.183 62.182 54.996 26.677 92.744 90.216 84.194 81.891 47.929 mAcc: 93.879 97.842 44.444 81.125 84.725 90.480 76.138 48.823 72.398 79.905 25.233 62.116 68.747 55.438 9.141 62.542 90.547 83.022 89.861 45.499 [2020-11-08 18:16:21,219][root][INFO] - 201/312: Data time: 0.0049, Iter time: 0.2313 Loss 0.154 (AVG: 0.659) Score 94.416 (AVG: 83.086) mIOU 56.732 mAP 66.685 mAcc 68.377 IOU: 76.904 95.670 42.073 73.877 81.151 67.433 64.561 39.757 47.468 61.984 16.576 51.687 51.726 49.993 21.805 45.832 86.143 55.895 70.621 33.477 mAP: 80.083 95.966 51.323 72.791 85.815 74.181 66.384 58.270 57.276 63.458 34.077 49.357 60.632 60.084 36.323 91.936 92.496 80.962 72.802 49.486 mAcc: 93.899 97.732 49.304 80.852 86.159 92.815 73.911 43.304 74.856 80.154 22.925 60.113 72.683 59.394 22.109 53.597 91.436 83.377 87.778 41.135 [2020-11-08 18:17:40,082][root][INFO] - 301/312: Data time: 0.0070, Iter time: 0.2982 Loss 0.173 (AVG: 0.640) Score 93.859 (AVG: 83.285) mIOU 57.607 mAP 67.432 mAcc 69.286 IOU: 77.123 95.737 46.949 73.525 80.956 64.094 65.132 40.299 45.849 60.688 16.941 52.284 49.186 50.277 29.699 49.622 88.174 54.519 74.570 36.525 mAP: 80.526 95.907 54.835 69.101 84.584 75.133 66.509 59.226 58.071 65.095 35.553 51.023 58.805 61.172 41.391 88.666 94.096 79.555 79.206 50.194 mAcc: 93.493 97.624 55.183 80.126 85.526 93.953 73.958 44.408 73.648 81.223 22.450 61.872 70.919 58.208 30.478 59.651 92.853 75.525 89.606 45.018 [2020-11-08 18:17:50,856][root][INFO] - 312/312: Data time: 0.0064, Iter time: 0.7026 Loss 0.524 (AVG: 0.639) Score 85.911 (AVG: 83.238) mIOU 57.693 mAP 67.567 mAcc 69.465 IOU: 77.248 95.710 47.192 73.559 80.980 64.218 64.443 40.714 45.620 60.288 17.509 54.441 49.094 50.892 28.891 50.304 88.182 54.189 74.543 35.849 mAP: 80.678 95.932 55.157 69.769 84.731 75.507 65.444 59.394 57.496 65.817 35.635 51.417 58.970 62.780 40.572 88.284 94.039 78.884 80.472 50.368 mAcc: 93.551 97.599 55.658 79.836 85.575 94.107 73.191 44.916 73.463 81.514 23.254 64.071 71.406 58.087 29.669 60.983 92.915 75.001 90.204 44.303 [2020-11-08 18:17:50,868][root][INFO] - Finished test. Elapsed time: 256.3119 [2020-11-08 18:18:04,578][root][INFO] - [2020-11-08 18:18:04,580][root][INFO] - ################################################################ [2020-11-08 18:18:04,580][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 18:18:04,580][root][INFO] - ################################################################ [2020-11-08 18:18:04,580][root][INFO] - cabinet : 0.074 0.188 0.437 [2020-11-08 18:18:04,580][root][INFO] - bed : 0.305 0.706 0.825 [2020-11-08 18:18:04,580][root][INFO] - chair : 0.431 0.621 0.748 [2020-11-08 18:18:04,580][root][INFO] - sofa : 0.271 0.556 0.761 [2020-11-08 18:18:04,580][root][INFO] - table : 0.146 0.321 0.453 [2020-11-08 18:18:04,580][root][INFO] - door : 0.131 0.253 0.359 [2020-11-08 18:18:04,580][root][INFO] - window : 0.050 0.152 0.444 [2020-11-08 18:18:04,580][root][INFO] - bookshelf : 0.162 0.475 0.705 [2020-11-08 18:18:04,580][root][INFO] - picture : 0.039 0.118 0.220 [2020-11-08 18:18:04,580][root][INFO] - counter : 0.006 0.022 0.514 [2020-11-08 18:18:04,580][root][INFO] - desk : 0.007 0.043 0.305 [2020-11-08 18:18:04,580][root][INFO] - curtain : 0.051 0.137 0.384 [2020-11-08 18:18:04,580][root][INFO] - refrigerator : 0.124 0.240 0.297 [2020-11-08 18:18:04,580][root][INFO] - shower curtain : 0.297 0.571 0.615 [2020-11-08 18:18:04,581][root][INFO] - toilet : 0.782 0.978 0.978 [2020-11-08 18:18:04,581][root][INFO] - sink : 0.083 0.258 0.686 [2020-11-08 18:18:04,581][root][INFO] - bathtub : 0.535 0.741 0.840 [2020-11-08 18:18:04,581][root][INFO] - otherfurniture : 0.143 0.268 0.457 [2020-11-08 18:18:04,581][root][INFO] - ---------------------------------------------------------------- [2020-11-08 18:18:04,581][root][INFO] - average : 0.202 0.369 0.557 [2020-11-08 18:18:04,581][root][INFO] - [2020-11-08 18:18:04,826][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 18:18:04,828][root][INFO] - Current best mIoU: 58.332 at iter 2500 [2020-11-08 18:18:08,161][root][INFO] - ===> Epoch[116](3001/26): Loss 0.2780, Sem 0.3616, dir -0.5614, norm 0.4778, swav 0.0000 LR: 7.254e-02 Score 89.195 Data time: 0.1574, Forward time: 2.2756, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 3.3274 [2020-11-08 18:18:14,609][root][INFO] - ===> Epoch[116](3002/26): Loss 0.3224, Sem 0.3932, dir -0.5338, norm 0.4630, swav 0.0000 LR: 7.253e-02 Score 87.455 Data time: 0.3225, Forward time: 2.2759, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 6.3602 [2020-11-08 18:18:21,945][root][INFO] - ===> Epoch[116](3003/26): Loss 0.3403, Sem 0.4805, dir -0.5647, norm 0.4245, swav 0.0000 LR: 7.252e-02 Score 85.344 Data time: 0.3337, Forward time: 2.2764, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 7.2023 [2020-11-08 18:18:26,879][root][INFO] - ===> Epoch[116](3004/26): Loss 0.1718, Sem 0.3378, dir -0.5868, norm 0.4209, swav 0.0000 LR: 7.251e-02 Score 89.316 Data time: 0.2107, Forward time: 2.2764, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 4.8026 [2020-11-08 18:18:32,457][root][INFO] - ===> Epoch[116](3005/26): Loss 0.3533, Sem 0.4213, dir -0.5142, norm 0.4462, swav 0.0000 LR: 7.250e-02 Score 87.896 Data time: 0.2528, Forward time: 2.2766, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.4531 [2020-11-08 18:18:38,143][root][INFO] - ===> Epoch[116](3006/26): Loss 0.3979, Sem 0.4111, dir -0.5090, norm 0.4958, swav 0.0000 LR: 7.249e-02 Score 86.448 Data time: 0.2011, Forward time: 2.2765, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.5528 [2020-11-08 18:18:43,505][root][INFO] - ===> Epoch[116](3007/26): Loss 0.3539, Sem 0.4001, dir -0.5200, norm 0.4738, swav 0.0000 LR: 7.248e-02 Score 86.565 Data time: 0.1846, Forward time: 2.2764, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.2603 [2020-11-08 18:18:49,002][root][INFO] - ===> Epoch[116](3008/26): Loss 0.2679, Sem 0.3769, dir -0.5479, norm 0.4389, swav 0.0000 LR: 7.247e-02 Score 88.422 Data time: 0.1575, Forward time: 2.2762, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.4006 [2020-11-08 18:18:54,783][root][INFO] - ===> Epoch[116](3009/26): Loss 0.2170, Sem 0.3459, dir -0.5446, norm 0.4156, swav 0.0000 LR: 7.246e-02 Score 88.900 Data time: 0.2292, Forward time: 2.2763, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.7311 [2020-11-08 18:19:01,918][root][INFO] - ===> Epoch[116](3010/26): Loss 0.2493, Sem 0.3815, dir -0.5819, norm 0.4497, swav 0.0000 LR: 7.245e-02 Score 88.260 Data time: 0.2160, Forward time: 2.2762, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 7.0207 [2020-11-08 18:19:08,428][root][INFO] - ===> Epoch[116](3011/26): Loss 0.2478, Sem 0.3297, dir -0.5469, norm 0.4650, swav 0.0000 LR: 7.244e-02 Score 90.072 Data time: 0.1666, Forward time: 2.2761, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 6.4171 [2020-11-08 18:19:12,909][root][INFO] - ===> Epoch[116](3012/26): Loss 0.2541, Sem 0.4176, dir -0.6036, norm 0.4400, swav 0.0000 LR: 7.243e-02 Score 86.734 Data time: 0.1824, Forward time: 2.2760, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 4.3697 [2020-11-08 18:19:18,401][root][INFO] - ===> Epoch[116](3013/26): Loss 0.3100, Sem 0.4081, dir -0.5316, norm 0.4334, swav 0.0000 LR: 7.242e-02 Score 87.253 Data time: 0.2131, Forward time: 2.2760, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.3796 [2020-11-08 18:19:23,808][root][INFO] - ===> Epoch[116](3014/26): Loss 0.2271, Sem 0.3569, dir -0.5996, norm 0.4698, swav 0.0000 LR: 7.241e-02 Score 89.078 Data time: 0.1562, Forward time: 2.2759, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.2805 [2020-11-08 18:19:29,324][root][INFO] - ===> Epoch[116](3015/26): Loss 0.3424, Sem 0.4081, dir -0.5430, norm 0.4773, swav 0.0000 LR: 7.240e-02 Score 86.807 Data time: 0.1989, Forward time: 2.2758, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.4262 [2020-11-08 18:19:35,855][root][INFO] - ===> Epoch[116](3016/26): Loss 0.3316, Sem 0.4106, dir -0.5627, norm 0.4837, swav 0.0000 LR: 7.240e-02 Score 86.606 Data time: 0.2542, Forward time: 2.2759, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 6.4085 [2020-11-08 18:19:41,817][root][INFO] - ===> Epoch[117](3017/26): Loss 0.2252, Sem 0.3583, dir -0.5423, norm 0.4092, swav 0.0000 LR: 7.239e-02 Score 89.329 Data time: 0.2562, Forward time: 2.2761, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.8279 [2020-11-08 18:19:48,554][root][INFO] - ===> Epoch[117](3018/26): Loss 0.2205, Sem 0.3327, dir -0.5651, norm 0.4529, swav 0.0000 LR: 7.238e-02 Score 89.456 Data time: 0.2167, Forward time: 2.2760, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 6.5725 [2020-11-08 18:19:55,007][root][INFO] - ===> Epoch[117](3019/26): Loss 0.3193, Sem 0.3673, dir -0.4978, norm 0.4498, swav 0.0000 LR: 7.237e-02 Score 88.582 Data time: 0.2089, Forward time: 2.2760, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 6.3318 [2020-11-08 18:20:03,783][root][INFO] - ===> Epoch[117](3020/26): Loss 0.3182, Sem 0.4024, dir -0.5327, norm 0.4485, swav 0.0000 LR: 7.236e-02 Score 87.474 Data time: 0.2021, Forward time: 2.2759, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 8.6601 [2020-11-08 18:20:09,307][root][INFO] - ===> Epoch[117](3021/26): Loss 0.1989, Sem 0.3373, dir -0.5545, norm 0.4162, swav 0.0000 LR: 7.235e-02 Score 89.061 Data time: 0.2700, Forward time: 2.2761, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.4259 [2020-11-08 18:20:14,390][root][INFO] - ===> Epoch[117](3022/26): Loss 0.3497, Sem 0.4009, dir -0.5738, norm 0.5226, swav 0.0000 LR: 7.234e-02 Score 87.891 Data time: 0.2231, Forward time: 2.2762, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 4.9559 [2020-11-08 18:20:19,954][root][INFO] - ===> Epoch[117](3023/26): Loss 0.3051, Sem 0.3927, dir -0.5701, norm 0.4825, swav 0.0000 LR: 7.233e-02 Score 88.606 Data time: 0.2894, Forward time: 2.2763, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.4370 [2020-11-08 18:20:26,020][root][INFO] - ===> Epoch[117](3024/26): Loss 0.3054, Sem 0.3801, dir -0.5062, norm 0.4316, swav 0.0000 LR: 7.232e-02 Score 88.254 Data time: 0.2063, Forward time: 2.2763, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.9336 [2020-11-08 18:20:31,308][root][INFO] - ===> Epoch[117](3025/26): Loss 0.2035, Sem 0.2882, dir -0.5613, norm 0.4766, swav 0.0000 LR: 7.231e-02 Score 89.758 Data time: 0.2443, Forward time: 2.2764, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.1648 [2020-11-08 18:20:35,609][root][INFO] - ===> Epoch[117](3026/26): Loss 0.1740, Sem 0.3274, dir -0.6070, norm 0.4536, swav 0.0000 LR: 7.230e-02 Score 89.512 Data time: 0.1828, Forward time: 2.2763, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 3.8784 [2020-11-08 18:20:42,447][root][INFO] - ===> Epoch[117](3027/26): Loss 0.2920, Sem 0.3747, dir -0.5405, norm 0.4577, swav 0.0000 LR: 7.229e-02 Score 87.404 Data time: 0.2023, Forward time: 2.2762, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 6.7331 [2020-11-08 18:20:48,424][root][INFO] - ===> Epoch[117](3028/26): Loss 0.2425, Sem 0.3636, dir -0.5853, norm 0.4642, swav 0.0000 LR: 7.228e-02 Score 88.632 Data time: 0.2768, Forward time: 2.2764, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.8766 [2020-11-08 18:20:53,868][root][INFO] - ===> Epoch[117](3029/26): Loss 0.2908, Sem 0.3844, dir -0.5446, norm 0.4511, swav 0.0000 LR: 7.227e-02 Score 87.628 Data time: 0.1869, Forward time: 2.2763, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.3200 [2020-11-08 18:21:00,333][root][INFO] - ===> Epoch[117](3030/26): Loss 0.2225, Sem 0.3100, dir -0.5428, norm 0.4552, swav 0.0000 LR: 7.226e-02 Score 89.553 Data time: 0.3333, Forward time: 2.2766, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 6.3581 [2020-11-08 18:21:06,246][root][INFO] - ===> Epoch[117](3031/26): Loss 0.2400, Sem 0.3673, dir -0.5516, norm 0.4244, swav 0.0000 LR: 7.226e-02 Score 88.482 Data time: 0.2198, Forward time: 2.2766, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.7851 [2020-11-08 18:21:12,213][root][INFO] - ===> Epoch[117](3032/26): Loss 0.2265, Sem 0.3467, dir -0.5661, norm 0.4459, swav 0.0000 LR: 7.225e-02 Score 87.931 Data time: 0.1880, Forward time: 2.2765, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.8498 [2020-11-08 18:21:17,438][root][INFO] - ===> Epoch[117](3033/26): Loss 0.2350, Sem 0.3528, dir -0.5803, norm 0.4625, swav 0.0000 LR: 7.224e-02 Score 89.221 Data time: 0.2033, Forward time: 2.2765, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.1113 [2020-11-08 18:21:24,463][root][INFO] - ===> Epoch[117](3034/26): Loss 0.2361, Sem 0.3389, dir -0.5555, norm 0.4527, swav 0.0000 LR: 7.223e-02 Score 89.631 Data time: 0.1528, Forward time: 2.2763, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 6.9079 [2020-11-08 18:21:30,901][root][INFO] - ===> Epoch[117](3035/26): Loss 0.2515, Sem 0.3832, dir -0.5545, norm 0.4228, swav 0.0000 LR: 7.222e-02 Score 88.057 Data time: 0.2466, Forward time: 2.2763, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 6.3611 [2020-11-08 18:21:36,451][root][INFO] - ===> Epoch[117](3036/26): Loss 0.1758, Sem 0.3288, dir -0.6022, norm 0.4492, swav 0.0000 LR: 7.221e-02 Score 89.686 Data time: 0.2154, Forward time: 2.2763, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.4228 [2020-11-08 18:21:42,526][root][INFO] - ===> Epoch[117](3037/26): Loss 0.2048, Sem 0.3564, dir -0.5861, norm 0.4345, swav 0.0000 LR: 7.220e-02 Score 88.807 Data time: 0.3023, Forward time: 2.2766, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.9651 [2020-11-08 18:21:48,710][root][INFO] - ===> Epoch[117](3038/26): Loss 0.2664, Sem 0.3129, dir -0.5027, norm 0.4562, swav 0.0000 LR: 7.219e-02 Score 89.643 Data time: 0.2871, Forward time: 2.2769, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 6.0488 [2020-11-08 18:21:54,548][root][INFO] - ===> Epoch[117](3039/26): Loss 0.3186, Sem 0.3853, dir -0.5569, norm 0.4902, swav 0.0000 LR: 7.218e-02 Score 88.615 Data time: 0.2341, Forward time: 2.2769, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.7084 [2020-11-08 18:21:59,761][root][INFO] - ===> Epoch[117](3040/26): Loss 0.1846, Sem 0.3669, dir -0.6153, norm 0.4330, swav 0.0000 LR: 7.217e-02 Score 87.930 Data time: 0.2474, Forward time: 2.2770, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.0913 [2020-11-08 18:22:04,868][root][INFO] - ===> Epoch[117](3041/26): Loss 0.3459, Sem 0.3816, dir -0.4897, norm 0.4540, swav 0.0000 LR: 7.216e-02 Score 88.000 Data time: 0.1660, Forward time: 2.2769, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 4.9913 [2020-11-08 18:22:10,746][root][INFO] - ===> Epoch[117](3042/26): Loss 0.2184, Sem 0.3442, dir -0.5645, norm 0.4386, swav 0.0000 LR: 7.215e-02 Score 89.647 Data time: 0.2724, Forward time: 2.2771, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 5.8034 [2020-11-08 18:22:16,660][root][INFO] - ===> Epoch[118](3043/26): Loss 0.2362, Sem 0.3602, dir -0.5389, norm 0.4148, swav 0.0000 LR: 7.214e-02 Score 88.255 Data time: 0.1703, Forward time: 2.2770, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.7762 [2020-11-08 18:22:21,864][root][INFO] - ===> Epoch[118](3044/26): Loss 0.2730, Sem 0.3816, dir -0.5754, norm 0.4669, swav 0.0000 LR: 7.213e-02 Score 88.510 Data time: 0.1581, Forward time: 2.2768, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.1305 [2020-11-08 18:22:27,779][root][INFO] - ===> Epoch[118](3045/26): Loss 0.2257, Sem 0.2966, dir -0.5292, norm 0.4583, swav 0.0000 LR: 7.212e-02 Score 90.493 Data time: 0.2712, Forward time: 2.2770, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.8570 [2020-11-08 18:22:35,188][root][INFO] - ===> Epoch[118](3046/26): Loss 0.1890, Sem 0.3218, dir -0.5597, norm 0.4269, swav 0.0000 LR: 7.212e-02 Score 89.367 Data time: 0.2088, Forward time: 2.2770, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 7.2662 [2020-11-08 18:22:41,993][root][INFO] - ===> Epoch[118](3047/26): Loss 0.2241, Sem 0.3362, dir -0.5947, norm 0.4826, swav 0.0000 LR: 7.211e-02 Score 90.823 Data time: 0.1890, Forward time: 2.2770, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 6.6826 [2020-11-08 18:22:46,791][root][INFO] - ===> Epoch[118](3048/26): Loss 0.1818, Sem 0.3363, dir -0.5970, norm 0.4425, swav 0.0000 LR: 7.210e-02 Score 89.268 Data time: 0.1397, Forward time: 2.2767, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 4.6966 [2020-11-08 18:22:55,503][root][INFO] - ===> Epoch[118](3049/26): Loss 0.3172, Sem 0.3431, dir -0.5163, norm 0.4904, swav 0.0000 LR: 7.209e-02 Score 89.408 Data time: 0.1867, Forward time: 2.2766, Backward time: 3.0801, DDP time: 0.0044, Total iter time: 8.6082 [2020-11-08 18:23:01,153][root][INFO] - ===> Epoch[118](3050/26): Loss 0.2346, Sem 0.3028, dir -0.5317, norm 0.4635, swav 0.0000 LR: 7.208e-02 Score 90.194 Data time: 0.2264, Forward time: 2.2767, Backward time: 3.0801, DDP time: 0.0044, Total iter time: 5.5201 [2020-11-08 18:23:06,952][root][INFO] - ===> Epoch[118](3051/26): Loss 0.1592, Sem 0.3036, dir -0.5788, norm 0.4344, swav 0.0000 LR: 7.207e-02 Score 90.347 Data time: 0.2737, Forward time: 2.2769, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.6420 [2020-11-08 18:23:12,178][root][INFO] - ===> Epoch[118](3052/26): Loss 0.4593, Sem 0.5053, dir -0.5433, norm 0.4974, swav 0.0000 LR: 7.206e-02 Score 86.198 Data time: 0.1418, Forward time: 2.2767, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.0847 [2020-11-08 18:23:16,978][root][INFO] - ===> Epoch[118](3053/26): Loss 0.2336, Sem 0.3752, dir -0.5690, norm 0.4274, swav 0.0000 LR: 7.205e-02 Score 86.384 Data time: 0.2079, Forward time: 2.2766, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 4.7080 [2020-11-08 18:23:22,491][root][INFO] - ===> Epoch[118](3054/26): Loss 0.2827, Sem 0.3695, dir -0.5737, norm 0.4870, swav 0.0000 LR: 7.204e-02 Score 86.858 Data time: 0.1878, Forward time: 2.2765, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.4086 [2020-11-08 18:23:29,231][root][INFO] - ===> Epoch[118](3055/26): Loss 0.3031, Sem 0.3708, dir -0.5560, norm 0.4883, swav 0.0000 LR: 7.203e-02 Score 88.414 Data time: 0.2201, Forward time: 2.2765, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 6.6450 [2020-11-08 18:23:34,587][root][INFO] - ===> Epoch[118](3056/26): Loss 0.2006, Sem 0.3398, dir -0.5569, norm 0.4177, swav 0.0000 LR: 7.202e-02 Score 89.815 Data time: 0.2411, Forward time: 2.2766, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.2274 [2020-11-08 18:23:40,540][root][INFO] - ===> Epoch[118](3057/26): Loss 0.2657, Sem 0.2903, dir -0.4858, norm 0.4612, swav 0.0000 LR: 7.201e-02 Score 90.743 Data time: 0.2281, Forward time: 2.2767, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.8302 [2020-11-08 18:23:45,689][root][INFO] - ===> Epoch[118](3058/26): Loss 0.1700, Sem 0.3387, dir -0.5940, norm 0.4253, swav 0.0000 LR: 7.200e-02 Score 89.404 Data time: 0.2327, Forward time: 2.2768, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.0255 [2020-11-08 18:23:50,995][root][INFO] - ===> Epoch[118](3059/26): Loss 0.2767, Sem 0.3808, dir -0.5672, norm 0.4631, swav 0.0000 LR: 7.199e-02 Score 87.879 Data time: 0.2270, Forward time: 2.2768, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.1607 [2020-11-08 18:23:56,593][root][INFO] - ===> Epoch[118](3060/26): Loss 0.3346, Sem 0.3731, dir -0.5143, norm 0.4758, swav 0.0000 LR: 7.198e-02 Score 87.742 Data time: 0.2606, Forward time: 2.2770, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.4740 [2020-11-08 18:24:03,472][root][INFO] - ===> Epoch[118](3061/26): Loss 0.2999, Sem 0.3786, dir -0.5257, norm 0.4469, swav 0.0000 LR: 7.198e-02 Score 87.116 Data time: 0.2476, Forward time: 2.2771, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 6.7478 [2020-11-08 18:24:09,510][root][INFO] - ===> Epoch[118](3062/26): Loss 0.1726, Sem 0.3496, dir -0.5747, norm 0.3978, swav 0.0000 LR: 7.197e-02 Score 88.524 Data time: 0.1944, Forward time: 2.2770, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.9159 [2020-11-08 18:24:16,307][root][INFO] - ===> Epoch[118](3063/26): Loss 0.2984, Sem 0.4364, dir -0.5909, norm 0.4529, swav 0.0000 LR: 7.196e-02 Score 87.915 Data time: 0.3139, Forward time: 2.2774, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 6.6983 [2020-11-08 18:24:22,013][root][INFO] - ===> Epoch[118](3064/26): Loss 0.2126, Sem 0.3633, dir -0.5788, norm 0.4281, swav 0.0000 LR: 7.195e-02 Score 88.831 Data time: 0.2204, Forward time: 2.2774, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 5.5833 [2020-11-08 18:24:27,422][root][INFO] - ===> Epoch[118](3065/26): Loss 0.2218, Sem 0.3578, dir -0.5574, norm 0.4214, swav 0.0000 LR: 7.194e-02 Score 89.397 Data time: 0.2367, Forward time: 2.2775, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.2967 [2020-11-08 18:24:32,645][root][INFO] - ===> Epoch[118](3066/26): Loss 0.2156, Sem 0.3440, dir -0.5949, norm 0.4664, swav 0.0000 LR: 7.193e-02 Score 88.562 Data time: 0.2100, Forward time: 2.2775, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.0994 [2020-11-08 18:24:37,427][root][INFO] - ===> Epoch[118](3067/26): Loss 0.2053, Sem 0.3432, dir -0.5670, norm 0.4292, swav 0.0000 LR: 7.192e-02 Score 88.769 Data time: 0.1631, Forward time: 2.2773, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 4.6731 [2020-11-08 18:24:42,577][root][INFO] - ===> Epoch[118](3068/26): Loss 0.2409, Sem 0.3776, dir -0.5826, norm 0.4458, swav 0.0000 LR: 7.191e-02 Score 88.098 Data time: 0.1960, Forward time: 2.2773, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.0757 [2020-11-08 18:24:49,328][root][INFO] - ===> Epoch[119](3069/26): Loss 0.2142, Sem 0.3319, dir -0.5451, norm 0.4274, swav 0.0000 LR: 7.190e-02 Score 89.544 Data time: 0.2046, Forward time: 2.2772, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 6.6408 [2020-11-08 18:24:55,370][root][INFO] - ===> Epoch[119](3070/26): Loss 0.2931, Sem 0.4138, dir -0.5326, norm 0.4119, swav 0.0000 LR: 7.189e-02 Score 86.235 Data time: 0.2059, Forward time: 2.2772, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.9223 [2020-11-08 18:25:01,767][root][INFO] - ===> Epoch[119](3071/26): Loss 0.3072, Sem 0.3953, dir -0.5418, norm 0.4537, swav 0.0000 LR: 7.188e-02 Score 87.830 Data time: 0.1826, Forward time: 2.2771, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 6.2671 [2020-11-08 18:25:07,023][root][INFO] - ===> Epoch[119](3072/26): Loss 0.1761, Sem 0.3221, dir -0.5849, norm 0.4388, swav 0.0000 LR: 7.187e-02 Score 89.819 Data time: 0.2240, Forward time: 2.2772, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.1578 [2020-11-08 18:25:13,647][root][INFO] - ===> Epoch[119](3073/26): Loss 0.2255, Sem 0.3665, dir -0.5654, norm 0.4243, swav 0.0000 LR: 7.186e-02 Score 88.246 Data time: 0.1937, Forward time: 2.2771, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 6.5019 [2020-11-08 18:25:18,275][root][INFO] - ===> Epoch[119](3074/26): Loss 0.2524, Sem 0.3410, dir -0.5002, norm 0.4115, swav 0.0000 LR: 7.185e-02 Score 88.107 Data time: 0.2180, Forward time: 2.2772, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 4.5135 [2020-11-08 18:25:23,868][root][INFO] - ===> Epoch[119](3075/26): Loss 0.1675, Sem 0.2917, dir -0.6208, norm 0.4967, swav 0.0000 LR: 7.184e-02 Score 90.200 Data time: 0.2503, Forward time: 2.2773, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.4853 [2020-11-08 18:25:31,106][root][INFO] - ===> Epoch[119](3076/26): Loss 0.1958, Sem 0.3242, dir -0.5792, norm 0.4507, swav 0.0000 LR: 7.184e-02 Score 89.656 Data time: 0.2095, Forward time: 2.2773, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 7.0987 [2020-11-08 18:25:36,237][root][INFO] - ===> Epoch[119](3077/26): Loss 0.2456, Sem 0.3591, dir -0.5700, norm 0.4564, swav 0.0000 LR: 7.183e-02 Score 88.539 Data time: 0.2289, Forward time: 2.2774, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.0128 [2020-11-08 18:25:42,539][root][INFO] - ===> Epoch[119](3078/26): Loss 0.2249, Sem 0.3361, dir -0.5692, norm 0.4580, swav 0.0000 LR: 7.182e-02 Score 88.997 Data time: 0.2451, Forward time: 2.2776, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 6.1814 [2020-11-08 18:25:49,456][root][INFO] - ===> Epoch[119](3079/26): Loss 0.1912, Sem 0.3399, dir -0.5946, norm 0.4459, swav 0.0000 LR: 7.181e-02 Score 89.469 Data time: 0.1903, Forward time: 2.2775, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 6.7536 [2020-11-08 18:25:55,489][root][INFO] - ===> Epoch[119](3080/26): Loss 0.2383, Sem 0.3532, dir -0.5534, norm 0.4385, swav 0.0000 LR: 7.180e-02 Score 88.624 Data time: 0.3082, Forward time: 2.2778, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.9327 [2020-11-08 18:26:00,336][root][INFO] - ===> Epoch[119](3081/26): Loss 0.2040, Sem 0.3232, dir -0.5560, norm 0.4368, swav 0.0000 LR: 7.179e-02 Score 88.742 Data time: 0.1288, Forward time: 2.2775, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 4.7289 [2020-11-08 18:26:05,028][root][INFO] - ===> Epoch[119](3082/26): Loss 0.2041, Sem 0.3694, dir -0.5541, norm 0.3888, swav 0.0000 LR: 7.178e-02 Score 88.886 Data time: 0.1801, Forward time: 2.2774, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 4.6122 [2020-11-08 18:26:10,590][root][INFO] - ===> Epoch[119](3083/26): Loss 0.1661, Sem 0.3210, dir -0.5508, norm 0.3958, swav 0.0000 LR: 7.177e-02 Score 89.997 Data time: 0.1781, Forward time: 2.2772, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.4569 [2020-11-08 18:26:17,599][root][INFO] - ===> Epoch[119](3084/26): Loss 0.2982, Sem 0.4082, dir -0.5819, norm 0.4719, swav 0.0000 LR: 7.176e-02 Score 87.670 Data time: 0.2068, Forward time: 2.2772, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 6.9308 [2020-11-08 18:26:22,706][root][INFO] - ===> Epoch[119](3085/26): Loss 0.3380, Sem 0.3459, dir -0.5026, norm 0.4947, swav 0.0000 LR: 7.175e-02 Score 89.063 Data time: 0.2411, Forward time: 2.2773, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 4.9922 [2020-11-08 18:26:27,797][root][INFO] - ===> Epoch[119](3086/26): Loss 0.1675, Sem 0.3241, dir -0.5707, norm 0.4141, swav 0.0000 LR: 7.174e-02 Score 89.475 Data time: 0.2111, Forward time: 2.2774, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 4.9750 [2020-11-08 18:26:33,892][root][INFO] - ===> Epoch[119](3087/26): Loss 0.3530, Sem 0.4070, dir -0.5436, norm 0.4896, swav 0.0000 LR: 7.173e-02 Score 87.176 Data time: 0.2891, Forward time: 2.2777, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.9766 [2020-11-08 18:26:39,901][root][INFO] - ===> Epoch[119](3088/26): Loss 0.2632, Sem 0.3603, dir -0.5423, norm 0.4452, swav 0.0000 LR: 7.172e-02 Score 87.740 Data time: 0.2052, Forward time: 2.2776, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.8803 [2020-11-08 18:26:47,035][root][INFO] - ===> Epoch[119](3089/26): Loss 0.2389, Sem 0.3575, dir -0.5953, norm 0.4768, swav 0.0000 LR: 7.171e-02 Score 88.477 Data time: 0.1590, Forward time: 2.2774, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 7.0246 [2020-11-08 18:26:53,296][root][INFO] - ===> Epoch[119](3090/26): Loss 0.2169, Sem 0.3211, dir -0.5840, norm 0.4798, swav 0.0000 LR: 7.170e-02 Score 89.525 Data time: 0.2239, Forward time: 2.2775, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 6.1999 [2020-11-08 18:26:59,223][root][INFO] - ===> Epoch[119](3091/26): Loss 0.1800, Sem 0.3046, dir -0.5572, norm 0.4326, swav 0.0000 LR: 7.170e-02 Score 90.932 Data time: 0.2740, Forward time: 2.2778, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.7928 [2020-11-08 18:27:05,441][root][INFO] - ===> Epoch[119](3092/26): Loss 0.2030, Sem 0.2893, dir -0.5182, norm 0.4319, swav 0.0000 LR: 7.169e-02 Score 91.510 Data time: 0.1761, Forward time: 2.2777, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 6.0953 [2020-11-08 18:27:11,449][root][INFO] - ===> Epoch[119](3093/26): Loss 0.2405, Sem 0.3610, dir -0.5231, norm 0.4026, swav 0.0000 LR: 7.168e-02 Score 88.161 Data time: 0.3556, Forward time: 2.2779, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.9032 [2020-11-08 18:27:18,616][root][INFO] - ===> Epoch[119](3094/26): Loss 0.2214, Sem 0.3450, dir -0.5574, norm 0.4339, swav 0.0000 LR: 7.167e-02 Score 89.801 Data time: 0.3523, Forward time: 2.2784, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 7.0336 [2020-11-08 18:27:24,011][root][INFO] - ===> Epoch[120](3095/26): Loss 0.2804, Sem 0.3272, dir -0.5374, norm 0.4907, swav 0.0000 LR: 7.166e-02 Score 89.872 Data time: 0.2483, Forward time: 2.2785, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 5.2589 [2020-11-08 18:27:31,051][root][INFO] - ===> Epoch[120](3096/26): Loss 0.2208, Sem 0.3717, dir -0.5585, norm 0.4076, swav 0.0000 LR: 7.165e-02 Score 88.619 Data time: 0.1966, Forward time: 2.2785, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 6.9180 [2020-11-08 18:27:35,963][root][INFO] - ===> Epoch[120](3097/26): Loss 0.1644, Sem 0.3478, dir -0.5924, norm 0.4090, swav 0.0000 LR: 7.164e-02 Score 89.052 Data time: 0.2327, Forward time: 2.2785, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 4.8257 [2020-11-08 18:27:42,037][root][INFO] - ===> Epoch[120](3098/26): Loss 0.3220, Sem 0.3831, dir -0.5554, norm 0.4944, swav 0.0000 LR: 7.163e-02 Score 87.909 Data time: 0.1552, Forward time: 2.2783, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.9720 [2020-11-08 18:27:47,795][root][INFO] - ===> Epoch[120](3099/26): Loss 0.2173, Sem 0.2784, dir -0.5045, norm 0.4434, swav 0.0000 LR: 7.162e-02 Score 91.831 Data time: 0.2078, Forward time: 2.2783, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.6938 [2020-11-08 18:27:53,594][root][INFO] - ===> Epoch[120](3100/26): Loss 0.2800, Sem 0.3835, dir -0.5583, norm 0.4548, swav 0.0000 LR: 7.161e-02 Score 87.676 Data time: 0.2354, Forward time: 2.2782, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.6937 [2020-11-08 18:27:59,428][root][INFO] - ===> Epoch[120](3101/26): Loss 0.2440, Sem 0.3373, dir -0.5677, norm 0.4744, swav 0.0000 LR: 7.160e-02 Score 89.047 Data time: 0.2728, Forward time: 2.2784, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.7160 [2020-11-08 18:28:05,319][root][INFO] - ===> Epoch[120](3102/26): Loss 0.3328, Sem 0.4110, dir -0.5477, norm 0.4695, swav 0.0000 LR: 7.159e-02 Score 87.781 Data time: 0.2306, Forward time: 2.2785, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.7721 [2020-11-08 18:28:12,397][root][INFO] - ===> Epoch[120](3103/26): Loss 0.1660, Sem 0.2716, dir -0.5696, norm 0.4640, swav 0.0000 LR: 7.158e-02 Score 91.106 Data time: 0.1902, Forward time: 2.2785, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 6.9589 [2020-11-08 18:28:17,717][root][INFO] - ===> Epoch[120](3104/26): Loss 0.2838, Sem 0.3653, dir -0.5361, norm 0.4546, swav 0.0000 LR: 7.157e-02 Score 89.078 Data time: 0.1978, Forward time: 2.2784, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.2121 [2020-11-08 18:28:23,936][root][INFO] - ===> Epoch[120](3105/26): Loss 0.1838, Sem 0.3445, dir -0.6243, norm 0.4636, swav 0.0000 LR: 7.156e-02 Score 88.451 Data time: 0.3039, Forward time: 2.2787, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 6.1354 [2020-11-08 18:28:30,182][root][INFO] - ===> Epoch[120](3106/26): Loss 0.2654, Sem 0.3844, dir -0.5763, norm 0.4572, swav 0.0000 LR: 7.156e-02 Score 87.332 Data time: 0.1949, Forward time: 2.2787, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 6.1144 [2020-11-08 18:28:36,441][root][INFO] - ===> Epoch[120](3107/26): Loss 0.2105, Sem 0.3451, dir -0.5582, norm 0.4236, swav 0.0000 LR: 7.155e-02 Score 87.345 Data time: 0.2334, Forward time: 2.2788, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 6.1681 [2020-11-08 18:28:42,243][root][INFO] - ===> Epoch[120](3108/26): Loss 0.2823, Sem 0.3711, dir -0.5507, norm 0.4620, swav 0.0000 LR: 7.154e-02 Score 88.684 Data time: 0.2303, Forward time: 2.2789, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.6927 [2020-11-08 18:28:47,285][root][INFO] - ===> Epoch[120](3109/26): Loss 0.3445, Sem 0.3849, dir -0.5095, norm 0.4691, swav 0.0000 LR: 7.153e-02 Score 88.247 Data time: 0.2174, Forward time: 2.2790, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 4.9085 [2020-11-08 18:28:53,215][root][INFO] - ===> Epoch[120](3110/26): Loss 0.1639, Sem 0.3220, dir -0.5855, norm 0.4273, swav 0.0000 LR: 7.152e-02 Score 88.648 Data time: 0.2537, Forward time: 2.2791, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.8233 [2020-11-08 18:28:58,508][root][INFO] - ===> Epoch[120](3111/26): Loss 0.1783, Sem 0.3168, dir -0.5964, norm 0.4580, swav 0.0000 LR: 7.151e-02 Score 90.077 Data time: 0.2558, Forward time: 2.2791, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.1414 [2020-11-08 18:29:04,409][root][INFO] - ===> Epoch[120](3112/26): Loss 0.1624, Sem 0.2768, dir -0.5501, norm 0.4357, swav 0.0000 LR: 7.150e-02 Score 91.096 Data time: 0.1550, Forward time: 2.2789, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.7887 [2020-11-08 18:29:10,406][root][INFO] - ===> Epoch[120](3113/26): Loss 0.1003, Sem 0.2946, dir -0.5980, norm 0.4036, swav 0.0000 LR: 7.149e-02 Score 90.773 Data time: 0.2429, Forward time: 2.2790, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.8940 [2020-11-08 18:29:15,632][root][INFO] - ===> Epoch[120](3114/26): Loss 0.2020, Sem 0.3373, dir -0.5787, norm 0.4434, swav 0.0000 LR: 7.148e-02 Score 89.665 Data time: 0.2404, Forward time: 2.2791, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 5.1085 [2020-11-08 18:29:21,352][root][INFO] - ===> Epoch[120](3115/26): Loss 0.2193, Sem 0.3421, dir -0.5574, norm 0.4346, swav 0.0000 LR: 7.147e-02 Score 88.036 Data time: 0.1372, Forward time: 2.2789, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.5977 [2020-11-08 18:29:26,770][root][INFO] - ===> Epoch[120](3116/26): Loss 0.2197, Sem 0.3211, dir -0.5501, norm 0.4487, swav 0.0000 LR: 7.146e-02 Score 90.547 Data time: 0.2116, Forward time: 2.2789, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.3657 [2020-11-08 18:29:32,768][root][INFO] - ===> Epoch[120](3117/26): Loss 0.1861, Sem 0.3263, dir -0.5779, norm 0.4377, swav 0.0000 LR: 7.145e-02 Score 89.049 Data time: 0.2058, Forward time: 2.2789, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.8616 [2020-11-08 18:29:38,475][root][INFO] - ===> Epoch[120](3118/26): Loss 0.1562, Sem 0.3178, dir -0.6058, norm 0.4443, swav 0.0000 LR: 7.144e-02 Score 90.244 Data time: 0.1564, Forward time: 2.2787, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.5839 [2020-11-08 18:29:44,290][root][INFO] - ===> Epoch[120](3119/26): Loss 0.1616, Sem 0.2742, dir -0.5809, norm 0.4682, swav 0.0000 LR: 7.143e-02 Score 90.810 Data time: 0.2346, Forward time: 2.2787, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.7163 [2020-11-08 18:29:50,275][root][INFO] - ===> Epoch[120](3120/26): Loss 0.1783, Sem 0.3215, dir -0.5673, norm 0.4241, swav 0.0000 LR: 7.142e-02 Score 89.931 Data time: 0.2692, Forward time: 2.2790, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.8776 [2020-11-08 18:29:56,727][root][INFO] - ===> Epoch[121](3121/26): Loss 0.2406, Sem 0.3635, dir -0.5553, norm 0.4325, swav 0.0000 LR: 7.142e-02 Score 88.512 Data time: 0.2427, Forward time: 2.2791, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 6.3364 [2020-11-08 18:30:04,015][root][INFO] - ===> Epoch[121](3122/26): Loss 0.2384, Sem 0.3724, dir -0.5886, norm 0.4546, swav 0.0000 LR: 7.141e-02 Score 87.327 Data time: 0.2149, Forward time: 2.2792, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 7.1698 [2020-11-08 18:30:09,879][root][INFO] - ===> Epoch[121](3123/26): Loss 0.1531, Sem 0.3026, dir -0.5499, norm 0.4005, swav 0.0000 LR: 7.140e-02 Score 90.929 Data time: 0.1729, Forward time: 2.2790, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 5.7392 [2020-11-08 18:30:14,701][root][INFO] - ===> Epoch[121](3124/26): Loss 0.2835, Sem 0.4080, dir -0.5671, norm 0.4427, swav 0.0000 LR: 7.139e-02 Score 88.265 Data time: 0.1946, Forward time: 2.2789, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 4.7345 [2020-11-08 18:30:20,644][root][INFO] - ===> Epoch[121](3125/26): Loss 0.3019, Sem 0.3702, dir -0.5825, norm 0.5142, swav 0.0000 LR: 7.138e-02 Score 88.927 Data time: 0.2852, Forward time: 2.2792, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.8148 [2020-11-08 18:30:25,800][root][INFO] - ===> Epoch[121](3126/26): Loss 0.0611, Sem 0.2524, dir -0.5956, norm 0.4043, swav 0.0000 LR: 7.137e-02 Score 91.395 Data time: 0.2446, Forward time: 2.2793, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.0251 [2020-11-08 18:30:30,675][root][INFO] - ===> Epoch[121](3127/26): Loss 0.2248, Sem 0.3623, dir -0.5764, norm 0.4389, swav 0.0000 LR: 7.136e-02 Score 87.950 Data time: 0.2181, Forward time: 2.2794, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 4.7537 [2020-11-08 18:30:36,875][root][INFO] - ===> Epoch[121](3128/26): Loss 0.2265, Sem 0.3459, dir -0.5602, norm 0.4408, swav 0.0000 LR: 7.135e-02 Score 88.943 Data time: 0.2272, Forward time: 2.2795, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 6.0736 [2020-11-08 18:30:41,882][root][INFO] - ===> Epoch[121](3129/26): Loss 0.2444, Sem 0.3542, dir -0.5844, norm 0.4746, swav 0.0000 LR: 7.134e-02 Score 89.297 Data time: 0.2081, Forward time: 2.2795, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 4.8699 [2020-11-08 18:30:48,208][root][INFO] - ===> Epoch[121](3130/26): Loss 0.0973, Sem 0.2720, dir -0.5715, norm 0.3968, swav 0.0000 LR: 7.133e-02 Score 91.414 Data time: 0.2355, Forward time: 2.2796, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 6.2072 [2020-11-08 18:30:53,683][root][INFO] - ===> Epoch[121](3131/26): Loss 0.1660, Sem 0.2916, dir -0.5496, norm 0.4241, swav 0.0000 LR: 7.132e-02 Score 91.044 Data time: 0.2408, Forward time: 2.2797, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.3437 [2020-11-08 18:30:58,310][root][INFO] - ===> Epoch[121](3132/26): Loss 0.1716, Sem 0.3003, dir -0.5601, norm 0.4314, swav 0.0000 LR: 7.131e-02 Score 89.909 Data time: 0.2036, Forward time: 2.2798, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 4.4904 [2020-11-08 18:31:04,713][root][INFO] - ===> Epoch[121](3133/26): Loss 0.2487, Sem 0.3275, dir -0.5416, norm 0.4629, swav 0.0000 LR: 7.130e-02 Score 89.340 Data time: 0.1520, Forward time: 2.2796, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 6.2979 [2020-11-08 18:31:11,336][root][INFO] - ===> Epoch[121](3134/26): Loss 0.2167, Sem 0.3405, dir -0.5890, norm 0.4652, swav 0.0000 LR: 7.129e-02 Score 89.101 Data time: 0.1660, Forward time: 2.2794, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 6.5217 [2020-11-08 18:31:16,575][root][INFO] - ===> Epoch[121](3135/26): Loss 0.1651, Sem 0.3158, dir -0.5437, norm 0.3930, swav 0.0000 LR: 7.128e-02 Score 90.226 Data time: 0.2086, Forward time: 2.2794, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.1716 [2020-11-08 18:31:21,623][root][INFO] - ===> Epoch[121](3136/26): Loss 0.2593, Sem 0.3476, dir -0.5618, norm 0.4736, swav 0.0000 LR: 7.128e-02 Score 88.571 Data time: 0.1603, Forward time: 2.2793, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 4.9188 [2020-11-08 18:31:26,671][root][INFO] - ===> Epoch[121](3137/26): Loss 0.2915, Sem 0.3875, dir -0.5925, norm 0.4965, swav 0.0000 LR: 7.127e-02 Score 88.423 Data time: 0.2345, Forward time: 2.2793, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 4.9683 [2020-11-08 18:31:33,601][root][INFO] - ===> Epoch[121](3138/26): Loss 0.2401, Sem 0.3590, dir -0.5448, norm 0.4258, swav 0.0000 LR: 7.126e-02 Score 88.555 Data time: 0.3171, Forward time: 2.2796, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 6.8169 [2020-11-08 18:31:39,219][root][INFO] - ===> Epoch[121](3139/26): Loss 0.1735, Sem 0.3177, dir -0.5535, norm 0.4093, swav 0.0000 LR: 7.125e-02 Score 89.645 Data time: 0.1668, Forward time: 2.2795, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.4750 [2020-11-08 18:31:44,594][root][INFO] - ===> Epoch[121](3140/26): Loss 0.2610, Sem 0.3252, dir -0.5388, norm 0.4747, swav 0.0000 LR: 7.124e-02 Score 90.679 Data time: 0.1600, Forward time: 2.2794, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.2646 [2020-11-08 18:31:50,724][root][INFO] - ===> Epoch[121](3141/26): Loss 0.3169, Sem 0.4023, dir -0.5298, norm 0.4443, swav 0.0000 LR: 7.123e-02 Score 87.709 Data time: 0.1654, Forward time: 2.2792, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 6.0439 [2020-11-08 18:31:56,338][root][INFO] - ===> Epoch[121](3142/26): Loss 0.2771, Sem 0.3965, dir -0.5693, norm 0.4499, swav 0.0000 LR: 7.122e-02 Score 86.811 Data time: 0.2329, Forward time: 2.2793, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.5325 [2020-11-08 18:32:01,318][root][INFO] - ===> Epoch[121](3143/26): Loss 0.2033, Sem 0.3189, dir -0.5804, norm 0.4648, swav 0.0000 LR: 7.121e-02 Score 89.942 Data time: 0.2608, Forward time: 2.2794, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 4.8413 [2020-11-08 18:32:07,837][root][INFO] - ===> Epoch[121](3144/26): Loss 0.2242, Sem 0.3545, dir -0.5878, norm 0.4574, swav 0.0000 LR: 7.120e-02 Score 88.691 Data time: 0.2453, Forward time: 2.2794, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 6.3858 [2020-11-08 18:32:13,718][root][INFO] - ===> Epoch[121](3145/26): Loss 0.1782, Sem 0.2595, dir -0.5321, norm 0.4509, swav 0.0000 LR: 7.119e-02 Score 91.756 Data time: 0.2661, Forward time: 2.2797, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.7552 [2020-11-08 18:32:18,248][root][INFO] - ===> Epoch[121](3146/26): Loss 0.0428, Sem 0.2928, dir -0.6413, norm 0.3913, swav 0.0000 LR: 7.118e-02 Score 90.578 Data time: 0.1933, Forward time: 2.2795, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 4.3805 [2020-11-08 18:32:24,945][root][INFO] - ===> Epoch[122](3147/26): Loss 0.1649, Sem 0.3424, dir -0.6073, norm 0.4298, swav 0.0000 LR: 7.117e-02 Score 89.712 Data time: 0.2076, Forward time: 2.2794, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 6.6023 [2020-11-08 18:32:30,432][root][INFO] - ===> Epoch[122](3148/26): Loss 0.1375, Sem 0.2812, dir -0.5739, norm 0.4301, swav 0.0000 LR: 7.116e-02 Score 91.327 Data time: 0.2296, Forward time: 2.2795, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.3469 [2020-11-08 18:32:35,774][root][INFO] - ===> Epoch[122](3149/26): Loss 0.2068, Sem 0.3575, dir -0.6003, norm 0.4496, swav 0.0000 LR: 7.115e-02 Score 89.357 Data time: 0.2078, Forward time: 2.2795, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.2160 [2020-11-08 18:32:40,600][root][INFO] - ===> Epoch[122](3150/26): Loss 0.2131, Sem 0.3228, dir -0.5505, norm 0.4408, swav 0.0000 LR: 7.114e-02 Score 89.881 Data time: 0.2027, Forward time: 2.2794, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 4.6996 [2020-11-08 18:32:46,065][root][INFO] - ===> Epoch[122](3151/26): Loss 0.1656, Sem 0.3108, dir -0.5691, norm 0.4239, swav 0.0000 LR: 7.113e-02 Score 89.803 Data time: 0.2440, Forward time: 2.2795, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 5.3438 [2020-11-08 18:32:50,623][root][INFO] - ===> Epoch[122](3152/26): Loss 0.2087, Sem 0.3375, dir -0.5777, norm 0.4488, swav 0.0000 LR: 7.113e-02 Score 90.232 Data time: 0.2034, Forward time: 2.2796, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 4.4328 [2020-11-08 18:32:58,018][root][INFO] - ===> Epoch[122](3153/26): Loss 0.1127, Sem 0.3292, dir -0.6134, norm 0.3969, swav 0.0000 LR: 7.112e-02 Score 90.020 Data time: 0.1312, Forward time: 2.2793, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 7.2883 [2020-11-08 18:33:02,805][root][INFO] - ===> Epoch[122](3154/26): Loss 0.1966, Sem 0.3543, dir -0.5637, norm 0.4060, swav 0.0000 LR: 7.111e-02 Score 89.010 Data time: 0.1615, Forward time: 2.2791, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 4.7028 [2020-11-08 18:33:08,657][root][INFO] - ===> Epoch[122](3155/26): Loss 0.1479, Sem 0.3055, dir -0.5696, norm 0.4120, swav 0.0000 LR: 7.110e-02 Score 90.644 Data time: 0.2020, Forward time: 2.2790, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.7475 [2020-11-08 18:33:15,398][root][INFO] - ===> Epoch[122](3156/26): Loss 0.2089, Sem 0.3156, dir -0.5458, norm 0.4391, swav 0.0000 LR: 7.109e-02 Score 89.313 Data time: 0.1973, Forward time: 2.2789, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 6.6099 [2020-11-08 18:33:23,736][root][INFO] - ===> Epoch[122](3157/26): Loss 0.1831, Sem 0.2998, dir -0.5424, norm 0.4257, swav 0.0000 LR: 7.108e-02 Score 90.457 Data time: 0.2146, Forward time: 2.2789, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 8.2437 [2020-11-08 18:33:29,788][root][INFO] - ===> Epoch[122](3158/26): Loss 0.3348, Sem 0.3438, dir -0.5020, norm 0.4930, swav 0.0000 LR: 7.107e-02 Score 89.090 Data time: 0.2481, Forward time: 2.2790, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.8984 [2020-11-08 18:33:35,399][root][INFO] - ===> Epoch[122](3159/26): Loss 0.2281, Sem 0.3422, dir -0.6037, norm 0.4896, swav 0.0000 LR: 7.106e-02 Score 90.061 Data time: 0.2134, Forward time: 2.2791, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.4681 [2020-11-08 18:33:41,807][root][INFO] - ===> Epoch[122](3160/26): Loss 0.2583, Sem 0.3472, dir -0.5273, norm 0.4385, swav 0.0000 LR: 7.105e-02 Score 89.209 Data time: 0.1745, Forward time: 2.2790, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 6.2936 [2020-11-08 18:33:47,270][root][INFO] - ===> Epoch[122](3161/26): Loss 0.2512, Sem 0.3314, dir -0.5323, norm 0.4522, swav 0.0000 LR: 7.104e-02 Score 89.925 Data time: 0.2538, Forward time: 2.2791, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.3613 [2020-11-08 18:33:53,399][root][INFO] - ===> Epoch[122](3162/26): Loss 0.2614, Sem 0.3824, dir -0.6060, norm 0.4850, swav 0.0000 LR: 7.103e-02 Score 88.304 Data time: 0.2034, Forward time: 2.2790, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 6.0151 [2020-11-08 18:33:58,985][root][INFO] - ===> Epoch[122](3163/26): Loss 0.1666, Sem 0.2791, dir -0.5477, norm 0.4353, swav 0.0000 LR: 7.102e-02 Score 90.250 Data time: 0.2299, Forward time: 2.2790, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.4781 [2020-11-08 18:34:04,011][root][INFO] - ===> Epoch[122](3164/26): Loss 0.1821, Sem 0.3014, dir -0.5950, norm 0.4756, swav 0.0000 LR: 7.101e-02 Score 90.283 Data time: 0.1707, Forward time: 2.2789, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 4.9361 [2020-11-08 18:34:09,472][root][INFO] - ===> Epoch[122](3165/26): Loss 0.2530, Sem 0.3299, dir -0.5569, norm 0.4800, swav 0.0000 LR: 7.100e-02 Score 89.304 Data time: 0.1608, Forward time: 2.2787, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.3922 [2020-11-08 18:34:15,957][root][INFO] - ===> Epoch[122](3166/26): Loss 0.2497, Sem 0.3385, dir -0.5475, norm 0.4587, swav 0.0000 LR: 7.099e-02 Score 88.669 Data time: 0.1805, Forward time: 2.2786, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 6.3770 [2020-11-08 18:34:21,430][root][INFO] - ===> Epoch[122](3167/26): Loss 0.2142, Sem 0.2972, dir -0.5018, norm 0.4188, swav 0.0000 LR: 7.099e-02 Score 90.141 Data time: 0.2719, Forward time: 2.2787, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 5.3652 [2020-11-08 18:34:28,565][root][INFO] - ===> Epoch[122](3168/26): Loss 0.2485, Sem 0.3481, dir -0.5591, norm 0.4594, swav 0.0000 LR: 7.098e-02 Score 88.829 Data time: 0.2933, Forward time: 2.2791, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 6.9853 [2020-11-08 18:34:33,358][root][INFO] - ===> Epoch[122](3169/26): Loss 0.2733, Sem 0.3865, dir -0.5973, norm 0.4841, swav 0.0000 LR: 7.097e-02 Score 88.023 Data time: 0.2048, Forward time: 2.2791, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 4.6332 [2020-11-08 18:34:38,484][root][INFO] - ===> Epoch[122](3170/26): Loss 0.2033, Sem 0.3529, dir -0.5668, norm 0.4172, swav 0.0000 LR: 7.096e-02 Score 89.256 Data time: 0.1698, Forward time: 2.2789, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.0114 [2020-11-08 18:34:44,165][root][INFO] - ===> Epoch[122](3171/26): Loss 0.2335, Sem 0.3723, dir -0.5829, norm 0.4441, swav 0.0000 LR: 7.095e-02 Score 88.947 Data time: 0.2686, Forward time: 2.2791, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.5991 [2020-11-08 18:34:48,853][root][INFO] - ===> Epoch[122](3172/26): Loss 0.1824, Sem 0.3097, dir -0.5568, norm 0.4294, swav 0.0000 LR: 7.094e-02 Score 89.864 Data time: 0.1811, Forward time: 2.2789, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 4.5756 [2020-11-08 18:34:54,513][root][INFO] - ===> Epoch[123](3173/26): Loss 0.2135, Sem 0.3191, dir -0.5450, norm 0.4395, swav 0.0000 LR: 7.093e-02 Score 88.586 Data time: 0.2440, Forward time: 2.2791, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.5572 [2020-11-08 18:35:00,080][root][INFO] - ===> Epoch[123](3174/26): Loss 0.2063, Sem 0.3195, dir -0.5443, norm 0.4312, swav 0.0000 LR: 7.092e-02 Score 89.946 Data time: 0.1953, Forward time: 2.2790, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.4126 [2020-11-08 18:35:06,228][root][INFO] - ===> Epoch[123](3175/26): Loss 0.2397, Sem 0.3268, dir -0.5401, norm 0.4530, swav 0.0000 LR: 7.091e-02 Score 89.633 Data time: 0.2848, Forward time: 2.2793, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 6.0487 [2020-11-08 18:35:10,856][root][INFO] - ===> Epoch[123](3176/26): Loss 0.2421, Sem 0.3550, dir -0.5403, norm 0.4275, swav 0.0000 LR: 7.090e-02 Score 88.731 Data time: 0.1879, Forward time: 2.2792, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 4.5002 [2020-11-08 18:35:14,997][root][INFO] - ===> Epoch[123](3177/26): Loss 0.1986, Sem 0.3136, dir -0.5703, norm 0.4552, swav 0.0000 LR: 7.089e-02 Score 90.057 Data time: 0.2118, Forward time: 2.2792, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 4.0372 [2020-11-08 18:35:21,803][root][INFO] - ===> Epoch[123](3178/26): Loss 0.2252, Sem 0.3098, dir -0.5652, norm 0.4807, swav 0.0000 LR: 7.088e-02 Score 89.994 Data time: 0.2946, Forward time: 2.2794, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 6.7127 [2020-11-08 18:35:28,276][root][INFO] - ===> Epoch[123](3179/26): Loss 0.1399, Sem 0.2779, dir -0.5829, norm 0.4450, swav 0.0000 LR: 7.087e-02 Score 91.058 Data time: 0.2452, Forward time: 2.2796, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 6.3343 [2020-11-08 18:35:35,115][root][INFO] - ===> Epoch[123](3180/26): Loss 0.2583, Sem 0.3071, dir -0.5066, norm 0.4578, swav 0.0000 LR: 7.086e-02 Score 89.862 Data time: 0.2419, Forward time: 2.2797, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 6.7187 [2020-11-08 18:35:40,837][root][INFO] - ===> Epoch[123](3181/26): Loss 0.1514, Sem 0.2985, dir -0.5818, norm 0.4347, swav 0.0000 LR: 7.085e-02 Score 90.550 Data time: 0.2302, Forward time: 2.2798, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.6360 [2020-11-08 18:35:46,168][root][INFO] - ===> Epoch[123](3182/26): Loss 0.1384, Sem 0.3147, dir -0.5936, norm 0.4173, swav 0.0000 LR: 7.085e-02 Score 89.644 Data time: 0.2316, Forward time: 2.2798, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.2069 [2020-11-08 18:35:51,730][root][INFO] - ===> Epoch[123](3183/26): Loss 0.2718, Sem 0.3509, dir -0.5650, norm 0.4859, swav 0.0000 LR: 7.084e-02 Score 89.275 Data time: 0.1776, Forward time: 2.2797, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.4502 [2020-11-08 18:35:57,132][root][INFO] - ===> Epoch[123](3184/26): Loss 0.1906, Sem 0.3747, dir -0.6252, norm 0.4411, swav 0.0000 LR: 7.083e-02 Score 89.252 Data time: 0.1960, Forward time: 2.2797, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 5.2973 [2020-11-08 18:36:03,017][root][INFO] - ===> Epoch[123](3185/26): Loss 0.1981, Sem 0.3616, dir -0.5810, norm 0.4175, swav 0.0000 LR: 7.082e-02 Score 89.337 Data time: 0.1683, Forward time: 2.2796, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.7899 [2020-11-08 18:36:08,846][root][INFO] - ===> Epoch[123](3186/26): Loss 0.2095, Sem 0.3111, dir -0.5715, norm 0.4700, swav 0.0000 LR: 7.081e-02 Score 90.862 Data time: 0.1592, Forward time: 2.2794, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.7339 [2020-11-08 18:36:14,951][root][INFO] - ===> Epoch[123](3187/26): Loss 0.1701, Sem 0.3646, dir -0.6349, norm 0.4404, swav 0.0000 LR: 7.080e-02 Score 88.475 Data time: 0.1941, Forward time: 2.2793, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 6.0019 [2020-11-08 18:36:19,707][root][INFO] - ===> Epoch[123](3188/26): Loss 0.1428, Sem 0.2676, dir -0.5654, norm 0.4406, swav 0.0000 LR: 7.079e-02 Score 91.684 Data time: 0.1641, Forward time: 2.2792, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 4.6409 [2020-11-08 18:36:24,851][root][INFO] - ===> Epoch[123](3189/26): Loss 0.1026, Sem 0.2692, dir -0.5653, norm 0.3987, swav 0.0000 LR: 7.078e-02 Score 91.956 Data time: 0.2453, Forward time: 2.2793, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.0389 [2020-11-08 18:36:30,602][root][INFO] - ===> Epoch[123](3190/26): Loss 0.2758, Sem 0.3752, dir -0.5626, norm 0.4631, swav 0.0000 LR: 7.077e-02 Score 88.717 Data time: 0.2660, Forward time: 2.2795, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 5.6024 [2020-11-08 18:36:36,515][root][INFO] - ===> Epoch[123](3191/26): Loss 0.2501, Sem 0.3737, dir -0.5982, norm 0.4746, swav 0.0000 LR: 7.076e-02 Score 88.043 Data time: 0.1437, Forward time: 2.2792, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.7780 [2020-11-08 18:36:42,616][root][INFO] - ===> Epoch[123](3192/26): Loss 0.3259, Sem 0.4305, dir -0.5937, norm 0.4891, swav 0.0000 LR: 7.075e-02 Score 86.987 Data time: 0.2071, Forward time: 2.2792, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 6.0190 [2020-11-08 18:36:47,438][root][INFO] - ===> Epoch[123](3193/26): Loss 0.2493, Sem 0.3518, dir -0.5342, norm 0.4317, swav 0.0000 LR: 7.074e-02 Score 88.913 Data time: 0.1969, Forward time: 2.2792, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 4.7137 [2020-11-08 18:36:53,844][root][INFO] - ===> Epoch[123](3194/26): Loss 0.1820, Sem 0.3385, dir -0.6132, norm 0.4567, swav 0.0000 LR: 7.073e-02 Score 89.415 Data time: 0.1813, Forward time: 2.2791, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 6.2783 [2020-11-08 18:36:59,369][root][INFO] - ===> Epoch[123](3195/26): Loss 0.1742, Sem 0.3049, dir -0.5456, norm 0.4149, swav 0.0000 LR: 7.072e-02 Score 90.500 Data time: 0.2504, Forward time: 2.2792, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.4270 [2020-11-08 18:37:05,829][root][INFO] - ===> Epoch[123](3196/26): Loss 0.2560, Sem 0.3246, dir -0.5259, norm 0.4573, swav 0.0000 LR: 7.071e-02 Score 90.130 Data time: 0.1807, Forward time: 2.2791, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 6.3363 [2020-11-08 18:37:11,215][root][INFO] - ===> Epoch[123](3197/26): Loss 0.1835, Sem 0.2924, dir -0.5532, norm 0.4443, swav 0.0000 LR: 7.070e-02 Score 90.229 Data time: 0.2101, Forward time: 2.2792, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.2766 [2020-11-08 18:37:17,026][root][INFO] - ===> Epoch[123](3198/26): Loss 0.1892, Sem 0.3139, dir -0.5826, norm 0.4579, swav 0.0000 LR: 7.070e-02 Score 89.888 Data time: 0.2160, Forward time: 2.2792, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.6911 [2020-11-08 18:37:22,378][root][INFO] - ===> Epoch[124](3199/26): Loss 0.1662, Sem 0.2958, dir -0.5416, norm 0.4120, swav 0.0000 LR: 7.069e-02 Score 90.248 Data time: 0.2497, Forward time: 2.2793, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.2551 [2020-11-08 18:37:28,653][root][INFO] - ===> Epoch[124](3200/26): Loss 0.1903, Sem 0.3236, dir -0.5711, norm 0.4378, swav 0.0000 LR: 7.068e-02 Score 89.814 Data time: 0.2645, Forward time: 2.2795, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 6.1469 [2020-11-08 18:37:35,132][root][INFO] - ===> Epoch[124](3201/26): Loss 0.1862, Sem 0.3388, dir -0.6077, norm 0.4552, swav 0.0000 LR: 7.067e-02 Score 89.555 Data time: 0.2058, Forward time: 2.2795, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 6.3456 [2020-11-08 18:37:40,582][root][INFO] - ===> Epoch[124](3202/26): Loss 0.2508, Sem 0.3635, dir -0.5733, norm 0.4606, swav 0.0000 LR: 7.066e-02 Score 88.424 Data time: 0.1724, Forward time: 2.2794, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.3303 [2020-11-08 18:37:46,335][root][INFO] - ===> Epoch[124](3203/26): Loss 0.1579, Sem 0.2874, dir -0.5629, norm 0.4334, swav 0.0000 LR: 7.065e-02 Score 90.615 Data time: 0.2116, Forward time: 2.2794, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.6404 [2020-11-08 18:37:52,056][root][INFO] - ===> Epoch[124](3204/26): Loss 0.1410, Sem 0.3239, dir -0.5912, norm 0.4083, swav 0.0000 LR: 7.064e-02 Score 89.382 Data time: 0.2123, Forward time: 2.2794, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.5943 [2020-11-08 18:37:58,911][root][INFO] - ===> Epoch[124](3205/26): Loss 0.2401, Sem 0.3406, dir -0.5768, norm 0.4763, swav 0.0000 LR: 7.063e-02 Score 89.122 Data time: 0.1615, Forward time: 2.2792, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 6.7342 [2020-11-08 18:38:04,289][root][INFO] - ===> Epoch[124](3206/26): Loss 0.2261, Sem 0.3096, dir -0.5366, norm 0.4530, swav 0.0000 LR: 7.062e-02 Score 91.351 Data time: 0.1877, Forward time: 2.2791, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.2925 [2020-11-08 18:38:09,462][root][INFO] - ===> Epoch[124](3207/26): Loss 0.2481, Sem 0.3349, dir -0.5433, norm 0.4565, swav 0.0000 LR: 7.061e-02 Score 89.022 Data time: 0.2158, Forward time: 2.2791, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.0621 [2020-11-08 18:38:14,435][root][INFO] - ===> Epoch[124](3208/26): Loss 0.1074, Sem 0.3088, dir -0.5787, norm 0.3773, swav 0.0000 LR: 7.060e-02 Score 90.770 Data time: 0.1482, Forward time: 2.2789, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 4.8429 [2020-11-08 18:38:19,878][root][INFO] - ===> Epoch[124](3209/26): Loss 0.1863, Sem 0.3297, dir -0.5575, norm 0.4142, swav 0.0000 LR: 7.059e-02 Score 89.210 Data time: 0.1403, Forward time: 2.2786, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.3291 [2020-11-08 18:38:26,006][root][INFO] - ===> Epoch[124](3210/26): Loss 0.2179, Sem 0.3464, dir -0.5621, norm 0.4336, swav 0.0000 LR: 7.058e-02 Score 90.540 Data time: 0.2908, Forward time: 2.2789, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 6.0391 [2020-11-08 18:38:32,429][root][INFO] - ===> Epoch[124](3211/26): Loss 0.1790, Sem 0.3195, dir -0.6043, norm 0.4637, swav 0.0000 LR: 7.057e-02 Score 90.298 Data time: 0.2123, Forward time: 2.2790, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 6.2827 [2020-11-08 18:38:39,854][root][INFO] - ===> Epoch[124](3212/26): Loss 0.2156, Sem 0.3557, dir -0.5902, norm 0.4501, swav 0.0000 LR: 7.056e-02 Score 89.722 Data time: 0.1605, Forward time: 2.2788, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 7.2817 [2020-11-08 18:38:45,439][root][INFO] - ===> Epoch[124](3213/26): Loss 0.1488, Sem 0.2857, dir -0.5996, norm 0.4626, swav 0.0000 LR: 7.056e-02 Score 91.452 Data time: 0.2631, Forward time: 2.2789, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.4524 [2020-11-08 18:38:49,746][root][INFO] - ===> Epoch[124](3214/26): Loss 0.1374, Sem 0.3140, dir -0.5680, norm 0.3914, swav 0.0000 LR: 7.055e-02 Score 90.455 Data time: 0.1830, Forward time: 2.2788, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 4.1732 [2020-11-08 18:38:55,879][root][INFO] - ===> Epoch[124](3215/26): Loss 0.1851, Sem 0.3226, dir -0.5772, norm 0.4397, swav 0.0000 LR: 7.054e-02 Score 90.329 Data time: 0.1644, Forward time: 2.2787, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 6.0369 [2020-11-08 18:39:00,984][root][INFO] - ===> Epoch[124](3216/26): Loss 0.2202, Sem 0.3209, dir -0.5403, norm 0.4397, swav 0.0000 LR: 7.053e-02 Score 91.136 Data time: 0.2171, Forward time: 2.2787, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.0058 [2020-11-08 18:39:07,539][root][INFO] - ===> Epoch[124](3217/26): Loss 0.2073, Sem 0.3547, dir -0.5696, norm 0.4222, swav 0.0000 LR: 7.052e-02 Score 88.974 Data time: 0.1987, Forward time: 2.2786, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 6.4385 [2020-11-08 18:39:13,075][root][INFO] - ===> Epoch[124](3218/26): Loss 0.1700, Sem 0.3185, dir -0.5902, norm 0.4417, swav 0.0000 LR: 7.051e-02 Score 88.778 Data time: 0.1858, Forward time: 2.2785, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.4336 [2020-11-08 18:39:18,228][root][INFO] - ===> Epoch[124](3219/26): Loss 0.1768, Sem 0.3004, dir -0.5503, norm 0.4267, swav 0.0000 LR: 7.050e-02 Score 90.598 Data time: 0.2098, Forward time: 2.2785, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 5.0438 [2020-11-08 18:39:25,112][root][INFO] - ===> Epoch[124](3220/26): Loss 0.3401, Sem 0.3945, dir -0.5206, norm 0.4662, swav 0.0000 LR: 7.049e-02 Score 87.764 Data time: 0.1908, Forward time: 2.2785, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 6.7768 [2020-11-08 18:39:30,893][root][INFO] - ===> Epoch[124](3221/26): Loss 0.2331, Sem 0.3044, dir -0.5519, norm 0.4806, swav 0.0000 LR: 7.048e-02 Score 89.790 Data time: 0.1875, Forward time: 2.2784, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.6707 [2020-11-08 18:39:36,128][root][INFO] - ===> Epoch[124](3222/26): Loss 0.2040, Sem 0.2969, dir -0.5530, norm 0.4601, swav 0.0000 LR: 7.047e-02 Score 91.216 Data time: 0.1797, Forward time: 2.2783, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.1386 [2020-11-08 18:39:42,039][root][INFO] - ===> Epoch[124](3223/26): Loss 0.1218, Sem 0.2579, dir -0.5588, norm 0.4227, swav 0.0000 LR: 7.046e-02 Score 92.805 Data time: 0.2489, Forward time: 2.2784, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.7976 [2020-11-08 18:39:47,729][root][INFO] - ===> Epoch[124](3224/26): Loss 0.2107, Sem 0.3183, dir -0.5278, norm 0.4203, swav 0.0000 LR: 7.045e-02 Score 90.150 Data time: 0.1881, Forward time: 2.2784, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.5334 [2020-11-08 18:39:52,606][root][INFO] - ===> Epoch[125](3225/26): Loss 0.1202, Sem 0.3169, dir -0.6084, norm 0.4117, swav 0.0000 LR: 7.044e-02 Score 89.676 Data time: 0.2371, Forward time: 2.2784, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 4.7704 [2020-11-08 18:39:57,714][root][INFO] - ===> Epoch[125](3226/26): Loss 0.2342, Sem 0.3226, dir -0.5449, norm 0.4565, swav 0.0000 LR: 7.043e-02 Score 89.935 Data time: 0.2167, Forward time: 2.2784, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 4.9889 [2020-11-08 18:40:02,750][root][INFO] - ===> Epoch[125](3227/26): Loss 0.1196, Sem 0.2991, dir -0.5686, norm 0.3891, swav 0.0000 LR: 7.042e-02 Score 90.749 Data time: 0.1813, Forward time: 2.2783, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 4.9064 [2020-11-08 18:40:08,077][root][INFO] - ===> Epoch[125](3228/26): Loss 0.1304, Sem 0.2969, dir -0.6127, norm 0.4462, swav 0.0000 LR: 7.041e-02 Score 90.004 Data time: 0.1570, Forward time: 2.2781, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.2106 [2020-11-08 18:40:13,611][root][INFO] - ===> Epoch[125](3229/26): Loss 0.2059, Sem 0.3380, dir -0.5750, norm 0.4429, swav 0.0000 LR: 7.041e-02 Score 89.727 Data time: 0.1903, Forward time: 2.2781, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.4522 [2020-11-08 18:40:18,398][root][INFO] - ===> Epoch[125](3230/26): Loss 0.2207, Sem 0.3005, dir -0.5167, norm 0.4369, swav 0.0000 LR: 7.040e-02 Score 90.448 Data time: 0.1797, Forward time: 2.2779, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 4.6615 [2020-11-08 18:40:26,445][root][INFO] - ===> Epoch[125](3231/26): Loss 0.2580, Sem 0.3813, dir -0.5570, norm 0.4336, swav 0.0000 LR: 7.039e-02 Score 89.416 Data time: 0.2590, Forward time: 2.2779, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 7.9501 [2020-11-08 18:40:33,164][root][INFO] - ===> Epoch[125](3232/26): Loss 0.1127, Sem 0.2878, dir -0.5791, norm 0.4040, swav 0.0000 LR: 7.038e-02 Score 90.894 Data time: 0.1929, Forward time: 2.2779, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 6.6083 [2020-11-08 18:40:38,233][root][INFO] - ===> Epoch[125](3233/26): Loss 0.2512, Sem 0.3678, dir -0.5961, norm 0.4796, swav 0.0000 LR: 7.037e-02 Score 88.533 Data time: 0.2017, Forward time: 2.2778, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 4.9535 [2020-11-08 18:40:43,712][root][INFO] - ===> Epoch[125](3234/26): Loss 0.2443, Sem 0.3090, dir -0.5466, norm 0.4819, swav 0.0000 LR: 7.036e-02 Score 89.964 Data time: 0.1966, Forward time: 2.2778, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.3605 [2020-11-08 18:40:49,657][root][INFO] - ===> Epoch[125](3235/26): Loss 0.2291, Sem 0.3260, dir -0.5657, norm 0.4689, swav 0.0000 LR: 7.035e-02 Score 89.555 Data time: 0.1838, Forward time: 2.2777, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.8312 [2020-11-08 18:40:54,188][root][INFO] - ===> Epoch[125](3236/26): Loss 0.1567, Sem 0.3089, dir -0.5903, norm 0.4382, swav 0.0000 LR: 7.034e-02 Score 90.387 Data time: 0.1744, Forward time: 2.2776, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 4.4316 [2020-11-08 18:40:59,714][root][INFO] - ===> Epoch[125](3237/26): Loss 0.1508, Sem 0.2926, dir -0.5848, norm 0.4430, swav 0.0000 LR: 7.033e-02 Score 90.555 Data time: 0.2426, Forward time: 2.2777, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.4299 [2020-11-08 18:41:05,416][root][INFO] - ===> Epoch[125](3238/26): Loss 0.2684, Sem 0.3676, dir -0.5523, norm 0.4530, swav 0.0000 LR: 7.032e-02 Score 88.153 Data time: 0.2107, Forward time: 2.2776, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.5930 [2020-11-08 18:41:10,684][root][INFO] - ===> Epoch[125](3239/26): Loss 0.1167, Sem 0.2860, dir -0.5674, norm 0.3981, swav 0.0000 LR: 7.031e-02 Score 91.068 Data time: 0.1777, Forward time: 2.2775, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.1254 [2020-11-08 18:41:16,067][root][INFO] - ===> Epoch[125](3240/26): Loss 0.2531, Sem 0.3788, dir -0.5600, norm 0.4343, swav 0.0000 LR: 7.030e-02 Score 87.948 Data time: 0.1995, Forward time: 2.2775, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.2898 [2020-11-08 18:41:22,773][root][INFO] - ===> Epoch[125](3241/26): Loss 0.1528, Sem 0.2919, dir -0.5907, norm 0.4517, swav 0.0000 LR: 7.029e-02 Score 90.916 Data time: 0.1958, Forward time: 2.2774, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 6.5921 [2020-11-08 18:41:29,579][root][INFO] - ===> Epoch[125](3242/26): Loss 0.3210, Sem 0.4194, dir -0.5625, norm 0.4640, swav 0.0000 LR: 7.028e-02 Score 87.624 Data time: 0.2323, Forward time: 2.2775, Backward time: 3.0801, DDP time: 0.0044, Total iter time: 6.7217 [2020-11-08 18:41:34,466][root][INFO] - ===> Epoch[125](3243/26): Loss 0.2933, Sem 0.4207, dir -0.5719, norm 0.4445, swav 0.0000 LR: 7.027e-02 Score 87.163 Data time: 0.2144, Forward time: 2.2775, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 4.7409 [2020-11-08 18:41:40,516][root][INFO] - ===> Epoch[125](3244/26): Loss 0.1827, Sem 0.3345, dir -0.5803, norm 0.4284, swav 0.0000 LR: 7.027e-02 Score 89.556 Data time: 0.2954, Forward time: 2.2777, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.9250 [2020-11-08 18:41:46,121][root][INFO] - ===> Epoch[125](3245/26): Loss 0.1782, Sem 0.2954, dir -0.6005, norm 0.4834, swav 0.0000 LR: 7.026e-02 Score 90.599 Data time: 0.2596, Forward time: 2.2779, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.4631 [2020-11-08 18:41:52,236][root][INFO] - ===> Epoch[125](3246/26): Loss 0.2064, Sem 0.3553, dir -0.5681, norm 0.4192, swav 0.0000 LR: 7.025e-02 Score 88.094 Data time: 0.2898, Forward time: 2.2781, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 5.9888 [2020-11-08 18:41:58,863][root][INFO] - ===> Epoch[125](3247/26): Loss 0.1935, Sem 0.3204, dir -0.5612, norm 0.4344, swav 0.0000 LR: 7.024e-02 Score 90.414 Data time: 0.2251, Forward time: 2.2782, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 6.4943 [2020-11-08 18:42:04,166][root][INFO] - ===> Epoch[125](3248/26): Loss 0.2138, Sem 0.3229, dir -0.5406, norm 0.4314, swav 0.0000 LR: 7.023e-02 Score 90.311 Data time: 0.1874, Forward time: 2.2781, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.1899 [2020-11-08 18:42:10,054][root][INFO] - ===> Epoch[125](3249/26): Loss 0.1863, Sem 0.3139, dir -0.5792, norm 0.4515, swav 0.0000 LR: 7.022e-02 Score 90.059 Data time: 0.1539, Forward time: 2.2779, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.7970 [2020-11-08 18:42:15,526][root][INFO] - ===> Epoch[125](3250/26): Loss 0.1907, Sem 0.3013, dir -0.5513, norm 0.4407, swav 0.0000 LR: 7.021e-02 Score 90.672 Data time: 0.1940, Forward time: 2.2779, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.3916 [2020-11-08 18:42:20,757][root][INFO] - ===> Epoch[126](3251/26): Loss 0.2550, Sem 0.3496, dir -0.5576, norm 0.4630, swav 0.0000 LR: 7.020e-02 Score 89.509 Data time: 0.1847, Forward time: 2.2778, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.1193 [2020-11-08 18:42:27,397][root][INFO] - ===> Epoch[126](3252/26): Loss 0.1805, Sem 0.3325, dir -0.5960, norm 0.4440, swav 0.0000 LR: 7.019e-02 Score 89.161 Data time: 0.2092, Forward time: 2.2778, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 6.5341 [2020-11-08 18:42:32,743][root][INFO] - ===> Epoch[126](3253/26): Loss 0.2213, Sem 0.4126, dir -0.6146, norm 0.4233, swav 0.0000 LR: 7.018e-02 Score 87.356 Data time: 0.2421, Forward time: 2.2779, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.2276 [2020-11-08 18:42:38,025][root][INFO] - ===> Epoch[126](3254/26): Loss 0.1235, Sem 0.2931, dir -0.5933, norm 0.4237, swav 0.0000 LR: 7.017e-02 Score 90.975 Data time: 0.2109, Forward time: 2.2779, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.1819 [2020-11-08 18:42:44,144][root][INFO] - ===> Epoch[126](3255/26): Loss 0.1702, Sem 0.3116, dir -0.5432, norm 0.4018, swav 0.0000 LR: 7.016e-02 Score 90.736 Data time: 0.1784, Forward time: 2.2779, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.9969 [2020-11-08 18:42:50,053][root][INFO] - ===> Epoch[126](3256/26): Loss 0.2423, Sem 0.3221, dir -0.5002, norm 0.4204, swav 0.0000 LR: 7.015e-02 Score 88.423 Data time: 0.1817, Forward time: 2.2778, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.7819 [2020-11-08 18:42:55,851][root][INFO] - ===> Epoch[126](3257/26): Loss 0.2750, Sem 0.3718, dir -0.5546, norm 0.4578, swav 0.0000 LR: 7.014e-02 Score 88.364 Data time: 0.1315, Forward time: 2.2775, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 5.6674 [2020-11-08 18:43:02,546][root][INFO] - ===> Epoch[126](3258/26): Loss 0.1661, Sem 0.3037, dir -0.5736, norm 0.4360, swav 0.0000 LR: 7.013e-02 Score 91.070 Data time: 0.2231, Forward time: 2.2775, Backward time: 3.0803, DDP time: 0.0044, Total iter time: 6.5966 [2020-11-08 18:43:07,445][root][INFO] - ===> Epoch[126](3259/26): Loss 0.1659, Sem 0.2633, dir -0.5455, norm 0.4481, swav 0.0000 LR: 7.012e-02 Score 91.269 Data time: 0.2213, Forward time: 2.2775, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 4.7620 [2020-11-08 18:43:12,323][root][INFO] - ===> Epoch[126](3260/26): Loss 0.1720, Sem 0.3341, dir -0.5769, norm 0.4148, swav 0.0000 LR: 7.012e-02 Score 88.820 Data time: 0.2211, Forward time: 2.2776, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 4.7614 [2020-11-08 18:43:19,259][root][INFO] - ===> Epoch[126](3261/26): Loss 0.2867, Sem 0.3784, dir -0.5379, norm 0.4462, swav 0.0000 LR: 7.011e-02 Score 88.140 Data time: 0.1917, Forward time: 2.2776, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 6.8089 [2020-11-08 18:43:25,581][root][INFO] - ===> Epoch[126](3262/26): Loss 0.1663, Sem 0.2821, dir -0.5556, norm 0.4397, swav 0.0000 LR: 7.010e-02 Score 90.821 Data time: 0.1029, Forward time: 2.2772, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 6.2027 [2020-11-08 18:43:30,407][root][INFO] - ===> Epoch[126](3263/26): Loss 0.2308, Sem 0.3866, dir -0.5928, norm 0.4370, swav 0.0000 LR: 7.009e-02 Score 88.362 Data time: 0.2102, Forward time: 2.2772, Backward time: 3.0803, DDP time: 0.0044, Total iter time: 4.7599 [2020-11-08 18:43:35,920][root][INFO] - ===> Epoch[126](3264/26): Loss 0.2167, Sem 0.3556, dir -0.6007, norm 0.4617, swav 0.0000 LR: 7.008e-02 Score 89.018 Data time: 0.1520, Forward time: 2.2770, Backward time: 3.0804, DDP time: 0.0044, Total iter time: 5.3956 [2020-11-08 18:43:42,053][root][INFO] - ===> Epoch[126](3265/26): Loss 0.2138, Sem 0.3296, dir -0.5583, norm 0.4425, swav 0.0000 LR: 7.007e-02 Score 89.863 Data time: 0.1977, Forward time: 2.2770, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 6.0435 [2020-11-08 18:43:47,451][root][INFO] - ===> Epoch[126](3266/26): Loss 0.2140, Sem 0.3462, dir -0.5693, norm 0.4371, swav 0.0000 LR: 7.006e-02 Score 89.135 Data time: 0.2236, Forward time: 2.2770, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.2778 [2020-11-08 18:43:54,531][root][INFO] - ===> Epoch[126](3267/26): Loss 0.2050, Sem 0.3236, dir -0.5773, norm 0.4587, swav 0.0000 LR: 7.005e-02 Score 88.919 Data time: 0.3341, Forward time: 2.2774, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 6.9448 [2020-11-08 18:44:01,003][root][INFO] - ===> Epoch[126](3268/26): Loss 0.1812, Sem 0.3364, dir -0.5599, norm 0.4047, swav 0.0000 LR: 7.004e-02 Score 89.784 Data time: 0.1587, Forward time: 2.2773, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 6.3203 [2020-11-08 18:44:06,344][root][INFO] - ===> Epoch[126](3269/26): Loss 0.1811, Sem 0.3277, dir -0.5574, norm 0.4108, swav 0.0000 LR: 7.003e-02 Score 89.499 Data time: 0.1871, Forward time: 2.2772, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.2159 [2020-11-08 18:44:11,097][root][INFO] - ===> Epoch[126](3270/26): Loss 0.2036, Sem 0.2850, dir -0.5586, norm 0.4771, swav 0.0000 LR: 7.002e-02 Score 91.225 Data time: 0.1949, Forward time: 2.2772, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 4.6318 [2020-11-08 18:44:18,314][root][INFO] - ===> Epoch[126](3271/26): Loss 0.2628, Sem 0.3707, dir -0.5726, norm 0.4646, swav 0.0000 LR: 7.001e-02 Score 87.863 Data time: 0.1841, Forward time: 2.2771, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 7.0948 [2020-11-08 18:44:23,938][root][INFO] - ===> Epoch[126](3272/26): Loss 0.1959, Sem 0.3382, dir -0.5739, norm 0.4316, swav 0.0000 LR: 7.000e-02 Score 89.222 Data time: 0.1803, Forward time: 2.2770, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.5087 [2020-11-08 18:44:29,561][root][INFO] - ===> Epoch[126](3273/26): Loss 0.2657, Sem 0.3547, dir -0.5409, norm 0.4518, swav 0.0000 LR: 6.999e-02 Score 89.594 Data time: 0.2547, Forward time: 2.2771, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.5021 [2020-11-08 18:44:35,020][root][INFO] - ===> Epoch[126](3274/26): Loss 0.2931, Sem 0.3998, dir -0.5557, norm 0.4489, swav 0.0000 LR: 6.998e-02 Score 87.037 Data time: 0.1930, Forward time: 2.2770, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.3337 [2020-11-08 18:44:39,971][root][INFO] - ===> Epoch[126](3275/26): Loss 0.2027, Sem 0.3095, dir -0.5487, norm 0.4418, swav 0.0000 LR: 6.997e-02 Score 90.576 Data time: 0.2092, Forward time: 2.2770, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 4.8278 [2020-11-08 18:44:45,222][root][INFO] - ===> Epoch[126](3276/26): Loss 0.1913, Sem 0.2832, dir -0.5728, norm 0.4808, swav 0.0000 LR: 6.997e-02 Score 90.680 Data time: 0.2071, Forward time: 2.2770, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.1231 [2020-11-08 18:44:50,826][root][INFO] - ===> Epoch[127](3277/26): Loss 0.2339, Sem 0.3219, dir -0.5456, norm 0.4576, swav 0.0000 LR: 6.996e-02 Score 89.747 Data time: 0.1670, Forward time: 2.2769, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.4767 [2020-11-08 18:44:56,075][root][INFO] - ===> Epoch[127](3278/26): Loss 0.2464, Sem 0.4124, dir -0.6032, norm 0.4372, swav 0.0000 LR: 6.995e-02 Score 87.450 Data time: 0.2171, Forward time: 2.2768, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.1671 [2020-11-08 18:45:02,008][root][INFO] - ===> Epoch[127](3279/26): Loss 0.1014, Sem 0.2716, dir -0.6134, norm 0.4431, swav 0.0000 LR: 6.994e-02 Score 91.782 Data time: 0.1077, Forward time: 2.2764, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.8183 [2020-11-08 18:45:07,682][root][INFO] - ===> Epoch[127](3280/26): Loss 0.1750, Sem 0.3213, dir -0.5342, norm 0.3879, swav 0.0000 LR: 6.993e-02 Score 89.133 Data time: 0.1970, Forward time: 2.2764, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.6145 [2020-11-08 18:45:13,326][root][INFO] - ===> Epoch[127](3281/26): Loss 0.1969, Sem 0.3198, dir -0.5716, norm 0.4487, swav 0.0000 LR: 6.992e-02 Score 90.621 Data time: 0.2623, Forward time: 2.2765, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.5249 [2020-11-08 18:45:19,283][root][INFO] - ===> Epoch[127](3282/26): Loss 0.2147, Sem 0.3264, dir -0.5360, norm 0.4243, swav 0.0000 LR: 6.991e-02 Score 90.197 Data time: 0.2368, Forward time: 2.2766, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 5.8187 [2020-11-08 18:45:24,354][root][INFO] - ===> Epoch[127](3283/26): Loss 0.1924, Sem 0.3494, dir -0.6038, norm 0.4467, swav 0.0000 LR: 6.990e-02 Score 89.385 Data time: 0.1862, Forward time: 2.2765, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 4.9203 [2020-11-08 18:45:31,510][root][INFO] - ===> Epoch[127](3284/26): Loss 0.2443, Sem 0.3250, dir -0.5063, norm 0.4256, swav 0.0000 LR: 6.989e-02 Score 89.956 Data time: 0.1701, Forward time: 2.2764, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 7.0329 [2020-11-08 18:45:36,406][root][INFO] - ===> Epoch[127](3285/26): Loss 0.1494, Sem 0.3094, dir -0.5736, norm 0.4136, swav 0.0000 LR: 6.988e-02 Score 90.547 Data time: 0.2226, Forward time: 2.2764, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 4.8016 [2020-11-08 18:45:42,295][root][INFO] - ===> Epoch[127](3286/26): Loss 0.2328, Sem 0.3243, dir -0.5247, norm 0.4332, swav 0.0000 LR: 6.987e-02 Score 90.006 Data time: 0.2778, Forward time: 2.2767, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.7634 [2020-11-08 18:45:49,314][root][INFO] - ===> Epoch[127](3287/26): Loss 0.1782, Sem 0.2949, dir -0.5780, norm 0.4613, swav 0.0000 LR: 6.986e-02 Score 90.629 Data time: 0.2011, Forward time: 2.2767, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 6.9067 [2020-11-08 18:45:54,385][root][INFO] - ===> Epoch[127](3288/26): Loss 0.1491, Sem 0.2975, dir -0.5704, norm 0.4220, swav 0.0000 LR: 6.985e-02 Score 90.863 Data time: 0.1954, Forward time: 2.2766, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 4.9614 [2020-11-08 18:46:00,535][root][INFO] - ===> Epoch[127](3289/26): Loss 0.2448, Sem 0.3387, dir -0.5815, norm 0.4876, swav 0.0000 LR: 6.984e-02 Score 89.530 Data time: 0.2697, Forward time: 2.2768, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 6.0396 [2020-11-08 18:46:07,979][root][INFO] - ===> Epoch[127](3290/26): Loss 0.2431, Sem 0.3397, dir -0.5562, norm 0.4596, swav 0.0000 LR: 6.983e-02 Score 89.136 Data time: 0.2161, Forward time: 2.2769, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 7.3145 [2020-11-08 18:46:13,594][root][INFO] - ===> Epoch[127](3291/26): Loss 0.3181, Sem 0.4153, dir -0.5181, norm 0.4209, swav 0.0000 LR: 6.983e-02 Score 88.615 Data time: 0.2069, Forward time: 2.2769, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 5.4968 [2020-11-08 18:46:18,895][root][INFO] - ===> Epoch[127](3292/26): Loss 0.1731, Sem 0.2970, dir -0.5294, norm 0.4055, swav 0.0000 LR: 6.982e-02 Score 90.373 Data time: 0.2241, Forward time: 2.2769, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.2121 [2020-11-08 18:46:25,088][root][INFO] - ===> Epoch[127](3293/26): Loss 0.1797, Sem 0.3294, dir -0.5953, norm 0.4456, swav 0.0000 LR: 6.981e-02 Score 89.389 Data time: 0.3050, Forward time: 2.2772, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 6.0687 [2020-11-08 18:46:30,854][root][INFO] - ===> Epoch[127](3294/26): Loss 0.3247, Sem 0.3523, dir -0.5245, norm 0.4968, swav 0.0000 LR: 6.980e-02 Score 88.918 Data time: 0.2199, Forward time: 2.2773, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 5.6323 [2020-11-08 18:46:37,071][root][INFO] - ===> Epoch[127](3295/26): Loss 0.0701, Sem 0.2534, dir -0.6011, norm 0.4178, swav 0.0000 LR: 6.979e-02 Score 91.134 Data time: 0.1089, Forward time: 2.2770, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 6.0873 [2020-11-08 18:46:42,225][root][INFO] - ===> Epoch[127](3296/26): Loss 0.3672, Sem 0.4352, dir -0.5526, norm 0.4846, swav 0.0000 LR: 6.978e-02 Score 86.624 Data time: 0.1590, Forward time: 2.2768, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 5.1066 [2020-11-08 18:46:48,251][root][INFO] - ===> Epoch[127](3297/26): Loss 0.2233, Sem 0.3412, dir -0.5771, norm 0.4591, swav 0.0000 LR: 6.977e-02 Score 89.191 Data time: 0.1484, Forward time: 2.2767, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.9579 [2020-11-08 18:46:53,744][root][INFO] - ===> Epoch[127](3298/26): Loss 0.1994, Sem 0.3415, dir -0.5653, norm 0.4232, swav 0.0000 LR: 6.976e-02 Score 88.587 Data time: 0.1888, Forward time: 2.2766, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.3779 [2020-11-08 18:46:59,053][root][INFO] - ===> Epoch[127](3299/26): Loss 0.3314, Sem 0.3970, dir -0.5228, norm 0.4572, swav 0.0000 LR: 6.975e-02 Score 88.417 Data time: 0.2125, Forward time: 2.2767, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 5.1994 [2020-11-08 18:47:05,508][root][INFO] - ===> Epoch[127](3300/26): Loss 0.1814, Sem 0.3543, dir -0.6592, norm 0.4863, swav 0.0000 LR: 6.974e-02 Score 89.037 Data time: 0.1909, Forward time: 2.2766, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 6.2994 [2020-11-08 18:47:11,358][root][INFO] - ===> Epoch[127](3301/26): Loss 0.2026, Sem 0.3196, dir -0.5532, norm 0.4362, swav 0.0000 LR: 6.973e-02 Score 89.181 Data time: 0.2235, Forward time: 2.2767, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.7242 [2020-11-08 18:47:17,096][root][INFO] - ===> Epoch[127](3302/26): Loss 0.1116, Sem 0.2919, dir -0.6086, norm 0.4283, swav 0.0000 LR: 6.972e-02 Score 91.699 Data time: 0.2170, Forward time: 2.2767, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.6237 [2020-11-08 18:47:23,309][root][INFO] - ===> Epoch[128](3303/26): Loss 0.1462, Sem 0.2565, dir -0.5780, norm 0.4677, swav 0.0000 LR: 6.971e-02 Score 91.104 Data time: 0.3055, Forward time: 2.2770, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 6.0942 [2020-11-08 18:47:29,880][root][INFO] - ===> Epoch[128](3304/26): Loss 0.3389, Sem 0.3897, dir -0.5348, norm 0.4840, swav 0.0000 LR: 6.970e-02 Score 87.904 Data time: 0.2333, Forward time: 2.2771, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 6.4470 [2020-11-08 18:47:34,976][root][INFO] - ===> Epoch[128](3305/26): Loss 0.2376, Sem 0.3426, dir -0.5144, norm 0.4094, swav 0.0000 LR: 6.969e-02 Score 90.016 Data time: 0.1990, Forward time: 2.2771, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 4.9780 [2020-11-08 18:47:42,181][root][INFO] - ===> Epoch[128](3306/26): Loss 0.2666, Sem 0.4015, dir -0.5728, norm 0.4380, swav 0.0000 LR: 6.968e-02 Score 87.471 Data time: 0.1397, Forward time: 2.2769, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 7.0882 [2020-11-08 18:47:48,151][root][INFO] - ===> Epoch[128](3307/26): Loss 0.0932, Sem 0.2950, dir -0.6040, norm 0.4022, swav 0.0000 LR: 6.968e-02 Score 90.434 Data time: 0.1710, Forward time: 2.2767, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 5.8933 [2020-11-08 18:47:54,767][root][INFO] - ===> Epoch[128](3308/26): Loss 0.3053, Sem 0.3626, dir -0.5637, norm 0.5065, swav 0.0000 LR: 6.967e-02 Score 88.568 Data time: 0.2637, Forward time: 2.2768, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 6.5590 [2020-11-08 18:48:00,298][root][INFO] - ===> Epoch[128](3309/26): Loss 0.2638, Sem 0.3476, dir -0.5348, norm 0.4511, swav 0.0000 LR: 6.966e-02 Score 90.316 Data time: 0.1975, Forward time: 2.2768, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 5.4106 [2020-11-08 18:48:06,280][root][INFO] - ===> Epoch[128](3310/26): Loss 0.2778, Sem 0.3444, dir -0.5503, norm 0.4836, swav 0.0000 LR: 6.965e-02 Score 88.783 Data time: 0.1824, Forward time: 2.2768, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.8642 [2020-11-08 18:48:13,572][root][INFO] - ===> Epoch[128](3311/26): Loss 0.1518, Sem 0.3037, dir -0.5875, norm 0.4356, swav 0.0000 LR: 6.964e-02 Score 90.787 Data time: 0.1657, Forward time: 2.2766, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 7.1957 [2020-11-08 18:48:18,980][root][INFO] - ===> Epoch[128](3312/26): Loss 0.1486, Sem 0.3055, dir -0.5755, norm 0.4185, swav 0.0000 LR: 6.963e-02 Score 90.056 Data time: 0.2149, Forward time: 2.2767, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 5.2907 [2020-11-08 18:48:25,849][root][INFO] - ===> Epoch[128](3313/26): Loss 0.1951, Sem 0.3149, dir -0.5482, norm 0.4284, swav 0.0000 LR: 6.962e-02 Score 90.765 Data time: 0.1671, Forward time: 2.2765, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 6.7407 [2020-11-08 18:48:31,931][root][INFO] - ===> Epoch[128](3314/26): Loss 0.1336, Sem 0.2857, dir -0.6075, norm 0.4555, swav 0.0000 LR: 6.961e-02 Score 90.255 Data time: 0.2198, Forward time: 2.2765, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 5.9752 [2020-11-08 18:48:38,603][root][INFO] - ===> Epoch[128](3315/26): Loss 0.2964, Sem 0.3917, dir -0.5462, norm 0.4509, swav 0.0000 LR: 6.960e-02 Score 87.149 Data time: 0.3009, Forward time: 2.2768, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 6.5362 [2020-11-08 18:48:44,278][root][INFO] - ===> Epoch[128](3316/26): Loss 0.2153, Sem 0.3223, dir -0.5538, norm 0.4468, swav 0.0000 LR: 6.959e-02 Score 90.355 Data time: 0.1260, Forward time: 2.2766, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 5.5278 [2020-11-08 18:48:49,162][root][INFO] - ===> Epoch[128](3317/26): Loss 0.1854, Sem 0.3015, dir -0.5632, norm 0.4472, swav 0.0000 LR: 6.958e-02 Score 90.437 Data time: 0.1418, Forward time: 2.2764, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 4.7781 [2020-11-08 18:48:54,418][root][INFO] - ===> Epoch[128](3318/26): Loss 0.2271, Sem 0.3506, dir -0.5872, norm 0.4637, swav 0.0000 LR: 6.957e-02 Score 89.387 Data time: 0.2391, Forward time: 2.2764, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.1569 [2020-11-08 18:48:59,285][root][INFO] - ===> Epoch[128](3319/26): Loss 0.1625, Sem 0.2716, dir -0.5327, norm 0.4236, swav 0.0000 LR: 6.956e-02 Score 91.397 Data time: 0.2264, Forward time: 2.2765, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 4.7428 [2020-11-08 18:49:04,874][root][INFO] - ===> Epoch[128](3320/26): Loss 0.1726, Sem 0.3452, dir -0.5983, norm 0.4257, swav 0.0000 LR: 6.955e-02 Score 89.100 Data time: 0.1893, Forward time: 2.2764, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 5.4681 [2020-11-08 18:49:10,323][root][INFO] - ===> Epoch[128](3321/26): Loss 0.2055, Sem 0.3110, dir -0.5647, norm 0.4593, swav 0.0000 LR: 6.954e-02 Score 90.792 Data time: 0.2397, Forward time: 2.2765, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 5.3352 [2020-11-08 18:49:16,274][root][INFO] - ===> Epoch[128](3322/26): Loss 0.1224, Sem 0.3186, dir -0.6273, norm 0.4312, swav 0.0000 LR: 6.953e-02 Score 89.181 Data time: 0.2237, Forward time: 2.2766, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 5.8199 [2020-11-08 18:49:21,856][root][INFO] - ===> Epoch[128](3323/26): Loss 0.2132, Sem 0.3079, dir -0.5366, norm 0.4420, swav 0.0000 LR: 6.953e-02 Score 90.583 Data time: 0.1567, Forward time: 2.2765, Backward time: 3.0829, DDP time: 0.0044, Total iter time: 5.4610 [2020-11-08 18:49:27,029][root][INFO] - ===> Epoch[128](3324/26): Loss 0.0286, Sem 0.2653, dir -0.6338, norm 0.3971, swav 0.0000 LR: 6.952e-02 Score 91.802 Data time: 0.1956, Forward time: 2.2765, Backward time: 3.0827, DDP time: 0.0044, Total iter time: 5.0876 [2020-11-08 18:49:32,195][root][INFO] - ===> Epoch[128](3325/26): Loss 0.1484, Sem 0.2807, dir -0.5510, norm 0.4187, swav 0.0000 LR: 6.951e-02 Score 91.071 Data time: 0.1740, Forward time: 2.2764, Backward time: 3.0827, DDP time: 0.0044, Total iter time: 5.0526 [2020-11-08 18:49:37,854][root][INFO] - ===> Epoch[128](3326/26): Loss 0.1548, Sem 0.3272, dir -0.6140, norm 0.4416, swav 0.0000 LR: 6.950e-02 Score 89.965 Data time: 0.2139, Forward time: 2.2764, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 5.5945 [2020-11-08 18:49:44,434][root][INFO] - ===> Epoch[128](3327/26): Loss 0.2108, Sem 0.2906, dir -0.5700, norm 0.4902, swav 0.0000 LR: 6.949e-02 Score 90.384 Data time: 0.2705, Forward time: 2.2766, Backward time: 3.0827, DDP time: 0.0044, Total iter time: 6.4472 [2020-11-08 18:49:50,723][root][INFO] - ===> Epoch[128](3328/26): Loss 0.2112, Sem 0.3448, dir -0.5534, norm 0.4198, swav 0.0000 LR: 6.948e-02 Score 89.786 Data time: 0.2286, Forward time: 2.2766, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 6.1506 [2020-11-08 18:49:57,819][root][INFO] - ===> Epoch[129](3329/26): Loss 0.2067, Sem 0.2981, dir -0.5518, norm 0.4604, swav 0.0000 LR: 6.947e-02 Score 91.362 Data time: 0.2568, Forward time: 2.2767, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 6.9846 [2020-11-08 18:50:04,059][root][INFO] - ===> Epoch[129](3330/26): Loss 0.2004, Sem 0.3345, dir -0.5996, norm 0.4655, swav 0.0000 LR: 6.946e-02 Score 88.787 Data time: 0.2178, Forward time: 2.2767, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 6.1286 [2020-11-08 18:50:09,964][root][INFO] - ===> Epoch[129](3331/26): Loss 0.2086, Sem 0.3187, dir -0.5522, norm 0.4421, swav 0.0000 LR: 6.945e-02 Score 89.619 Data time: 0.2537, Forward time: 2.2768, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.7628 [2020-11-08 18:50:16,000][root][INFO] - ===> Epoch[129](3332/26): Loss 0.1973, Sem 0.3003, dir -0.5964, norm 0.4935, swav 0.0000 LR: 6.944e-02 Score 90.513 Data time: 0.2759, Forward time: 2.2770, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 5.8889 [2020-11-08 18:50:21,776][root][INFO] - ===> Epoch[129](3333/26): Loss 0.2152, Sem 0.3459, dir -0.5776, norm 0.4469, swav 0.0000 LR: 6.943e-02 Score 89.697 Data time: 0.1850, Forward time: 2.2770, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 5.6513 [2020-11-08 18:50:29,594][root][INFO] - ===> Epoch[129](3334/26): Loss 0.1681, Sem 0.3027, dir -0.5822, norm 0.4476, swav 0.0000 LR: 6.942e-02 Score 90.533 Data time: 0.2084, Forward time: 2.2770, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 7.7142 [2020-11-08 18:50:34,894][root][INFO] - ===> Epoch[129](3335/26): Loss 0.2344, Sem 0.3224, dir -0.5292, norm 0.4412, swav 0.0000 LR: 6.941e-02 Score 91.552 Data time: 0.2225, Forward time: 2.2770, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 5.1981 [2020-11-08 18:50:40,323][root][INFO] - ===> Epoch[129](3336/26): Loss 0.0572, Sem 0.2514, dir -0.6111, norm 0.4169, swav 0.0000 LR: 6.940e-02 Score 91.757 Data time: 0.2377, Forward time: 2.2771, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.2941 [2020-11-08 18:50:46,104][root][INFO] - ===> Epoch[129](3337/26): Loss 0.1511, Sem 0.3145, dir -0.5661, norm 0.4027, swav 0.0000 LR: 6.939e-02 Score 89.136 Data time: 0.2400, Forward time: 2.2772, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.6605 [2020-11-08 18:50:51,413][root][INFO] - ===> Epoch[129](3338/26): Loss 0.2099, Sem 0.3194, dir -0.5558, norm 0.4463, swav 0.0000 LR: 6.938e-02 Score 89.424 Data time: 0.2404, Forward time: 2.2773, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 5.1785 [2020-11-08 18:50:58,152][root][INFO] - ===> Epoch[129](3339/26): Loss 0.1861, Sem 0.3118, dir -0.5662, norm 0.4405, swav 0.0000 LR: 6.938e-02 Score 89.304 Data time: 0.1934, Forward time: 2.2772, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 6.6282 [2020-11-08 18:51:03,935][root][INFO] - ===> Epoch[129](3340/26): Loss 0.1734, Sem 0.3104, dir -0.5583, norm 0.4214, swav 0.0000 LR: 6.937e-02 Score 90.259 Data time: 0.2014, Forward time: 2.2772, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 5.6920 [2020-11-08 18:51:09,477][root][INFO] - ===> Epoch[129](3341/26): Loss 0.0380, Sem 0.2629, dir -0.5935, norm 0.3686, swav 0.0000 LR: 6.936e-02 Score 91.502 Data time: 0.2396, Forward time: 2.2773, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.4219 [2020-11-08 18:51:15,203][root][INFO] - ===> Epoch[129](3342/26): Loss 0.2167, Sem 0.3197, dir -0.5567, norm 0.4536, swav 0.0000 LR: 6.935e-02 Score 88.894 Data time: 0.2351, Forward time: 2.2772, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.5983 [2020-11-08 18:51:21,123][root][INFO] - ===> Epoch[129](3343/26): Loss 0.2189, Sem 0.2920, dir -0.5345, norm 0.4614, swav 0.0000 LR: 6.934e-02 Score 91.468 Data time: 0.1910, Forward time: 2.2772, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.8186 [2020-11-08 18:51:26,580][root][INFO] - ===> Epoch[129](3344/26): Loss 0.1898, Sem 0.3237, dir -0.5430, norm 0.4090, swav 0.0000 LR: 6.933e-02 Score 90.549 Data time: 0.1695, Forward time: 2.2772, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.3399 [2020-11-08 18:51:31,985][root][INFO] - ===> Epoch[129](3345/26): Loss 0.2455, Sem 0.3251, dir -0.5404, norm 0.4608, swav 0.0000 LR: 6.932e-02 Score 89.881 Data time: 0.1597, Forward time: 2.2770, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 5.2759 [2020-11-08 18:51:37,233][root][INFO] - ===> Epoch[129](3346/26): Loss 0.1829, Sem 0.3478, dir -0.6016, norm 0.4366, swav 0.0000 LR: 6.931e-02 Score 89.651 Data time: 0.2297, Forward time: 2.2770, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.1282 [2020-11-08 18:51:42,235][root][INFO] - ===> Epoch[129](3347/26): Loss 0.2451, Sem 0.3649, dir -0.5777, norm 0.4578, swav 0.0000 LR: 6.930e-02 Score 87.482 Data time: 0.2461, Forward time: 2.2770, Backward time: 3.0829, DDP time: 0.0044, Total iter time: 4.8706 [2020-11-08 18:51:49,034][root][INFO] - ===> Epoch[129](3348/26): Loss 0.2283, Sem 0.3348, dir -0.5475, norm 0.4410, swav 0.0000 LR: 6.929e-02 Score 90.674 Data time: 0.2169, Forward time: 2.2770, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 6.6827 [2020-11-08 18:51:54,527][root][INFO] - ===> Epoch[129](3349/26): Loss 0.2046, Sem 0.3168, dir -0.5634, norm 0.4512, swav 0.0000 LR: 6.928e-02 Score 90.272 Data time: 0.2080, Forward time: 2.2770, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.3814 [2020-11-08 18:52:00,373][root][INFO] - ===> Epoch[129](3350/26): Loss 0.1949, Sem 0.3056, dir -0.5780, norm 0.4673, swav 0.0000 LR: 6.927e-02 Score 90.444 Data time: 0.2625, Forward time: 2.2771, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 5.7199 [2020-11-08 18:52:06,329][root][INFO] - ===> Epoch[129](3351/26): Loss 0.1474, Sem 0.2871, dir -0.5867, norm 0.4470, swav 0.0000 LR: 6.926e-02 Score 90.915 Data time: 0.1954, Forward time: 2.2771, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 5.8182 [2020-11-08 18:52:12,304][root][INFO] - ===> Epoch[129](3352/26): Loss 0.1202, Sem 0.3052, dir -0.6093, norm 0.4243, swav 0.0000 LR: 6.925e-02 Score 91.191 Data time: 0.2399, Forward time: 2.2771, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.8585 [2020-11-08 18:52:17,275][root][INFO] - ===> Epoch[129](3353/26): Loss 0.1447, Sem 0.3004, dir -0.5767, norm 0.4210, swav 0.0000 LR: 6.924e-02 Score 89.906 Data time: 0.2045, Forward time: 2.2770, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 4.8654 [2020-11-08 18:52:23,616][root][INFO] - ===> Epoch[129](3354/26): Loss 0.2172, Sem 0.2952, dir -0.5143, norm 0.4363, swav 0.0000 LR: 6.923e-02 Score 90.669 Data time: 0.2222, Forward time: 2.2771, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 6.2176 [2020-11-08 18:52:29,474][root][INFO] - ===> Epoch[130](3355/26): Loss 0.2067, Sem 0.3270, dir -0.5689, norm 0.4486, swav 0.0000 LR: 6.923e-02 Score 88.709 Data time: 0.1896, Forward time: 2.2770, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.7367 [2020-11-08 18:52:35,145][root][INFO] - ===> Epoch[130](3356/26): Loss 0.1757, Sem 0.2868, dir -0.5645, norm 0.4534, swav 0.0000 LR: 6.922e-02 Score 90.629 Data time: 0.2348, Forward time: 2.2771, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 5.5572 [2020-11-08 18:52:40,905][root][INFO] - ===> Epoch[130](3357/26): Loss 0.1941, Sem 0.3195, dir -0.5327, norm 0.4072, swav 0.0000 LR: 6.921e-02 Score 90.488 Data time: 0.2021, Forward time: 2.2771, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 5.6303 [2020-11-08 18:52:45,486][root][INFO] - ===> Epoch[130](3358/26): Loss 0.2202, Sem 0.3492, dir -0.5571, norm 0.4281, swav 0.0000 LR: 6.920e-02 Score 89.886 Data time: 0.1451, Forward time: 2.2769, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 4.4656 [2020-11-08 18:52:50,987][root][INFO] - ===> Epoch[130](3359/26): Loss 0.2380, Sem 0.3580, dir -0.5706, norm 0.4507, swav 0.0000 LR: 6.919e-02 Score 88.223 Data time: 0.1805, Forward time: 2.2768, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 5.4082 [2020-11-08 18:52:56,924][root][INFO] - ===> Epoch[130](3360/26): Loss 0.2064, Sem 0.3560, dir -0.6005, norm 0.4509, swav 0.0000 LR: 6.918e-02 Score 88.512 Data time: 0.1743, Forward time: 2.2767, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.8177 [2020-11-08 18:53:03,052][root][INFO] - ===> Epoch[130](3361/26): Loss 0.1278, Sem 0.3081, dir -0.5730, norm 0.3927, swav 0.0000 LR: 6.917e-02 Score 89.299 Data time: 0.2064, Forward time: 2.2766, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 6.0434 [2020-11-08 18:53:10,038][root][INFO] - ===> Epoch[130](3362/26): Loss 0.2675, Sem 0.3449, dir -0.5562, norm 0.4788, swav 0.0000 LR: 6.916e-02 Score 89.378 Data time: 0.3724, Forward time: 2.2770, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 6.8654 [2020-11-08 18:53:15,894][root][INFO] - ===> Epoch[130](3363/26): Loss 0.2270, Sem 0.3024, dir -0.4962, norm 0.4208, swav 0.0000 LR: 6.915e-02 Score 90.339 Data time: 0.2706, Forward time: 2.2772, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.7104 [2020-11-08 18:53:22,818][root][INFO] - ===> Epoch[130](3364/26): Loss 0.1522, Sem 0.3146, dir -0.5974, norm 0.4349, swav 0.0000 LR: 6.914e-02 Score 89.269 Data time: 0.1897, Forward time: 2.2771, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 6.7633 [2020-11-08 18:53:28,304][root][INFO] - ===> Epoch[130](3365/26): Loss 0.1756, Sem 0.3181, dir -0.5684, norm 0.4260, swav 0.0000 LR: 6.913e-02 Score 89.640 Data time: 0.2139, Forward time: 2.2771, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 5.3742 [2020-11-08 18:53:34,449][root][INFO] - ===> Epoch[130](3366/26): Loss 0.2042, Sem 0.3224, dir -0.5882, norm 0.4701, swav 0.0000 LR: 6.912e-02 Score 89.219 Data time: 0.2496, Forward time: 2.2772, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 6.0474 [2020-11-08 18:53:39,185][root][INFO] - ===> Epoch[130](3367/26): Loss 0.1495, Sem 0.3429, dir -0.6068, norm 0.4134, swav 0.0000 LR: 6.911e-02 Score 88.883 Data time: 0.1903, Forward time: 2.2772, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 4.5960 [2020-11-08 18:53:44,608][root][INFO] - ===> Epoch[130](3368/26): Loss 0.1878, Sem 0.3204, dir -0.5894, norm 0.4568, swav 0.0000 LR: 6.910e-02 Score 88.542 Data time: 0.1387, Forward time: 2.2770, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.3235 [2020-11-08 18:53:49,177][root][INFO] - ===> Epoch[130](3369/26): Loss 0.0974, Sem 0.2916, dir -0.5844, norm 0.3901, swav 0.0000 LR: 6.909e-02 Score 90.777 Data time: 0.1586, Forward time: 2.2768, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 4.4849 [2020-11-08 18:53:54,727][root][INFO] - ===> Epoch[130](3370/26): Loss 0.2663, Sem 0.3644, dir -0.5675, norm 0.4693, swav 0.0000 LR: 6.908e-02 Score 88.416 Data time: 0.2060, Forward time: 2.2768, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.4517 [2020-11-08 18:54:00,276][root][INFO] - ===> Epoch[130](3371/26): Loss 0.1779, Sem 0.3154, dir -0.5796, norm 0.4421, swav 0.0000 LR: 6.908e-02 Score 89.891 Data time: 0.2671, Forward time: 2.2769, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 5.4202 [2020-11-08 18:54:08,244][root][INFO] - ===> Epoch[130](3372/26): Loss 0.1606, Sem 0.2870, dir -0.5647, norm 0.4383, swav 0.0000 LR: 6.907e-02 Score 91.195 Data time: 0.3241, Forward time: 2.2772, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 7.8362 [2020-11-08 18:54:13,938][root][INFO] - ===> Epoch[130](3373/26): Loss 0.2050, Sem 0.2855, dir -0.5085, norm 0.4281, swav 0.0000 LR: 6.906e-02 Score 91.320 Data time: 0.1674, Forward time: 2.2771, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.5356 [2020-11-08 18:54:19,716][root][INFO] - ===> Epoch[130](3374/26): Loss 0.1282, Sem 0.2375, dir -0.5776, norm 0.4683, swav 0.0000 LR: 6.905e-02 Score 92.357 Data time: 0.1992, Forward time: 2.2771, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.6471 [2020-11-08 18:54:26,397][root][INFO] - ===> Epoch[130](3375/26): Loss 0.1870, Sem 0.2874, dir -0.5949, norm 0.4945, swav 0.0000 LR: 6.904e-02 Score 91.264 Data time: 0.2365, Forward time: 2.2772, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 6.5575 [2020-11-08 18:54:32,881][root][INFO] - ===> Epoch[130](3376/26): Loss 0.1518, Sem 0.2668, dir -0.5349, norm 0.4199, swav 0.0000 LR: 6.903e-02 Score 91.021 Data time: 0.3132, Forward time: 2.2775, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 6.3578 [2020-11-08 18:54:38,081][root][INFO] - ===> Epoch[130](3377/26): Loss 0.1482, Sem 0.2799, dir -0.5503, norm 0.4186, swav 0.0000 LR: 6.902e-02 Score 90.959 Data time: 0.2052, Forward time: 2.2775, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.0761 [2020-11-08 18:54:45,656][root][INFO] - ===> Epoch[130](3378/26): Loss 0.2479, Sem 0.3156, dir -0.5803, norm 0.5126, swav 0.0000 LR: 6.901e-02 Score 89.759 Data time: 0.2205, Forward time: 2.2776, Backward time: 3.0837, DDP time: 0.0044, Total iter time: 7.4655 [2020-11-08 18:54:53,807][root][INFO] - ===> Epoch[130](3379/26): Loss 0.2022, Sem 0.3524, dir -0.5900, norm 0.4398, swav 0.0000 LR: 6.900e-02 Score 89.087 Data time: 0.2530, Forward time: 2.2778, Backward time: 3.0841, DDP time: 0.0044, Total iter time: 8.0169 [2020-11-08 18:54:58,932][root][INFO] - ===> Epoch[130](3380/26): Loss 0.1413, Sem 0.3360, dir -0.5972, norm 0.4024, swav 0.0000 LR: 6.899e-02 Score 89.197 Data time: 0.2107, Forward time: 2.2778, Backward time: 3.0839, DDP time: 0.0044, Total iter time: 4.9901 [2020-11-08 18:55:04,160][root][INFO] - ===> Epoch[131](3381/26): Loss 0.1403, Sem 0.2918, dir -0.5991, norm 0.4476, swav 0.0000 LR: 6.898e-02 Score 90.764 Data time: 0.2072, Forward time: 2.2778, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 5.1103 [2020-11-08 18:55:09,455][root][INFO] - ===> Epoch[131](3382/26): Loss 0.1895, Sem 0.3237, dir -0.5619, norm 0.4277, swav 0.0000 LR: 6.897e-02 Score 89.660 Data time: 0.2502, Forward time: 2.2778, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 5.1884 [2020-11-08 18:55:14,504][root][INFO] - ===> Epoch[131](3383/26): Loss 0.1699, Sem 0.3029, dir -0.5554, norm 0.4224, swav 0.0000 LR: 6.896e-02 Score 90.252 Data time: 0.2364, Forward time: 2.2779, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 4.9135 [2020-11-08 18:55:19,916][root][INFO] - ===> Epoch[131](3384/26): Loss 0.1885, Sem 0.3215, dir -0.5514, norm 0.4183, swav 0.0000 LR: 6.895e-02 Score 89.903 Data time: 0.2147, Forward time: 2.2779, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.2932 [2020-11-08 18:55:27,158][root][INFO] - ===> Epoch[131](3385/26): Loss 0.2423, Sem 0.3008, dir -0.5539, norm 0.4953, swav 0.0000 LR: 6.894e-02 Score 90.423 Data time: 0.3310, Forward time: 2.2783, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 7.0869 [2020-11-08 18:55:32,137][root][INFO] - ===> Epoch[131](3386/26): Loss 0.1960, Sem 0.3243, dir -0.5697, norm 0.4415, swav 0.0000 LR: 6.893e-02 Score 90.504 Data time: 0.1651, Forward time: 2.2782, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 4.8337 [2020-11-08 18:55:37,451][root][INFO] - ===> Epoch[131](3387/26): Loss 0.1222, Sem 0.2613, dir -0.5756, norm 0.4366, swav 0.0000 LR: 6.893e-02 Score 91.632 Data time: 0.2577, Forward time: 2.2783, Backward time: 3.0829, DDP time: 0.0044, Total iter time: 5.2012 [2020-11-08 18:55:42,569][root][INFO] - ===> Epoch[131](3388/26): Loss 0.1463, Sem 0.3287, dir -0.6053, norm 0.4228, swav 0.0000 LR: 6.892e-02 Score 89.440 Data time: 0.2528, Forward time: 2.2784, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 5.0024 [2020-11-08 18:55:47,722][root][INFO] - ===> Epoch[131](3389/26): Loss 0.0999, Sem 0.2811, dir -0.6314, norm 0.4502, swav 0.0000 LR: 6.891e-02 Score 91.066 Data time: 0.2337, Forward time: 2.2785, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.0326 [2020-11-08 18:55:51,876][root][INFO] - ===> Epoch[131](3390/26): Loss 0.2037, Sem 0.3126, dir -0.5264, norm 0.4174, swav 0.0000 LR: 6.890e-02 Score 89.151 Data time: 0.1863, Forward time: 2.2784, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 4.0168 [2020-11-08 18:55:56,559][root][INFO] - ===> Epoch[131](3391/26): Loss 0.1501, Sem 0.2812, dir -0.5877, norm 0.4566, swav 0.0000 LR: 6.889e-02 Score 91.113 Data time: 0.2176, Forward time: 2.2784, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 4.5814 [2020-11-08 18:56:01,850][root][INFO] - ===> Epoch[131](3392/26): Loss 0.1777, Sem 0.3162, dir -0.5901, norm 0.4516, swav 0.0000 LR: 6.888e-02 Score 89.926 Data time: 0.2474, Forward time: 2.2786, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 5.1801 [2020-11-08 18:56:06,708][root][INFO] - ===> Epoch[131](3393/26): Loss 0.1932, Sem 0.3052, dir -0.5320, norm 0.4199, swav 0.0000 LR: 6.887e-02 Score 90.466 Data time: 0.2223, Forward time: 2.2786, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 4.7377 [2020-11-08 18:56:13,251][root][INFO] - ===> Epoch[131](3394/26): Loss 0.1188, Sem 0.2897, dir -0.5671, norm 0.3962, swav 0.0000 LR: 6.886e-02 Score 91.403 Data time: 0.3258, Forward time: 2.2788, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 6.4258 [2020-11-08 18:56:19,797][root][INFO] - ===> Epoch[131](3395/26): Loss 0.2497, Sem 0.3645, dir -0.5645, norm 0.4496, swav 0.0000 LR: 6.885e-02 Score 88.977 Data time: 0.1867, Forward time: 2.2788, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 6.4276 [2020-11-08 18:56:25,493][root][INFO] - ===> Epoch[131](3396/26): Loss 0.1061, Sem 0.2650, dir -0.5601, norm 0.4013, swav 0.0000 LR: 6.884e-02 Score 93.042 Data time: 0.2396, Forward time: 2.2789, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 5.5828 [2020-11-08 18:56:30,927][root][INFO] - ===> Epoch[131](3397/26): Loss 0.2033, Sem 0.3508, dir -0.5907, norm 0.4432, swav 0.0000 LR: 6.883e-02 Score 89.368 Data time: 0.1471, Forward time: 2.2787, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 5.3193 [2020-11-08 18:56:35,991][root][INFO] - ===> Epoch[131](3398/26): Loss 0.1719, Sem 0.2963, dir -0.5687, norm 0.4443, swav 0.0000 LR: 6.882e-02 Score 90.570 Data time: 0.2293, Forward time: 2.2788, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 4.9774 [2020-11-08 18:56:41,955][root][INFO] - ===> Epoch[131](3399/26): Loss 0.1262, Sem 0.2654, dir -0.5667, norm 0.4276, swav 0.0000 LR: 6.881e-02 Score 91.759 Data time: 0.2035, Forward time: 2.2788, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.8390 [2020-11-08 18:56:47,625][root][INFO] - ===> Epoch[131](3400/26): Loss 0.1675, Sem 0.3053, dir -0.5887, norm 0.4510, swav 0.0000 LR: 6.880e-02 Score 90.411 Data time: 0.1978, Forward time: 2.2788, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.5403 [2020-11-08 18:56:53,111][root][INFO] - ===> Epoch[131](3401/26): Loss 0.1642, Sem 0.2736, dir -0.5644, norm 0.4550, swav 0.0000 LR: 6.879e-02 Score 91.393 Data time: 0.1964, Forward time: 2.2787, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.3560 [2020-11-08 18:57:00,193][root][INFO] - ===> Epoch[131](3402/26): Loss 0.2065, Sem 0.3005, dir -0.5491, norm 0.4552, swav 0.0000 LR: 6.878e-02 Score 90.318 Data time: 0.2352, Forward time: 2.2789, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 6.9853 [2020-11-08 18:57:07,027][root][INFO] - ===> Epoch[131](3403/26): Loss 0.1681, Sem 0.3174, dir -0.6184, norm 0.4692, swav 0.0000 LR: 6.878e-02 Score 89.191 Data time: 0.1724, Forward time: 2.2787, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 6.7049 [2020-11-08 18:57:12,880][root][INFO] - ===> Epoch[131](3404/26): Loss 0.1356, Sem 0.2600, dir -0.5717, norm 0.4473, swav 0.0000 LR: 6.877e-02 Score 91.809 Data time: 0.1854, Forward time: 2.2786, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 5.7845 [2020-11-08 18:57:17,169][root][INFO] - ===> Epoch[131](3405/26): Loss 0.1328, Sem 0.2446, dir -0.5293, norm 0.4175, swav 0.0000 LR: 6.876e-02 Score 92.672 Data time: 0.2120, Forward time: 2.2786, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 4.1894 [2020-11-08 18:57:23,134][root][INFO] - ===> Epoch[131](3406/26): Loss 0.1859, Sem 0.3155, dir -0.6086, norm 0.4790, swav 0.0000 LR: 6.875e-02 Score 90.248 Data time: 0.2820, Forward time: 2.2787, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 5.8629 [2020-11-08 18:57:29,396][root][INFO] - ===> Epoch[132](3407/26): Loss 0.2375, Sem 0.3234, dir -0.5853, norm 0.4994, swav 0.0000 LR: 6.874e-02 Score 90.093 Data time: 0.2133, Forward time: 2.2788, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 6.1359 [2020-11-08 18:57:34,753][root][INFO] - ===> Epoch[132](3408/26): Loss 0.1507, Sem 0.2863, dir -0.5712, norm 0.4357, swav 0.0000 LR: 6.873e-02 Score 90.957 Data time: 0.1801, Forward time: 2.2787, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.2186 [2020-11-08 18:57:41,375][root][INFO] - ===> Epoch[132](3409/26): Loss 0.0603, Sem 0.2598, dir -0.6404, norm 0.4408, swav 0.0000 LR: 6.872e-02 Score 91.738 Data time: 0.3193, Forward time: 2.2790, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 6.5326 [2020-11-08 18:57:47,508][root][INFO] - ===> Epoch[132](3410/26): Loss 0.2201, Sem 0.3440, dir -0.5662, norm 0.4424, swav 0.0000 LR: 6.871e-02 Score 89.381 Data time: 0.1830, Forward time: 2.2789, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 5.9971 [2020-11-08 18:57:53,156][root][INFO] - ===> Epoch[132](3411/26): Loss 0.2030, Sem 0.3142, dir -0.5683, norm 0.4572, swav 0.0000 LR: 6.870e-02 Score 90.544 Data time: 0.2239, Forward time: 2.2790, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.5456 [2020-11-08 18:57:59,151][root][INFO] - ===> Epoch[132](3412/26): Loss 0.1278, Sem 0.3043, dir -0.5888, norm 0.4123, swav 0.0000 LR: 6.869e-02 Score 89.624 Data time: 0.1660, Forward time: 2.2788, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.8806 [2020-11-08 18:58:06,076][root][INFO] - ===> Epoch[132](3413/26): Loss 0.1184, Sem 0.2990, dir -0.5967, norm 0.4162, swav 0.0000 LR: 6.868e-02 Score 89.809 Data time: 0.2303, Forward time: 2.2789, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 6.8564 [2020-11-08 18:58:11,110][root][INFO] - ===> Epoch[132](3414/26): Loss 0.1359, Sem 0.2924, dir -0.5829, norm 0.4265, swav 0.0000 LR: 6.867e-02 Score 90.586 Data time: 0.2240, Forward time: 2.2790, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 4.9212 [2020-11-08 18:58:16,887][root][INFO] - ===> Epoch[132](3415/26): Loss 0.1973, Sem 0.3508, dir -0.5696, norm 0.4160, swav 0.0000 LR: 6.866e-02 Score 89.817 Data time: 0.2673, Forward time: 2.2792, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 5.6777 [2020-11-08 18:58:23,220][root][INFO] - ===> Epoch[132](3416/26): Loss 0.2284, Sem 0.3400, dir -0.5611, norm 0.4495, swav 0.0000 LR: 6.865e-02 Score 89.170 Data time: 0.2366, Forward time: 2.2793, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 6.1977 [2020-11-08 18:58:28,699][root][INFO] - ===> Epoch[132](3417/26): Loss 0.2771, Sem 0.3796, dir -0.5651, norm 0.4625, swav 0.0000 LR: 6.864e-02 Score 87.801 Data time: 0.1918, Forward time: 2.2792, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 5.3502 [2020-11-08 18:58:34,338][root][INFO] - ===> Epoch[132](3418/26): Loss 0.1113, Sem 0.2822, dir -0.5485, norm 0.3776, swav 0.0000 LR: 6.863e-02 Score 91.000 Data time: 0.1686, Forward time: 2.2791, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.5018 [2020-11-08 18:58:41,279][root][INFO] - ===> Epoch[132](3419/26): Loss 0.1238, Sem 0.2452, dir -0.5338, norm 0.4124, swav 0.0000 LR: 6.863e-02 Score 90.999 Data time: 0.2054, Forward time: 2.2790, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 6.8615 [2020-11-08 18:58:47,794][root][INFO] - ===> Epoch[132](3420/26): Loss 0.1975, Sem 0.3218, dir -0.5351, norm 0.4108, swav 0.0000 LR: 6.862e-02 Score 89.533 Data time: 0.2831, Forward time: 2.2791, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 6.3973 [2020-11-08 18:58:53,462][root][INFO] - ===> Epoch[132](3421/26): Loss 0.2068, Sem 0.3101, dir -0.5465, norm 0.4432, swav 0.0000 LR: 6.861e-02 Score 89.705 Data time: 0.2537, Forward time: 2.2793, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 5.5533 [2020-11-08 18:58:59,856][root][INFO] - ===> Epoch[132](3422/26): Loss 0.2489, Sem 0.3455, dir -0.5362, norm 0.4396, swav 0.0000 LR: 6.860e-02 Score 89.550 Data time: 0.2128, Forward time: 2.2793, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 6.2671 [2020-11-08 18:59:05,752][root][INFO] - ===> Epoch[132](3423/26): Loss 0.1301, Sem 0.2818, dir -0.5698, norm 0.4181, swav 0.0000 LR: 6.859e-02 Score 91.507 Data time: 0.1882, Forward time: 2.2792, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 5.7756 [2020-11-08 18:59:10,236][root][INFO] - ===> Epoch[132](3424/26): Loss 0.0705, Sem 0.2726, dir -0.5989, norm 0.3968, swav 0.0000 LR: 6.858e-02 Score 92.265 Data time: 0.1667, Forward time: 2.2791, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 4.3802 [2020-11-08 18:59:16,209][root][INFO] - ===> Epoch[132](3425/26): Loss 0.2014, Sem 0.2462, dir -0.4926, norm 0.4478, swav 0.0000 LR: 6.857e-02 Score 92.079 Data time: 0.1694, Forward time: 2.2790, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 5.8667 [2020-11-08 18:59:21,901][root][INFO] - ===> Epoch[132](3426/26): Loss 0.1199, Sem 0.2674, dir -0.5464, norm 0.3989, swav 0.0000 LR: 6.856e-02 Score 91.766 Data time: 0.1622, Forward time: 2.2788, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.5776 [2020-11-08 18:59:27,209][root][INFO] - ===> Epoch[132](3427/26): Loss 0.1848, Sem 0.2998, dir -0.5669, norm 0.4519, swav 0.0000 LR: 6.855e-02 Score 91.349 Data time: 0.2180, Forward time: 2.2788, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 5.2297 [2020-11-08 18:59:33,208][root][INFO] - ===> Epoch[132](3428/26): Loss 0.2215, Sem 0.3189, dir -0.5293, norm 0.4319, swav 0.0000 LR: 6.854e-02 Score 90.556 Data time: 0.2689, Forward time: 2.2790, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 5.8699 [2020-11-08 18:59:39,822][root][INFO] - ===> Epoch[132](3429/26): Loss 0.1318, Sem 0.2820, dir -0.5734, norm 0.4231, swav 0.0000 LR: 6.853e-02 Score 91.431 Data time: 0.2194, Forward time: 2.2790, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 6.4881 [2020-11-08 18:59:45,477][root][INFO] - ===> Epoch[132](3430/26): Loss 0.1127, Sem 0.2992, dir -0.5799, norm 0.3935, swav 0.0000 LR: 6.852e-02 Score 90.256 Data time: 0.1896, Forward time: 2.2790, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.5162 [2020-11-08 18:59:50,945][root][INFO] - ===> Epoch[132](3431/26): Loss 0.0801, Sem 0.2870, dir -0.6214, norm 0.4145, swav 0.0000 LR: 6.851e-02 Score 91.379 Data time: 0.1747, Forward time: 2.2788, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.3708 [2020-11-08 18:59:56,728][root][INFO] - ===> Epoch[132](3432/26): Loss 0.1124, Sem 0.2909, dir -0.6061, norm 0.4277, swav 0.0000 LR: 6.850e-02 Score 90.537 Data time: 0.1843, Forward time: 2.2788, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 5.6720 [2020-11-08 19:00:02,950][root][INFO] - ===> Epoch[133](3433/26): Loss 0.2290, Sem 0.3465, dir -0.5258, norm 0.4083, swav 0.0000 LR: 6.849e-02 Score 88.285 Data time: 0.1639, Forward time: 2.2786, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 6.1046 [2020-11-08 19:00:09,007][root][INFO] - ===> Epoch[133](3434/26): Loss 0.1351, Sem 0.3087, dir -0.5969, norm 0.4233, swav 0.0000 LR: 6.848e-02 Score 89.972 Data time: 0.2729, Forward time: 2.2788, Backward time: 3.0827, DDP time: 0.0044, Total iter time: 5.9681 [2020-11-08 19:00:14,039][root][INFO] - ===> Epoch[133](3435/26): Loss 0.1419, Sem 0.3231, dir -0.5890, norm 0.4077, swav 0.0000 LR: 6.847e-02 Score 90.107 Data time: 0.1572, Forward time: 2.2786, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 4.9004 [2020-11-08 19:00:20,380][root][INFO] - ===> Epoch[133](3436/26): Loss 0.1347, Sem 0.3076, dir -0.5846, norm 0.4117, swav 0.0000 LR: 6.847e-02 Score 90.300 Data time: 0.2958, Forward time: 2.2789, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 6.2418 [2020-11-08 19:00:26,134][root][INFO] - ===> Epoch[133](3437/26): Loss 0.3030, Sem 0.3846, dir -0.5513, norm 0.4696, swav 0.0000 LR: 6.846e-02 Score 88.198 Data time: 0.1814, Forward time: 2.2788, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 5.6350 [2020-11-08 19:00:31,392][root][INFO] - ===> Epoch[133](3438/26): Loss 0.2088, Sem 0.3299, dir -0.5843, norm 0.4632, swav 0.0000 LR: 6.845e-02 Score 90.680 Data time: 0.1825, Forward time: 2.2787, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 5.1525 [2020-11-08 19:00:37,024][root][INFO] - ===> Epoch[133](3439/26): Loss 0.2864, Sem 0.3335, dir -0.4791, norm 0.4320, swav 0.0000 LR: 6.844e-02 Score 88.614 Data time: 0.2427, Forward time: 2.2788, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.5577 [2020-11-08 19:00:43,078][root][INFO] - ===> Epoch[133](3440/26): Loss 0.2627, Sem 0.3210, dir -0.5281, norm 0.4698, swav 0.0000 LR: 6.843e-02 Score 89.932 Data time: 0.2345, Forward time: 2.2789, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.9328 [2020-11-08 19:00:49,584][root][INFO] - ===> Epoch[133](3441/26): Loss 0.1898, Sem 0.3085, dir -0.5541, norm 0.4354, swav 0.0000 LR: 6.842e-02 Score 90.882 Data time: 0.2183, Forward time: 2.2790, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 6.3975 [2020-11-08 19:00:54,628][root][INFO] - ===> Epoch[133](3442/26): Loss 0.1815, Sem 0.2821, dir -0.5625, norm 0.4619, swav 0.0000 LR: 6.841e-02 Score 90.888 Data time: 0.1868, Forward time: 2.2789, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 4.9540 [2020-11-08 19:00:59,660][root][INFO] - ===> Epoch[133](3443/26): Loss 0.1782, Sem 0.3012, dir -0.5609, norm 0.4379, swav 0.0000 LR: 6.840e-02 Score 90.645 Data time: 0.2195, Forward time: 2.2789, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 4.9496 [2020-11-08 19:01:05,581][root][INFO] - ===> Epoch[133](3444/26): Loss 0.2168, Sem 0.2804, dir -0.5406, norm 0.4769, swav 0.0000 LR: 6.839e-02 Score 91.005 Data time: 0.2168, Forward time: 2.2790, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 5.8004 [2020-11-08 19:01:10,391][root][INFO] - ===> Epoch[133](3445/26): Loss 0.1070, Sem 0.2732, dir -0.5997, norm 0.4335, swav 0.0000 LR: 6.838e-02 Score 92.095 Data time: 0.1735, Forward time: 2.2789, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 4.7260 [2020-11-08 19:01:15,337][root][INFO] - ===> Epoch[133](3446/26): Loss 0.1726, Sem 0.2915, dir -0.5492, norm 0.4304, swav 0.0000 LR: 6.837e-02 Score 90.619 Data time: 0.2376, Forward time: 2.2788, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 4.8399 [2020-11-08 19:01:21,433][root][INFO] - ===> Epoch[133](3447/26): Loss 0.1844, Sem 0.3440, dir -0.5723, norm 0.4126, swav 0.0000 LR: 6.836e-02 Score 88.967 Data time: 0.2953, Forward time: 2.2791, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 5.9873 [2020-11-08 19:01:26,422][root][INFO] - ===> Epoch[133](3448/26): Loss 0.2263, Sem 0.3349, dir -0.5677, norm 0.4591, swav 0.0000 LR: 6.835e-02 Score 89.450 Data time: 0.1865, Forward time: 2.2791, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 4.8624 [2020-11-08 19:01:31,968][root][INFO] - ===> Epoch[133](3449/26): Loss 0.1793, Sem 0.2940, dir -0.5345, norm 0.4198, swav 0.0000 LR: 6.834e-02 Score 90.706 Data time: 0.1888, Forward time: 2.2790, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 5.4369 [2020-11-08 19:01:38,299][root][INFO] - ===> Epoch[133](3450/26): Loss 0.2283, Sem 0.3482, dir -0.5449, norm 0.4250, swav 0.0000 LR: 6.833e-02 Score 88.543 Data time: 0.1710, Forward time: 2.2789, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 6.2233 [2020-11-08 19:01:44,454][root][INFO] - ===> Epoch[133](3451/26): Loss 0.2285, Sem 0.3329, dir -0.5322, norm 0.4278, swav 0.0000 LR: 6.832e-02 Score 89.908 Data time: 0.3047, Forward time: 2.2791, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 6.0703 [2020-11-08 19:01:53,193][root][INFO] - ===> Epoch[133](3452/26): Loss 0.1762, Sem 0.3093, dir -0.5800, norm 0.4469, swav 0.0000 LR: 6.832e-02 Score 89.778 Data time: 0.2293, Forward time: 2.2791, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 8.5912 [2020-11-08 19:01:59,168][root][INFO] - ===> Epoch[133](3453/26): Loss 0.1546, Sem 0.2923, dir -0.5567, norm 0.4189, swav 0.0000 LR: 6.831e-02 Score 90.502 Data time: 0.2041, Forward time: 2.2791, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 5.8697 [2020-11-08 19:02:05,393][root][INFO] - ===> Epoch[133](3454/26): Loss 0.2238, Sem 0.2914, dir -0.6010, norm 0.5334, swav 0.0000 LR: 6.830e-02 Score 90.854 Data time: 0.2917, Forward time: 2.2794, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 6.1304 [2020-11-08 19:02:10,470][root][INFO] - ===> Epoch[133](3455/26): Loss 0.2374, Sem 0.2973, dir -0.5463, norm 0.4865, swav 0.0000 LR: 6.829e-02 Score 90.821 Data time: 0.1880, Forward time: 2.2793, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 4.9524 [2020-11-08 19:02:16,250][root][INFO] - ===> Epoch[133](3456/26): Loss 0.0900, Sem 0.3015, dir -0.6113, norm 0.3998, swav 0.0000 LR: 6.828e-02 Score 89.879 Data time: 0.1689, Forward time: 2.2792, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 5.6716 [2020-11-08 19:02:21,672][root][INFO] - ===> Epoch[133](3457/26): Loss 0.2492, Sem 0.3097, dir -0.5314, norm 0.4708, swav 0.0000 LR: 6.827e-02 Score 90.249 Data time: 0.1742, Forward time: 2.2791, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 5.3383 [2020-11-08 19:02:26,659][root][INFO] - ===> Epoch[133](3458/26): Loss 0.1334, Sem 0.3186, dir -0.6167, norm 0.4315, swav 0.0000 LR: 6.826e-02 Score 90.079 Data time: 0.2003, Forward time: 2.2791, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 4.8912 [2020-11-08 19:02:31,987][root][INFO] - ===> Epoch[134](3459/26): Loss 0.1016, Sem 0.2894, dir -0.6145, norm 0.4267, swav 0.0000 LR: 6.825e-02 Score 90.664 Data time: 0.2252, Forward time: 2.2791, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 5.2118 [2020-11-08 19:02:37,128][root][INFO] - ===> Epoch[134](3460/26): Loss 0.1384, Sem 0.2866, dir -0.5810, norm 0.4328, swav 0.0000 LR: 6.824e-02 Score 90.366 Data time: 0.2345, Forward time: 2.2792, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 5.0141 [2020-11-08 19:02:44,322][root][INFO] - ===> Epoch[134](3461/26): Loss 0.1553, Sem 0.2794, dir -0.5621, norm 0.4381, swav 0.0000 LR: 6.823e-02 Score 91.552 Data time: 0.2791, Forward time: 2.2793, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 7.0793 [2020-11-08 19:02:50,352][root][INFO] - ===> Epoch[134](3462/26): Loss 0.2510, Sem 0.3729, dir -0.5799, norm 0.4581, swav 0.0000 LR: 6.822e-02 Score 90.342 Data time: 0.1948, Forward time: 2.2793, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 5.9123 [2020-11-08 19:02:56,565][root][INFO] - ===> Epoch[134](3463/26): Loss 0.1767, Sem 0.3020, dir -0.5803, norm 0.4550, swav 0.0000 LR: 6.821e-02 Score 91.168 Data time: 0.2172, Forward time: 2.2793, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 6.0994 [2020-11-08 19:03:01,822][root][INFO] - ===> Epoch[134](3464/26): Loss 0.0978, Sem 0.2811, dir -0.5876, norm 0.4043, swav 0.0000 LR: 6.820e-02 Score 91.268 Data time: 0.1762, Forward time: 2.2792, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 5.1472 [2020-11-08 19:03:06,930][root][INFO] - ===> Epoch[134](3465/26): Loss 0.1309, Sem 0.2507, dir -0.5594, norm 0.4396, swav 0.0000 LR: 6.819e-02 Score 91.731 Data time: 0.1956, Forward time: 2.2792, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 5.0064 [2020-11-08 19:03:11,950][root][INFO] - ===> Epoch[134](3466/26): Loss 0.1059, Sem 0.3035, dir -0.6181, norm 0.4206, swav 0.0000 LR: 6.818e-02 Score 90.784 Data time: 0.2083, Forward time: 2.2792, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 4.8922 [2020-11-08 19:03:16,383][root][INFO] - ===> Epoch[134](3467/26): Loss 0.1433, Sem 0.3038, dir -0.5741, norm 0.4135, swav 0.0000 LR: 6.817e-02 Score 89.408 Data time: 0.2252, Forward time: 2.2792, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 4.3256 [2020-11-08 19:03:22,914][root][INFO] - ===> Epoch[134](3468/26): Loss 0.2453, Sem 0.3474, dir -0.5296, norm 0.4275, swav 0.0000 LR: 6.817e-02 Score 88.884 Data time: 0.3073, Forward time: 2.2794, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 6.4298 [2020-11-08 19:03:28,525][root][INFO] - ===> Epoch[134](3469/26): Loss 0.1171, Sem 0.2661, dir -0.5720, norm 0.4230, swav 0.0000 LR: 6.816e-02 Score 91.519 Data time: 0.2340, Forward time: 2.2795, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.4697 [2020-11-08 19:03:34,547][root][INFO] - ===> Epoch[134](3470/26): Loss 0.1396, Sem 0.2988, dir -0.5860, norm 0.4268, swav 0.0000 LR: 6.815e-02 Score 91.085 Data time: 0.1620, Forward time: 2.2793, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.9064 [2020-11-08 19:03:40,782][root][INFO] - ===> Epoch[134](3471/26): Loss 0.1735, Sem 0.3252, dir -0.5731, norm 0.4214, swav 0.0000 LR: 6.814e-02 Score 89.860 Data time: 0.2300, Forward time: 2.2794, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 6.1542 [2020-11-08 19:03:45,803][root][INFO] - ===> Epoch[134](3472/26): Loss 0.1780, Sem 0.2996, dir -0.5494, norm 0.4278, swav 0.0000 LR: 6.813e-02 Score 89.638 Data time: 0.1993, Forward time: 2.2794, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 4.9090 [2020-11-08 19:03:52,607][root][INFO] - ===> Epoch[134](3473/26): Loss 0.1456, Sem 0.2793, dir -0.5915, norm 0.4578, swav 0.0000 LR: 6.812e-02 Score 91.137 Data time: 0.1673, Forward time: 2.2792, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 6.6908 [2020-11-08 19:03:58,176][root][INFO] - ===> Epoch[134](3474/26): Loss 0.1908, Sem 0.3253, dir -0.5765, norm 0.4420, swav 0.0000 LR: 6.811e-02 Score 90.522 Data time: 0.1999, Forward time: 2.2793, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 5.4746 [2020-11-08 19:04:03,247][root][INFO] - ===> Epoch[134](3475/26): Loss 0.1825, Sem 0.3052, dir -0.5274, norm 0.4047, swav 0.0000 LR: 6.810e-02 Score 90.664 Data time: 0.2088, Forward time: 2.2792, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 4.9673 [2020-11-08 19:04:09,107][root][INFO] - ===> Epoch[134](3476/26): Loss 0.1494, Sem 0.2370, dir -0.5297, norm 0.4420, swav 0.0000 LR: 6.809e-02 Score 91.912 Data time: 0.2233, Forward time: 2.2793, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 5.7674 [2020-11-08 19:04:16,282][root][INFO] - ===> Epoch[134](3477/26): Loss 0.1656, Sem 0.3223, dir -0.5821, norm 0.4253, swav 0.0000 LR: 6.808e-02 Score 89.243 Data time: 0.3733, Forward time: 2.2796, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 7.0536 [2020-11-08 19:04:20,871][root][INFO] - ===> Epoch[134](3478/26): Loss 0.1018, Sem 0.2830, dir -0.5598, norm 0.3786, swav 0.0000 LR: 6.807e-02 Score 91.417 Data time: 0.1525, Forward time: 2.2795, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 4.4749 [2020-11-08 19:04:25,666][root][INFO] - ===> Epoch[134](3479/26): Loss 0.1604, Sem 0.2882, dir -0.5491, norm 0.4213, swav 0.0000 LR: 6.806e-02 Score 89.958 Data time: 0.2216, Forward time: 2.2795, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 4.6966 [2020-11-08 19:04:31,702][root][INFO] - ===> Epoch[134](3480/26): Loss 0.1294, Sem 0.3231, dir -0.6174, norm 0.4237, swav 0.0000 LR: 6.805e-02 Score 89.450 Data time: 0.1826, Forward time: 2.2794, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.9154 [2020-11-08 19:04:36,847][root][INFO] - ===> Epoch[134](3481/26): Loss 0.1545, Sem 0.3120, dir -0.5747, norm 0.4172, swav 0.0000 LR: 6.804e-02 Score 91.911 Data time: 0.1629, Forward time: 2.2793, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 5.0343 [2020-11-08 19:04:43,248][root][INFO] - ===> Epoch[134](3482/26): Loss 0.2315, Sem 0.3210, dir -0.5789, norm 0.4894, swav 0.0000 LR: 6.803e-02 Score 89.572 Data time: 0.1588, Forward time: 2.2791, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 6.3209 [2020-11-08 19:04:48,885][root][INFO] - ===> Epoch[134](3483/26): Loss 0.1781, Sem 0.3154, dir -0.6034, norm 0.4661, swav 0.0000 LR: 6.802e-02 Score 90.254 Data time: 0.1648, Forward time: 2.2790, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 5.5440 [2020-11-08 19:04:54,202][root][INFO] - ===> Epoch[134](3484/26): Loss 0.1188, Sem 0.2781, dir -0.5506, norm 0.3913, swav 0.0000 LR: 6.801e-02 Score 90.787 Data time: 0.1618, Forward time: 2.2788, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 5.2157 [2020-11-08 19:04:59,676][root][INFO] - ===> Epoch[135](3485/26): Loss 0.1966, Sem 0.3209, dir -0.5907, norm 0.4665, swav 0.0000 LR: 6.801e-02 Score 89.534 Data time: 0.2119, Forward time: 2.2787, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 5.3940 [2020-11-08 19:05:06,590][root][INFO] - ===> Epoch[135](3486/26): Loss 0.2673, Sem 0.3449, dir -0.5585, norm 0.4809, swav 0.0000 LR: 6.800e-02 Score 89.768 Data time: 0.3458, Forward time: 2.2791, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 6.7774 [2020-11-08 19:05:11,959][root][INFO] - ===> Epoch[135](3487/26): Loss 0.0817, Sem 0.2511, dir -0.5752, norm 0.4058, swav 0.0000 LR: 6.799e-02 Score 92.604 Data time: 0.2709, Forward time: 2.2791, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.2064 [2020-11-08 19:05:16,940][root][INFO] - ===> Epoch[135](3488/26): Loss 0.0599, Sem 0.2401, dir -0.5776, norm 0.3974, swav 0.0000 LR: 6.798e-02 Score 92.061 Data time: 0.2304, Forward time: 2.2792, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 4.8497 [2020-11-08 19:05:21,750][root][INFO] - ===> Epoch[135](3489/26): Loss 0.2035, Sem 0.3342, dir -0.5815, norm 0.4507, swav 0.0000 LR: 6.797e-02 Score 89.380 Data time: 0.2184, Forward time: 2.2791, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 4.6896 [2020-11-08 19:05:27,267][root][INFO] - ===> Epoch[135](3490/26): Loss 0.1403, Sem 0.2957, dir -0.5830, norm 0.4276, swav 0.0000 LR: 6.796e-02 Score 91.140 Data time: 0.2582, Forward time: 2.2792, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.4251 [2020-11-08 19:05:33,958][root][INFO] - ===> Epoch[135](3491/26): Loss 0.2258, Sem 0.3483, dir -0.5936, norm 0.4711, swav 0.0000 LR: 6.795e-02 Score 89.741 Data time: 0.3056, Forward time: 2.2795, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 6.5578 [2020-11-08 19:05:41,095][root][INFO] - ===> Epoch[135](3492/26): Loss 0.1630, Sem 0.2974, dir -0.5583, norm 0.4239, swav 0.0000 LR: 6.794e-02 Score 89.921 Data time: 0.1606, Forward time: 2.2794, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 7.0083 [2020-11-08 19:05:47,047][root][INFO] - ===> Epoch[135](3493/26): Loss 0.1812, Sem 0.3220, dir -0.5918, norm 0.4509, swav 0.0000 LR: 6.793e-02 Score 90.144 Data time: 0.2100, Forward time: 2.2793, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 5.8260 [2020-11-08 19:05:54,301][root][INFO] - ===> Epoch[135](3494/26): Loss 0.2376, Sem 0.3215, dir -0.5399, norm 0.4560, swav 0.0000 LR: 6.792e-02 Score 89.852 Data time: 0.2540, Forward time: 2.2795, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 7.1218 [2020-11-08 19:06:01,180][root][INFO] - ===> Epoch[135](3495/26): Loss 0.1812, Sem 0.3109, dir -0.5681, norm 0.4383, swav 0.0000 LR: 6.791e-02 Score 90.468 Data time: 0.3275, Forward time: 2.2798, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 6.7438 [2020-11-08 19:06:07,788][root][INFO] - ===> Epoch[135](3496/26): Loss 0.2251, Sem 0.3439, dir -0.5601, norm 0.4414, swav 0.0000 LR: 6.790e-02 Score 90.423 Data time: 0.2319, Forward time: 2.2799, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 6.4848 [2020-11-08 19:06:14,116][root][INFO] - ===> Epoch[135](3497/26): Loss 0.1678, Sem 0.2940, dir -0.5546, norm 0.4284, swav 0.0000 LR: 6.789e-02 Score 89.917 Data time: 0.2983, Forward time: 2.2801, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 6.2174 [2020-11-08 19:06:19,507][root][INFO] - ===> Epoch[135](3498/26): Loss 0.1717, Sem 0.2743, dir -0.5527, norm 0.4501, swav 0.0000 LR: 6.788e-02 Score 91.756 Data time: 0.2101, Forward time: 2.2801, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 5.2528 [2020-11-08 19:06:24,908][root][INFO] - ===> Epoch[135](3499/26): Loss 0.1230, Sem 0.2734, dir -0.5803, norm 0.4299, swav 0.0000 LR: 6.787e-02 Score 91.061 Data time: 0.1971, Forward time: 2.2801, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.2793 [2020-11-08 19:06:30,733][root][INFO] - ===> Epoch[135](3500/26): Loss 0.1878, Sem 0.3163, dir -0.5646, norm 0.4361, swav 0.0000 LR: 6.786e-02 Score 90.067 Data time: 0.2069, Forward time: 2.2802, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.7028 [2020-11-08 19:06:31,389][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 19:06:31,584][root][INFO] - ===> Start testing [2020-11-08 19:07:57,260][root][INFO] - 101/312: Data time: 0.0106, Iter time: 0.2931 Loss 0.307 (AVG: 0.562) Score 91.304 (AVG: 85.224) mIOU 60.087 mAP 69.364 mAcc 69.754 IOU: 79.904 96.198 49.352 83.550 85.934 76.563 60.609 46.053 38.684 73.918 18.506 55.143 52.946 46.586 26.655 57.138 84.969 53.285 82.998 32.744 mAP: 80.440 93.941 59.388 77.823 86.183 74.044 65.979 68.439 56.692 64.580 31.550 50.122 57.903 70.513 50.426 89.167 92.397 78.727 84.673 54.284 mAcc: 94.148 98.781 72.474 90.411 90.088 83.220 70.416 49.861 47.390 88.834 23.359 66.734 76.097 70.438 31.693 67.082 89.401 55.757 84.892 44.005 [2020-11-08 19:09:22,496][root][INFO] - 201/312: Data time: 0.0071, Iter time: 0.2074 Loss 0.327 (AVG: 0.558) Score 85.125 (AVG: 85.511) mIOU 59.753 mAP 69.464 mAcc 69.794 IOU: 80.863 95.675 48.841 78.907 87.066 76.214 64.095 47.518 45.446 68.137 21.606 51.074 52.314 53.578 26.917 46.521 84.301 51.198 78.914 35.879 mAP: 81.306 93.834 59.523 75.058 88.619 77.504 65.697 66.394 57.154 65.834 40.385 49.042 60.283 74.198 44.465 89.266 91.395 78.263 76.966 54.088 mAcc: 94.242 98.706 72.634 86.899 92.213 83.243 73.698 52.826 52.686 89.026 26.154 66.777 72.989 76.556 32.673 54.850 88.447 54.041 83.012 44.212 [2020-11-08 19:10:43,205][root][INFO] - 301/312: Data time: 0.0057, Iter time: 0.2302 Loss 0.431 (AVG: 0.562) Score 88.015 (AVG: 85.308) mIOU 61.034 mAP 70.254 mAcc 70.806 IOU: 80.108 95.746 50.162 74.192 87.412 76.964 65.573 45.935 45.905 67.875 18.148 61.010 50.917 58.657 37.413 48.484 86.303 52.325 79.018 38.537 mAP: 81.438 94.393 59.585 71.578 88.425 79.206 66.123 65.008 57.360 67.049 38.473 56.464 62.803 74.088 49.905 90.065 92.234 77.407 79.327 54.142 mAcc: 93.944 98.699 72.816 83.811 92.822 83.260 74.299 51.677 54.482 88.417 20.372 73.559 73.324 78.929 44.844 57.486 89.756 55.092 82.357 46.175 [2020-11-08 19:10:49,209][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.1198 Loss 0.523 (AVG: 0.560) Score 86.542 (AVG: 85.362) mIOU 61.052 mAP 70.424 mAcc 70.822 IOU: 80.173 95.763 50.457 74.387 87.431 77.054 65.600 46.046 46.239 68.387 17.227 61.180 50.935 58.241 37.351 48.147 86.766 53.158 78.231 38.277 mAP: 81.525 94.362 60.349 71.502 88.185 79.475 66.641 64.298 57.851 66.878 38.244 56.968 62.777 74.088 50.683 90.079 92.860 77.862 80.114 53.749 mAcc: 93.923 98.692 73.012 83.961 92.809 83.307 74.686 51.883 55.025 88.543 19.361 73.919 73.446 78.929 44.651 57.087 89.985 56.133 81.289 45.801 [2020-11-08 19:10:49,209][root][INFO] - Finished test. Elapsed time: 257.6241 [2020-11-08 19:11:01,195][root][INFO] - [2020-11-08 19:11:01,195][root][INFO] - ################################################################ [2020-11-08 19:11:01,195][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 19:11:01,195][root][INFO] - ################################################################ [2020-11-08 19:11:01,196][root][INFO] - cabinet : 0.114 0.296 0.569 [2020-11-08 19:11:01,196][root][INFO] - bed : 0.318 0.728 0.838 [2020-11-08 19:11:01,196][root][INFO] - chair : 0.409 0.620 0.734 [2020-11-08 19:11:01,196][root][INFO] - sofa : 0.319 0.580 0.803 [2020-11-08 19:11:01,196][root][INFO] - table : 0.230 0.467 0.600 [2020-11-08 19:11:01,196][root][INFO] - door : 0.148 0.299 0.427 [2020-11-08 19:11:01,196][root][INFO] - window : 0.043 0.118 0.323 [2020-11-08 19:11:01,196][root][INFO] - bookshelf : 0.160 0.418 0.695 [2020-11-08 19:11:01,196][root][INFO] - picture : 0.028 0.096 0.190 [2020-11-08 19:11:01,196][root][INFO] - counter : 0.015 0.071 0.578 [2020-11-08 19:11:01,196][root][INFO] - desk : 0.008 0.041 0.316 [2020-11-08 19:11:01,196][root][INFO] - curtain : 0.200 0.425 0.600 [2020-11-08 19:11:01,196][root][INFO] - refrigerator : 0.192 0.337 0.383 [2020-11-08 19:11:01,196][root][INFO] - shower curtain : 0.349 0.566 0.609 [2020-11-08 19:11:01,196][root][INFO] - toilet : 0.742 0.959 0.959 [2020-11-08 19:11:01,196][root][INFO] - sink : 0.100 0.270 0.620 [2020-11-08 19:11:01,196][root][INFO] - bathtub : 0.456 0.708 0.736 [2020-11-08 19:11:01,196][root][INFO] - otherfurniture : 0.186 0.312 0.518 [2020-11-08 19:11:01,196][root][INFO] - ---------------------------------------------------------------- [2020-11-08 19:11:01,196][root][INFO] - average : 0.223 0.406 0.583 [2020-11-08 19:11:01,196][root][INFO] - [2020-11-08 19:11:01,397][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 19:11:02,085][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 19:11:02,258][root][INFO] - Current best mIoU: 61.052 at iter 3500 [2020-11-08 19:11:05,730][root][INFO] - ===> Epoch[135](3501/26): Loss 0.0813, Sem 0.2556, dir -0.5636, norm 0.3893, swav 0.0000 LR: 6.786e-02 Score 91.388 Data time: 0.1151, Forward time: 2.2799, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 3.4662 [2020-11-08 19:11:10,786][root][INFO] - ===> Epoch[135](3502/26): Loss 0.1573, Sem 0.3090, dir -0.5721, norm 0.4204, swav 0.0000 LR: 6.785e-02 Score 91.321 Data time: 0.1584, Forward time: 2.2798, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 4.9969 [2020-11-08 19:11:17,748][root][INFO] - ===> Epoch[135](3503/26): Loss 0.2123, Sem 0.2996, dir -0.5880, norm 0.5007, swav 0.0000 LR: 6.784e-02 Score 90.788 Data time: 0.3572, Forward time: 2.2802, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 6.8545 [2020-11-08 19:11:23,134][root][INFO] - ===> Epoch[135](3504/26): Loss 0.1557, Sem 0.3006, dir -0.5792, norm 0.4343, swav 0.0000 LR: 6.783e-02 Score 89.858 Data time: 0.2422, Forward time: 2.2803, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.2521 [2020-11-08 19:11:28,480][root][INFO] - ===> Epoch[135](3505/26): Loss 0.2054, Sem 0.2893, dir -0.6008, norm 0.5169, swav 0.0000 LR: 6.782e-02 Score 90.582 Data time: 0.2391, Forward time: 2.2804, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 5.2174 [2020-11-08 19:11:34,089][root][INFO] - ===> Epoch[135](3506/26): Loss 0.1620, Sem 0.2991, dir -0.5783, norm 0.4412, swav 0.0000 LR: 6.781e-02 Score 91.011 Data time: 0.2335, Forward time: 2.2805, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.4707 [2020-11-08 19:11:39,713][root][INFO] - ===> Epoch[135](3507/26): Loss 0.0758, Sem 0.2747, dir -0.5956, norm 0.3967, swav 0.0000 LR: 6.780e-02 Score 91.019 Data time: 0.1715, Forward time: 2.2804, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.5221 [2020-11-08 19:11:46,790][root][INFO] - ===> Epoch[135](3508/26): Loss 0.2475, Sem 0.3268, dir -0.5600, norm 0.4807, swav 0.0000 LR: 6.779e-02 Score 89.617 Data time: 0.2190, Forward time: 2.2805, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 6.9626 [2020-11-08 19:11:52,230][root][INFO] - ===> Epoch[135](3509/26): Loss 0.1194, Sem 0.3032, dir -0.5890, norm 0.4052, swav 0.0000 LR: 6.778e-02 Score 90.575 Data time: 0.2479, Forward time: 2.2806, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 5.3268 [2020-11-08 19:11:58,056][root][INFO] - ===> Epoch[135](3510/26): Loss 0.1275, Sem 0.2622, dir -0.5395, norm 0.4048, swav 0.0000 LR: 6.777e-02 Score 91.688 Data time: 0.1707, Forward time: 2.2805, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.7042 [2020-11-08 19:12:03,786][root][INFO] - ===> Epoch[136](3511/26): Loss 0.1447, Sem 0.2994, dir -0.5785, norm 0.4239, swav 0.0000 LR: 6.776e-02 Score 90.584 Data time: 0.2153, Forward time: 2.2805, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.6753 [2020-11-08 19:12:08,778][root][INFO] - ===> Epoch[136](3512/26): Loss 0.1763, Sem 0.2497, dir -0.5375, norm 0.4641, swav 0.0000 LR: 6.775e-02 Score 92.611 Data time: 0.1647, Forward time: 2.2804, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 4.8808 [2020-11-08 19:12:13,500][root][INFO] - ===> Epoch[136](3513/26): Loss 0.1822, Sem 0.3011, dir -0.5414, norm 0.4225, swav 0.0000 LR: 6.774e-02 Score 91.076 Data time: 0.2141, Forward time: 2.2804, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 4.6412 [2020-11-08 19:12:20,375][root][INFO] - ===> Epoch[136](3514/26): Loss 0.2771, Sem 0.3786, dir -0.5912, norm 0.4896, swav 0.0000 LR: 6.773e-02 Score 89.284 Data time: 0.2003, Forward time: 2.2804, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 6.7642 [2020-11-08 19:12:26,356][root][INFO] - ===> Epoch[136](3515/26): Loss 0.0894, Sem 0.2499, dir -0.5711, norm 0.4106, swav 0.0000 LR: 6.772e-02 Score 92.048 Data time: 0.2067, Forward time: 2.2804, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.8776 [2020-11-08 19:12:32,433][root][INFO] - ===> Epoch[136](3516/26): Loss 0.2506, Sem 0.3923, dir -0.5532, norm 0.4116, swav 0.0000 LR: 6.771e-02 Score 86.503 Data time: 0.2161, Forward time: 2.2804, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.9491 [2020-11-08 19:12:38,188][root][INFO] - ===> Epoch[136](3517/26): Loss 0.1961, Sem 0.3278, dir -0.5767, norm 0.4450, swav 0.0000 LR: 6.770e-02 Score 90.357 Data time: 0.2654, Forward time: 2.2806, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 5.6229 [2020-11-08 19:12:42,709][root][INFO] - ===> Epoch[136](3518/26): Loss 0.1132, Sem 0.3069, dir -0.6085, norm 0.4149, swav 0.0000 LR: 6.770e-02 Score 89.606 Data time: 0.2168, Forward time: 2.2805, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 4.3959 [2020-11-08 19:12:48,537][root][INFO] - ===> Epoch[136](3519/26): Loss 0.0821, Sem 0.2656, dir -0.6103, norm 0.4268, swav 0.0000 LR: 6.769e-02 Score 91.768 Data time: 0.1929, Forward time: 2.2804, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.7310 [2020-11-08 19:12:54,095][root][INFO] - ===> Epoch[136](3520/26): Loss 0.1869, Sem 0.3053, dir -0.5899, norm 0.4715, swav 0.0000 LR: 6.768e-02 Score 89.852 Data time: 0.2116, Forward time: 2.2805, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.4645 [2020-11-08 19:13:00,059][root][INFO] - ===> Epoch[136](3521/26): Loss 0.2938, Sem 0.3791, dir -0.5568, norm 0.4714, swav 0.0000 LR: 6.767e-02 Score 87.699 Data time: 0.1788, Forward time: 2.2804, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.8304 [2020-11-08 19:13:05,016][root][INFO] - ===> Epoch[136](3522/26): Loss 0.0845, Sem 0.2717, dir -0.5813, norm 0.3941, swav 0.0000 LR: 6.766e-02 Score 91.999 Data time: 0.1386, Forward time: 2.2802, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 4.8744 [2020-11-08 19:13:10,369][root][INFO] - ===> Epoch[136](3523/26): Loss 0.1483, Sem 0.3062, dir -0.5611, norm 0.4032, swav 0.0000 LR: 6.765e-02 Score 90.265 Data time: 0.1838, Forward time: 2.2800, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.2719 [2020-11-08 19:13:16,189][root][INFO] - ===> Epoch[136](3524/26): Loss 0.1428, Sem 0.3234, dir -0.6057, norm 0.4251, swav 0.0000 LR: 6.764e-02 Score 89.096 Data time: 0.2242, Forward time: 2.2800, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.7170 [2020-11-08 19:13:22,335][root][INFO] - ===> Epoch[136](3525/26): Loss 0.2004, Sem 0.3114, dir -0.5732, norm 0.4621, swav 0.0000 LR: 6.763e-02 Score 90.574 Data time: 0.2663, Forward time: 2.2802, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 6.0371 [2020-11-08 19:13:27,981][root][INFO] - ===> Epoch[136](3526/26): Loss 0.1926, Sem 0.3444, dir -0.5930, norm 0.4411, swav 0.0000 LR: 6.762e-02 Score 89.666 Data time: 0.2055, Forward time: 2.2802, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.5032 [2020-11-08 19:13:34,003][root][INFO] - ===> Epoch[136](3527/26): Loss 0.2068, Sem 0.3187, dir -0.5821, norm 0.4703, swav 0.0000 LR: 6.761e-02 Score 89.772 Data time: 0.1756, Forward time: 2.2801, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 5.8969 [2020-11-08 19:13:38,944][root][INFO] - ===> Epoch[136](3528/26): Loss 0.1922, Sem 0.2807, dir -0.5340, norm 0.4455, swav 0.0000 LR: 6.760e-02 Score 90.841 Data time: 0.1927, Forward time: 2.2800, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 4.8503 [2020-11-08 19:13:44,159][root][INFO] - ===> Epoch[136](3529/26): Loss 0.2280, Sem 0.3257, dir -0.5621, norm 0.4644, swav 0.0000 LR: 6.759e-02 Score 89.650 Data time: 0.2426, Forward time: 2.2801, Backward time: 3.0804, DDP time: 0.0044, Total iter time: 5.0915 [2020-11-08 19:13:51,434][root][INFO] - ===> Epoch[136](3530/26): Loss 0.1472, Sem 0.2671, dir -0.5656, norm 0.4457, swav 0.0000 LR: 6.758e-02 Score 91.617 Data time: 0.2443, Forward time: 2.2801, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 7.1335 [2020-11-08 19:13:57,718][root][INFO] - ===> Epoch[136](3531/26): Loss 0.1704, Sem 0.2938, dir -0.5466, norm 0.4232, swav 0.0000 LR: 6.757e-02 Score 91.246 Data time: 0.2567, Forward time: 2.2803, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 6.1452 [2020-11-08 19:14:02,901][root][INFO] - ===> Epoch[136](3532/26): Loss 0.1004, Sem 0.2911, dir -0.6092, norm 0.4186, swav 0.0000 LR: 6.756e-02 Score 91.082 Data time: 0.2402, Forward time: 2.2803, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.0373 [2020-11-08 19:14:09,485][root][INFO] - ===> Epoch[136](3533/26): Loss 0.1068, Sem 0.2819, dir -0.5861, norm 0.4109, swav 0.0000 LR: 6.755e-02 Score 91.541 Data time: 0.2762, Forward time: 2.2805, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 6.4725 [2020-11-08 19:14:14,128][root][INFO] - ===> Epoch[136](3534/26): Loss 0.1329, Sem 0.2932, dir -0.6007, norm 0.4403, swav 0.0000 LR: 6.755e-02 Score 90.514 Data time: 0.2020, Forward time: 2.2804, Backward time: 3.0804, DDP time: 0.0044, Total iter time: 4.5093 [2020-11-08 19:14:20,085][root][INFO] - ===> Epoch[136](3535/26): Loss 0.1151, Sem 0.2731, dir -0.5445, norm 0.3865, swav 0.0000 LR: 6.754e-02 Score 90.610 Data time: 0.1754, Forward time: 2.2802, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.8539 [2020-11-08 19:14:26,633][root][INFO] - ===> Epoch[136](3536/26): Loss 0.1837, Sem 0.3045, dir -0.5650, norm 0.4441, swav 0.0000 LR: 6.753e-02 Score 90.331 Data time: 0.1705, Forward time: 2.2801, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 6.4606 [2020-11-08 19:14:32,245][root][INFO] - ===> Epoch[137](3537/26): Loss 0.1637, Sem 0.3097, dir -0.5997, norm 0.4537, swav 0.0000 LR: 6.752e-02 Score 90.380 Data time: 0.1567, Forward time: 2.2799, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.5092 [2020-11-08 19:14:37,419][root][INFO] - ===> Epoch[137](3538/26): Loss 0.1659, Sem 0.3069, dir -0.5533, norm 0.4122, swav 0.0000 LR: 6.751e-02 Score 90.093 Data time: 0.1826, Forward time: 2.2799, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.0717 [2020-11-08 19:14:43,582][root][INFO] - ===> Epoch[137](3539/26): Loss 0.1269, Sem 0.2964, dir -0.6039, norm 0.4344, swav 0.0000 LR: 6.750e-02 Score 90.890 Data time: 0.1714, Forward time: 2.2797, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 6.0461 [2020-11-08 19:14:50,337][root][INFO] - ===> Epoch[137](3540/26): Loss 0.1465, Sem 0.3192, dir -0.5649, norm 0.3922, swav 0.0000 LR: 6.749e-02 Score 90.767 Data time: 0.3315, Forward time: 2.2800, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 6.6551 [2020-11-08 19:14:55,623][root][INFO] - ===> Epoch[137](3541/26): Loss 0.1240, Sem 0.2377, dir -0.5400, norm 0.4263, swav 0.0000 LR: 6.748e-02 Score 92.294 Data time: 0.2347, Forward time: 2.2801, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.1214 [2020-11-08 19:15:01,726][root][INFO] - ===> Epoch[137](3542/26): Loss 0.2174, Sem 0.2856, dir -0.5407, norm 0.4724, swav 0.0000 LR: 6.747e-02 Score 90.823 Data time: 0.2939, Forward time: 2.2804, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 5.9869 [2020-11-08 19:15:07,745][root][INFO] - ===> Epoch[137](3543/26): Loss 0.1762, Sem 0.3163, dir -0.6045, norm 0.4645, swav 0.0000 LR: 6.746e-02 Score 89.590 Data time: 0.2836, Forward time: 2.2806, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.8757 [2020-11-08 19:15:13,082][root][INFO] - ===> Epoch[137](3544/26): Loss 0.0857, Sem 0.2954, dir -0.6289, norm 0.4191, swav 0.0000 LR: 6.745e-02 Score 89.647 Data time: 0.1977, Forward time: 2.2806, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.1885 [2020-11-08 19:15:17,646][root][INFO] - ===> Epoch[137](3545/26): Loss 0.2702, Sem 0.3388, dir -0.5516, norm 0.4830, swav 0.0000 LR: 6.744e-02 Score 90.458 Data time: 0.2087, Forward time: 2.2806, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 4.4474 [2020-11-08 19:15:23,170][root][INFO] - ===> Epoch[137](3546/26): Loss 0.1175, Sem 0.2580, dir -0.5368, norm 0.3963, swav 0.0000 LR: 6.743e-02 Score 92.152 Data time: 0.1453, Forward time: 2.2804, Backward time: 3.0804, DDP time: 0.0044, Total iter time: 5.4024 [2020-11-08 19:15:28,978][root][INFO] - ===> Epoch[137](3547/26): Loss 0.2104, Sem 0.3350, dir -0.5781, norm 0.4535, swav 0.0000 LR: 6.742e-02 Score 89.832 Data time: 0.2409, Forward time: 2.2805, Backward time: 3.0803, DDP time: 0.0044, Total iter time: 5.7226 [2020-11-08 19:15:34,205][root][INFO] - ===> Epoch[137](3548/26): Loss 0.1020, Sem 0.2428, dir -0.5826, norm 0.4418, swav 0.0000 LR: 6.741e-02 Score 92.561 Data time: 0.1707, Forward time: 2.2804, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 5.0950 [2020-11-08 19:15:40,146][root][INFO] - ===> Epoch[137](3549/26): Loss 0.1389, Sem 0.2567, dir -0.5563, norm 0.4385, swav 0.0000 LR: 6.740e-02 Score 91.535 Data time: 0.2325, Forward time: 2.2804, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 5.8160 [2020-11-08 19:15:44,658][root][INFO] - ===> Epoch[137](3550/26): Loss 0.0795, Sem 0.2824, dir -0.5980, norm 0.3950, swav 0.0000 LR: 6.739e-02 Score 91.019 Data time: 0.1808, Forward time: 2.2803, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 4.3806 [2020-11-08 19:15:50,128][root][INFO] - ===> Epoch[137](3551/26): Loss 0.0837, Sem 0.2711, dir -0.5883, norm 0.4010, swav 0.0000 LR: 6.739e-02 Score 91.041 Data time: 0.1750, Forward time: 2.2802, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 5.3682 [2020-11-08 19:15:56,689][root][INFO] - ===> Epoch[137](3552/26): Loss 0.1968, Sem 0.3218, dir -0.5930, norm 0.4681, swav 0.0000 LR: 6.738e-02 Score 89.891 Data time: 0.1704, Forward time: 2.2801, Backward time: 3.0804, DDP time: 0.0044, Total iter time: 6.4678 [2020-11-08 19:16:02,598][root][INFO] - ===> Epoch[137](3553/26): Loss 0.1966, Sem 0.2884, dir -0.5546, norm 0.4627, swav 0.0000 LR: 6.737e-02 Score 90.538 Data time: 0.1711, Forward time: 2.2799, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.7953 [2020-11-08 19:16:08,655][root][INFO] - ===> Epoch[137](3554/26): Loss 0.2382, Sem 0.2956, dir -0.5748, norm 0.5173, swav 0.0000 LR: 6.736e-02 Score 90.174 Data time: 0.2027, Forward time: 2.2799, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.9508 [2020-11-08 19:16:14,178][root][INFO] - ===> Epoch[137](3555/26): Loss 0.1906, Sem 0.3369, dir -0.5681, norm 0.4219, swav 0.0000 LR: 6.735e-02 Score 90.152 Data time: 0.1854, Forward time: 2.2799, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.3820 [2020-11-08 19:16:19,588][root][INFO] - ===> Epoch[137](3556/26): Loss 0.1152, Sem 0.2774, dir -0.5811, norm 0.4190, swav 0.0000 LR: 6.734e-02 Score 90.505 Data time: 0.1693, Forward time: 2.2798, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.2841 [2020-11-08 19:16:24,707][root][INFO] - ===> Epoch[137](3557/26): Loss 0.1465, Sem 0.2936, dir -0.5675, norm 0.4204, swav 0.0000 LR: 6.733e-02 Score 90.239 Data time: 0.1665, Forward time: 2.2796, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.0212 [2020-11-08 19:16:29,996][root][INFO] - ===> Epoch[137](3558/26): Loss 0.1883, Sem 0.3169, dir -0.5805, norm 0.4520, swav 0.0000 LR: 6.732e-02 Score 90.220 Data time: 0.1619, Forward time: 2.2795, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.1984 [2020-11-08 19:16:35,915][root][INFO] - ===> Epoch[137](3559/26): Loss 0.1523, Sem 0.3025, dir -0.5522, norm 0.4020, swav 0.0000 LR: 6.731e-02 Score 90.842 Data time: 0.2041, Forward time: 2.2794, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.8234 [2020-11-08 19:16:42,235][root][INFO] - ===> Epoch[137](3560/26): Loss 0.1912, Sem 0.3412, dir -0.5829, norm 0.4329, swav 0.0000 LR: 6.730e-02 Score 89.772 Data time: 0.3215, Forward time: 2.2796, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 6.2018 [2020-11-08 19:16:47,481][root][INFO] - ===> Epoch[137](3561/26): Loss 0.0648, Sem 0.2225, dir -0.5740, norm 0.4164, swav 0.0000 LR: 6.729e-02 Score 92.435 Data time: 0.1869, Forward time: 2.2796, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.1222 [2020-11-08 19:16:53,591][root][INFO] - ===> Epoch[137](3562/26): Loss 0.2220, Sem 0.3296, dir -0.5441, norm 0.4365, swav 0.0000 LR: 6.728e-02 Score 89.441 Data time: 0.1984, Forward time: 2.2796, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 5.9912 [2020-11-08 19:16:59,809][root][INFO] - ===> Epoch[138](3563/26): Loss 0.2167, Sem 0.3221, dir -0.5713, norm 0.4660, swav 0.0000 LR: 6.727e-02 Score 89.204 Data time: 0.1991, Forward time: 2.2795, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 6.1044 [2020-11-08 19:17:04,814][root][INFO] - ===> Epoch[138](3564/26): Loss 0.2261, Sem 0.3318, dir -0.5631, norm 0.4574, swav 0.0000 LR: 6.726e-02 Score 89.161 Data time: 0.2188, Forward time: 2.2796, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 4.9163 [2020-11-08 19:17:09,726][root][INFO] - ===> Epoch[138](3565/26): Loss 0.1304, Sem 0.2597, dir -0.5605, norm 0.4313, swav 0.0000 LR: 6.725e-02 Score 91.842 Data time: 0.2392, Forward time: 2.2796, Backward time: 3.0803, DDP time: 0.0044, Total iter time: 4.7866 [2020-11-08 19:17:15,419][root][INFO] - ===> Epoch[138](3566/26): Loss 0.1408, Sem 0.2986, dir -0.5635, norm 0.4057, swav 0.0000 LR: 6.724e-02 Score 90.817 Data time: 0.2620, Forward time: 2.2798, Backward time: 3.0801, DDP time: 0.0044, Total iter time: 5.5773 [2020-11-08 19:17:20,579][root][INFO] - ===> Epoch[138](3567/26): Loss 0.2019, Sem 0.2940, dir -0.5468, norm 0.4547, swav 0.0000 LR: 6.723e-02 Score 90.177 Data time: 0.2586, Forward time: 2.2799, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.0504 [2020-11-08 19:17:26,547][root][INFO] - ===> Epoch[138](3568/26): Loss 0.2500, Sem 0.3819, dir -0.5798, norm 0.4479, swav 0.0000 LR: 6.723e-02 Score 88.684 Data time: 0.2213, Forward time: 2.2799, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.8512 [2020-11-08 19:17:33,032][root][INFO] - ===> Epoch[138](3569/26): Loss 0.1890, Sem 0.3060, dir -0.5395, norm 0.4224, swav 0.0000 LR: 6.722e-02 Score 89.490 Data time: 0.2118, Forward time: 2.2798, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 6.3575 [2020-11-08 19:17:39,444][root][INFO] - ===> Epoch[138](3570/26): Loss 0.1599, Sem 0.2978, dir -0.5502, norm 0.4123, swav 0.0000 LR: 6.721e-02 Score 91.029 Data time: 0.3231, Forward time: 2.2800, Backward time: 3.0801, DDP time: 0.0044, Total iter time: 6.3152 [2020-11-08 19:17:45,375][root][INFO] - ===> Epoch[138](3571/26): Loss 0.1492, Sem 0.2815, dir -0.5600, norm 0.4277, swav 0.0000 LR: 6.720e-02 Score 90.698 Data time: 0.2749, Forward time: 2.2803, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.8075 [2020-11-08 19:17:51,926][root][INFO] - ===> Epoch[138](3572/26): Loss 0.1978, Sem 0.2959, dir -0.5628, norm 0.4647, swav 0.0000 LR: 6.719e-02 Score 91.531 Data time: 0.1890, Forward time: 2.2802, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 6.4339 [2020-11-08 19:17:57,225][root][INFO] - ===> Epoch[138](3573/26): Loss 0.2500, Sem 0.3584, dir -0.5847, norm 0.4762, swav 0.0000 LR: 6.718e-02 Score 88.822 Data time: 0.2229, Forward time: 2.2803, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 5.0821 [2020-11-08 19:18:02,739][root][INFO] - ===> Epoch[138](3574/26): Loss 0.3236, Sem 0.3868, dir -0.5272, norm 0.4641, swav 0.0000 LR: 6.717e-02 Score 87.844 Data time: 0.2332, Forward time: 2.2803, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.4003 [2020-11-08 19:18:08,255][root][INFO] - ===> Epoch[138](3575/26): Loss 0.1405, Sem 0.2777, dir -0.5606, norm 0.4234, swav 0.0000 LR: 6.716e-02 Score 91.013 Data time: 0.2546, Forward time: 2.2805, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.3942 [2020-11-08 19:18:13,943][root][INFO] - ===> Epoch[138](3576/26): Loss 0.2458, Sem 0.3462, dir -0.5395, norm 0.4392, swav 0.0000 LR: 6.715e-02 Score 88.379 Data time: 0.2612, Forward time: 2.2806, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 5.5692 [2020-11-08 19:18:19,847][root][INFO] - ===> Epoch[138](3577/26): Loss 0.1431, Sem 0.3257, dir -0.6145, norm 0.4319, swav 0.0000 LR: 6.714e-02 Score 89.921 Data time: 0.1526, Forward time: 2.2804, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.7803 [2020-11-08 19:18:24,823][root][INFO] - ===> Epoch[138](3578/26): Loss 0.0778, Sem 0.2814, dir -0.6158, norm 0.4121, swav 0.0000 LR: 6.713e-02 Score 91.277 Data time: 0.1802, Forward time: 2.2803, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 4.8867 [2020-11-08 19:18:29,406][root][INFO] - ===> Epoch[138](3579/26): Loss 0.1344, Sem 0.2725, dir -0.5539, norm 0.4158, swav 0.0000 LR: 6.712e-02 Score 91.308 Data time: 0.1946, Forward time: 2.2803, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 4.5050 [2020-11-08 19:18:35,024][root][INFO] - ===> Epoch[138](3580/26): Loss 0.2585, Sem 0.3141, dir -0.5524, norm 0.4968, swav 0.0000 LR: 6.711e-02 Score 90.014 Data time: 0.2456, Forward time: 2.2803, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 5.5050 [2020-11-08 19:18:40,710][root][INFO] - ===> Epoch[138](3581/26): Loss 0.2521, Sem 0.3541, dir -0.5600, norm 0.4580, swav 0.0000 LR: 6.710e-02 Score 88.553 Data time: 0.2215, Forward time: 2.2804, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.5634 [2020-11-08 19:18:46,179][root][INFO] - ===> Epoch[138](3582/26): Loss 0.2470, Sem 0.3144, dir -0.5567, norm 0.4894, swav 0.0000 LR: 6.709e-02 Score 89.921 Data time: 0.1653, Forward time: 2.2803, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.3336 [2020-11-08 19:18:51,063][root][INFO] - ===> Epoch[138](3583/26): Loss 0.1561, Sem 0.2837, dir -0.5703, norm 0.4428, swav 0.0000 LR: 6.708e-02 Score 91.001 Data time: 0.1433, Forward time: 2.2801, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 4.8127 [2020-11-08 19:18:58,094][root][INFO] - ===> Epoch[138](3584/26): Loss 0.2239, Sem 0.3167, dir -0.5282, norm 0.4354, swav 0.0000 LR: 6.707e-02 Score 89.450 Data time: 0.1812, Forward time: 2.2800, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 6.9631 [2020-11-08 19:19:03,965][root][INFO] - ===> Epoch[138](3585/26): Loss 0.1431, Sem 0.2665, dir -0.5591, norm 0.4357, swav 0.0000 LR: 6.707e-02 Score 91.416 Data time: 0.2013, Forward time: 2.2799, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.7695 [2020-11-08 19:19:08,894][root][INFO] - ===> Epoch[138](3586/26): Loss 0.1496, Sem 0.3045, dir -0.5931, norm 0.4382, swav 0.0000 LR: 6.706e-02 Score 90.882 Data time: 0.1877, Forward time: 2.2799, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 4.8023 [2020-11-08 19:19:14,638][root][INFO] - ===> Epoch[138](3587/26): Loss 0.2772, Sem 0.3583, dir -0.5538, norm 0.4727, swav 0.0000 LR: 6.705e-02 Score 88.756 Data time: 0.2555, Forward time: 2.2800, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.6368 [2020-11-08 19:19:20,406][root][INFO] - ===> Epoch[138](3588/26): Loss 0.2134, Sem 0.3714, dir -0.5850, norm 0.4269, swav 0.0000 LR: 6.704e-02 Score 88.866 Data time: 0.1877, Forward time: 2.2800, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.6505 [2020-11-08 19:19:25,836][root][INFO] - ===> Epoch[139](3589/26): Loss 0.2324, Sem 0.3466, dir -0.5597, norm 0.4455, swav 0.0000 LR: 6.703e-02 Score 90.229 Data time: 0.2405, Forward time: 2.2799, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 5.3155 [2020-11-08 19:19:32,130][root][INFO] - ===> Epoch[139](3590/26): Loss 0.2322, Sem 0.3283, dir -0.5520, norm 0.4559, swav 0.0000 LR: 6.702e-02 Score 89.996 Data time: 0.2411, Forward time: 2.2800, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 6.1881 [2020-11-08 19:19:38,124][root][INFO] - ===> Epoch[139](3591/26): Loss 0.1849, Sem 0.3032, dir -0.5492, norm 0.4309, swav 0.0000 LR: 6.701e-02 Score 89.656 Data time: 0.1532, Forward time: 2.2798, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.8623 [2020-11-08 19:19:43,759][root][INFO] - ===> Epoch[139](3592/26): Loss 0.0967, Sem 0.2715, dir -0.6167, norm 0.4420, swav 0.0000 LR: 6.700e-02 Score 91.240 Data time: 0.2483, Forward time: 2.2799, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.5454 [2020-11-08 19:19:48,996][root][INFO] - ===> Epoch[139](3593/26): Loss 0.1805, Sem 0.3106, dir -0.5432, norm 0.4131, swav 0.0000 LR: 6.699e-02 Score 90.546 Data time: 0.1645, Forward time: 2.2798, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.1253 [2020-11-08 19:19:55,941][root][INFO] - ===> Epoch[139](3594/26): Loss 0.2284, Sem 0.3501, dir -0.5853, norm 0.4636, swav 0.0000 LR: 6.698e-02 Score 88.947 Data time: 0.1888, Forward time: 2.2796, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 6.8641 [2020-11-08 19:20:02,132][root][INFO] - ===> Epoch[139](3595/26): Loss 0.2025, Sem 0.3514, dir -0.5775, norm 0.4286, swav 0.0000 LR: 6.697e-02 Score 88.621 Data time: 0.3023, Forward time: 2.2799, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 6.0971 [2020-11-08 19:20:08,859][root][INFO] - ===> Epoch[139](3596/26): Loss 0.1757, Sem 0.2649, dir -0.4970, norm 0.4077, swav 0.0000 LR: 6.696e-02 Score 91.719 Data time: 0.2744, Forward time: 2.2800, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 6.5549 [2020-11-08 19:20:14,998][root][INFO] - ===> Epoch[139](3597/26): Loss 0.0643, Sem 0.2479, dir -0.6009, norm 0.4173, swav 0.0000 LR: 6.695e-02 Score 91.695 Data time: 0.2929, Forward time: 2.2803, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 6.0107 [2020-11-08 19:20:20,989][root][INFO] - ===> Epoch[139](3598/26): Loss 0.1837, Sem 0.3150, dir -0.5338, norm 0.4025, swav 0.0000 LR: 6.694e-02 Score 90.046 Data time: 0.2960, Forward time: 2.2804, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.8550 [2020-11-08 19:20:26,602][root][INFO] - ===> Epoch[139](3599/26): Loss 0.1600, Sem 0.2949, dir -0.5662, norm 0.4313, swav 0.0000 LR: 6.693e-02 Score 90.980 Data time: 0.2125, Forward time: 2.2805, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.4985 [2020-11-08 19:20:31,944][root][INFO] - ===> Epoch[139](3600/26): Loss 0.0322, Sem 0.2519, dir -0.5910, norm 0.3714, swav 0.0000 LR: 6.692e-02 Score 91.755 Data time: 0.1546, Forward time: 2.2803, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.2435 [2020-11-08 19:20:37,600][root][INFO] - ===> Epoch[139](3601/26): Loss 0.1518, Sem 0.3127, dir -0.6013, norm 0.4404, swav 0.0000 LR: 6.691e-02 Score 90.451 Data time: 0.1755, Forward time: 2.2802, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.5766 [2020-11-08 19:20:42,462][root][INFO] - ===> Epoch[139](3602/26): Loss 0.1757, Sem 0.2960, dir -0.5365, norm 0.4162, swav 0.0000 LR: 6.691e-02 Score 90.696 Data time: 0.2164, Forward time: 2.2802, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 4.7542 [2020-11-08 19:20:47,658][root][INFO] - ===> Epoch[139](3603/26): Loss 0.1949, Sem 0.3197, dir -0.5519, norm 0.4271, swav 0.0000 LR: 6.690e-02 Score 89.552 Data time: 0.2543, Forward time: 2.2803, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 5.0877 [2020-11-08 19:20:54,221][root][INFO] - ===> Epoch[139](3604/26): Loss 0.3067, Sem 0.3776, dir -0.5547, norm 0.4838, swav 0.0000 LR: 6.689e-02 Score 87.574 Data time: 0.1429, Forward time: 2.2800, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 6.4391 [2020-11-08 19:20:59,634][root][INFO] - ===> Epoch[139](3605/26): Loss 0.1372, Sem 0.2885, dir -0.5717, norm 0.4204, swav 0.0000 LR: 6.688e-02 Score 91.244 Data time: 0.1974, Forward time: 2.2800, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.3344 [2020-11-08 19:21:06,132][root][INFO] - ===> Epoch[139](3606/26): Loss 0.2109, Sem 0.3189, dir -0.5513, norm 0.4432, swav 0.0000 LR: 6.687e-02 Score 90.566 Data time: 0.3119, Forward time: 2.2802, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 6.3819 [2020-11-08 19:21:12,737][root][INFO] - ===> Epoch[139](3607/26): Loss 0.2268, Sem 0.3006, dir -0.5465, norm 0.4727, swav 0.0000 LR: 6.686e-02 Score 89.488 Data time: 0.2137, Forward time: 2.2803, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 6.4777 [2020-11-08 19:21:18,923][root][INFO] - ===> Epoch[139](3608/26): Loss 0.2118, Sem 0.3149, dir -0.5680, norm 0.4649, swav 0.0000 LR: 6.685e-02 Score 88.978 Data time: 0.1822, Forward time: 2.2802, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 6.0616 [2020-11-08 19:21:25,149][root][INFO] - ===> Epoch[139](3609/26): Loss 0.1275, Sem 0.2945, dir -0.5600, norm 0.3930, swav 0.0000 LR: 6.684e-02 Score 90.180 Data time: 0.2556, Forward time: 2.2804, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 6.1085 [2020-11-08 19:21:31,041][root][INFO] - ===> Epoch[139](3610/26): Loss 0.1441, Sem 0.2649, dir -0.5919, norm 0.4711, swav 0.0000 LR: 6.683e-02 Score 91.265 Data time: 0.1447, Forward time: 2.2802, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 5.7892 [2020-11-08 19:21:37,265][root][INFO] - ===> Epoch[139](3611/26): Loss 0.1927, Sem 0.2921, dir -0.5797, norm 0.4803, swav 0.0000 LR: 6.682e-02 Score 89.756 Data time: 0.1362, Forward time: 2.2800, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 6.1342 [2020-11-08 19:21:41,992][root][INFO] - ===> Epoch[139](3612/26): Loss 0.1857, Sem 0.3110, dir -0.5788, norm 0.4535, swav 0.0000 LR: 6.681e-02 Score 90.100 Data time: 0.1439, Forward time: 2.2798, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 4.6748 [2020-11-08 19:21:47,635][root][INFO] - ===> Epoch[139](3613/26): Loss 0.1298, Sem 0.2701, dir -0.6090, norm 0.4687, swav 0.0000 LR: 6.680e-02 Score 91.181 Data time: 0.2137, Forward time: 2.2797, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.5489 [2020-11-08 19:21:53,023][root][INFO] - ===> Epoch[139](3614/26): Loss 0.2062, Sem 0.3109, dir -0.5493, norm 0.4447, swav 0.0000 LR: 6.679e-02 Score 90.045 Data time: 0.1906, Forward time: 2.2797, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.2540 [2020-11-08 19:21:58,591][root][INFO] - ===> Epoch[140](3615/26): Loss 0.2398, Sem 0.3832, dir -0.5883, norm 0.4449, swav 0.0000 LR: 6.678e-02 Score 88.641 Data time: 0.2113, Forward time: 2.2796, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.4443 [2020-11-08 19:22:03,754][root][INFO] - ===> Epoch[140](3616/26): Loss 0.1921, Sem 0.2819, dir -0.5432, norm 0.4534, swav 0.0000 LR: 6.677e-02 Score 90.744 Data time: 0.1425, Forward time: 2.2794, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 5.0564 [2020-11-08 19:22:09,516][root][INFO] - ===> Epoch[140](3617/26): Loss 0.1789, Sem 0.2744, dir -0.5242, norm 0.4287, swav 0.0000 LR: 6.676e-02 Score 91.342 Data time: 0.2395, Forward time: 2.2795, Backward time: 3.0804, DDP time: 0.0044, Total iter time: 5.6944 [2020-11-08 19:22:16,183][root][INFO] - ===> Epoch[140](3618/26): Loss 0.2101, Sem 0.3184, dir -0.5364, norm 0.4281, swav 0.0000 LR: 6.675e-02 Score 90.441 Data time: 0.2504, Forward time: 2.2797, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 6.5495 [2020-11-08 19:22:21,711][root][INFO] - ===> Epoch[140](3619/26): Loss 0.2893, Sem 0.3683, dir -0.5535, norm 0.4745, swav 0.0000 LR: 6.675e-02 Score 89.941 Data time: 0.2546, Forward time: 2.2798, Backward time: 3.0803, DDP time: 0.0044, Total iter time: 5.3829 [2020-11-08 19:22:27,038][root][INFO] - ===> Epoch[140](3620/26): Loss 0.0897, Sem 0.2684, dir -0.5880, norm 0.4093, swav 0.0000 LR: 6.674e-02 Score 91.079 Data time: 0.1825, Forward time: 2.2798, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 5.2121 [2020-11-08 19:22:33,927][root][INFO] - ===> Epoch[140](3621/26): Loss 0.1925, Sem 0.3321, dir -0.5688, norm 0.4291, swav 0.0000 LR: 6.673e-02 Score 89.819 Data time: 0.1927, Forward time: 2.2797, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 6.7829 [2020-11-08 19:22:40,242][root][INFO] - ===> Epoch[140](3622/26): Loss 0.1890, Sem 0.3405, dir -0.5699, norm 0.4184, swav 0.0000 LR: 6.672e-02 Score 88.476 Data time: 0.2437, Forward time: 2.2798, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 6.2301 [2020-11-08 19:22:46,934][root][INFO] - ===> Epoch[140](3623/26): Loss 0.1662, Sem 0.3089, dir -0.5579, norm 0.4152, swav 0.0000 LR: 6.671e-02 Score 90.189 Data time: 0.2315, Forward time: 2.2799, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 6.5737 [2020-11-08 19:22:54,008][root][INFO] - ===> Epoch[140](3624/26): Loss 0.1938, Sem 0.2908, dir -0.5479, norm 0.4509, swav 0.0000 LR: 6.670e-02 Score 91.294 Data time: 0.1615, Forward time: 2.2798, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 6.9215 [2020-11-08 19:22:59,433][root][INFO] - ===> Epoch[140](3625/26): Loss 0.0453, Sem 0.2409, dir -0.6007, norm 0.4051, swav 0.0000 LR: 6.669e-02 Score 92.260 Data time: 0.1625, Forward time: 2.2796, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 5.3397 [2020-11-08 19:23:04,631][root][INFO] - ===> Epoch[140](3626/26): Loss 0.0790, Sem 0.3008, dir -0.6133, norm 0.3915, swav 0.0000 LR: 6.668e-02 Score 90.592 Data time: 0.1310, Forward time: 2.2794, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 5.1186 [2020-11-08 19:23:09,782][root][INFO] - ===> Epoch[140](3627/26): Loss 0.0594, Sem 0.2451, dir -0.5858, norm 0.4002, swav 0.0000 LR: 6.667e-02 Score 92.247 Data time: 0.1538, Forward time: 2.2792, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.0927 [2020-11-08 19:23:14,920][root][INFO] - ===> Epoch[140](3628/26): Loss 0.1627, Sem 0.3028, dir -0.5432, norm 0.4031, swav 0.0000 LR: 6.666e-02 Score 89.959 Data time: 0.1850, Forward time: 2.2791, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 5.0394 [2020-11-08 19:23:21,242][root][INFO] - ===> Epoch[140](3629/26): Loss 0.2579, Sem 0.2959, dir -0.5677, norm 0.5297, swav 0.0000 LR: 6.665e-02 Score 90.586 Data time: 0.2196, Forward time: 2.2792, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 6.2364 [2020-11-08 19:23:27,048][root][INFO] - ===> Epoch[140](3630/26): Loss 0.1539, Sem 0.3244, dir -0.5794, norm 0.4088, swav 0.0000 LR: 6.664e-02 Score 90.497 Data time: 0.2683, Forward time: 2.2793, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 5.6775 [2020-11-08 19:23:32,182][root][INFO] - ===> Epoch[140](3631/26): Loss 0.1947, Sem 0.3385, dir -0.5932, norm 0.4494, swav 0.0000 LR: 6.663e-02 Score 89.863 Data time: 0.2113, Forward time: 2.2792, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 4.9912 [2020-11-08 19:23:36,887][root][INFO] - ===> Epoch[140](3632/26): Loss 0.1810, Sem 0.2818, dir -0.5435, norm 0.4427, swav 0.0000 LR: 6.662e-02 Score 91.274 Data time: 0.1516, Forward time: 2.2791, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 4.5967 [2020-11-08 19:23:42,002][root][INFO] - ===> Epoch[140](3633/26): Loss 0.1548, Sem 0.2841, dir -0.6075, norm 0.4782, swav 0.0000 LR: 6.661e-02 Score 91.355 Data time: 0.1757, Forward time: 2.2789, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 5.0146 [2020-11-08 19:23:48,594][root][INFO] - ===> Epoch[140](3634/26): Loss 0.1900, Sem 0.2968, dir -0.5691, norm 0.4622, swav 0.0000 LR: 6.660e-02 Score 91.067 Data time: 0.2534, Forward time: 2.2790, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 6.4981 [2020-11-08 19:23:53,723][root][INFO] - ===> Epoch[140](3635/26): Loss 0.2335, Sem 0.3173, dir -0.5574, norm 0.4735, swav 0.0000 LR: 6.659e-02 Score 88.976 Data time: 0.1836, Forward time: 2.2790, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 4.9947 [2020-11-08 19:23:58,955][root][INFO] - ===> Epoch[140](3636/26): Loss 0.2028, Sem 0.3274, dir -0.5496, norm 0.4250, swav 0.0000 LR: 6.659e-02 Score 89.995 Data time: 0.1798, Forward time: 2.2789, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.1202 [2020-11-08 19:24:04,520][root][INFO] - ===> Epoch[140](3637/26): Loss 0.1218, Sem 0.2522, dir -0.5577, norm 0.4274, swav 0.0000 LR: 6.658e-02 Score 91.818 Data time: 0.2060, Forward time: 2.2789, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.4456 [2020-11-08 19:24:08,862][root][INFO] - ===> Epoch[140](3638/26): Loss 0.0681, Sem 0.2532, dir -0.5939, norm 0.4087, swav 0.0000 LR: 6.657e-02 Score 92.330 Data time: 0.1539, Forward time: 2.2787, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 4.1887 [2020-11-08 19:24:14,443][root][INFO] - ===> Epoch[140](3639/26): Loss 0.1074, Sem 0.2791, dir -0.5979, norm 0.4262, swav 0.0000 LR: 6.656e-02 Score 91.209 Data time: 0.2201, Forward time: 2.2787, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.4990 [2020-11-08 19:24:19,978][root][INFO] - ===> Epoch[140](3640/26): Loss 0.2593, Sem 0.3679, dir -0.5742, norm 0.4656, swav 0.0000 LR: 6.655e-02 Score 88.414 Data time: 0.2458, Forward time: 2.2788, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.4110 [2020-11-08 19:24:26,817][root][INFO] - ===> Epoch[141](3641/26): Loss 0.1556, Sem 0.2913, dir -0.5643, norm 0.4285, swav 0.0000 LR: 6.654e-02 Score 90.867 Data time: 0.1526, Forward time: 2.2786, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 6.7224 [2020-11-08 19:24:32,145][root][INFO] - ===> Epoch[141](3642/26): Loss 0.1573, Sem 0.3074, dir -0.6068, norm 0.4566, swav 0.0000 LR: 6.653e-02 Score 89.752 Data time: 0.2480, Forward time: 2.2787, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.2319 [2020-11-08 19:24:38,452][root][INFO] - ===> Epoch[141](3643/26): Loss 0.0961, Sem 0.2810, dir -0.6019, norm 0.4171, swav 0.0000 LR: 6.652e-02 Score 91.107 Data time: 0.2213, Forward time: 2.2788, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 6.1731 [2020-11-08 19:24:44,573][root][INFO] - ===> Epoch[141](3644/26): Loss 0.1570, Sem 0.3023, dir -0.5622, norm 0.4169, swav 0.0000 LR: 6.651e-02 Score 90.958 Data time: 0.2560, Forward time: 2.2788, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 6.0056 [2020-11-08 19:24:51,670][root][INFO] - ===> Epoch[141](3645/26): Loss 0.1264, Sem 0.2575, dir -0.5476, norm 0.4166, swav 0.0000 LR: 6.650e-02 Score 91.348 Data time: 0.2150, Forward time: 2.2788, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 6.9685 [2020-11-08 19:24:58,783][root][INFO] - ===> Epoch[141](3646/26): Loss 0.1873, Sem 0.3701, dir -0.5868, norm 0.4040, swav 0.0000 LR: 6.649e-02 Score 88.999 Data time: 0.2416, Forward time: 2.2789, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 7.0090 [2020-11-08 19:25:05,225][root][INFO] - ===> Epoch[141](3647/26): Loss 0.1190, Sem 0.2885, dir -0.5948, norm 0.4252, swav 0.0000 LR: 6.648e-02 Score 91.011 Data time: 0.1857, Forward time: 2.2789, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 6.2824 [2020-11-08 19:25:11,539][root][INFO] - ===> Epoch[141](3648/26): Loss 0.1244, Sem 0.2898, dir -0.6022, norm 0.4368, swav 0.0000 LR: 6.647e-02 Score 90.899 Data time: 0.1747, Forward time: 2.2787, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 6.2105 [2020-11-08 19:25:19,760][root][INFO] - ===> Epoch[141](3649/26): Loss 0.2291, Sem 0.3169, dir -0.5499, norm 0.4621, swav 0.0000 LR: 6.646e-02 Score 89.559 Data time: 0.2104, Forward time: 2.2787, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 8.1258 [2020-11-08 19:25:25,112][root][INFO] - ===> Epoch[141](3650/26): Loss 0.1120, Sem 0.2481, dir -0.5871, norm 0.4509, swav 0.0000 LR: 6.645e-02 Score 91.891 Data time: 0.2420, Forward time: 2.2788, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 5.2283 [2020-11-08 19:25:30,147][root][INFO] - ===> Epoch[141](3651/26): Loss 0.1052, Sem 0.2787, dir -0.6267, norm 0.4532, swav 0.0000 LR: 6.644e-02 Score 90.925 Data time: 0.1848, Forward time: 2.2787, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 4.8881 [2020-11-08 19:25:35,215][root][INFO] - ===> Epoch[141](3652/26): Loss 0.2443, Sem 0.3085, dir -0.5848, norm 0.5206, swav 0.0000 LR: 6.643e-02 Score 90.106 Data time: 0.1943, Forward time: 2.2787, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 4.9706 [2020-11-08 19:25:41,696][root][INFO] - ===> Epoch[141](3653/26): Loss 0.1936, Sem 0.3065, dir -0.5825, norm 0.4697, swav 0.0000 LR: 6.643e-02 Score 90.258 Data time: 0.1780, Forward time: 2.2786, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 6.3673 [2020-11-08 19:25:46,875][root][INFO] - ===> Epoch[141](3654/26): Loss 0.1211, Sem 0.2712, dir -0.5660, norm 0.4159, swav 0.0000 LR: 6.642e-02 Score 92.200 Data time: 0.2438, Forward time: 2.2787, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.0737 [2020-11-08 19:25:54,029][root][INFO] - ===> Epoch[141](3655/26): Loss 0.0960, Sem 0.2600, dir -0.5793, norm 0.4153, swav 0.0000 LR: 6.641e-02 Score 91.402 Data time: 0.2375, Forward time: 2.2788, Backward time: 3.0827, DDP time: 0.0044, Total iter time: 7.0351 [2020-11-08 19:25:59,431][root][INFO] - ===> Epoch[141](3656/26): Loss 0.1619, Sem 0.2872, dir -0.5454, norm 0.4200, swav 0.0000 LR: 6.640e-02 Score 90.728 Data time: 0.2105, Forward time: 2.2788, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 5.2665 [2020-11-08 19:26:04,637][root][INFO] - ===> Epoch[141](3657/26): Loss 0.0546, Sem 0.2344, dir -0.6167, norm 0.4370, swav 0.0000 LR: 6.639e-02 Score 92.820 Data time: 0.2267, Forward time: 2.2788, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.1101 [2020-11-08 19:26:10,851][root][INFO] - ===> Epoch[141](3658/26): Loss 0.0934, Sem 0.2881, dir -0.6003, norm 0.4055, swav 0.0000 LR: 6.638e-02 Score 90.293 Data time: 0.2162, Forward time: 2.2788, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 6.1106 [2020-11-08 19:26:17,275][root][INFO] - ===> Epoch[141](3659/26): Loss 0.0236, Sem 0.2214, dir -0.5877, norm 0.3899, swav 0.0000 LR: 6.637e-02 Score 92.670 Data time: 0.2222, Forward time: 2.2788, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 6.3059 [2020-11-08 19:26:22,284][root][INFO] - ===> Epoch[141](3660/26): Loss 0.1704, Sem 0.3053, dir -0.5905, norm 0.4555, swav 0.0000 LR: 6.636e-02 Score 90.581 Data time: 0.1775, Forward time: 2.2788, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 4.9031 [2020-11-08 19:26:27,881][root][INFO] - ===> Epoch[141](3661/26): Loss 0.1650, Sem 0.3303, dir -0.5738, norm 0.4085, swav 0.0000 LR: 6.635e-02 Score 90.057 Data time: 0.2666, Forward time: 2.2789, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 5.5040 [2020-11-08 19:26:33,559][root][INFO] - ===> Epoch[141](3662/26): Loss 0.1504, Sem 0.3161, dir -0.6003, norm 0.4345, swav 0.0000 LR: 6.634e-02 Score 90.098 Data time: 0.2196, Forward time: 2.2790, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 5.5421 [2020-11-08 19:26:40,033][root][INFO] - ===> Epoch[141](3663/26): Loss 0.0792, Sem 0.2710, dir -0.6256, norm 0.4339, swav 0.0000 LR: 6.633e-02 Score 91.827 Data time: 0.2027, Forward time: 2.2789, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 6.3429 [2020-11-08 19:26:45,199][root][INFO] - ===> Epoch[141](3664/26): Loss 0.1948, Sem 0.3083, dir -0.5787, norm 0.4652, swav 0.0000 LR: 6.632e-02 Score 90.292 Data time: 0.2303, Forward time: 2.2789, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 5.0434 [2020-11-08 19:26:51,425][root][INFO] - ===> Epoch[141](3665/26): Loss 0.1550, Sem 0.3269, dir -0.6155, norm 0.4435, swav 0.0000 LR: 6.631e-02 Score 89.256 Data time: 0.2462, Forward time: 2.2790, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 6.1004 [2020-11-08 19:26:57,232][root][INFO] - ===> Epoch[141](3666/26): Loss 0.1219, Sem 0.2649, dir -0.5666, norm 0.4237, swav 0.0000 LR: 6.630e-02 Score 91.985 Data time: 0.2571, Forward time: 2.2791, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 5.6732 [2020-11-08 19:27:02,432][root][INFO] - ===> Epoch[142](3667/26): Loss 0.1523, Sem 0.3049, dir -0.5690, norm 0.4163, swav 0.0000 LR: 6.629e-02 Score 90.012 Data time: 0.2186, Forward time: 2.2792, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 5.0818 [2020-11-08 19:27:07,851][root][INFO] - ===> Epoch[142](3668/26): Loss 0.1331, Sem 0.2345, dir -0.5432, norm 0.4418, swav 0.0000 LR: 6.628e-02 Score 92.595 Data time: 0.2164, Forward time: 2.2792, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 5.3133 [2020-11-08 19:27:13,066][root][INFO] - ===> Epoch[142](3669/26): Loss 0.1583, Sem 0.2644, dir -0.5372, norm 0.4311, swav 0.0000 LR: 6.627e-02 Score 90.901 Data time: 0.2143, Forward time: 2.2792, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.0736 [2020-11-08 19:27:19,618][root][INFO] - ===> Epoch[142](3670/26): Loss 0.1937, Sem 0.2941, dir -0.5459, norm 0.4455, swav 0.0000 LR: 6.627e-02 Score 90.398 Data time: 0.1850, Forward time: 2.2792, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 6.4407 [2020-11-08 19:27:24,527][root][INFO] - ===> Epoch[142](3671/26): Loss 0.2006, Sem 0.3191, dir -0.5519, norm 0.4335, swav 0.0000 LR: 6.626e-02 Score 89.887 Data time: 0.2019, Forward time: 2.2792, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 4.8146 [2020-11-08 19:27:29,795][root][INFO] - ===> Epoch[142](3672/26): Loss 0.0836, Sem 0.3274, dir -0.6425, norm 0.3988, swav 0.0000 LR: 6.625e-02 Score 89.711 Data time: 0.2128, Forward time: 2.2791, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.1458 [2020-11-08 19:27:35,495][root][INFO] - ===> Epoch[142](3673/26): Loss 0.2291, Sem 0.3524, dir -0.5504, norm 0.4271, swav 0.0000 LR: 6.624e-02 Score 89.734 Data time: 0.2086, Forward time: 2.2792, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 5.5975 [2020-11-08 19:27:41,742][root][INFO] - ===> Epoch[142](3674/26): Loss 0.1482, Sem 0.2636, dir -0.5462, norm 0.4308, swav 0.0000 LR: 6.623e-02 Score 90.419 Data time: 0.1715, Forward time: 2.2791, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 6.1157 [2020-11-08 19:27:46,754][root][INFO] - ===> Epoch[142](3675/26): Loss 0.0886, Sem 0.2696, dir -0.5718, norm 0.3909, swav 0.0000 LR: 6.622e-02 Score 91.550 Data time: 0.2219, Forward time: 2.2791, Backward time: 3.0816, DDP time: 0.0044, Total iter time: 4.9271 [2020-11-08 19:27:52,922][root][INFO] - ===> Epoch[142](3676/26): Loss 0.1022, Sem 0.2647, dir -0.5503, norm 0.3878, swav 0.0000 LR: 6.621e-02 Score 91.179 Data time: 0.1979, Forward time: 2.2791, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 6.0446 [2020-11-08 19:27:58,222][root][INFO] - ===> Epoch[142](3677/26): Loss 0.0780, Sem 0.2640, dir -0.6018, norm 0.4159, swav 0.0000 LR: 6.620e-02 Score 92.126 Data time: 0.1618, Forward time: 2.2789, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 5.2072 [2020-11-08 19:28:05,682][root][INFO] - ===> Epoch[142](3678/26): Loss 0.1004, Sem 0.2490, dir -0.5676, norm 0.4190, swav 0.0000 LR: 6.619e-02 Score 92.861 Data time: 0.1630, Forward time: 2.2788, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 7.3724 [2020-11-08 19:28:10,803][root][INFO] - ===> Epoch[142](3679/26): Loss 0.0807, Sem 0.2844, dir -0.6263, norm 0.4225, swav 0.0000 LR: 6.618e-02 Score 91.084 Data time: 0.1451, Forward time: 2.2786, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.0174 [2020-11-08 19:28:17,144][root][INFO] - ===> Epoch[142](3680/26): Loss 0.1422, Sem 0.2788, dir -0.5515, norm 0.4149, swav 0.0000 LR: 6.617e-02 Score 92.195 Data time: 0.2361, Forward time: 2.2786, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 6.2603 [2020-11-08 19:28:24,165][root][INFO] - ===> Epoch[142](3681/26): Loss 0.1429, Sem 0.2756, dir -0.5772, norm 0.4445, swav 0.0000 LR: 6.616e-02 Score 90.661 Data time: 0.1809, Forward time: 2.2785, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 6.9095 [2020-11-08 19:28:30,674][root][INFO] - ===> Epoch[142](3682/26): Loss 0.2057, Sem 0.2969, dir -0.5582, norm 0.4670, swav 0.0000 LR: 6.615e-02 Score 90.223 Data time: 0.1730, Forward time: 2.2784, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 6.4017 [2020-11-08 19:28:35,421][root][INFO] - ===> Epoch[142](3683/26): Loss 0.1253, Sem 0.2765, dir -0.5881, norm 0.4370, swav 0.0000 LR: 6.614e-02 Score 91.945 Data time: 0.1702, Forward time: 2.2783, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 4.6532 [2020-11-08 19:28:40,366][root][INFO] - ===> Epoch[142](3684/26): Loss 0.1144, Sem 0.2691, dir -0.5899, norm 0.4351, swav 0.0000 LR: 6.613e-02 Score 90.557 Data time: 0.1814, Forward time: 2.2782, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 4.8778 [2020-11-08 19:28:45,508][root][INFO] - ===> Epoch[142](3685/26): Loss 0.1349, Sem 0.2991, dir -0.5910, norm 0.4268, swav 0.0000 LR: 6.612e-02 Score 90.077 Data time: 0.1690, Forward time: 2.2781, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 5.0169 [2020-11-08 19:28:51,548][root][INFO] - ===> Epoch[142](3686/26): Loss 0.2471, Sem 0.3187, dir -0.5598, norm 0.4883, swav 0.0000 LR: 6.611e-02 Score 89.718 Data time: 0.1809, Forward time: 2.2780, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 5.9127 [2020-11-08 19:28:56,934][root][INFO] - ===> Epoch[142](3687/26): Loss 0.1262, Sem 0.3004, dir -0.5624, norm 0.3883, swav 0.0000 LR: 6.611e-02 Score 90.238 Data time: 0.1253, Forward time: 2.2778, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.2926 [2020-11-08 19:29:03,050][root][INFO] - ===> Epoch[142](3688/26): Loss 0.1603, Sem 0.2704, dir -0.5456, norm 0.4356, swav 0.0000 LR: 6.610e-02 Score 91.772 Data time: 0.1920, Forward time: 2.2777, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 6.0146 [2020-11-08 19:29:08,512][root][INFO] - ===> Epoch[142](3689/26): Loss 0.2579, Sem 0.3427, dir -0.5641, norm 0.4793, swav 0.0000 LR: 6.609e-02 Score 89.234 Data time: 0.2505, Forward time: 2.2778, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.3322 [2020-11-08 19:29:13,928][root][INFO] - ===> Epoch[142](3690/26): Loss 0.1344, Sem 0.2832, dir -0.5679, norm 0.4191, swav 0.0000 LR: 6.608e-02 Score 90.719 Data time: 0.2477, Forward time: 2.2779, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 5.2734 [2020-11-08 19:29:19,724][root][INFO] - ===> Epoch[142](3691/26): Loss 0.0894, Sem 0.2852, dir -0.5925, norm 0.3966, swav 0.0000 LR: 6.607e-02 Score 90.984 Data time: 0.1667, Forward time: 2.2778, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.6893 [2020-11-08 19:29:26,041][root][INFO] - ===> Epoch[142](3692/26): Loss 0.1126, Sem 0.2916, dir -0.5713, norm 0.3922, swav 0.0000 LR: 6.606e-02 Score 91.172 Data time: 0.3049, Forward time: 2.2780, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 6.2217 [2020-11-08 19:29:32,469][root][INFO] - ===> Epoch[143](3693/26): Loss 0.1189, Sem 0.2659, dir -0.5712, norm 0.4242, swav 0.0000 LR: 6.605e-02 Score 91.342 Data time: 0.2102, Forward time: 2.2780, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 6.3030 [2020-11-08 19:29:38,724][root][INFO] - ===> Epoch[143](3694/26): Loss 0.2042, Sem 0.3060, dir -0.5562, norm 0.4544, swav 0.0000 LR: 6.604e-02 Score 89.486 Data time: 0.1889, Forward time: 2.2780, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 6.1259 [2020-11-08 19:29:44,880][root][INFO] - ===> Epoch[143](3695/26): Loss 0.2314, Sem 0.3616, dir -0.5837, norm 0.4534, swav 0.0000 LR: 6.603e-02 Score 89.456 Data time: 0.1892, Forward time: 2.2779, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 6.0462 [2020-11-08 19:29:49,601][root][INFO] - ===> Epoch[143](3696/26): Loss 0.1403, Sem 0.3260, dir -0.6345, norm 0.4488, swav 0.0000 LR: 6.602e-02 Score 90.436 Data time: 0.2134, Forward time: 2.2780, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 4.6162 [2020-11-08 19:29:55,823][root][INFO] - ===> Epoch[143](3697/26): Loss 0.2262, Sem 0.3337, dir -0.5769, norm 0.4694, swav 0.0000 LR: 6.601e-02 Score 90.632 Data time: 0.2339, Forward time: 2.2780, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 6.1084 [2020-11-08 19:30:02,128][root][INFO] - ===> Epoch[143](3698/26): Loss 0.1831, Sem 0.3254, dir -0.5724, norm 0.4301, swav 0.0000 LR: 6.600e-02 Score 89.140 Data time: 0.2881, Forward time: 2.2782, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 6.1698 [2020-11-08 19:30:08,469][root][INFO] - ===> Epoch[143](3699/26): Loss 0.2361, Sem 0.3236, dir -0.5255, norm 0.4379, swav 0.0000 LR: 6.599e-02 Score 89.588 Data time: 0.2200, Forward time: 2.2783, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 6.1970 [2020-11-08 19:30:14,106][root][INFO] - ===> Epoch[143](3700/26): Loss 0.2321, Sem 0.2765, dir -0.5499, norm 0.5055, swav 0.0000 LR: 6.598e-02 Score 91.343 Data time: 0.2553, Forward time: 2.2783, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.5256 [2020-11-08 19:30:19,314][root][INFO] - ===> Epoch[143](3701/26): Loss 0.1561, Sem 0.3150, dir -0.5903, norm 0.4313, swav 0.0000 LR: 6.597e-02 Score 89.943 Data time: 0.2088, Forward time: 2.2783, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.0776 [2020-11-08 19:30:24,433][root][INFO] - ===> Epoch[143](3702/26): Loss 0.0313, Sem 0.2253, dir -0.5788, norm 0.3848, swav 0.0000 LR: 6.596e-02 Score 92.510 Data time: 0.2448, Forward time: 2.2784, Backward time: 3.0829, DDP time: 0.0044, Total iter time: 5.0105 [2020-11-08 19:30:29,513][root][INFO] - ===> Epoch[143](3703/26): Loss 0.1847, Sem 0.3342, dir -0.5848, norm 0.4353, swav 0.0000 LR: 6.595e-02 Score 89.703 Data time: 0.1957, Forward time: 2.2784, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 4.9728 [2020-11-08 19:30:35,030][root][INFO] - ===> Epoch[143](3704/26): Loss 0.1929, Sem 0.3155, dir -0.5540, norm 0.4314, swav 0.0000 LR: 6.594e-02 Score 90.503 Data time: 0.2674, Forward time: 2.2785, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 5.4069 [2020-11-08 19:30:39,920][root][INFO] - ===> Epoch[143](3705/26): Loss 0.1344, Sem 0.2661, dir -0.5356, norm 0.4039, swav 0.0000 LR: 6.594e-02 Score 91.242 Data time: 0.2175, Forward time: 2.2786, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 4.7685 [2020-11-08 19:30:45,928][root][INFO] - ===> Epoch[143](3706/26): Loss 0.1855, Sem 0.3023, dir -0.5743, norm 0.4574, swav 0.0000 LR: 6.593e-02 Score 91.346 Data time: 0.1641, Forward time: 2.2784, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 5.8992 [2020-11-08 19:30:52,843][root][INFO] - ===> Epoch[143](3707/26): Loss 0.1713, Sem 0.3159, dir -0.5756, norm 0.4309, swav 0.0000 LR: 6.592e-02 Score 89.751 Data time: 0.2407, Forward time: 2.2785, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 6.8114 [2020-11-08 19:30:59,844][root][INFO] - ===> Epoch[143](3708/26): Loss 0.2193, Sem 0.2913, dir -0.5117, norm 0.4397, swav 0.0000 LR: 6.591e-02 Score 91.160 Data time: 0.3403, Forward time: 2.2788, Backward time: 3.0827, DDP time: 0.0044, Total iter time: 6.8799 [2020-11-08 19:31:06,116][root][INFO] - ===> Epoch[143](3709/26): Loss 0.0944, Sem 0.2728, dir -0.5912, norm 0.4128, swav 0.0000 LR: 6.590e-02 Score 92.669 Data time: 0.2594, Forward time: 2.2789, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 6.1188 [2020-11-08 19:31:11,165][root][INFO] - ===> Epoch[143](3710/26): Loss 0.1241, Sem 0.3125, dir -0.5907, norm 0.4022, swav 0.0000 LR: 6.589e-02 Score 90.063 Data time: 0.1879, Forward time: 2.2789, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 4.9335 [2020-11-08 19:31:16,955][root][INFO] - ===> Epoch[143](3711/26): Loss 0.2133, Sem 0.3058, dir -0.5222, norm 0.4297, swav 0.0000 LR: 6.588e-02 Score 89.652 Data time: 0.1692, Forward time: 2.2786, Backward time: 3.0829, DDP time: 0.0044, Total iter time: 5.6826 [2020-11-08 19:31:23,534][root][INFO] - ===> Epoch[143](3712/26): Loss 0.1774, Sem 0.3489, dir -0.5883, norm 0.4168, swav 0.0000 LR: 6.587e-02 Score 89.409 Data time: 0.1651, Forward time: 2.2785, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 6.4918 [2020-11-08 19:31:29,251][root][INFO] - ===> Epoch[143](3713/26): Loss 0.1215, Sem 0.2972, dir -0.5990, norm 0.4232, swav 0.0000 LR: 6.586e-02 Score 90.386 Data time: 0.2108, Forward time: 2.2784, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.6099 [2020-11-08 19:31:35,904][root][INFO] - ===> Epoch[143](3714/26): Loss 0.1026, Sem 0.2993, dir -0.6022, norm 0.4054, swav 0.0000 LR: 6.585e-02 Score 90.822 Data time: 0.2436, Forward time: 2.2784, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 6.5196 [2020-11-08 19:31:42,419][root][INFO] - ===> Epoch[143](3715/26): Loss 0.1150, Sem 0.2760, dir -0.5932, norm 0.4321, swav 0.0000 LR: 6.584e-02 Score 90.884 Data time: 0.1864, Forward time: 2.2784, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 6.3942 [2020-11-08 19:31:48,220][root][INFO] - ===> Epoch[143](3716/26): Loss 0.2363, Sem 0.3528, dir -0.5457, norm 0.4292, swav 0.0000 LR: 6.583e-02 Score 89.408 Data time: 0.1810, Forward time: 2.2783, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 5.6809 [2020-11-08 19:31:54,385][root][INFO] - ===> Epoch[143](3717/26): Loss 0.1179, Sem 0.2609, dir -0.5759, norm 0.4329, swav 0.0000 LR: 6.582e-02 Score 92.198 Data time: 0.1853, Forward time: 2.2782, Backward time: 3.0840, DDP time: 0.0044, Total iter time: 6.0797 [2020-11-08 19:31:59,140][root][INFO] - ===> Epoch[143](3718/26): Loss 0.1869, Sem 0.3364, dir -0.5666, norm 0.4171, swav 0.0000 LR: 6.581e-02 Score 89.972 Data time: 0.2289, Forward time: 2.2783, Backward time: 3.0837, DDP time: 0.0044, Total iter time: 4.6644 [2020-11-08 19:32:04,232][root][INFO] - ===> Epoch[144](3719/26): Loss 0.1991, Sem 0.3221, dir -0.5421, norm 0.4192, swav 0.0000 LR: 6.580e-02 Score 88.522 Data time: 0.2148, Forward time: 2.2783, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 4.9720 [2020-11-08 19:32:09,884][root][INFO] - ===> Epoch[144](3720/26): Loss 0.3123, Sem 0.4041, dir -0.5329, norm 0.4412, swav 0.0000 LR: 6.579e-02 Score 88.691 Data time: 0.2726, Forward time: 2.2784, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 5.5310 [2020-11-08 19:32:16,432][root][INFO] - ===> Epoch[144](3721/26): Loss 0.1340, Sem 0.2915, dir -0.5833, norm 0.4257, swav 0.0000 LR: 6.578e-02 Score 90.551 Data time: 0.2801, Forward time: 2.2786, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 6.3923 [2020-11-08 19:32:22,228][root][INFO] - ===> Epoch[144](3722/26): Loss 0.1457, Sem 0.3211, dir -0.6030, norm 0.4276, swav 0.0000 LR: 6.578e-02 Score 88.767 Data time: 0.2404, Forward time: 2.2787, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.6676 [2020-11-08 19:32:27,554][root][INFO] - ===> Epoch[144](3723/26): Loss 0.0883, Sem 0.2441, dir -0.5603, norm 0.4046, swav 0.0000 LR: 6.577e-02 Score 92.147 Data time: 0.1766, Forward time: 2.2787, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.2066 [2020-11-08 19:32:33,102][root][INFO] - ===> Epoch[144](3724/26): Loss 0.2408, Sem 0.3870, dir -0.5788, norm 0.4325, swav 0.0000 LR: 6.576e-02 Score 88.403 Data time: 0.1914, Forward time: 2.2785, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.4559 [2020-11-08 19:32:37,820][root][INFO] - ===> Epoch[144](3725/26): Loss 0.2393, Sem 0.3030, dir -0.5414, norm 0.4777, swav 0.0000 LR: 6.575e-02 Score 90.321 Data time: 0.1767, Forward time: 2.2784, Backward time: 3.0831, DDP time: 0.0044, Total iter time: 4.6530 [2020-11-08 19:32:42,941][root][INFO] - ===> Epoch[144](3726/26): Loss 0.1466, Sem 0.2632, dir -0.5488, norm 0.4322, swav 0.0000 LR: 6.574e-02 Score 90.263 Data time: 0.1948, Forward time: 2.2784, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 5.0114 [2020-11-08 19:32:49,377][root][INFO] - ===> Epoch[144](3727/26): Loss 0.2475, Sem 0.3420, dir -0.5620, norm 0.4675, swav 0.0000 LR: 6.573e-02 Score 89.022 Data time: 0.1533, Forward time: 2.2782, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 6.3349 [2020-11-08 19:32:54,713][root][INFO] - ===> Epoch[144](3728/26): Loss 0.2811, Sem 0.3423, dir -0.5440, norm 0.4828, swav 0.0000 LR: 6.572e-02 Score 90.790 Data time: 0.1880, Forward time: 2.2781, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 5.2467 [2020-11-08 19:33:01,722][root][INFO] - ===> Epoch[144](3729/26): Loss 0.1593, Sem 0.3073, dir -0.5850, norm 0.4370, swav 0.0000 LR: 6.571e-02 Score 90.313 Data time: 0.2351, Forward time: 2.2782, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 6.8909 [2020-11-08 19:33:08,316][root][INFO] - ===> Epoch[144](3730/26): Loss 0.1918, Sem 0.3264, dir -0.5981, norm 0.4635, swav 0.0000 LR: 6.570e-02 Score 89.864 Data time: 0.2017, Forward time: 2.2781, Backward time: 3.0839, DDP time: 0.0044, Total iter time: 6.4500 [2020-11-08 19:33:14,260][root][INFO] - ===> Epoch[144](3731/26): Loss 0.1366, Sem 0.2955, dir -0.6021, norm 0.4432, swav 0.0000 LR: 6.569e-02 Score 90.624 Data time: 0.2835, Forward time: 2.2783, Backward time: 3.0837, DDP time: 0.0044, Total iter time: 5.8184 [2020-11-08 19:33:18,652][root][INFO] - ===> Epoch[144](3732/26): Loss 0.1809, Sem 0.2841, dir -0.5557, norm 0.4525, swav 0.0000 LR: 6.568e-02 Score 90.665 Data time: 0.1937, Forward time: 2.2783, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 4.2581 [2020-11-08 19:33:24,333][root][INFO] - ===> Epoch[144](3733/26): Loss 0.2014, Sem 0.3256, dir -0.5717, norm 0.4476, swav 0.0000 LR: 6.567e-02 Score 89.924 Data time: 0.2057, Forward time: 2.2783, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 5.5729 [2020-11-08 19:33:30,602][root][INFO] - ===> Epoch[144](3734/26): Loss 0.1860, Sem 0.2569, dir -0.5170, norm 0.4461, swav 0.0000 LR: 6.566e-02 Score 91.803 Data time: 0.1916, Forward time: 2.2782, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 6.1395 [2020-11-08 19:33:36,526][root][INFO] - ===> Epoch[144](3735/26): Loss 0.1370, Sem 0.2968, dir -0.5885, norm 0.4287, swav 0.0000 LR: 6.565e-02 Score 90.912 Data time: 0.2220, Forward time: 2.2782, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 5.8334 [2020-11-08 19:33:42,086][root][INFO] - ===> Epoch[144](3736/26): Loss 0.2004, Sem 0.3398, dir -0.5726, norm 0.4332, swav 0.0000 LR: 6.564e-02 Score 89.126 Data time: 0.2058, Forward time: 2.2782, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 5.4549 [2020-11-08 19:33:47,722][root][INFO] - ===> Epoch[144](3737/26): Loss 0.1719, Sem 0.3475, dir -0.6030, norm 0.4274, swav 0.0000 LR: 6.563e-02 Score 89.077 Data time: 0.2018, Forward time: 2.2782, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 5.5269 [2020-11-08 19:33:54,041][root][INFO] - ===> Epoch[144](3738/26): Loss 0.1014, Sem 0.2965, dir -0.6207, norm 0.4255, swav 0.0000 LR: 6.562e-02 Score 90.664 Data time: 0.1835, Forward time: 2.2781, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 6.2067 [2020-11-08 19:33:59,839][root][INFO] - ===> Epoch[144](3739/26): Loss 0.1196, Sem 0.2796, dir -0.5940, norm 0.4340, swav 0.0000 LR: 6.561e-02 Score 91.366 Data time: 0.1795, Forward time: 2.2779, Backward time: 3.0840, DDP time: 0.0044, Total iter time: 5.7343 [2020-11-08 19:34:05,039][root][INFO] - ===> Epoch[144](3740/26): Loss 0.0628, Sem 0.2890, dir -0.6421, norm 0.4158, swav 0.0000 LR: 6.561e-02 Score 90.586 Data time: 0.2314, Forward time: 2.2780, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 5.0955 [2020-11-08 19:34:11,260][root][INFO] - ===> Epoch[144](3741/26): Loss 0.2148, Sem 0.2843, dir -0.5494, norm 0.4799, swav 0.0000 LR: 6.560e-02 Score 90.745 Data time: 0.3045, Forward time: 2.2781, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 6.1080 [2020-11-08 19:34:18,057][root][INFO] - ===> Epoch[144](3742/26): Loss 0.2322, Sem 0.3250, dir -0.5238, norm 0.4311, swav 0.0000 LR: 6.559e-02 Score 89.395 Data time: 0.3261, Forward time: 2.2784, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 6.6840 [2020-11-08 19:34:23,959][root][INFO] - ===> Epoch[144](3743/26): Loss 0.1185, Sem 0.3013, dir -0.6129, norm 0.4300, swav 0.0000 LR: 6.558e-02 Score 90.627 Data time: 0.1997, Forward time: 2.2784, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 5.7446 [2020-11-08 19:34:29,166][root][INFO] - ===> Epoch[144](3744/26): Loss 0.1916, Sem 0.2915, dir -0.5650, norm 0.4651, swav 0.0000 LR: 6.557e-02 Score 90.255 Data time: 0.1917, Forward time: 2.2783, Backward time: 3.0837, DDP time: 0.0044, Total iter time: 5.0875 [2020-11-08 19:34:34,295][root][INFO] - ===> Epoch[145](3745/26): Loss 0.1532, Sem 0.2710, dir -0.5663, norm 0.4486, swav 0.0000 LR: 6.556e-02 Score 91.737 Data time: 0.2068, Forward time: 2.2783, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 5.0162 [2020-11-08 19:34:39,513][root][INFO] - ===> Epoch[145](3746/26): Loss 0.1261, Sem 0.3109, dir -0.5943, norm 0.4095, swav 0.0000 LR: 6.555e-02 Score 90.839 Data time: 0.1493, Forward time: 2.2781, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 5.0915 [2020-11-08 19:34:45,567][root][INFO] - ===> Epoch[145](3747/26): Loss 0.2055, Sem 0.3291, dir -0.5667, norm 0.4431, swav 0.0000 LR: 6.554e-02 Score 90.709 Data time: 0.2354, Forward time: 2.2782, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 5.9605 [2020-11-08 19:34:50,948][root][INFO] - ===> Epoch[145](3748/26): Loss 0.1313, Sem 0.3065, dir -0.5810, norm 0.4058, swav 0.0000 LR: 6.553e-02 Score 89.977 Data time: 0.2284, Forward time: 2.2782, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 5.2416 [2020-11-08 19:34:56,906][root][INFO] - ===> Epoch[145](3749/26): Loss 0.2545, Sem 0.4095, dir -0.5768, norm 0.4218, swav 0.0000 LR: 6.552e-02 Score 86.704 Data time: 0.1919, Forward time: 2.2782, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 5.8284 [2020-11-08 19:35:02,038][root][INFO] - ===> Epoch[145](3750/26): Loss 0.1196, Sem 0.2933, dir -0.5692, norm 0.3955, swav 0.0000 LR: 6.551e-02 Score 90.600 Data time: 0.1983, Forward time: 2.2781, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 4.9971 [2020-11-08 19:35:07,863][root][INFO] - ===> Epoch[145](3751/26): Loss 0.1638, Sem 0.2850, dir -0.5680, norm 0.4467, swav 0.0000 LR: 6.550e-02 Score 91.544 Data time: 0.2501, Forward time: 2.2782, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.7194 [2020-11-08 19:35:14,238][root][INFO] - ===> Epoch[145](3752/26): Loss 0.1596, Sem 0.3177, dir -0.5751, norm 0.4170, swav 0.0000 LR: 6.549e-02 Score 89.641 Data time: 0.2297, Forward time: 2.2783, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 6.2442 [2020-11-08 19:35:20,072][root][INFO] - ===> Epoch[145](3753/26): Loss 0.1196, Sem 0.2646, dir -0.5510, norm 0.4061, swav 0.0000 LR: 6.548e-02 Score 91.617 Data time: 0.1243, Forward time: 2.2781, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 5.6874 [2020-11-08 19:35:25,251][root][INFO] - ===> Epoch[145](3754/26): Loss 0.1724, Sem 0.3349, dir -0.5982, norm 0.4358, swav 0.0000 LR: 6.547e-02 Score 89.403 Data time: 0.1285, Forward time: 2.2779, Backward time: 3.0837, DDP time: 0.0044, Total iter time: 5.1000 [2020-11-08 19:35:30,750][root][INFO] - ===> Epoch[145](3755/26): Loss 0.1119, Sem 0.2930, dir -0.6069, norm 0.4258, swav 0.0000 LR: 6.546e-02 Score 90.710 Data time: 0.1851, Forward time: 2.2778, Backward time: 3.0837, DDP time: 0.0044, Total iter time: 5.4301 [2020-11-08 19:35:36,601][root][INFO] - ===> Epoch[145](3756/26): Loss 0.1578, Sem 0.3627, dir -0.6081, norm 0.4032, swav 0.0000 LR: 6.545e-02 Score 87.789 Data time: 0.1828, Forward time: 2.2777, Backward time: 3.0839, DDP time: 0.0044, Total iter time: 5.7520 [2020-11-08 19:35:42,663][root][INFO] - ===> Epoch[145](3757/26): Loss 0.2286, Sem 0.3324, dir -0.5728, norm 0.4689, swav 0.0000 LR: 6.545e-02 Score 90.029 Data time: 0.2584, Forward time: 2.2778, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 5.9708 [2020-11-08 19:35:48,404][root][INFO] - ===> Epoch[145](3758/26): Loss 0.0551, Sem 0.2690, dir -0.6199, norm 0.4060, swav 0.0000 LR: 6.544e-02 Score 90.113 Data time: 0.1736, Forward time: 2.2777, Backward time: 3.0839, DDP time: 0.0044, Total iter time: 5.6100 [2020-11-08 19:35:53,877][root][INFO] - ===> Epoch[145](3759/26): Loss 0.1364, Sem 0.2916, dir -0.5670, norm 0.4119, swav 0.0000 LR: 6.543e-02 Score 90.328 Data time: 0.2055, Forward time: 2.2777, Backward time: 3.0838, DDP time: 0.0044, Total iter time: 5.3586 [2020-11-08 19:36:01,150][root][INFO] - ===> Epoch[145](3760/26): Loss 0.2349, Sem 0.3350, dir -0.5770, norm 0.4770, swav 0.0000 LR: 6.542e-02 Score 90.639 Data time: 0.1964, Forward time: 2.2777, Backward time: 3.0843, DDP time: 0.0044, Total iter time: 7.1522 [2020-11-08 19:36:06,205][root][INFO] - ===> Epoch[145](3761/26): Loss 0.0988, Sem 0.2631, dir -0.5654, norm 0.4010, swav 0.0000 LR: 6.541e-02 Score 91.353 Data time: 0.2344, Forward time: 2.2777, Backward time: 3.0841, DDP time: 0.0044, Total iter time: 4.9438 [2020-11-08 19:36:12,384][root][INFO] - ===> Epoch[145](3762/26): Loss 0.1163, Sem 0.2526, dir -0.5511, norm 0.4149, swav 0.0000 LR: 6.540e-02 Score 92.182 Data time: 0.2530, Forward time: 2.2778, Backward time: 3.0841, DDP time: 0.0044, Total iter time: 6.0583 [2020-11-08 19:36:19,141][root][INFO] - ===> Epoch[145](3763/26): Loss 0.1558, Sem 0.3043, dir -0.5832, norm 0.4347, swav 0.0000 LR: 6.539e-02 Score 90.574 Data time: 0.1838, Forward time: 2.2777, Backward time: 3.0844, DDP time: 0.0044, Total iter time: 6.6100 [2020-11-08 19:36:24,224][root][INFO] - ===> Epoch[145](3764/26): Loss 0.0701, Sem 0.2416, dir -0.5949, norm 0.4234, swav 0.0000 LR: 6.538e-02 Score 92.828 Data time: 0.1719, Forward time: 2.2776, Backward time: 3.0843, DDP time: 0.0044, Total iter time: 4.9782 [2020-11-08 19:36:29,429][root][INFO] - ===> Epoch[145](3765/26): Loss 0.0621, Sem 0.2625, dir -0.5982, norm 0.3978, swav 0.0000 LR: 6.537e-02 Score 90.673 Data time: 0.2150, Forward time: 2.2776, Backward time: 3.0842, DDP time: 0.0044, Total iter time: 5.1085 [2020-11-08 19:36:35,401][root][INFO] - ===> Epoch[145](3766/26): Loss 0.0708, Sem 0.2449, dir -0.5818, norm 0.4077, swav 0.0000 LR: 6.536e-02 Score 91.574 Data time: 0.1750, Forward time: 2.2775, Backward time: 3.0843, DDP time: 0.0044, Total iter time: 5.8542 [2020-11-08 19:36:40,518][root][INFO] - ===> Epoch[145](3767/26): Loss 0.2052, Sem 0.3309, dir -0.5522, norm 0.4265, swav 0.0000 LR: 6.535e-02 Score 90.326 Data time: 0.1898, Forward time: 2.2773, Backward time: 3.0843, DDP time: 0.0044, Total iter time: 5.0135 [2020-11-08 19:36:48,020][root][INFO] - ===> Epoch[145](3768/26): Loss 0.1592, Sem 0.2869, dir -0.5508, norm 0.4231, swav 0.0000 LR: 6.534e-02 Score 90.330 Data time: 0.1875, Forward time: 2.2773, Backward time: 3.0848, DDP time: 0.0044, Total iter time: 7.4136 [2020-11-08 19:36:53,543][root][INFO] - ===> Epoch[145](3769/26): Loss 0.2031, Sem 0.3581, dir -0.5726, norm 0.4176, swav 0.0000 LR: 6.533e-02 Score 89.403 Data time: 0.2283, Forward time: 2.2773, Backward time: 3.0848, DDP time: 0.0044, Total iter time: 5.4093 [2020-11-08 19:36:59,128][root][INFO] - ===> Epoch[145](3770/26): Loss 0.0382, Sem 0.2185, dir -0.6053, norm 0.4250, swav 0.0000 LR: 6.532e-02 Score 92.708 Data time: 0.2630, Forward time: 2.2775, Backward time: 3.0846, DDP time: 0.0044, Total iter time: 5.4651 [2020-11-08 19:37:06,108][root][INFO] - ===> Epoch[146](3771/26): Loss 0.1857, Sem 0.3446, dir -0.5656, norm 0.4067, swav 0.0000 LR: 6.531e-02 Score 88.703 Data time: 0.2420, Forward time: 2.2775, Backward time: 3.0848, DDP time: 0.0044, Total iter time: 6.8541 [2020-11-08 19:37:10,498][root][INFO] - ===> Epoch[146](3772/26): Loss 0.1652, Sem 0.3121, dir -0.5809, norm 0.4340, swav 0.0000 LR: 6.530e-02 Score 91.083 Data time: 0.2080, Forward time: 2.2775, Backward time: 3.0844, DDP time: 0.0044, Total iter time: 4.2654 [2020-11-08 19:37:15,276][root][INFO] - ===> Epoch[146](3773/26): Loss 0.1628, Sem 0.2984, dir -0.5977, norm 0.4621, swav 0.0000 LR: 6.529e-02 Score 91.581 Data time: 0.2138, Forward time: 2.2776, Backward time: 3.0842, DDP time: 0.0044, Total iter time: 4.6677 [2020-11-08 19:37:21,751][root][INFO] - ===> Epoch[146](3774/26): Loss 0.2295, Sem 0.3136, dir -0.5502, norm 0.4662, swav 0.0000 LR: 6.528e-02 Score 89.814 Data time: 0.2205, Forward time: 2.2775, Backward time: 3.0844, DDP time: 0.0044, Total iter time: 6.3524 [2020-11-08 19:37:28,478][root][INFO] - ===> Epoch[146](3775/26): Loss 0.2211, Sem 0.3438, dir -0.6020, norm 0.4793, swav 0.0000 LR: 6.528e-02 Score 88.916 Data time: 0.1303, Forward time: 2.2773, Backward time: 3.0849, DDP time: 0.0044, Total iter time: 6.6029 [2020-11-08 19:37:34,223][root][INFO] - ===> Epoch[146](3776/26): Loss 0.2815, Sem 0.3862, dir -0.5737, norm 0.4690, swav 0.0000 LR: 6.527e-02 Score 88.217 Data time: 0.2440, Forward time: 2.2774, Backward time: 3.0849, DDP time: 0.0044, Total iter time: 5.6579 [2020-11-08 19:37:40,918][root][INFO] - ===> Epoch[146](3777/26): Loss 0.2193, Sem 0.3190, dir -0.5402, norm 0.4405, swav 0.0000 LR: 6.526e-02 Score 89.901 Data time: 0.2384, Forward time: 2.2774, Backward time: 3.0850, DDP time: 0.0044, Total iter time: 6.5592 [2020-11-08 19:37:46,337][root][INFO] - ===> Epoch[146](3778/26): Loss 0.0601, Sem 0.2619, dir -0.6286, norm 0.4268, swav 0.0000 LR: 6.525e-02 Score 92.091 Data time: 0.1862, Forward time: 2.2773, Backward time: 3.0850, DDP time: 0.0044, Total iter time: 5.2804 [2020-11-08 19:37:53,266][root][INFO] - ===> Epoch[146](3779/26): Loss 0.2160, Sem 0.2899, dir -0.5106, norm 0.4367, swav 0.0000 LR: 6.524e-02 Score 90.433 Data time: 0.2609, Forward time: 2.2775, Backward time: 3.0852, DDP time: 0.0044, Total iter time: 6.8302 [2020-11-08 19:37:59,738][root][INFO] - ===> Epoch[146](3780/26): Loss 0.1558, Sem 0.2609, dir -0.5500, norm 0.4449, swav 0.0000 LR: 6.523e-02 Score 91.175 Data time: 0.2581, Forward time: 2.2775, Backward time: 3.0853, DDP time: 0.0044, Total iter time: 6.3285 [2020-11-08 19:38:05,050][root][INFO] - ===> Epoch[146](3781/26): Loss 0.1583, Sem 0.3315, dir -0.6015, norm 0.4284, swav 0.0000 LR: 6.522e-02 Score 89.977 Data time: 0.1818, Forward time: 2.2775, Backward time: 3.0852, DDP time: 0.0044, Total iter time: 5.2052 [2020-11-08 19:38:10,902][root][INFO] - ===> Epoch[146](3782/26): Loss 0.1195, Sem 0.3142, dir -0.6075, norm 0.4128, swav 0.0000 LR: 6.521e-02 Score 89.772 Data time: 0.2261, Forward time: 2.2775, Backward time: 3.0852, DDP time: 0.0044, Total iter time: 5.7493 [2020-11-08 19:38:16,629][root][INFO] - ===> Epoch[146](3783/26): Loss 0.1012, Sem 0.2627, dir -0.5772, norm 0.4157, swav 0.0000 LR: 6.520e-02 Score 92.101 Data time: 0.1734, Forward time: 2.2774, Backward time: 3.0852, DDP time: 0.0044, Total iter time: 5.5989 [2020-11-08 19:38:22,638][root][INFO] - ===> Epoch[146](3784/26): Loss 0.1765, Sem 0.2846, dir -0.5685, norm 0.4605, swav 0.0000 LR: 6.519e-02 Score 90.713 Data time: 0.1274, Forward time: 2.2772, Backward time: 3.0856, DDP time: 0.0044, Total iter time: 5.8995 [2020-11-08 19:38:28,341][root][INFO] - ===> Epoch[146](3785/26): Loss 0.2013, Sem 0.3051, dir -0.5238, norm 0.4201, swav 0.0000 LR: 6.518e-02 Score 91.158 Data time: 0.1842, Forward time: 2.2771, Backward time: 3.0857, DDP time: 0.0044, Total iter time: 5.6424 [2020-11-08 19:38:35,156][root][INFO] - ===> Epoch[146](3786/26): Loss 0.1634, Sem 0.2955, dir -0.5499, norm 0.4178, swav 0.0000 LR: 6.517e-02 Score 90.214 Data time: 0.1871, Forward time: 2.2771, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 6.7099 [2020-11-08 19:38:41,791][root][INFO] - ===> Epoch[146](3787/26): Loss 0.1910, Sem 0.2529, dir -0.5100, norm 0.4482, swav 0.0000 LR: 6.516e-02 Score 92.030 Data time: 0.1524, Forward time: 2.2769, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 6.5455 [2020-11-08 19:38:47,893][root][INFO] - ===> Epoch[146](3788/26): Loss 0.1680, Sem 0.3403, dir -0.5990, norm 0.4267, swav 0.0000 LR: 6.515e-02 Score 89.540 Data time: 0.1830, Forward time: 2.2769, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 6.0145 [2020-11-08 19:38:52,861][root][INFO] - ===> Epoch[146](3789/26): Loss 0.1605, Sem 0.2972, dir -0.5709, norm 0.4342, swav 0.0000 LR: 6.514e-02 Score 91.293 Data time: 0.1954, Forward time: 2.2768, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 4.8438 [2020-11-08 19:38:59,223][root][INFO] - ===> Epoch[146](3790/26): Loss 0.0858, Sem 0.2507, dir -0.6053, norm 0.4403, swav 0.0000 LR: 6.513e-02 Score 91.915 Data time: 0.1706, Forward time: 2.2767, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 6.2451 [2020-11-08 19:39:04,428][root][INFO] - ===> Epoch[146](3791/26): Loss 0.1252, Sem 0.2791, dir -0.6125, norm 0.4587, swav 0.0000 LR: 6.512e-02 Score 91.715 Data time: 0.1981, Forward time: 2.2767, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.1262 [2020-11-08 19:39:09,895][root][INFO] - ===> Epoch[146](3792/26): Loss 0.1460, Sem 0.2917, dir -0.5575, norm 0.4118, swav 0.0000 LR: 6.511e-02 Score 90.241 Data time: 0.1982, Forward time: 2.2766, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.3537 [2020-11-08 19:39:15,531][root][INFO] - ===> Epoch[146](3793/26): Loss 0.2040, Sem 0.3509, dir -0.5696, norm 0.4228, swav 0.0000 LR: 6.511e-02 Score 88.894 Data time: 0.1618, Forward time: 2.2765, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.5425 [2020-11-08 19:39:20,403][root][INFO] - ===> Epoch[146](3794/26): Loss 0.0357, Sem 0.2625, dir -0.5993, norm 0.3726, swav 0.0000 LR: 6.510e-02 Score 91.259 Data time: 0.1712, Forward time: 2.2764, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 4.8001 [2020-11-08 19:39:26,345][root][INFO] - ===> Epoch[146](3795/26): Loss 0.2314, Sem 0.3637, dir -0.5750, norm 0.4427, swav 0.0000 LR: 6.509e-02 Score 88.996 Data time: 0.2022, Forward time: 2.2763, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.8407 [2020-11-08 19:39:32,769][root][INFO] - ===> Epoch[146](3796/26): Loss 0.1521, Sem 0.2801, dir -0.6032, norm 0.4752, swav 0.0000 LR: 6.508e-02 Score 91.329 Data time: 0.1884, Forward time: 2.2762, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 6.3398 [2020-11-08 19:39:37,167][root][INFO] - ===> Epoch[147](3797/26): Loss 0.0983, Sem 0.2983, dir -0.6163, norm 0.4163, swav 0.0000 LR: 6.507e-02 Score 90.074 Data time: 0.1888, Forward time: 2.2761, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 4.2709 [2020-11-08 19:39:42,527][root][INFO] - ===> Epoch[147](3798/26): Loss 0.0811, Sem 0.2618, dir -0.5875, norm 0.4068, swav 0.0000 LR: 6.506e-02 Score 91.092 Data time: 0.2135, Forward time: 2.2761, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.2565 [2020-11-08 19:39:47,697][root][INFO] - ===> Epoch[147](3799/26): Loss 0.2017, Sem 0.2912, dir -0.5325, norm 0.4430, swav 0.0000 LR: 6.505e-02 Score 91.615 Data time: 0.2420, Forward time: 2.2762, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.0570 [2020-11-08 19:39:53,510][root][INFO] - ===> Epoch[147](3800/26): Loss 0.2037, Sem 0.2727, dir -0.5207, norm 0.4517, swav 0.0000 LR: 6.504e-02 Score 91.223 Data time: 0.2103, Forward time: 2.2762, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.6841 [2020-11-08 19:39:59,415][root][INFO] - ===> Epoch[147](3801/26): Loss 0.2383, Sem 0.3166, dir -0.5390, norm 0.4607, swav 0.0000 LR: 6.503e-02 Score 90.129 Data time: 0.2003, Forward time: 2.2761, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.7992 [2020-11-08 19:40:05,108][root][INFO] - ===> Epoch[147](3802/26): Loss 0.2188, Sem 0.2954, dir -0.5210, norm 0.4444, swav 0.0000 LR: 6.502e-02 Score 90.409 Data time: 0.2649, Forward time: 2.2763, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.5856 [2020-11-08 19:40:10,244][root][INFO] - ===> Epoch[147](3803/26): Loss 0.1005, Sem 0.2888, dir -0.6046, norm 0.4163, swav 0.0000 LR: 6.501e-02 Score 90.233 Data time: 0.2136, Forward time: 2.2763, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 5.0003 [2020-11-08 19:40:16,223][root][INFO] - ===> Epoch[147](3804/26): Loss 0.2159, Sem 0.3826, dir -0.6022, norm 0.4355, swav 0.0000 LR: 6.500e-02 Score 88.754 Data time: 0.1840, Forward time: 2.2762, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.8611 [2020-11-08 19:40:21,723][root][INFO] - ===> Epoch[147](3805/26): Loss 0.1063, Sem 0.2670, dir -0.5679, norm 0.4071, swav 0.0000 LR: 6.499e-02 Score 91.401 Data time: 0.2008, Forward time: 2.2762, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.4069 [2020-11-08 19:40:26,928][root][INFO] - ===> Epoch[147](3806/26): Loss 0.2594, Sem 0.3876, dir -0.5700, norm 0.4417, swav 0.0000 LR: 6.498e-02 Score 87.923 Data time: 0.2444, Forward time: 2.2762, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 5.0934 [2020-11-08 19:40:32,627][root][INFO] - ===> Epoch[147](3807/26): Loss 0.1424, Sem 0.2908, dir -0.5601, norm 0.4117, swav 0.0000 LR: 6.497e-02 Score 90.954 Data time: 0.1519, Forward time: 2.2761, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 5.5654 [2020-11-08 19:40:37,538][root][INFO] - ===> Epoch[147](3808/26): Loss 0.1194, Sem 0.3026, dir -0.6180, norm 0.4348, swav 0.0000 LR: 6.496e-02 Score 90.149 Data time: 0.2207, Forward time: 2.2761, Backward time: 3.0859, DDP time: 0.0044, Total iter time: 4.7972 [2020-11-08 19:40:45,226][root][INFO] - ===> Epoch[147](3809/26): Loss 0.1792, Sem 0.3126, dir -0.5729, norm 0.4394, swav 0.0000 LR: 6.495e-02 Score 90.656 Data time: 0.1994, Forward time: 2.2760, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 7.5407 [2020-11-08 19:40:50,504][root][INFO] - ===> Epoch[147](3810/26): Loss 0.1188, Sem 0.2919, dir -0.6065, norm 0.4334, swav 0.0000 LR: 6.494e-02 Score 90.500 Data time: 0.2206, Forward time: 2.2761, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.1413 [2020-11-08 19:40:56,055][root][INFO] - ===> Epoch[147](3811/26): Loss 0.1407, Sem 0.2721, dir -0.5876, norm 0.4563, swav 0.0000 LR: 6.494e-02 Score 92.433 Data time: 0.1735, Forward time: 2.2760, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.4142 [2020-11-08 19:41:01,544][root][INFO] - ===> Epoch[147](3812/26): Loss 0.2656, Sem 0.3700, dir -0.5544, norm 0.4500, swav 0.0000 LR: 6.493e-02 Score 88.751 Data time: 0.1974, Forward time: 2.2760, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.3680 [2020-11-08 19:41:06,467][root][INFO] - ===> Epoch[147](3813/26): Loss 0.0248, Sem 0.2362, dir -0.6007, norm 0.3893, swav 0.0000 LR: 6.492e-02 Score 92.011 Data time: 0.1818, Forward time: 2.2759, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 4.7822 [2020-11-08 19:41:11,117][root][INFO] - ===> Epoch[147](3814/26): Loss 0.2003, Sem 0.2978, dir -0.5437, norm 0.4462, swav 0.0000 LR: 6.491e-02 Score 90.992 Data time: 0.1867, Forward time: 2.2758, Backward time: 3.0859, DDP time: 0.0044, Total iter time: 4.5521 [2020-11-08 19:41:16,509][root][INFO] - ===> Epoch[147](3815/26): Loss 0.1290, Sem 0.2666, dir -0.5649, norm 0.4273, swav 0.0000 LR: 6.490e-02 Score 91.694 Data time: 0.1882, Forward time: 2.2758, Backward time: 3.0859, DDP time: 0.0044, Total iter time: 5.2880 [2020-11-08 19:41:22,615][root][INFO] - ===> Epoch[147](3816/26): Loss 0.1008, Sem 0.2555, dir -0.5750, norm 0.4203, swav 0.0000 LR: 6.489e-02 Score 91.458 Data time: 0.2085, Forward time: 2.2758, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 5.9881 [2020-11-08 19:41:29,371][root][INFO] - ===> Epoch[147](3817/26): Loss 0.2460, Sem 0.3089, dir -0.5520, norm 0.4891, swav 0.0000 LR: 6.488e-02 Score 89.944 Data time: 0.1816, Forward time: 2.2757, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 6.6318 [2020-11-08 19:41:34,384][root][INFO] - ===> Epoch[147](3818/26): Loss 0.1424, Sem 0.3070, dir -0.5682, norm 0.4036, swav 0.0000 LR: 6.487e-02 Score 90.156 Data time: 0.2128, Forward time: 2.2757, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 4.9177 [2020-11-08 19:41:39,490][root][INFO] - ===> Epoch[147](3819/26): Loss 0.0735, Sem 0.2584, dir -0.5907, norm 0.4058, swav 0.0000 LR: 6.486e-02 Score 91.290 Data time: 0.1652, Forward time: 2.2756, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 4.9880 [2020-11-08 19:41:45,797][root][INFO] - ===> Epoch[147](3820/26): Loss 0.1541, Sem 0.2962, dir -0.5545, norm 0.4124, swav 0.0000 LR: 6.485e-02 Score 90.766 Data time: 0.2093, Forward time: 2.2756, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 6.2258 [2020-11-08 19:41:51,019][root][INFO] - ===> Epoch[147](3821/26): Loss 0.1017, Sem 0.2905, dir -0.6378, norm 0.4491, swav 0.0000 LR: 6.484e-02 Score 90.299 Data time: 0.1975, Forward time: 2.2756, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 5.0893 [2020-11-08 19:41:56,413][root][INFO] - ===> Epoch[147](3822/26): Loss 0.1646, Sem 0.2968, dir -0.5479, norm 0.4158, swav 0.0000 LR: 6.483e-02 Score 89.876 Data time: 0.1806, Forward time: 2.2755, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 5.2967 [2020-11-08 19:42:01,495][root][INFO] - ===> Epoch[148](3823/26): Loss 0.1432, Sem 0.2940, dir -0.5510, norm 0.4001, swav 0.0000 LR: 6.482e-02 Score 90.586 Data time: 0.1541, Forward time: 2.2754, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 4.9487 [2020-11-08 19:42:08,408][root][INFO] - ===> Epoch[148](3824/26): Loss 0.0885, Sem 0.2699, dir -0.5901, norm 0.4086, swav 0.0000 LR: 6.481e-02 Score 91.405 Data time: 0.2023, Forward time: 2.2753, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 6.8285 [2020-11-08 19:42:14,006][root][INFO] - ===> Epoch[148](3825/26): Loss 0.1824, Sem 0.2935, dir -0.5573, norm 0.4463, swav 0.0000 LR: 6.480e-02 Score 90.552 Data time: 0.2320, Forward time: 2.2754, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.4742 [2020-11-08 19:42:21,014][root][INFO] - ===> Epoch[148](3826/26): Loss 0.2185, Sem 0.3104, dir -0.5787, norm 0.4868, swav 0.0000 LR: 6.479e-02 Score 90.082 Data time: 0.2495, Forward time: 2.2755, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 6.8748 [2020-11-08 19:42:27,042][root][INFO] - ===> Epoch[148](3827/26): Loss 0.1369, Sem 0.2831, dir -0.5830, norm 0.4368, swav 0.0000 LR: 6.478e-02 Score 90.906 Data time: 0.1995, Forward time: 2.2755, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.8867 [2020-11-08 19:42:33,967][root][INFO] - ===> Epoch[148](3828/26): Loss 0.1619, Sem 0.3483, dir -0.6263, norm 0.4399, swav 0.0000 LR: 6.478e-02 Score 88.424 Data time: 0.2775, Forward time: 2.2756, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 6.8195 [2020-11-08 19:42:39,952][root][INFO] - ===> Epoch[148](3829/26): Loss 0.2400, Sem 0.3267, dir -0.5593, norm 0.4725, swav 0.0000 LR: 6.477e-02 Score 89.360 Data time: 0.2875, Forward time: 2.2758, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.8569 [2020-11-08 19:42:44,867][root][INFO] - ===> Epoch[148](3830/26): Loss 0.2318, Sem 0.3565, dir -0.5546, norm 0.4299, swav 0.0000 LR: 6.476e-02 Score 89.753 Data time: 0.2061, Forward time: 2.2758, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.7930 [2020-11-08 19:42:50,362][root][INFO] - ===> Epoch[148](3831/26): Loss 0.0979, Sem 0.2903, dir -0.6111, norm 0.4187, swav 0.0000 LR: 6.475e-02 Score 90.509 Data time: 0.1938, Forward time: 2.2758, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.3686 [2020-11-08 19:42:56,299][root][INFO] - ===> Epoch[148](3832/26): Loss 0.2476, Sem 0.3573, dir -0.5326, norm 0.4229, swav 0.0000 LR: 6.474e-02 Score 88.269 Data time: 0.2452, Forward time: 2.2759, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.8348 [2020-11-08 19:43:01,392][root][INFO] - ===> Epoch[148](3833/26): Loss 0.1707, Sem 0.3195, dir -0.5720, norm 0.4231, swav 0.0000 LR: 6.473e-02 Score 90.241 Data time: 0.2208, Forward time: 2.2759, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 4.9562 [2020-11-08 19:43:06,561][root][INFO] - ===> Epoch[148](3834/26): Loss 0.1583, Sem 0.2507, dir -0.5460, norm 0.4536, swav 0.0000 LR: 6.472e-02 Score 91.898 Data time: 0.1873, Forward time: 2.2758, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 5.0499 [2020-11-08 19:43:12,080][root][INFO] - ===> Epoch[148](3835/26): Loss 0.0826, Sem 0.2734, dir -0.6220, norm 0.4312, swav 0.0000 LR: 6.471e-02 Score 90.832 Data time: 0.1775, Forward time: 2.2757, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 5.4046 [2020-11-08 19:43:17,208][root][INFO] - ===> Epoch[148](3836/26): Loss 0.0547, Sem 0.2552, dir -0.6180, norm 0.4175, swav 0.0000 LR: 6.470e-02 Score 91.173 Data time: 0.2469, Forward time: 2.2758, Backward time: 3.0858, DDP time: 0.0044, Total iter time: 5.0182 [2020-11-08 19:43:23,924][root][INFO] - ===> Epoch[148](3837/26): Loss 0.1193, Sem 0.2522, dir -0.5562, norm 0.4233, swav 0.0000 LR: 6.469e-02 Score 91.322 Data time: 0.2265, Forward time: 2.2758, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 6.5912 [2020-11-08 19:43:28,886][root][INFO] - ===> Epoch[148](3838/26): Loss 0.1218, Sem 0.2755, dir -0.5945, norm 0.4408, swav 0.0000 LR: 6.468e-02 Score 91.199 Data time: 0.2155, Forward time: 2.2759, Backward time: 3.0857, DDP time: 0.0044, Total iter time: 4.8454 [2020-11-08 19:43:33,469][root][INFO] - ===> Epoch[148](3839/26): Loss 0.1995, Sem 0.3508, dir -0.5808, norm 0.4295, swav 0.0000 LR: 6.467e-02 Score 89.190 Data time: 0.2041, Forward time: 2.2759, Backward time: 3.0854, DDP time: 0.0044, Total iter time: 4.4637 [2020-11-08 19:43:37,917][root][INFO] - ===> Epoch[148](3840/26): Loss 0.0921, Sem 0.2688, dir -0.5918, norm 0.4150, swav 0.0000 LR: 6.466e-02 Score 92.339 Data time: 0.1543, Forward time: 2.2757, Backward time: 3.0853, DDP time: 0.0044, Total iter time: 4.3361 [2020-11-08 19:43:43,013][root][INFO] - ===> Epoch[148](3841/26): Loss 0.1735, Sem 0.2949, dir -0.5450, norm 0.4236, swav 0.0000 LR: 6.465e-02 Score 90.953 Data time: 0.2312, Forward time: 2.2758, Backward time: 3.0851, DDP time: 0.0044, Total iter time: 5.0064 [2020-11-08 19:43:49,127][root][INFO] - ===> Epoch[148](3842/26): Loss 0.3057, Sem 0.3607, dir -0.5288, norm 0.4738, swav 0.0000 LR: 6.464e-02 Score 89.557 Data time: 0.1754, Forward time: 2.2757, Backward time: 3.0852, DDP time: 0.0044, Total iter time: 5.9828 [2020-11-08 19:43:55,398][root][INFO] - ===> Epoch[148](3843/26): Loss 0.1368, Sem 0.2921, dir -0.5898, norm 0.4345, swav 0.0000 LR: 6.463e-02 Score 91.722 Data time: 0.1789, Forward time: 2.2756, Backward time: 3.0854, DDP time: 0.0044, Total iter time: 6.1590 [2020-11-08 19:44:02,239][root][INFO] - ===> Epoch[148](3844/26): Loss 0.1923, Sem 0.3218, dir -0.5715, norm 0.4419, swav 0.0000 LR: 6.462e-02 Score 89.519 Data time: 0.2011, Forward time: 2.2756, Backward time: 3.0857, DDP time: 0.0044, Total iter time: 6.7202 [2020-11-08 19:44:07,816][root][INFO] - ===> Epoch[148](3845/26): Loss 0.1195, Sem 0.2315, dir -0.5302, norm 0.4182, swav 0.0000 LR: 6.461e-02 Score 92.355 Data time: 0.2304, Forward time: 2.2757, Backward time: 3.0856, DDP time: 0.0044, Total iter time: 5.4407 [2020-11-08 19:44:15,206][root][INFO] - ===> Epoch[148](3846/26): Loss 0.1502, Sem 0.2814, dir -0.5845, norm 0.4533, swav 0.0000 LR: 6.461e-02 Score 92.055 Data time: 0.2308, Forward time: 2.2758, Backward time: 3.0859, DDP time: 0.0044, Total iter time: 7.2639 [2020-11-08 19:44:21,519][root][INFO] - ===> Epoch[148](3847/26): Loss 0.1873, Sem 0.2829, dir -0.5255, norm 0.4299, swav 0.0000 LR: 6.460e-02 Score 91.652 Data time: 0.1839, Forward time: 2.2757, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 6.1678 [2020-11-08 19:44:27,943][root][INFO] - ===> Epoch[148](3848/26): Loss 0.1278, Sem 0.2610, dir -0.5617, norm 0.4285, swav 0.0000 LR: 6.459e-02 Score 91.701 Data time: 0.2485, Forward time: 2.2758, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 6.3128 [2020-11-08 19:44:33,585][root][INFO] - ===> Epoch[149](3849/26): Loss 0.0924, Sem 0.2534, dir -0.5817, norm 0.4207, swav 0.0000 LR: 6.458e-02 Score 91.385 Data time: 0.2007, Forward time: 2.2758, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 5.4871 [2020-11-08 19:44:40,238][root][INFO] - ===> Epoch[149](3850/26): Loss 0.1253, Sem 0.2655, dir -0.5747, norm 0.4345, swav 0.0000 LR: 6.457e-02 Score 91.523 Data time: 0.2670, Forward time: 2.2760, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 6.5416 [2020-11-08 19:44:45,222][root][INFO] - ===> Epoch[149](3851/26): Loss 0.1703, Sem 0.2797, dir -0.5904, norm 0.4810, swav 0.0000 LR: 6.456e-02 Score 91.289 Data time: 0.2101, Forward time: 2.2760, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 4.8492 [2020-11-08 19:44:50,608][root][INFO] - ===> Epoch[149](3852/26): Loss 0.0873, Sem 0.2650, dir -0.5630, norm 0.3852, swav 0.0000 LR: 6.455e-02 Score 90.541 Data time: 0.2169, Forward time: 2.2759, Backward time: 3.0859, DDP time: 0.0044, Total iter time: 5.2638 [2020-11-08 19:44:56,681][root][INFO] - ===> Epoch[149](3853/26): Loss 0.1250, Sem 0.2626, dir -0.5680, norm 0.4304, swav 0.0000 LR: 6.454e-02 Score 91.847 Data time: 0.2233, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 5.9468 [2020-11-08 19:45:03,009][root][INFO] - ===> Epoch[149](3854/26): Loss 0.1326, Sem 0.2863, dir -0.5941, norm 0.4404, swav 0.0000 LR: 6.453e-02 Score 91.350 Data time: 0.1864, Forward time: 2.2759, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 6.2039 [2020-11-08 19:45:09,011][root][INFO] - ===> Epoch[149](3855/26): Loss 0.1402, Sem 0.2723, dir -0.5571, norm 0.4251, swav 0.0000 LR: 6.452e-02 Score 91.305 Data time: 0.1663, Forward time: 2.2758, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.8823 [2020-11-08 19:45:14,927][root][INFO] - ===> Epoch[149](3856/26): Loss 0.2239, Sem 0.3422, dir -0.5600, norm 0.4416, swav 0.0000 LR: 6.451e-02 Score 89.363 Data time: 0.1744, Forward time: 2.2757, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.8297 [2020-11-08 19:45:19,557][root][INFO] - ===> Epoch[149](3857/26): Loss 0.1337, Sem 0.3074, dir -0.5727, norm 0.3991, swav 0.0000 LR: 6.450e-02 Score 90.022 Data time: 0.1469, Forward time: 2.2755, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.5198 [2020-11-08 19:45:25,624][root][INFO] - ===> Epoch[149](3858/26): Loss 0.2205, Sem 0.3380, dir -0.5716, norm 0.4541, swav 0.0000 LR: 6.449e-02 Score 89.654 Data time: 0.2164, Forward time: 2.2755, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.9849 [2020-11-08 19:45:31,157][root][INFO] - ===> Epoch[149](3859/26): Loss 0.1048, Sem 0.2938, dir -0.5869, norm 0.3979, swav 0.0000 LR: 6.448e-02 Score 90.570 Data time: 0.2475, Forward time: 2.2756, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 5.3907 [2020-11-08 19:45:37,037][root][INFO] - ===> Epoch[149](3860/26): Loss 0.1439, Sem 0.2860, dir -0.5687, norm 0.4266, swav 0.0000 LR: 6.447e-02 Score 90.975 Data time: 0.1359, Forward time: 2.2755, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.7495 [2020-11-08 19:45:42,883][root][INFO] - ===> Epoch[149](3861/26): Loss 0.1899, Sem 0.3084, dir -0.5698, norm 0.4513, swav 0.0000 LR: 6.446e-02 Score 89.984 Data time: 0.1990, Forward time: 2.2754, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.7379 [2020-11-08 19:45:48,653][root][INFO] - ===> Epoch[149](3862/26): Loss 0.1786, Sem 0.2858, dir -0.5443, norm 0.4370, swav 0.0000 LR: 6.445e-02 Score 90.621 Data time: 0.2100, Forward time: 2.2754, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.6611 [2020-11-08 19:45:54,317][root][INFO] - ===> Epoch[149](3863/26): Loss 0.1464, Sem 0.3057, dir -0.5956, norm 0.4362, swav 0.0000 LR: 6.444e-02 Score 90.000 Data time: 0.1735, Forward time: 2.2753, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.5425 [2020-11-08 19:45:59,100][root][INFO] - ===> Epoch[149](3864/26): Loss 0.0145, Sem 0.2249, dir -0.6065, norm 0.3961, swav 0.0000 LR: 6.443e-02 Score 92.151 Data time: 0.1747, Forward time: 2.2752, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 4.6859 [2020-11-08 19:46:04,359][root][INFO] - ===> Epoch[149](3865/26): Loss 0.0681, Sem 0.2512, dir -0.5738, norm 0.3907, swav 0.0000 LR: 6.443e-02 Score 91.554 Data time: 0.1991, Forward time: 2.2752, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.1394 [2020-11-08 19:46:10,031][root][INFO] - ===> Epoch[149](3866/26): Loss 0.0768, Sem 0.2471, dir -0.6086, norm 0.4383, swav 0.0000 LR: 6.442e-02 Score 92.688 Data time: 0.1487, Forward time: 2.2750, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.5502 [2020-11-08 19:46:15,282][root][INFO] - ===> Epoch[149](3867/26): Loss 0.1049, Sem 0.2421, dir -0.5503, norm 0.4130, swav 0.0000 LR: 6.441e-02 Score 92.282 Data time: 0.1643, Forward time: 2.2749, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.1774 [2020-11-08 19:46:21,420][root][INFO] - ===> Epoch[149](3868/26): Loss 0.1269, Sem 0.3078, dir -0.5860, norm 0.4051, swav 0.0000 LR: 6.440e-02 Score 91.082 Data time: 0.1731, Forward time: 2.2748, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 6.0526 [2020-11-08 19:46:26,951][root][INFO] - ===> Epoch[149](3869/26): Loss -0.0181, Sem 0.1721, dir -0.6136, norm 0.4234, swav 0.0000 LR: 6.439e-02 Score 94.506 Data time: 0.2652, Forward time: 2.2749, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.4320 [2020-11-08 19:46:33,220][root][INFO] - ===> Epoch[149](3870/26): Loss 0.2393, Sem 0.3199, dir -0.5337, norm 0.4531, swav 0.0000 LR: 6.438e-02 Score 89.326 Data time: 0.2430, Forward time: 2.2750, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 6.1568 [2020-11-08 19:46:37,905][root][INFO] - ===> Epoch[149](3871/26): Loss 0.1413, Sem 0.3171, dir -0.5660, norm 0.3902, swav 0.0000 LR: 6.437e-02 Score 90.841 Data time: 0.1625, Forward time: 2.2749, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 4.5247 [2020-11-08 19:46:44,352][root][INFO] - ===> Epoch[149](3872/26): Loss 0.1841, Sem 0.3308, dir -0.5886, norm 0.4419, swav 0.0000 LR: 6.436e-02 Score 89.480 Data time: 0.2145, Forward time: 2.2749, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 6.3294 [2020-11-08 19:46:51,413][root][INFO] - ===> Epoch[149](3873/26): Loss 0.1321, Sem 0.2691, dir -0.5539, norm 0.4168, swav 0.0000 LR: 6.435e-02 Score 92.216 Data time: 0.2308, Forward time: 2.2749, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 6.9485 [2020-11-08 19:46:56,599][root][INFO] - ===> Epoch[149](3874/26): Loss 0.1015, Sem 0.2547, dir -0.5503, norm 0.3972, swav 0.0000 LR: 6.434e-02 Score 91.580 Data time: 0.2289, Forward time: 2.2750, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.0597 [2020-11-08 19:47:03,064][root][INFO] - ===> Epoch[150](3875/26): Loss 0.1360, Sem 0.2760, dir -0.5753, norm 0.4353, swav 0.0000 LR: 6.433e-02 Score 91.491 Data time: 0.2236, Forward time: 2.2750, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 6.3469 [2020-11-08 19:47:09,379][root][INFO] - ===> Epoch[150](3876/26): Loss 0.2751, Sem 0.3707, dir -0.5487, norm 0.4532, swav 0.0000 LR: 6.432e-02 Score 88.731 Data time: 0.2289, Forward time: 2.2750, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 6.1945 [2020-11-08 19:47:14,531][root][INFO] - ===> Epoch[150](3877/26): Loss 0.1374, Sem 0.3224, dir -0.6270, norm 0.4420, swav 0.0000 LR: 6.431e-02 Score 90.726 Data time: 0.2518, Forward time: 2.2751, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.0296 [2020-11-08 19:47:20,334][root][INFO] - ===> Epoch[150](3878/26): Loss 0.2326, Sem 0.3354, dir -0.5585, norm 0.4557, swav 0.0000 LR: 6.430e-02 Score 89.347 Data time: 0.2385, Forward time: 2.2752, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.6791 [2020-11-08 19:47:26,020][root][INFO] - ===> Epoch[150](3879/26): Loss 0.0842, Sem 0.2910, dir -0.6105, norm 0.4038, swav 0.0000 LR: 6.429e-02 Score 90.553 Data time: 0.1661, Forward time: 2.2751, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.5501 [2020-11-08 19:47:32,107][root][INFO] - ===> Epoch[150](3880/26): Loss 0.2038, Sem 0.3059, dir -0.5554, norm 0.4533, swav 0.0000 LR: 6.428e-02 Score 90.735 Data time: 0.2336, Forward time: 2.2751, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.9740 [2020-11-08 19:47:38,095][root][INFO] - ===> Epoch[150](3881/26): Loss 0.0923, Sem 0.2393, dir -0.5885, norm 0.4415, swav 0.0000 LR: 6.427e-02 Score 92.579 Data time: 0.2077, Forward time: 2.2751, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 5.8556 [2020-11-08 19:47:44,054][root][INFO] - ===> Epoch[150](3882/26): Loss 0.1364, Sem 0.2752, dir -0.5830, norm 0.4441, swav 0.0000 LR: 6.426e-02 Score 91.010 Data time: 0.1911, Forward time: 2.2751, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 5.8413 [2020-11-08 19:47:49,965][root][INFO] - ===> Epoch[150](3883/26): Loss 0.0303, Sem 0.2143, dir -0.5945, norm 0.4105, swav 0.0000 LR: 6.426e-02 Score 93.464 Data time: 0.1271, Forward time: 2.2748, Backward time: 3.0871, DDP time: 0.0044, Total iter time: 5.7915 [2020-11-08 19:47:55,555][root][INFO] - ===> Epoch[150](3884/26): Loss 0.2333, Sem 0.2983, dir -0.5544, norm 0.4894, swav 0.0000 LR: 6.425e-02 Score 90.487 Data time: 0.2192, Forward time: 2.2749, Backward time: 3.0871, DDP time: 0.0044, Total iter time: 5.5101 [2020-11-08 19:48:00,196][root][INFO] - ===> Epoch[150](3885/26): Loss 0.1396, Sem 0.3110, dir -0.5975, norm 0.4261, swav 0.0000 LR: 6.424e-02 Score 90.461 Data time: 0.1998, Forward time: 2.2748, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 4.5203 [2020-11-08 19:48:06,389][root][INFO] - ===> Epoch[150](3886/26): Loss 0.1623, Sem 0.2958, dir -0.5700, norm 0.4365, swav 0.0000 LR: 6.423e-02 Score 91.287 Data time: 0.1641, Forward time: 2.2747, Backward time: 3.0871, DDP time: 0.0044, Total iter time: 6.0879 [2020-11-08 19:48:12,024][root][INFO] - ===> Epoch[150](3887/26): Loss 0.0466, Sem 0.2309, dir -0.5949, norm 0.4105, swav 0.0000 LR: 6.422e-02 Score 91.961 Data time: 0.2212, Forward time: 2.2747, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 5.5199 [2020-11-08 19:48:18,153][root][INFO] - ===> Epoch[150](3888/26): Loss 0.0785, Sem 0.2524, dir -0.6123, norm 0.4385, swav 0.0000 LR: 6.421e-02 Score 91.152 Data time: 0.1776, Forward time: 2.2746, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 5.9880 [2020-11-08 19:48:25,268][root][INFO] - ===> Epoch[150](3889/26): Loss 0.1092, Sem 0.2753, dir -0.5987, norm 0.4327, swav 0.0000 LR: 6.420e-02 Score 90.740 Data time: 0.1938, Forward time: 2.2746, Backward time: 3.0876, DDP time: 0.0044, Total iter time: 6.9967 [2020-11-08 19:48:30,776][root][INFO] - ===> Epoch[150](3890/26): Loss 0.1752, Sem 0.3295, dir -0.6009, norm 0.4465, swav 0.0000 LR: 6.419e-02 Score 88.971 Data time: 0.2574, Forward time: 2.2747, Backward time: 3.0874, DDP time: 0.0044, Total iter time: 5.3931 [2020-11-08 19:48:36,841][root][INFO] - ===> Epoch[150](3891/26): Loss 0.1697, Sem 0.2955, dir -0.5436, norm 0.4177, swav 0.0000 LR: 6.418e-02 Score 90.574 Data time: 0.1911, Forward time: 2.2747, Backward time: 3.0875, DDP time: 0.0044, Total iter time: 5.9060 [2020-11-08 19:48:43,200][root][INFO] - ===> Epoch[150](3892/26): Loss 0.1534, Sem 0.2657, dir -0.5250, norm 0.4126, swav 0.0000 LR: 6.417e-02 Score 90.764 Data time: 0.1945, Forward time: 2.2745, Backward time: 3.0878, DDP time: 0.0044, Total iter time: 6.2531 [2020-11-08 19:48:48,204][root][INFO] - ===> Epoch[150](3893/26): Loss 0.1538, Sem 0.2569, dir -0.5528, norm 0.4498, swav 0.0000 LR: 6.416e-02 Score 90.773 Data time: 0.1822, Forward time: 2.2745, Backward time: 3.0876, DDP time: 0.0044, Total iter time: 4.9207 [2020-11-08 19:48:53,249][root][INFO] - ===> Epoch[150](3894/26): Loss 0.1396, Sem 0.2934, dir -0.5796, norm 0.4258, swav 0.0000 LR: 6.415e-02 Score 90.499 Data time: 0.1861, Forward time: 2.2744, Backward time: 3.0875, DDP time: 0.0044, Total iter time: 4.9122 [2020-11-08 19:48:58,637][root][INFO] - ===> Epoch[150](3895/26): Loss 0.2519, Sem 0.3171, dir -0.5534, norm 0.4882, swav 0.0000 LR: 6.414e-02 Score 90.327 Data time: 0.2521, Forward time: 2.2745, Backward time: 3.0873, DDP time: 0.0044, Total iter time: 5.2855 [2020-11-08 19:49:05,319][root][INFO] - ===> Epoch[150](3896/26): Loss 0.1947, Sem 0.3066, dir -0.5303, norm 0.4184, swav 0.0000 LR: 6.413e-02 Score 89.498 Data time: 0.2067, Forward time: 2.2745, Backward time: 3.0876, DDP time: 0.0044, Total iter time: 6.5334 [2020-11-08 19:49:10,721][root][INFO] - ===> Epoch[150](3897/26): Loss 0.1074, Sem 0.2668, dir -0.5766, norm 0.4173, swav 0.0000 LR: 6.412e-02 Score 91.696 Data time: 0.2456, Forward time: 2.2746, Backward time: 3.0874, DDP time: 0.0044, Total iter time: 5.2961 [2020-11-08 19:49:16,739][root][INFO] - ===> Epoch[150](3898/26): Loss 0.1528, Sem 0.2680, dir -0.5528, norm 0.4376, swav 0.0000 LR: 6.411e-02 Score 91.418 Data time: 0.2224, Forward time: 2.2747, Backward time: 3.0874, DDP time: 0.0044, Total iter time: 5.8951 [2020-11-08 19:49:21,592][root][INFO] - ===> Epoch[150](3899/26): Loss 0.1326, Sem 0.2526, dir -0.5515, norm 0.4315, swav 0.0000 LR: 6.410e-02 Score 92.141 Data time: 0.1612, Forward time: 2.2746, Backward time: 3.0873, DDP time: 0.0044, Total iter time: 4.7328 [2020-11-08 19:49:26,856][root][INFO] - ===> Epoch[150](3900/26): Loss 0.1823, Sem 0.2752, dir -0.4599, norm 0.3670, swav 0.0000 LR: 6.409e-02 Score 90.590 Data time: 0.1886, Forward time: 2.2745, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 5.1645 [2020-11-08 19:49:32,239][root][INFO] - ===> Epoch[151](3901/26): Loss 0.1565, Sem 0.3004, dir -0.5798, norm 0.4359, swav 0.0000 LR: 6.409e-02 Score 90.138 Data time: 0.2688, Forward time: 2.2746, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 5.2842 [2020-11-08 19:49:39,329][root][INFO] - ===> Epoch[151](3902/26): Loss 0.2777, Sem 0.3117, dir -0.5102, norm 0.4762, swav 0.0000 LR: 6.408e-02 Score 90.184 Data time: 0.2019, Forward time: 2.2746, Backward time: 3.0873, DDP time: 0.0044, Total iter time: 6.9373 [2020-11-08 19:49:43,630][root][INFO] - ===> Epoch[151](3903/26): Loss -0.0219, Sem 0.2187, dir -0.6269, norm 0.3864, swav 0.0000 LR: 6.407e-02 Score 92.923 Data time: 0.1777, Forward time: 2.2746, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 4.1811 [2020-11-08 19:49:48,512][root][INFO] - ===> Epoch[151](3904/26): Loss 0.1318, Sem 0.2871, dir -0.5938, norm 0.4386, swav 0.0000 LR: 6.406e-02 Score 90.768 Data time: 0.1902, Forward time: 2.2745, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 4.7927 [2020-11-08 19:49:53,885][root][INFO] - ===> Epoch[151](3905/26): Loss 0.1565, Sem 0.2644, dir -0.5640, norm 0.4561, swav 0.0000 LR: 6.405e-02 Score 90.795 Data time: 0.2249, Forward time: 2.2745, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 5.2600 [2020-11-08 19:49:59,650][root][INFO] - ===> Epoch[151](3906/26): Loss 0.1179, Sem 0.2911, dir -0.5938, norm 0.4207, swav 0.0000 LR: 6.404e-02 Score 91.114 Data time: 0.1293, Forward time: 2.2743, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 5.6445 [2020-11-08 19:50:05,335][root][INFO] - ===> Epoch[151](3907/26): Loss 0.1800, Sem 0.3183, dir -0.6058, norm 0.4674, swav 0.0000 LR: 6.403e-02 Score 91.676 Data time: 0.1500, Forward time: 2.2741, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 5.5743 [2020-11-08 19:50:10,151][root][INFO] - ===> Epoch[151](3908/26): Loss 0.1096, Sem 0.2417, dir -0.5490, norm 0.4169, swav 0.0000 LR: 6.402e-02 Score 92.357 Data time: 0.1898, Forward time: 2.2740, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 4.7311 [2020-11-08 19:50:15,686][root][INFO] - ===> Epoch[151](3909/26): Loss 0.1531, Sem 0.2935, dir -0.5628, norm 0.4223, swav 0.0000 LR: 6.401e-02 Score 90.888 Data time: 0.1558, Forward time: 2.2738, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 5.4182 [2020-11-08 19:50:21,311][root][INFO] - ===> Epoch[151](3910/26): Loss 0.0622, Sem 0.2084, dir -0.5567, norm 0.4105, swav 0.0000 LR: 6.400e-02 Score 92.814 Data time: 0.2572, Forward time: 2.2740, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 5.5366 [2020-11-08 19:50:27,259][root][INFO] - ===> Epoch[151](3911/26): Loss 0.2072, Sem 0.3086, dir -0.5247, norm 0.4233, swav 0.0000 LR: 6.399e-02 Score 89.818 Data time: 0.2033, Forward time: 2.2738, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 5.8332 [2020-11-08 19:50:32,912][root][INFO] - ===> Epoch[151](3912/26): Loss 0.1129, Sem 0.2592, dir -0.5550, norm 0.4086, swav 0.0000 LR: 6.398e-02 Score 91.034 Data time: 0.2622, Forward time: 2.2740, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 5.5847 [2020-11-08 19:50:38,515][root][INFO] - ===> Epoch[151](3913/26): Loss 0.1710, Sem 0.2977, dir -0.5887, norm 0.4621, swav 0.0000 LR: 6.397e-02 Score 90.279 Data time: 0.2383, Forward time: 2.2741, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 5.4830 [2020-11-08 19:50:45,277][root][INFO] - ===> Epoch[151](3914/26): Loss 0.1684, Sem 0.2952, dir -0.5749, norm 0.4480, swav 0.0000 LR: 6.396e-02 Score 89.809 Data time: 0.2188, Forward time: 2.2741, Backward time: 3.0871, DDP time: 0.0044, Total iter time: 6.6444 [2020-11-08 19:50:50,853][root][INFO] - ===> Epoch[151](3915/26): Loss 0.0549, Sem 0.2594, dir -0.5999, norm 0.3954, swav 0.0000 LR: 6.395e-02 Score 92.064 Data time: 0.2352, Forward time: 2.2742, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 5.4682 [2020-11-08 19:50:56,859][root][INFO] - ===> Epoch[151](3916/26): Loss 0.0486, Sem 0.2689, dir -0.6475, norm 0.4271, swav 0.0000 LR: 6.394e-02 Score 91.060 Data time: 0.2504, Forward time: 2.2742, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 5.8900 [2020-11-08 19:51:03,358][root][INFO] - ===> Epoch[151](3917/26): Loss 0.1273, Sem 0.3071, dir -0.6083, norm 0.4285, swav 0.0000 LR: 6.393e-02 Score 89.264 Data time: 0.2173, Forward time: 2.2742, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 6.3725 [2020-11-08 19:51:09,206][root][INFO] - ===> Epoch[151](3918/26): Loss 0.1963, Sem 0.2755, dir -0.5393, norm 0.4601, swav 0.0000 LR: 6.392e-02 Score 90.500 Data time: 0.2281, Forward time: 2.2742, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 5.7249 [2020-11-08 19:51:14,649][root][INFO] - ===> Epoch[151](3919/26): Loss 0.1177, Sem 0.2478, dir -0.5211, norm 0.3911, swav 0.0000 LR: 6.391e-02 Score 91.748 Data time: 0.2074, Forward time: 2.2743, Backward time: 3.0871, DDP time: 0.0044, Total iter time: 5.3184 [2020-11-08 19:51:20,120][root][INFO] - ===> Epoch[151](3920/26): Loss 0.0970, Sem 0.2638, dir -0.6045, norm 0.4377, swav 0.0000 LR: 6.391e-02 Score 92.024 Data time: 0.1388, Forward time: 2.2741, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 5.3448 [2020-11-08 19:51:26,473][root][INFO] - ===> Epoch[151](3921/26): Loss 0.1331, Sem 0.3013, dir -0.5667, norm 0.3985, swav 0.0000 LR: 6.390e-02 Score 90.658 Data time: 0.2070, Forward time: 2.2741, Backward time: 3.0874, DDP time: 0.0044, Total iter time: 6.2693 [2020-11-08 19:51:31,753][root][INFO] - ===> Epoch[151](3922/26): Loss 0.0755, Sem 0.2632, dir -0.5939, norm 0.4063, swav 0.0000 LR: 6.389e-02 Score 91.083 Data time: 0.2486, Forward time: 2.2741, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 5.1725 [2020-11-08 19:51:36,925][root][INFO] - ===> Epoch[151](3923/26): Loss 0.2594, Sem 0.3739, dir -0.5882, norm 0.4737, swav 0.0000 LR: 6.388e-02 Score 88.559 Data time: 0.2279, Forward time: 2.2741, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 5.0403 [2020-11-08 19:51:42,383][root][INFO] - ===> Epoch[151](3924/26): Loss 0.1082, Sem 0.2593, dir -0.5738, norm 0.4228, swav 0.0000 LR: 6.387e-02 Score 91.989 Data time: 0.2534, Forward time: 2.2743, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 5.3447 [2020-11-08 19:51:47,988][root][INFO] - ===> Epoch[151](3925/26): Loss 0.1238, Sem 0.2632, dir -0.5819, norm 0.4425, swav 0.0000 LR: 6.386e-02 Score 91.483 Data time: 0.1775, Forward time: 2.2742, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 5.4794 [2020-11-08 19:51:52,963][root][INFO] - ===> Epoch[151](3926/26): Loss 0.0849, Sem 0.2754, dir -0.6035, norm 0.4130, swav 0.0000 LR: 6.385e-02 Score 90.511 Data time: 0.2054, Forward time: 2.2742, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 4.8670 [2020-11-08 19:51:57,748][root][INFO] - ===> Epoch[152](3927/26): Loss 0.1078, Sem 0.2474, dir -0.5606, norm 0.4209, swav 0.0000 LR: 6.384e-02 Score 92.058 Data time: 0.2458, Forward time: 2.2742, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 4.6644 [2020-11-08 19:52:04,144][root][INFO] - ===> Epoch[152](3928/26): Loss 0.1542, Sem 0.2857, dir -0.5660, norm 0.4345, swav 0.0000 LR: 6.383e-02 Score 90.796 Data time: 0.3049, Forward time: 2.2744, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 6.2822 [2020-11-08 19:52:10,614][root][INFO] - ===> Epoch[152](3929/26): Loss 0.1692, Sem 0.2799, dir -0.5616, norm 0.4509, swav 0.0000 LR: 6.382e-02 Score 91.246 Data time: 0.1889, Forward time: 2.2744, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 6.3376 [2020-11-08 19:52:16,571][root][INFO] - ===> Epoch[152](3930/26): Loss 0.1697, Sem 0.2825, dir -0.5874, norm 0.4746, swav 0.0000 LR: 6.381e-02 Score 90.627 Data time: 0.1579, Forward time: 2.2743, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.8425 [2020-11-08 19:52:22,011][root][INFO] - ===> Epoch[152](3931/26): Loss 0.0501, Sem 0.2317, dir -0.5889, norm 0.4072, swav 0.0000 LR: 6.380e-02 Score 93.438 Data time: 0.1972, Forward time: 2.2742, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.3481 [2020-11-08 19:52:27,912][root][INFO] - ===> Epoch[152](3932/26): Loss 0.0125, Sem 0.2330, dir -0.6108, norm 0.3902, swav 0.0000 LR: 6.379e-02 Score 92.261 Data time: 0.2393, Forward time: 2.2743, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.7725 [2020-11-08 19:52:33,874][root][INFO] - ===> Epoch[152](3933/26): Loss 0.2873, Sem 0.3618, dir -0.6088, norm 0.5344, swav 0.0000 LR: 6.378e-02 Score 89.558 Data time: 0.2735, Forward time: 2.2745, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.8318 [2020-11-08 19:52:39,057][root][INFO] - ===> Epoch[152](3934/26): Loss 0.1236, Sem 0.2765, dir -0.5619, norm 0.4090, swav 0.0000 LR: 6.377e-02 Score 91.163 Data time: 0.2151, Forward time: 2.2745, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.0464 [2020-11-08 19:52:44,918][root][INFO] - ===> Epoch[152](3935/26): Loss 0.2224, Sem 0.3184, dir -0.4985, norm 0.4025, swav 0.0000 LR: 6.376e-02 Score 90.723 Data time: 0.1500, Forward time: 2.2744, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.7361 [2020-11-08 19:52:51,505][root][INFO] - ===> Epoch[152](3936/26): Loss 0.1289, Sem 0.3064, dir -0.5631, norm 0.3856, swav 0.0000 LR: 6.375e-02 Score 90.314 Data time: 0.1771, Forward time: 2.2743, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 6.5066 [2020-11-08 19:52:57,107][root][INFO] - ===> Epoch[152](3937/26): Loss 0.0812, Sem 0.2578, dir -0.5994, norm 0.4229, swav 0.0000 LR: 6.374e-02 Score 91.354 Data time: 0.2430, Forward time: 2.2743, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.5060 [2020-11-08 19:53:02,083][root][INFO] - ===> Epoch[152](3938/26): Loss 0.0891, Sem 0.2318, dir -0.5586, norm 0.4160, swav 0.0000 LR: 6.374e-02 Score 92.887 Data time: 0.1820, Forward time: 2.2742, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 4.8317 [2020-11-08 19:53:07,877][root][INFO] - ===> Epoch[152](3939/26): Loss 0.1558, Sem 0.2901, dir -0.5888, norm 0.4545, swav 0.0000 LR: 6.373e-02 Score 91.079 Data time: 0.2226, Forward time: 2.2742, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.6806 [2020-11-08 19:53:13,482][root][INFO] - ===> Epoch[152](3940/26): Loss 0.1264, Sem 0.2742, dir -0.5765, norm 0.4287, swav 0.0000 LR: 6.372e-02 Score 90.697 Data time: 0.2713, Forward time: 2.2743, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.4734 [2020-11-08 19:53:18,489][root][INFO] - ===> Epoch[152](3941/26): Loss 0.2341, Sem 0.3311, dir -0.5666, norm 0.4695, swav 0.0000 LR: 6.371e-02 Score 89.902 Data time: 0.2115, Forward time: 2.2743, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.8752 [2020-11-08 19:53:23,538][root][INFO] - ===> Epoch[152](3942/26): Loss 0.1157, Sem 0.2499, dir -0.5661, norm 0.4320, swav 0.0000 LR: 6.370e-02 Score 91.626 Data time: 0.1639, Forward time: 2.2742, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 4.9350 [2020-11-08 19:53:28,815][root][INFO] - ===> Epoch[152](3943/26): Loss 0.1655, Sem 0.3043, dir -0.5492, norm 0.4104, swav 0.0000 LR: 6.369e-02 Score 90.023 Data time: 0.1710, Forward time: 2.2741, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 5.1716 [2020-11-08 19:53:34,647][root][INFO] - ===> Epoch[152](3944/26): Loss 0.0966, Sem 0.2657, dir -0.5680, norm 0.3989, swav 0.0000 LR: 6.368e-02 Score 91.915 Data time: 0.1853, Forward time: 2.2740, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.6959 [2020-11-08 19:53:39,608][root][INFO] - ===> Epoch[152](3945/26): Loss 0.1683, Sem 0.3495, dir -0.5890, norm 0.4077, swav 0.0000 LR: 6.367e-02 Score 89.982 Data time: 0.1375, Forward time: 2.2738, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.8435 [2020-11-08 19:53:45,345][root][INFO] - ===> Epoch[152](3946/26): Loss 0.1094, Sem 0.2914, dir -0.6220, norm 0.4401, swav 0.0000 LR: 6.366e-02 Score 90.280 Data time: 0.1841, Forward time: 2.2737, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.6726 [2020-11-08 19:53:51,149][root][INFO] - ===> Epoch[152](3947/26): Loss 0.0805, Sem 0.2397, dir -0.5861, norm 0.4269, swav 0.0000 LR: 6.365e-02 Score 93.118 Data time: 0.2556, Forward time: 2.2738, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.6716 [2020-11-08 19:53:57,348][root][INFO] - ===> Epoch[152](3948/26): Loss 0.0950, Sem 0.2798, dir -0.6003, norm 0.4155, swav 0.0000 LR: 6.364e-02 Score 91.340 Data time: 0.1989, Forward time: 2.2738, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 6.0535 [2020-11-08 19:54:03,525][root][INFO] - ===> Epoch[152](3949/26): Loss 0.1187, Sem 0.3353, dir -0.6357, norm 0.4191, swav 0.0000 LR: 6.363e-02 Score 89.069 Data time: 0.1955, Forward time: 2.2737, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 6.0413 [2020-11-08 19:54:08,976][root][INFO] - ===> Epoch[152](3950/26): Loss 0.0249, Sem 0.2134, dir -0.5861, norm 0.3977, swav 0.0000 LR: 6.362e-02 Score 92.958 Data time: 0.1657, Forward time: 2.2736, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.3472 [2020-11-08 19:54:14,686][root][INFO] - ===> Epoch[152](3951/26): Loss 0.1671, Sem 0.2981, dir -0.5806, norm 0.4496, swav 0.0000 LR: 6.361e-02 Score 90.825 Data time: 0.1825, Forward time: 2.2735, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.6017 [2020-11-08 19:54:19,583][root][INFO] - ===> Epoch[152](3952/26): Loss 0.1597, Sem 0.2958, dir -0.6021, norm 0.4660, swav 0.0000 LR: 6.360e-02 Score 90.968 Data time: 0.2076, Forward time: 2.2735, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 4.7955 [2020-11-08 19:54:24,629][root][INFO] - ===> Epoch[153](3953/26): Loss 0.0090, Sem 0.2358, dir -0.6421, norm 0.4152, swav 0.0000 LR: 6.359e-02 Score 92.675 Data time: 0.1653, Forward time: 2.2733, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 4.9110 [2020-11-08 19:54:30,937][root][INFO] - ===> Epoch[153](3954/26): Loss 0.0164, Sem 0.2357, dir -0.5857, norm 0.3665, swav 0.0000 LR: 6.358e-02 Score 92.237 Data time: 0.1872, Forward time: 2.2733, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 6.2399 [2020-11-08 19:54:37,260][root][INFO] - ===> Epoch[153](3955/26): Loss 0.1224, Sem 0.2689, dir -0.5691, norm 0.4225, swav 0.0000 LR: 6.357e-02 Score 91.261 Data time: 0.2310, Forward time: 2.2733, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 6.2083 [2020-11-08 19:54:43,268][root][INFO] - ===> Epoch[153](3956/26): Loss 0.1241, Sem 0.2865, dir -0.6177, norm 0.4553, swav 0.0000 LR: 6.356e-02 Score 91.163 Data time: 0.2042, Forward time: 2.2733, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 5.8675 [2020-11-08 19:54:49,043][root][INFO] - ===> Epoch[153](3957/26): Loss 0.1570, Sem 0.2837, dir -0.5546, norm 0.4280, swav 0.0000 LR: 6.356e-02 Score 90.269 Data time: 0.2373, Forward time: 2.2734, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 5.6552 [2020-11-08 19:54:55,442][root][INFO] - ===> Epoch[153](3958/26): Loss 0.1407, Sem 0.3042, dir -0.5786, norm 0.4151, swav 0.0000 LR: 6.355e-02 Score 90.029 Data time: 0.1976, Forward time: 2.2733, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 6.2718 [2020-11-08 19:55:00,649][root][INFO] - ===> Epoch[153](3959/26): Loss 0.1293, Sem 0.2960, dir -0.5916, norm 0.4248, swav 0.0000 LR: 6.354e-02 Score 90.246 Data time: 0.2133, Forward time: 2.2733, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 5.0963 [2020-11-08 19:55:07,922][root][INFO] - ===> Epoch[153](3960/26): Loss 0.1542, Sem 0.3187, dir -0.5664, norm 0.4019, swav 0.0000 LR: 6.353e-02 Score 90.004 Data time: 0.2161, Forward time: 2.2733, Backward time: 3.0873, DDP time: 0.0044, Total iter time: 7.1616 [2020-11-08 19:55:12,942][root][INFO] - ===> Epoch[153](3961/26): Loss 0.0889, Sem 0.2629, dir -0.6076, norm 0.4335, swav 0.0000 LR: 6.352e-02 Score 91.071 Data time: 0.2223, Forward time: 2.2733, Backward time: 3.0871, DDP time: 0.0044, Total iter time: 4.9194 [2020-11-08 19:55:18,238][root][INFO] - ===> Epoch[153](3962/26): Loss 0.1581, Sem 0.3014, dir -0.5925, norm 0.4491, swav 0.0000 LR: 6.351e-02 Score 90.423 Data time: 0.2527, Forward time: 2.2734, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 5.1762 [2020-11-08 19:55:24,065][root][INFO] - ===> Epoch[153](3963/26): Loss 0.2050, Sem 0.2229, dir -0.5357, norm 0.5178, swav 0.0000 LR: 6.350e-02 Score 92.708 Data time: 0.1904, Forward time: 2.2733, Backward time: 3.0870, DDP time: 0.0044, Total iter time: 5.7116 [2020-11-08 19:55:28,603][root][INFO] - ===> Epoch[153](3964/26): Loss 0.1444, Sem 0.2392, dir -0.4919, norm 0.3972, swav 0.0000 LR: 6.349e-02 Score 91.909 Data time: 0.2094, Forward time: 2.2733, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 4.4377 [2020-11-08 19:55:33,332][root][INFO] - ===> Epoch[153](3965/26): Loss 0.1410, Sem 0.3313, dir -0.6193, norm 0.4290, swav 0.0000 LR: 6.348e-02 Score 89.552 Data time: 0.1870, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 4.6146 [2020-11-08 19:55:38,329][root][INFO] - ===> Epoch[153](3966/26): Loss 0.1744, Sem 0.3357, dir -0.6211, norm 0.4599, swav 0.0000 LR: 6.347e-02 Score 89.527 Data time: 0.2229, Forward time: 2.2733, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.8963 [2020-11-08 19:55:44,658][root][INFO] - ===> Epoch[153](3967/26): Loss 0.1033, Sem 0.2358, dir -0.5632, norm 0.4307, swav 0.0000 LR: 6.346e-02 Score 92.118 Data time: 0.2272, Forward time: 2.2733, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 6.2022 [2020-11-08 19:55:50,435][root][INFO] - ===> Epoch[153](3968/26): Loss 0.2343, Sem 0.3026, dir -0.5286, norm 0.4604, swav 0.0000 LR: 6.345e-02 Score 90.102 Data time: 0.2321, Forward time: 2.2733, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.6622 [2020-11-08 19:55:56,086][root][INFO] - ===> Epoch[153](3969/26): Loss 0.1631, Sem 0.2788, dir -0.5875, norm 0.4718, swav 0.0000 LR: 6.344e-02 Score 90.686 Data time: 0.1933, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.5489 [2020-11-08 19:56:02,236][root][INFO] - ===> Epoch[153](3970/26): Loss 0.1082, Sem 0.3056, dir -0.5827, norm 0.3853, swav 0.0000 LR: 6.343e-02 Score 91.691 Data time: 0.1836, Forward time: 2.2732, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 6.0342 [2020-11-08 19:56:07,786][root][INFO] - ===> Epoch[153](3971/26): Loss 0.1457, Sem 0.2634, dir -0.5751, norm 0.4574, swav 0.0000 LR: 6.342e-02 Score 91.639 Data time: 0.1767, Forward time: 2.2730, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.4571 [2020-11-08 19:56:13,371][root][INFO] - ===> Epoch[153](3972/26): Loss 0.1987, Sem 0.3127, dir -0.5687, norm 0.4548, swav 0.0000 LR: 6.341e-02 Score 90.294 Data time: 0.2595, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.4838 [2020-11-08 19:56:19,053][root][INFO] - ===> Epoch[153](3973/26): Loss 0.1050, Sem 0.2978, dir -0.6211, norm 0.4282, swav 0.0000 LR: 6.340e-02 Score 90.724 Data time: 0.2055, Forward time: 2.2731, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.5498 [2020-11-08 19:56:25,397][root][INFO] - ===> Epoch[153](3974/26): Loss 0.1042, Sem 0.2773, dir -0.5992, norm 0.4261, swav 0.0000 LR: 6.339e-02 Score 91.384 Data time: 0.3239, Forward time: 2.2734, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 6.2250 [2020-11-08 19:56:31,652][root][INFO] - ===> Epoch[153](3975/26): Loss 0.1227, Sem 0.2333, dir -0.5614, norm 0.4509, swav 0.0000 LR: 6.339e-02 Score 92.857 Data time: 0.3321, Forward time: 2.2736, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 6.1264 [2020-11-08 19:56:38,673][root][INFO] - ===> Epoch[153](3976/26): Loss 0.1328, Sem 0.2855, dir -0.6062, norm 0.4535, swav 0.0000 LR: 6.338e-02 Score 90.302 Data time: 0.2527, Forward time: 2.2737, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 6.8761 [2020-11-08 19:56:43,961][root][INFO] - ===> Epoch[153](3977/26): Loss 0.1679, Sem 0.2813, dir -0.5910, norm 0.4775, swav 0.0000 LR: 6.337e-02 Score 90.680 Data time: 0.2071, Forward time: 2.2736, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.1768 [2020-11-08 19:56:48,902][root][INFO] - ===> Epoch[153](3978/26): Loss 0.1140, Sem 0.2528, dir -0.5631, norm 0.4242, swav 0.0000 LR: 6.336e-02 Score 92.324 Data time: 0.2275, Forward time: 2.2736, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.8349 [2020-11-08 19:56:55,343][root][INFO] - ===> Epoch[154](3979/26): Loss 0.0897, Sem 0.2168, dir -0.5425, norm 0.4154, swav 0.0000 LR: 6.335e-02 Score 93.428 Data time: 0.2254, Forward time: 2.2737, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 6.3490 [2020-11-08 19:57:00,303][root][INFO] - ===> Epoch[154](3980/26): Loss 0.1073, Sem 0.2629, dir -0.5593, norm 0.4037, swav 0.0000 LR: 6.334e-02 Score 90.830 Data time: 0.1411, Forward time: 2.2735, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.8337 [2020-11-08 19:57:06,072][root][INFO] - ===> Epoch[154](3981/26): Loss 0.0748, Sem 0.2843, dir -0.6379, norm 0.4284, swav 0.0000 LR: 6.333e-02 Score 91.151 Data time: 0.1683, Forward time: 2.2734, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.6785 [2020-11-08 19:57:11,000][root][INFO] - ===> Epoch[154](3982/26): Loss 0.0831, Sem 0.2348, dir -0.5677, norm 0.4160, swav 0.0000 LR: 6.332e-02 Score 92.380 Data time: 0.1760, Forward time: 2.2733, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 4.8496 [2020-11-08 19:57:16,652][root][INFO] - ===> Epoch[154](3983/26): Loss 0.1732, Sem 0.3129, dir -0.5834, norm 0.4438, swav 0.0000 LR: 6.331e-02 Score 90.629 Data time: 0.1779, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.5824 [2020-11-08 19:57:21,395][root][INFO] - ===> Epoch[154](3984/26): Loss 0.1395, Sem 0.2904, dir -0.5866, norm 0.4358, swav 0.0000 LR: 6.330e-02 Score 91.106 Data time: 0.1828, Forward time: 2.2731, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.6005 [2020-11-08 19:57:28,640][root][INFO] - ===> Epoch[154](3985/26): Loss 0.0849, Sem 0.2586, dir -0.6018, norm 0.4281, swav 0.0000 LR: 6.329e-02 Score 91.518 Data time: 0.3624, Forward time: 2.2734, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 7.1266 [2020-11-08 19:57:34,449][root][INFO] - ===> Epoch[154](3986/26): Loss 0.1323, Sem 0.2473, dir -0.5892, norm 0.4742, swav 0.0000 LR: 6.328e-02 Score 91.786 Data time: 0.2043, Forward time: 2.2734, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.6778 [2020-11-08 19:57:38,984][root][INFO] - ===> Epoch[154](3987/26): Loss 0.0385, Sem 0.2129, dir -0.5858, norm 0.4115, swav 0.0000 LR: 6.327e-02 Score 92.416 Data time: 0.2038, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 4.4009 [2020-11-08 19:57:43,232][root][INFO] - ===> Epoch[154](3988/26): Loss 0.1303, Sem 0.2860, dir -0.5663, norm 0.4106, swav 0.0000 LR: 6.326e-02 Score 90.833 Data time: 0.1702, Forward time: 2.2733, Backward time: 3.0858, DDP time: 0.0044, Total iter time: 4.1365 [2020-11-08 19:57:50,631][root][INFO] - ===> Epoch[154](3989/26): Loss 0.1291, Sem 0.2691, dir -0.5365, norm 0.3965, swav 0.0000 LR: 6.325e-02 Score 92.048 Data time: 0.1932, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 7.3001 [2020-11-08 19:57:56,380][root][INFO] - ===> Epoch[154](3990/26): Loss 0.0687, Sem 0.2240, dir -0.5756, norm 0.4202, swav 0.0000 LR: 6.324e-02 Score 92.519 Data time: 0.2075, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.6404 [2020-11-08 19:58:03,037][root][INFO] - ===> Epoch[154](3991/26): Loss 0.0782, Sem 0.2433, dir -0.6021, norm 0.4370, swav 0.0000 LR: 6.323e-02 Score 91.841 Data time: 0.2394, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 6.5351 [2020-11-08 19:58:08,602][root][INFO] - ===> Epoch[154](3992/26): Loss 0.1434, Sem 0.2874, dir -0.5892, norm 0.4452, swav 0.0000 LR: 6.322e-02 Score 90.020 Data time: 0.2237, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.4506 [2020-11-08 19:58:13,727][root][INFO] - ===> Epoch[154](3993/26): Loss 0.1245, Sem 0.2794, dir -0.6039, norm 0.4490, swav 0.0000 LR: 6.321e-02 Score 91.276 Data time: 0.2010, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.0071 [2020-11-08 19:58:20,759][root][INFO] - ===> Epoch[154](3994/26): Loss 0.1189, Sem 0.2902, dir -0.5995, norm 0.4281, swav 0.0000 LR: 6.321e-02 Score 91.147 Data time: 0.2220, Forward time: 2.2731, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 6.9167 [2020-11-08 19:58:26,705][root][INFO] - ===> Epoch[154](3995/26): Loss 0.0934, Sem 0.2541, dir -0.5784, norm 0.4176, swav 0.0000 LR: 6.320e-02 Score 92.412 Data time: 0.2252, Forward time: 2.2731, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.8450 [2020-11-08 19:58:32,857][root][INFO] - ===> Epoch[154](3996/26): Loss 0.0788, Sem 0.2754, dir -0.6229, norm 0.4263, swav 0.0000 LR: 6.319e-02 Score 91.727 Data time: 0.2952, Forward time: 2.2733, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 6.0269 [2020-11-08 19:58:39,031][root][INFO] - ===> Epoch[154](3997/26): Loss 0.1779, Sem 0.3228, dir -0.5897, norm 0.4448, swav 0.0000 LR: 6.318e-02 Score 90.610 Data time: 0.2306, Forward time: 2.2734, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 6.0456 [2020-11-08 19:58:45,221][root][INFO] - ===> Epoch[154](3998/26): Loss 0.1006, Sem 0.2595, dir -0.5974, norm 0.4385, swav 0.0000 LR: 6.317e-02 Score 91.751 Data time: 0.1935, Forward time: 2.2734, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 6.0577 [2020-11-08 19:58:50,156][root][INFO] - ===> Epoch[154](3999/26): Loss 0.0652, Sem 0.2254, dir -0.5527, norm 0.3925, swav 0.0000 LR: 6.316e-02 Score 93.077 Data time: 0.1917, Forward time: 2.2732, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 4.8211 [2020-11-08 19:58:55,896][root][INFO] - ===> Epoch[154](4000/26): Loss 0.2065, Sem 0.2942, dir -0.5442, norm 0.4566, swav 0.0000 LR: 6.315e-02 Score 90.263 Data time: 0.2472, Forward time: 2.2734, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.6418 [2020-11-08 19:58:56,558][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 19:58:56,749][root][INFO] - ===> Start testing [2020-11-08 20:00:23,138][root][INFO] - 101/312: Data time: 0.0107, Iter time: 0.3206 Loss 0.541 (AVG: 0.552) Score 82.853 (AVG: 85.898) mIOU 62.961 mAP 72.885 mAcc 74.977 IOU: 81.153 95.463 57.271 70.869 89.094 76.062 67.311 46.693 45.015 64.501 16.680 53.510 54.633 58.634 46.532 65.814 88.368 58.878 84.886 37.858 mAP: 82.758 95.488 63.262 79.815 89.572 87.489 69.741 63.525 58.610 68.481 39.339 52.001 55.854 80.034 59.497 88.397 92.408 83.138 94.993 53.306 mAcc: 93.941 97.512 77.318 73.394 94.125 93.952 81.960 53.639 55.692 85.007 19.134 59.684 76.365 79.204 53.560 87.998 96.311 83.808 91.029 45.897 [2020-11-08 20:01:40,622][root][INFO] - 201/312: Data time: 0.0058, Iter time: 0.2100 Loss 0.387 (AVG: 0.544) Score 88.694 (AVG: 85.816) mIOU 62.316 mAP 70.696 mAcc 72.665 IOU: 80.881 95.674 56.747 68.130 86.952 77.375 68.343 46.449 44.076 71.405 21.024 57.145 56.797 54.023 44.425 45.313 89.531 60.095 82.941 38.989 mAP: 81.672 95.558 60.494 66.920 87.747 82.843 69.436 63.162 61.095 68.825 37.190 53.202 57.784 73.601 55.038 83.868 94.837 83.388 80.759 56.502 mAcc: 93.511 97.544 79.009 71.080 93.169 90.935 81.231 55.252 54.331 86.827 25.270 64.690 73.021 67.649 52.219 56.328 96.551 78.051 87.894 48.747 [2020-11-08 20:03:03,852][root][INFO] - 301/312: Data time: 0.0089, Iter time: 0.5236 Loss 0.416 (AVG: 0.552) Score 89.579 (AVG: 85.782) mIOU 62.789 mAP 70.592 mAcc 73.081 IOU: 80.361 95.801 52.816 73.923 87.139 79.061 68.507 47.827 46.075 69.557 20.604 53.510 55.929 60.972 43.234 49.292 87.351 57.813 83.069 42.939 mAP: 81.198 95.721 60.292 70.808 87.108 83.437 67.479 63.688 60.045 70.297 38.617 52.225 57.976 73.007 50.561 87.128 93.129 80.802 82.271 56.050 mAcc: 93.611 97.583 77.495 77.949 93.333 91.273 80.209 57.217 55.321 86.483 24.677 60.390 73.383 74.673 50.566 61.253 94.642 71.989 88.834 50.740 [2020-11-08 20:03:12,688][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.3656 Loss 1.638 (AVG: 0.556) Score 66.527 (AVG: 85.750) mIOU 62.442 mAP 70.404 mAcc 72.786 IOU: 80.667 95.825 51.808 72.710 87.066 77.977 68.285 48.045 45.971 69.209 20.640 53.793 55.429 60.969 41.695 48.667 87.077 56.990 83.069 42.942 mAP: 81.525 95.815 60.169 70.216 87.194 82.169 67.458 63.961 59.586 70.816 39.005 52.957 58.058 73.509 47.896 85.553 93.243 80.241 82.271 56.433 mAcc: 93.738 97.606 77.620 76.679 93.261 91.080 80.007 57.405 55.156 86.559 24.709 60.369 72.849 74.698 48.474 60.277 94.686 71.050 88.834 50.660 [2020-11-08 20:03:12,689][root][INFO] - Finished test. Elapsed time: 255.9379 [2020-11-08 20:03:25,130][root][INFO] - [2020-11-08 20:03:25,142][root][INFO] - ################################################################ [2020-11-08 20:03:25,142][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 20:03:25,142][root][INFO] - ################################################################ [2020-11-08 20:03:25,142][root][INFO] - cabinet : 0.077 0.216 0.511 [2020-11-08 20:03:25,142][root][INFO] - bed : 0.323 0.680 0.789 [2020-11-08 20:03:25,142][root][INFO] - chair : 0.445 0.652 0.771 [2020-11-08 20:03:25,142][root][INFO] - sofa : 0.285 0.508 0.755 [2020-11-08 20:03:25,142][root][INFO] - table : 0.214 0.456 0.609 [2020-11-08 20:03:25,142][root][INFO] - door : 0.151 0.293 0.419 [2020-11-08 20:03:25,142][root][INFO] - window : 0.038 0.099 0.302 [2020-11-08 20:03:25,142][root][INFO] - bookshelf : 0.174 0.390 0.679 [2020-11-08 20:03:25,142][root][INFO] - picture : 0.032 0.076 0.198 [2020-11-08 20:03:25,142][root][INFO] - counter : 0.003 0.015 0.472 [2020-11-08 20:03:25,142][root][INFO] - desk : 0.012 0.052 0.414 [2020-11-08 20:03:25,142][root][INFO] - curtain : 0.145 0.294 0.453 [2020-11-08 20:03:25,142][root][INFO] - refrigerator : 0.124 0.275 0.379 [2020-11-08 20:03:25,143][root][INFO] - shower curtain : 0.281 0.516 0.550 [2020-11-08 20:03:25,143][root][INFO] - toilet : 0.804 0.977 0.977 [2020-11-08 20:03:25,143][root][INFO] - sink : 0.126 0.372 0.625 [2020-11-08 20:03:25,143][root][INFO] - bathtub : 0.583 0.789 0.851 [2020-11-08 20:03:25,143][root][INFO] - otherfurniture : 0.204 0.335 0.531 [2020-11-08 20:03:25,143][root][INFO] - ---------------------------------------------------------------- [2020-11-08 20:03:25,143][root][INFO] - average : 0.223 0.389 0.571 [2020-11-08 20:03:25,143][root][INFO] - [2020-11-08 20:03:25,355][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 20:03:26,022][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 20:03:26,185][root][INFO] - Current best mIoU: 62.442 at iter 4000 [2020-11-08 20:03:29,952][root][INFO] - ===> Epoch[154](4001/26): Loss 0.0991, Sem 0.2877, dir -0.6041, norm 0.4154, swav 0.0000 LR: 6.314e-02 Score 90.225 Data time: 0.1502, Forward time: 2.2732, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 3.7602 [2020-11-08 20:03:35,014][root][INFO] - ===> Epoch[154](4002/26): Loss 0.0957, Sem 0.2196, dir -0.5405, norm 0.4166, swav 0.0000 LR: 6.313e-02 Score 93.797 Data time: 0.2324, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 4.9539 [2020-11-08 20:03:41,213][root][INFO] - ===> Epoch[154](4003/26): Loss 0.0681, Sem 0.2531, dir -0.5792, norm 0.3942, swav 0.0000 LR: 6.312e-02 Score 92.013 Data time: 0.1986, Forward time: 2.2733, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 6.0582 [2020-11-08 20:03:46,658][root][INFO] - ===> Epoch[154](4004/26): Loss 0.0979, Sem 0.2738, dir -0.5747, norm 0.3988, swav 0.0000 LR: 6.311e-02 Score 91.442 Data time: 0.1961, Forward time: 2.2732, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 5.3143 [2020-11-08 20:03:53,217][root][INFO] - ===> Epoch[155](4005/26): Loss 0.1494, Sem 0.2747, dir -0.5379, norm 0.4126, swav 0.0000 LR: 6.310e-02 Score 90.948 Data time: 0.2670, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 6.4444 [2020-11-08 20:03:59,595][root][INFO] - ===> Epoch[155](4006/26): Loss 0.0497, Sem 0.2404, dir -0.6026, norm 0.4119, swav 0.0000 LR: 6.309e-02 Score 92.408 Data time: 0.1698, Forward time: 2.2733, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 6.2281 [2020-11-08 20:04:05,300][root][INFO] - ===> Epoch[155](4007/26): Loss 0.0933, Sem 0.2207, dir -0.5740, norm 0.4466, swav 0.0000 LR: 6.308e-02 Score 92.885 Data time: 0.1747, Forward time: 2.2731, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.5794 [2020-11-08 20:04:10,730][root][INFO] - ===> Epoch[155](4008/26): Loss 0.1098, Sem 0.2601, dir -0.5838, norm 0.4335, swav 0.0000 LR: 6.307e-02 Score 91.256 Data time: 0.2644, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.3510 [2020-11-08 20:04:17,189][root][INFO] - ===> Epoch[155](4009/26): Loss 0.2096, Sem 0.2710, dir -0.5437, norm 0.4823, swav 0.0000 LR: 6.306e-02 Score 91.447 Data time: 0.2007, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 6.3408 [2020-11-08 20:04:23,185][root][INFO] - ===> Epoch[155](4010/26): Loss 0.0339, Sem 0.2108, dir -0.5997, norm 0.4228, swav 0.0000 LR: 6.305e-02 Score 93.242 Data time: 0.2063, Forward time: 2.2732, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.8477 [2020-11-08 20:04:28,716][root][INFO] - ===> Epoch[155](4011/26): Loss 0.1024, Sem 0.2587, dir -0.5852, norm 0.4289, swav 0.0000 LR: 6.304e-02 Score 90.996 Data time: 0.2503, Forward time: 2.2733, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.4145 [2020-11-08 20:04:35,242][root][INFO] - ===> Epoch[155](4012/26): Loss 0.0854, Sem 0.2297, dir -0.5807, norm 0.4364, swav 0.0000 LR: 6.303e-02 Score 92.079 Data time: 0.1756, Forward time: 2.2731, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 6.3856 [2020-11-08 20:04:41,519][root][INFO] - ===> Epoch[155](4013/26): Loss 0.1298, Sem 0.2666, dir -0.5570, norm 0.4203, swav 0.0000 LR: 6.303e-02 Score 90.741 Data time: 0.3205, Forward time: 2.2733, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 6.1881 [2020-11-08 20:04:47,982][root][INFO] - ===> Epoch[155](4014/26): Loss 0.1049, Sem 0.2623, dir -0.5899, norm 0.4325, swav 0.0000 LR: 6.302e-02 Score 90.702 Data time: 0.1876, Forward time: 2.2733, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 6.3329 [2020-11-08 20:04:52,606][root][INFO] - ===> Epoch[155](4015/26): Loss 0.1178, Sem 0.2808, dir -0.5647, norm 0.4017, swav 0.0000 LR: 6.301e-02 Score 91.191 Data time: 0.2227, Forward time: 2.2733, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 4.5226 [2020-11-08 20:04:57,238][root][INFO] - ===> Epoch[155](4016/26): Loss 0.1276, Sem 0.3278, dir -0.6271, norm 0.4269, swav 0.0000 LR: 6.300e-02 Score 90.136 Data time: 0.1953, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 4.5143 [2020-11-08 20:05:02,731][root][INFO] - ===> Epoch[155](4017/26): Loss 0.0442, Sem 0.2414, dir -0.6009, norm 0.4037, swav 0.0000 LR: 6.299e-02 Score 92.360 Data time: 0.1764, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.3983 [2020-11-08 20:05:08,560][root][INFO] - ===> Epoch[155](4018/26): Loss 0.0517, Sem 0.2531, dir -0.6253, norm 0.4239, swav 0.0000 LR: 6.298e-02 Score 91.621 Data time: 0.1788, Forward time: 2.2731, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.7486 [2020-11-08 20:05:14,081][root][INFO] - ===> Epoch[155](4019/26): Loss 0.0336, Sem 0.2335, dir -0.5973, norm 0.3975, swav 0.0000 LR: 6.297e-02 Score 91.945 Data time: 0.2105, Forward time: 2.2731, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.4374 [2020-11-08 20:05:19,498][root][INFO] - ===> Epoch[155](4020/26): Loss 0.1789, Sem 0.3071, dir -0.5513, norm 0.4231, swav 0.0000 LR: 6.296e-02 Score 90.619 Data time: 0.2307, Forward time: 2.2732, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 5.3116 [2020-11-08 20:05:24,672][root][INFO] - ===> Epoch[155](4021/26): Loss 0.1296, Sem 0.2561, dir -0.5904, norm 0.4639, swav 0.0000 LR: 6.295e-02 Score 91.459 Data time: 0.2198, Forward time: 2.2732, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 5.0238 [2020-11-08 20:05:31,834][root][INFO] - ===> Epoch[155](4022/26): Loss 0.1638, Sem 0.3263, dir -0.5833, norm 0.4208, swav 0.0000 LR: 6.294e-02 Score 89.624 Data time: 0.2239, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 7.0355 [2020-11-08 20:05:37,564][root][INFO] - ===> Epoch[155](4023/26): Loss 0.1333, Sem 0.2313, dir -0.5815, norm 0.4836, swav 0.0000 LR: 6.293e-02 Score 92.931 Data time: 0.2722, Forward time: 2.2734, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 5.6182 [2020-11-08 20:05:43,490][root][INFO] - ===> Epoch[155](4024/26): Loss 0.0084, Sem 0.2125, dir -0.5866, norm 0.3825, swav 0.0000 LR: 6.292e-02 Score 93.247 Data time: 0.2250, Forward time: 2.2735, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 5.7823 [2020-11-08 20:05:49,079][root][INFO] - ===> Epoch[155](4025/26): Loss 0.1372, Sem 0.2476, dir -0.5560, norm 0.4455, swav 0.0000 LR: 6.291e-02 Score 91.499 Data time: 0.2544, Forward time: 2.2736, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 5.4571 [2020-11-08 20:05:54,514][root][INFO] - ===> Epoch[155](4026/26): Loss 0.2041, Sem 0.2724, dir -0.5280, norm 0.4597, swav 0.0000 LR: 6.290e-02 Score 91.208 Data time: 0.2020, Forward time: 2.2735, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 5.3077 [2020-11-08 20:05:59,793][root][INFO] - ===> Epoch[155](4027/26): Loss 0.0957, Sem 0.2436, dir -0.5759, norm 0.4280, swav 0.0000 LR: 6.289e-02 Score 92.079 Data time: 0.1999, Forward time: 2.2735, Backward time: 3.0859, DDP time: 0.0044, Total iter time: 5.1804 [2020-11-08 20:06:05,464][root][INFO] - ===> Epoch[155](4028/26): Loss 0.0266, Sem 0.2265, dir -0.6121, norm 0.4121, swav 0.0000 LR: 6.288e-02 Score 92.861 Data time: 0.1388, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 5.5520 [2020-11-08 20:06:11,461][root][INFO] - ===> Epoch[155](4029/26): Loss 0.1805, Sem 0.3153, dir -0.5567, norm 0.4219, swav 0.0000 LR: 6.287e-02 Score 89.917 Data time: 0.2035, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 5.9275 [2020-11-08 20:06:18,151][root][INFO] - ===> Epoch[155](4030/26): Loss 0.0473, Sem 0.2362, dir -0.5720, norm 0.3831, swav 0.0000 LR: 6.286e-02 Score 91.948 Data time: 0.2092, Forward time: 2.2733, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 6.5716 [2020-11-08 20:06:23,098][root][INFO] - ===> Epoch[156](4031/26): Loss 0.1697, Sem 0.2780, dir -0.5451, norm 0.4368, swav 0.0000 LR: 6.285e-02 Score 91.275 Data time: 0.1976, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.8440 [2020-11-08 20:06:28,928][root][INFO] - ===> Epoch[156](4032/26): Loss 0.2040, Sem 0.2566, dir -0.5396, norm 0.4870, swav 0.0000 LR: 6.285e-02 Score 91.555 Data time: 0.2112, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.7317 [2020-11-08 20:06:34,097][root][INFO] - ===> Epoch[156](4033/26): Loss 0.0561, Sem 0.2109, dir -0.5563, norm 0.4015, swav 0.0000 LR: 6.284e-02 Score 93.242 Data time: 0.2427, Forward time: 2.2733, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 5.0298 [2020-11-08 20:06:39,559][root][INFO] - ===> Epoch[156](4034/26): Loss 0.0739, Sem 0.2228, dir -0.5536, norm 0.4046, swav 0.0000 LR: 6.283e-02 Score 92.427 Data time: 0.1710, Forward time: 2.2732, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 5.3416 [2020-11-08 20:06:45,706][root][INFO] - ===> Epoch[156](4035/26): Loss 0.1187, Sem 0.2566, dir -0.5543, norm 0.4164, swav 0.0000 LR: 6.282e-02 Score 91.574 Data time: 0.1849, Forward time: 2.2731, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 6.0499 [2020-11-08 20:06:52,036][root][INFO] - ===> Epoch[156](4036/26): Loss 0.1252, Sem 0.2740, dir -0.5835, norm 0.4346, swav 0.0000 LR: 6.281e-02 Score 91.524 Data time: 0.2870, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 6.2323 [2020-11-08 20:06:57,794][root][INFO] - ===> Epoch[156](4037/26): Loss 0.0610, Sem 0.2560, dir -0.6055, norm 0.4105, swav 0.0000 LR: 6.280e-02 Score 91.905 Data time: 0.2596, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 5.5964 [2020-11-08 20:07:05,112][root][INFO] - ===> Epoch[156](4038/26): Loss 0.0889, Sem 0.2663, dir -0.5866, norm 0.4092, swav 0.0000 LR: 6.279e-02 Score 92.383 Data time: 0.2383, Forward time: 2.2734, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 7.1843 [2020-11-08 20:07:09,975][root][INFO] - ===> Epoch[156](4039/26): Loss 0.1376, Sem 0.2771, dir -0.5705, norm 0.4310, swav 0.0000 LR: 6.278e-02 Score 91.297 Data time: 0.2085, Forward time: 2.2734, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 4.7481 [2020-11-08 20:07:14,881][root][INFO] - ===> Epoch[156](4040/26): Loss 0.1018, Sem 0.2769, dir -0.5955, norm 0.4204, swav 0.0000 LR: 6.277e-02 Score 90.962 Data time: 0.1830, Forward time: 2.2733, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 4.8143 [2020-11-08 20:07:21,153][root][INFO] - ===> Epoch[156](4041/26): Loss 0.1964, Sem 0.3237, dir -0.5588, norm 0.4315, swav 0.0000 LR: 6.276e-02 Score 89.396 Data time: 0.1903, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 6.1744 [2020-11-08 20:07:27,017][root][INFO] - ===> Epoch[156](4042/26): Loss 0.1267, Sem 0.2464, dir -0.5530, norm 0.4333, swav 0.0000 LR: 6.275e-02 Score 92.076 Data time: 0.1883, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.7636 [2020-11-08 20:07:32,344][root][INFO] - ===> Epoch[156](4043/26): Loss 0.0752, Sem 0.2554, dir -0.6133, norm 0.4330, swav 0.0000 LR: 6.274e-02 Score 92.287 Data time: 0.2578, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0044, Total iter time: 5.2020 [2020-11-08 20:07:37,555][root][INFO] - ===> Epoch[156](4044/26): Loss 0.1089, Sem 0.2399, dir -0.5591, norm 0.4281, swav 0.0000 LR: 6.273e-02 Score 92.465 Data time: 0.2464, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 5.0909 [2020-11-08 20:07:42,758][root][INFO] - ===> Epoch[156](4045/26): Loss 0.1611, Sem 0.3414, dir -0.6055, norm 0.4252, swav 0.0000 LR: 6.272e-02 Score 90.130 Data time: 0.1870, Forward time: 2.2733, Backward time: 3.0859, DDP time: 0.0044, Total iter time: 5.0881 [2020-11-08 20:07:48,328][root][INFO] - ===> Epoch[156](4046/26): Loss 0.0397, Sem 0.2312, dir -0.6232, norm 0.4317, swav 0.0000 LR: 6.271e-02 Score 92.091 Data time: 0.2690, Forward time: 2.2735, Backward time: 3.0857, DDP time: 0.0044, Total iter time: 5.4968 [2020-11-08 20:07:54,174][root][INFO] - ===> Epoch[156](4047/26): Loss 0.1294, Sem 0.2457, dir -0.5785, norm 0.4623, swav 0.0000 LR: 6.270e-02 Score 91.986 Data time: 0.2757, Forward time: 2.2736, Backward time: 3.0856, DDP time: 0.0044, Total iter time: 5.7294 [2020-11-08 20:08:00,339][root][INFO] - ===> Epoch[156](4048/26): Loss 0.1793, Sem 0.2936, dir -0.5687, norm 0.4543, swav 0.0000 LR: 6.269e-02 Score 90.880 Data time: 0.2155, Forward time: 2.2737, Backward time: 3.0856, DDP time: 0.0044, Total iter time: 6.0300 [2020-11-08 20:08:05,940][root][INFO] - ===> Epoch[156](4049/26): Loss 0.0979, Sem 0.3088, dir -0.5945, norm 0.3835, swav 0.0000 LR: 6.268e-02 Score 90.390 Data time: 0.1415, Forward time: 2.2735, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 5.4657 [2020-11-08 20:08:13,027][root][INFO] - ===> Epoch[156](4050/26): Loss 0.1173, Sem 0.2863, dir -0.5925, norm 0.4236, swav 0.0000 LR: 6.267e-02 Score 90.693 Data time: 0.2457, Forward time: 2.2736, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 7.0229 [2020-11-08 20:08:20,898][root][INFO] - ===> Epoch[156](4051/26): Loss 0.1129, Sem 0.2536, dir -0.5346, norm 0.3939, swav 0.0000 LR: 6.267e-02 Score 90.680 Data time: 0.2534, Forward time: 2.2737, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 7.7327 [2020-11-08 20:08:26,951][root][INFO] - ===> Epoch[156](4052/26): Loss 0.1345, Sem 0.2613, dir -0.5729, norm 0.4461, swav 0.0000 LR: 6.266e-02 Score 92.237 Data time: 0.2637, Forward time: 2.2738, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.9565 [2020-11-08 20:08:33,323][root][INFO] - ===> Epoch[156](4053/26): Loss 0.1675, Sem 0.2594, dir -0.5247, norm 0.4327, swav 0.0000 LR: 6.265e-02 Score 91.977 Data time: 0.2132, Forward time: 2.2738, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 6.2337 [2020-11-08 20:08:39,455][root][INFO] - ===> Epoch[156](4054/26): Loss 0.1743, Sem 0.3083, dir -0.5363, norm 0.4023, swav 0.0000 LR: 6.264e-02 Score 90.378 Data time: 0.2698, Forward time: 2.2740, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.0147 [2020-11-08 20:08:46,164][root][INFO] - ===> Epoch[156](4055/26): Loss 0.1491, Sem 0.2397, dir -0.5361, norm 0.4455, swav 0.0000 LR: 6.263e-02 Score 92.409 Data time: 0.3141, Forward time: 2.2742, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.5951 [2020-11-08 20:08:51,698][root][INFO] - ===> Epoch[156](4056/26): Loss 0.1394, Sem 0.3024, dir -0.5917, norm 0.4287, swav 0.0000 LR: 6.262e-02 Score 90.195 Data time: 0.2471, Forward time: 2.2743, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.3821 [2020-11-08 20:08:58,456][root][INFO] - ===> Epoch[157](4057/26): Loss 0.0343, Sem 0.2095, dir -0.5628, norm 0.3876, swav 0.0000 LR: 6.261e-02 Score 93.107 Data time: 0.1737, Forward time: 2.2743, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 6.6449 [2020-11-08 20:09:03,511][root][INFO] - ===> Epoch[157](4058/26): Loss 0.1256, Sem 0.2645, dir -0.5720, norm 0.4332, swav 0.0000 LR: 6.260e-02 Score 90.985 Data time: 0.1603, Forward time: 2.2741, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 4.9561 [2020-11-08 20:09:10,044][root][INFO] - ===> Epoch[157](4059/26): Loss 0.0635, Sem 0.2513, dir -0.5984, norm 0.4107, swav 0.0000 LR: 6.259e-02 Score 91.905 Data time: 0.1949, Forward time: 2.2741, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 6.4584 [2020-11-08 20:09:14,733][root][INFO] - ===> Epoch[157](4060/26): Loss 0.0772, Sem 0.2868, dir -0.6183, norm 0.4087, swav 0.0000 LR: 6.258e-02 Score 90.911 Data time: 0.1872, Forward time: 2.2740, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 4.5832 [2020-11-08 20:09:22,007][root][INFO] - ===> Epoch[157](4061/26): Loss 0.0080, Sem 0.2017, dir -0.5711, norm 0.3774, swav 0.0000 LR: 6.257e-02 Score 92.935 Data time: 0.1822, Forward time: 2.2740, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 7.1823 [2020-11-08 20:09:27,339][root][INFO] - ===> Epoch[157](4062/26): Loss 0.1010, Sem 0.2578, dir -0.6130, norm 0.4562, swav 0.0000 LR: 6.256e-02 Score 91.144 Data time: 0.1946, Forward time: 2.2739, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.2295 [2020-11-08 20:09:32,732][root][INFO] - ===> Epoch[157](4063/26): Loss 0.0877, Sem 0.2511, dir -0.5881, norm 0.4246, swav 0.0000 LR: 6.255e-02 Score 92.626 Data time: 0.1821, Forward time: 2.2739, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.2852 [2020-11-08 20:09:37,641][root][INFO] - ===> Epoch[157](4064/26): Loss 0.0518, Sem 0.2434, dir -0.6221, norm 0.4305, swav 0.0000 LR: 6.254e-02 Score 92.170 Data time: 0.2351, Forward time: 2.2739, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 4.7986 [2020-11-08 20:09:44,164][root][INFO] - ===> Epoch[157](4065/26): Loss 0.1587, Sem 0.2637, dir -0.5772, norm 0.4722, swav 0.0000 LR: 6.253e-02 Score 91.865 Data time: 0.2791, Forward time: 2.2741, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.4008 [2020-11-08 20:09:49,345][root][INFO] - ===> Epoch[157](4066/26): Loss 0.0404, Sem 0.2320, dir -0.6088, norm 0.4172, swav 0.0000 LR: 6.252e-02 Score 92.287 Data time: 0.1591, Forward time: 2.2740, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.0289 [2020-11-08 20:09:56,112][root][INFO] - ===> Epoch[157](4067/26): Loss 0.0584, Sem 0.2598, dir -0.6208, norm 0.4193, swav 0.0000 LR: 6.251e-02 Score 91.911 Data time: 0.1791, Forward time: 2.2739, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 6.6642 [2020-11-08 20:10:00,569][root][INFO] - ===> Epoch[157](4068/26): Loss 0.1471, Sem 0.2833, dir -0.5765, norm 0.4403, swav 0.0000 LR: 6.250e-02 Score 90.535 Data time: 0.1768, Forward time: 2.2738, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 4.3533 [2020-11-08 20:10:05,765][root][INFO] - ===> Epoch[157](4069/26): Loss 0.0770, Sem 0.2492, dir -0.6024, norm 0.4302, swav 0.0000 LR: 6.249e-02 Score 92.259 Data time: 0.1959, Forward time: 2.2737, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.0818 [2020-11-08 20:10:11,457][root][INFO] - ===> Epoch[157](4070/26): Loss 0.1593, Sem 0.3013, dir -0.5753, norm 0.4334, swav 0.0000 LR: 6.249e-02 Score 91.652 Data time: 0.2262, Forward time: 2.2737, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.5733 [2020-11-08 20:10:17,015][root][INFO] - ===> Epoch[157](4071/26): Loss 0.0911, Sem 0.2577, dir -0.5949, norm 0.4283, swav 0.0000 LR: 6.248e-02 Score 91.326 Data time: 0.2349, Forward time: 2.2737, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.4265 [2020-11-08 20:10:22,862][root][INFO] - ===> Epoch[157](4072/26): Loss 0.0267, Sem 0.2272, dir -0.6363, norm 0.4358, swav 0.0000 LR: 6.247e-02 Score 92.253 Data time: 0.3026, Forward time: 2.2739, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.7383 [2020-11-08 20:10:29,196][root][INFO] - ===> Epoch[157](4073/26): Loss 0.0902, Sem 0.2229, dir -0.5407, norm 0.4080, swav 0.0000 LR: 6.246e-02 Score 93.095 Data time: 0.2192, Forward time: 2.2739, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 6.2264 [2020-11-08 20:10:33,970][root][INFO] - ===> Epoch[157](4074/26): Loss 0.0819, Sem 0.2589, dir -0.6226, norm 0.4456, swav 0.0000 LR: 6.245e-02 Score 91.822 Data time: 0.2112, Forward time: 2.2739, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 4.6484 [2020-11-08 20:10:40,284][root][INFO] - ===> Epoch[157](4075/26): Loss 0.1067, Sem 0.2489, dir -0.5385, norm 0.3963, swav 0.0000 LR: 6.244e-02 Score 92.679 Data time: 0.3044, Forward time: 2.2741, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 6.1772 [2020-11-08 20:10:46,223][root][INFO] - ===> Epoch[157](4076/26): Loss 0.0807, Sem 0.2423, dir -0.5774, norm 0.4158, swav 0.0000 LR: 6.243e-02 Score 91.946 Data time: 0.2472, Forward time: 2.2743, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.8118 [2020-11-08 20:10:52,060][root][INFO] - ===> Epoch[157](4077/26): Loss 0.1751, Sem 0.3081, dir -0.5725, norm 0.4395, swav 0.0000 LR: 6.242e-02 Score 90.701 Data time: 0.1561, Forward time: 2.2742, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.7291 [2020-11-08 20:10:57,327][root][INFO] - ===> Epoch[157](4078/26): Loss 0.0722, Sem 0.2141, dir -0.5736, norm 0.4317, swav 0.0000 LR: 6.241e-02 Score 93.043 Data time: 0.2139, Forward time: 2.2742, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.1503 [2020-11-08 20:11:03,932][root][INFO] - ===> Epoch[157](4079/26): Loss 0.0913, Sem 0.2387, dir -0.5704, norm 0.4230, swav 0.0000 LR: 6.240e-02 Score 91.837 Data time: 0.2622, Forward time: 2.2743, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 6.4736 [2020-11-08 20:11:10,656][root][INFO] - ===> Epoch[157](4080/26): Loss 0.1202, Sem 0.3127, dir -0.6184, norm 0.4259, swav 0.0000 LR: 6.239e-02 Score 89.861 Data time: 0.2068, Forward time: 2.2743, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.5807 [2020-11-08 20:11:16,673][root][INFO] - ===> Epoch[157](4081/26): Loss 0.2037, Sem 0.2693, dir -0.5449, norm 0.4793, swav 0.0000 LR: 6.238e-02 Score 91.580 Data time: 0.1967, Forward time: 2.2743, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.8685 [2020-11-08 20:11:23,633][root][INFO] - ===> Epoch[157](4082/26): Loss 0.1311, Sem 0.2776, dir -0.5679, norm 0.4214, swav 0.0000 LR: 6.237e-02 Score 91.036 Data time: 0.1164, Forward time: 2.2741, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 6.8358 [2020-11-08 20:11:29,433][root][INFO] - ===> Epoch[158](4083/26): Loss 0.1044, Sem 0.2540, dir -0.5601, norm 0.4104, swav 0.0000 LR: 6.236e-02 Score 91.604 Data time: 0.1746, Forward time: 2.2739, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.7327 [2020-11-08 20:11:34,891][root][INFO] - ===> Epoch[158](4084/26): Loss 0.2134, Sem 0.2880, dir -0.4795, norm 0.4049, swav 0.0000 LR: 6.235e-02 Score 90.066 Data time: 0.2340, Forward time: 2.2740, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.3838 [2020-11-08 20:11:39,689][root][INFO] - ===> Epoch[158](4085/26): Loss 0.0679, Sem 0.2393, dir -0.5943, norm 0.4229, swav 0.0000 LR: 6.234e-02 Score 92.478 Data time: 0.1817, Forward time: 2.2739, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 4.6610 [2020-11-08 20:11:45,129][root][INFO] - ===> Epoch[158](4086/26): Loss 0.1187, Sem 0.2538, dir -0.5788, norm 0.4437, swav 0.0000 LR: 6.233e-02 Score 91.234 Data time: 0.2594, Forward time: 2.2740, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.3432 [2020-11-08 20:11:50,634][root][INFO] - ===> Epoch[158](4087/26): Loss 0.0578, Sem 0.2997, dir -0.6631, norm 0.4212, swav 0.0000 LR: 6.232e-02 Score 91.067 Data time: 0.2082, Forward time: 2.2740, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.3897 [2020-11-08 20:11:56,604][root][INFO] - ===> Epoch[158](4088/26): Loss 0.1317, Sem 0.2618, dir -0.5740, norm 0.4439, swav 0.0000 LR: 6.231e-02 Score 92.291 Data time: 0.2780, Forward time: 2.2742, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.8653 [2020-11-08 20:12:03,061][root][INFO] - ===> Epoch[158](4089/26): Loss 0.1068, Sem 0.2305, dir -0.5514, norm 0.4277, swav 0.0000 LR: 6.230e-02 Score 92.157 Data time: 0.2269, Forward time: 2.2743, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.3303 [2020-11-08 20:12:09,246][root][INFO] - ===> Epoch[158](4090/26): Loss 0.2250, Sem 0.3028, dir -0.5654, norm 0.4875, swav 0.0000 LR: 6.230e-02 Score 90.333 Data time: 0.1659, Forward time: 2.2742, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 6.0417 [2020-11-08 20:12:16,459][root][INFO] - ===> Epoch[158](4091/26): Loss 0.0818, Sem 0.2272, dir -0.5546, norm 0.4092, swav 0.0000 LR: 6.229e-02 Score 92.506 Data time: 0.1449, Forward time: 2.2741, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 7.1178 [2020-11-08 20:12:22,621][root][INFO] - ===> Epoch[158](4092/26): Loss 0.0887, Sem 0.2430, dir -0.5805, norm 0.4261, swav 0.0000 LR: 6.228e-02 Score 92.135 Data time: 0.1643, Forward time: 2.2739, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 6.1042 [2020-11-08 20:12:28,042][root][INFO] - ===> Epoch[158](4093/26): Loss 0.0841, Sem 0.2362, dir -0.5766, norm 0.4245, swav 0.0000 LR: 6.227e-02 Score 92.149 Data time: 0.2496, Forward time: 2.2740, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.3308 [2020-11-08 20:12:33,951][root][INFO] - ===> Epoch[158](4094/26): Loss 0.1693, Sem 0.3020, dir -0.5705, norm 0.4378, swav 0.0000 LR: 6.226e-02 Score 90.685 Data time: 0.2232, Forward time: 2.2741, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.7795 [2020-11-08 20:12:40,434][root][INFO] - ===> Epoch[158](4095/26): Loss 0.0696, Sem 0.2588, dir -0.6118, norm 0.4226, swav 0.0000 LR: 6.225e-02 Score 92.457 Data time: 0.2259, Forward time: 2.2741, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 6.3612 [2020-11-08 20:12:46,378][root][INFO] - ===> Epoch[158](4096/26): Loss 0.0655, Sem 0.2423, dir -0.5777, norm 0.4009, swav 0.0000 LR: 6.224e-02 Score 92.199 Data time: 0.2386, Forward time: 2.2742, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.8396 [2020-11-08 20:12:51,937][root][INFO] - ===> Epoch[158](4097/26): Loss 0.1958, Sem 0.3103, dir -0.5716, norm 0.4572, swav 0.0000 LR: 6.223e-02 Score 89.365 Data time: 0.2128, Forward time: 2.2742, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.4431 [2020-11-08 20:12:56,658][root][INFO] - ===> Epoch[158](4098/26): Loss 0.1062, Sem 0.2584, dir -0.5767, norm 0.4246, swav 0.0000 LR: 6.222e-02 Score 92.805 Data time: 0.1932, Forward time: 2.2742, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 4.6119 [2020-11-08 20:13:02,716][root][INFO] - ===> Epoch[158](4099/26): Loss 0.2142, Sem 0.3058, dir -0.5583, norm 0.4668, swav 0.0000 LR: 6.221e-02 Score 90.252 Data time: 0.2226, Forward time: 2.2742, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.9584 [2020-11-08 20:13:11,101][root][INFO] - ===> Epoch[158](4100/26): Loss 0.1602, Sem 0.2905, dir -0.5621, norm 0.4318, swav 0.0000 LR: 6.220e-02 Score 90.861 Data time: 0.2409, Forward time: 2.2743, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 8.2584 [2020-11-08 20:13:16,788][root][INFO] - ===> Epoch[158](4101/26): Loss 0.0897, Sem 0.2835, dir -0.6219, norm 0.4281, swav 0.0000 LR: 6.219e-02 Score 90.968 Data time: 0.2695, Forward time: 2.2745, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.5561 [2020-11-08 20:13:22,462][root][INFO] - ===> Epoch[158](4102/26): Loss 0.0761, Sem 0.2254, dir -0.5766, norm 0.4273, swav 0.0000 LR: 6.218e-02 Score 92.619 Data time: 0.2085, Forward time: 2.2745, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.5505 [2020-11-08 20:13:28,607][root][INFO] - ===> Epoch[158](4103/26): Loss 0.1474, Sem 0.2662, dir -0.5363, norm 0.4174, swav 0.0000 LR: 6.217e-02 Score 91.508 Data time: 0.2070, Forward time: 2.2745, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 6.0245 [2020-11-08 20:13:34,065][root][INFO] - ===> Epoch[158](4104/26): Loss 0.0957, Sem 0.2512, dir -0.5625, norm 0.4069, swav 0.0000 LR: 6.216e-02 Score 91.534 Data time: 0.2228, Forward time: 2.2745, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.3694 [2020-11-08 20:13:39,382][root][INFO] - ===> Epoch[158](4105/26): Loss 0.1334, Sem 0.2628, dir -0.5523, norm 0.4228, swav 0.0000 LR: 6.215e-02 Score 91.480 Data time: 0.1901, Forward time: 2.2745, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.1923 [2020-11-08 20:13:45,325][root][INFO] - ===> Epoch[158](4106/26): Loss 0.1173, Sem 0.2604, dir -0.5990, norm 0.4559, swav 0.0000 LR: 6.214e-02 Score 91.782 Data time: 0.2012, Forward time: 2.2745, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.8257 [2020-11-08 20:13:50,761][root][INFO] - ===> Epoch[158](4107/26): Loss 0.1244, Sem 0.3106, dir -0.5950, norm 0.4088, swav 0.0000 LR: 6.213e-02 Score 90.566 Data time: 0.1641, Forward time: 2.2743, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.3399 [2020-11-08 20:13:57,492][root][INFO] - ===> Epoch[158](4108/26): Loss 0.1488, Sem 0.2930, dir -0.5806, norm 0.4364, swav 0.0000 LR: 6.212e-02 Score 91.328 Data time: 0.2356, Forward time: 2.2744, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 6.6625 [2020-11-08 20:14:02,775][root][INFO] - ===> Epoch[159](4109/26): Loss 0.1554, Sem 0.2678, dir -0.5384, norm 0.4260, swav 0.0000 LR: 6.212e-02 Score 91.777 Data time: 0.2258, Forward time: 2.2745, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.1601 [2020-11-08 20:14:08,071][root][INFO] - ===> Epoch[159](4110/26): Loss 0.0812, Sem 0.2250, dir -0.5504, norm 0.4066, swav 0.0000 LR: 6.211e-02 Score 92.716 Data time: 0.2296, Forward time: 2.2746, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.1888 [2020-11-08 20:14:13,673][root][INFO] - ===> Epoch[159](4111/26): Loss 0.0007, Sem 0.2088, dir -0.6078, norm 0.3997, swav 0.0000 LR: 6.210e-02 Score 93.230 Data time: 0.1348, Forward time: 2.2744, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.4879 [2020-11-08 20:14:19,036][root][INFO] - ===> Epoch[159](4112/26): Loss 0.1558, Sem 0.2837, dir -0.5877, norm 0.4598, swav 0.0000 LR: 6.209e-02 Score 90.974 Data time: 0.2166, Forward time: 2.2744, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.2943 [2020-11-08 20:14:23,725][root][INFO] - ===> Epoch[159](4113/26): Loss 0.0942, Sem 0.2198, dir -0.5662, norm 0.4405, swav 0.0000 LR: 6.208e-02 Score 93.246 Data time: 0.2170, Forward time: 2.2744, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 4.5616 [2020-11-08 20:14:29,602][root][INFO] - ===> Epoch[159](4114/26): Loss 0.1121, Sem 0.2539, dir -0.5754, norm 0.4336, swav 0.0000 LR: 6.207e-02 Score 91.754 Data time: 0.1742, Forward time: 2.2743, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.7600 [2020-11-08 20:14:35,642][root][INFO] - ===> Epoch[159](4115/26): Loss 0.2151, Sem 0.3087, dir -0.5662, norm 0.4726, swav 0.0000 LR: 6.206e-02 Score 90.393 Data time: 0.2315, Forward time: 2.2743, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.9051 [2020-11-08 20:14:40,737][root][INFO] - ===> Epoch[159](4116/26): Loss 0.0213, Sem 0.2439, dir -0.6289, norm 0.4063, swav 0.0000 LR: 6.205e-02 Score 91.269 Data time: 0.2052, Forward time: 2.2743, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 4.9697 [2020-11-08 20:14:46,396][root][INFO] - ===> Epoch[159](4117/26): Loss 0.0270, Sem 0.2457, dir -0.6223, norm 0.4036, swav 0.0000 LR: 6.204e-02 Score 91.093 Data time: 0.1499, Forward time: 2.2742, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.5585 [2020-11-08 20:14:52,409][root][INFO] - ===> Epoch[159](4118/26): Loss 0.0913, Sem 0.2237, dir -0.5901, norm 0.4578, swav 0.0000 LR: 6.203e-02 Score 93.142 Data time: 0.2322, Forward time: 2.2742, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.9222 [2020-11-08 20:14:57,007][root][INFO] - ===> Epoch[159](4119/26): Loss 0.1436, Sem 0.2499, dir -0.5347, norm 0.4285, swav 0.0000 LR: 6.202e-02 Score 91.770 Data time: 0.2068, Forward time: 2.2742, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 4.4649 [2020-11-08 20:15:03,348][root][INFO] - ===> Epoch[159](4120/26): Loss 0.1374, Sem 0.2896, dir -0.5755, norm 0.4234, swav 0.0000 LR: 6.201e-02 Score 90.728 Data time: 0.2568, Forward time: 2.2742, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 6.2189 [2020-11-08 20:15:09,503][root][INFO] - ===> Epoch[159](4121/26): Loss 0.1586, Sem 0.3113, dir -0.6256, norm 0.4729, swav 0.0000 LR: 6.200e-02 Score 91.016 Data time: 0.2543, Forward time: 2.2743, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.9995 [2020-11-08 20:15:14,932][root][INFO] - ===> Epoch[159](4122/26): Loss 0.1272, Sem 0.2668, dir -0.5693, norm 0.4296, swav 0.0000 LR: 6.199e-02 Score 91.315 Data time: 0.2475, Forward time: 2.2744, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.2859 [2020-11-08 20:15:20,962][root][INFO] - ===> Epoch[159](4123/26): Loss 0.2308, Sem 0.3406, dir -0.5643, norm 0.4545, swav 0.0000 LR: 6.198e-02 Score 89.477 Data time: 0.2375, Forward time: 2.2745, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.8895 [2020-11-08 20:15:28,230][root][INFO] - ===> Epoch[159](4124/26): Loss 0.2384, Sem 0.3856, dir -0.5759, norm 0.4286, swav 0.0000 LR: 6.197e-02 Score 88.073 Data time: 0.1594, Forward time: 2.2744, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 7.1311 [2020-11-08 20:15:33,914][root][INFO] - ===> Epoch[159](4125/26): Loss 0.1888, Sem 0.2937, dir -0.5516, norm 0.4467, swav 0.0000 LR: 6.196e-02 Score 90.120 Data time: 0.2400, Forward time: 2.2745, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.5868 [2020-11-08 20:15:39,507][root][INFO] - ===> Epoch[159](4126/26): Loss 0.1569, Sem 0.2711, dir -0.5348, norm 0.4206, swav 0.0000 LR: 6.195e-02 Score 90.692 Data time: 0.2548, Forward time: 2.2746, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.4845 [2020-11-08 20:15:45,508][root][INFO] - ===> Epoch[159](4127/26): Loss 0.0566, Sem 0.2420, dir -0.5982, norm 0.4128, swav 0.0000 LR: 6.194e-02 Score 92.398 Data time: 0.2535, Forward time: 2.2747, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.8822 [2020-11-08 20:15:51,048][root][INFO] - ===> Epoch[159](4128/26): Loss 0.0948, Sem 0.2760, dir -0.5758, norm 0.3946, swav 0.0000 LR: 6.193e-02 Score 90.279 Data time: 0.2309, Forward time: 2.2748, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.4141 [2020-11-08 20:15:57,486][root][INFO] - ===> Epoch[159](4129/26): Loss 0.0492, Sem 0.2142, dir -0.5863, norm 0.4212, swav 0.0000 LR: 6.193e-02 Score 93.359 Data time: 0.2211, Forward time: 2.2748, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 6.3303 [2020-11-08 20:16:03,732][root][INFO] - ===> Epoch[159](4130/26): Loss 0.0572, Sem 0.2577, dir -0.5994, norm 0.3990, swav 0.0000 LR: 6.192e-02 Score 91.933 Data time: 0.1481, Forward time: 2.2747, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 6.1223 [2020-11-08 20:16:08,976][root][INFO] - ===> Epoch[159](4131/26): Loss 0.1598, Sem 0.2621, dir -0.5270, norm 0.4247, swav 0.0000 LR: 6.191e-02 Score 92.382 Data time: 0.2238, Forward time: 2.2746, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.1658 [2020-11-08 20:16:14,064][root][INFO] - ===> Epoch[159](4132/26): Loss 0.1867, Sem 0.3083, dir -0.6019, norm 0.4804, swav 0.0000 LR: 6.190e-02 Score 90.101 Data time: 0.2165, Forward time: 2.2746, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 4.9656 [2020-11-08 20:16:18,982][root][INFO] - ===> Epoch[159](4133/26): Loss 0.0973, Sem 0.2740, dir -0.6063, norm 0.4297, swav 0.0000 LR: 6.189e-02 Score 91.451 Data time: 0.2231, Forward time: 2.2747, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 4.7889 [2020-11-08 20:16:24,584][root][INFO] - ===> Epoch[159](4134/26): Loss 0.0190, Sem 0.2071, dir -0.5637, norm 0.3756, swav 0.0000 LR: 6.188e-02 Score 93.092 Data time: 0.2039, Forward time: 2.2747, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 5.4938 [2020-11-08 20:16:30,686][root][INFO] - ===> Epoch[160](4135/26): Loss 0.1571, Sem 0.2711, dir -0.5776, norm 0.4636, swav 0.0000 LR: 6.187e-02 Score 91.135 Data time: 0.3047, Forward time: 2.2749, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.9905 [2020-11-08 20:16:36,603][root][INFO] - ===> Epoch[160](4136/26): Loss 0.1293, Sem 0.3055, dir -0.5996, norm 0.4234, swav 0.0000 LR: 6.186e-02 Score 90.085 Data time: 0.2047, Forward time: 2.2749, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.7873 [2020-11-08 20:16:41,574][root][INFO] - ===> Epoch[160](4137/26): Loss 0.0801, Sem 0.2680, dir -0.6256, norm 0.4378, swav 0.0000 LR: 6.185e-02 Score 91.594 Data time: 0.1822, Forward time: 2.2747, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 4.8600 [2020-11-08 20:16:47,876][root][INFO] - ===> Epoch[160](4138/26): Loss 0.1257, Sem 0.2827, dir -0.5530, norm 0.3960, swav 0.0000 LR: 6.184e-02 Score 90.703 Data time: 0.3084, Forward time: 2.2749, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.2447 [2020-11-08 20:16:53,595][root][INFO] - ===> Epoch[160](4139/26): Loss 0.0796, Sem 0.2620, dir -0.5750, norm 0.3926, swav 0.0000 LR: 6.183e-02 Score 91.910 Data time: 0.2034, Forward time: 2.2749, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.5790 [2020-11-08 20:17:00,160][root][INFO] - ===> Epoch[160](4140/26): Loss 0.1955, Sem 0.2784, dir -0.5343, norm 0.4515, swav 0.0000 LR: 6.182e-02 Score 91.274 Data time: 0.1563, Forward time: 2.2748, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 6.4501 [2020-11-08 20:17:05,983][root][INFO] - ===> Epoch[160](4141/26): Loss 0.1790, Sem 0.3013, dir -0.5520, norm 0.4296, swav 0.0000 LR: 6.181e-02 Score 90.156 Data time: 0.1836, Forward time: 2.2747, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 5.7462 [2020-11-08 20:17:11,783][root][INFO] - ===> Epoch[160](4142/26): Loss 0.1318, Sem 0.2661, dir -0.5608, norm 0.4265, swav 0.0000 LR: 6.180e-02 Score 92.175 Data time: 0.1855, Forward time: 2.2747, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.7049 [2020-11-08 20:17:17,485][root][INFO] - ===> Epoch[160](4143/26): Loss 0.2197, Sem 0.3053, dir -0.5748, norm 0.4892, swav 0.0000 LR: 6.179e-02 Score 90.205 Data time: 0.2072, Forward time: 2.2747, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 5.5917 [2020-11-08 20:17:24,275][root][INFO] - ===> Epoch[160](4144/26): Loss 0.0938, Sem 0.2637, dir -0.5811, norm 0.4112, swav 0.0000 LR: 6.178e-02 Score 91.668 Data time: 0.1711, Forward time: 2.2746, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 6.6618 [2020-11-08 20:17:31,244][root][INFO] - ===> Epoch[160](4145/26): Loss 0.0970, Sem 0.2386, dir -0.5760, norm 0.4345, swav 0.0000 LR: 6.177e-02 Score 92.065 Data time: 0.1679, Forward time: 2.2744, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 6.8617 [2020-11-08 20:17:37,387][root][INFO] - ===> Epoch[160](4146/26): Loss 0.1646, Sem 0.3137, dir -0.5773, norm 0.4282, swav 0.0000 LR: 6.176e-02 Score 89.624 Data time: 0.2739, Forward time: 2.2746, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 6.0596 [2020-11-08 20:17:43,156][root][INFO] - ===> Epoch[160](4147/26): Loss 0.1451, Sem 0.2738, dir -0.5625, norm 0.4338, swav 0.0000 LR: 6.175e-02 Score 91.224 Data time: 0.2551, Forward time: 2.2746, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.6459 [2020-11-08 20:17:48,218][root][INFO] - ===> Epoch[160](4148/26): Loss 0.1399, Sem 0.3191, dir -0.6170, norm 0.4378, swav 0.0000 LR: 6.174e-02 Score 89.969 Data time: 0.2089, Forward time: 2.2746, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 4.9260 [2020-11-08 20:17:53,264][root][INFO] - ===> Epoch[160](4149/26): Loss 0.1083, Sem 0.2675, dir -0.5693, norm 0.4101, swav 0.0000 LR: 6.174e-02 Score 90.983 Data time: 0.2452, Forward time: 2.2747, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.9404 [2020-11-08 20:17:58,827][root][INFO] - ===> Epoch[160](4150/26): Loss 0.1606, Sem 0.3084, dir -0.5937, norm 0.4460, swav 0.0000 LR: 6.173e-02 Score 90.250 Data time: 0.2337, Forward time: 2.2747, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.4454 [2020-11-08 20:18:03,911][root][INFO] - ===> Epoch[160](4151/26): Loss 0.0426, Sem 0.2428, dir -0.5906, norm 0.3904, swav 0.0000 LR: 6.172e-02 Score 92.355 Data time: 0.1463, Forward time: 2.2746, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 4.9745 [2020-11-08 20:18:09,716][root][INFO] - ===> Epoch[160](4152/26): Loss 0.1365, Sem 0.2572, dir -0.5765, norm 0.4558, swav 0.0000 LR: 6.171e-02 Score 91.683 Data time: 0.2636, Forward time: 2.2746, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.7199 [2020-11-08 20:18:16,163][root][INFO] - ===> Epoch[160](4153/26): Loss 0.0851, Sem 0.2649, dir -0.5920, norm 0.4121, swav 0.0000 LR: 6.170e-02 Score 91.043 Data time: 0.2266, Forward time: 2.2745, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 6.3170 [2020-11-08 20:18:21,257][root][INFO] - ===> Epoch[160](4154/26): Loss 0.1231, Sem 0.2577, dir -0.5537, norm 0.4191, swav 0.0000 LR: 6.169e-02 Score 91.554 Data time: 0.2435, Forward time: 2.2746, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 4.9951 [2020-11-08 20:18:26,387][root][INFO] - ===> Epoch[160](4155/26): Loss 0.1555, Sem 0.2941, dir -0.6059, norm 0.4674, swav 0.0000 LR: 6.168e-02 Score 90.642 Data time: 0.2494, Forward time: 2.2747, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 4.9868 [2020-11-08 20:18:32,847][root][INFO] - ===> Epoch[160](4156/26): Loss 0.0936, Sem 0.2483, dir -0.5809, norm 0.4262, swav 0.0000 LR: 6.167e-02 Score 92.730 Data time: 0.3208, Forward time: 2.2749, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 6.3350 [2020-11-08 20:18:38,069][root][INFO] - ===> Epoch[160](4157/26): Loss 0.1369, Sem 0.2517, dir -0.5290, norm 0.4142, swav 0.0000 LR: 6.166e-02 Score 91.870 Data time: 0.2394, Forward time: 2.2750, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.0889 [2020-11-08 20:18:44,243][root][INFO] - ===> Epoch[160](4158/26): Loss 0.0022, Sem 0.2264, dir -0.6152, norm 0.3910, swav 0.0000 LR: 6.165e-02 Score 93.040 Data time: 0.2313, Forward time: 2.2751, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 6.0541 [2020-11-08 20:18:51,724][root][INFO] - ===> Epoch[160](4159/26): Loss 0.1334, Sem 0.2736, dir -0.5208, norm 0.3806, swav 0.0000 LR: 6.164e-02 Score 91.754 Data time: 0.2134, Forward time: 2.2751, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 7.3649 [2020-11-08 20:18:56,851][root][INFO] - ===> Epoch[160](4160/26): Loss 0.1729, Sem 0.2925, dir -0.5473, norm 0.4277, swav 0.0000 LR: 6.163e-02 Score 90.393 Data time: 0.2218, Forward time: 2.2750, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 4.9915 [2020-11-08 20:19:01,680][root][INFO] - ===> Epoch[161](4161/26): Loss 0.0987, Sem 0.2551, dir -0.5626, norm 0.4062, swav 0.0000 LR: 6.162e-02 Score 91.661 Data time: 0.1717, Forward time: 2.2749, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 4.7303 [2020-11-08 20:19:07,277][root][INFO] - ===> Epoch[161](4162/26): Loss 0.0937, Sem 0.2237, dir -0.5775, norm 0.4475, swav 0.0000 LR: 6.161e-02 Score 92.560 Data time: 0.2409, Forward time: 2.2750, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 5.5039 [2020-11-08 20:19:12,468][root][INFO] - ===> Epoch[161](4163/26): Loss 0.0548, Sem 0.2347, dir -0.6281, norm 0.4483, swav 0.0000 LR: 6.160e-02 Score 92.063 Data time: 0.2352, Forward time: 2.2751, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.0781 [2020-11-08 20:19:18,353][root][INFO] - ===> Epoch[161](4164/26): Loss 0.1547, Sem 0.2921, dir -0.5621, norm 0.4247, swav 0.0000 LR: 6.159e-02 Score 90.513 Data time: 0.2028, Forward time: 2.2750, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.7388 [2020-11-08 20:19:24,791][root][INFO] - ===> Epoch[161](4165/26): Loss 0.1481, Sem 0.2614, dir -0.5470, norm 0.4337, swav 0.0000 LR: 6.158e-02 Score 91.948 Data time: 0.2416, Forward time: 2.2751, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 6.3337 [2020-11-08 20:19:30,466][root][INFO] - ===> Epoch[161](4166/26): Loss 0.0823, Sem 0.2385, dir -0.5586, norm 0.4024, swav 0.0000 LR: 6.157e-02 Score 92.380 Data time: 0.1831, Forward time: 2.2750, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 5.5394 [2020-11-08 20:19:36,637][root][INFO] - ===> Epoch[161](4167/26): Loss 0.2516, Sem 0.3617, dir -0.5846, norm 0.4745, swav 0.0000 LR: 6.156e-02 Score 89.636 Data time: 0.2185, Forward time: 2.2750, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 6.0697 [2020-11-08 20:19:41,273][root][INFO] - ===> Epoch[161](4168/26): Loss 0.1472, Sem 0.2663, dir -0.5743, norm 0.4553, swav 0.0000 LR: 6.156e-02 Score 92.038 Data time: 0.2104, Forward time: 2.2750, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 4.4975 [2020-11-08 20:19:46,546][root][INFO] - ===> Epoch[161](4169/26): Loss 0.1157, Sem 0.2583, dir -0.5601, norm 0.4175, swav 0.0000 LR: 6.155e-02 Score 91.321 Data time: 0.1810, Forward time: 2.2749, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.1534 [2020-11-08 20:19:53,379][root][INFO] - ===> Epoch[161](4170/26): Loss 0.1660, Sem 0.2835, dir -0.5651, norm 0.4475, swav 0.0000 LR: 6.154e-02 Score 90.698 Data time: 0.2403, Forward time: 2.2750, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 6.7113 [2020-11-08 20:19:59,264][root][INFO] - ===> Epoch[161](4171/26): Loss 0.2080, Sem 0.3402, dir -0.5674, norm 0.4351, swav 0.0000 LR: 6.153e-02 Score 89.741 Data time: 0.2816, Forward time: 2.2751, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.7473 [2020-11-08 20:20:04,786][root][INFO] - ===> Epoch[161](4172/26): Loss 0.1216, Sem 0.2740, dir -0.5610, norm 0.4087, swav 0.0000 LR: 6.152e-02 Score 91.642 Data time: 0.1871, Forward time: 2.2751, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.3782 [2020-11-08 20:20:10,690][root][INFO] - ===> Epoch[161](4173/26): Loss 0.1414, Sem 0.2881, dir -0.5239, norm 0.3773, swav 0.0000 LR: 6.151e-02 Score 90.426 Data time: 0.1791, Forward time: 2.2750, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.7740 [2020-11-08 20:20:16,102][root][INFO] - ===> Epoch[161](4174/26): Loss 0.0899, Sem 0.2669, dir -0.5789, norm 0.4020, swav 0.0000 LR: 6.150e-02 Score 91.984 Data time: 0.1994, Forward time: 2.2749, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.3112 [2020-11-08 20:20:22,378][root][INFO] - ===> Epoch[161](4175/26): Loss 0.0904, Sem 0.2608, dir -0.5854, norm 0.4150, swav 0.0000 LR: 6.149e-02 Score 91.861 Data time: 0.2026, Forward time: 2.2749, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 6.1595 [2020-11-08 20:20:26,629][root][INFO] - ===> Epoch[161](4176/26): Loss 0.0606, Sem 0.2781, dir -0.6060, norm 0.3884, swav 0.0000 LR: 6.148e-02 Score 90.999 Data time: 0.1618, Forward time: 2.2748, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 4.1312 [2020-11-08 20:20:33,722][root][INFO] - ===> Epoch[161](4177/26): Loss 0.0586, Sem 0.2395, dir -0.6080, norm 0.4271, swav 0.0000 LR: 6.147e-02 Score 92.271 Data time: 0.1990, Forward time: 2.2747, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 7.0078 [2020-11-08 20:20:40,488][root][INFO] - ===> Epoch[161](4178/26): Loss 0.1706, Sem 0.3023, dir -0.5647, norm 0.4330, swav 0.0000 LR: 6.146e-02 Score 91.231 Data time: 0.1334, Forward time: 2.2746, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 6.6350 [2020-11-08 20:20:46,322][root][INFO] - ===> Epoch[161](4179/26): Loss 0.0920, Sem 0.2932, dir -0.6206, norm 0.4194, swav 0.0000 LR: 6.145e-02 Score 91.072 Data time: 0.1487, Forward time: 2.2744, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.7428 [2020-11-08 20:20:52,015][root][INFO] - ===> Epoch[161](4180/26): Loss 0.1894, Sem 0.3309, dir -0.5889, norm 0.4473, swav 0.0000 LR: 6.144e-02 Score 90.882 Data time: 0.2368, Forward time: 2.2744, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.6116 [2020-11-08 20:20:56,566][root][INFO] - ===> Epoch[161](4181/26): Loss 0.1426, Sem 0.2963, dir -0.5669, norm 0.4132, swav 0.0000 LR: 6.143e-02 Score 90.267 Data time: 0.2013, Forward time: 2.2744, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 4.4304 [2020-11-08 20:21:02,810][root][INFO] - ===> Epoch[161](4182/26): Loss 0.0927, Sem 0.2776, dir -0.5547, norm 0.3698, swav 0.0000 LR: 6.142e-02 Score 91.842 Data time: 0.1953, Forward time: 2.2744, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 6.1335 [2020-11-08 20:21:08,100][root][INFO] - ===> Epoch[161](4183/26): Loss 0.0602, Sem 0.2328, dir -0.5871, norm 0.4145, swav 0.0000 LR: 6.141e-02 Score 93.054 Data time: 0.2090, Forward time: 2.2744, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.1615 [2020-11-08 20:21:15,527][root][INFO] - ===> Epoch[161](4184/26): Loss 0.0928, Sem 0.2437, dir -0.6114, norm 0.4605, swav 0.0000 LR: 6.140e-02 Score 93.455 Data time: 0.1806, Forward time: 2.2744, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 7.2881 [2020-11-08 20:21:20,608][root][INFO] - ===> Epoch[161](4185/26): Loss 0.0171, Sem 0.2371, dir -0.6095, norm 0.3894, swav 0.0000 LR: 6.139e-02 Score 92.724 Data time: 0.1752, Forward time: 2.2743, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 4.9469 [2020-11-08 20:21:26,214][root][INFO] - ===> Epoch[161](4186/26): Loss 0.0993, Sem 0.2650, dir -0.6216, norm 0.4559, swav 0.0000 LR: 6.138e-02 Score 92.030 Data time: 0.1891, Forward time: 2.2742, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.4957 [2020-11-08 20:21:31,724][root][INFO] - ===> Epoch[162](4187/26): Loss 0.0753, Sem 0.2628, dir -0.6136, norm 0.4261, swav 0.0000 LR: 6.137e-02 Score 91.893 Data time: 0.1631, Forward time: 2.2741, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.3804 [2020-11-08 20:21:38,161][root][INFO] - ===> Epoch[162](4188/26): Loss 0.0830, Sem 0.2489, dir -0.5819, norm 0.4160, swav 0.0000 LR: 6.137e-02 Score 92.250 Data time: 0.1813, Forward time: 2.2740, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 6.3299 [2020-11-08 20:21:44,167][root][INFO] - ===> Epoch[162](4189/26): Loss 0.1865, Sem 0.2628, dir -0.5218, norm 0.4456, swav 0.0000 LR: 6.136e-02 Score 91.940 Data time: 0.2160, Forward time: 2.2741, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.9024 [2020-11-08 20:21:50,571][root][INFO] - ===> Epoch[162](4190/26): Loss 0.0225, Sem 0.2411, dir -0.5964, norm 0.3778, swav 0.0000 LR: 6.135e-02 Score 91.393 Data time: 0.2104, Forward time: 2.2741, Backward time: 3.0881, DDP time: 0.0045, Total iter time: 6.2657 [2020-11-08 20:21:56,339][root][INFO] - ===> Epoch[162](4191/26): Loss 0.0685, Sem 0.2299, dir -0.5963, norm 0.4350, swav 0.0000 LR: 6.134e-02 Score 92.737 Data time: 0.2548, Forward time: 2.2742, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.6334 [2020-11-08 20:22:01,668][root][INFO] - ===> Epoch[162](4192/26): Loss 0.0849, Sem 0.2403, dir -0.5609, norm 0.4055, swav 0.0000 LR: 6.133e-02 Score 91.906 Data time: 0.2443, Forward time: 2.2743, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 5.1887 [2020-11-08 20:22:07,387][root][INFO] - ===> Epoch[162](4193/26): Loss 0.0096, Sem 0.1951, dir -0.5931, norm 0.4076, swav 0.0000 LR: 6.132e-02 Score 93.641 Data time: 0.2834, Forward time: 2.2745, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.5968 [2020-11-08 20:22:12,810][root][INFO] - ===> Epoch[162](4194/26): Loss 0.0539, Sem 0.2148, dir -0.5717, norm 0.4108, swav 0.0000 LR: 6.131e-02 Score 92.758 Data time: 0.2746, Forward time: 2.2746, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.2801 [2020-11-08 20:22:18,567][root][INFO] - ===> Epoch[162](4195/26): Loss 0.1255, Sem 0.2497, dir -0.5576, norm 0.4335, swav 0.0000 LR: 6.130e-02 Score 91.792 Data time: 0.2754, Forward time: 2.2747, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.6467 [2020-11-08 20:22:24,487][root][INFO] - ===> Epoch[162](4196/26): Loss 0.1598, Sem 0.2792, dir -0.5730, norm 0.4536, swav 0.0000 LR: 6.129e-02 Score 90.670 Data time: 0.1984, Forward time: 2.2747, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.8001 [2020-11-08 20:22:30,260][root][INFO] - ===> Epoch[162](4197/26): Loss 0.1025, Sem 0.2851, dir -0.5863, norm 0.4037, swav 0.0000 LR: 6.128e-02 Score 90.911 Data time: 0.3077, Forward time: 2.2748, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.6879 [2020-11-08 20:22:36,977][root][INFO] - ===> Epoch[162](4198/26): Loss 0.1820, Sem 0.3097, dir -0.5990, norm 0.4713, swav 0.0000 LR: 6.127e-02 Score 89.987 Data time: 0.2844, Forward time: 2.2750, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 6.5959 [2020-11-08 20:22:42,141][root][INFO] - ===> Epoch[162](4199/26): Loss 0.1041, Sem 0.2834, dir -0.5873, norm 0.4081, swav 0.0000 LR: 6.126e-02 Score 90.464 Data time: 0.1955, Forward time: 2.2749, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.0230 [2020-11-08 20:22:47,270][root][INFO] - ===> Epoch[162](4200/26): Loss 0.1587, Sem 0.2994, dir -0.5366, norm 0.3959, swav 0.0000 LR: 6.125e-02 Score 91.766 Data time: 0.2186, Forward time: 2.2748, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.0356 [2020-11-08 20:22:53,074][root][INFO] - ===> Epoch[162](4201/26): Loss 0.0874, Sem 0.3038, dir -0.6273, norm 0.4109, swav 0.0000 LR: 6.124e-02 Score 89.914 Data time: 0.2380, Forward time: 2.2749, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 5.7094 [2020-11-08 20:22:59,242][root][INFO] - ===> Epoch[162](4202/26): Loss 0.0979, Sem 0.2626, dir -0.5947, norm 0.4300, swav 0.0000 LR: 6.123e-02 Score 91.937 Data time: 0.2869, Forward time: 2.2751, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 6.0504 [2020-11-08 20:23:04,908][root][INFO] - ===> Epoch[162](4203/26): Loss 0.2340, Sem 0.3197, dir -0.4910, norm 0.4053, swav 0.0000 LR: 6.122e-02 Score 90.664 Data time: 0.1910, Forward time: 2.2751, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.5340 [2020-11-08 20:23:10,953][root][INFO] - ===> Epoch[162](4204/26): Loss 0.2156, Sem 0.2731, dir -0.5320, norm 0.4746, swav 0.0000 LR: 6.121e-02 Score 91.896 Data time: 0.2609, Forward time: 2.2752, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.9491 [2020-11-08 20:23:17,549][root][INFO] - ===> Epoch[162](4205/26): Loss -0.0200, Sem 0.2189, dir -0.6113, norm 0.3724, swav 0.0000 LR: 6.120e-02 Score 93.331 Data time: 0.3095, Forward time: 2.2754, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 6.4483 [2020-11-08 20:23:23,034][root][INFO] - ===> Epoch[162](4206/26): Loss 0.1580, Sem 0.2918, dir -0.5586, norm 0.4247, swav 0.0000 LR: 6.119e-02 Score 90.657 Data time: 0.2195, Forward time: 2.2755, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.3610 [2020-11-08 20:23:29,184][root][INFO] - ===> Epoch[162](4207/26): Loss 0.1660, Sem 0.2826, dir -0.5620, norm 0.4454, swav 0.0000 LR: 6.118e-02 Score 90.917 Data time: 0.1892, Forward time: 2.2754, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 6.0296 [2020-11-08 20:23:35,323][root][INFO] - ===> Epoch[162](4208/26): Loss 0.1192, Sem 0.3279, dir -0.6170, norm 0.4083, swav 0.0000 LR: 6.118e-02 Score 90.134 Data time: 0.1916, Forward time: 2.2754, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 6.0416 [2020-11-08 20:23:41,064][root][INFO] - ===> Epoch[162](4209/26): Loss 0.1182, Sem 0.2799, dir -0.5654, norm 0.4036, swav 0.0000 LR: 6.117e-02 Score 91.036 Data time: 0.2254, Forward time: 2.2754, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.6130 [2020-11-08 20:23:47,505][root][INFO] - ===> Epoch[162](4210/26): Loss 0.1272, Sem 0.2931, dir -0.5810, norm 0.4151, swav 0.0000 LR: 6.116e-02 Score 90.732 Data time: 0.2450, Forward time: 2.2754, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 6.3224 [2020-11-08 20:23:54,103][root][INFO] - ===> Epoch[162](4211/26): Loss 0.0918, Sem 0.2398, dir -0.5546, norm 0.4067, swav 0.0000 LR: 6.115e-02 Score 91.802 Data time: 0.2268, Forward time: 2.2754, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 6.5074 [2020-11-08 20:23:58,891][root][INFO] - ===> Epoch[162](4212/26): Loss 0.1084, Sem 0.2928, dir -0.6037, norm 0.4193, swav 0.0000 LR: 6.114e-02 Score 90.879 Data time: 0.2124, Forward time: 2.2754, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 4.6784 [2020-11-08 20:24:04,891][root][INFO] - ===> Epoch[163](4213/26): Loss 0.1470, Sem 0.2709, dir -0.5745, norm 0.4506, swav 0.0000 LR: 6.113e-02 Score 91.485 Data time: 0.2266, Forward time: 2.2754, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.8973 [2020-11-08 20:24:10,395][root][INFO] - ===> Epoch[163](4214/26): Loss 0.1184, Sem 0.2688, dir -0.6005, norm 0.4501, swav 0.0000 LR: 6.112e-02 Score 92.097 Data time: 0.2672, Forward time: 2.2756, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.3760 [2020-11-08 20:24:15,063][root][INFO] - ===> Epoch[163](4215/26): Loss 0.0466, Sem 0.2301, dir -0.5689, norm 0.3854, swav 0.0000 LR: 6.111e-02 Score 92.947 Data time: 0.1981, Forward time: 2.2755, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 4.5537 [2020-11-08 20:24:20,374][root][INFO] - ===> Epoch[163](4216/26): Loss 0.1254, Sem 0.2711, dir -0.5864, norm 0.4407, swav 0.0000 LR: 6.110e-02 Score 91.773 Data time: 0.2012, Forward time: 2.2755, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.2006 [2020-11-08 20:24:26,140][root][INFO] - ===> Epoch[163](4217/26): Loss 0.1070, Sem 0.2723, dir -0.5885, norm 0.4232, swav 0.0000 LR: 6.109e-02 Score 91.330 Data time: 0.1983, Forward time: 2.2755, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.6397 [2020-11-08 20:24:33,206][root][INFO] - ===> Epoch[163](4218/26): Loss 0.1494, Sem 0.2828, dir -0.5642, norm 0.4308, swav 0.0000 LR: 6.108e-02 Score 90.589 Data time: 0.2182, Forward time: 2.2754, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 6.9451 [2020-11-08 20:24:37,965][root][INFO] - ===> Epoch[163](4219/26): Loss 0.2048, Sem 0.3796, dir -0.6185, norm 0.4437, swav 0.0000 LR: 6.107e-02 Score 88.868 Data time: 0.1606, Forward time: 2.2753, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 4.6604 [2020-11-08 20:24:43,817][root][INFO] - ===> Epoch[163](4220/26): Loss 0.2057, Sem 0.3067, dir -0.5608, norm 0.4597, swav 0.0000 LR: 6.106e-02 Score 89.888 Data time: 0.2848, Forward time: 2.2754, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 5.7700 [2020-11-08 20:24:49,317][root][INFO] - ===> Epoch[163](4221/26): Loss 0.1401, Sem 0.2969, dir -0.5941, norm 0.4373, swav 0.0000 LR: 6.105e-02 Score 90.682 Data time: 0.1768, Forward time: 2.2754, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.3708 [2020-11-08 20:24:55,028][root][INFO] - ===> Epoch[163](4222/26): Loss 0.1067, Sem 0.2510, dir -0.5857, norm 0.4414, swav 0.0000 LR: 6.104e-02 Score 92.805 Data time: 0.1945, Forward time: 2.2753, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 5.6066 [2020-11-08 20:25:01,343][root][INFO] - ===> Epoch[163](4223/26): Loss 0.0094, Sem 0.2015, dir -0.6141, norm 0.4221, swav 0.0000 LR: 6.103e-02 Score 93.704 Data time: 0.3123, Forward time: 2.2756, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 6.1956 [2020-11-08 20:25:06,511][root][INFO] - ===> Epoch[163](4224/26): Loss 0.0936, Sem 0.2492, dir -0.5495, norm 0.3939, swav 0.0000 LR: 6.102e-02 Score 92.775 Data time: 0.2270, Forward time: 2.2756, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.0471 [2020-11-08 20:25:13,126][root][INFO] - ===> Epoch[163](4225/26): Loss 0.0812, Sem 0.2386, dir -0.5861, norm 0.4287, swav 0.0000 LR: 6.101e-02 Score 92.066 Data time: 0.2228, Forward time: 2.2757, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.5121 [2020-11-08 20:25:18,230][root][INFO] - ===> Epoch[163](4226/26): Loss 0.0861, Sem 0.2893, dir -0.6171, norm 0.4139, swav 0.0000 LR: 6.100e-02 Score 90.007 Data time: 0.2212, Forward time: 2.2757, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 4.9841 [2020-11-08 20:25:23,290][root][INFO] - ===> Epoch[163](4227/26): Loss 0.1166, Sem 0.3010, dir -0.5933, norm 0.4088, swav 0.0000 LR: 6.099e-02 Score 90.417 Data time: 0.1981, Forward time: 2.2757, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 4.9369 [2020-11-08 20:25:28,846][root][INFO] - ===> Epoch[163](4228/26): Loss 0.0656, Sem 0.2069, dir -0.5561, norm 0.4147, swav 0.0000 LR: 6.098e-02 Score 93.144 Data time: 0.2314, Forward time: 2.2757, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.4543 [2020-11-08 20:25:34,706][root][INFO] - ===> Epoch[163](4229/26): Loss 0.0190, Sem 0.1923, dir -0.5903, norm 0.4170, swav 0.0000 LR: 6.098e-02 Score 93.414 Data time: 0.2723, Forward time: 2.2758, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.7306 [2020-11-08 20:25:40,712][root][INFO] - ===> Epoch[163](4230/26): Loss 0.0615, Sem 0.2438, dir -0.6073, norm 0.4251, swav 0.0000 LR: 6.097e-02 Score 92.301 Data time: 0.1857, Forward time: 2.2757, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.8862 [2020-11-08 20:25:46,931][root][INFO] - ===> Epoch[163](4231/26): Loss 0.1426, Sem 0.2513, dir -0.5586, norm 0.4500, swav 0.0000 LR: 6.096e-02 Score 91.399 Data time: 0.2573, Forward time: 2.2758, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 6.1509 [2020-11-08 20:25:52,970][root][INFO] - ===> Epoch[163](4232/26): Loss 0.1422, Sem 0.2884, dir -0.5882, norm 0.4419, swav 0.0000 LR: 6.095e-02 Score 90.014 Data time: 0.3025, Forward time: 2.2760, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.8987 [2020-11-08 20:25:58,826][root][INFO] - ===> Epoch[163](4233/26): Loss 0.1191, Sem 0.2594, dir -0.5482, norm 0.4079, swav 0.0000 LR: 6.094e-02 Score 91.313 Data time: 0.2154, Forward time: 2.2760, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.7338 [2020-11-08 20:26:06,366][root][INFO] - ===> Epoch[163](4234/26): Loss 0.1048, Sem 0.2376, dir -0.5734, norm 0.4406, swav 0.0000 LR: 6.093e-02 Score 92.694 Data time: 0.2028, Forward time: 2.2760, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 7.4142 [2020-11-08 20:26:12,745][root][INFO] - ===> Epoch[163](4235/26): Loss 0.1175, Sem 0.2737, dir -0.5968, norm 0.4406, swav 0.0000 LR: 6.092e-02 Score 91.234 Data time: 0.3005, Forward time: 2.2762, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 6.2781 [2020-11-08 20:26:18,187][root][INFO] - ===> Epoch[163](4236/26): Loss -0.0202, Sem 0.2415, dir -0.6345, norm 0.3728, swav 0.0000 LR: 6.091e-02 Score 91.790 Data time: 0.1366, Forward time: 2.2761, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.3045 [2020-11-08 20:26:23,712][root][INFO] - ===> Epoch[163](4237/26): Loss 0.1849, Sem 0.3092, dir -0.5436, norm 0.4193, swav 0.0000 LR: 6.090e-02 Score 90.448 Data time: 0.1628, Forward time: 2.2760, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.4409 [2020-11-08 20:26:28,506][root][INFO] - ===> Epoch[163](4238/26): Loss 0.1028, Sem 0.2859, dir -0.6265, norm 0.4435, swav 0.0000 LR: 6.089e-02 Score 92.021 Data time: 0.1715, Forward time: 2.2759, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 4.7063 [2020-11-08 20:26:34,217][root][INFO] - ===> Epoch[164](4239/26): Loss 0.0837, Sem 0.2485, dir -0.5737, norm 0.4088, swav 0.0000 LR: 6.088e-02 Score 91.537 Data time: 0.1737, Forward time: 2.2757, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.6171 [2020-11-08 20:26:39,787][root][INFO] - ===> Epoch[164](4240/26): Loss 0.0963, Sem 0.2663, dir -0.5771, norm 0.4071, swav 0.0000 LR: 6.087e-02 Score 91.767 Data time: 0.2228, Forward time: 2.2757, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.4818 [2020-11-08 20:26:45,900][root][INFO] - ===> Epoch[164](4241/26): Loss 0.0001, Sem 0.1954, dir -0.5902, norm 0.3949, swav 0.0000 LR: 6.086e-02 Score 94.011 Data time: 0.2849, Forward time: 2.2759, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.9977 [2020-11-08 20:26:52,232][root][INFO] - ===> Epoch[164](4242/26): Loss 0.0358, Sem 0.2627, dir -0.6418, norm 0.4149, swav 0.0000 LR: 6.085e-02 Score 91.486 Data time: 0.1955, Forward time: 2.2759, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.2096 [2020-11-08 20:26:57,272][root][INFO] - ===> Epoch[164](4243/26): Loss 0.1050, Sem 0.2592, dir -0.6025, norm 0.4483, swav 0.0000 LR: 6.084e-02 Score 92.132 Data time: 0.2038, Forward time: 2.2759, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 4.9352 [2020-11-08 20:27:02,657][root][INFO] - ===> Epoch[164](4244/26): Loss 0.1883, Sem 0.2993, dir -0.6054, norm 0.4945, swav 0.0000 LR: 6.083e-02 Score 90.643 Data time: 0.2723, Forward time: 2.2760, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.2786 [2020-11-08 20:27:07,538][root][INFO] - ===> Epoch[164](4245/26): Loss -0.0311, Sem 0.2054, dir -0.6132, norm 0.3768, swav 0.0000 LR: 6.082e-02 Score 93.906 Data time: 0.1671, Forward time: 2.2758, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 4.7446 [2020-11-08 20:27:13,077][root][INFO] - ===> Epoch[164](4246/26): Loss 0.0784, Sem 0.2716, dir -0.6143, norm 0.4210, swav 0.0000 LR: 6.081e-02 Score 91.419 Data time: 0.2558, Forward time: 2.2760, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 5.4530 [2020-11-08 20:27:19,446][root][INFO] - ===> Epoch[164](4247/26): Loss 0.1910, Sem 0.2732, dir -0.5331, norm 0.4510, swav 0.0000 LR: 6.080e-02 Score 90.949 Data time: 0.1592, Forward time: 2.2759, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 6.2493 [2020-11-08 20:27:25,371][root][INFO] - ===> Epoch[164](4248/26): Loss 0.1602, Sem 0.3071, dir -0.5771, norm 0.4302, swav 0.0000 LR: 6.079e-02 Score 90.805 Data time: 0.2023, Forward time: 2.2758, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.8326 [2020-11-08 20:27:30,649][root][INFO] - ===> Epoch[164](4249/26): Loss 0.0187, Sem 0.2408, dir -0.6024, norm 0.3803, swav 0.0000 LR: 6.079e-02 Score 92.626 Data time: 0.1931, Forward time: 2.2758, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.1333 [2020-11-08 20:27:35,147][root][INFO] - ===> Epoch[164](4250/26): Loss 0.1341, Sem 0.2547, dir -0.5745, norm 0.4539, swav 0.0000 LR: 6.078e-02 Score 92.311 Data time: 0.2198, Forward time: 2.2758, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 4.3920 [2020-11-08 20:27:40,538][root][INFO] - ===> Epoch[164](4251/26): Loss 0.0915, Sem 0.2587, dir -0.5574, norm 0.3902, swav 0.0000 LR: 6.077e-02 Score 92.588 Data time: 0.2474, Forward time: 2.2759, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 5.2774 [2020-11-08 20:27:46,804][root][INFO] - ===> Epoch[164](4252/26): Loss 0.0784, Sem 0.2345, dir -0.5647, norm 0.4086, swav 0.0000 LR: 6.076e-02 Score 92.103 Data time: 0.2319, Forward time: 2.2759, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 6.1173 [2020-11-08 20:27:53,336][root][INFO] - ===> Epoch[164](4253/26): Loss 0.1424, Sem 0.2608, dir -0.5453, norm 0.4270, swav 0.0000 LR: 6.075e-02 Score 91.556 Data time: 0.3127, Forward time: 2.2762, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 6.4230 [2020-11-08 20:27:59,133][root][INFO] - ===> Epoch[164](4254/26): Loss 0.1102, Sem 0.2701, dir -0.6004, norm 0.4405, swav 0.0000 LR: 6.074e-02 Score 91.993 Data time: 0.1594, Forward time: 2.2760, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 5.6745 [2020-11-08 20:28:04,916][root][INFO] - ===> Epoch[164](4255/26): Loss 0.0983, Sem 0.2515, dir -0.6164, norm 0.4632, swav 0.0000 LR: 6.073e-02 Score 92.499 Data time: 0.1601, Forward time: 2.2759, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.6584 [2020-11-08 20:28:10,026][root][INFO] - ===> Epoch[164](4256/26): Loss 0.1410, Sem 0.3017, dir -0.6000, norm 0.4392, swav 0.0000 LR: 6.072e-02 Score 90.516 Data time: 0.2058, Forward time: 2.2759, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 5.0204 [2020-11-08 20:28:16,306][root][INFO] - ===> Epoch[164](4257/26): Loss 0.1296, Sem 0.2685, dir -0.6018, norm 0.4630, swav 0.0000 LR: 6.071e-02 Score 91.060 Data time: 0.1243, Forward time: 2.2757, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 6.1473 [2020-11-08 20:28:21,488][root][INFO] - ===> Epoch[164](4258/26): Loss 0.0554, Sem 0.2402, dir -0.5796, norm 0.3948, swav 0.0000 LR: 6.070e-02 Score 92.401 Data time: 0.2408, Forward time: 2.2758, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.1128 [2020-11-08 20:28:26,460][root][INFO] - ===> Epoch[164](4259/26): Loss 0.0386, Sem 0.2073, dir -0.5535, norm 0.3848, swav 0.0000 LR: 6.069e-02 Score 93.593 Data time: 0.1619, Forward time: 2.2756, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 4.8604 [2020-11-08 20:28:32,859][root][INFO] - ===> Epoch[164](4260/26): Loss 0.0538, Sem 0.2542, dir -0.6276, norm 0.4272, swav 0.0000 LR: 6.068e-02 Score 91.970 Data time: 0.2211, Forward time: 2.2757, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 6.3005 [2020-11-08 20:28:39,832][root][INFO] - ===> Epoch[164](4261/26): Loss 0.0692, Sem 0.2252, dir -0.5571, norm 0.4011, swav 0.0000 LR: 6.067e-02 Score 92.506 Data time: 0.2219, Forward time: 2.2757, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.8412 [2020-11-08 20:28:45,151][root][INFO] - ===> Epoch[164](4262/26): Loss 0.1258, Sem 0.2744, dir -0.5782, norm 0.4296, swav 0.0000 LR: 6.066e-02 Score 91.248 Data time: 0.1581, Forward time: 2.2756, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.1865 [2020-11-08 20:28:50,568][root][INFO] - ===> Epoch[164](4263/26): Loss 0.1738, Sem 0.3279, dir -0.5911, norm 0.4370, swav 0.0000 LR: 6.065e-02 Score 90.123 Data time: 0.2068, Forward time: 2.2756, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.3117 [2020-11-08 20:28:56,369][root][INFO] - ===> Epoch[164](4264/26): Loss 0.0510, Sem 0.2281, dir -0.6165, norm 0.4393, swav 0.0000 LR: 6.064e-02 Score 92.448 Data time: 0.2549, Forward time: 2.2756, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.6589 [2020-11-08 20:29:02,773][root][INFO] - ===> Epoch[165](4265/26): Loss 0.1184, Sem 0.2508, dir -0.5557, norm 0.4233, swav 0.0000 LR: 6.063e-02 Score 92.404 Data time: 0.3014, Forward time: 2.2759, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 6.2737 [2020-11-08 20:29:07,940][root][INFO] - ===> Epoch[165](4266/26): Loss 0.1529, Sem 0.2730, dir -0.5364, norm 0.4163, swav 0.0000 LR: 6.062e-02 Score 91.337 Data time: 0.2455, Forward time: 2.2760, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 5.0250 [2020-11-08 20:29:13,892][root][INFO] - ===> Epoch[165](4267/26): Loss 0.0514, Sem 0.2324, dir -0.5795, norm 0.3985, swav 0.0000 LR: 6.061e-02 Score 92.608 Data time: 0.2586, Forward time: 2.2761, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 5.8389 [2020-11-08 20:29:18,706][root][INFO] - ===> Epoch[165](4268/26): Loss 0.1157, Sem 0.2666, dir -0.5761, norm 0.4252, swav 0.0000 LR: 6.060e-02 Score 90.640 Data time: 0.2042, Forward time: 2.2760, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 4.6907 [2020-11-08 20:29:24,915][root][INFO] - ===> Epoch[165](4269/26): Loss 0.0573, Sem 0.2238, dir -0.5643, norm 0.3978, swav 0.0000 LR: 6.059e-02 Score 92.742 Data time: 0.2309, Forward time: 2.2761, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 6.1154 [2020-11-08 20:29:31,112][root][INFO] - ===> Epoch[165](4270/26): Loss 0.1554, Sem 0.2600, dir -0.5281, norm 0.4235, swav 0.0000 LR: 6.059e-02 Score 92.250 Data time: 0.2276, Forward time: 2.2762, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 6.0810 [2020-11-08 20:29:37,387][root][INFO] - ===> Epoch[165](4271/26): Loss 0.0921, Sem 0.2656, dir -0.5959, norm 0.4223, swav 0.0000 LR: 6.058e-02 Score 91.928 Data time: 0.1441, Forward time: 2.2760, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 6.1573 [2020-11-08 20:29:43,755][root][INFO] - ===> Epoch[165](4272/26): Loss 0.1285, Sem 0.2391, dir -0.5458, norm 0.4352, swav 0.0000 LR: 6.057e-02 Score 91.672 Data time: 0.2014, Forward time: 2.2760, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 6.2834 [2020-11-08 20:29:50,756][root][INFO] - ===> Epoch[165](4273/26): Loss 0.0370, Sem 0.2298, dir -0.5963, norm 0.4035, swav 0.0000 LR: 6.056e-02 Score 92.442 Data time: 0.3330, Forward time: 2.2763, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 6.8624 [2020-11-08 20:29:56,823][root][INFO] - ===> Epoch[165](4274/26): Loss 0.0531, Sem 0.2599, dir -0.5896, norm 0.3828, swav 0.0000 LR: 6.055e-02 Score 91.095 Data time: 0.1812, Forward time: 2.2762, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.9211 [2020-11-08 20:30:01,297][root][INFO] - ===> Epoch[165](4275/26): Loss 0.1349, Sem 0.2906, dir -0.5673, norm 0.4116, swav 0.0000 LR: 6.054e-02 Score 91.591 Data time: 0.1585, Forward time: 2.2761, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 4.3546 [2020-11-08 20:30:06,184][root][INFO] - ===> Epoch[165](4276/26): Loss 0.1853, Sem 0.2628, dir -0.5156, norm 0.4382, swav 0.0000 LR: 6.053e-02 Score 91.806 Data time: 0.2015, Forward time: 2.2760, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 4.7977 [2020-11-08 20:30:11,942][root][INFO] - ===> Epoch[165](4277/26): Loss 0.1609, Sem 0.2794, dir -0.5562, norm 0.4377, swav 0.0000 LR: 6.052e-02 Score 91.172 Data time: 0.1763, Forward time: 2.2760, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.6318 [2020-11-08 20:30:17,678][root][INFO] - ===> Epoch[165](4278/26): Loss 0.1179, Sem 0.2540, dir -0.5696, norm 0.4335, swav 0.0000 LR: 6.051e-02 Score 91.994 Data time: 0.2349, Forward time: 2.2760, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.6616 [2020-11-08 20:30:24,869][root][INFO] - ===> Epoch[165](4279/26): Loss 0.0835, Sem 0.2303, dir -0.6057, norm 0.4589, swav 0.0000 LR: 6.050e-02 Score 91.985 Data time: 0.2484, Forward time: 2.2761, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 7.0748 [2020-11-08 20:30:30,132][root][INFO] - ===> Epoch[165](4280/26): Loss 0.1005, Sem 0.2413, dir -0.5624, norm 0.4216, swav 0.0000 LR: 6.049e-02 Score 92.585 Data time: 0.1956, Forward time: 2.2760, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.1143 [2020-11-08 20:30:35,505][root][INFO] - ===> Epoch[165](4281/26): Loss 0.1593, Sem 0.2795, dir -0.5702, norm 0.4500, swav 0.0000 LR: 6.048e-02 Score 90.735 Data time: 0.2071, Forward time: 2.2760, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.2897 [2020-11-08 20:30:41,696][root][INFO] - ===> Epoch[165](4282/26): Loss 0.1139, Sem 0.2897, dir -0.6237, norm 0.4479, swav 0.0000 LR: 6.047e-02 Score 91.170 Data time: 0.2255, Forward time: 2.2760, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 6.0882 [2020-11-08 20:30:46,887][root][INFO] - ===> Epoch[165](4283/26): Loss 0.0565, Sem 0.2204, dir -0.5931, norm 0.4291, swav 0.0000 LR: 6.046e-02 Score 92.844 Data time: 0.1818, Forward time: 2.2760, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.0692 [2020-11-08 20:30:51,911][root][INFO] - ===> Epoch[165](4284/26): Loss 0.0078, Sem 0.2379, dir -0.6060, norm 0.3759, swav 0.0000 LR: 6.045e-02 Score 92.836 Data time: 0.1539, Forward time: 2.2759, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 4.9381 [2020-11-08 20:30:57,112][root][INFO] - ===> Epoch[165](4285/26): Loss 0.1104, Sem 0.2860, dir -0.5673, norm 0.3917, swav 0.0000 LR: 6.044e-02 Score 91.297 Data time: 0.2291, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 5.1195 [2020-11-08 20:31:02,676][root][INFO] - ===> Epoch[165](4286/26): Loss 0.0348, Sem 0.1933, dir -0.5884, norm 0.4299, swav 0.0000 LR: 6.043e-02 Score 94.108 Data time: 0.2097, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 5.4515 [2020-11-08 20:31:08,824][root][INFO] - ===> Epoch[165](4287/26): Loss 0.0277, Sem 0.2250, dir -0.6067, norm 0.4093, swav 0.0000 LR: 6.042e-02 Score 92.271 Data time: 0.2168, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 6.0337 [2020-11-08 20:31:15,527][root][INFO] - ===> Epoch[165](4288/26): Loss 0.0966, Sem 0.2653, dir -0.6000, norm 0.4314, swav 0.0000 LR: 6.041e-02 Score 90.897 Data time: 0.1868, Forward time: 2.2759, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 6.5707 [2020-11-08 20:31:21,722][root][INFO] - ===> Epoch[165](4289/26): Loss 0.0937, Sem 0.2256, dir -0.5732, norm 0.4413, swav 0.0000 LR: 6.040e-02 Score 92.995 Data time: 0.1921, Forward time: 2.2757, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 6.0812 [2020-11-08 20:31:29,215][root][INFO] - ===> Epoch[165](4290/26): Loss 0.0915, Sem 0.2394, dir -0.5850, norm 0.4372, swav 0.0000 LR: 6.040e-02 Score 92.636 Data time: 0.2562, Forward time: 2.2758, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 7.3968 [2020-11-08 20:31:34,971][root][INFO] - ===> Epoch[166](4291/26): Loss 0.0732, Sem 0.2322, dir -0.5746, norm 0.4156, swav 0.0000 LR: 6.039e-02 Score 93.041 Data time: 0.2309, Forward time: 2.2759, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.6089 [2020-11-08 20:31:40,585][root][INFO] - ===> Epoch[166](4292/26): Loss 0.0192, Sem 0.2183, dir -0.6165, norm 0.4174, swav 0.0000 LR: 6.038e-02 Score 93.254 Data time: 0.1792, Forward time: 2.2758, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.5012 [2020-11-08 20:31:47,699][root][INFO] - ===> Epoch[166](4293/26): Loss 0.2242, Sem 0.3503, dir -0.5446, norm 0.4185, swav 0.0000 LR: 6.037e-02 Score 89.899 Data time: 0.1963, Forward time: 2.2758, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 7.0131 [2020-11-08 20:31:54,001][root][INFO] - ===> Epoch[166](4294/26): Loss 0.1424, Sem 0.2691, dir -0.5350, norm 0.4083, swav 0.0000 LR: 6.036e-02 Score 91.734 Data time: 0.1988, Forward time: 2.2758, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 6.1875 [2020-11-08 20:31:59,042][root][INFO] - ===> Epoch[166](4295/26): Loss 0.1326, Sem 0.2643, dir -0.5320, norm 0.4002, swav 0.0000 LR: 6.035e-02 Score 91.692 Data time: 0.1444, Forward time: 2.2756, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 4.9288 [2020-11-08 20:32:04,401][root][INFO] - ===> Epoch[166](4296/26): Loss 0.0764, Sem 0.2247, dir -0.6046, norm 0.4563, swav 0.0000 LR: 6.034e-02 Score 92.929 Data time: 0.2282, Forward time: 2.2756, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.2857 [2020-11-08 20:32:09,281][root][INFO] - ===> Epoch[166](4297/26): Loss 0.0684, Sem 0.2536, dir -0.5794, norm 0.3943, swav 0.0000 LR: 6.033e-02 Score 92.109 Data time: 0.2113, Forward time: 2.2756, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 4.7758 [2020-11-08 20:32:14,560][root][INFO] - ===> Epoch[166](4298/26): Loss 0.1417, Sem 0.2644, dir -0.6104, norm 0.4877, swav 0.0000 LR: 6.032e-02 Score 90.869 Data time: 0.2026, Forward time: 2.2756, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.1537 [2020-11-08 20:32:20,569][root][INFO] - ===> Epoch[166](4299/26): Loss 0.0869, Sem 0.2817, dir -0.5866, norm 0.3918, swav 0.0000 LR: 6.031e-02 Score 91.565 Data time: 0.1583, Forward time: 2.2755, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.9028 [2020-11-08 20:32:26,051][root][INFO] - ===> Epoch[166](4300/26): Loss 0.1237, Sem 0.2430, dir -0.5333, norm 0.4141, swav 0.0000 LR: 6.030e-02 Score 92.409 Data time: 0.1468, Forward time: 2.2753, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.3941 [2020-11-08 20:32:32,198][root][INFO] - ===> Epoch[166](4301/26): Loss 0.1264, Sem 0.2488, dir -0.5832, norm 0.4609, swav 0.0000 LR: 6.029e-02 Score 92.265 Data time: 0.1279, Forward time: 2.2751, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 6.0920 [2020-11-08 20:32:37,979][root][INFO] - ===> Epoch[166](4302/26): Loss 0.0378, Sem 0.2560, dir -0.6105, norm 0.3924, swav 0.0000 LR: 6.028e-02 Score 92.199 Data time: 0.1845, Forward time: 2.2750, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.7294 [2020-11-08 20:32:43,418][root][INFO] - ===> Epoch[166](4303/26): Loss 0.1711, Sem 0.3085, dir -0.5572, norm 0.4199, swav 0.0000 LR: 6.027e-02 Score 89.807 Data time: 0.2346, Forward time: 2.2751, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.3595 [2020-11-08 20:32:49,779][root][INFO] - ===> Epoch[166](4304/26): Loss 0.0631, Sem 0.2560, dir -0.6127, norm 0.4198, swav 0.0000 LR: 6.026e-02 Score 92.449 Data time: 0.1780, Forward time: 2.2750, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 6.2279 [2020-11-08 20:32:55,522][root][INFO] - ===> Epoch[166](4305/26): Loss 0.0187, Sem 0.2335, dir -0.6236, norm 0.4088, swav 0.0000 LR: 6.025e-02 Score 92.454 Data time: 0.1675, Forward time: 2.2749, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.6479 [2020-11-08 20:33:00,590][root][INFO] - ===> Epoch[166](4306/26): Loss 0.0781, Sem 0.2543, dir -0.5826, norm 0.4064, swav 0.0000 LR: 6.024e-02 Score 91.835 Data time: 0.1714, Forward time: 2.2748, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 4.9701 [2020-11-08 20:33:08,652][root][INFO] - ===> Epoch[166](4307/26): Loss 0.0652, Sem 0.2268, dir -0.5805, norm 0.4189, swav 0.0000 LR: 6.023e-02 Score 92.064 Data time: 0.2366, Forward time: 2.2749, Backward time: 3.0882, DDP time: 0.0045, Total iter time: 7.9540 [2020-11-08 20:33:15,071][root][INFO] - ===> Epoch[166](4308/26): Loss 0.1020, Sem 0.2564, dir -0.5635, norm 0.4092, swav 0.0000 LR: 6.022e-02 Score 91.686 Data time: 0.2095, Forward time: 2.2749, Backward time: 3.0883, DDP time: 0.0045, Total iter time: 6.2817 [2020-11-08 20:33:19,984][root][INFO] - ===> Epoch[166](4309/26): Loss 0.0692, Sem 0.2483, dir -0.5741, norm 0.3950, swav 0.0000 LR: 6.021e-02 Score 92.377 Data time: 0.1488, Forward time: 2.2747, Backward time: 3.0883, DDP time: 0.0045, Total iter time: 4.7952 [2020-11-08 20:33:25,349][root][INFO] - ===> Epoch[166](4310/26): Loss 0.0843, Sem 0.2390, dir -0.5855, norm 0.4308, swav 0.0000 LR: 6.020e-02 Score 92.444 Data time: 0.2492, Forward time: 2.2748, Backward time: 3.0881, DDP time: 0.0045, Total iter time: 5.2790 [2020-11-08 20:33:31,564][root][INFO] - ===> Epoch[166](4311/26): Loss 0.0271, Sem 0.2282, dir -0.5980, norm 0.3969, swav 0.0000 LR: 6.020e-02 Score 92.499 Data time: 0.2092, Forward time: 2.2748, Backward time: 3.0882, DDP time: 0.0045, Total iter time: 6.0908 [2020-11-08 20:33:36,602][root][INFO] - ===> Epoch[166](4312/26): Loss 0.1176, Sem 0.2547, dir -0.5536, norm 0.4165, swav 0.0000 LR: 6.019e-02 Score 91.806 Data time: 0.2072, Forward time: 2.2748, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 4.9100 [2020-11-08 20:33:43,038][root][INFO] - ===> Epoch[166](4313/26): Loss 0.1022, Sem 0.2610, dir -0.5691, norm 0.4103, swav 0.0000 LR: 6.018e-02 Score 91.771 Data time: 0.2180, Forward time: 2.2748, Backward time: 3.0882, DDP time: 0.0045, Total iter time: 6.3137 [2020-11-08 20:33:50,193][root][INFO] - ===> Epoch[166](4314/26): Loss 0.0857, Sem 0.2454, dir -0.5709, norm 0.4113, swav 0.0000 LR: 6.017e-02 Score 92.042 Data time: 0.2144, Forward time: 2.2748, Backward time: 3.0884, DDP time: 0.0045, Total iter time: 7.0199 [2020-11-08 20:33:56,820][root][INFO] - ===> Epoch[166](4315/26): Loss 0.2336, Sem 0.3335, dir -0.6052, norm 0.5053, swav 0.0000 LR: 6.016e-02 Score 89.084 Data time: 0.1819, Forward time: 2.2747, Backward time: 3.0887, DDP time: 0.0045, Total iter time: 6.5005 [2020-11-08 20:34:03,163][root][INFO] - ===> Epoch[166](4316/26): Loss 0.1376, Sem 0.2530, dir -0.5512, norm 0.4358, swav 0.0000 LR: 6.015e-02 Score 92.449 Data time: 0.3150, Forward time: 2.2749, Backward time: 3.0887, DDP time: 0.0045, Total iter time: 6.2515 [2020-11-08 20:34:08,437][root][INFO] - ===> Epoch[167](4317/26): Loss -0.0087, Sem 0.2102, dir -0.6087, norm 0.3898, swav 0.0000 LR: 6.014e-02 Score 93.176 Data time: 0.1943, Forward time: 2.2749, Backward time: 3.0886, DDP time: 0.0045, Total iter time: 5.1243 [2020-11-08 20:34:14,091][root][INFO] - ===> Epoch[167](4318/26): Loss 0.0476, Sem 0.2084, dir -0.5575, norm 0.3967, swav 0.0000 LR: 6.013e-02 Score 93.748 Data time: 0.2076, Forward time: 2.2749, Backward time: 3.0886, DDP time: 0.0045, Total iter time: 5.5556 [2020-11-08 20:34:19,733][root][INFO] - ===> Epoch[167](4319/26): Loss 0.1186, Sem 0.2325, dir -0.5662, norm 0.4524, swav 0.0000 LR: 6.012e-02 Score 93.035 Data time: 0.2399, Forward time: 2.2749, Backward time: 3.0885, DDP time: 0.0045, Total iter time: 5.5362 [2020-11-08 20:34:24,661][root][INFO] - ===> Epoch[167](4320/26): Loss 0.0784, Sem 0.2718, dir -0.6105, norm 0.4172, swav 0.0000 LR: 6.011e-02 Score 91.073 Data time: 0.2380, Forward time: 2.2750, Backward time: 3.0882, DDP time: 0.0045, Total iter time: 4.8104 [2020-11-08 20:34:29,568][root][INFO] - ===> Epoch[167](4321/26): Loss 0.0770, Sem 0.2261, dir -0.5859, norm 0.4368, swav 0.0000 LR: 6.010e-02 Score 92.959 Data time: 0.2085, Forward time: 2.2750, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 4.7826 [2020-11-08 20:34:34,828][root][INFO] - ===> Epoch[167](4322/26): Loss 0.0999, Sem 0.2680, dir -0.5902, norm 0.4221, swav 0.0000 LR: 6.009e-02 Score 90.888 Data time: 0.2297, Forward time: 2.2751, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 5.1430 [2020-11-08 20:34:39,985][root][INFO] - ===> Epoch[167](4323/26): Loss 0.0909, Sem 0.2694, dir -0.6195, norm 0.4410, swav 0.0000 LR: 6.008e-02 Score 91.312 Data time: 0.2030, Forward time: 2.2751, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.0235 [2020-11-08 20:34:45,605][root][INFO] - ===> Epoch[167](4324/26): Loss 0.1283, Sem 0.2727, dir -0.5755, norm 0.4311, swav 0.0000 LR: 6.007e-02 Score 91.412 Data time: 0.1964, Forward time: 2.2750, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.5140 [2020-11-08 20:34:50,747][root][INFO] - ===> Epoch[167](4325/26): Loss 0.0871, Sem 0.2471, dir -0.5847, norm 0.4246, swav 0.0000 LR: 6.006e-02 Score 92.127 Data time: 0.1834, Forward time: 2.2750, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.0278 [2020-11-08 20:34:55,595][root][INFO] - ===> Epoch[167](4326/26): Loss 0.0610, Sem 0.2515, dir -0.6013, norm 0.4109, swav 0.0000 LR: 6.005e-02 Score 91.730 Data time: 0.1880, Forward time: 2.2749, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 4.7235 [2020-11-08 20:35:01,721][root][INFO] - ===> Epoch[167](4327/26): Loss 0.0638, Sem 0.2676, dir -0.6199, norm 0.4161, swav 0.0000 LR: 6.004e-02 Score 91.784 Data time: 0.2886, Forward time: 2.2751, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 6.0474 [2020-11-08 20:35:07,368][root][INFO] - ===> Epoch[167](4328/26): Loss 0.0569, Sem 0.2341, dir -0.5945, norm 0.4173, swav 0.0000 LR: 6.003e-02 Score 92.681 Data time: 0.2032, Forward time: 2.2751, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.5150 [2020-11-08 20:35:12,506][root][INFO] - ===> Epoch[167](4329/26): Loss 0.1230, Sem 0.2386, dir -0.5683, norm 0.4527, swav 0.0000 LR: 6.002e-02 Score 92.258 Data time: 0.2209, Forward time: 2.2751, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.0382 [2020-11-08 20:35:19,635][root][INFO] - ===> Epoch[167](4330/26): Loss 0.1184, Sem 0.2634, dir -0.5991, norm 0.4540, swav 0.0000 LR: 6.001e-02 Score 91.414 Data time: 0.2126, Forward time: 2.2751, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 6.9974 [2020-11-08 20:35:25,177][root][INFO] - ===> Epoch[167](4331/26): Loss 0.0708, Sem 0.2388, dir -0.5930, norm 0.4249, swav 0.0000 LR: 6.000e-02 Score 92.330 Data time: 0.1983, Forward time: 2.2751, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.4056 [2020-11-08 20:35:30,086][root][INFO] - ===> Epoch[167](4332/26): Loss 0.1185, Sem 0.2712, dir -0.5691, norm 0.4164, swav 0.0000 LR: 6.000e-02 Score 91.273 Data time: 0.1482, Forward time: 2.2749, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 4.8158 [2020-11-08 20:35:36,117][root][INFO] - ===> Epoch[167](4333/26): Loss 0.0884, Sem 0.2414, dir -0.5649, norm 0.4119, swav 0.0000 LR: 5.999e-02 Score 92.214 Data time: 0.1900, Forward time: 2.2749, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.9294 [2020-11-08 20:35:41,681][root][INFO] - ===> Epoch[167](4334/26): Loss 0.0807, Sem 0.2391, dir -0.5634, norm 0.4051, swav 0.0000 LR: 5.998e-02 Score 91.727 Data time: 0.1696, Forward time: 2.2748, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.4526 [2020-11-08 20:35:46,790][root][INFO] - ===> Epoch[167](4335/26): Loss 0.0302, Sem 0.2385, dir -0.6056, norm 0.3973, swav 0.0000 LR: 5.997e-02 Score 92.558 Data time: 0.2183, Forward time: 2.2748, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.0313 [2020-11-08 20:35:52,147][root][INFO] - ===> Epoch[167](4336/26): Loss 0.1037, Sem 0.2427, dir -0.5498, norm 0.4108, swav 0.0000 LR: 5.996e-02 Score 91.955 Data time: 0.2434, Forward time: 2.2749, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.2558 [2020-11-08 20:35:57,406][root][INFO] - ===> Epoch[167](4337/26): Loss 0.1111, Sem 0.2708, dir -0.6015, norm 0.4418, swav 0.0000 LR: 5.995e-02 Score 91.120 Data time: 0.2501, Forward time: 2.2749, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.1188 [2020-11-08 20:36:04,644][root][INFO] - ===> Epoch[167](4338/26): Loss 0.0932, Sem 0.2712, dir -0.6217, norm 0.4437, swav 0.0000 LR: 5.994e-02 Score 91.680 Data time: 0.3543, Forward time: 2.2752, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 7.1211 [2020-11-08 20:36:10,880][root][INFO] - ===> Epoch[167](4339/26): Loss 0.0457, Sem 0.2133, dir -0.5591, norm 0.3915, swav 0.0000 LR: 5.993e-02 Score 92.803 Data time: 0.2087, Forward time: 2.2752, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 6.1120 [2020-11-08 20:36:15,554][root][INFO] - ===> Epoch[167](4340/26): Loss 0.0441, Sem 0.2499, dir -0.6123, norm 0.4065, swav 0.0000 LR: 5.992e-02 Score 91.315 Data time: 0.1850, Forward time: 2.2751, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 4.5714 [2020-11-08 20:36:21,616][root][INFO] - ===> Epoch[167](4341/26): Loss 0.1861, Sem 0.2873, dir -0.5746, norm 0.4734, swav 0.0000 LR: 5.991e-02 Score 91.471 Data time: 0.2322, Forward time: 2.2752, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 6.0074 [2020-11-08 20:36:27,375][root][INFO] - ===> Epoch[167](4342/26): Loss 0.0040, Sem 0.2320, dir -0.6192, norm 0.3912, swav 0.0000 LR: 5.990e-02 Score 92.752 Data time: 0.2247, Forward time: 2.2752, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 5.6315 [2020-11-08 20:36:32,626][root][INFO] - ===> Epoch[168](4343/26): Loss 0.1048, Sem 0.2432, dir -0.5437, norm 0.4053, swav 0.0000 LR: 5.989e-02 Score 92.536 Data time: 0.2132, Forward time: 2.2752, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.1540 [2020-11-08 20:36:37,938][root][INFO] - ===> Epoch[168](4344/26): Loss 0.0649, Sem 0.2597, dir -0.5874, norm 0.3925, swav 0.0000 LR: 5.988e-02 Score 91.375 Data time: 0.1511, Forward time: 2.2751, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 5.2143 [2020-11-08 20:36:42,970][root][INFO] - ===> Epoch[168](4345/26): Loss 0.0566, Sem 0.2545, dir -0.5980, norm 0.4000, swav 0.0000 LR: 5.987e-02 Score 92.770 Data time: 0.1656, Forward time: 2.2750, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 4.9726 [2020-11-08 20:36:48,593][root][INFO] - ===> Epoch[168](4346/26): Loss 0.1136, Sem 0.2771, dir -0.5898, norm 0.4263, swav 0.0000 LR: 5.986e-02 Score 90.850 Data time: 0.2114, Forward time: 2.2750, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.5153 [2020-11-08 20:36:55,549][root][INFO] - ===> Epoch[168](4347/26): Loss 0.2396, Sem 0.3718, dir -0.5718, norm 0.4396, swav 0.0000 LR: 5.985e-02 Score 89.361 Data time: 0.1728, Forward time: 2.2749, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 6.8357 [2020-11-08 20:37:00,606][root][INFO] - ===> Epoch[168](4348/26): Loss 0.0427, Sem 0.2247, dir -0.5887, norm 0.4068, swav 0.0000 LR: 5.984e-02 Score 93.056 Data time: 0.2152, Forward time: 2.2749, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 4.9601 [2020-11-08 20:37:06,371][root][INFO] - ===> Epoch[168](4349/26): Loss 0.1195, Sem 0.2467, dir -0.6084, norm 0.4812, swav 0.0000 LR: 5.983e-02 Score 92.084 Data time: 0.2797, Forward time: 2.2751, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.6414 [2020-11-08 20:37:12,478][root][INFO] - ===> Epoch[168](4350/26): Loss 0.1872, Sem 0.2946, dir -0.5072, norm 0.3998, swav 0.0000 LR: 5.982e-02 Score 91.006 Data time: 0.1892, Forward time: 2.2750, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.9870 [2020-11-08 20:37:18,002][root][INFO] - ===> Epoch[168](4351/26): Loss 0.1275, Sem 0.2442, dir -0.5481, norm 0.4314, swav 0.0000 LR: 5.981e-02 Score 92.405 Data time: 0.2214, Forward time: 2.2750, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 5.4100 [2020-11-08 20:37:23,076][root][INFO] - ===> Epoch[168](4352/26): Loss 0.0955, Sem 0.2517, dir -0.5471, norm 0.3910, swav 0.0000 LR: 5.980e-02 Score 92.321 Data time: 0.2327, Forward time: 2.2751, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 4.9533 [2020-11-08 20:37:28,479][root][INFO] - ===> Epoch[168](4353/26): Loss 0.1457, Sem 0.2910, dir -0.5982, norm 0.4529, swav 0.0000 LR: 5.980e-02 Score 91.174 Data time: 0.1394, Forward time: 2.2750, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.2874 [2020-11-08 20:37:33,673][root][INFO] - ===> Epoch[168](4354/26): Loss 0.0069, Sem 0.2216, dir -0.5806, norm 0.3659, swav 0.0000 LR: 5.979e-02 Score 92.873 Data time: 0.2279, Forward time: 2.2750, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.1180 [2020-11-08 20:37:40,344][root][INFO] - ===> Epoch[168](4355/26): Loss 0.1010, Sem 0.2438, dir -0.5825, norm 0.4396, swav 0.0000 LR: 5.978e-02 Score 91.163 Data time: 0.2326, Forward time: 2.2750, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 6.5664 [2020-11-08 20:37:46,285][root][INFO] - ===> Epoch[168](4356/26): Loss 0.0961, Sem 0.2565, dir -0.5751, norm 0.4147, swav 0.0000 LR: 5.977e-02 Score 91.923 Data time: 0.2097, Forward time: 2.2750, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 5.8250 [2020-11-08 20:37:52,501][root][INFO] - ===> Epoch[168](4357/26): Loss 0.0865, Sem 0.2700, dir -0.5668, norm 0.3833, swav 0.0000 LR: 5.976e-02 Score 91.621 Data time: 0.1557, Forward time: 2.2749, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 6.1025 [2020-11-08 20:37:57,889][root][INFO] - ===> Epoch[168](4358/26): Loss 0.0264, Sem 0.2435, dir -0.6212, norm 0.4041, swav 0.0000 LR: 5.975e-02 Score 92.748 Data time: 0.1674, Forward time: 2.2748, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.3183 [2020-11-08 20:38:04,476][root][INFO] - ===> Epoch[168](4359/26): Loss 0.0202, Sem 0.2262, dir -0.6077, norm 0.4017, swav 0.0000 LR: 5.974e-02 Score 92.889 Data time: 0.1283, Forward time: 2.2746, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 6.4746 [2020-11-08 20:38:11,379][root][INFO] - ===> Epoch[168](4360/26): Loss 0.0577, Sem 0.2337, dir -0.5744, norm 0.3984, swav 0.0000 LR: 5.973e-02 Score 92.846 Data time: 0.1896, Forward time: 2.2746, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 6.8455 [2020-11-08 20:38:16,971][root][INFO] - ===> Epoch[168](4361/26): Loss 0.1273, Sem 0.2446, dir -0.5653, norm 0.4479, swav 0.0000 LR: 5.972e-02 Score 91.652 Data time: 0.2907, Forward time: 2.2747, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.4704 [2020-11-08 20:38:23,198][root][INFO] - ===> Epoch[168](4362/26): Loss 0.0786, Sem 0.2745, dir -0.6040, norm 0.4081, swav 0.0000 LR: 5.971e-02 Score 91.249 Data time: 0.2385, Forward time: 2.2747, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 6.0910 [2020-11-08 20:38:30,039][root][INFO] - ===> Epoch[168](4363/26): Loss 0.0592, Sem 0.2170, dir -0.5879, norm 0.4301, swav 0.0000 LR: 5.970e-02 Score 92.927 Data time: 0.2691, Forward time: 2.2749, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 6.7281 [2020-11-08 20:38:35,900][root][INFO] - ===> Epoch[168](4364/26): Loss 0.1078, Sem 0.2897, dir -0.6235, norm 0.4415, swav 0.0000 LR: 5.969e-02 Score 90.864 Data time: 0.2129, Forward time: 2.2749, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 5.7392 [2020-11-08 20:38:40,411][root][INFO] - ===> Epoch[168](4365/26): Loss 0.0336, Sem 0.2070, dir -0.5907, norm 0.4173, swav 0.0000 LR: 5.968e-02 Score 93.076 Data time: 0.1879, Forward time: 2.2748, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 4.3970 [2020-11-08 20:38:47,058][root][INFO] - ===> Epoch[168](4366/26): Loss 0.1094, Sem 0.2466, dir -0.6029, norm 0.4657, swav 0.0000 LR: 5.967e-02 Score 91.876 Data time: 0.2152, Forward time: 2.2748, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 6.5502 [2020-11-08 20:38:52,784][root][INFO] - ===> Epoch[168](4367/26): Loss 0.1299, Sem 0.2375, dir -0.5426, norm 0.4350, swav 0.0000 LR: 5.966e-02 Score 92.872 Data time: 0.1999, Forward time: 2.2748, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 5.5795 [2020-11-08 20:38:58,892][root][INFO] - ===> Epoch[168](4368/26): Loss 0.1389, Sem 0.2430, dir -0.5497, norm 0.4457, swav 0.0000 LR: 5.965e-02 Score 92.139 Data time: 0.1419, Forward time: 2.2747, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.9870 [2020-11-08 20:39:04,888][root][INFO] - ===> Epoch[169](4369/26): Loss 0.1613, Sem 0.3152, dir -0.5705, norm 0.4166, swav 0.0000 LR: 5.964e-02 Score 89.947 Data time: 0.1681, Forward time: 2.2746, Backward time: 3.0882, DDP time: 0.0045, Total iter time: 5.8999 [2020-11-08 20:39:10,354][root][INFO] - ===> Epoch[169](4370/26): Loss 0.1604, Sem 0.2937, dir -0.5350, norm 0.4017, swav 0.0000 LR: 5.963e-02 Score 91.370 Data time: 0.2150, Forward time: 2.2746, Backward time: 3.0881, DDP time: 0.0045, Total iter time: 5.3671 [2020-11-08 20:39:17,553][root][INFO] - ===> Epoch[169](4371/26): Loss 0.0649, Sem 0.2574, dir -0.6047, norm 0.4122, swav 0.0000 LR: 5.962e-02 Score 91.915 Data time: 0.1670, Forward time: 2.2745, Backward time: 3.0886, DDP time: 0.0045, Total iter time: 7.0917 [2020-11-08 20:39:22,688][root][INFO] - ===> Epoch[169](4372/26): Loss 0.1674, Sem 0.2870, dir -0.5872, norm 0.4676, swav 0.0000 LR: 5.961e-02 Score 90.958 Data time: 0.1927, Forward time: 2.2744, Backward time: 3.0885, DDP time: 0.0045, Total iter time: 5.0491 [2020-11-08 20:39:27,555][root][INFO] - ===> Epoch[169](4373/26): Loss 0.0443, Sem 0.2173, dir -0.5708, norm 0.3977, swav 0.0000 LR: 5.960e-02 Score 92.732 Data time: 0.2283, Forward time: 2.2745, Backward time: 3.0883, DDP time: 0.0045, Total iter time: 4.7583 [2020-11-08 20:39:33,394][root][INFO] - ===> Epoch[169](4374/26): Loss 0.0393, Sem 0.2293, dir -0.5934, norm 0.4034, swav 0.0000 LR: 5.960e-02 Score 92.244 Data time: 0.1395, Forward time: 2.2744, Backward time: 3.0884, DDP time: 0.0045, Total iter time: 5.7028 [2020-11-08 20:39:39,343][root][INFO] - ===> Epoch[169](4375/26): Loss 0.1835, Sem 0.2967, dir -0.6003, norm 0.4871, swav 0.0000 LR: 5.959e-02 Score 90.596 Data time: 0.2691, Forward time: 2.2745, Backward time: 3.0883, DDP time: 0.0045, Total iter time: 5.8458 [2020-11-08 20:39:45,012][root][INFO] - ===> Epoch[169](4376/26): Loss 0.1042, Sem 0.2537, dir -0.5787, norm 0.4293, swav 0.0000 LR: 5.958e-02 Score 92.054 Data time: 0.2149, Forward time: 2.2745, Backward time: 3.0883, DDP time: 0.0045, Total iter time: 5.5406 [2020-11-08 20:39:49,906][root][INFO] - ===> Epoch[169](4377/26): Loss 0.1239, Sem 0.2730, dir -0.5538, norm 0.4047, swav 0.0000 LR: 5.957e-02 Score 91.709 Data time: 0.2413, Forward time: 2.2745, Backward time: 3.0881, DDP time: 0.0045, Total iter time: 4.7713 [2020-11-08 20:39:54,295][root][INFO] - ===> Epoch[169](4378/26): Loss 0.0760, Sem 0.2671, dir -0.6113, norm 0.4202, swav 0.0000 LR: 5.956e-02 Score 91.573 Data time: 0.1814, Forward time: 2.2745, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 4.2791 [2020-11-08 20:40:00,168][root][INFO] - ===> Epoch[169](4379/26): Loss 0.0635, Sem 0.2700, dir -0.6109, norm 0.4045, swav 0.0000 LR: 5.955e-02 Score 91.851 Data time: 0.1587, Forward time: 2.2743, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.7665 [2020-11-08 20:40:05,890][root][INFO] - ===> Epoch[169](4380/26): Loss 0.1826, Sem 0.2799, dir -0.5774, norm 0.4800, swav 0.0000 LR: 5.954e-02 Score 91.456 Data time: 0.2264, Forward time: 2.2743, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.6331 [2020-11-08 20:40:12,123][root][INFO] - ===> Epoch[169](4381/26): Loss 0.1089, Sem 0.2539, dir -0.5442, norm 0.3991, swav 0.0000 LR: 5.953e-02 Score 91.160 Data time: 0.3286, Forward time: 2.2745, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 6.1324 [2020-11-08 20:40:17,442][root][INFO] - ===> Epoch[169](4382/26): Loss 0.1731, Sem 0.2723, dir -0.5169, norm 0.4177, swav 0.0000 LR: 5.952e-02 Score 91.505 Data time: 0.2112, Forward time: 2.2745, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 5.1916 [2020-11-08 20:40:23,795][root][INFO] - ===> Epoch[169](4383/26): Loss 0.1119, Sem 0.2659, dir -0.5789, norm 0.4250, swav 0.0000 LR: 5.951e-02 Score 91.058 Data time: 0.2102, Forward time: 2.2745, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 6.2407 [2020-11-08 20:40:29,068][root][INFO] - ===> Epoch[169](4384/26): Loss 0.0198, Sem 0.2223, dir -0.6150, norm 0.4125, swav 0.0000 LR: 5.950e-02 Score 92.732 Data time: 0.2082, Forward time: 2.2745, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 5.1771 [2020-11-08 20:40:34,267][root][INFO] - ===> Epoch[169](4385/26): Loss 0.1074, Sem 0.2538, dir -0.5673, norm 0.4209, swav 0.0000 LR: 5.949e-02 Score 92.517 Data time: 0.2454, Forward time: 2.2746, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.1010 [2020-11-08 20:40:39,391][root][INFO] - ===> Epoch[169](4386/26): Loss 0.0940, Sem 0.2595, dir -0.5788, norm 0.4133, swav 0.0000 LR: 5.948e-02 Score 91.211 Data time: 0.1936, Forward time: 2.2746, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.0080 [2020-11-08 20:40:43,901][root][INFO] - ===> Epoch[169](4387/26): Loss 0.0859, Sem 0.2266, dir -0.5629, norm 0.4222, swav 0.0000 LR: 5.947e-02 Score 92.305 Data time: 0.1623, Forward time: 2.2745, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.3882 [2020-11-08 20:40:48,944][root][INFO] - ===> Epoch[169](4388/26): Loss 0.0064, Sem 0.2138, dir -0.6097, norm 0.4023, swav 0.0000 LR: 5.946e-02 Score 93.239 Data time: 0.1847, Forward time: 2.2743, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.9590 [2020-11-08 20:40:54,332][root][INFO] - ===> Epoch[169](4389/26): Loss 0.0826, Sem 0.2332, dir -0.5592, norm 0.4086, swav 0.0000 LR: 5.945e-02 Score 92.048 Data time: 0.2083, Forward time: 2.2743, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.3000 [2020-11-08 20:41:00,732][root][INFO] - ===> Epoch[169](4390/26): Loss 0.1807, Sem 0.3019, dir -0.5262, norm 0.4049, swav 0.0000 LR: 5.944e-02 Score 90.773 Data time: 0.2392, Forward time: 2.2744, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 6.2829 [2020-11-08 20:41:06,433][root][INFO] - ===> Epoch[169](4391/26): Loss 0.1007, Sem 0.2453, dir -0.5746, norm 0.4300, swav 0.0000 LR: 5.943e-02 Score 91.505 Data time: 0.1598, Forward time: 2.2742, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.5631 [2020-11-08 20:41:11,662][root][INFO] - ===> Epoch[169](4392/26): Loss 0.0990, Sem 0.2421, dir -0.5796, norm 0.4365, swav 0.0000 LR: 5.942e-02 Score 91.863 Data time: 0.1739, Forward time: 2.2742, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.1102 [2020-11-08 20:41:16,157][root][INFO] - ===> Epoch[169](4393/26): Loss 0.0291, Sem 0.2079, dir -0.5937, norm 0.4149, swav 0.0000 LR: 5.941e-02 Score 93.920 Data time: 0.1737, Forward time: 2.2741, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 4.3820 [2020-11-08 20:41:23,281][root][INFO] - ===> Epoch[169](4394/26): Loss 0.1979, Sem 0.3640, dir -0.5945, norm 0.4285, swav 0.0000 LR: 5.940e-02 Score 89.749 Data time: 0.1854, Forward time: 2.2740, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 7.0075 [2020-11-08 20:41:30,004][root][INFO] - ===> Epoch[170](4395/26): Loss 0.0946, Sem 0.2316, dir -0.5591, norm 0.4221, swav 0.0000 LR: 5.939e-02 Score 92.849 Data time: 0.2553, Forward time: 2.2741, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 6.6106 [2020-11-08 20:41:35,624][root][INFO] - ===> Epoch[170](4396/26): Loss 0.0952, Sem 0.2482, dir -0.5804, norm 0.4274, swav 0.0000 LR: 5.939e-02 Score 91.486 Data time: 0.1507, Forward time: 2.2740, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 5.4854 [2020-11-08 20:41:42,501][root][INFO] - ===> Epoch[170](4397/26): Loss 0.0955, Sem 0.2463, dir -0.6090, norm 0.4582, swav 0.0000 LR: 5.938e-02 Score 92.466 Data time: 0.1446, Forward time: 2.2738, Backward time: 3.0882, DDP time: 0.0045, Total iter time: 6.7604 [2020-11-08 20:41:48,221][root][INFO] - ===> Epoch[170](4398/26): Loss 0.1495, Sem 0.2891, dir -0.5725, norm 0.4329, swav 0.0000 LR: 5.937e-02 Score 91.356 Data time: 0.1585, Forward time: 2.2736, Backward time: 3.0884, DDP time: 0.0045, Total iter time: 5.6295 [2020-11-08 20:41:53,760][root][INFO] - ===> Epoch[170](4399/26): Loss 0.1018, Sem 0.2439, dir -0.5524, norm 0.4103, swav 0.0000 LR: 5.936e-02 Score 92.649 Data time: 0.2119, Forward time: 2.2736, Backward time: 3.0883, DDP time: 0.0045, Total iter time: 5.4542 [2020-11-08 20:41:59,328][root][INFO] - ===> Epoch[170](4400/26): Loss 0.1418, Sem 0.2875, dir -0.5858, norm 0.4401, swav 0.0000 LR: 5.935e-02 Score 90.759 Data time: 0.2123, Forward time: 2.2737, Backward time: 3.0883, DDP time: 0.0045, Total iter time: 5.4412 [2020-11-08 20:42:05,401][root][INFO] - ===> Epoch[170](4401/26): Loss 0.0515, Sem 0.2334, dir -0.5743, norm 0.3924, swav 0.0000 LR: 5.934e-02 Score 92.498 Data time: 0.2384, Forward time: 2.2738, Backward time: 3.0882, DDP time: 0.0045, Total iter time: 5.9493 [2020-11-08 20:42:09,831][root][INFO] - ===> Epoch[170](4402/26): Loss 0.0726, Sem 0.2127, dir -0.6062, norm 0.4661, swav 0.0000 LR: 5.933e-02 Score 92.832 Data time: 0.1753, Forward time: 2.2737, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 4.2877 [2020-11-08 20:42:15,201][root][INFO] - ===> Epoch[170](4403/26): Loss 0.1889, Sem 0.3110, dir -0.5619, norm 0.4398, swav 0.0000 LR: 5.932e-02 Score 91.175 Data time: 0.1761, Forward time: 2.2736, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.2705 [2020-11-08 20:42:20,184][root][INFO] - ===> Epoch[170](4404/26): Loss 0.0837, Sem 0.2643, dir -0.5847, norm 0.4041, swav 0.0000 LR: 5.931e-02 Score 91.908 Data time: 0.1412, Forward time: 2.2734, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 4.8577 [2020-11-08 20:42:26,049][root][INFO] - ===> Epoch[170](4405/26): Loss 0.0367, Sem 0.2573, dir -0.6452, norm 0.4246, swav 0.0000 LR: 5.930e-02 Score 92.117 Data time: 0.2387, Forward time: 2.2734, Backward time: 3.0881, DDP time: 0.0045, Total iter time: 5.7885 [2020-11-08 20:42:30,917][root][INFO] - ===> Epoch[170](4406/26): Loss 0.1163, Sem 0.3001, dir -0.6197, norm 0.4358, swav 0.0000 LR: 5.929e-02 Score 91.386 Data time: 0.2111, Forward time: 2.2734, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 4.7430 [2020-11-08 20:42:36,625][root][INFO] - ===> Epoch[170](4407/26): Loss -0.0148, Sem 0.2037, dir -0.6251, norm 0.4066, swav 0.0000 LR: 5.928e-02 Score 93.442 Data time: 0.1749, Forward time: 2.2733, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.5923 [2020-11-08 20:42:42,284][root][INFO] - ===> Epoch[170](4408/26): Loss 0.1469, Sem 0.2947, dir -0.5853, norm 0.4375, swav 0.0000 LR: 5.927e-02 Score 90.575 Data time: 0.2278, Forward time: 2.2732, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.5230 [2020-11-08 20:42:47,909][root][INFO] - ===> Epoch[170](4409/26): Loss 0.1094, Sem 0.2241, dir -0.5140, norm 0.3993, swav 0.0000 LR: 5.926e-02 Score 92.710 Data time: 0.2413, Forward time: 2.2733, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 5.4842 [2020-11-08 20:42:53,201][root][INFO] - ===> Epoch[170](4410/26): Loss 0.0669, Sem 0.2699, dir -0.6205, norm 0.4176, swav 0.0000 LR: 5.925e-02 Score 92.074 Data time: 0.2105, Forward time: 2.2733, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 5.1515 [2020-11-08 20:42:59,134][root][INFO] - ===> Epoch[170](4411/26): Loss 0.1857, Sem 0.3056, dir -0.5720, norm 0.4521, swav 0.0000 LR: 5.924e-02 Score 90.503 Data time: 0.2673, Forward time: 2.2735, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.7972 [2020-11-08 20:43:05,197][root][INFO] - ===> Epoch[170](4412/26): Loss 0.0771, Sem 0.2456, dir -0.5849, norm 0.4164, swav 0.0000 LR: 5.923e-02 Score 91.552 Data time: 0.1897, Forward time: 2.2734, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 5.9439 [2020-11-08 20:43:11,498][root][INFO] - ===> Epoch[170](4413/26): Loss 0.0914, Sem 0.2446, dir -0.5636, norm 0.4104, swav 0.0000 LR: 5.922e-02 Score 91.982 Data time: 0.2885, Forward time: 2.2735, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 6.1777 [2020-11-08 20:43:17,584][root][INFO] - ===> Epoch[170](4414/26): Loss 0.0690, Sem 0.2299, dir -0.5602, norm 0.3993, swav 0.0000 LR: 5.921e-02 Score 92.116 Data time: 0.1796, Forward time: 2.2735, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 5.9415 [2020-11-08 20:43:22,921][root][INFO] - ===> Epoch[170](4415/26): Loss 0.0723, Sem 0.2057, dir -0.5563, norm 0.4229, swav 0.0000 LR: 5.920e-02 Score 93.409 Data time: 0.1374, Forward time: 2.2733, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.2412 [2020-11-08 20:43:29,457][root][INFO] - ===> Epoch[170](4416/26): Loss 0.1581, Sem 0.2193, dir -0.5222, norm 0.4611, swav 0.0000 LR: 5.919e-02 Score 93.656 Data time: 0.2748, Forward time: 2.2734, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 6.4657 [2020-11-08 20:43:35,681][root][INFO] - ===> Epoch[170](4417/26): Loss 0.1055, Sem 0.2423, dir -0.5651, norm 0.4283, swav 0.0000 LR: 5.919e-02 Score 91.268 Data time: 0.2186, Forward time: 2.2734, Backward time: 3.0881, DDP time: 0.0045, Total iter time: 6.0785 [2020-11-08 20:43:41,556][root][INFO] - ===> Epoch[170](4418/26): Loss 0.0911, Sem 0.2554, dir -0.5922, norm 0.4279, swav 0.0000 LR: 5.918e-02 Score 92.255 Data time: 0.3042, Forward time: 2.2736, Backward time: 3.0880, DDP time: 0.0045, Total iter time: 5.7495 [2020-11-08 20:43:46,627][root][INFO] - ===> Epoch[170](4419/26): Loss 0.0461, Sem 0.2441, dir -0.5932, norm 0.3952, swav 0.0000 LR: 5.917e-02 Score 91.668 Data time: 0.1968, Forward time: 2.2736, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 4.9412 [2020-11-08 20:43:52,574][root][INFO] - ===> Epoch[170](4420/26): Loss 0.0571, Sem 0.2297, dir -0.5845, norm 0.4118, swav 0.0000 LR: 5.916e-02 Score 92.906 Data time: 0.2218, Forward time: 2.2736, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 5.8532 [2020-11-08 20:43:57,073][root][INFO] - ===> Epoch[171](4421/26): Loss 0.0521, Sem 0.2316, dir -0.5694, norm 0.3900, swav 0.0000 LR: 5.915e-02 Score 92.866 Data time: 0.1538, Forward time: 2.2734, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 4.3772 [2020-11-08 20:44:02,698][root][INFO] - ===> Epoch[171](4422/26): Loss 0.0844, Sem 0.2203, dir -0.5565, norm 0.4206, swav 0.0000 LR: 5.914e-02 Score 92.987 Data time: 0.2082, Forward time: 2.2734, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.5745 [2020-11-08 20:44:07,199][root][INFO] - ===> Epoch[171](4423/26): Loss 0.1134, Sem 0.2800, dir -0.6361, norm 0.4695, swav 0.0000 LR: 5.913e-02 Score 91.953 Data time: 0.1972, Forward time: 2.2734, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 4.3817 [2020-11-08 20:44:13,164][root][INFO] - ===> Epoch[171](4424/26): Loss 0.0575, Sem 0.2623, dir -0.5972, norm 0.3924, swav 0.0000 LR: 5.912e-02 Score 92.146 Data time: 0.2216, Forward time: 2.2734, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.8823 [2020-11-08 20:44:19,284][root][INFO] - ===> Epoch[171](4425/26): Loss 0.1291, Sem 0.2420, dir -0.5902, norm 0.4773, swav 0.0000 LR: 5.911e-02 Score 92.514 Data time: 0.1703, Forward time: 2.2733, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 6.0078 [2020-11-08 20:44:26,723][root][INFO] - ===> Epoch[171](4426/26): Loss 0.1261, Sem 0.2418, dir -0.5595, norm 0.4438, swav 0.0000 LR: 5.910e-02 Score 92.180 Data time: 0.1882, Forward time: 2.2733, Backward time: 3.0881, DDP time: 0.0045, Total iter time: 7.3497 [2020-11-08 20:44:31,786][root][INFO] - ===> Epoch[171](4427/26): Loss 0.0879, Sem 0.2738, dir -0.6045, norm 0.4186, swav 0.0000 LR: 5.909e-02 Score 91.703 Data time: 0.1576, Forward time: 2.2731, Backward time: 3.0881, DDP time: 0.0045, Total iter time: 4.9422 [2020-11-08 20:44:37,275][root][INFO] - ===> Epoch[171](4428/26): Loss 0.0642, Sem 0.2024, dir -0.5696, norm 0.4314, swav 0.0000 LR: 5.908e-02 Score 92.389 Data time: 0.1910, Forward time: 2.2731, Backward time: 3.0881, DDP time: 0.0045, Total iter time: 5.3834 [2020-11-08 20:44:42,038][root][INFO] - ===> Epoch[171](4429/26): Loss 0.1036, Sem 0.2706, dir -0.5914, norm 0.4245, swav 0.0000 LR: 5.907e-02 Score 92.046 Data time: 0.2226, Forward time: 2.2731, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 4.6485 [2020-11-08 20:44:47,175][root][INFO] - ===> Epoch[171](4430/26): Loss 0.0741, Sem 0.2174, dir -0.5589, norm 0.4157, swav 0.0000 LR: 5.906e-02 Score 92.704 Data time: 0.1615, Forward time: 2.2730, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 5.0326 [2020-11-08 20:44:52,198][root][INFO] - ===> Epoch[171](4431/26): Loss 0.0988, Sem 0.2374, dir -0.5701, norm 0.4315, swav 0.0000 LR: 5.905e-02 Score 92.311 Data time: 0.2375, Forward time: 2.2730, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 4.9388 [2020-11-08 20:44:58,639][root][INFO] - ===> Epoch[171](4432/26): Loss -0.0083, Sem 0.2048, dir -0.6316, norm 0.4184, swav 0.0000 LR: 5.904e-02 Score 92.787 Data time: 0.2541, Forward time: 2.2730, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 6.3298 [2020-11-08 20:45:04,353][root][INFO] - ===> Epoch[171](4433/26): Loss 0.1033, Sem 0.2692, dir -0.6206, norm 0.4547, swav 0.0000 LR: 5.903e-02 Score 91.395 Data time: 0.2650, Forward time: 2.2732, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.5786 [2020-11-08 20:45:09,273][root][INFO] - ===> Epoch[171](4434/26): Loss 0.0729, Sem 0.2503, dir -0.5620, norm 0.3846, swav 0.0000 LR: 5.902e-02 Score 91.151 Data time: 0.1705, Forward time: 2.2731, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 4.7709 [2020-11-08 20:45:14,949][root][INFO] - ===> Epoch[171](4435/26): Loss 0.0692, Sem 0.2429, dir -0.6094, norm 0.4357, swav 0.0000 LR: 5.901e-02 Score 92.266 Data time: 0.2148, Forward time: 2.2731, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.5702 [2020-11-08 20:45:19,766][root][INFO] - ===> Epoch[171](4436/26): Loss 0.0360, Sem 0.1915, dir -0.5615, norm 0.4060, swav 0.0000 LR: 5.900e-02 Score 93.805 Data time: 0.2262, Forward time: 2.2731, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.7090 [2020-11-08 20:45:26,229][root][INFO] - ===> Epoch[171](4437/26): Loss 0.0536, Sem 0.2436, dir -0.5843, norm 0.3943, swav 0.0000 LR: 5.899e-02 Score 92.243 Data time: 0.2510, Forward time: 2.2732, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 6.3502 [2020-11-08 20:45:32,001][root][INFO] - ===> Epoch[171](4438/26): Loss 0.0732, Sem 0.2308, dir -0.5686, norm 0.4110, swav 0.0000 LR: 5.898e-02 Score 92.295 Data time: 0.1992, Forward time: 2.2732, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.6201 [2020-11-08 20:45:38,329][root][INFO] - ===> Epoch[171](4439/26): Loss 0.0351, Sem 0.2422, dir -0.6251, norm 0.4180, swav 0.0000 LR: 5.898e-02 Score 91.757 Data time: 0.2246, Forward time: 2.2731, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 6.2017 [2020-11-08 20:45:45,461][root][INFO] - ===> Epoch[171](4440/26): Loss 0.1341, Sem 0.2498, dir -0.5134, norm 0.3976, swav 0.0000 LR: 5.897e-02 Score 92.748 Data time: 0.2402, Forward time: 2.2731, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 7.0262 [2020-11-08 20:45:51,244][root][INFO] - ===> Epoch[171](4441/26): Loss 0.1220, Sem 0.3087, dir -0.6220, norm 0.4352, swav 0.0000 LR: 5.896e-02 Score 91.456 Data time: 0.2631, Forward time: 2.2732, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.6501 [2020-11-08 20:45:56,529][root][INFO] - ===> Epoch[171](4442/26): Loss 0.0890, Sem 0.2606, dir -0.5549, norm 0.3832, swav 0.0000 LR: 5.895e-02 Score 91.123 Data time: 0.1885, Forward time: 2.2732, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.1405 [2020-11-08 20:46:01,627][root][INFO] - ===> Epoch[171](4443/26): Loss 0.0767, Sem 0.2562, dir -0.5981, norm 0.4187, swav 0.0000 LR: 5.894e-02 Score 91.817 Data time: 0.1815, Forward time: 2.2732, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 4.9846 [2020-11-08 20:46:07,677][root][INFO] - ===> Epoch[171](4444/26): Loss 0.0767, Sem 0.2558, dir -0.5612, norm 0.3821, swav 0.0000 LR: 5.893e-02 Score 92.060 Data time: 0.1695, Forward time: 2.2731, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.9512 [2020-11-08 20:46:13,004][root][INFO] - ===> Epoch[171](4445/26): Loss 0.0539, Sem 0.2421, dir -0.5794, norm 0.3912, swav 0.0000 LR: 5.892e-02 Score 91.862 Data time: 0.1969, Forward time: 2.2730, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.2171 [2020-11-08 20:46:19,010][root][INFO] - ===> Epoch[171](4446/26): Loss 0.1499, Sem 0.3045, dir -0.5678, norm 0.4132, swav 0.0000 LR: 5.891e-02 Score 90.452 Data time: 0.1953, Forward time: 2.2730, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.8707 [2020-11-08 20:46:23,512][root][INFO] - ===> Epoch[172](4447/26): Loss 0.1165, Sem 0.2653, dir -0.5419, norm 0.3931, swav 0.0000 LR: 5.890e-02 Score 91.786 Data time: 0.1971, Forward time: 2.2729, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 4.4149 [2020-11-08 20:46:28,511][root][INFO] - ===> Epoch[172](4448/26): Loss 0.0496, Sem 0.2301, dir -0.5831, norm 0.4026, swav 0.0000 LR: 5.889e-02 Score 93.197 Data time: 0.2055, Forward time: 2.2729, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.8906 [2020-11-08 20:46:34,271][root][INFO] - ===> Epoch[172](4449/26): Loss 0.0381, Sem 0.2056, dir -0.5705, norm 0.4031, swav 0.0000 LR: 5.888e-02 Score 93.489 Data time: 0.2573, Forward time: 2.2730, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.6461 [2020-11-08 20:46:39,665][root][INFO] - ===> Epoch[172](4450/26): Loss 0.1653, Sem 0.2695, dir -0.5605, norm 0.4562, swav 0.0000 LR: 5.887e-02 Score 91.573 Data time: 0.2169, Forward time: 2.2730, Backward time: 3.0871, DDP time: 0.0045, Total iter time: 5.2536 [2020-11-08 20:46:46,617][root][INFO] - ===> Epoch[172](4451/26): Loss 0.2240, Sem 0.2997, dir -0.5455, norm 0.4698, swav 0.0000 LR: 5.886e-02 Score 91.059 Data time: 0.2330, Forward time: 2.2731, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 6.8165 [2020-11-08 20:46:52,975][root][INFO] - ===> Epoch[172](4452/26): Loss 0.1551, Sem 0.2640, dir -0.5417, norm 0.4327, swav 0.0000 LR: 5.885e-02 Score 91.635 Data time: 0.2384, Forward time: 2.2732, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 6.2318 [2020-11-08 20:46:58,076][root][INFO] - ===> Epoch[172](4453/26): Loss 0.1091, Sem 0.3101, dir -0.6006, norm 0.3996, swav 0.0000 LR: 5.884e-02 Score 89.038 Data time: 0.1895, Forward time: 2.2731, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.9361 [2020-11-08 20:47:03,880][root][INFO] - ===> Epoch[172](4454/26): Loss 0.0319, Sem 0.2215, dir -0.5812, norm 0.3916, swav 0.0000 LR: 5.883e-02 Score 93.355 Data time: 0.2258, Forward time: 2.2731, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.7117 [2020-11-08 20:47:09,377][root][INFO] - ===> Epoch[172](4455/26): Loss 0.1106, Sem 0.2446, dir -0.5929, norm 0.4588, swav 0.0000 LR: 5.882e-02 Score 91.988 Data time: 0.1926, Forward time: 2.2731, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.4049 [2020-11-08 20:47:14,652][root][INFO] - ===> Epoch[172](4456/26): Loss 0.0074, Sem 0.2161, dir -0.6298, norm 0.4211, swav 0.0000 LR: 5.881e-02 Score 92.930 Data time: 0.2169, Forward time: 2.2730, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.1453 [2020-11-08 20:47:21,778][root][INFO] - ===> Epoch[172](4457/26): Loss 0.0610, Sem 0.2474, dir -0.5921, norm 0.4057, swav 0.0000 LR: 5.880e-02 Score 92.652 Data time: 0.3585, Forward time: 2.2733, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 7.0186 [2020-11-08 20:47:27,172][root][INFO] - ===> Epoch[172](4458/26): Loss 0.0414, Sem 0.2413, dir -0.5797, norm 0.3797, swav 0.0000 LR: 5.879e-02 Score 91.877 Data time: 0.1825, Forward time: 2.2732, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.2484 [2020-11-08 20:47:33,129][root][INFO] - ===> Epoch[172](4459/26): Loss 0.1904, Sem 0.2620, dir -0.5344, norm 0.4628, swav 0.0000 LR: 5.878e-02 Score 91.065 Data time: 0.2112, Forward time: 2.2732, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.8569 [2020-11-08 20:47:39,891][root][INFO] - ===> Epoch[172](4460/26): Loss 0.1467, Sem 0.2851, dir -0.5554, norm 0.4169, swav 0.0000 LR: 5.877e-02 Score 91.440 Data time: 0.2359, Forward time: 2.2732, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 6.6321 [2020-11-08 20:47:44,999][root][INFO] - ===> Epoch[172](4461/26): Loss 0.1609, Sem 0.3051, dir -0.5701, norm 0.4259, swav 0.0000 LR: 5.877e-02 Score 90.408 Data time: 0.1339, Forward time: 2.2730, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 4.9767 [2020-11-08 20:47:50,912][root][INFO] - ===> Epoch[172](4462/26): Loss 0.0591, Sem 0.2403, dir -0.5874, norm 0.4062, swav 0.0000 LR: 5.876e-02 Score 92.087 Data time: 0.1990, Forward time: 2.2729, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.7997 [2020-11-08 20:47:56,559][root][INFO] - ===> Epoch[172](4463/26): Loss 0.0997, Sem 0.2634, dir -0.5703, norm 0.4066, swav 0.0000 LR: 5.875e-02 Score 92.068 Data time: 0.2041, Forward time: 2.2729, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.5363 [2020-11-08 20:48:03,168][root][INFO] - ===> Epoch[172](4464/26): Loss 0.1213, Sem 0.2156, dir -0.4896, norm 0.3954, swav 0.0000 LR: 5.874e-02 Score 92.819 Data time: 0.2073, Forward time: 2.2729, Backward time: 3.0879, DDP time: 0.0045, Total iter time: 6.4769 [2020-11-08 20:48:08,937][root][INFO] - ===> Epoch[172](4465/26): Loss 0.0380, Sem 0.2478, dir -0.6202, norm 0.4104, swav 0.0000 LR: 5.873e-02 Score 91.899 Data time: 0.2534, Forward time: 2.2730, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 5.6453 [2020-11-08 20:48:14,303][root][INFO] - ===> Epoch[172](4466/26): Loss 0.0907, Sem 0.2777, dir -0.5706, norm 0.3836, swav 0.0000 LR: 5.872e-02 Score 90.910 Data time: 0.2267, Forward time: 2.2731, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.2402 [2020-11-08 20:48:20,177][root][INFO] - ===> Epoch[172](4467/26): Loss 0.1295, Sem 0.3105, dir -0.5814, norm 0.4005, swav 0.0000 LR: 5.871e-02 Score 91.403 Data time: 0.1591, Forward time: 2.2729, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.7676 [2020-11-08 20:48:25,896][root][INFO] - ===> Epoch[172](4468/26): Loss 0.0221, Sem 0.2065, dir -0.5900, norm 0.4055, swav 0.0000 LR: 5.870e-02 Score 93.355 Data time: 0.2281, Forward time: 2.2729, Backward time: 3.0878, DDP time: 0.0045, Total iter time: 5.6052 [2020-11-08 20:48:31,811][root][INFO] - ===> Epoch[172](4469/26): Loss 0.0195, Sem 0.2305, dir -0.6043, norm 0.3933, swav 0.0000 LR: 5.869e-02 Score 92.559 Data time: 0.2729, Forward time: 2.2730, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.8042 [2020-11-08 20:48:37,724][root][INFO] - ===> Epoch[172](4470/26): Loss -0.0425, Sem 0.2175, dir -0.6358, norm 0.3758, swav 0.0000 LR: 5.868e-02 Score 92.996 Data time: 0.1974, Forward time: 2.2730, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.7802 [2020-11-08 20:48:43,039][root][INFO] - ===> Epoch[172](4471/26): Loss 0.1404, Sem 0.2721, dir -0.5415, norm 0.4098, swav 0.0000 LR: 5.867e-02 Score 91.590 Data time: 0.2034, Forward time: 2.2730, Backward time: 3.0877, DDP time: 0.0045, Total iter time: 5.2167 [2020-11-08 20:48:48,929][root][INFO] - ===> Epoch[172](4472/26): Loss 0.1187, Sem 0.2557, dir -0.6079, norm 0.4709, swav 0.0000 LR: 5.866e-02 Score 91.661 Data time: 0.2818, Forward time: 2.2731, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.7710 [2020-11-08 20:48:54,155][root][INFO] - ===> Epoch[173](4473/26): Loss 0.1138, Sem 0.2778, dir -0.5790, norm 0.4149, swav 0.0000 LR: 5.865e-02 Score 91.492 Data time: 0.2150, Forward time: 2.2732, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.1000 [2020-11-08 20:48:59,483][root][INFO] - ===> Epoch[173](4474/26): Loss 0.1339, Sem 0.3006, dir -0.5932, norm 0.4265, swav 0.0000 LR: 5.864e-02 Score 90.104 Data time: 0.2960, Forward time: 2.2733, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.2020 [2020-11-08 20:49:05,882][root][INFO] - ===> Epoch[173](4475/26): Loss 0.0689, Sem 0.2550, dir -0.6229, norm 0.4367, swav 0.0000 LR: 5.863e-02 Score 91.043 Data time: 0.2389, Forward time: 2.2733, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 6.2769 [2020-11-08 20:49:12,184][root][INFO] - ===> Epoch[173](4476/26): Loss 0.1106, Sem 0.2451, dir -0.5741, norm 0.4396, swav 0.0000 LR: 5.862e-02 Score 91.081 Data time: 0.2256, Forward time: 2.2734, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 6.1840 [2020-11-08 20:49:18,437][root][INFO] - ===> Epoch[173](4477/26): Loss 0.1139, Sem 0.2669, dir -0.5579, norm 0.4049, swav 0.0000 LR: 5.861e-02 Score 92.081 Data time: 0.1776, Forward time: 2.2733, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 6.1168 [2020-11-08 20:49:24,246][root][INFO] - ===> Epoch[173](4478/26): Loss 0.1560, Sem 0.2724, dir -0.5299, norm 0.4135, swav 0.0000 LR: 5.860e-02 Score 91.751 Data time: 0.2054, Forward time: 2.2732, Backward time: 3.0876, DDP time: 0.0045, Total iter time: 5.7139 [2020-11-08 20:49:29,000][root][INFO] - ===> Epoch[173](4479/26): Loss 0.1677, Sem 0.3239, dir -0.5826, norm 0.4263, swav 0.0000 LR: 5.859e-02 Score 89.335 Data time: 0.2294, Forward time: 2.2732, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.6258 [2020-11-08 20:49:34,239][root][INFO] - ===> Epoch[173](4480/26): Loss 0.0592, Sem 0.2409, dir -0.5921, norm 0.4104, swav 0.0000 LR: 5.858e-02 Score 92.405 Data time: 0.2168, Forward time: 2.2733, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.1015 [2020-11-08 20:49:39,921][root][INFO] - ===> Epoch[173](4481/26): Loss 0.1043, Sem 0.2400, dir -0.5586, norm 0.4229, swav 0.0000 LR: 5.857e-02 Score 92.446 Data time: 0.1268, Forward time: 2.2731, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.5728 [2020-11-08 20:49:45,392][root][INFO] - ===> Epoch[173](4482/26): Loss 0.0644, Sem 0.2365, dir -0.5967, norm 0.4247, swav 0.0000 LR: 5.856e-02 Score 92.416 Data time: 0.1740, Forward time: 2.2730, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.4021 [2020-11-08 20:49:51,167][root][INFO] - ===> Epoch[173](4483/26): Loss 0.0790, Sem 0.2400, dir -0.5753, norm 0.4144, swav 0.0000 LR: 5.856e-02 Score 92.566 Data time: 0.1682, Forward time: 2.2729, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.6630 [2020-11-08 20:49:55,875][root][INFO] - ===> Epoch[173](4484/26): Loss 0.0744, Sem 0.2249, dir -0.5581, norm 0.4077, swav 0.0000 LR: 5.855e-02 Score 92.814 Data time: 0.2066, Forward time: 2.2729, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.6119 [2020-11-08 20:50:01,674][root][INFO] - ===> Epoch[173](4485/26): Loss 0.0120, Sem 0.2030, dir -0.5923, norm 0.4013, swav 0.0000 LR: 5.854e-02 Score 93.686 Data time: 0.2358, Forward time: 2.2730, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 5.6916 [2020-11-08 20:50:07,344][root][INFO] - ===> Epoch[173](4486/26): Loss 0.1098, Sem 0.2473, dir -0.5905, norm 0.4530, swav 0.0000 LR: 5.853e-02 Score 92.420 Data time: 0.1614, Forward time: 2.2729, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.5439 [2020-11-08 20:50:12,902][root][INFO] - ===> Epoch[173](4487/26): Loss 0.0838, Sem 0.2545, dir -0.5689, norm 0.3982, swav 0.0000 LR: 5.852e-02 Score 91.436 Data time: 0.1714, Forward time: 2.2728, Backward time: 3.0874, DDP time: 0.0045, Total iter time: 5.4500 [2020-11-08 20:50:17,931][root][INFO] - ===> Epoch[173](4488/26): Loss 0.0722, Sem 0.2400, dir -0.5736, norm 0.4058, swav 0.0000 LR: 5.851e-02 Score 92.631 Data time: 0.1944, Forward time: 2.2728, Backward time: 3.0872, DDP time: 0.0045, Total iter time: 4.9443 [2020-11-08 20:50:23,489][root][INFO] - ===> Epoch[173](4489/26): Loss 0.1490, Sem 0.2683, dir -0.5519, norm 0.4327, swav 0.0000 LR: 5.850e-02 Score 91.453 Data time: 0.1736, Forward time: 2.2727, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 5.4331 [2020-11-08 20:50:29,506][root][INFO] - ===> Epoch[173](4490/26): Loss 0.0821, Sem 0.2381, dir -0.5449, norm 0.3889, swav 0.0000 LR: 5.849e-02 Score 92.025 Data time: 0.1526, Forward time: 2.2725, Backward time: 3.0875, DDP time: 0.0045, Total iter time: 5.9116 [2020-11-08 20:50:34,255][root][INFO] - ===> Epoch[173](4491/26): Loss 0.1238, Sem 0.2679, dir -0.5653, norm 0.4211, swav 0.0000 LR: 5.848e-02 Score 91.050 Data time: 0.2251, Forward time: 2.2725, Backward time: 3.0873, DDP time: 0.0045, Total iter time: 4.6698 [2020-11-08 20:50:39,011][root][INFO] - ===> Epoch[173](4492/26): Loss 0.1166, Sem 0.2425, dir -0.5553, norm 0.4294, swav 0.0000 LR: 5.847e-02 Score 92.193 Data time: 0.2260, Forward time: 2.2726, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 4.6393 [2020-11-08 20:50:44,352][root][INFO] - ===> Epoch[173](4493/26): Loss 0.1066, Sem 0.2544, dir -0.5704, norm 0.4226, swav 0.0000 LR: 5.846e-02 Score 92.248 Data time: 0.1699, Forward time: 2.2725, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 5.2030 [2020-11-08 20:50:50,429][root][INFO] - ===> Epoch[173](4494/26): Loss 0.1084, Sem 0.2236, dir -0.5590, norm 0.4438, swav 0.0000 LR: 5.845e-02 Score 92.653 Data time: 0.2870, Forward time: 2.2726, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 5.9701 [2020-11-08 20:50:55,502][root][INFO] - ===> Epoch[173](4495/26): Loss 0.0221, Sem 0.2503, dir -0.6335, norm 0.4053, swav 0.0000 LR: 5.844e-02 Score 91.829 Data time: 0.2269, Forward time: 2.2727, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 4.9480 [2020-11-08 20:51:02,334][root][INFO] - ===> Epoch[173](4496/26): Loss 0.0905, Sem 0.2700, dir -0.6273, norm 0.4478, swav 0.0000 LR: 5.843e-02 Score 91.271 Data time: 0.1829, Forward time: 2.2726, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 6.7026 [2020-11-08 20:51:07,848][root][INFO] - ===> Epoch[173](4497/26): Loss 0.1096, Sem 0.2315, dir -0.5642, norm 0.4424, swav 0.0000 LR: 5.842e-02 Score 92.575 Data time: 0.2682, Forward time: 2.2727, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 5.4138 [2020-11-08 20:51:13,243][root][INFO] - ===> Epoch[173](4498/26): Loss 0.2177, Sem 0.3230, dir -0.5153, norm 0.4099, swav 0.0000 LR: 5.841e-02 Score 89.661 Data time: 0.2541, Forward time: 2.2728, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.2679 [2020-11-08 20:51:20,583][root][INFO] - ===> Epoch[174](4499/26): Loss 0.0864, Sem 0.2442, dir -0.5584, norm 0.4006, swav 0.0000 LR: 5.840e-02 Score 91.750 Data time: 0.2106, Forward time: 2.2728, Backward time: 3.0870, DDP time: 0.0045, Total iter time: 7.2033 [2020-11-08 20:51:27,350][root][INFO] - ===> Epoch[174](4500/26): Loss 0.1422, Sem 0.2619, dir -0.5599, norm 0.4403, swav 0.0000 LR: 5.839e-02 Score 91.219 Data time: 0.3342, Forward time: 2.2731, Backward time: 3.0869, DDP time: 0.0045, Total iter time: 6.6498 [2020-11-08 20:51:28,076][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 20:51:28,263][root][INFO] - ===> Start testing [2020-11-08 20:52:43,306][root][INFO] - 101/312: Data time: 0.0042, Iter time: 0.2016 Loss 0.077 (AVG: 0.549) Score 98.367 (AVG: 86.424) mIOU 63.304 mAP 70.800 mAcc 71.867 IOU: 81.879 95.480 55.998 81.374 89.237 79.295 61.831 45.815 35.047 74.089 28.180 42.032 59.454 59.131 34.054 62.831 90.281 56.302 86.897 46.867 mAP: 83.295 95.171 57.916 76.474 89.620 81.791 64.850 63.221 51.987 74.013 41.096 50.563 66.335 61.047 50.891 87.502 95.212 81.465 88.058 55.490 mAcc: 95.685 98.406 69.228 87.618 94.348 85.100 70.296 53.590 46.681 88.325 34.343 51.323 80.197 65.224 38.850 70.602 92.881 62.922 91.760 59.968 [2020-11-08 20:54:05,138][root][INFO] - 201/312: Data time: 0.0054, Iter time: 0.2280 Loss 0.372 (AVG: 0.579) Score 90.618 (AVG: 85.913) mIOU 63.233 mAP 70.985 mAcc 72.070 IOU: 79.818 95.800 55.221 78.341 88.628 81.274 64.437 48.595 42.922 69.484 18.831 54.179 58.971 55.182 39.905 60.786 89.266 54.125 84.639 44.264 mAP: 81.546 95.575 59.893 78.810 88.732 80.035 65.259 66.132 56.905 67.197 39.826 52.524 64.205 63.464 54.579 90.214 93.005 78.890 84.841 58.067 mAcc: 95.554 98.280 67.680 87.071 92.460 85.489 72.692 57.230 53.517 86.892 21.830 61.628 81.367 60.465 48.161 72.060 91.860 61.822 91.251 54.100 [2020-11-08 20:55:35,681][root][INFO] - 301/312: Data time: 0.0055, Iter time: 0.3799 Loss 0.204 (AVG: 0.575) Score 93.010 (AVG: 85.861) mIOU 63.163 mAP 70.467 mAcc 72.121 IOU: 79.758 95.835 52.643 74.161 88.371 81.838 67.470 50.102 44.227 69.532 18.693 55.941 57.497 60.919 36.354 55.671 89.280 57.639 83.931 43.397 mAP: 81.132 95.612 58.605 73.294 88.245 80.075 66.870 63.933 57.292 67.938 38.362 54.632 64.864 67.737 48.947 90.375 93.665 78.632 82.441 56.680 mAcc: 95.473 98.170 63.665 81.719 92.612 85.844 75.683 59.873 54.994 86.752 22.507 64.110 80.547 65.385 43.468 69.830 91.919 65.776 90.178 53.915 [2020-11-08 20:55:42,675][root][INFO] - 312/312: Data time: 0.0038, Iter time: 0.3078 Loss 0.573 (AVG: 0.573) Score 80.844 (AVG: 85.901) mIOU 63.180 mAP 70.600 mAcc 72.253 IOU: 79.890 95.886 52.864 74.111 88.402 81.491 66.964 50.252 44.290 68.390 18.856 55.422 57.030 60.909 37.714 56.681 89.629 57.552 84.141 43.127 mAP: 81.301 95.680 59.023 73.294 88.368 80.313 66.710 64.200 57.314 67.938 39.093 53.789 64.864 67.737 49.943 90.190 93.727 78.642 83.166 56.707 mAcc: 95.500 98.192 63.796 81.719 92.637 85.633 75.258 59.982 55.053 86.752 22.718 63.737 80.547 65.385 45.287 71.029 92.208 66.210 89.904 53.516 [2020-11-08 20:55:42,675][root][INFO] - Finished test. Elapsed time: 254.4120 [2020-11-08 20:55:54,264][root][INFO] - [2020-11-08 20:55:54,264][root][INFO] - ################################################################ [2020-11-08 20:55:54,264][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 20:55:54,265][root][INFO] - ################################################################ [2020-11-08 20:55:54,265][root][INFO] - cabinet : 0.055 0.168 0.425 [2020-11-08 20:55:54,265][root][INFO] - bed : 0.299 0.695 0.812 [2020-11-08 20:55:54,265][root][INFO] - chair : 0.423 0.618 0.744 [2020-11-08 20:55:54,265][root][INFO] - sofa : 0.281 0.495 0.717 [2020-11-08 20:55:54,265][root][INFO] - table : 0.189 0.405 0.569 [2020-11-08 20:55:54,265][root][INFO] - door : 0.141 0.301 0.428 [2020-11-08 20:55:54,265][root][INFO] - window : 0.051 0.134 0.334 [2020-11-08 20:55:54,265][root][INFO] - bookshelf : 0.168 0.449 0.670 [2020-11-08 20:55:54,265][root][INFO] - picture : 0.028 0.080 0.199 [2020-11-08 20:55:54,265][root][INFO] - counter : 0.003 0.016 0.496 [2020-11-08 20:55:54,265][root][INFO] - desk : 0.025 0.122 0.448 [2020-11-08 20:55:54,265][root][INFO] - curtain : 0.103 0.233 0.516 [2020-11-08 20:55:54,265][root][INFO] - refrigerator : 0.160 0.317 0.352 [2020-11-08 20:55:54,265][root][INFO] - shower curtain : 0.375 0.629 0.630 [2020-11-08 20:55:54,265][root][INFO] - toilet : 0.759 0.975 0.975 [2020-11-08 20:55:54,265][root][INFO] - sink : 0.130 0.393 0.665 [2020-11-08 20:55:54,265][root][INFO] - bathtub : 0.570 0.783 0.846 [2020-11-08 20:55:54,266][root][INFO] - otherfurniture : 0.226 0.370 0.565 [2020-11-08 20:55:54,266][root][INFO] - ---------------------------------------------------------------- [2020-11-08 20:55:54,266][root][INFO] - average : 0.221 0.399 0.577 [2020-11-08 20:55:54,266][root][INFO] - [2020-11-08 20:55:54,457][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 20:55:55,151][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 20:55:55,308][root][INFO] - Current best mIoU: 63.180 at iter 4500 [2020-11-08 20:56:00,965][root][INFO] - ===> Epoch[174](4501/26): Loss 0.0949, Sem 0.2786, dir -0.6279, norm 0.4442, swav 0.0000 LR: 5.838e-02 Score 91.765 Data time: 0.2449, Forward time: 2.2732, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 5.6502 [2020-11-08 20:56:06,216][root][INFO] - ===> Epoch[174](4502/26): Loss 0.1122, Sem 0.2642, dir -0.5615, norm 0.4095, swav 0.0000 LR: 5.837e-02 Score 92.642 Data time: 0.2111, Forward time: 2.2732, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.1093 [2020-11-08 20:56:11,713][root][INFO] - ===> Epoch[174](4503/26): Loss 0.0773, Sem 0.2192, dir -0.5955, norm 0.4535, swav 0.0000 LR: 5.836e-02 Score 92.760 Data time: 0.2412, Forward time: 2.2733, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.3615 [2020-11-08 20:56:17,414][root][INFO] - ===> Epoch[174](4504/26): Loss 0.1067, Sem 0.2459, dir -0.6015, norm 0.4623, swav 0.0000 LR: 5.835e-02 Score 91.979 Data time: 0.1428, Forward time: 2.2732, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.5666 [2020-11-08 20:56:22,335][root][INFO] - ===> Epoch[174](4505/26): Loss 0.0764, Sem 0.2440, dir -0.5845, norm 0.4169, swav 0.0000 LR: 5.834e-02 Score 92.415 Data time: 0.2027, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 4.8278 [2020-11-08 20:56:29,312][root][INFO] - ===> Epoch[174](4506/26): Loss 0.0913, Sem 0.2713, dir -0.5934, norm 0.4134, swav 0.0000 LR: 5.834e-02 Score 91.820 Data time: 0.2361, Forward time: 2.2732, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 6.8564 [2020-11-08 20:56:34,546][root][INFO] - ===> Epoch[174](4507/26): Loss 0.0888, Sem 0.2389, dir -0.5581, norm 0.4079, swav 0.0000 LR: 5.833e-02 Score 91.663 Data time: 0.2364, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.1011 [2020-11-08 20:56:39,819][root][INFO] - ===> Epoch[174](4508/26): Loss 0.0335, Sem 0.2457, dir -0.5920, norm 0.3798, swav 0.0000 LR: 5.832e-02 Score 92.270 Data time: 0.2321, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.1481 [2020-11-08 20:56:44,782][root][INFO] - ===> Epoch[174](4509/26): Loss 0.0118, Sem 0.2026, dir -0.5634, norm 0.3726, swav 0.0000 LR: 5.831e-02 Score 93.493 Data time: 0.2312, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 4.8667 [2020-11-08 20:56:49,772][root][INFO] - ===> Epoch[174](4510/26): Loss 0.0383, Sem 0.2326, dir -0.6049, norm 0.4106, swav 0.0000 LR: 5.830e-02 Score 92.782 Data time: 0.1856, Forward time: 2.2732, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 4.8890 [2020-11-08 20:56:54,985][root][INFO] - ===> Epoch[174](4511/26): Loss 0.0491, Sem 0.2260, dir -0.5736, norm 0.3967, swav 0.0000 LR: 5.829e-02 Score 93.195 Data time: 0.1661, Forward time: 2.2731, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.1248 [2020-11-08 20:57:01,260][root][INFO] - ===> Epoch[174](4512/26): Loss -0.0322, Sem 0.1860, dir -0.6209, norm 0.4027, swav 0.0000 LR: 5.828e-02 Score 94.852 Data time: 0.2146, Forward time: 2.2731, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 6.1770 [2020-11-08 20:57:07,749][root][INFO] - ===> Epoch[174](4513/26): Loss 0.0219, Sem 0.2417, dir -0.6070, norm 0.3872, swav 0.0000 LR: 5.827e-02 Score 91.563 Data time: 0.1795, Forward time: 2.2730, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 6.3726 [2020-11-08 20:57:12,844][root][INFO] - ===> Epoch[174](4514/26): Loss 0.1058, Sem 0.2626, dir -0.5998, norm 0.4430, swav 0.0000 LR: 5.826e-02 Score 92.066 Data time: 0.1953, Forward time: 2.2730, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 4.9996 [2020-11-08 20:57:19,417][root][INFO] - ===> Epoch[174](4515/26): Loss 0.1615, Sem 0.2476, dir -0.5521, norm 0.4660, swav 0.0000 LR: 5.825e-02 Score 91.601 Data time: 0.3189, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.4597 [2020-11-08 20:57:26,099][root][INFO] - ===> Epoch[174](4516/26): Loss 0.0359, Sem 0.2418, dir -0.5938, norm 0.3879, swav 0.0000 LR: 5.824e-02 Score 91.956 Data time: 0.1944, Forward time: 2.2731, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.5300 [2020-11-08 20:57:32,740][root][INFO] - ===> Epoch[174](4517/26): Loss 0.1560, Sem 0.2971, dir -0.5936, norm 0.4525, swav 0.0000 LR: 5.823e-02 Score 91.506 Data time: 0.3261, Forward time: 2.2733, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.5087 [2020-11-08 20:57:37,827][root][INFO] - ===> Epoch[174](4518/26): Loss 0.0319, Sem 0.2171, dir -0.5882, norm 0.4029, swav 0.0000 LR: 5.822e-02 Score 93.201 Data time: 0.2539, Forward time: 2.2734, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 4.9544 [2020-11-08 20:57:42,967][root][INFO] - ===> Epoch[174](4519/26): Loss 0.0291, Sem 0.2091, dir -0.5764, norm 0.3965, swav 0.0000 LR: 5.821e-02 Score 93.184 Data time: 0.2074, Forward time: 2.2734, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.0129 [2020-11-08 20:57:48,765][root][INFO] - ===> Epoch[174](4520/26): Loss 0.0100, Sem 0.2077, dir -0.6063, norm 0.4085, swav 0.0000 LR: 5.820e-02 Score 93.421 Data time: 0.1888, Forward time: 2.2734, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.6735 [2020-11-08 20:57:54,320][root][INFO] - ===> Epoch[174](4521/26): Loss 0.1155, Sem 0.2857, dir -0.6214, norm 0.4512, swav 0.0000 LR: 5.819e-02 Score 90.027 Data time: 0.2153, Forward time: 2.2734, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.4529 [2020-11-08 20:58:00,843][root][INFO] - ===> Epoch[174](4522/26): Loss 0.1136, Sem 0.2540, dir -0.5586, norm 0.4182, swav 0.0000 LR: 5.818e-02 Score 91.534 Data time: 0.1872, Forward time: 2.2733, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.4075 [2020-11-08 20:58:07,004][root][INFO] - ===> Epoch[174](4523/26): Loss 0.0306, Sem 0.1999, dir -0.5751, norm 0.4058, swav 0.0000 LR: 5.817e-02 Score 92.753 Data time: 0.2507, Forward time: 2.2734, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.0340 [2020-11-08 20:58:14,223][root][INFO] - ===> Epoch[174](4524/26): Loss 0.0854, Sem 0.2561, dir -0.5732, norm 0.4026, swav 0.0000 LR: 5.816e-02 Score 92.657 Data time: 0.1966, Forward time: 2.2734, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 7.1060 [2020-11-08 20:58:18,911][root][INFO] - ===> Epoch[175](4525/26): Loss 0.1247, Sem 0.3069, dir -0.6100, norm 0.4278, swav 0.0000 LR: 5.815e-02 Score 90.821 Data time: 0.2044, Forward time: 2.2734, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 4.5898 [2020-11-08 20:58:25,285][root][INFO] - ===> Epoch[175](4526/26): Loss 0.1256, Sem 0.2567, dir -0.5832, norm 0.4521, swav 0.0000 LR: 5.814e-02 Score 91.351 Data time: 0.2502, Forward time: 2.2735, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.2623 [2020-11-08 20:58:31,942][root][INFO] - ===> Epoch[175](4527/26): Loss 0.1269, Sem 0.2818, dir -0.5807, norm 0.4258, swav 0.0000 LR: 5.813e-02 Score 90.654 Data time: 0.1694, Forward time: 2.2734, Backward time: 3.0868, DDP time: 0.0045, Total iter time: 6.5119 [2020-11-08 20:58:36,750][root][INFO] - ===> Epoch[175](4528/26): Loss 0.0151, Sem 0.2329, dir -0.6435, norm 0.4256, swav 0.0000 LR: 5.813e-02 Score 92.467 Data time: 0.2514, Forward time: 2.2734, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 4.7099 [2020-11-08 20:58:42,430][root][INFO] - ===> Epoch[175](4529/26): Loss 0.0594, Sem 0.2369, dir -0.6038, norm 0.4263, swav 0.0000 LR: 5.812e-02 Score 92.599 Data time: 0.2562, Forward time: 2.2735, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.5663 [2020-11-08 20:58:47,571][root][INFO] - ===> Epoch[175](4530/26): Loss 0.1272, Sem 0.2622, dir -0.5926, norm 0.4576, swav 0.0000 LR: 5.811e-02 Score 91.955 Data time: 0.2340, Forward time: 2.2735, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.0117 [2020-11-08 20:58:53,636][root][INFO] - ===> Epoch[175](4531/26): Loss 0.1074, Sem 0.2598, dir -0.5920, norm 0.4396, swav 0.0000 LR: 5.810e-02 Score 92.031 Data time: 0.2902, Forward time: 2.2737, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.9375 [2020-11-08 20:58:58,567][root][INFO] - ===> Epoch[175](4532/26): Loss 0.0934, Sem 0.2764, dir -0.6173, norm 0.4342, swav 0.0000 LR: 5.809e-02 Score 91.194 Data time: 0.2035, Forward time: 2.2737, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 4.8091 [2020-11-08 20:59:03,466][root][INFO] - ===> Epoch[175](4533/26): Loss 0.0651, Sem 0.2677, dir -0.6102, norm 0.4077, swav 0.0000 LR: 5.808e-02 Score 91.254 Data time: 0.2097, Forward time: 2.2737, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 4.7944 [2020-11-08 20:59:09,677][root][INFO] - ===> Epoch[175](4534/26): Loss 0.1987, Sem 0.2902, dir -0.5377, norm 0.4462, swav 0.0000 LR: 5.807e-02 Score 91.180 Data time: 0.2494, Forward time: 2.2737, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 6.0859 [2020-11-08 20:59:15,389][root][INFO] - ===> Epoch[175](4535/26): Loss 0.1576, Sem 0.2567, dir -0.5343, norm 0.4353, swav 0.0000 LR: 5.806e-02 Score 92.317 Data time: 0.1668, Forward time: 2.2736, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 5.5782 [2020-11-08 20:59:21,067][root][INFO] - ===> Epoch[175](4536/26): Loss 0.0803, Sem 0.2599, dir -0.5609, norm 0.3813, swav 0.0000 LR: 5.805e-02 Score 91.104 Data time: 0.2521, Forward time: 2.2736, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 5.6194 [2020-11-08 20:59:27,463][root][INFO] - ===> Epoch[175](4537/26): Loss 0.0804, Sem 0.2428, dir -0.5860, norm 0.4237, swav 0.0000 LR: 5.804e-02 Score 91.770 Data time: 0.3410, Forward time: 2.2738, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 6.2878 [2020-11-08 20:59:33,501][root][INFO] - ===> Epoch[175](4538/26): Loss 0.1033, Sem 0.2505, dir -0.5356, norm 0.3884, swav 0.0000 LR: 5.803e-02 Score 92.092 Data time: 0.1763, Forward time: 2.2738, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 5.8996 [2020-11-08 20:59:41,042][root][INFO] - ===> Epoch[175](4539/26): Loss 0.0862, Sem 0.2812, dir -0.6087, norm 0.4137, swav 0.0000 LR: 5.802e-02 Score 91.276 Data time: 0.2088, Forward time: 2.2738, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 7.4267 [2020-11-08 20:59:48,332][root][INFO] - ===> Epoch[175](4540/26): Loss 0.2103, Sem 0.2857, dir -0.5186, norm 0.4433, swav 0.0000 LR: 5.801e-02 Score 90.647 Data time: 0.2694, Forward time: 2.2739, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 7.1627 [2020-11-08 20:59:54,399][root][INFO] - ===> Epoch[175](4541/26): Loss 0.0287, Sem 0.2292, dir -0.5976, norm 0.3971, swav 0.0000 LR: 5.800e-02 Score 92.505 Data time: 0.2810, Forward time: 2.2741, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.9336 [2020-11-08 20:59:59,418][root][INFO] - ===> Epoch[175](4542/26): Loss 0.0511, Sem 0.2473, dir -0.5723, norm 0.3762, swav 0.0000 LR: 5.799e-02 Score 91.477 Data time: 0.2069, Forward time: 2.2740, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 4.8959 [2020-11-08 21:00:05,644][root][INFO] - ===> Epoch[175](4543/26): Loss 0.1648, Sem 0.2767, dir -0.5769, norm 0.4650, swav 0.0000 LR: 5.798e-02 Score 91.436 Data time: 0.2312, Forward time: 2.2741, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.1212 [2020-11-08 21:00:12,225][root][INFO] - ===> Epoch[175](4544/26): Loss 0.1786, Sem 0.2946, dir -0.5699, norm 0.4539, swav 0.0000 LR: 5.797e-02 Score 90.565 Data time: 0.2250, Forward time: 2.2741, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 6.4480 [2020-11-08 21:00:16,745][root][INFO] - ===> Epoch[175](4545/26): Loss 0.0831, Sem 0.2566, dir -0.5497, norm 0.3762, swav 0.0000 LR: 5.796e-02 Score 91.694 Data time: 0.1772, Forward time: 2.2740, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 4.3676 [2020-11-08 21:00:22,915][root][INFO] - ===> Epoch[175](4546/26): Loss 0.1541, Sem 0.2964, dir -0.5592, norm 0.4169, swav 0.0000 LR: 5.795e-02 Score 90.753 Data time: 0.2914, Forward time: 2.2742, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 6.0988 [2020-11-08 21:00:28,309][root][INFO] - ===> Epoch[175](4547/26): Loss 0.0395, Sem 0.2319, dir -0.5909, norm 0.3985, swav 0.0000 LR: 5.794e-02 Score 92.627 Data time: 0.1838, Forward time: 2.2742, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.2666 [2020-11-08 21:00:34,329][root][INFO] - ===> Epoch[175](4548/26): Loss 0.0576, Sem 0.2445, dir -0.5785, norm 0.3916, swav 0.0000 LR: 5.793e-02 Score 92.266 Data time: 0.1794, Forward time: 2.2741, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.9212 [2020-11-08 21:00:40,490][root][INFO] - ===> Epoch[175](4549/26): Loss 0.1283, Sem 0.2499, dir -0.5780, norm 0.4563, swav 0.0000 LR: 5.792e-02 Score 91.922 Data time: 0.1828, Forward time: 2.2740, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 6.0662 [2020-11-08 21:00:46,099][root][INFO] - ===> Epoch[175](4550/26): Loss 0.1469, Sem 0.2888, dir -0.5564, norm 0.4146, swav 0.0000 LR: 5.791e-02 Score 90.668 Data time: 0.1936, Forward time: 2.2740, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.4991 [2020-11-08 21:00:50,612][root][INFO] - ===> Epoch[176](4551/26): Loss 0.0736, Sem 0.2603, dir -0.5777, norm 0.3911, swav 0.0000 LR: 5.791e-02 Score 91.307 Data time: 0.1704, Forward time: 2.2739, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 4.4037 [2020-11-08 21:00:55,856][root][INFO] - ===> Epoch[176](4552/26): Loss 0.0150, Sem 0.2290, dir -0.6061, norm 0.3921, swav 0.0000 LR: 5.790e-02 Score 92.446 Data time: 0.1502, Forward time: 2.2737, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.1500 [2020-11-08 21:01:00,846][root][INFO] - ===> Epoch[176](4553/26): Loss 0.0708, Sem 0.2449, dir -0.5542, norm 0.3801, swav 0.0000 LR: 5.789e-02 Score 92.387 Data time: 0.2565, Forward time: 2.2738, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 4.9290 [2020-11-08 21:01:07,539][root][INFO] - ===> Epoch[176](4554/26): Loss 0.0196, Sem 0.2109, dir -0.5769, norm 0.3856, swav 0.0000 LR: 5.788e-02 Score 92.929 Data time: 0.2906, Forward time: 2.2740, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 6.5909 [2020-11-08 21:01:13,091][root][INFO] - ===> Epoch[176](4555/26): Loss 0.0362, Sem 0.2382, dir -0.6221, norm 0.4201, swav 0.0000 LR: 5.787e-02 Score 92.293 Data time: 0.2056, Forward time: 2.2740, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.4248 [2020-11-08 21:01:18,890][root][INFO] - ===> Epoch[176](4556/26): Loss 0.0592, Sem 0.2268, dir -0.5858, norm 0.4182, swav 0.0000 LR: 5.786e-02 Score 92.502 Data time: 0.2693, Forward time: 2.2741, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 5.6911 [2020-11-08 21:01:24,382][root][INFO] - ===> Epoch[176](4557/26): Loss 0.0891, Sem 0.2573, dir -0.5795, norm 0.4113, swav 0.0000 LR: 5.785e-02 Score 92.189 Data time: 0.2594, Forward time: 2.2743, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 5.3750 [2020-11-08 21:01:29,576][root][INFO] - ===> Epoch[176](4558/26): Loss 0.0888, Sem 0.2110, dir -0.5377, norm 0.4154, swav 0.0000 LR: 5.784e-02 Score 93.777 Data time: 0.2332, Forward time: 2.2743, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 5.0689 [2020-11-08 21:01:37,221][root][INFO] - ===> Epoch[176](4559/26): Loss 0.1231, Sem 0.2496, dir -0.5762, norm 0.4497, swav 0.0000 LR: 5.783e-02 Score 92.292 Data time: 0.1430, Forward time: 2.2742, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 7.5188 [2020-11-08 21:01:41,823][root][INFO] - ===> Epoch[176](4560/26): Loss 0.0998, Sem 0.2629, dir -0.5727, norm 0.4096, swav 0.0000 LR: 5.782e-02 Score 92.231 Data time: 0.2052, Forward time: 2.2742, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 4.5049 [2020-11-08 21:01:47,480][root][INFO] - ===> Epoch[176](4561/26): Loss 0.0824, Sem 0.2235, dir -0.5701, norm 0.4289, swav 0.0000 LR: 5.781e-02 Score 92.918 Data time: 0.1728, Forward time: 2.2741, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.5503 [2020-11-08 21:01:52,749][root][INFO] - ===> Epoch[176](4562/26): Loss 0.0032, Sem 0.2392, dir -0.6197, norm 0.3837, swav 0.0000 LR: 5.780e-02 Score 91.869 Data time: 0.2438, Forward time: 2.2741, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 5.1603 [2020-11-08 21:01:58,389][root][INFO] - ===> Epoch[176](4563/26): Loss 0.0834, Sem 0.2655, dir -0.5978, norm 0.4157, swav 0.0000 LR: 5.779e-02 Score 91.345 Data time: 0.2014, Forward time: 2.2741, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 5.5122 [2020-11-08 21:02:04,142][root][INFO] - ===> Epoch[176](4564/26): Loss 0.0952, Sem 0.2437, dir -0.5704, norm 0.4219, swav 0.0000 LR: 5.778e-02 Score 91.679 Data time: 0.2558, Forward time: 2.2742, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 5.6314 [2020-11-08 21:02:09,018][root][INFO] - ===> Epoch[176](4565/26): Loss 0.1586, Sem 0.2556, dir -0.5421, norm 0.4452, swav 0.0000 LR: 5.777e-02 Score 90.858 Data time: 0.2200, Forward time: 2.2742, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 4.7293 [2020-11-08 21:02:14,574][root][INFO] - ===> Epoch[176](4566/26): Loss 0.0778, Sem 0.2663, dir -0.6048, norm 0.4163, swav 0.0000 LR: 5.776e-02 Score 91.652 Data time: 0.2469, Forward time: 2.2743, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 5.4296 [2020-11-08 21:02:20,403][root][INFO] - ===> Epoch[176](4567/26): Loss 0.1145, Sem 0.2690, dir -0.5937, norm 0.4392, swav 0.0000 LR: 5.775e-02 Score 90.776 Data time: 0.2126, Forward time: 2.2743, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.6971 [2020-11-08 21:02:26,187][root][INFO] - ===> Epoch[176](4568/26): Loss 0.0169, Sem 0.2454, dir -0.6195, norm 0.3910, swav 0.0000 LR: 5.774e-02 Score 92.209 Data time: 0.2486, Forward time: 2.2744, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 5.6769 [2020-11-08 21:02:31,090][root][INFO] - ===> Epoch[176](4569/26): Loss 0.0219, Sem 0.2165, dir -0.5925, norm 0.3980, swav 0.0000 LR: 5.773e-02 Score 93.224 Data time: 0.1787, Forward time: 2.2743, Backward time: 3.0853, DDP time: 0.0045, Total iter time: 4.7689 [2020-11-08 21:02:37,404][root][INFO] - ===> Epoch[176](4570/26): Loss 0.0586, Sem 0.2643, dir -0.6005, norm 0.3949, swav 0.0000 LR: 5.772e-02 Score 91.053 Data time: 0.1880, Forward time: 2.2743, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 6.2195 [2020-11-08 21:02:42,546][root][INFO] - ===> Epoch[176](4571/26): Loss 0.0150, Sem 0.2141, dir -0.6231, norm 0.4240, swav 0.0000 LR: 5.771e-02 Score 93.852 Data time: 0.2009, Forward time: 2.2742, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 5.0358 [2020-11-08 21:02:48,568][root][INFO] - ===> Epoch[176](4572/26): Loss 0.0710, Sem 0.2611, dir -0.6109, norm 0.4208, swav 0.0000 LR: 5.770e-02 Score 92.241 Data time: 0.2059, Forward time: 2.2742, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 5.8977 [2020-11-08 21:02:54,169][root][INFO] - ===> Epoch[176](4573/26): Loss 0.0120, Sem 0.2167, dir -0.5497, norm 0.3450, swav 0.0000 LR: 5.769e-02 Score 92.983 Data time: 0.1820, Forward time: 2.2741, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.4822 [2020-11-08 21:03:00,518][root][INFO] - ===> Epoch[176](4574/26): Loss 0.0236, Sem 0.2199, dir -0.5776, norm 0.3813, swav 0.0000 LR: 5.769e-02 Score 93.579 Data time: 0.2399, Forward time: 2.2742, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 6.2373 [2020-11-08 21:03:05,430][root][INFO] - ===> Epoch[176](4575/26): Loss 0.1183, Sem 0.2729, dir -0.5925, norm 0.4379, swav 0.0000 LR: 5.768e-02 Score 91.148 Data time: 0.1993, Forward time: 2.2742, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 4.7787 [2020-11-08 21:03:10,786][root][INFO] - ===> Epoch[176](4576/26): Loss 0.0525, Sem 0.2512, dir -0.6104, norm 0.4117, swav 0.0000 LR: 5.767e-02 Score 91.604 Data time: 0.1542, Forward time: 2.2740, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.2416 [2020-11-08 21:03:16,335][root][INFO] - ===> Epoch[177](4577/26): Loss 0.0764, Sem 0.2125, dir -0.5540, norm 0.4179, swav 0.0000 LR: 5.766e-02 Score 93.253 Data time: 0.1947, Forward time: 2.2739, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.4681 [2020-11-08 21:03:22,029][root][INFO] - ===> Epoch[177](4578/26): Loss 0.1327, Sem 0.2440, dir -0.5869, norm 0.4756, swav 0.0000 LR: 5.765e-02 Score 91.827 Data time: 0.2226, Forward time: 2.2740, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.5744 [2020-11-08 21:03:27,685][root][INFO] - ===> Epoch[177](4579/26): Loss 0.1019, Sem 0.2487, dir -0.5586, norm 0.4118, swav 0.0000 LR: 5.764e-02 Score 92.363 Data time: 0.1864, Forward time: 2.2739, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.5305 [2020-11-08 21:03:33,270][root][INFO] - ===> Epoch[177](4580/26): Loss 0.0246, Sem 0.1995, dir -0.5626, norm 0.3876, swav 0.0000 LR: 5.763e-02 Score 93.061 Data time: 0.1512, Forward time: 2.2738, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 5.4662 [2020-11-08 21:03:39,200][root][INFO] - ===> Epoch[177](4581/26): Loss 0.1270, Sem 0.2442, dir -0.5597, norm 0.4425, swav 0.0000 LR: 5.762e-02 Score 92.074 Data time: 0.2015, Forward time: 2.2737, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 5.8393 [2020-11-08 21:03:46,824][root][INFO] - ===> Epoch[177](4582/26): Loss 0.1152, Sem 0.2460, dir -0.5737, norm 0.4429, swav 0.0000 LR: 5.761e-02 Score 91.049 Data time: 0.2480, Forward time: 2.2737, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 7.5093 [2020-11-08 21:03:53,880][root][INFO] - ===> Epoch[177](4583/26): Loss 0.0191, Sem 0.1853, dir -0.5585, norm 0.3923, swav 0.0000 LR: 5.760e-02 Score 93.918 Data time: 0.1783, Forward time: 2.2736, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.9239 [2020-11-08 21:04:00,438][root][INFO] - ===> Epoch[177](4584/26): Loss 0.1620, Sem 0.2471, dir -0.5248, norm 0.4397, swav 0.0000 LR: 5.759e-02 Score 92.848 Data time: 0.1687, Forward time: 2.2735, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 6.4341 [2020-11-08 21:04:05,904][root][INFO] - ===> Epoch[177](4585/26): Loss 0.0486, Sem 0.2247, dir -0.5876, norm 0.4115, swav 0.0000 LR: 5.758e-02 Score 92.693 Data time: 0.2685, Forward time: 2.2736, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.3712 [2020-11-08 21:04:11,770][root][INFO] - ===> Epoch[177](4586/26): Loss 0.0546, Sem 0.2411, dir -0.5969, norm 0.4105, swav 0.0000 LR: 5.757e-02 Score 91.436 Data time: 0.2815, Forward time: 2.2738, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.7475 [2020-11-08 21:04:17,255][root][INFO] - ===> Epoch[177](4587/26): Loss -0.0069, Sem 0.2009, dir -0.6088, norm 0.4011, swav 0.0000 LR: 5.756e-02 Score 93.588 Data time: 0.1714, Forward time: 2.2737, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.3506 [2020-11-08 21:04:22,996][root][INFO] - ===> Epoch[177](4588/26): Loss 0.0018, Sem 0.1953, dir -0.5727, norm 0.3792, swav 0.0000 LR: 5.755e-02 Score 93.902 Data time: 0.1757, Forward time: 2.2736, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.6376 [2020-11-08 21:04:28,800][root][INFO] - ===> Epoch[177](4589/26): Loss 0.1288, Sem 0.2607, dir -0.5553, norm 0.4234, swav 0.0000 LR: 5.754e-02 Score 91.792 Data time: 0.2004, Forward time: 2.2736, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.6808 [2020-11-08 21:04:34,518][root][INFO] - ===> Epoch[177](4590/26): Loss 0.0487, Sem 0.2308, dir -0.5543, norm 0.3721, swav 0.0000 LR: 5.753e-02 Score 92.550 Data time: 0.2047, Forward time: 2.2735, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 5.6026 [2020-11-08 21:04:41,738][root][INFO] - ===> Epoch[177](4591/26): Loss 0.0769, Sem 0.2429, dir -0.6054, norm 0.4395, swav 0.0000 LR: 5.752e-02 Score 91.579 Data time: 0.3811, Forward time: 2.2738, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 7.1042 [2020-11-08 21:04:46,391][root][INFO] - ===> Epoch[177](4592/26): Loss 0.1499, Sem 0.3022, dir -0.6305, norm 0.4783, swav 0.0000 LR: 5.751e-02 Score 90.351 Data time: 0.1822, Forward time: 2.2738, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 4.5126 [2020-11-08 21:04:51,822][root][INFO] - ===> Epoch[177](4593/26): Loss -0.0167, Sem 0.2073, dir -0.6308, norm 0.4068, swav 0.0000 LR: 5.750e-02 Score 92.888 Data time: 0.2406, Forward time: 2.2738, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.3248 [2020-11-08 21:04:57,497][root][INFO] - ===> Epoch[177](4594/26): Loss 0.0974, Sem 0.2390, dir -0.6202, norm 0.4786, swav 0.0000 LR: 5.749e-02 Score 93.584 Data time: 0.1946, Forward time: 2.2738, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.5632 [2020-11-08 21:05:03,078][root][INFO] - ===> Epoch[177](4595/26): Loss 0.0366, Sem 0.2404, dir -0.5877, norm 0.3839, swav 0.0000 LR: 5.748e-02 Score 91.741 Data time: 0.1373, Forward time: 2.2736, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.4584 [2020-11-08 21:05:09,522][root][INFO] - ===> Epoch[177](4596/26): Loss 0.0952, Sem 0.2362, dir -0.6073, norm 0.4663, swav 0.0000 LR: 5.747e-02 Score 92.789 Data time: 0.2131, Forward time: 2.2736, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.3572 [2020-11-08 21:05:15,545][root][INFO] - ===> Epoch[177](4597/26): Loss 0.1267, Sem 0.2967, dir -0.5757, norm 0.4058, swav 0.0000 LR: 5.747e-02 Score 90.086 Data time: 0.1848, Forward time: 2.2735, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.9044 [2020-11-08 21:05:21,333][root][INFO] - ===> Epoch[177](4598/26): Loss 0.0605, Sem 0.2405, dir -0.5992, norm 0.4193, swav 0.0000 LR: 5.746e-02 Score 92.346 Data time: 0.2349, Forward time: 2.2736, Backward time: 3.0867, DDP time: 0.0045, Total iter time: 5.7022 [2020-11-08 21:05:26,223][root][INFO] - ===> Epoch[177](4599/26): Loss 0.0927, Sem 0.2763, dir -0.6065, norm 0.4229, swav 0.0000 LR: 5.745e-02 Score 90.526 Data time: 0.2260, Forward time: 2.2736, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 4.7568 [2020-11-08 21:05:31,162][root][INFO] - ===> Epoch[177](4600/26): Loss 0.0877, Sem 0.2138, dir -0.5935, norm 0.4673, swav 0.0000 LR: 5.744e-02 Score 93.649 Data time: 0.1716, Forward time: 2.2735, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 4.8175 [2020-11-08 21:05:37,211][root][INFO] - ===> Epoch[177](4601/26): Loss 0.0894, Sem 0.2521, dir -0.6046, norm 0.4419, swav 0.0000 LR: 5.743e-02 Score 92.340 Data time: 0.2986, Forward time: 2.2736, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.9326 [2020-11-08 21:05:42,240][root][INFO] - ===> Epoch[177](4602/26): Loss 0.0194, Sem 0.1856, dir -0.5760, norm 0.4097, swav 0.0000 LR: 5.742e-02 Score 93.889 Data time: 0.2289, Forward time: 2.2736, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 4.9132 [2020-11-08 21:05:48,419][root][INFO] - ===> Epoch[178](4603/26): Loss 0.0643, Sem 0.2714, dir -0.6162, norm 0.4091, swav 0.0000 LR: 5.741e-02 Score 90.760 Data time: 0.1701, Forward time: 2.2735, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 6.0534 [2020-11-08 21:05:54,859][root][INFO] - ===> Epoch[178](4604/26): Loss 0.0579, Sem 0.2629, dir -0.6076, norm 0.4026, swav 0.0000 LR: 5.740e-02 Score 91.261 Data time: 0.1893, Forward time: 2.2734, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.3158 [2020-11-08 21:06:00,216][root][INFO] - ===> Epoch[178](4605/26): Loss 0.1418, Sem 0.3024, dir -0.6126, norm 0.4520, swav 0.0000 LR: 5.739e-02 Score 90.553 Data time: 0.1985, Forward time: 2.2734, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 5.2374 [2020-11-08 21:06:05,069][root][INFO] - ===> Epoch[178](4606/26): Loss 0.0327, Sem 0.2568, dir -0.5979, norm 0.3738, swav 0.0000 LR: 5.738e-02 Score 91.495 Data time: 0.2029, Forward time: 2.2734, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 4.7149 [2020-11-08 21:06:10,686][root][INFO] - ===> Epoch[178](4607/26): Loss -0.0383, Sem 0.2049, dir -0.6175, norm 0.3744, swav 0.0000 LR: 5.737e-02 Score 94.080 Data time: 0.1690, Forward time: 2.2733, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.4964 [2020-11-08 21:06:16,522][root][INFO] - ===> Epoch[178](4608/26): Loss 0.1219, Sem 0.2775, dir -0.5727, norm 0.4171, swav 0.0000 LR: 5.736e-02 Score 90.723 Data time: 0.2160, Forward time: 2.2734, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.7076 [2020-11-08 21:06:22,409][root][INFO] - ===> Epoch[178](4609/26): Loss 0.0029, Sem 0.2016, dir -0.5802, norm 0.3815, swav 0.0000 LR: 5.735e-02 Score 93.709 Data time: 0.1985, Forward time: 2.2733, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.7556 [2020-11-08 21:06:27,324][root][INFO] - ===> Epoch[178](4610/26): Loss 0.1358, Sem 0.2529, dir -0.5299, norm 0.4128, swav 0.0000 LR: 5.734e-02 Score 92.183 Data time: 0.1509, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 4.7821 [2020-11-08 21:06:32,709][root][INFO] - ===> Epoch[178](4611/26): Loss 0.0445, Sem 0.2241, dir -0.6143, norm 0.4346, swav 0.0000 LR: 5.733e-02 Score 93.803 Data time: 0.2308, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.2976 [2020-11-08 21:06:38,328][root][INFO] - ===> Epoch[178](4612/26): Loss 0.0527, Sem 0.2460, dir -0.5813, norm 0.3880, swav 0.0000 LR: 5.732e-02 Score 92.537 Data time: 0.1907, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 5.4946 [2020-11-08 21:06:45,300][root][INFO] - ===> Epoch[178](4613/26): Loss 0.0294, Sem 0.2298, dir -0.5587, norm 0.3583, swav 0.0000 LR: 5.731e-02 Score 92.206 Data time: 0.1976, Forward time: 2.2731, Backward time: 3.0866, DDP time: 0.0045, Total iter time: 6.8581 [2020-11-08 21:06:50,522][root][INFO] - ===> Epoch[178](4614/26): Loss 0.1178, Sem 0.2363, dir -0.5780, norm 0.4596, swav 0.0000 LR: 5.730e-02 Score 92.604 Data time: 0.2175, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.1051 [2020-11-08 21:06:56,668][root][INFO] - ===> Epoch[178](4615/26): Loss 0.1199, Sem 0.2214, dir -0.5370, norm 0.4354, swav 0.0000 LR: 5.729e-02 Score 92.900 Data time: 0.1965, Forward time: 2.2731, Backward time: 3.0865, DDP time: 0.0045, Total iter time: 6.0100 [2020-11-08 21:07:02,518][root][INFO] - ===> Epoch[178](4616/26): Loss 0.1638, Sem 0.2576, dir -0.5076, norm 0.4137, swav 0.0000 LR: 5.728e-02 Score 91.397 Data time: 0.2610, Forward time: 2.2733, Backward time: 3.0864, DDP time: 0.0045, Total iter time: 5.7375 [2020-11-08 21:07:07,384][root][INFO] - ===> Epoch[178](4617/26): Loss 0.1842, Sem 0.2590, dir -0.5106, norm 0.4359, swav 0.0000 LR: 5.727e-02 Score 91.156 Data time: 0.2041, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 4.7215 [2020-11-08 21:07:12,809][root][INFO] - ===> Epoch[178](4618/26): Loss 0.1005, Sem 0.2448, dir -0.5912, norm 0.4469, swav 0.0000 LR: 5.726e-02 Score 92.189 Data time: 0.1863, Forward time: 2.2732, Backward time: 3.0862, DDP time: 0.0045, Total iter time: 5.3104 [2020-11-08 21:07:17,033][root][INFO] - ===> Epoch[178](4619/26): Loss 0.0186, Sem 0.1977, dir -0.5935, norm 0.4144, swav 0.0000 LR: 5.725e-02 Score 93.306 Data time: 0.1764, Forward time: 2.2731, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 4.1136 [2020-11-08 21:07:22,773][root][INFO] - ===> Epoch[178](4620/26): Loss 0.0995, Sem 0.2544, dir -0.6062, norm 0.4513, swav 0.0000 LR: 5.725e-02 Score 91.481 Data time: 0.1639, Forward time: 2.2730, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.6294 [2020-11-08 21:07:29,692][root][INFO] - ===> Epoch[178](4621/26): Loss 0.1477, Sem 0.2131, dir -0.5451, norm 0.4797, swav 0.0000 LR: 5.724e-02 Score 93.445 Data time: 0.2185, Forward time: 2.2730, Backward time: 3.0863, DDP time: 0.0045, Total iter time: 6.8120 [2020-11-08 21:07:34,956][root][INFO] - ===> Epoch[178](4622/26): Loss 0.1795, Sem 0.3092, dir -0.5989, norm 0.4692, swav 0.0000 LR: 5.723e-02 Score 90.871 Data time: 0.2622, Forward time: 2.2731, Backward time: 3.0861, DDP time: 0.0045, Total iter time: 5.1417 [2020-11-08 21:07:40,102][root][INFO] - ===> Epoch[178](4623/26): Loss -0.0299, Sem 0.1961, dir -0.6451, norm 0.4191, swav 0.0000 LR: 5.722e-02 Score 93.354 Data time: 0.2615, Forward time: 2.2732, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 5.0138 [2020-11-08 21:07:45,866][root][INFO] - ===> Epoch[178](4624/26): Loss 0.1040, Sem 0.2230, dir -0.5404, norm 0.4214, swav 0.0000 LR: 5.721e-02 Score 92.999 Data time: 0.2561, Forward time: 2.2733, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 5.6264 [2020-11-08 21:07:51,472][root][INFO] - ===> Epoch[178](4625/26): Loss 0.0865, Sem 0.2279, dir -0.5909, norm 0.4495, swav 0.0000 LR: 5.720e-02 Score 92.891 Data time: 0.2534, Forward time: 2.2734, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 5.4772 [2020-11-08 21:07:56,865][root][INFO] - ===> Epoch[178](4626/26): Loss -0.0396, Sem 0.2211, dir -0.6507, norm 0.3900, swav 0.0000 LR: 5.719e-02 Score 92.589 Data time: 0.2030, Forward time: 2.2734, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 5.2778 [2020-11-08 21:08:02,791][root][INFO] - ===> Epoch[178](4627/26): Loss 0.0578, Sem 0.2192, dir -0.5849, norm 0.4235, swav 0.0000 LR: 5.718e-02 Score 93.341 Data time: 0.2027, Forward time: 2.2734, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 5.8335 [2020-11-08 21:08:07,807][root][INFO] - ===> Epoch[178](4628/26): Loss 0.1345, Sem 0.2378, dir -0.5297, norm 0.4263, swav 0.0000 LR: 5.717e-02 Score 92.967 Data time: 0.1945, Forward time: 2.2733, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 4.9040 [2020-11-08 21:08:13,781][root][INFO] - ===> Epoch[179](4629/26): Loss 0.1333, Sem 0.2654, dir -0.5527, norm 0.4206, swav 0.0000 LR: 5.716e-02 Score 91.632 Data time: 0.1193, Forward time: 2.2731, Backward time: 3.0859, DDP time: 0.0045, Total iter time: 5.8734 [2020-11-08 21:08:18,292][root][INFO] - ===> Epoch[179](4630/26): Loss 0.0776, Sem 0.2437, dir -0.5993, norm 0.4333, swav 0.0000 LR: 5.715e-02 Score 92.357 Data time: 0.1833, Forward time: 2.2730, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 4.4522 [2020-11-08 21:08:23,733][root][INFO] - ===> Epoch[179](4631/26): Loss 0.0673, Sem 0.2164, dir -0.5653, norm 0.4163, swav 0.0000 LR: 5.714e-02 Score 93.103 Data time: 0.2037, Forward time: 2.2730, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 5.3200 [2020-11-08 21:08:29,810][root][INFO] - ===> Epoch[179](4632/26): Loss 0.0853, Sem 0.2424, dir -0.6195, norm 0.4624, swav 0.0000 LR: 5.713e-02 Score 91.861 Data time: 0.1943, Forward time: 2.2729, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 5.9508 [2020-11-08 21:08:36,137][root][INFO] - ===> Epoch[179](4633/26): Loss 0.0426, Sem 0.2141, dir -0.5769, norm 0.4054, swav 0.0000 LR: 5.712e-02 Score 93.826 Data time: 0.3421, Forward time: 2.2731, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 6.2023 [2020-11-08 21:08:42,107][root][INFO] - ===> Epoch[179](4634/26): Loss 0.1156, Sem 0.2736, dir -0.5750, norm 0.4171, swav 0.0000 LR: 5.711e-02 Score 90.950 Data time: 0.2127, Forward time: 2.2732, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 5.8550 [2020-11-08 21:08:48,090][root][INFO] - ===> Epoch[179](4635/26): Loss 0.1180, Sem 0.2939, dir -0.5664, norm 0.3905, swav 0.0000 LR: 5.710e-02 Score 91.134 Data time: 0.2433, Forward time: 2.2732, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 5.8469 [2020-11-08 21:08:53,779][root][INFO] - ===> Epoch[179](4636/26): Loss 0.0438, Sem 0.2113, dir -0.5976, norm 0.4301, swav 0.0000 LR: 5.709e-02 Score 92.503 Data time: 0.2429, Forward time: 2.2733, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 5.5615 [2020-11-08 21:09:00,902][root][INFO] - ===> Epoch[179](4637/26): Loss 0.0081, Sem 0.1997, dir -0.5887, norm 0.3971, swav 0.0000 LR: 5.708e-02 Score 93.870 Data time: 0.2078, Forward time: 2.2732, Backward time: 3.0860, DDP time: 0.0045, Total iter time: 6.9872 [2020-11-08 21:09:05,392][root][INFO] - ===> Epoch[179](4638/26): Loss 0.1233, Sem 0.2926, dir -0.6042, norm 0.4348, swav 0.0000 LR: 5.707e-02 Score 91.185 Data time: 0.1688, Forward time: 2.2731, Backward time: 3.0858, DDP time: 0.0045, Total iter time: 4.3935 [2020-11-08 21:09:10,608][root][INFO] - ===> Epoch[179](4639/26): Loss 0.0707, Sem 0.2225, dir -0.5943, norm 0.4425, swav 0.0000 LR: 5.706e-02 Score 93.088 Data time: 0.2521, Forward time: 2.2731, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 5.1217 [2020-11-08 21:09:16,937][root][INFO] - ===> Epoch[179](4640/26): Loss 0.1204, Sem 0.2505, dir -0.5393, norm 0.4092, swav 0.0000 LR: 5.705e-02 Score 92.252 Data time: 0.2385, Forward time: 2.2732, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 6.1864 [2020-11-08 21:09:21,804][root][INFO] - ===> Epoch[179](4641/26): Loss 0.0355, Sem 0.1891, dir -0.5619, norm 0.4083, swav 0.0000 LR: 5.704e-02 Score 93.558 Data time: 0.2272, Forward time: 2.2732, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 4.7332 [2020-11-08 21:09:27,134][root][INFO] - ===> Epoch[179](4642/26): Loss 0.1157, Sem 0.2573, dir -0.5995, norm 0.4579, swav 0.0000 LR: 5.703e-02 Score 91.693 Data time: 0.1797, Forward time: 2.2731, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.2126 [2020-11-08 21:09:32,753][root][INFO] - ===> Epoch[179](4643/26): Loss 0.0139, Sem 0.1954, dir -0.5392, norm 0.3578, swav 0.0000 LR: 5.702e-02 Score 93.651 Data time: 0.2028, Forward time: 2.2731, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.5214 [2020-11-08 21:09:39,756][root][INFO] - ===> Epoch[179](4644/26): Loss 0.1658, Sem 0.2774, dir -0.5783, norm 0.4667, swav 0.0000 LR: 5.702e-02 Score 91.183 Data time: 0.2459, Forward time: 2.2732, Backward time: 3.0857, DDP time: 0.0045, Total iter time: 6.8826 [2020-11-08 21:09:44,854][root][INFO] - ===> Epoch[179](4645/26): Loss 0.0654, Sem 0.2388, dir -0.5677, norm 0.3943, swav 0.0000 LR: 5.701e-02 Score 92.527 Data time: 0.2435, Forward time: 2.2732, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 4.9698 [2020-11-08 21:09:49,813][root][INFO] - ===> Epoch[179](4646/26): Loss 0.0590, Sem 0.2122, dir -0.5788, norm 0.4256, swav 0.0000 LR: 5.700e-02 Score 92.839 Data time: 0.1697, Forward time: 2.2732, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 4.8426 [2020-11-08 21:09:55,740][root][INFO] - ===> Epoch[179](4647/26): Loss 0.0931, Sem 0.2440, dir -0.6138, norm 0.4628, swav 0.0000 LR: 5.699e-02 Score 92.083 Data time: 0.2046, Forward time: 2.2731, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.8295 [2020-11-08 21:10:01,331][root][INFO] - ===> Epoch[179](4648/26): Loss 0.0222, Sem 0.2441, dir -0.5873, norm 0.3655, swav 0.0000 LR: 5.698e-02 Score 91.609 Data time: 0.2006, Forward time: 2.2731, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 5.4810 [2020-11-08 21:10:07,092][root][INFO] - ===> Epoch[179](4649/26): Loss 0.0535, Sem 0.2470, dir -0.6000, norm 0.4065, swav 0.0000 LR: 5.697e-02 Score 91.639 Data time: 0.1706, Forward time: 2.2730, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.6680 [2020-11-08 21:10:12,316][root][INFO] - ===> Epoch[179](4650/26): Loss 0.1224, Sem 0.2488, dir -0.5436, norm 0.4173, swav 0.0000 LR: 5.696e-02 Score 91.987 Data time: 0.1814, Forward time: 2.2730, Backward time: 3.0855, DDP time: 0.0045, Total iter time: 5.1342 [2020-11-08 21:10:18,684][root][INFO] - ===> Epoch[179](4651/26): Loss 0.0157, Sem 0.1739, dir -0.5736, norm 0.4153, swav 0.0000 LR: 5.695e-02 Score 94.489 Data time: 0.2081, Forward time: 2.2730, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 6.2399 [2020-11-08 21:10:24,634][root][INFO] - ===> Epoch[179](4652/26): Loss 0.1775, Sem 0.2835, dir -0.5733, norm 0.4673, swav 0.0000 LR: 5.694e-02 Score 90.810 Data time: 0.2628, Forward time: 2.2731, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 5.8214 [2020-11-08 21:10:30,511][root][INFO] - ===> Epoch[179](4653/26): Loss 0.0115, Sem 0.2074, dir -0.6046, norm 0.4087, swav 0.0000 LR: 5.693e-02 Score 93.805 Data time: 0.2814, Forward time: 2.2732, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 5.7471 [2020-11-08 21:10:36,947][root][INFO] - ===> Epoch[179](4654/26): Loss 0.0567, Sem 0.2482, dir -0.5799, norm 0.3884, swav 0.0000 LR: 5.692e-02 Score 92.278 Data time: 0.2124, Forward time: 2.2732, Backward time: 3.0856, DDP time: 0.0045, Total iter time: 6.2919 [2020-11-08 21:10:42,607][root][INFO] - ===> Epoch[180](4655/26): Loss -0.0256, Sem 0.1997, dir -0.6015, norm 0.3761, swav 0.0000 LR: 5.691e-02 Score 93.787 Data time: 0.2668, Forward time: 2.2733, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 5.5586 [2020-11-08 21:10:47,347][root][INFO] - ===> Epoch[180](4656/26): Loss 0.0313, Sem 0.2501, dir -0.6098, norm 0.3910, swav 0.0000 LR: 5.690e-02 Score 91.629 Data time: 0.2187, Forward time: 2.2733, Backward time: 3.0852, DDP time: 0.0045, Total iter time: 4.6237 [2020-11-08 21:10:53,827][root][INFO] - ===> Epoch[180](4657/26): Loss 0.0300, Sem 0.2199, dir -0.6216, norm 0.4317, swav 0.0000 LR: 5.689e-02 Score 93.437 Data time: 0.1931, Forward time: 2.2734, Backward time: 3.0853, DDP time: 0.0045, Total iter time: 6.3792 [2020-11-08 21:10:59,646][root][INFO] - ===> Epoch[180](4658/26): Loss -0.0171, Sem 0.2007, dir -0.6093, norm 0.3915, swav 0.0000 LR: 5.688e-02 Score 92.934 Data time: 0.1813, Forward time: 2.2733, Backward time: 3.0854, DDP time: 0.0045, Total iter time: 5.6826 [2020-11-08 21:11:04,192][root][INFO] - ===> Epoch[180](4659/26): Loss -0.0139, Sem 0.2195, dir -0.6277, norm 0.3944, swav 0.0000 LR: 5.687e-02 Score 92.465 Data time: 0.2486, Forward time: 2.2733, Backward time: 3.0851, DDP time: 0.0045, Total iter time: 4.4391 [2020-11-08 21:11:09,009][root][INFO] - ===> Epoch[180](4660/26): Loss 0.0894, Sem 0.2403, dir -0.5778, norm 0.4268, swav 0.0000 LR: 5.686e-02 Score 93.067 Data time: 0.2265, Forward time: 2.2733, Backward time: 3.0849, DDP time: 0.0045, Total iter time: 4.7117 [2020-11-08 21:11:15,742][root][INFO] - ===> Epoch[180](4661/26): Loss 0.0731, Sem 0.2455, dir -0.6113, norm 0.4388, swav 0.0000 LR: 5.685e-02 Score 92.426 Data time: 0.2253, Forward time: 2.2733, Backward time: 3.0851, DDP time: 0.0045, Total iter time: 6.6155 [2020-11-08 21:11:20,880][root][INFO] - ===> Epoch[180](4662/26): Loss 0.0651, Sem 0.2601, dir -0.5951, norm 0.4001, swav 0.0000 LR: 5.684e-02 Score 91.193 Data time: 0.1955, Forward time: 2.2733, Backward time: 3.0850, DDP time: 0.0045, Total iter time: 5.0080 [2020-11-08 21:11:26,394][root][INFO] - ===> Epoch[180](4663/26): Loss 0.1014, Sem 0.2630, dir -0.5759, norm 0.4143, swav 0.0000 LR: 5.683e-02 Score 91.546 Data time: 0.2263, Forward time: 2.2733, Backward time: 3.0849, DDP time: 0.0045, Total iter time: 5.3884 [2020-11-08 21:11:32,530][root][INFO] - ===> Epoch[180](4664/26): Loss 0.0855, Sem 0.2725, dir -0.5555, norm 0.3685, swav 0.0000 LR: 5.682e-02 Score 91.896 Data time: 0.2266, Forward time: 2.2734, Backward time: 3.0849, DDP time: 0.0045, Total iter time: 6.0082 [2020-11-08 21:11:37,799][root][INFO] - ===> Epoch[180](4665/26): Loss 0.0956, Sem 0.2648, dir -0.5904, norm 0.4212, swav 0.0000 LR: 5.681e-02 Score 91.265 Data time: 0.2263, Forward time: 2.2734, Backward time: 3.0848, DDP time: 0.0045, Total iter time: 5.1499 [2020-11-08 21:11:43,925][root][INFO] - ===> Epoch[180](4666/26): Loss 0.0514, Sem 0.2076, dir -0.5658, norm 0.4096, swav 0.0000 LR: 5.680e-02 Score 93.281 Data time: 0.2295, Forward time: 2.2734, Backward time: 3.0849, DDP time: 0.0045, Total iter time: 6.0106 [2020-11-08 21:11:49,813][root][INFO] - ===> Epoch[180](4667/26): Loss 0.0228, Sem 0.2134, dir -0.5649, norm 0.3743, swav 0.0000 LR: 5.679e-02 Score 93.306 Data time: 0.1394, Forward time: 2.2733, Backward time: 3.0851, DDP time: 0.0045, Total iter time: 5.7847 [2020-11-08 21:11:55,245][root][INFO] - ===> Epoch[180](4668/26): Loss 0.0089, Sem 0.1784, dir -0.5855, norm 0.4160, swav 0.0000 LR: 5.679e-02 Score 94.331 Data time: 0.1857, Forward time: 2.2732, Backward time: 3.0851, DDP time: 0.0045, Total iter time: 5.3480 [2020-11-08 21:12:01,501][root][INFO] - ===> Epoch[180](4669/26): Loss 0.0377, Sem 0.2122, dir -0.5954, norm 0.4209, swav 0.0000 LR: 5.678e-02 Score 92.815 Data time: 0.2078, Forward time: 2.2731, Backward time: 3.0852, DDP time: 0.0045, Total iter time: 6.1761 [2020-11-08 21:12:07,416][root][INFO] - ===> Epoch[180](4670/26): Loss 0.0522, Sem 0.2337, dir -0.5878, norm 0.4063, swav 0.0000 LR: 5.677e-02 Score 92.077 Data time: 0.2470, Forward time: 2.2732, Backward time: 3.0852, DDP time: 0.0045, Total iter time: 5.8012 [2020-11-08 21:12:12,768][root][INFO] - ===> Epoch[180](4671/26): Loss 0.0776, Sem 0.2535, dir -0.6171, norm 0.4412, swav 0.0000 LR: 5.676e-02 Score 92.002 Data time: 0.2268, Forward time: 2.2732, Backward time: 3.0850, DDP time: 0.0045, Total iter time: 5.2083 [2020-11-08 21:12:18,165][root][INFO] - ===> Epoch[180](4672/26): Loss 0.1558, Sem 0.2587, dir -0.5574, norm 0.4546, swav 0.0000 LR: 5.675e-02 Score 90.658 Data time: 0.2208, Forward time: 2.2733, Backward time: 3.0849, DDP time: 0.0045, Total iter time: 5.2825 [2020-11-08 21:12:23,164][root][INFO] - ===> Epoch[180](4673/26): Loss 0.0910, Sem 0.2260, dir -0.5803, norm 0.4453, swav 0.0000 LR: 5.674e-02 Score 92.681 Data time: 0.1744, Forward time: 2.2732, Backward time: 3.0849, DDP time: 0.0045, Total iter time: 4.8859 [2020-11-08 21:12:28,514][root][INFO] - ===> Epoch[180](4674/26): Loss 0.1290, Sem 0.2530, dir -0.5165, norm 0.3925, swav 0.0000 LR: 5.673e-02 Score 92.391 Data time: 0.2631, Forward time: 2.2733, Backward time: 3.0847, DDP time: 0.0045, Total iter time: 5.2626 [2020-11-08 21:12:34,649][root][INFO] - ===> Epoch[180](4675/26): Loss 0.1319, Sem 0.2765, dir -0.5724, norm 0.4278, swav 0.0000 LR: 5.672e-02 Score 91.271 Data time: 0.1699, Forward time: 2.2732, Backward time: 3.0849, DDP time: 0.0045, Total iter time: 5.9983 [2020-11-08 21:12:40,020][root][INFO] - ===> Epoch[180](4676/26): Loss 0.0524, Sem 0.2452, dir -0.5925, norm 0.3997, swav 0.0000 LR: 5.671e-02 Score 92.490 Data time: 0.2079, Forward time: 2.2732, Backward time: 3.0848, DDP time: 0.0045, Total iter time: 5.2583 [2020-11-08 21:12:45,184][root][INFO] - ===> Epoch[180](4677/26): Loss 0.1355, Sem 0.2635, dir -0.5585, norm 0.4304, swav 0.0000 LR: 5.670e-02 Score 91.262 Data time: 0.1684, Forward time: 2.2731, Backward time: 3.0847, DDP time: 0.0045, Total iter time: 5.0450 [2020-11-08 21:12:49,981][root][INFO] - ===> Epoch[180](4678/26): Loss 0.0888, Sem 0.2513, dir -0.5612, norm 0.3987, swav 0.0000 LR: 5.669e-02 Score 92.466 Data time: 0.2011, Forward time: 2.2731, Backward time: 3.0846, DDP time: 0.0045, Total iter time: 4.6908 [2020-11-08 21:12:56,356][root][INFO] - ===> Epoch[180](4679/26): Loss 0.1307, Sem 0.2727, dir -0.5647, norm 0.4227, swav 0.0000 LR: 5.668e-02 Score 91.595 Data time: 0.2144, Forward time: 2.2730, Backward time: 3.0847, DDP time: 0.0045, Total iter time: 6.2348 [2020-11-08 21:13:01,507][root][INFO] - ===> Epoch[180](4680/26): Loss 0.0303, Sem 0.2370, dir -0.6184, norm 0.4117, swav 0.0000 LR: 5.667e-02 Score 92.340 Data time: 0.2606, Forward time: 2.2731, Backward time: 3.0845, DDP time: 0.0045, Total iter time: 5.0487 [2020-11-08 21:13:07,038][root][INFO] - ===> Epoch[181](4681/26): Loss 0.0123, Sem 0.2224, dir -0.6134, norm 0.4033, swav 0.0000 LR: 5.666e-02 Score 93.394 Data time: 0.2552, Forward time: 2.2732, Backward time: 3.0844, DDP time: 0.0045, Total iter time: 5.3902 [2020-11-08 21:13:12,562][root][INFO] - ===> Epoch[181](4682/26): Loss 0.0363, Sem 0.2247, dir -0.5983, norm 0.4099, swav 0.0000 LR: 5.665e-02 Score 93.278 Data time: 0.2238, Forward time: 2.2732, Backward time: 3.0843, DDP time: 0.0045, Total iter time: 5.3942 [2020-11-08 21:13:18,420][root][INFO] - ===> Epoch[181](4683/26): Loss 0.1260, Sem 0.2459, dir -0.5562, norm 0.4363, swav 0.0000 LR: 5.664e-02 Score 92.706 Data time: 0.1879, Forward time: 2.2732, Backward time: 3.0844, DDP time: 0.0045, Total iter time: 5.7450 [2020-11-08 21:13:25,306][root][INFO] - ===> Epoch[181](4684/26): Loss 0.0716, Sem 0.2618, dir -0.5823, norm 0.3922, swav 0.0000 LR: 5.663e-02 Score 91.345 Data time: 0.1853, Forward time: 2.2731, Backward time: 3.0847, DDP time: 0.0045, Total iter time: 6.7950 [2020-11-08 21:13:31,145][root][INFO] - ===> Epoch[181](4685/26): Loss 0.0611, Sem 0.1914, dir -0.5664, norm 0.4361, swav 0.0000 LR: 5.662e-02 Score 93.728 Data time: 0.1947, Forward time: 2.2731, Backward time: 3.0848, DDP time: 0.0045, Total iter time: 5.7208 [2020-11-08 21:13:36,639][root][INFO] - ===> Epoch[181](4686/26): Loss 0.0194, Sem 0.2131, dir -0.5993, norm 0.4056, swav 0.0000 LR: 5.661e-02 Score 93.788 Data time: 0.2599, Forward time: 2.2732, Backward time: 3.0846, DDP time: 0.0045, Total iter time: 5.3812 [2020-11-08 21:13:41,645][root][INFO] - ===> Epoch[181](4687/26): Loss 0.0772, Sem 0.2359, dir -0.6050, norm 0.4462, swav 0.0000 LR: 5.660e-02 Score 93.873 Data time: 0.2109, Forward time: 2.2732, Backward time: 3.0844, DDP time: 0.0045, Total iter time: 4.8886 [2020-11-08 21:13:46,973][root][INFO] - ===> Epoch[181](4688/26): Loss 0.0114, Sem 0.1898, dir -0.5772, norm 0.3988, swav 0.0000 LR: 5.659e-02 Score 94.175 Data time: 0.1799, Forward time: 2.2731, Backward time: 3.0844, DDP time: 0.0045, Total iter time: 5.2099 [2020-11-08 21:13:52,116][root][INFO] - ===> Epoch[181](4689/26): Loss 0.0341, Sem 0.2058, dir -0.5572, norm 0.3855, swav 0.0000 LR: 5.658e-02 Score 94.048 Data time: 0.2076, Forward time: 2.2731, Backward time: 3.0843, DDP time: 0.0045, Total iter time: 5.0527 [2020-11-08 21:13:57,089][root][INFO] - ===> Epoch[181](4690/26): Loss 0.0917, Sem 0.2375, dir -0.5342, norm 0.3884, swav 0.0000 LR: 5.657e-02 Score 92.073 Data time: 0.2411, Forward time: 2.2731, Backward time: 3.0841, DDP time: 0.0045, Total iter time: 4.8732 [2020-11-08 21:14:02,579][root][INFO] - ===> Epoch[181](4691/26): Loss 0.1511, Sem 0.2882, dir -0.5753, norm 0.4382, swav 0.0000 LR: 5.656e-02 Score 90.677 Data time: 0.2636, Forward time: 2.2732, Backward time: 3.0839, DDP time: 0.0045, Total iter time: 5.3540 [2020-11-08 21:14:08,274][root][INFO] - ===> Epoch[181](4692/26): Loss 0.1563, Sem 0.2654, dir -0.5961, norm 0.4870, swav 0.0000 LR: 5.656e-02 Score 91.581 Data time: 0.2266, Forward time: 2.2733, Backward time: 3.0839, DDP time: 0.0045, Total iter time: 5.5618 [2020-11-08 21:14:13,811][root][INFO] - ===> Epoch[181](4693/26): Loss 0.0204, Sem 0.1925, dir -0.5624, norm 0.3903, swav 0.0000 LR: 5.655e-02 Score 93.504 Data time: 0.2150, Forward time: 2.2732, Backward time: 3.0838, DDP time: 0.0045, Total iter time: 5.4277 [2020-11-08 21:14:19,243][root][INFO] - ===> Epoch[181](4694/26): Loss -0.0412, Sem 0.1866, dir -0.5992, norm 0.3714, swav 0.0000 LR: 5.654e-02 Score 93.820 Data time: 0.2566, Forward time: 2.2734, Backward time: 3.0837, DDP time: 0.0045, Total iter time: 5.3189 [2020-11-08 21:14:25,058][root][INFO] - ===> Epoch[181](4695/26): Loss 0.1318, Sem 0.2268, dir -0.5498, norm 0.4549, swav 0.0000 LR: 5.653e-02 Score 93.060 Data time: 0.2336, Forward time: 2.2734, Backward time: 3.0836, DDP time: 0.0045, Total iter time: 5.6974 [2020-11-08 21:14:30,462][root][INFO] - ===> Epoch[181](4696/26): Loss 0.0558, Sem 0.2439, dir -0.5955, norm 0.4074, swav 0.0000 LR: 5.652e-02 Score 91.111 Data time: 0.2326, Forward time: 2.2735, Backward time: 3.0835, DDP time: 0.0045, Total iter time: 5.2739 [2020-11-08 21:14:35,118][root][INFO] - ===> Epoch[181](4697/26): Loss -0.0544, Sem 0.1952, dir -0.6046, norm 0.3551, swav 0.0000 LR: 5.651e-02 Score 93.604 Data time: 0.1744, Forward time: 2.2734, Backward time: 3.0833, DDP time: 0.0045, Total iter time: 4.5203 [2020-11-08 21:14:41,350][root][INFO] - ===> Epoch[181](4698/26): Loss 0.0850, Sem 0.2202, dir -0.5851, norm 0.4500, swav 0.0000 LR: 5.650e-02 Score 93.530 Data time: 0.1897, Forward time: 2.2734, Backward time: 3.0834, DDP time: 0.0045, Total iter time: 6.1366 [2020-11-08 21:14:46,917][root][INFO] - ===> Epoch[181](4699/26): Loss 0.0139, Sem 0.2267, dir -0.6283, norm 0.4156, swav 0.0000 LR: 5.649e-02 Score 93.215 Data time: 0.1436, Forward time: 2.2732, Backward time: 3.0836, DDP time: 0.0045, Total iter time: 5.4440 [2020-11-08 21:14:53,104][root][INFO] - ===> Epoch[181](4700/26): Loss 0.0775, Sem 0.2389, dir -0.5616, norm 0.4002, swav 0.0000 LR: 5.648e-02 Score 92.795 Data time: 0.2503, Forward time: 2.2733, Backward time: 3.0836, DDP time: 0.0045, Total iter time: 6.1078 [2020-11-08 21:15:00,440][root][INFO] - ===> Epoch[181](4701/26): Loss 0.0512, Sem 0.2260, dir -0.5865, norm 0.4117, swav 0.0000 LR: 5.647e-02 Score 92.724 Data time: 0.2372, Forward time: 2.2733, Backward time: 3.0838, DDP time: 0.0045, Total iter time: 7.2138 [2020-11-08 21:15:05,573][root][INFO] - ===> Epoch[181](4702/26): Loss 0.0000, Sem 0.2274, dir -0.6087, norm 0.3813, swav 0.0000 LR: 5.646e-02 Score 93.159 Data time: 0.2326, Forward time: 2.2734, Backward time: 3.0837, DDP time: 0.0045, Total iter time: 5.0172 [2020-11-08 21:15:11,103][root][INFO] - ===> Epoch[181](4703/26): Loss 0.0317, Sem 0.2049, dir -0.5955, norm 0.4223, swav 0.0000 LR: 5.645e-02 Score 93.685 Data time: 0.2131, Forward time: 2.2734, Backward time: 3.0836, DDP time: 0.0045, Total iter time: 5.3856 [2020-11-08 21:15:16,002][root][INFO] - ===> Epoch[181](4704/26): Loss 0.0323, Sem 0.2440, dir -0.5956, norm 0.3840, swav 0.0000 LR: 5.644e-02 Score 91.868 Data time: 0.1915, Forward time: 2.2733, Backward time: 3.0835, DDP time: 0.0045, Total iter time: 4.7923 [2020-11-08 21:15:22,546][root][INFO] - ===> Epoch[181](4705/26): Loss 0.0489, Sem 0.2021, dir -0.5636, norm 0.4104, swav 0.0000 LR: 5.643e-02 Score 93.718 Data time: 0.2124, Forward time: 2.2733, Backward time: 3.0836, DDP time: 0.0045, Total iter time: 6.4430 [2020-11-08 21:15:28,891][root][INFO] - ===> Epoch[181](4706/26): Loss 0.0499, Sem 0.2229, dir -0.5953, norm 0.4224, swav 0.0000 LR: 5.642e-02 Score 92.928 Data time: 0.1586, Forward time: 2.2732, Backward time: 3.0839, DDP time: 0.0045, Total iter time: 6.2171 [2020-11-08 21:15:34,433][root][INFO] - ===> Epoch[182](4707/26): Loss 0.0900, Sem 0.2521, dir -0.6129, norm 0.4507, swav 0.0000 LR: 5.641e-02 Score 91.759 Data time: 0.1826, Forward time: 2.2732, Backward time: 3.0839, DDP time: 0.0045, Total iter time: 5.4560 [2020-11-08 21:15:39,723][root][INFO] - ===> Epoch[182](4708/26): Loss 0.1174, Sem 0.2474, dir -0.5677, norm 0.4378, swav 0.0000 LR: 5.640e-02 Score 91.805 Data time: 0.1632, Forward time: 2.2731, Backward time: 3.0839, DDP time: 0.0045, Total iter time: 5.1865 [2020-11-08 21:15:44,595][root][INFO] - ===> Epoch[182](4709/26): Loss 0.0308, Sem 0.2045, dir -0.5781, norm 0.4045, swav 0.0000 LR: 5.639e-02 Score 94.100 Data time: 0.1863, Forward time: 2.2730, Backward time: 3.0838, DDP time: 0.0045, Total iter time: 4.7787 [2020-11-08 21:15:49,129][root][INFO] - ===> Epoch[182](4710/26): Loss 0.0242, Sem 0.2322, dir -0.5920, norm 0.3840, swav 0.0000 LR: 5.638e-02 Score 92.510 Data time: 0.1895, Forward time: 2.2729, Backward time: 3.0836, DDP time: 0.0045, Total iter time: 4.4190 [2020-11-08 21:15:53,723][root][INFO] - ===> Epoch[182](4711/26): Loss 0.1021, Sem 0.2305, dir -0.5594, norm 0.4309, swav 0.0000 LR: 5.637e-02 Score 92.992 Data time: 0.1990, Forward time: 2.2729, Backward time: 3.0834, DDP time: 0.0045, Total iter time: 4.4809 [2020-11-08 21:15:58,710][root][INFO] - ===> Epoch[182](4712/26): Loss 0.0881, Sem 0.2669, dir -0.5856, norm 0.4067, swav 0.0000 LR: 5.636e-02 Score 91.792 Data time: 0.2521, Forward time: 2.2729, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 4.8599 [2020-11-08 21:16:04,182][root][INFO] - ===> Epoch[182](4713/26): Loss 0.0171, Sem 0.1388, dir -0.5596, norm 0.4378, swav 0.0000 LR: 5.635e-02 Score 95.566 Data time: 0.2458, Forward time: 2.2730, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 5.3287 [2020-11-08 21:16:09,901][root][INFO] - ===> Epoch[182](4714/26): Loss 0.0556, Sem 0.2228, dir -0.5777, norm 0.4105, swav 0.0000 LR: 5.634e-02 Score 92.471 Data time: 0.2661, Forward time: 2.2731, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 5.5846 [2020-11-08 21:16:15,573][root][INFO] - ===> Epoch[182](4715/26): Loss 0.0828, Sem 0.2406, dir -0.6025, norm 0.4447, swav 0.0000 LR: 5.633e-02 Score 92.893 Data time: 0.1971, Forward time: 2.2731, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 5.5413 [2020-11-08 21:16:21,200][root][INFO] - ===> Epoch[182](4716/26): Loss 0.0369, Sem 0.2517, dir -0.6329, norm 0.4181, swav 0.0000 LR: 5.633e-02 Score 92.428 Data time: 0.2675, Forward time: 2.2732, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 5.5263 [2020-11-08 21:16:26,850][root][INFO] - ===> Epoch[182](4717/26): Loss 0.1466, Sem 0.2309, dir -0.5646, norm 0.4803, swav 0.0000 LR: 5.632e-02 Score 92.098 Data time: 0.1739, Forward time: 2.2731, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 5.5190 [2020-11-08 21:16:33,080][root][INFO] - ===> Epoch[182](4718/26): Loss 0.0290, Sem 0.2115, dir -0.6068, norm 0.4242, swav 0.0000 LR: 5.631e-02 Score 93.076 Data time: 0.2577, Forward time: 2.2732, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 6.1566 [2020-11-08 21:16:38,929][root][INFO] - ===> Epoch[182](4719/26): Loss 0.1220, Sem 0.2609, dir -0.5633, norm 0.4243, swav 0.0000 LR: 5.630e-02 Score 91.451 Data time: 0.2609, Forward time: 2.2733, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 5.7292 [2020-11-08 21:16:43,688][root][INFO] - ===> Epoch[182](4720/26): Loss 0.1299, Sem 0.2369, dir -0.5445, norm 0.4376, swav 0.0000 LR: 5.629e-02 Score 91.771 Data time: 0.1991, Forward time: 2.2733, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 4.6378 [2020-11-08 21:16:47,882][root][INFO] - ===> Epoch[182](4721/26): Loss 0.0042, Sem 0.2271, dir -0.6095, norm 0.3866, swav 0.0000 LR: 5.628e-02 Score 93.081 Data time: 0.1405, Forward time: 2.2731, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 4.0920 [2020-11-08 21:16:53,550][root][INFO] - ===> Epoch[182](4722/26): Loss 0.1367, Sem 0.2307, dir -0.5576, norm 0.4635, swav 0.0000 LR: 5.627e-02 Score 92.757 Data time: 0.1838, Forward time: 2.2730, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 5.5924 [2020-11-08 21:16:59,485][root][INFO] - ===> Epoch[182](4723/26): Loss 0.1048, Sem 0.2668, dir -0.5664, norm 0.4044, swav 0.0000 LR: 5.626e-02 Score 91.491 Data time: 0.2764, Forward time: 2.2731, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 5.8262 [2020-11-08 21:17:05,762][root][INFO] - ===> Epoch[182](4724/26): Loss 0.1315, Sem 0.2660, dir -0.5664, norm 0.4318, swav 0.0000 LR: 5.625e-02 Score 92.341 Data time: 0.2026, Forward time: 2.2731, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 6.1264 [2020-11-08 21:17:12,951][root][INFO] - ===> Epoch[182](4725/26): Loss 0.0968, Sem 0.2385, dir -0.5591, norm 0.4173, swav 0.0000 LR: 5.624e-02 Score 92.620 Data time: 0.2608, Forward time: 2.2732, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 7.0697 [2020-11-08 21:17:18,174][root][INFO] - ===> Epoch[182](4726/26): Loss 0.0567, Sem 0.1877, dir -0.5676, norm 0.4366, swav 0.0000 LR: 5.623e-02 Score 94.529 Data time: 0.1708, Forward time: 2.2732, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 5.0615 [2020-11-08 21:17:23,248][root][INFO] - ===> Epoch[182](4727/26): Loss 0.0562, Sem 0.2162, dir -0.5514, norm 0.3914, swav 0.0000 LR: 5.622e-02 Score 92.868 Data time: 0.1989, Forward time: 2.2731, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 4.9817 [2020-11-08 21:17:28,942][root][INFO] - ===> Epoch[182](4728/26): Loss -0.0071, Sem 0.2183, dir -0.6070, norm 0.3816, swav 0.0000 LR: 5.621e-02 Score 93.113 Data time: 0.1881, Forward time: 2.2731, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 5.5814 [2020-11-08 21:17:35,604][root][INFO] - ===> Epoch[182](4729/26): Loss 0.0488, Sem 0.2312, dir -0.5887, norm 0.4063, swav 0.0000 LR: 5.620e-02 Score 92.566 Data time: 0.1896, Forward time: 2.2730, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 6.5730 [2020-11-08 21:17:42,069][root][INFO] - ===> Epoch[182](4730/26): Loss 0.0609, Sem 0.2684, dir -0.6161, norm 0.4086, swav 0.0000 LR: 5.619e-02 Score 91.070 Data time: 0.1535, Forward time: 2.2729, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 6.3658 [2020-11-08 21:17:47,764][root][INFO] - ===> Epoch[182](4731/26): Loss -0.0074, Sem 0.2196, dir -0.6211, norm 0.3940, swav 0.0000 LR: 5.618e-02 Score 92.764 Data time: 0.2574, Forward time: 2.2730, Backward time: 3.0830, DDP time: 0.0045, Total iter time: 5.5898 [2020-11-08 21:17:53,624][root][INFO] - ===> Epoch[182](4732/26): Loss 0.0471, Sem 0.1678, dir -0.5713, norm 0.4506, swav 0.0000 LR: 5.617e-02 Score 94.656 Data time: 0.1863, Forward time: 2.2730, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 5.7442 [2020-11-08 21:17:58,507][root][INFO] - ===> Epoch[183](4733/26): Loss -0.0093, Sem 0.1854, dir -0.6104, norm 0.4156, swav 0.0000 LR: 5.616e-02 Score 94.054 Data time: 0.2760, Forward time: 2.2730, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 4.7788 [2020-11-08 21:18:04,203][root][INFO] - ===> Epoch[183](4734/26): Loss 0.0556, Sem 0.2224, dir -0.5691, norm 0.4023, swav 0.0000 LR: 5.615e-02 Score 92.448 Data time: 0.2121, Forward time: 2.2730, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 5.5691 [2020-11-08 21:18:09,581][root][INFO] - ===> Epoch[183](4735/26): Loss 0.0619, Sem 0.2112, dir -0.5623, norm 0.4129, swav 0.0000 LR: 5.614e-02 Score 93.045 Data time: 0.1875, Forward time: 2.2730, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 5.2458 [2020-11-08 21:18:14,680][root][INFO] - ===> Epoch[183](4736/26): Loss 0.0023, Sem 0.2228, dir -0.6113, norm 0.3908, swav 0.0000 LR: 5.613e-02 Score 92.657 Data time: 0.1831, Forward time: 2.2729, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 4.9858 [2020-11-08 21:18:19,558][root][INFO] - ===> Epoch[183](4737/26): Loss 0.1066, Sem 0.2622, dir -0.5708, norm 0.4153, swav 0.0000 LR: 5.612e-02 Score 90.683 Data time: 0.1910, Forward time: 2.2729, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 4.7487 [2020-11-08 21:18:24,664][root][INFO] - ===> Epoch[183](4738/26): Loss 0.0502, Sem 0.2401, dir -0.6020, norm 0.4121, swav 0.0000 LR: 5.611e-02 Score 92.376 Data time: 0.2308, Forward time: 2.2729, Backward time: 3.0824, DDP time: 0.0045, Total iter time: 4.9982 [2020-11-08 21:18:29,753][root][INFO] - ===> Epoch[183](4739/26): Loss 0.1344, Sem 0.2679, dir -0.5738, norm 0.4403, swav 0.0000 LR: 5.610e-02 Score 91.614 Data time: 0.2038, Forward time: 2.2729, Backward time: 3.0823, DDP time: 0.0045, Total iter time: 4.9725 [2020-11-08 21:18:36,599][root][INFO] - ===> Epoch[183](4740/26): Loss 0.0805, Sem 0.2528, dir -0.5963, norm 0.4240, swav 0.0000 LR: 5.609e-02 Score 91.572 Data time: 0.2407, Forward time: 2.2729, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 6.6958 [2020-11-08 21:18:41,440][root][INFO] - ===> Epoch[183](4741/26): Loss 0.0659, Sem 0.2625, dir -0.5969, norm 0.4003, swav 0.0000 LR: 5.609e-02 Score 91.585 Data time: 0.2357, Forward time: 2.2730, Backward time: 3.0822, DDP time: 0.0045, Total iter time: 4.7069 [2020-11-08 21:18:49,455][root][INFO] - ===> Epoch[183](4742/26): Loss 0.0086, Sem 0.2035, dir -0.5972, norm 0.4023, swav 0.0000 LR: 5.608e-02 Score 92.818 Data time: 0.2132, Forward time: 2.2729, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 7.8903 [2020-11-08 21:18:55,592][root][INFO] - ===> Epoch[183](4743/26): Loss 0.0466, Sem 0.2300, dir -0.5837, norm 0.4003, swav 0.0000 LR: 5.607e-02 Score 92.698 Data time: 0.2939, Forward time: 2.2731, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 6.0191 [2020-11-08 21:19:02,113][root][INFO] - ===> Epoch[183](4744/26): Loss 0.1543, Sem 0.2691, dir -0.5256, norm 0.4109, swav 0.0000 LR: 5.606e-02 Score 91.074 Data time: 0.1787, Forward time: 2.2731, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 6.3623 [2020-11-08 21:19:07,699][root][INFO] - ===> Epoch[183](4745/26): Loss 0.0456, Sem 0.2388, dir -0.6180, norm 0.4248, swav 0.0000 LR: 5.605e-02 Score 92.327 Data time: 0.2189, Forward time: 2.2731, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 5.4906 [2020-11-08 21:19:12,979][root][INFO] - ===> Epoch[183](4746/26): Loss 0.0344, Sem 0.2281, dir -0.6274, norm 0.4337, swav 0.0000 LR: 5.604e-02 Score 92.736 Data time: 0.1638, Forward time: 2.2730, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 5.1714 [2020-11-08 21:19:18,990][root][INFO] - ===> Epoch[183](4747/26): Loss 0.0610, Sem 0.1985, dir -0.5751, norm 0.4376, swav 0.0000 LR: 5.603e-02 Score 93.517 Data time: 0.2296, Forward time: 2.2730, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 5.9140 [2020-11-08 21:19:24,770][root][INFO] - ===> Epoch[183](4748/26): Loss 0.0737, Sem 0.2150, dir -0.5599, norm 0.4187, swav 0.0000 LR: 5.602e-02 Score 93.584 Data time: 0.1602, Forward time: 2.2729, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 5.6409 [2020-11-08 21:19:29,394][root][INFO] - ===> Epoch[183](4749/26): Loss 0.0381, Sem 0.2230, dir -0.6241, norm 0.4392, swav 0.0000 LR: 5.601e-02 Score 92.835 Data time: 0.2147, Forward time: 2.2729, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 4.5348 [2020-11-08 21:19:34,829][root][INFO] - ===> Epoch[183](4750/26): Loss 0.0208, Sem 0.1769, dir -0.5511, norm 0.3951, swav 0.0000 LR: 5.600e-02 Score 93.906 Data time: 0.1860, Forward time: 2.2729, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 5.3148 [2020-11-08 21:19:39,059][root][INFO] - ===> Epoch[183](4751/26): Loss 0.1205, Sem 0.3138, dir -0.6145, norm 0.4211, swav 0.0000 LR: 5.599e-02 Score 90.404 Data time: 0.1964, Forward time: 2.2729, Backward time: 3.0823, DDP time: 0.0045, Total iter time: 4.1305 [2020-11-08 21:19:46,338][root][INFO] - ===> Epoch[183](4752/26): Loss 0.0435, Sem 0.2398, dir -0.6280, norm 0.4317, swav 0.0000 LR: 5.598e-02 Score 91.389 Data time: 0.1769, Forward time: 2.2728, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 7.1776 [2020-11-08 21:19:51,937][root][INFO] - ===> Epoch[183](4753/26): Loss 0.0736, Sem 0.2537, dir -0.6155, norm 0.4353, swav 0.0000 LR: 5.597e-02 Score 92.080 Data time: 0.1582, Forward time: 2.2727, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 5.5026 [2020-11-08 21:19:59,263][root][INFO] - ===> Epoch[183](4754/26): Loss 0.1340, Sem 0.2671, dir -0.5554, norm 0.4223, swav 0.0000 LR: 5.596e-02 Score 91.589 Data time: 0.1652, Forward time: 2.2726, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 7.2560 [2020-11-08 21:20:04,830][root][INFO] - ===> Epoch[183](4755/26): Loss -0.0367, Sem 0.1896, dir -0.6225, norm 0.3963, swav 0.0000 LR: 5.595e-02 Score 93.334 Data time: 0.1951, Forward time: 2.2725, Backward time: 3.0833, DDP time: 0.0045, Total iter time: 5.4571 [2020-11-08 21:20:10,338][root][INFO] - ===> Epoch[183](4756/26): Loss -0.0036, Sem 0.1882, dir -0.5872, norm 0.3953, swav 0.0000 LR: 5.594e-02 Score 93.569 Data time: 0.2449, Forward time: 2.2726, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 5.4068 [2020-11-08 21:20:15,435][root][INFO] - ===> Epoch[183](4757/26): Loss -0.0030, Sem 0.2412, dir -0.6653, norm 0.4210, swav 0.0000 LR: 5.593e-02 Score 92.531 Data time: 0.1592, Forward time: 2.2725, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 4.9695 [2020-11-08 21:20:20,586][root][INFO] - ===> Epoch[183](4758/26): Loss 0.0099, Sem 0.1951, dir -0.5551, norm 0.3699, swav 0.0000 LR: 5.592e-02 Score 93.865 Data time: 0.1919, Forward time: 2.2724, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 5.0479 [2020-11-08 21:20:26,680][root][INFO] - ===> Epoch[184](4759/26): Loss 0.0896, Sem 0.2291, dir -0.5620, norm 0.4224, swav 0.0000 LR: 5.591e-02 Score 92.349 Data time: 0.2205, Forward time: 2.2724, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 5.9829 [2020-11-08 21:20:32,432][root][INFO] - ===> Epoch[184](4760/26): Loss 0.0892, Sem 0.2476, dir -0.5777, norm 0.4193, swav 0.0000 LR: 5.590e-02 Score 92.164 Data time: 0.1533, Forward time: 2.2723, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 5.6326 [2020-11-08 21:20:38,270][root][INFO] - ===> Epoch[184](4761/26): Loss -0.0325, Sem 0.2042, dir -0.6360, norm 0.3992, swav 0.0000 LR: 5.589e-02 Score 93.423 Data time: 0.1590, Forward time: 2.2722, Backward time: 3.0834, DDP time: 0.0045, Total iter time: 5.7487 [2020-11-08 21:20:43,336][root][INFO] - ===> Epoch[184](4762/26): Loss 0.0866, Sem 0.2474, dir -0.5865, norm 0.4256, swav 0.0000 LR: 5.588e-02 Score 92.775 Data time: 0.2278, Forward time: 2.2722, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 5.0283 [2020-11-08 21:20:49,779][root][INFO] - ===> Epoch[184](4763/26): Loss 0.0856, Sem 0.2382, dir -0.5540, norm 0.4014, swav 0.0000 LR: 5.587e-02 Score 92.216 Data time: 0.2621, Forward time: 2.2723, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 6.3148 [2020-11-08 21:20:55,500][root][INFO] - ===> Epoch[184](4764/26): Loss 0.0543, Sem 0.2292, dir -0.6265, norm 0.4516, swav 0.0000 LR: 5.586e-02 Score 92.488 Data time: 0.1849, Forward time: 2.2723, Backward time: 3.0833, DDP time: 0.0045, Total iter time: 5.5935 [2020-11-08 21:21:00,128][root][INFO] - ===> Epoch[184](4765/26): Loss 0.0280, Sem 0.2241, dir -0.5822, norm 0.3861, swav 0.0000 LR: 5.585e-02 Score 92.848 Data time: 0.1948, Forward time: 2.2722, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 4.5183 [2020-11-08 21:21:06,084][root][INFO] - ===> Epoch[184](4766/26): Loss 0.0490, Sem 0.2285, dir -0.6050, norm 0.4255, swav 0.0000 LR: 5.585e-02 Score 92.155 Data time: 0.2098, Forward time: 2.2722, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 5.8430 [2020-11-08 21:21:11,549][root][INFO] - ===> Epoch[184](4767/26): Loss 0.0417, Sem 0.1865, dir -0.5507, norm 0.4059, swav 0.0000 LR: 5.584e-02 Score 93.623 Data time: 0.2155, Forward time: 2.2722, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 5.3363 [2020-11-08 21:21:17,295][root][INFO] - ===> Epoch[184](4768/26): Loss 0.0531, Sem 0.2130, dir -0.5816, norm 0.4217, swav 0.0000 LR: 5.583e-02 Score 93.553 Data time: 0.2021, Forward time: 2.2721, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 5.6569 [2020-11-08 21:21:23,241][root][INFO] - ===> Epoch[184](4769/26): Loss 0.0601, Sem 0.2462, dir -0.5889, norm 0.4027, swav 0.0000 LR: 5.582e-02 Score 92.098 Data time: 0.2905, Forward time: 2.2723, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 5.8223 [2020-11-08 21:21:28,866][root][INFO] - ===> Epoch[184](4770/26): Loss 0.0120, Sem 0.1968, dir -0.5930, norm 0.4082, swav 0.0000 LR: 5.581e-02 Score 93.745 Data time: 0.2612, Forward time: 2.2723, Backward time: 3.0830, DDP time: 0.0045, Total iter time: 5.4885 [2020-11-08 21:21:34,099][root][INFO] - ===> Epoch[184](4771/26): Loss -0.0293, Sem 0.2079, dir -0.6064, norm 0.3692, swav 0.0000 LR: 5.580e-02 Score 92.948 Data time: 0.1827, Forward time: 2.2723, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 5.1068 [2020-11-08 21:21:40,282][root][INFO] - ===> Epoch[184](4772/26): Loss -0.0002, Sem 0.1987, dir -0.5490, norm 0.3501, swav 0.0000 LR: 5.579e-02 Score 94.191 Data time: 0.1953, Forward time: 2.2722, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 6.0675 [2020-11-08 21:21:45,898][root][INFO] - ===> Epoch[184](4773/26): Loss 0.0871, Sem 0.2330, dir -0.5328, norm 0.3869, swav 0.0000 LR: 5.578e-02 Score 92.886 Data time: 0.2436, Forward time: 2.2723, Backward time: 3.0830, DDP time: 0.0045, Total iter time: 5.5215 [2020-11-08 21:21:50,927][root][INFO] - ===> Epoch[184](4774/26): Loss 0.0913, Sem 0.2616, dir -0.5602, norm 0.3899, swav 0.0000 LR: 5.577e-02 Score 91.521 Data time: 0.2041, Forward time: 2.2723, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 4.9082 [2020-11-08 21:21:55,767][root][INFO] - ===> Epoch[184](4775/26): Loss -0.0115, Sem 0.1884, dir -0.5867, norm 0.3869, swav 0.0000 LR: 5.576e-02 Score 94.894 Data time: 0.2177, Forward time: 2.2723, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 4.7179 [2020-11-08 21:22:01,671][root][INFO] - ===> Epoch[184](4776/26): Loss 0.0204, Sem 0.2293, dir -0.6335, norm 0.4245, swav 0.0000 LR: 5.575e-02 Score 92.201 Data time: 0.2771, Forward time: 2.2724, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 5.7825 [2020-11-08 21:22:08,236][root][INFO] - ===> Epoch[184](4777/26): Loss 0.0233, Sem 0.2373, dir -0.6149, norm 0.4009, swav 0.0000 LR: 5.574e-02 Score 92.368 Data time: 0.1689, Forward time: 2.2722, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 6.4040 [2020-11-08 21:22:13,157][root][INFO] - ===> Epoch[184](4778/26): Loss 0.0505, Sem 0.2241, dir -0.5888, norm 0.4152, swav 0.0000 LR: 5.573e-02 Score 93.860 Data time: 0.1944, Forward time: 2.2722, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 4.8095 [2020-11-08 21:22:19,502][root][INFO] - ===> Epoch[184](4779/26): Loss 0.0930, Sem 0.2503, dir -0.6001, norm 0.4428, swav 0.0000 LR: 5.572e-02 Score 91.394 Data time: 0.2580, Forward time: 2.2723, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 6.2337 [2020-11-08 21:22:25,448][root][INFO] - ===> Epoch[184](4780/26): Loss 0.0071, Sem 0.2104, dir -0.5803, norm 0.3770, swav 0.0000 LR: 5.571e-02 Score 92.363 Data time: 0.2219, Forward time: 2.2723, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 5.8141 [2020-11-08 21:22:30,508][root][INFO] - ===> Epoch[184](4781/26): Loss 0.1015, Sem 0.2605, dir -0.5643, norm 0.4053, swav 0.0000 LR: 5.570e-02 Score 91.311 Data time: 0.2413, Forward time: 2.2723, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 4.9435 [2020-11-08 21:22:36,308][root][INFO] - ===> Epoch[184](4782/26): Loss 0.0783, Sem 0.2281, dir -0.5974, norm 0.4475, swav 0.0000 LR: 5.569e-02 Score 92.781 Data time: 0.1961, Forward time: 2.2723, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 5.6592 [2020-11-08 21:22:40,815][root][INFO] - ===> Epoch[184](4783/26): Loss 0.0635, Sem 0.2207, dir -0.6081, norm 0.4509, swav 0.0000 LR: 5.568e-02 Score 93.759 Data time: 0.2041, Forward time: 2.2723, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 4.4075 [2020-11-08 21:22:47,456][root][INFO] - ===> Epoch[184](4784/26): Loss 0.0114, Sem 0.2259, dir -0.5861, norm 0.3717, swav 0.0000 LR: 5.567e-02 Score 92.630 Data time: 0.2493, Forward time: 2.2723, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 6.5285 [2020-11-08 21:22:52,789][root][INFO] - ===> Epoch[185](4785/26): Loss 0.0479, Sem 0.2719, dir -0.6138, norm 0.3898, swav 0.0000 LR: 5.566e-02 Score 91.738 Data time: 0.2040, Forward time: 2.2723, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 5.1924 [2020-11-08 21:22:58,216][root][INFO] - ===> Epoch[185](4786/26): Loss 0.0507, Sem 0.2448, dir -0.6072, norm 0.4131, swav 0.0000 LR: 5.565e-02 Score 92.105 Data time: 0.2135, Forward time: 2.2723, Backward time: 3.0824, DDP time: 0.0045, Total iter time: 5.3166 [2020-11-08 21:23:04,264][root][INFO] - ===> Epoch[185](4787/26): Loss 0.1421, Sem 0.2770, dir -0.5651, norm 0.4301, swav 0.0000 LR: 5.564e-02 Score 90.225 Data time: 0.2036, Forward time: 2.2723, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 5.9360 [2020-11-08 21:23:10,708][root][INFO] - ===> Epoch[185](4788/26): Loss 0.0267, Sem 0.2052, dir -0.5852, norm 0.4067, swav 0.0000 LR: 5.563e-02 Score 93.486 Data time: 0.2833, Forward time: 2.2725, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 6.3396 [2020-11-08 21:23:16,619][root][INFO] - ===> Epoch[185](4789/26): Loss 0.1246, Sem 0.2655, dir -0.5526, norm 0.4118, swav 0.0000 LR: 5.562e-02 Score 92.218 Data time: 0.1592, Forward time: 2.2724, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 5.7897 [2020-11-08 21:23:22,289][root][INFO] - ===> Epoch[185](4790/26): Loss -0.0031, Sem 0.2185, dir -0.5925, norm 0.3709, swav 0.0000 LR: 5.561e-02 Score 92.642 Data time: 0.2091, Forward time: 2.2723, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 5.5580 [2020-11-08 21:23:27,822][root][INFO] - ===> Epoch[185](4791/26): Loss 0.0017, Sem 0.2109, dir -0.6051, norm 0.3959, swav 0.0000 LR: 5.561e-02 Score 93.043 Data time: 0.2462, Forward time: 2.2724, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 5.4282 [2020-11-08 21:23:32,906][root][INFO] - ===> Epoch[185](4792/26): Loss 0.0709, Sem 0.2642, dir -0.6085, norm 0.4151, swav 0.0000 LR: 5.560e-02 Score 91.897 Data time: 0.2251, Forward time: 2.2724, Backward time: 3.0824, DDP time: 0.0045, Total iter time: 4.9659 [2020-11-08 21:23:38,144][root][INFO] - ===> Epoch[185](4793/26): Loss 0.0302, Sem 0.2156, dir -0.6066, norm 0.4211, swav 0.0000 LR: 5.559e-02 Score 92.699 Data time: 0.1475, Forward time: 2.2723, Backward time: 3.0824, DDP time: 0.0045, Total iter time: 5.1182 [2020-11-08 21:23:44,267][root][INFO] - ===> Epoch[185](4794/26): Loss 0.0840, Sem 0.2601, dir -0.6074, norm 0.4313, swav 0.0000 LR: 5.558e-02 Score 92.026 Data time: 0.2031, Forward time: 2.2722, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 6.0247 [2020-11-08 21:23:49,586][root][INFO] - ===> Epoch[185](4795/26): Loss 0.0495, Sem 0.2292, dir -0.5798, norm 0.4001, swav 0.0000 LR: 5.557e-02 Score 93.284 Data time: 0.2460, Forward time: 2.2723, Backward time: 3.0823, DDP time: 0.0045, Total iter time: 5.2084 [2020-11-08 21:23:54,769][root][INFO] - ===> Epoch[185](4796/26): Loss 0.0301, Sem 0.2263, dir -0.6042, norm 0.4080, swav 0.0000 LR: 5.556e-02 Score 92.616 Data time: 0.2117, Forward time: 2.2723, Backward time: 3.0822, DDP time: 0.0045, Total iter time: 5.0482 [2020-11-08 21:24:00,378][root][INFO] - ===> Epoch[185](4797/26): Loss -0.0226, Sem 0.1977, dir -0.6235, norm 0.4032, swav 0.0000 LR: 5.555e-02 Score 93.933 Data time: 0.2160, Forward time: 2.2723, Backward time: 3.0822, DDP time: 0.0045, Total iter time: 5.4916 [2020-11-08 21:24:05,571][root][INFO] - ===> Epoch[185](4798/26): Loss 0.1002, Sem 0.2282, dir -0.5625, norm 0.4345, swav 0.0000 LR: 5.554e-02 Score 92.892 Data time: 0.2390, Forward time: 2.2724, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 5.0999 [2020-11-08 21:24:11,884][root][INFO] - ===> Epoch[185](4799/26): Loss 0.1150, Sem 0.2432, dir -0.5988, norm 0.4706, swav 0.0000 LR: 5.553e-02 Score 92.390 Data time: 0.2703, Forward time: 2.2725, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 6.1798 [2020-11-08 21:24:17,448][root][INFO] - ===> Epoch[185](4800/26): Loss 0.0121, Sem 0.1835, dir -0.5634, norm 0.3919, swav 0.0000 LR: 5.552e-02 Score 94.042 Data time: 0.1737, Forward time: 2.2724, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 5.4305 [2020-11-08 21:24:22,319][root][INFO] - ===> Epoch[185](4801/26): Loss 0.0840, Sem 0.2447, dir -0.5726, norm 0.4119, swav 0.0000 LR: 5.551e-02 Score 91.392 Data time: 0.2327, Forward time: 2.2724, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 4.7738 [2020-11-08 21:24:27,157][root][INFO] - ===> Epoch[185](4802/26): Loss -0.0227, Sem 0.2038, dir -0.6172, norm 0.3907, swav 0.0000 LR: 5.550e-02 Score 93.823 Data time: 0.1805, Forward time: 2.2723, Backward time: 3.0818, DDP time: 0.0045, Total iter time: 4.7231 [2020-11-08 21:24:32,945][root][INFO] - ===> Epoch[185](4803/26): Loss 0.0098, Sem 0.1946, dir -0.5636, norm 0.3788, swav 0.0000 LR: 5.549e-02 Score 93.623 Data time: 0.2157, Forward time: 2.2723, Backward time: 3.0818, DDP time: 0.0045, Total iter time: 5.6979 [2020-11-08 21:24:40,061][root][INFO] - ===> Epoch[185](4804/26): Loss 0.0905, Sem 0.2555, dir -0.5955, norm 0.4305, swav 0.0000 LR: 5.548e-02 Score 92.401 Data time: 0.2181, Forward time: 2.2724, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 7.0032 [2020-11-08 21:24:45,351][root][INFO] - ===> Epoch[185](4805/26): Loss 0.0719, Sem 0.2397, dir -0.6084, norm 0.4406, swav 0.0000 LR: 5.547e-02 Score 92.635 Data time: 0.1889, Forward time: 2.2723, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 5.1752 [2020-11-08 21:24:51,911][root][INFO] - ===> Epoch[185](4806/26): Loss 0.1452, Sem 0.2589, dir -0.5635, norm 0.4498, swav 0.0000 LR: 5.546e-02 Score 91.542 Data time: 0.1822, Forward time: 2.2723, Backward time: 3.0822, DDP time: 0.0045, Total iter time: 6.4539 [2020-11-08 21:24:56,993][root][INFO] - ===> Epoch[185](4807/26): Loss 0.0068, Sem 0.1888, dir -0.5775, norm 0.3955, swav 0.0000 LR: 5.545e-02 Score 93.708 Data time: 0.1824, Forward time: 2.2722, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 5.0008 [2020-11-08 21:25:03,118][root][INFO] - ===> Epoch[185](4808/26): Loss 0.0414, Sem 0.2270, dir -0.6382, norm 0.4526, swav 0.0000 LR: 5.544e-02 Score 92.806 Data time: 0.2395, Forward time: 2.2723, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 6.0201 [2020-11-08 21:25:09,504][root][INFO] - ===> Epoch[185](4809/26): Loss 0.1079, Sem 0.2596, dir -0.5822, norm 0.4304, swav 0.0000 LR: 5.543e-02 Score 90.972 Data time: 0.1958, Forward time: 2.2723, Backward time: 3.0823, DDP time: 0.0045, Total iter time: 6.2499 [2020-11-08 21:25:15,208][root][INFO] - ===> Epoch[185](4810/26): Loss 0.0038, Sem 0.2289, dir -0.6341, norm 0.4090, swav 0.0000 LR: 5.542e-02 Score 92.685 Data time: 0.1651, Forward time: 2.2722, Backward time: 3.0824, DDP time: 0.0045, Total iter time: 5.5949 [2020-11-08 21:25:22,203][root][INFO] - ===> Epoch[186](4811/26): Loss 0.0821, Sem 0.2344, dir -0.6107, norm 0.4585, swav 0.0000 LR: 5.541e-02 Score 92.341 Data time: 0.2032, Forward time: 2.2722, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 6.8879 [2020-11-08 21:25:27,419][root][INFO] - ===> Epoch[186](4812/26): Loss 0.0562, Sem 0.2299, dir -0.5797, norm 0.4059, swav 0.0000 LR: 5.540e-02 Score 92.368 Data time: 0.1324, Forward time: 2.2720, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 5.0873 [2020-11-08 21:25:34,386][root][INFO] - ===> Epoch[186](4813/26): Loss 0.0522, Sem 0.2174, dir -0.5686, norm 0.4034, swav 0.0000 LR: 5.539e-02 Score 93.949 Data time: 0.1315, Forward time: 2.2718, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 6.8932 [2020-11-08 21:25:39,224][root][INFO] - ===> Epoch[186](4814/26): Loss 0.0150, Sem 0.2298, dir -0.6108, norm 0.3961, swav 0.0000 LR: 5.538e-02 Score 92.400 Data time: 0.1838, Forward time: 2.2718, Backward time: 3.0830, DDP time: 0.0045, Total iter time: 4.7727 [2020-11-08 21:25:44,744][root][INFO] - ===> Epoch[186](4815/26): Loss 0.1144, Sem 0.2338, dir -0.5680, norm 0.4486, swav 0.0000 LR: 5.537e-02 Score 92.912 Data time: 0.1671, Forward time: 2.2717, Backward time: 3.0830, DDP time: 0.0045, Total iter time: 5.4128 [2020-11-08 21:25:50,268][root][INFO] - ===> Epoch[186](4816/26): Loss 0.0189, Sem 0.2082, dir -0.5720, norm 0.3827, swav 0.0000 LR: 5.536e-02 Score 93.712 Data time: 0.1484, Forward time: 2.2715, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 5.4095 [2020-11-08 21:25:55,664][root][INFO] - ===> Epoch[186](4817/26): Loss 0.0575, Sem 0.2164, dir -0.5554, norm 0.3965, swav 0.0000 LR: 5.536e-02 Score 93.289 Data time: 0.2012, Forward time: 2.2714, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 5.2896 [2020-11-08 21:26:00,667][root][INFO] - ===> Epoch[186](4818/26): Loss 0.0676, Sem 0.2203, dir -0.5941, norm 0.4414, swav 0.0000 LR: 5.535e-02 Score 92.720 Data time: 0.2450, Forward time: 2.2715, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 4.8699 [2020-11-08 21:26:06,485][root][INFO] - ===> Epoch[186](4819/26): Loss 0.0221, Sem 0.2102, dir -0.5591, norm 0.3710, swav 0.0000 LR: 5.534e-02 Score 93.035 Data time: 0.2074, Forward time: 2.2715, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 5.6909 [2020-11-08 21:26:13,111][root][INFO] - ===> Epoch[186](4820/26): Loss 0.1011, Sem 0.2548, dir -0.5547, norm 0.4010, swav 0.0000 LR: 5.533e-02 Score 92.053 Data time: 0.2171, Forward time: 2.2715, Backward time: 3.0831, DDP time: 0.0045, Total iter time: 6.5026 [2020-11-08 21:26:19,444][root][INFO] - ===> Epoch[186](4821/26): Loss -0.0403, Sem 0.1872, dir -0.6545, norm 0.4270, swav 0.0000 LR: 5.532e-02 Score 94.420 Data time: 0.1985, Forward time: 2.2715, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 6.1887 [2020-11-08 21:26:24,826][root][INFO] - ===> Epoch[186](4822/26): Loss 0.0510, Sem 0.2263, dir -0.6011, norm 0.4258, swav 0.0000 LR: 5.531e-02 Score 92.357 Data time: 0.1716, Forward time: 2.2714, Backward time: 3.0832, DDP time: 0.0045, Total iter time: 5.2592 [2020-11-08 21:26:29,380][root][INFO] - ===> Epoch[186](4823/26): Loss 0.0050, Sem 0.2057, dir -0.5681, norm 0.3673, swav 0.0000 LR: 5.530e-02 Score 93.332 Data time: 0.2427, Forward time: 2.2714, Backward time: 3.0830, DDP time: 0.0045, Total iter time: 4.4417 [2020-11-08 21:26:34,034][root][INFO] - ===> Epoch[186](4824/26): Loss 0.0523, Sem 0.2541, dir -0.5785, norm 0.3767, swav 0.0000 LR: 5.529e-02 Score 92.257 Data time: 0.2284, Forward time: 2.2714, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 4.5443 [2020-11-08 21:26:39,709][root][INFO] - ===> Epoch[186](4825/26): Loss 0.0828, Sem 0.2480, dir -0.5753, norm 0.4101, swav 0.0000 LR: 5.528e-02 Score 92.543 Data time: 0.2658, Forward time: 2.2715, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 5.5616 [2020-11-08 21:26:46,381][root][INFO] - ===> Epoch[186](4826/26): Loss 0.0409, Sem 0.2411, dir -0.6211, norm 0.4209, swav 0.0000 LR: 5.527e-02 Score 92.582 Data time: 0.2239, Forward time: 2.2716, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 6.5168 [2020-11-08 21:26:52,087][root][INFO] - ===> Epoch[186](4827/26): Loss 0.0640, Sem 0.2141, dir -0.5523, norm 0.4022, swav 0.0000 LR: 5.526e-02 Score 93.599 Data time: 0.2587, Forward time: 2.2717, Backward time: 3.0827, DDP time: 0.0045, Total iter time: 5.5742 [2020-11-08 21:26:58,524][root][INFO] - ===> Epoch[186](4828/26): Loss 0.0750, Sem 0.2732, dir -0.5996, norm 0.4013, swav 0.0000 LR: 5.525e-02 Score 91.306 Data time: 0.1807, Forward time: 2.2716, Backward time: 3.0829, DDP time: 0.0045, Total iter time: 6.3087 [2020-11-08 21:27:04,361][root][INFO] - ===> Epoch[186](4829/26): Loss 0.0794, Sem 0.2377, dir -0.5856, norm 0.4273, swav 0.0000 LR: 5.524e-02 Score 92.927 Data time: 0.2444, Forward time: 2.2717, Backward time: 3.0828, DDP time: 0.0045, Total iter time: 5.7459 [2020-11-08 21:27:08,975][root][INFO] - ===> Epoch[186](4830/26): Loss 0.0145, Sem 0.2065, dir -0.5940, norm 0.4020, swav 0.0000 LR: 5.523e-02 Score 93.986 Data time: 0.2076, Forward time: 2.2716, Backward time: 3.0826, DDP time: 0.0045, Total iter time: 4.4853 [2020-11-08 21:27:14,388][root][INFO] - ===> Epoch[186](4831/26): Loss 0.0217, Sem 0.2249, dir -0.6089, norm 0.4056, swav 0.0000 LR: 5.522e-02 Score 92.676 Data time: 0.2533, Forward time: 2.2717, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 5.2979 [2020-11-08 21:27:20,144][root][INFO] - ===> Epoch[186](4832/26): Loss 0.1384, Sem 0.2533, dir -0.5680, norm 0.4531, swav 0.0000 LR: 5.521e-02 Score 91.340 Data time: 0.2703, Forward time: 2.2718, Backward time: 3.0823, DDP time: 0.0045, Total iter time: 5.6305 [2020-11-08 21:27:26,729][root][INFO] - ===> Epoch[186](4833/26): Loss 0.0991, Sem 0.2322, dir -0.5581, norm 0.4250, swav 0.0000 LR: 5.520e-02 Score 92.670 Data time: 0.2965, Forward time: 2.2720, Backward time: 3.0823, DDP time: 0.0045, Total iter time: 6.4415 [2020-11-08 21:27:32,560][root][INFO] - ===> Epoch[186](4834/26): Loss 0.0612, Sem 0.2073, dir -0.5707, norm 0.4246, swav 0.0000 LR: 5.519e-02 Score 92.753 Data time: 0.1793, Forward time: 2.2720, Backward time: 3.0824, DDP time: 0.0045, Total iter time: 5.7052 [2020-11-08 21:27:38,670][root][INFO] - ===> Epoch[186](4835/26): Loss 0.0300, Sem 0.2396, dir -0.6032, norm 0.3936, swav 0.0000 LR: 5.518e-02 Score 92.281 Data time: 0.2077, Forward time: 2.2720, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 6.0135 [2020-11-08 21:27:44,401][root][INFO] - ===> Epoch[186](4836/26): Loss 0.0937, Sem 0.2773, dir -0.6376, norm 0.4540, swav 0.0000 LR: 5.517e-02 Score 92.047 Data time: 0.2005, Forward time: 2.2720, Backward time: 3.0825, DDP time: 0.0045, Total iter time: 5.6212 [2020-11-08 21:27:48,680][root][INFO] - ===> Epoch[187](4837/26): Loss -0.0187, Sem 0.1825, dir -0.6040, norm 0.4027, swav 0.0000 LR: 5.516e-02 Score 94.088 Data time: 0.2119, Forward time: 2.2719, Backward time: 3.0822, DDP time: 0.0045, Total iter time: 4.1673 [2020-11-08 21:27:52,897][root][INFO] - ===> Epoch[187](4838/26): Loss -0.0138, Sem 0.2067, dir -0.5941, norm 0.3737, swav 0.0000 LR: 5.515e-02 Score 93.991 Data time: 0.1531, Forward time: 2.2717, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 4.1210 [2020-11-08 21:27:58,832][root][INFO] - ===> Epoch[187](4839/26): Loss -0.0226, Sem 0.1911, dir -0.6178, norm 0.4040, swav 0.0000 LR: 5.514e-02 Score 93.215 Data time: 0.2772, Forward time: 2.2718, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 5.8429 [2020-11-08 21:28:04,658][root][INFO] - ===> Epoch[187](4840/26): Loss 0.0930, Sem 0.2561, dir -0.5940, norm 0.4309, swav 0.0000 LR: 5.513e-02 Score 92.300 Data time: 0.1826, Forward time: 2.2717, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 5.7091 [2020-11-08 21:28:10,191][root][INFO] - ===> Epoch[187](4841/26): Loss 0.0800, Sem 0.2152, dir -0.5212, norm 0.3861, swav 0.0000 LR: 5.512e-02 Score 93.814 Data time: 0.1924, Forward time: 2.2717, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 5.4177 [2020-11-08 21:28:14,888][root][INFO] - ===> Epoch[187](4842/26): Loss 0.0278, Sem 0.2085, dir -0.5862, norm 0.4055, swav 0.0000 LR: 5.512e-02 Score 92.860 Data time: 0.1937, Forward time: 2.2716, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 4.5934 [2020-11-08 21:28:20,660][root][INFO] - ===> Epoch[187](4843/26): Loss 0.0063, Sem 0.2082, dir -0.5904, norm 0.3885, swav 0.0000 LR: 5.511e-02 Score 92.706 Data time: 0.2779, Forward time: 2.2718, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 5.6740 [2020-11-08 21:28:26,146][root][INFO] - ===> Epoch[187](4844/26): Loss -0.0243, Sem 0.2321, dir -0.6432, norm 0.3868, swav 0.0000 LR: 5.510e-02 Score 92.487 Data time: 0.1411, Forward time: 2.2716, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 5.3559 [2020-11-08 21:28:31,831][root][INFO] - ===> Epoch[187](4845/26): Loss 0.0821, Sem 0.2182, dir -0.5525, norm 0.4165, swav 0.0000 LR: 5.509e-02 Score 92.544 Data time: 0.1897, Forward time: 2.2716, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 5.5969 [2020-11-08 21:28:38,014][root][INFO] - ===> Epoch[187](4846/26): Loss 0.0783, Sem 0.2281, dir -0.5947, norm 0.4448, swav 0.0000 LR: 5.508e-02 Score 92.967 Data time: 0.2599, Forward time: 2.2716, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 6.0704 [2020-11-08 21:28:44,070][root][INFO] - ===> Epoch[187](4847/26): Loss 0.0602, Sem 0.2298, dir -0.5973, norm 0.4278, swav 0.0000 LR: 5.507e-02 Score 92.894 Data time: 0.1849, Forward time: 2.2716, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 5.9308 [2020-11-08 21:28:49,070][root][INFO] - ===> Epoch[187](4848/26): Loss 0.0494, Sem 0.2435, dir -0.5879, norm 0.3938, swav 0.0000 LR: 5.506e-02 Score 92.553 Data time: 0.2575, Forward time: 2.2716, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 4.8838 [2020-11-08 21:28:54,549][root][INFO] - ===> Epoch[187](4849/26): Loss -0.0501, Sem 0.1838, dir -0.6191, norm 0.3853, swav 0.0000 LR: 5.505e-02 Score 94.144 Data time: 0.1953, Forward time: 2.2716, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 5.3432 [2020-11-08 21:29:00,287][root][INFO] - ===> Epoch[187](4850/26): Loss 0.0861, Sem 0.2116, dir -0.5542, norm 0.4287, swav 0.0000 LR: 5.504e-02 Score 93.133 Data time: 0.1841, Forward time: 2.2715, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 5.6235 [2020-11-08 21:29:05,816][root][INFO] - ===> Epoch[187](4851/26): Loss 0.0909, Sem 0.2054, dir -0.5559, norm 0.4414, swav 0.0000 LR: 5.503e-02 Score 92.940 Data time: 0.2263, Forward time: 2.2715, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 5.4241 [2020-11-08 21:29:11,762][root][INFO] - ===> Epoch[187](4852/26): Loss -0.0158, Sem 0.1933, dir -0.6183, norm 0.4092, swav 0.0000 LR: 5.502e-02 Score 93.235 Data time: 0.1595, Forward time: 2.2714, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 5.8172 [2020-11-08 21:29:16,219][root][INFO] - ===> Epoch[187](4853/26): Loss -0.0375, Sem 0.1888, dir -0.6076, norm 0.3814, swav 0.0000 LR: 5.501e-02 Score 93.997 Data time: 0.2260, Forward time: 2.2714, Backward time: 3.0818, DDP time: 0.0045, Total iter time: 4.3596 [2020-11-08 21:29:22,263][root][INFO] - ===> Epoch[187](4854/26): Loss 0.0395, Sem 0.2014, dir -0.6032, norm 0.4413, swav 0.0000 LR: 5.500e-02 Score 92.980 Data time: 0.2828, Forward time: 2.2716, Backward time: 3.0817, DDP time: 0.0045, Total iter time: 5.9284 [2020-11-08 21:29:28,660][root][INFO] - ===> Epoch[187](4855/26): Loss 0.0627, Sem 0.2443, dir -0.5968, norm 0.4152, swav 0.0000 LR: 5.499e-02 Score 92.772 Data time: 0.2412, Forward time: 2.2717, Backward time: 3.0817, DDP time: 0.0045, Total iter time: 6.2477 [2020-11-08 21:29:33,859][root][INFO] - ===> Epoch[187](4856/26): Loss 0.0524, Sem 0.2038, dir -0.5795, norm 0.4281, swav 0.0000 LR: 5.498e-02 Score 93.500 Data time: 0.1729, Forward time: 2.2716, Backward time: 3.0816, DDP time: 0.0045, Total iter time: 5.0616 [2020-11-08 21:29:38,623][root][INFO] - ===> Epoch[187](4857/26): Loss 0.1094, Sem 0.2409, dir -0.5531, norm 0.4215, swav 0.0000 LR: 5.497e-02 Score 92.250 Data time: 0.1369, Forward time: 2.2715, Backward time: 3.0816, DDP time: 0.0045, Total iter time: 4.6528 [2020-11-08 21:29:44,373][root][INFO] - ===> Epoch[187](4858/26): Loss 0.0835, Sem 0.2449, dir -0.6058, norm 0.4445, swav 0.0000 LR: 5.496e-02 Score 92.801 Data time: 0.1918, Forward time: 2.2714, Backward time: 3.0817, DDP time: 0.0045, Total iter time: 5.6978 [2020-11-08 21:29:49,631][root][INFO] - ===> Epoch[187](4859/26): Loss 0.1976, Sem 0.2270, dir -0.5415, norm 0.5121, swav 0.0000 LR: 5.495e-02 Score 92.138 Data time: 0.2695, Forward time: 2.2715, Backward time: 3.0815, DDP time: 0.0045, Total iter time: 5.1417 [2020-11-08 21:29:55,515][root][INFO] - ===> Epoch[187](4860/26): Loss -0.0252, Sem 0.2033, dir -0.6153, norm 0.3868, swav 0.0000 LR: 5.494e-02 Score 93.801 Data time: 0.1657, Forward time: 2.2714, Backward time: 3.0816, DDP time: 0.0045, Total iter time: 5.7632 [2020-11-08 21:30:00,792][root][INFO] - ===> Epoch[187](4861/26): Loss 0.1518, Sem 0.2829, dir -0.5431, norm 0.4120, swav 0.0000 LR: 5.493e-02 Score 91.193 Data time: 0.1611, Forward time: 2.2713, Backward time: 3.0816, DDP time: 0.0045, Total iter time: 5.1938 [2020-11-08 21:30:06,163][root][INFO] - ===> Epoch[187](4862/26): Loss 0.0521, Sem 0.2560, dir -0.5997, norm 0.3958, swav 0.0000 LR: 5.492e-02 Score 91.846 Data time: 0.2029, Forward time: 2.2713, Backward time: 3.0816, DDP time: 0.0045, Total iter time: 5.2750 [2020-11-08 21:30:11,893][root][INFO] - ===> Epoch[188](4863/26): Loss 0.0306, Sem 0.2252, dir -0.5817, norm 0.3871, swav 0.0000 LR: 5.491e-02 Score 92.268 Data time: 0.1549, Forward time: 2.2712, Backward time: 3.0817, DDP time: 0.0045, Total iter time: 5.6168 [2020-11-08 21:30:18,742][root][INFO] - ===> Epoch[188](4864/26): Loss 0.0052, Sem 0.2032, dir -0.6050, norm 0.4069, swav 0.0000 LR: 5.490e-02 Score 93.286 Data time: 0.1940, Forward time: 2.2711, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 6.7905 [2020-11-08 21:30:24,107][root][INFO] - ===> Epoch[188](4865/26): Loss 0.0452, Sem 0.1956, dir -0.5802, norm 0.4297, swav 0.0000 LR: 5.489e-02 Score 93.819 Data time: 0.2084, Forward time: 2.2710, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 5.2640 [2020-11-08 21:30:30,002][root][INFO] - ===> Epoch[188](4866/26): Loss 0.0146, Sem 0.2218, dir -0.6134, norm 0.4062, swav 0.0000 LR: 5.488e-02 Score 92.665 Data time: 0.2693, Forward time: 2.2712, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 5.7810 [2020-11-08 21:30:35,673][root][INFO] - ===> Epoch[188](4867/26): Loss 0.0960, Sem 0.2197, dir -0.5651, norm 0.4414, swav 0.0000 LR: 5.487e-02 Score 93.172 Data time: 0.2369, Forward time: 2.2712, Backward time: 3.0818, DDP time: 0.0045, Total iter time: 5.5618 [2020-11-08 21:30:40,767][root][INFO] - ===> Epoch[188](4868/26): Loss 0.1263, Sem 0.2552, dir -0.6246, norm 0.4957, swav 0.0000 LR: 5.486e-02 Score 92.176 Data time: 0.2028, Forward time: 2.2712, Backward time: 3.0817, DDP time: 0.0045, Total iter time: 4.9674 [2020-11-08 21:30:46,769][root][INFO] - ===> Epoch[188](4869/26): Loss -0.0024, Sem 0.2201, dir -0.6312, norm 0.4086, swav 0.0000 LR: 5.486e-02 Score 92.416 Data time: 0.2017, Forward time: 2.2711, Backward time: 3.0818, DDP time: 0.0045, Total iter time: 5.8947 [2020-11-08 21:30:52,929][root][INFO] - ===> Epoch[188](4870/26): Loss 0.0500, Sem 0.2642, dir -0.5945, norm 0.3802, swav 0.0000 LR: 5.485e-02 Score 91.608 Data time: 0.1984, Forward time: 2.2711, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 6.0473 [2020-11-08 21:30:59,565][root][INFO] - ===> Epoch[188](4871/26): Loss 0.0358, Sem 0.2071, dir -0.5852, norm 0.4139, swav 0.0000 LR: 5.484e-02 Score 93.448 Data time: 0.2914, Forward time: 2.2712, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 6.5284 [2020-11-08 21:31:05,097][root][INFO] - ===> Epoch[188](4872/26): Loss 0.0542, Sem 0.2301, dir -0.6090, norm 0.4331, swav 0.0000 LR: 5.483e-02 Score 92.774 Data time: 0.2625, Forward time: 2.2713, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 5.3955 [2020-11-08 21:31:10,598][root][INFO] - ===> Epoch[188](4873/26): Loss -0.0060, Sem 0.2039, dir -0.5908, norm 0.3809, swav 0.0000 LR: 5.482e-02 Score 93.135 Data time: 0.1829, Forward time: 2.2712, Backward time: 3.0818, DDP time: 0.0045, Total iter time: 5.3495 [2020-11-08 21:31:15,764][root][INFO] - ===> Epoch[188](4874/26): Loss 0.0235, Sem 0.2053, dir -0.5889, norm 0.4071, swav 0.0000 LR: 5.481e-02 Score 93.524 Data time: 0.1768, Forward time: 2.2712, Backward time: 3.0818, DDP time: 0.0045, Total iter time: 5.0622 [2020-11-08 21:31:20,114][root][INFO] - ===> Epoch[188](4875/26): Loss 0.0270, Sem 0.2213, dir -0.6107, norm 0.4164, swav 0.0000 LR: 5.480e-02 Score 93.513 Data time: 0.1840, Forward time: 2.2711, Backward time: 3.0816, DDP time: 0.0045, Total iter time: 4.2622 [2020-11-08 21:31:28,656][root][INFO] - ===> Epoch[188](4876/26): Loss 0.1269, Sem 0.2256, dir -0.5649, norm 0.4662, swav 0.0000 LR: 5.479e-02 Score 92.597 Data time: 0.1892, Forward time: 2.2710, Backward time: 3.0822, DDP time: 0.0045, Total iter time: 8.4207 [2020-11-08 21:31:35,644][root][INFO] - ===> Epoch[188](4877/26): Loss 0.1083, Sem 0.2333, dir -0.5097, norm 0.3846, swav 0.0000 LR: 5.478e-02 Score 92.489 Data time: 0.2405, Forward time: 2.2711, Backward time: 3.0824, DDP time: 0.0045, Total iter time: 6.8810 [2020-11-08 21:31:41,195][root][INFO] - ===> Epoch[188](4878/26): Loss -0.0628, Sem 0.2183, dir -0.6569, norm 0.3757, swav 0.0000 LR: 5.477e-02 Score 92.907 Data time: 0.2536, Forward time: 2.2712, Backward time: 3.0823, DDP time: 0.0045, Total iter time: 5.4294 [2020-11-08 21:31:46,956][root][INFO] - ===> Epoch[188](4879/26): Loss 0.0512, Sem 0.1757, dir -0.5384, norm 0.4139, swav 0.0000 LR: 5.476e-02 Score 94.431 Data time: 0.2496, Forward time: 2.2713, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 5.6334 [2020-11-08 21:31:53,271][root][INFO] - ===> Epoch[188](4880/26): Loss 0.1011, Sem 0.2756, dir -0.5674, norm 0.3929, swav 0.0000 LR: 5.475e-02 Score 91.271 Data time: 0.1749, Forward time: 2.2712, Backward time: 3.0824, DDP time: 0.0045, Total iter time: 6.1783 [2020-11-08 21:31:58,449][root][INFO] - ===> Epoch[188](4881/26): Loss -0.0161, Sem 0.2338, dir -0.6662, norm 0.4163, swav 0.0000 LR: 5.474e-02 Score 92.311 Data time: 0.2545, Forward time: 2.2713, Backward time: 3.0822, DDP time: 0.0045, Total iter time: 5.0714 [2020-11-08 21:32:03,325][root][INFO] - ===> Epoch[188](4882/26): Loss 0.0129, Sem 0.2124, dir -0.6014, norm 0.4019, swav 0.0000 LR: 5.473e-02 Score 93.664 Data time: 0.1672, Forward time: 2.2712, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 4.7630 [2020-11-08 21:32:09,448][root][INFO] - ===> Epoch[188](4883/26): Loss -0.0046, Sem 0.2117, dir -0.6141, norm 0.3977, swav 0.0000 LR: 5.472e-02 Score 92.983 Data time: 0.1655, Forward time: 2.2711, Backward time: 3.0823, DDP time: 0.0045, Total iter time: 6.0113 [2020-11-08 21:32:14,995][root][INFO] - ===> Epoch[188](4884/26): Loss 0.0033, Sem 0.2392, dir -0.6063, norm 0.3704, swav 0.0000 LR: 5.471e-02 Score 92.698 Data time: 0.1897, Forward time: 2.2711, Backward time: 3.0823, DDP time: 0.0045, Total iter time: 5.4476 [2020-11-08 21:32:19,704][root][INFO] - ===> Epoch[188](4885/26): Loss 0.0073, Sem 0.2085, dir -0.6085, norm 0.4073, swav 0.0000 LR: 5.470e-02 Score 92.669 Data time: 0.2279, Forward time: 2.2711, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 4.5813 [2020-11-08 21:32:26,014][root][INFO] - ===> Epoch[188](4886/26): Loss -0.0089, Sem 0.1820, dir -0.6016, norm 0.4106, swav 0.0000 LR: 5.469e-02 Score 94.076 Data time: 0.2503, Forward time: 2.2712, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 6.1852 [2020-11-08 21:32:31,626][root][INFO] - ===> Epoch[188](4887/26): Loss -0.0378, Sem 0.1905, dir -0.6343, norm 0.4059, swav 0.0000 LR: 5.468e-02 Score 94.058 Data time: 0.2215, Forward time: 2.2712, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 5.4609 [2020-11-08 21:32:36,691][root][INFO] - ===> Epoch[188](4888/26): Loss 0.0785, Sem 0.2194, dir -0.5269, norm 0.3860, swav 0.0000 LR: 5.467e-02 Score 92.918 Data time: 0.2410, Forward time: 2.2713, Backward time: 3.0818, DDP time: 0.0045, Total iter time: 4.9356 [2020-11-08 21:32:42,765][root][INFO] - ===> Epoch[189](4889/26): Loss 0.0131, Sem 0.2086, dir -0.6097, norm 0.4142, swav 0.0000 LR: 5.466e-02 Score 93.558 Data time: 0.2007, Forward time: 2.2713, Backward time: 3.0818, DDP time: 0.0045, Total iter time: 5.9335 [2020-11-08 21:32:49,420][root][INFO] - ===> Epoch[189](4890/26): Loss 0.0840, Sem 0.2484, dir -0.5740, norm 0.4097, swav 0.0000 LR: 5.465e-02 Score 92.429 Data time: 0.1785, Forward time: 2.2712, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 6.5422 [2020-11-08 21:32:54,553][root][INFO] - ===> Epoch[189](4891/26): Loss 0.0633, Sem 0.2025, dir -0.6186, norm 0.4793, swav 0.0000 LR: 5.464e-02 Score 93.604 Data time: 0.1700, Forward time: 2.2711, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 5.0278 [2020-11-08 21:32:59,369][root][INFO] - ===> Epoch[189](4892/26): Loss 0.0769, Sem 0.2127, dir -0.5776, norm 0.4418, swav 0.0000 LR: 5.463e-02 Score 92.841 Data time: 0.1848, Forward time: 2.2711, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 4.7074 [2020-11-08 21:33:03,959][root][INFO] - ===> Epoch[189](4893/26): Loss -0.0440, Sem 0.2079, dir -0.6073, norm 0.3554, swav 0.0000 LR: 5.462e-02 Score 93.295 Data time: 0.2316, Forward time: 2.2710, Backward time: 3.0817, DDP time: 0.0045, Total iter time: 4.4635 [2020-11-08 21:33:10,758][root][INFO] - ===> Epoch[189](4894/26): Loss 0.0787, Sem 0.2169, dir -0.5741, norm 0.4359, swav 0.0000 LR: 5.461e-02 Score 92.793 Data time: 0.1763, Forward time: 2.2709, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 6.6789 [2020-11-08 21:33:16,460][root][INFO] - ===> Epoch[189](4895/26): Loss 0.0210, Sem 0.1972, dir -0.5780, norm 0.4017, swav 0.0000 LR: 5.461e-02 Score 93.933 Data time: 0.2499, Forward time: 2.2710, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 5.6082 [2020-11-08 21:33:21,229][root][INFO] - ===> Epoch[189](4896/26): Loss 0.0532, Sem 0.2117, dir -0.5504, norm 0.3918, swav 0.0000 LR: 5.460e-02 Score 93.088 Data time: 0.2194, Forward time: 2.2710, Backward time: 3.0817, DDP time: 0.0045, Total iter time: 4.6486 [2020-11-08 21:33:28,124][root][INFO] - ===> Epoch[189](4897/26): Loss 0.1019, Sem 0.2226, dir -0.5695, norm 0.4488, swav 0.0000 LR: 5.459e-02 Score 92.778 Data time: 0.2053, Forward time: 2.2711, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 6.7730 [2020-11-08 21:33:34,652][root][INFO] - ===> Epoch[189](4898/26): Loss 0.1141, Sem 0.2688, dir -0.5911, norm 0.4363, swav 0.0000 LR: 5.458e-02 Score 91.053 Data time: 0.1937, Forward time: 2.2710, Backward time: 3.0821, DDP time: 0.0045, Total iter time: 6.4183 [2020-11-08 21:33:40,395][root][INFO] - ===> Epoch[189](4899/26): Loss 0.0651, Sem 0.2258, dir -0.5837, norm 0.4230, swav 0.0000 LR: 5.457e-02 Score 92.851 Data time: 0.2378, Forward time: 2.2711, Backward time: 3.0820, DDP time: 0.0045, Total iter time: 5.6496 [2020-11-08 21:33:46,067][root][INFO] - ===> Epoch[189](4900/26): Loss 0.1135, Sem 0.2668, dir -0.6095, norm 0.4563, swav 0.0000 LR: 5.456e-02 Score 91.408 Data time: 0.2251, Forward time: 2.2712, Backward time: 3.0819, DDP time: 0.0045, Total iter time: 5.5599 [2020-11-08 21:33:52,070][root][INFO] - ===> Epoch[189](4901/26): Loss 0.0773, Sem 0.2111, dir -0.5633, norm 0.4296, swav 0.0000 LR: 5.455e-02 Score 93.745 Data time: 0.1833, Forward time: 2.2711, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 5.8732 [2020-11-08 21:33:58,004][root][INFO] - ===> Epoch[189](4902/26): Loss 0.0905, Sem 0.2239, dir -0.5676, norm 0.4342, swav 0.0000 LR: 5.454e-02 Score 92.795 Data time: 0.2242, Forward time: 2.2711, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 5.8490 [2020-11-08 21:34:03,991][root][INFO] - ===> Epoch[189](4903/26): Loss 0.0591, Sem 0.2088, dir -0.5671, norm 0.4174, swav 0.0000 LR: 5.453e-02 Score 93.384 Data time: 0.2649, Forward time: 2.2712, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 5.8746 [2020-11-08 21:34:09,789][root][INFO] - ===> Epoch[189](4904/26): Loss -0.0296, Sem 0.2062, dir -0.6176, norm 0.3818, swav 0.0000 LR: 5.452e-02 Score 93.025 Data time: 0.3110, Forward time: 2.2714, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.6602 [2020-11-08 21:34:15,499][root][INFO] - ===> Epoch[189](4905/26): Loss 0.0421, Sem 0.2172, dir -0.5726, norm 0.3974, swav 0.0000 LR: 5.451e-02 Score 93.376 Data time: 0.2909, Forward time: 2.2715, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 5.5825 [2020-11-08 21:34:21,652][root][INFO] - ===> Epoch[189](4906/26): Loss 0.1257, Sem 0.2838, dir -0.6114, norm 0.4532, swav 0.0000 LR: 5.450e-02 Score 91.022 Data time: 0.3240, Forward time: 2.2716, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 6.0117 [2020-11-08 21:34:27,270][root][INFO] - ===> Epoch[189](4907/26): Loss 0.0395, Sem 0.2316, dir -0.5897, norm 0.3976, swav 0.0000 LR: 5.449e-02 Score 92.772 Data time: 0.2221, Forward time: 2.2717, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 5.5074 [2020-11-08 21:34:33,118][root][INFO] - ===> Epoch[189](4908/26): Loss 0.0212, Sem 0.2086, dir -0.5927, norm 0.4053, swav 0.0000 LR: 5.448e-02 Score 93.016 Data time: 0.1945, Forward time: 2.2716, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 5.7412 [2020-11-08 21:34:38,627][root][INFO] - ===> Epoch[189](4909/26): Loss -0.0141, Sem 0.2019, dir -0.6298, norm 0.4138, swav 0.0000 LR: 5.447e-02 Score 93.917 Data time: 0.2264, Forward time: 2.2716, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 5.4096 [2020-11-08 21:34:42,735][root][INFO] - ===> Epoch[189](4910/26): Loss -0.0721, Sem 0.1707, dir -0.6114, norm 0.3686, swav 0.0000 LR: 5.446e-02 Score 95.004 Data time: 0.1947, Forward time: 2.2716, Backward time: 3.0813, DDP time: 0.0046, Total iter time: 3.9976 [2020-11-08 21:34:47,325][root][INFO] - ===> Epoch[189](4911/26): Loss 0.1053, Sem 0.2528, dir -0.5708, norm 0.4233, swav 0.0000 LR: 5.445e-02 Score 92.337 Data time: 0.2193, Forward time: 2.2716, Backward time: 3.0811, DDP time: 0.0046, Total iter time: 4.5025 [2020-11-08 21:34:52,328][root][INFO] - ===> Epoch[189](4912/26): Loss 0.0176, Sem 0.1968, dir -0.5985, norm 0.4194, swav 0.0000 LR: 5.444e-02 Score 94.578 Data time: 0.1978, Forward time: 2.2715, Backward time: 3.0810, DDP time: 0.0046, Total iter time: 4.8893 [2020-11-08 21:34:58,987][root][INFO] - ===> Epoch[189](4913/26): Loss 0.0214, Sem 0.2244, dir -0.5828, norm 0.3797, swav 0.0000 LR: 5.443e-02 Score 92.137 Data time: 0.2346, Forward time: 2.2716, Backward time: 3.0811, DDP time: 0.0046, Total iter time: 6.5541 [2020-11-08 21:35:04,541][root][INFO] - ===> Epoch[189](4914/26): Loss 0.0406, Sem 0.1949, dir -0.5785, norm 0.4242, swav 0.0000 LR: 5.442e-02 Score 93.692 Data time: 0.2092, Forward time: 2.2716, Backward time: 3.0811, DDP time: 0.0046, Total iter time: 5.4314 [2020-11-08 21:35:09,976][root][INFO] - ===> Epoch[190](4915/26): Loss 0.0996, Sem 0.2592, dir -0.5978, norm 0.4382, swav 0.0000 LR: 5.441e-02 Score 92.097 Data time: 0.1944, Forward time: 2.2716, Backward time: 3.0810, DDP time: 0.0046, Total iter time: 5.3097 [2020-11-08 21:35:15,795][root][INFO] - ===> Epoch[190](4916/26): Loss 0.0242, Sem 0.2263, dir -0.5768, norm 0.3747, swav 0.0000 LR: 5.440e-02 Score 92.306 Data time: 0.2209, Forward time: 2.2716, Backward time: 3.0810, DDP time: 0.0046, Total iter time: 5.6823 [2020-11-08 21:35:22,272][root][INFO] - ===> Epoch[190](4917/26): Loss 0.0595, Sem 0.2064, dir -0.5913, norm 0.4444, swav 0.0000 LR: 5.439e-02 Score 93.378 Data time: 0.3320, Forward time: 2.2718, Backward time: 3.0810, DDP time: 0.0046, Total iter time: 6.3543 [2020-11-08 21:35:27,632][root][INFO] - ===> Epoch[190](4918/26): Loss 0.0693, Sem 0.2765, dir -0.6319, norm 0.4247, swav 0.0000 LR: 5.438e-02 Score 91.459 Data time: 0.2703, Forward time: 2.2719, Backward time: 3.0808, DDP time: 0.0046, Total iter time: 5.2217 [2020-11-08 21:35:33,968][root][INFO] - ===> Epoch[190](4919/26): Loss 0.1393, Sem 0.2424, dir -0.5327, norm 0.4297, swav 0.0000 LR: 5.437e-02 Score 92.677 Data time: 0.1866, Forward time: 2.2718, Backward time: 3.0810, DDP time: 0.0046, Total iter time: 6.2252 [2020-11-08 21:35:39,046][root][INFO] - ===> Epoch[190](4920/26): Loss 0.0214, Sem 0.2227, dir -0.6070, norm 0.4056, swav 0.0000 LR: 5.436e-02 Score 92.310 Data time: 0.2386, Forward time: 2.2718, Backward time: 3.0809, DDP time: 0.0046, Total iter time: 4.9864 [2020-11-08 21:35:43,906][root][INFO] - ===> Epoch[190](4921/26): Loss 0.1019, Sem 0.2217, dir -0.5486, norm 0.4289, swav 0.0000 LR: 5.435e-02 Score 92.851 Data time: 0.2122, Forward time: 2.2718, Backward time: 3.0807, DDP time: 0.0046, Total iter time: 4.7372 [2020-11-08 21:35:49,772][root][INFO] - ===> Epoch[190](4922/26): Loss 0.0607, Sem 0.2287, dir -0.5751, norm 0.4071, swav 0.0000 LR: 5.435e-02 Score 92.671 Data time: 0.2840, Forward time: 2.2719, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 5.7638 [2020-11-08 21:35:55,982][root][INFO] - ===> Epoch[190](4923/26): Loss 0.0153, Sem 0.1995, dir -0.5806, norm 0.3964, swav 0.0000 LR: 5.434e-02 Score 93.797 Data time: 0.1988, Forward time: 2.2719, Backward time: 3.0807, DDP time: 0.0046, Total iter time: 6.0912 [2020-11-08 21:36:01,024][root][INFO] - ===> Epoch[190](4924/26): Loss 0.0972, Sem 0.2584, dir -0.5769, norm 0.4157, swav 0.0000 LR: 5.433e-02 Score 91.324 Data time: 0.1944, Forward time: 2.2719, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 4.9354 [2020-11-08 21:36:05,724][root][INFO] - ===> Epoch[190](4925/26): Loss 0.0451, Sem 0.2257, dir -0.5799, norm 0.3993, swav 0.0000 LR: 5.432e-02 Score 92.918 Data time: 0.1510, Forward time: 2.2717, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 4.5902 [2020-11-08 21:36:11,166][root][INFO] - ===> Epoch[190](4926/26): Loss 0.0440, Sem 0.2307, dir -0.5909, norm 0.4042, swav 0.0000 LR: 5.431e-02 Score 92.459 Data time: 0.2023, Forward time: 2.2717, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 5.3985 [2020-11-08 21:36:16,715][root][INFO] - ===> Epoch[190](4927/26): Loss 0.0548, Sem 0.2233, dir -0.6102, norm 0.4416, swav 0.0000 LR: 5.430e-02 Score 93.352 Data time: 0.2856, Forward time: 2.2718, Backward time: 3.0803, DDP time: 0.0046, Total iter time: 5.4346 [2020-11-08 21:36:21,999][root][INFO] - ===> Epoch[190](4928/26): Loss 0.0210, Sem 0.2531, dir -0.6348, norm 0.4028, swav 0.0000 LR: 5.429e-02 Score 90.812 Data time: 0.2676, Forward time: 2.2719, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 5.1449 [2020-11-08 21:36:28,207][root][INFO] - ===> Epoch[190](4929/26): Loss 0.0418, Sem 0.2350, dir -0.5765, norm 0.3834, swav 0.0000 LR: 5.428e-02 Score 92.609 Data time: 0.3036, Forward time: 2.2720, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 6.1085 [2020-11-08 21:36:34,508][root][INFO] - ===> Epoch[190](4930/26): Loss 0.0573, Sem 0.1904, dir -0.5477, norm 0.4146, swav 0.0000 LR: 5.427e-02 Score 93.884 Data time: 0.2338, Forward time: 2.2721, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 6.1409 [2020-11-08 21:36:39,068][root][INFO] - ===> Epoch[190](4931/26): Loss 0.0275, Sem 0.2166, dir -0.6029, norm 0.4138, swav 0.0000 LR: 5.426e-02 Score 93.178 Data time: 0.1383, Forward time: 2.2719, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 4.4419 [2020-11-08 21:36:44,887][root][INFO] - ===> Epoch[190](4932/26): Loss 0.0447, Sem 0.2166, dir -0.5915, norm 0.4196, swav 0.0000 LR: 5.425e-02 Score 92.947 Data time: 0.1924, Forward time: 2.2719, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 5.7382 [2020-11-08 21:36:50,777][root][INFO] - ===> Epoch[190](4933/26): Loss 0.0086, Sem 0.2164, dir -0.6040, norm 0.3962, swav 0.0000 LR: 5.424e-02 Score 92.606 Data time: 0.1811, Forward time: 2.2718, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 5.7768 [2020-11-08 21:36:58,005][root][INFO] - ===> Epoch[190](4934/26): Loss 0.1060, Sem 0.2504, dir -0.5596, norm 0.4151, swav 0.0000 LR: 5.423e-02 Score 91.736 Data time: 0.3469, Forward time: 2.2721, Backward time: 3.0803, DDP time: 0.0046, Total iter time: 7.1688 [2020-11-08 21:37:03,532][root][INFO] - ===> Epoch[190](4935/26): Loss 0.1190, Sem 0.2269, dir -0.5635, norm 0.4557, swav 0.0000 LR: 5.422e-02 Score 92.429 Data time: 0.2054, Forward time: 2.2720, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 5.3945 [2020-11-08 21:37:10,289][root][INFO] - ===> Epoch[190](4936/26): Loss -0.0318, Sem 0.2022, dir -0.6169, norm 0.3829, swav 0.0000 LR: 5.421e-02 Score 93.301 Data time: 0.2273, Forward time: 2.2721, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 6.6519 [2020-11-08 21:37:15,826][root][INFO] - ===> Epoch[190](4937/26): Loss 0.1295, Sem 0.2950, dir -0.5830, norm 0.4175, swav 0.0000 LR: 5.420e-02 Score 90.371 Data time: 0.2036, Forward time: 2.2720, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 5.4171 [2020-11-08 21:37:20,678][root][INFO] - ===> Epoch[190](4938/26): Loss 0.0191, Sem 0.2212, dir -0.6417, norm 0.4396, swav 0.0000 LR: 5.419e-02 Score 92.463 Data time: 0.2061, Forward time: 2.2720, Backward time: 3.0803, DDP time: 0.0046, Total iter time: 4.7590 [2020-11-08 21:37:28,254][root][INFO] - ===> Epoch[190](4939/26): Loss 0.0315, Sem 0.2068, dir -0.5864, norm 0.4111, swav 0.0000 LR: 5.418e-02 Score 93.468 Data time: 0.3359, Forward time: 2.2723, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 7.4748 [2020-11-08 21:37:33,079][root][INFO] - ===> Epoch[190](4940/26): Loss 0.1043, Sem 0.2561, dir -0.6068, norm 0.4550, swav 0.0000 LR: 5.417e-02 Score 92.188 Data time: 0.2063, Forward time: 2.2723, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 4.6838 [2020-11-08 21:37:37,514][root][INFO] - ===> Epoch[191](4941/26): Loss 0.0365, Sem 0.2030, dir -0.5911, norm 0.4246, swav 0.0000 LR: 5.416e-02 Score 93.936 Data time: 0.1804, Forward time: 2.2722, Backward time: 3.0799, DDP time: 0.0046, Total iter time: 4.3264 [2020-11-08 21:37:43,949][root][INFO] - ===> Epoch[191](4942/26): Loss 0.0398, Sem 0.2330, dir -0.5726, norm 0.3795, swav 0.0000 LR: 5.415e-02 Score 91.925 Data time: 0.1918, Forward time: 2.2722, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 6.3234 [2020-11-08 21:37:49,517][root][INFO] - ===> Epoch[191](4943/26): Loss 0.0238, Sem 0.2505, dir -0.6087, norm 0.3820, swav 0.0000 LR: 5.414e-02 Score 91.861 Data time: 0.2191, Forward time: 2.2722, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 5.4509 [2020-11-08 21:37:55,242][root][INFO] - ===> Epoch[191](4944/26): Loss -0.0228, Sem 0.2074, dir -0.6201, norm 0.3899, swav 0.0000 LR: 5.413e-02 Score 93.552 Data time: 0.2183, Forward time: 2.2722, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 5.6089 [2020-11-08 21:38:00,169][root][INFO] - ===> Epoch[191](4945/26): Loss -0.0175, Sem 0.1965, dir -0.6023, norm 0.3883, swav 0.0000 LR: 5.412e-02 Score 94.078 Data time: 0.1613, Forward time: 2.2721, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 4.8018 [2020-11-08 21:38:05,679][root][INFO] - ===> Epoch[191](4946/26): Loss 0.0633, Sem 0.2621, dir -0.5789, norm 0.3801, swav 0.0000 LR: 5.411e-02 Score 92.225 Data time: 0.2262, Forward time: 2.2721, Backward time: 3.0799, DDP time: 0.0046, Total iter time: 5.4312 [2020-11-08 21:38:11,160][root][INFO] - ===> Epoch[191](4947/26): Loss 0.0740, Sem 0.2724, dir -0.6071, norm 0.4087, swav 0.0000 LR: 5.410e-02 Score 91.532 Data time: 0.1964, Forward time: 2.2721, Backward time: 3.0799, DDP time: 0.0046, Total iter time: 5.3537 [2020-11-08 21:38:16,643][root][INFO] - ===> Epoch[191](4948/26): Loss 0.0115, Sem 0.2122, dir -0.6033, norm 0.4026, swav 0.0000 LR: 5.409e-02 Score 92.711 Data time: 0.2099, Forward time: 2.2721, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 5.3725 [2020-11-08 21:38:21,721][root][INFO] - ===> Epoch[191](4949/26): Loss 0.0180, Sem 0.1936, dir -0.5705, norm 0.3950, swav 0.0000 LR: 5.409e-02 Score 93.435 Data time: 0.2193, Forward time: 2.2721, Backward time: 3.0797, DDP time: 0.0046, Total iter time: 4.9684 [2020-11-08 21:38:27,368][root][INFO] - ===> Epoch[191](4950/26): Loss 0.0474, Sem 0.2018, dir -0.5429, norm 0.3885, swav 0.0000 LR: 5.408e-02 Score 93.893 Data time: 0.2585, Forward time: 2.2722, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 5.5082 [2020-11-08 21:38:34,151][root][INFO] - ===> Epoch[191](4951/26): Loss 0.1318, Sem 0.2578, dir -0.5377, norm 0.4117, swav 0.0000 LR: 5.407e-02 Score 90.828 Data time: 0.2456, Forward time: 2.2722, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 6.6569 [2020-11-08 21:38:39,456][root][INFO] - ===> Epoch[191](4952/26): Loss 0.0657, Sem 0.2665, dir -0.5895, norm 0.3886, swav 0.0000 LR: 5.406e-02 Score 92.651 Data time: 0.2046, Forward time: 2.2722, Backward time: 3.0797, DDP time: 0.0046, Total iter time: 5.1850 [2020-11-08 21:38:44,330][root][INFO] - ===> Epoch[191](4953/26): Loss -0.0155, Sem 0.2034, dir -0.6134, norm 0.3946, swav 0.0000 LR: 5.405e-02 Score 92.928 Data time: 0.2073, Forward time: 2.2721, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 4.7568 [2020-11-08 21:38:50,342][root][INFO] - ===> Epoch[191](4954/26): Loss -0.0002, Sem 0.1960, dir -0.6003, norm 0.4041, swav 0.0000 LR: 5.404e-02 Score 93.646 Data time: 0.2942, Forward time: 2.2723, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.9040 [2020-11-08 21:38:55,868][root][INFO] - ===> Epoch[191](4955/26): Loss 0.0731, Sem 0.2295, dir -0.5898, norm 0.4334, swav 0.0000 LR: 5.403e-02 Score 93.016 Data time: 0.2271, Forward time: 2.2723, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.4018 [2020-11-08 21:39:02,022][root][INFO] - ===> Epoch[191](4956/26): Loss 0.0383, Sem 0.2035, dir -0.5881, norm 0.4229, swav 0.0000 LR: 5.402e-02 Score 93.808 Data time: 0.2131, Forward time: 2.2724, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 6.0261 [2020-11-08 21:39:07,927][root][INFO] - ===> Epoch[191](4957/26): Loss 0.1200, Sem 0.2545, dir -0.6098, norm 0.4753, swav 0.0000 LR: 5.401e-02 Score 91.735 Data time: 0.1899, Forward time: 2.2723, Backward time: 3.0795, DDP time: 0.0046, Total iter time: 5.7836 [2020-11-08 21:39:15,334][root][INFO] - ===> Epoch[191](4958/26): Loss 0.0961, Sem 0.2302, dir -0.5321, norm 0.3980, swav 0.0000 LR: 5.400e-02 Score 93.070 Data time: 0.2745, Forward time: 2.2723, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 7.3100 [2020-11-08 21:39:22,224][root][INFO] - ===> Epoch[191](4959/26): Loss 0.0318, Sem 0.2204, dir -0.5993, norm 0.4107, swav 0.0000 LR: 5.399e-02 Score 92.429 Data time: 0.2776, Forward time: 2.2725, Backward time: 3.0799, DDP time: 0.0046, Total iter time: 6.7798 [2020-11-08 21:39:26,886][root][INFO] - ===> Epoch[191](4960/26): Loss 0.0237, Sem 0.2392, dir -0.6345, norm 0.4190, swav 0.0000 LR: 5.398e-02 Score 92.182 Data time: 0.1938, Forward time: 2.2725, Backward time: 3.0797, DDP time: 0.0046, Total iter time: 4.5124 [2020-11-08 21:39:32,509][root][INFO] - ===> Epoch[191](4961/26): Loss 0.0142, Sem 0.2050, dir -0.5907, norm 0.4000, swav 0.0000 LR: 5.397e-02 Score 93.534 Data time: 0.2293, Forward time: 2.2725, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 5.5014 [2020-11-08 21:39:38,188][root][INFO] - ===> Epoch[191](4962/26): Loss 0.0384, Sem 0.2374, dir -0.6014, norm 0.4024, swav 0.0000 LR: 5.396e-02 Score 92.631 Data time: 0.2317, Forward time: 2.2725, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 5.5435 [2020-11-08 21:39:44,438][root][INFO] - ===> Epoch[191](4963/26): Loss 0.0739, Sem 0.2428, dir -0.6158, norm 0.4468, swav 0.0000 LR: 5.395e-02 Score 92.019 Data time: 0.2301, Forward time: 2.2726, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 6.1049 [2020-11-08 21:39:49,192][root][INFO] - ===> Epoch[191](4964/26): Loss 0.0727, Sem 0.2422, dir -0.5776, norm 0.4082, swav 0.0000 LR: 5.394e-02 Score 91.990 Data time: 0.1763, Forward time: 2.2725, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 4.6162 [2020-11-08 21:39:53,957][root][INFO] - ===> Epoch[191](4965/26): Loss 0.1014, Sem 0.2325, dir -0.5880, norm 0.4569, swav 0.0000 LR: 5.393e-02 Score 92.630 Data time: 0.2277, Forward time: 2.2726, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 4.6489 [2020-11-08 21:40:00,196][root][INFO] - ===> Epoch[191](4966/26): Loss 0.0659, Sem 0.2393, dir -0.5864, norm 0.4130, swav 0.0000 LR: 5.392e-02 Score 92.458 Data time: 0.1741, Forward time: 2.2725, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 6.1106 [2020-11-08 21:40:04,791][root][INFO] - ===> Epoch[192](4967/26): Loss -0.0106, Sem 0.1880, dir -0.5924, norm 0.3938, swav 0.0000 LR: 5.391e-02 Score 94.057 Data time: 0.1855, Forward time: 2.2724, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 4.5084 [2020-11-08 21:40:10,680][root][INFO] - ===> Epoch[192](4968/26): Loss 0.1677, Sem 0.2487, dir -0.5079, norm 0.4269, swav 0.0000 LR: 5.390e-02 Score 92.169 Data time: 0.2566, Forward time: 2.2725, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 5.7790 [2020-11-08 21:40:15,839][root][INFO] - ===> Epoch[192](4969/26): Loss -0.0216, Sem 0.1951, dir -0.6226, norm 0.4059, swav 0.0000 LR: 5.389e-02 Score 93.023 Data time: 0.2081, Forward time: 2.2724, Backward time: 3.0791, DDP time: 0.0046, Total iter time: 5.0277 [2020-11-08 21:40:21,395][root][INFO] - ===> Epoch[192](4970/26): Loss 0.0879, Sem 0.1983, dir -0.5594, norm 0.4489, swav 0.0000 LR: 5.388e-02 Score 93.191 Data time: 0.2462, Forward time: 2.2725, Backward time: 3.0790, DDP time: 0.0046, Total iter time: 5.4336 [2020-11-08 21:40:26,672][root][INFO] - ===> Epoch[192](4971/26): Loss 0.0107, Sem 0.1798, dir -0.5687, norm 0.3996, swav 0.0000 LR: 5.387e-02 Score 93.668 Data time: 0.1976, Forward time: 2.2725, Backward time: 3.0790, DDP time: 0.0046, Total iter time: 5.1329 [2020-11-08 21:40:32,044][root][INFO] - ===> Epoch[192](4972/26): Loss 0.0306, Sem 0.1956, dir -0.5931, norm 0.4281, swav 0.0000 LR: 5.386e-02 Score 94.510 Data time: 0.1724, Forward time: 2.2724, Backward time: 3.0790, DDP time: 0.0046, Total iter time: 5.2555 [2020-11-08 21:40:39,418][root][INFO] - ===> Epoch[192](4973/26): Loss -0.0107, Sem 0.2373, dir -0.6223, norm 0.3743, swav 0.0000 LR: 5.385e-02 Score 92.034 Data time: 0.1640, Forward time: 2.2723, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 7.2764 [2020-11-08 21:40:46,691][root][INFO] - ===> Epoch[192](4974/26): Loss 0.0929, Sem 0.2914, dir -0.5917, norm 0.3932, swav 0.0000 LR: 5.384e-02 Score 91.171 Data time: 0.2961, Forward time: 2.2724, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 7.1794 [2020-11-08 21:40:51,922][root][INFO] - ===> Epoch[192](4975/26): Loss 0.0386, Sem 0.1986, dir -0.6046, norm 0.4447, swav 0.0000 LR: 5.383e-02 Score 92.996 Data time: 0.2310, Forward time: 2.2725, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.1181 [2020-11-08 21:40:56,851][root][INFO] - ===> Epoch[192](4976/26): Loss -0.0611, Sem 0.1922, dir -0.6547, norm 0.4015, swav 0.0000 LR: 5.382e-02 Score 94.312 Data time: 0.1656, Forward time: 2.2724, Backward time: 3.0793, DDP time: 0.0046, Total iter time: 4.8105 [2020-11-08 21:41:02,167][root][INFO] - ===> Epoch[192](4977/26): Loss -0.0092, Sem 0.1855, dir -0.6001, norm 0.4055, swav 0.0000 LR: 5.382e-02 Score 94.307 Data time: 0.1723, Forward time: 2.2723, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.2305 [2020-11-08 21:41:07,427][root][INFO] - ===> Epoch[192](4978/26): Loss 0.0697, Sem 0.2470, dir -0.5926, norm 0.4154, swav 0.0000 LR: 5.381e-02 Score 91.966 Data time: 0.1914, Forward time: 2.2722, Backward time: 3.0793, DDP time: 0.0046, Total iter time: 5.1566 [2020-11-08 21:41:13,360][root][INFO] - ===> Epoch[192](4979/26): Loss 0.0634, Sem 0.2219, dir -0.6008, norm 0.4423, swav 0.0000 LR: 5.380e-02 Score 92.372 Data time: 0.2037, Forward time: 2.2722, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.8320 [2020-11-08 21:41:19,123][root][INFO] - ===> Epoch[192](4980/26): Loss 0.0538, Sem 0.2074, dir -0.5498, norm 0.3962, swav 0.0000 LR: 5.379e-02 Score 93.140 Data time: 0.2347, Forward time: 2.2722, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.6227 [2020-11-08 21:41:24,656][root][INFO] - ===> Epoch[192](4981/26): Loss 0.0626, Sem 0.2569, dir -0.5832, norm 0.3889, swav 0.0000 LR: 5.378e-02 Score 91.794 Data time: 0.2701, Forward time: 2.2723, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 5.3816 [2020-11-08 21:41:30,916][root][INFO] - ===> Epoch[192](4982/26): Loss 0.0125, Sem 0.2299, dir -0.5951, norm 0.3777, swav 0.0000 LR: 5.377e-02 Score 93.017 Data time: 0.2777, Forward time: 2.2724, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 6.1149 [2020-11-08 21:41:36,559][root][INFO] - ===> Epoch[192](4983/26): Loss 0.1083, Sem 0.2603, dir -0.5579, norm 0.4059, swav 0.0000 LR: 5.376e-02 Score 92.203 Data time: 0.1966, Forward time: 2.2724, Backward time: 3.0791, DDP time: 0.0046, Total iter time: 5.5139 [2020-11-08 21:41:40,840][root][INFO] - ===> Epoch[192](4984/26): Loss -0.0324, Sem 0.1537, dir -0.5801, norm 0.3940, swav 0.0000 LR: 5.375e-02 Score 95.194 Data time: 0.1789, Forward time: 2.2724, Backward time: 3.0789, DDP time: 0.0046, Total iter time: 4.1661 [2020-11-08 21:41:48,568][root][INFO] - ===> Epoch[192](4985/26): Loss 0.1405, Sem 0.2450, dir -0.5823, norm 0.4779, swav 0.0000 LR: 5.374e-02 Score 91.644 Data time: 0.1998, Forward time: 2.2723, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 7.6370 [2020-11-08 21:41:54,388][root][INFO] - ===> Epoch[192](4986/26): Loss 0.0363, Sem 0.2052, dir -0.6049, norm 0.4360, swav 0.0000 LR: 5.373e-02 Score 93.159 Data time: 0.2214, Forward time: 2.2723, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.7143 [2020-11-08 21:41:59,650][root][INFO] - ===> Epoch[192](4987/26): Loss 0.0575, Sem 0.2639, dir -0.5990, norm 0.3926, swav 0.0000 LR: 5.372e-02 Score 92.682 Data time: 0.1738, Forward time: 2.2722, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.1495 [2020-11-08 21:42:04,082][root][INFO] - ===> Epoch[192](4988/26): Loss 0.0016, Sem 0.1914, dir -0.5951, norm 0.4052, swav 0.0000 LR: 5.371e-02 Score 93.219 Data time: 0.2065, Forward time: 2.2722, Backward time: 3.0791, DDP time: 0.0046, Total iter time: 4.3424 [2020-11-08 21:42:10,739][root][INFO] - ===> Epoch[192](4989/26): Loss 0.0713, Sem 0.2123, dir -0.5697, norm 0.4287, swav 0.0000 LR: 5.370e-02 Score 93.639 Data time: 0.2211, Forward time: 2.2722, Backward time: 3.0793, DDP time: 0.0046, Total iter time: 6.5227 [2020-11-08 21:42:16,988][root][INFO] - ===> Epoch[192](4990/26): Loss 0.0073, Sem 0.2371, dir -0.5940, norm 0.3643, swav 0.0000 LR: 5.369e-02 Score 92.120 Data time: 0.2141, Forward time: 2.2722, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 6.1047 [2020-11-08 21:42:23,667][root][INFO] - ===> Epoch[192](4991/26): Loss 0.0977, Sem 0.2836, dir -0.5860, norm 0.4001, swav 0.0000 LR: 5.368e-02 Score 90.870 Data time: 0.1981, Forward time: 2.2722, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 6.5615 [2020-11-08 21:42:28,586][root][INFO] - ===> Epoch[192](4992/26): Loss 0.0977, Sem 0.2412, dir -0.5694, norm 0.4258, swav 0.0000 LR: 5.367e-02 Score 91.920 Data time: 0.1552, Forward time: 2.2720, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 4.7861 [2020-11-08 21:42:34,985][root][INFO] - ===> Epoch[193](4993/26): Loss 0.0360, Sem 0.1869, dir -0.5642, norm 0.4133, swav 0.0000 LR: 5.366e-02 Score 93.908 Data time: 0.2017, Forward time: 2.2720, Backward time: 3.0797, DDP time: 0.0046, Total iter time: 6.3000 [2020-11-08 21:42:39,176][root][INFO] - ===> Epoch[193](4994/26): Loss 0.0063, Sem 0.2183, dir -0.6059, norm 0.3940, swav 0.0000 LR: 5.365e-02 Score 92.450 Data time: 0.1508, Forward time: 2.2719, Backward time: 3.0795, DDP time: 0.0046, Total iter time: 4.0722 [2020-11-08 21:42:44,550][root][INFO] - ===> Epoch[193](4995/26): Loss 0.0445, Sem 0.2242, dir -0.6009, norm 0.4211, swav 0.0000 LR: 5.364e-02 Score 92.651 Data time: 0.2315, Forward time: 2.2719, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.2997 [2020-11-08 21:42:50,398][root][INFO] - ===> Epoch[193](4996/26): Loss 0.0700, Sem 0.2457, dir -0.5652, norm 0.3895, swav 0.0000 LR: 5.363e-02 Score 91.750 Data time: 0.2215, Forward time: 2.2720, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.6996 [2020-11-08 21:42:56,658][root][INFO] - ===> Epoch[193](4997/26): Loss 0.0487, Sem 0.2047, dir -0.5575, norm 0.4015, swav 0.0000 LR: 5.362e-02 Score 93.510 Data time: 0.1855, Forward time: 2.2719, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 6.1246 [2020-11-08 21:43:01,504][root][INFO] - ===> Epoch[193](4998/26): Loss 0.0078, Sem 0.2323, dir -0.6182, norm 0.3938, swav 0.0000 LR: 5.361e-02 Score 92.337 Data time: 0.1695, Forward time: 2.2718, Backward time: 3.0795, DDP time: 0.0046, Total iter time: 4.7533 [2020-11-08 21:43:06,948][root][INFO] - ===> Epoch[193](4999/26): Loss -0.0124, Sem 0.2214, dir -0.6274, norm 0.3936, swav 0.0000 LR: 5.360e-02 Score 92.130 Data time: 0.2578, Forward time: 2.2718, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.3491 [2020-11-08 21:43:13,884][root][INFO] - ===> Epoch[193](5000/26): Loss 0.0447, Sem 0.2190, dir -0.5868, norm 0.4125, swav 0.0000 LR: 5.359e-02 Score 92.546 Data time: 0.2317, Forward time: 2.2719, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 6.8113 [2020-11-08 21:43:14,666][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 21:43:14,829][root][INFO] - ===> Start testing [2020-11-08 21:44:44,574][root][INFO] - 101/312: Data time: 0.0053, Iter time: 0.1571 Loss 0.149 (AVG: 0.517) Score 95.768 (AVG: 87.214) mIOU 64.137 mAP 72.614 mAcc 73.712 IOU: 80.333 96.361 63.029 66.316 90.616 78.970 69.991 54.555 44.530 72.479 24.524 61.143 51.679 59.042 49.666 44.853 92.217 64.110 71.360 46.961 mAP: 81.613 94.153 63.600 62.551 89.103 85.879 65.474 71.069 61.298 71.373 36.772 58.549 65.211 72.685 62.932 91.740 98.032 83.102 78.589 58.549 mAcc: 93.636 98.442 74.781 73.481 95.649 86.314 77.793 67.281 57.770 93.741 30.869 70.115 78.168 65.738 59.974 52.321 93.609 73.815 75.479 55.267 [2020-11-08 21:45:58,900][root][INFO] - 201/312: Data time: 0.0086, Iter time: 0.1317 Loss 0.052 (AVG: 0.572) Score 98.238 (AVG: 86.119) mIOU 62.676 mAP 71.443 mAcc 72.855 IOU: 79.948 96.138 57.823 73.695 88.757 76.264 65.083 55.272 46.777 68.139 25.594 54.570 51.832 59.579 39.250 42.666 92.223 58.239 75.574 46.089 mAP: 81.752 94.487 59.998 72.364 88.384 83.820 64.886 69.190 59.734 70.093 41.480 52.710 64.231 69.586 55.476 89.877 96.251 79.526 76.856 58.149 mAcc: 92.999 98.454 70.470 79.533 94.450 86.169 72.778 70.230 57.957 92.158 35.341 61.796 79.493 68.019 48.575 52.388 93.948 68.998 78.564 54.781 [2020-11-08 21:47:20,608][root][INFO] - 301/312: Data time: 0.0076, Iter time: 0.3892 Loss 0.114 (AVG: 0.558) Score 96.101 (AVG: 86.348) mIOU 63.846 mAP 71.780 mAcc 73.830 IOU: 80.673 96.018 57.060 77.257 88.596 79.488 66.052 53.124 47.069 70.906 25.800 55.272 55.855 63.694 37.609 48.078 90.667 60.468 78.433 44.801 mAP: 81.161 94.164 60.687 74.752 88.741 81.282 65.184 68.421 61.967 68.891 43.922 54.255 64.892 74.625 50.111 88.685 94.927 80.994 81.210 56.728 mAcc: 92.898 98.415 69.002 81.680 94.153 88.384 73.927 68.085 60.060 91.173 33.793 63.905 81.895 72.456 46.963 60.643 92.363 71.040 81.297 54.473 [2020-11-08 21:47:30,323][root][INFO] - 312/312: Data time: 0.0031, Iter time: 0.2026 Loss 0.184 (AVG: 0.560) Score 94.080 (AVG: 86.396) mIOU 63.916 mAP 71.758 mAcc 73.941 IOU: 80.777 95.962 58.146 76.995 88.618 80.172 65.752 53.819 47.078 70.441 25.349 55.654 55.057 63.632 40.079 48.072 89.138 60.848 78.432 44.296 mAP: 81.239 94.048 60.078 74.008 88.822 81.719 65.092 68.120 61.811 69.168 44.130 54.387 64.835 74.977 51.713 88.685 93.463 81.148 81.210 56.505 mAcc: 92.913 98.391 69.972 81.217 94.216 88.881 73.427 68.436 60.265 90.868 33.581 64.394 82.148 72.309 49.624 60.643 90.818 71.541 81.297 53.873 [2020-11-08 21:47:30,325][root][INFO] - Finished test. Elapsed time: 255.4929 [2020-11-08 21:47:42,477][root][INFO] - [2020-11-08 21:47:42,478][root][INFO] - ################################################################ [2020-11-08 21:47:42,478][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 21:47:42,478][root][INFO] - ################################################################ [2020-11-08 21:47:42,478][root][INFO] - cabinet : 0.090 0.247 0.513 [2020-11-08 21:47:42,478][root][INFO] - bed : 0.362 0.727 0.815 [2020-11-08 21:47:42,478][root][INFO] - chair : 0.428 0.634 0.748 [2020-11-08 21:47:42,478][root][INFO] - sofa : 0.378 0.624 0.797 [2020-11-08 21:47:42,478][root][INFO] - table : 0.201 0.440 0.570 [2020-11-08 21:47:42,478][root][INFO] - door : 0.199 0.383 0.527 [2020-11-08 21:47:42,478][root][INFO] - window : 0.053 0.142 0.338 [2020-11-08 21:47:42,478][root][INFO] - bookshelf : 0.181 0.516 0.676 [2020-11-08 21:47:42,478][root][INFO] - picture : 0.062 0.140 0.306 [2020-11-08 21:47:42,478][root][INFO] - counter : 0.007 0.038 0.432 [2020-11-08 21:47:42,478][root][INFO] - desk : 0.023 0.102 0.428 [2020-11-08 21:47:42,478][root][INFO] - curtain : 0.167 0.330 0.506 [2020-11-08 21:47:42,478][root][INFO] - refrigerator : 0.180 0.351 0.372 [2020-11-08 21:47:42,479][root][INFO] - shower curtain : 0.347 0.567 0.645 [2020-11-08 21:47:42,479][root][INFO] - toilet : 0.692 0.939 0.939 [2020-11-08 21:47:42,479][root][INFO] - sink : 0.098 0.303 0.602 [2020-11-08 21:47:42,479][root][INFO] - bathtub : 0.504 0.715 0.733 [2020-11-08 21:47:42,479][root][INFO] - otherfurniture : 0.232 0.375 0.544 [2020-11-08 21:47:42,479][root][INFO] - ---------------------------------------------------------------- [2020-11-08 21:47:42,479][root][INFO] - average : 0.234 0.421 0.583 [2020-11-08 21:47:42,479][root][INFO] - [2020-11-08 21:47:42,665][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 21:47:43,696][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 21:47:43,869][root][INFO] - Current best mIoU: 63.916 at iter 5000 [2020-11-08 21:47:48,518][root][INFO] - ===> Epoch[193](5001/26): Loss 0.1541, Sem 0.2371, dir -0.5533, norm 0.4703, swav 0.0000 LR: 5.358e-02 Score 92.301 Data time: 0.1858, Forward time: 2.2719, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 4.6423 [2020-11-08 21:47:55,524][root][INFO] - ===> Epoch[193](5002/26): Loss -0.0176, Sem 0.2317, dir -0.6325, norm 0.3832, swav 0.0000 LR: 5.357e-02 Score 92.604 Data time: 0.1889, Forward time: 2.2718, Backward time: 3.0797, DDP time: 0.0046, Total iter time: 6.8623 [2020-11-08 21:48:01,125][root][INFO] - ===> Epoch[193](5003/26): Loss -0.0124, Sem 0.2258, dir -0.6185, norm 0.3803, swav 0.0000 LR: 5.356e-02 Score 92.404 Data time: 0.1344, Forward time: 2.2716, Backward time: 3.0799, DDP time: 0.0046, Total iter time: 5.5253 [2020-11-08 21:48:08,259][root][INFO] - ===> Epoch[193](5004/26): Loss 0.0590, Sem 0.2525, dir -0.6047, norm 0.4112, swav 0.0000 LR: 5.355e-02 Score 92.000 Data time: 0.2526, Forward time: 2.2716, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 7.0817 [2020-11-08 21:48:13,706][root][INFO] - ===> Epoch[193](5005/26): Loss 0.0453, Sem 0.2109, dir -0.5877, norm 0.4221, swav 0.0000 LR: 5.355e-02 Score 92.910 Data time: 0.2574, Forward time: 2.2717, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 5.3309 [2020-11-08 21:48:19,900][root][INFO] - ===> Epoch[193](5006/26): Loss -0.0449, Sem 0.2012, dir -0.6274, norm 0.3813, swav 0.0000 LR: 5.354e-02 Score 92.878 Data time: 0.2491, Forward time: 2.2718, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 6.0765 [2020-11-08 21:48:25,349][root][INFO] - ===> Epoch[193](5007/26): Loss 0.0922, Sem 0.2035, dir -0.5666, norm 0.4553, swav 0.0000 LR: 5.353e-02 Score 93.012 Data time: 0.2769, Forward time: 2.2719, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 5.3353 [2020-11-08 21:48:31,573][root][INFO] - ===> Epoch[193](5008/26): Loss 0.0703, Sem 0.2039, dir -0.5343, norm 0.4007, swav 0.0000 LR: 5.352e-02 Score 93.544 Data time: 0.1228, Forward time: 2.2717, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 6.1182 [2020-11-08 21:48:37,012][root][INFO] - ===> Epoch[193](5009/26): Loss -0.0014, Sem 0.1762, dir -0.5908, norm 0.4132, swav 0.0000 LR: 5.351e-02 Score 93.646 Data time: 0.1822, Forward time: 2.2717, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 5.3909 [2020-11-08 21:48:42,090][root][INFO] - ===> Epoch[193](5010/26): Loss 0.0309, Sem 0.1757, dir -0.5733, norm 0.4284, swav 0.0000 LR: 5.350e-02 Score 94.014 Data time: 0.1652, Forward time: 2.2716, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 4.9836 [2020-11-08 21:48:47,934][root][INFO] - ===> Epoch[193](5011/26): Loss -0.0217, Sem 0.1933, dir -0.6328, norm 0.4179, swav 0.0000 LR: 5.349e-02 Score 94.351 Data time: 0.1968, Forward time: 2.2715, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 5.7291 [2020-11-08 21:48:52,691][root][INFO] - ===> Epoch[193](5012/26): Loss 0.0095, Sem 0.2007, dir -0.6122, norm 0.4210, swav 0.0000 LR: 5.348e-02 Score 93.234 Data time: 0.2117, Forward time: 2.2715, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 4.6479 [2020-11-08 21:48:59,199][root][INFO] - ===> Epoch[193](5013/26): Loss -0.0590, Sem 0.1829, dir -0.6288, norm 0.3870, swav 0.0000 LR: 5.347e-02 Score 94.059 Data time: 0.2046, Forward time: 2.2715, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 6.3868 [2020-11-08 21:49:04,894][root][INFO] - ===> Epoch[193](5014/26): Loss -0.0332, Sem 0.1792, dir -0.6334, norm 0.4209, swav 0.0000 LR: 5.346e-02 Score 93.925 Data time: 0.2795, Forward time: 2.2716, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 5.6015 [2020-11-08 21:49:10,167][root][INFO] - ===> Epoch[193](5015/26): Loss 0.0601, Sem 0.2299, dir -0.5766, norm 0.4069, swav 0.0000 LR: 5.345e-02 Score 92.665 Data time: 0.2108, Forward time: 2.2716, Backward time: 3.0799, DDP time: 0.0046, Total iter time: 5.1332 [2020-11-08 21:49:16,366][root][INFO] - ===> Epoch[193](5016/26): Loss 0.0989, Sem 0.2458, dir -0.5750, norm 0.4281, swav 0.0000 LR: 5.344e-02 Score 91.945 Data time: 0.2239, Forward time: 2.2716, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 6.0924 [2020-11-08 21:49:23,812][root][INFO] - ===> Epoch[193](5017/26): Loss 0.1087, Sem 0.2387, dir -0.5105, norm 0.3805, swav 0.0000 LR: 5.343e-02 Score 92.335 Data time: 0.2273, Forward time: 2.2717, Backward time: 3.0803, DDP time: 0.0046, Total iter time: 7.3325 [2020-11-08 21:49:29,451][root][INFO] - ===> Epoch[193](5018/26): Loss 0.0322, Sem 0.2011, dir -0.5748, norm 0.4058, swav 0.0000 LR: 5.342e-02 Score 93.428 Data time: 0.2364, Forward time: 2.2717, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 5.4976 [2020-11-08 21:49:35,270][root][INFO] - ===> Epoch[194](5019/26): Loss -0.0304, Sem 0.1843, dir -0.5962, norm 0.3815, swav 0.0000 LR: 5.341e-02 Score 94.274 Data time: 0.1622, Forward time: 2.2716, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 5.6870 [2020-11-08 21:49:41,922][root][INFO] - ===> Epoch[194](5020/26): Loss 0.0196, Sem 0.2146, dir -0.5936, norm 0.3986, swav 0.0000 LR: 5.340e-02 Score 92.853 Data time: 0.3359, Forward time: 2.2718, Backward time: 3.0803, DDP time: 0.0046, Total iter time: 6.5516 [2020-11-08 21:49:47,952][root][INFO] - ===> Epoch[194](5021/26): Loss 0.0970, Sem 0.2503, dir -0.5577, norm 0.4045, swav 0.0000 LR: 5.339e-02 Score 92.098 Data time: 0.2637, Forward time: 2.2719, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 5.8910 [2020-11-08 21:49:54,422][root][INFO] - ===> Epoch[194](5022/26): Loss 0.0679, Sem 0.2309, dir -0.5842, norm 0.4212, swav 0.0000 LR: 5.338e-02 Score 92.281 Data time: 0.1753, Forward time: 2.2719, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 6.3613 [2020-11-08 21:49:59,843][root][INFO] - ===> Epoch[194](5023/26): Loss -0.0602, Sem 0.1968, dir -0.6450, norm 0.3880, swav 0.0000 LR: 5.337e-02 Score 94.538 Data time: 0.1717, Forward time: 2.2718, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 5.3076 [2020-11-08 21:50:05,666][root][INFO] - ===> Epoch[194](5024/26): Loss 0.1024, Sem 0.2176, dir -0.5025, norm 0.3873, swav 0.0000 LR: 5.336e-02 Score 92.262 Data time: 0.2156, Forward time: 2.2718, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 5.7251 [2020-11-08 21:50:10,051][root][INFO] - ===> Epoch[194](5025/26): Loss -0.0120, Sem 0.1972, dir -0.5899, norm 0.3807, swav 0.0000 LR: 5.335e-02 Score 94.017 Data time: 0.1699, Forward time: 2.2717, Backward time: 3.0803, DDP time: 0.0046, Total iter time: 4.2626 [2020-11-08 21:50:16,595][root][INFO] - ===> Epoch[194](5026/26): Loss 0.0063, Sem 0.2048, dir -0.5827, norm 0.3842, swav 0.0000 LR: 5.334e-02 Score 93.099 Data time: 0.2766, Forward time: 2.2718, Backward time: 3.0803, DDP time: 0.0046, Total iter time: 6.4528 [2020-11-08 21:50:22,226][root][INFO] - ===> Epoch[194](5027/26): Loss 0.0153, Sem 0.2191, dir -0.5905, norm 0.3867, swav 0.0000 LR: 5.333e-02 Score 93.550 Data time: 0.2452, Forward time: 2.2719, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 5.5021 [2020-11-08 21:50:27,878][root][INFO] - ===> Epoch[194](5028/26): Loss 0.0895, Sem 0.2620, dir -0.5798, norm 0.4073, swav 0.0000 LR: 5.332e-02 Score 92.251 Data time: 0.2630, Forward time: 2.2720, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 5.5314 [2020-11-08 21:50:33,538][root][INFO] - ===> Epoch[194](5029/26): Loss -0.0363, Sem 0.1885, dir -0.5951, norm 0.3703, swav 0.0000 LR: 5.331e-02 Score 93.694 Data time: 0.1680, Forward time: 2.2719, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 5.5378 [2020-11-08 21:50:38,629][root][INFO] - ===> Epoch[194](5030/26): Loss 0.0073, Sem 0.2280, dir -0.6357, norm 0.4151, swav 0.0000 LR: 5.330e-02 Score 92.390 Data time: 0.2303, Forward time: 2.2720, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 5.0190 [2020-11-08 21:50:43,430][root][INFO] - ===> Epoch[194](5031/26): Loss 0.0644, Sem 0.2514, dir -0.5965, norm 0.4094, swav 0.0000 LR: 5.329e-02 Score 92.247 Data time: 0.1997, Forward time: 2.2720, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 4.6958 [2020-11-08 21:50:49,888][root][INFO] - ===> Epoch[194](5032/26): Loss 0.0490, Sem 0.2446, dir -0.5989, norm 0.4034, swav 0.0000 LR: 5.328e-02 Score 92.083 Data time: 0.1478, Forward time: 2.2718, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 6.3625 [2020-11-08 21:50:55,973][root][INFO] - ===> Epoch[194](5033/26): Loss 0.1505, Sem 0.2461, dir -0.5867, norm 0.4911, swav 0.0000 LR: 5.328e-02 Score 92.744 Data time: 0.2247, Forward time: 2.2719, Backward time: 3.0801, DDP time: 0.0046, Total iter time: 6.0308 [2020-11-08 21:51:01,560][root][INFO] - ===> Epoch[194](5034/26): Loss 0.0256, Sem 0.2133, dir -0.6201, norm 0.4325, swav 0.0000 LR: 5.327e-02 Score 92.656 Data time: 0.2387, Forward time: 2.2720, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 5.4618 [2020-11-08 21:51:06,310][root][INFO] - ===> Epoch[194](5035/26): Loss 0.0085, Sem 0.1728, dir -0.5893, norm 0.4250, swav 0.0000 LR: 5.326e-02 Score 94.886 Data time: 0.1661, Forward time: 2.2719, Backward time: 3.0799, DDP time: 0.0046, Total iter time: 4.6153 [2020-11-08 21:51:11,488][root][INFO] - ===> Epoch[194](5036/26): Loss 0.0208, Sem 0.2098, dir -0.5690, norm 0.3799, swav 0.0000 LR: 5.325e-02 Score 93.536 Data time: 0.2171, Forward time: 2.2719, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 5.1039 [2020-11-08 21:51:16,846][root][INFO] - ===> Epoch[194](5037/26): Loss -0.0065, Sem 0.1809, dir -0.5696, norm 0.3823, swav 0.0000 LR: 5.324e-02 Score 93.745 Data time: 0.1660, Forward time: 2.2717, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 5.2271 [2020-11-08 21:51:21,770][root][INFO] - ===> Epoch[194](5038/26): Loss 0.1255, Sem 0.2601, dir -0.5710, norm 0.4363, swav 0.0000 LR: 5.323e-02 Score 91.736 Data time: 0.2142, Forward time: 2.2718, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 4.8762 [2020-11-08 21:51:27,450][root][INFO] - ===> Epoch[194](5039/26): Loss -0.0539, Sem 0.1751, dir -0.6184, norm 0.3893, swav 0.0000 LR: 5.322e-02 Score 94.320 Data time: 0.1931, Forward time: 2.2717, Backward time: 3.0797, DDP time: 0.0046, Total iter time: 5.5685 [2020-11-08 21:51:32,947][root][INFO] - ===> Epoch[194](5040/26): Loss 0.0045, Sem 0.1948, dir -0.5773, norm 0.3870, swav 0.0000 LR: 5.321e-02 Score 93.949 Data time: 0.2414, Forward time: 2.2718, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 5.3852 [2020-11-08 21:51:38,723][root][INFO] - ===> Epoch[194](5041/26): Loss -0.0020, Sem 0.2208, dir -0.6031, norm 0.3803, swav 0.0000 LR: 5.320e-02 Score 92.240 Data time: 0.2498, Forward time: 2.2719, Backward time: 3.0795, DDP time: 0.0046, Total iter time: 5.6510 [2020-11-08 21:51:44,077][root][INFO] - ===> Epoch[194](5042/26): Loss -0.0551, Sem 0.1821, dir -0.5998, norm 0.3627, swav 0.0000 LR: 5.319e-02 Score 94.046 Data time: 0.2651, Forward time: 2.2720, Backward time: 3.0793, DDP time: 0.0046, Total iter time: 5.2214 [2020-11-08 21:51:50,437][root][INFO] - ===> Epoch[194](5043/26): Loss 0.0051, Sem 0.2220, dir -0.6230, norm 0.4061, swav 0.0000 LR: 5.318e-02 Score 93.152 Data time: 0.3240, Forward time: 2.2721, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 6.2350 [2020-11-08 21:51:54,915][root][INFO] - ===> Epoch[194](5044/26): Loss 0.0568, Sem 0.2627, dir -0.6328, norm 0.4270, swav 0.0000 LR: 5.317e-02 Score 92.672 Data time: 0.1826, Forward time: 2.2721, Backward time: 3.0790, DDP time: 0.0046, Total iter time: 4.3385 [2020-11-08 21:52:00,905][root][INFO] - ===> Epoch[195](5045/26): Loss 0.0916, Sem 0.1863, dir -0.5319, norm 0.4372, swav 0.0000 LR: 5.316e-02 Score 93.370 Data time: 0.1638, Forward time: 2.2720, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 5.8800 [2020-11-08 21:52:07,200][root][INFO] - ===> Epoch[195](5046/26): Loss -0.0694, Sem 0.1750, dir -0.6240, norm 0.3796, swav 0.0000 LR: 5.315e-02 Score 94.457 Data time: 0.1772, Forward time: 2.2719, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 6.1971 [2020-11-08 21:52:11,891][root][INFO] - ===> Epoch[195](5047/26): Loss 0.0702, Sem 0.2115, dir -0.5668, norm 0.4255, swav 0.0000 LR: 5.314e-02 Score 93.398 Data time: 0.1550, Forward time: 2.2718, Backward time: 3.0793, DDP time: 0.0046, Total iter time: 4.5617 [2020-11-08 21:52:18,605][root][INFO] - ===> Epoch[195](5048/26): Loss 0.0613, Sem 0.2123, dir -0.5688, norm 0.4178, swav 0.0000 LR: 5.313e-02 Score 93.071 Data time: 0.2257, Forward time: 2.2718, Backward time: 3.0795, DDP time: 0.0046, Total iter time: 6.6365 [2020-11-08 21:52:23,550][root][INFO] - ===> Epoch[195](5049/26): Loss 0.0323, Sem 0.2213, dir -0.5936, norm 0.4046, swav 0.0000 LR: 5.312e-02 Score 92.758 Data time: 0.2438, Forward time: 2.2719, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 4.8084 [2020-11-08 21:52:29,143][root][INFO] - ===> Epoch[195](5050/26): Loss 0.0228, Sem 0.2231, dir -0.5929, norm 0.3926, swav 0.0000 LR: 5.311e-02 Score 92.570 Data time: 0.2129, Forward time: 2.2719, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 5.4706 [2020-11-08 21:52:34,722][root][INFO] - ===> Epoch[195](5051/26): Loss 0.0164, Sem 0.2431, dir -0.6271, norm 0.4005, swav 0.0000 LR: 5.310e-02 Score 91.933 Data time: 0.2053, Forward time: 2.2718, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 5.4521 [2020-11-08 21:52:42,167][root][INFO] - ===> Epoch[195](5052/26): Loss 0.0010, Sem 0.2174, dir -0.6067, norm 0.3903, swav 0.0000 LR: 5.309e-02 Score 93.032 Data time: 0.2821, Forward time: 2.2720, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 7.3435 [2020-11-08 21:52:48,712][root][INFO] - ===> Epoch[195](5053/26): Loss 0.0123, Sem 0.2105, dir -0.6064, norm 0.4082, swav 0.0000 LR: 5.308e-02 Score 92.894 Data time: 0.2572, Forward time: 2.2721, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 6.4074 [2020-11-08 21:52:54,391][root][INFO] - ===> Epoch[195](5054/26): Loss 0.0802, Sem 0.2203, dir -0.5565, norm 0.4165, swav 0.0000 LR: 5.307e-02 Score 92.488 Data time: 0.1681, Forward time: 2.2720, Backward time: 3.0795, DDP time: 0.0046, Total iter time: 5.5445 [2020-11-08 21:53:00,189][root][INFO] - ===> Epoch[195](5055/26): Loss 0.0064, Sem 0.2245, dir -0.6049, norm 0.3868, swav 0.0000 LR: 5.306e-02 Score 92.892 Data time: 0.1948, Forward time: 2.2719, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 5.7141 [2020-11-08 21:53:04,979][root][INFO] - ===> Epoch[195](5056/26): Loss -0.0128, Sem 0.1853, dir -0.5962, norm 0.3980, swav 0.0000 LR: 5.305e-02 Score 93.979 Data time: 0.1953, Forward time: 2.2719, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 4.6810 [2020-11-08 21:53:11,236][root][INFO] - ===> Epoch[195](5057/26): Loss 0.0712, Sem 0.2341, dir -0.5514, norm 0.3886, swav 0.0000 LR: 5.304e-02 Score 93.281 Data time: 0.1306, Forward time: 2.2717, Backward time: 3.0797, DDP time: 0.0046, Total iter time: 6.1537 [2020-11-08 21:53:17,416][root][INFO] - ===> Epoch[195](5058/26): Loss 0.0677, Sem 0.2317, dir -0.5794, norm 0.4155, swav 0.0000 LR: 5.303e-02 Score 92.464 Data time: 0.1701, Forward time: 2.2716, Backward time: 3.0799, DDP time: 0.0046, Total iter time: 6.1064 [2020-11-08 21:53:23,565][root][INFO] - ===> Epoch[195](5059/26): Loss 0.0494, Sem 0.2098, dir -0.5724, norm 0.4119, swav 0.0000 LR: 5.302e-02 Score 93.813 Data time: 0.2002, Forward time: 2.2716, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 6.0365 [2020-11-08 21:53:32,281][root][INFO] - ===> Epoch[195](5060/26): Loss 0.0355, Sem 0.2216, dir -0.5801, norm 0.3940, swav 0.0000 LR: 5.301e-02 Score 92.942 Data time: 0.2171, Forward time: 2.2716, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 8.5961 [2020-11-08 21:53:37,556][root][INFO] - ===> Epoch[195](5061/26): Loss 0.1046, Sem 0.2048, dir -0.6312, norm 0.5311, swav 0.0000 LR: 5.300e-02 Score 92.428 Data time: 0.1887, Forward time: 2.2716, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 5.1480 [2020-11-08 21:53:43,906][root][INFO] - ===> Epoch[195](5062/26): Loss 0.0046, Sem 0.2123, dir -0.6058, norm 0.3981, swav 0.0000 LR: 5.300e-02 Score 93.988 Data time: 0.1702, Forward time: 2.2715, Backward time: 3.0807, DDP time: 0.0046, Total iter time: 6.2490 [2020-11-08 21:53:48,682][root][INFO] - ===> Epoch[195](5063/26): Loss 0.0468, Sem 0.2299, dir -0.5905, norm 0.4075, swav 0.0000 LR: 5.299e-02 Score 92.683 Data time: 0.1666, Forward time: 2.2714, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 4.6775 [2020-11-08 21:53:53,676][root][INFO] - ===> Epoch[195](5064/26): Loss -0.0009, Sem 0.2217, dir -0.6282, norm 0.4057, swav 0.0000 LR: 5.298e-02 Score 92.532 Data time: 0.2176, Forward time: 2.2714, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 4.8995 [2020-11-08 21:53:59,378][root][INFO] - ===> Epoch[195](5065/26): Loss -0.0197, Sem 0.1803, dir -0.5943, norm 0.3944, swav 0.0000 LR: 5.297e-02 Score 93.778 Data time: 0.1693, Forward time: 2.2713, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 5.5812 [2020-11-08 21:54:05,561][root][INFO] - ===> Epoch[195](5066/26): Loss 0.0050, Sem 0.2058, dir -0.6018, norm 0.4010, swav 0.0000 LR: 5.296e-02 Score 94.350 Data time: 0.2182, Forward time: 2.2713, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 6.0884 [2020-11-08 21:54:11,256][root][INFO] - ===> Epoch[195](5067/26): Loss -0.0427, Sem 0.1921, dir -0.6261, norm 0.3913, swav 0.0000 LR: 5.295e-02 Score 93.861 Data time: 0.2492, Forward time: 2.2714, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 5.5580 [2020-11-08 21:54:16,962][root][INFO] - ===> Epoch[195](5068/26): Loss 0.0636, Sem 0.2230, dir -0.5596, norm 0.4002, swav 0.0000 LR: 5.294e-02 Score 93.347 Data time: 0.2679, Forward time: 2.2715, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 5.5639 [2020-11-08 21:54:22,937][root][INFO] - ===> Epoch[195](5069/26): Loss 0.0026, Sem 0.2099, dir -0.6322, norm 0.4250, swav 0.0000 LR: 5.293e-02 Score 92.680 Data time: 0.1667, Forward time: 2.2714, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 5.8374 [2020-11-08 21:54:27,852][root][INFO] - ===> Epoch[195](5070/26): Loss 0.0451, Sem 0.1849, dir -0.5901, norm 0.4503, swav 0.0000 LR: 5.292e-02 Score 94.265 Data time: 0.2075, Forward time: 2.2714, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 4.7928 [2020-11-08 21:54:33,702][root][INFO] - ===> Epoch[196](5071/26): Loss 0.0316, Sem 0.2091, dir -0.6114, norm 0.4338, swav 0.0000 LR: 5.291e-02 Score 94.133 Data time: 0.1614, Forward time: 2.2713, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 5.7252 [2020-11-08 21:54:39,003][root][INFO] - ===> Epoch[196](5072/26): Loss 0.1077, Sem 0.2636, dir -0.5699, norm 0.4140, swav 0.0000 LR: 5.290e-02 Score 91.767 Data time: 0.1707, Forward time: 2.2712, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 5.1756 [2020-11-08 21:54:43,940][root][INFO] - ===> Epoch[196](5073/26): Loss 0.0120, Sem 0.1931, dir -0.5949, norm 0.4138, swav 0.0000 LR: 5.289e-02 Score 93.685 Data time: 0.2185, Forward time: 2.2712, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 4.8080 [2020-11-08 21:54:48,997][root][INFO] - ===> Epoch[196](5074/26): Loss 0.0722, Sem 0.2507, dir -0.5733, norm 0.3949, swav 0.0000 LR: 5.288e-02 Score 91.674 Data time: 0.1562, Forward time: 2.2711, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 4.9292 [2020-11-08 21:54:55,163][root][INFO] - ===> Epoch[196](5075/26): Loss 0.0416, Sem 0.2220, dir -0.5639, norm 0.3835, swav 0.0000 LR: 5.287e-02 Score 92.695 Data time: 0.2036, Forward time: 2.2710, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 6.0719 [2020-11-08 21:55:01,324][root][INFO] - ===> Epoch[196](5076/26): Loss 0.0597, Sem 0.2658, dir -0.5912, norm 0.3851, swav 0.0000 LR: 5.286e-02 Score 93.315 Data time: 0.1659, Forward time: 2.2709, Backward time: 3.0807, DDP time: 0.0046, Total iter time: 6.0470 [2020-11-08 21:55:07,130][root][INFO] - ===> Epoch[196](5077/26): Loss 0.0582, Sem 0.2091, dir -0.5410, norm 0.3900, swav 0.0000 LR: 5.285e-02 Score 92.882 Data time: 0.1224, Forward time: 2.2708, Backward time: 3.0809, DDP time: 0.0046, Total iter time: 5.7073 [2020-11-08 21:55:12,909][root][INFO] - ===> Epoch[196](5078/26): Loss 0.0422, Sem 0.2192, dir -0.5794, norm 0.4024, swav 0.0000 LR: 5.284e-02 Score 92.275 Data time: 0.1803, Forward time: 2.2707, Backward time: 3.0810, DDP time: 0.0046, Total iter time: 5.6659 [2020-11-08 21:55:18,602][root][INFO] - ===> Epoch[196](5079/26): Loss 0.0884, Sem 0.1957, dir -0.5164, norm 0.4091, swav 0.0000 LR: 5.283e-02 Score 93.830 Data time: 0.2576, Forward time: 2.2708, Backward time: 3.0809, DDP time: 0.0046, Total iter time: 5.5771 [2020-11-08 21:55:23,990][root][INFO] - ===> Epoch[196](5080/26): Loss 0.1191, Sem 0.2250, dir -0.5052, norm 0.3992, swav 0.0000 LR: 5.282e-02 Score 92.735 Data time: 0.2018, Forward time: 2.2708, Backward time: 3.0808, DDP time: 0.0046, Total iter time: 5.2441 [2020-11-08 21:55:28,836][root][INFO] - ===> Epoch[196](5081/26): Loss -0.0064, Sem 0.2023, dir -0.6101, norm 0.4014, swav 0.0000 LR: 5.281e-02 Score 93.500 Data time: 0.1788, Forward time: 2.2707, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 4.6866 [2020-11-08 21:55:34,130][root][INFO] - ===> Epoch[196](5082/26): Loss 0.0046, Sem 0.2168, dir -0.5828, norm 0.3705, swav 0.0000 LR: 5.280e-02 Score 93.324 Data time: 0.1900, Forward time: 2.2707, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 5.1812 [2020-11-08 21:55:38,951][root][INFO] - ===> Epoch[196](5083/26): Loss 0.0463, Sem 0.2187, dir -0.5638, norm 0.3914, swav 0.0000 LR: 5.279e-02 Score 92.673 Data time: 0.1810, Forward time: 2.2706, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 4.7319 [2020-11-08 21:55:44,599][root][INFO] - ===> Epoch[196](5084/26): Loss 0.0516, Sem 0.2165, dir -0.5680, norm 0.4030, swav 0.0000 LR: 5.278e-02 Score 92.951 Data time: 0.1743, Forward time: 2.2705, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 5.5542 [2020-11-08 21:55:51,039][root][INFO] - ===> Epoch[196](5085/26): Loss 0.1114, Sem 0.2668, dir -0.5691, norm 0.4137, swav 0.0000 LR: 5.277e-02 Score 91.795 Data time: 0.1951, Forward time: 2.2705, Backward time: 3.0808, DDP time: 0.0046, Total iter time: 6.3379 [2020-11-08 21:55:56,511][root][INFO] - ===> Epoch[196](5086/26): Loss -0.0083, Sem 0.2118, dir -0.6075, norm 0.3874, swav 0.0000 LR: 5.276e-02 Score 93.441 Data time: 0.2226, Forward time: 2.2705, Backward time: 3.0807, DDP time: 0.0046, Total iter time: 5.3585 [2020-11-08 21:56:03,891][root][INFO] - ===> Epoch[196](5087/26): Loss -0.0066, Sem 0.2208, dir -0.5898, norm 0.3624, swav 0.0000 LR: 5.275e-02 Score 93.376 Data time: 0.1672, Forward time: 2.2704, Backward time: 3.0811, DDP time: 0.0046, Total iter time: 7.2607 [2020-11-08 21:56:10,014][root][INFO] - ===> Epoch[196](5088/26): Loss 0.0896, Sem 0.1942, dir -0.5231, norm 0.4184, swav 0.0000 LR: 5.274e-02 Score 93.793 Data time: 0.1876, Forward time: 2.2704, Backward time: 3.0812, DDP time: 0.0046, Total iter time: 6.0342 [2020-11-08 21:56:15,513][root][INFO] - ===> Epoch[196](5089/26): Loss 0.0799, Sem 0.2566, dir -0.5643, norm 0.3875, swav 0.0000 LR: 5.273e-02 Score 91.246 Data time: 0.1194, Forward time: 2.2702, Backward time: 3.0814, DDP time: 0.0046, Total iter time: 5.3634 [2020-11-08 21:56:21,024][root][INFO] - ===> Epoch[196](5090/26): Loss 0.0541, Sem 0.2332, dir -0.5981, norm 0.4190, swav 0.0000 LR: 5.272e-02 Score 92.834 Data time: 0.2133, Forward time: 2.2702, Backward time: 3.0813, DDP time: 0.0046, Total iter time: 5.4601 [2020-11-08 21:56:26,733][root][INFO] - ===> Epoch[196](5091/26): Loss 0.0501, Sem 0.2145, dir -0.5750, norm 0.4107, swav 0.0000 LR: 5.272e-02 Score 93.377 Data time: 0.1735, Forward time: 2.2702, Backward time: 3.0813, DDP time: 0.0046, Total iter time: 5.6049 [2020-11-08 21:56:33,323][root][INFO] - ===> Epoch[196](5092/26): Loss 0.1369, Sem 0.2537, dir -0.5528, norm 0.4359, swav 0.0000 LR: 5.271e-02 Score 92.250 Data time: 0.1208, Forward time: 2.2700, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 6.4923 [2020-11-08 21:56:38,126][root][INFO] - ===> Epoch[196](5093/26): Loss 0.0925, Sem 0.2186, dir -0.5914, norm 0.4653, swav 0.0000 LR: 5.270e-02 Score 93.215 Data time: 0.1942, Forward time: 2.2699, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 4.7498 [2020-11-08 21:56:43,314][root][INFO] - ===> Epoch[196](5094/26): Loss -0.0338, Sem 0.2411, dir -0.6540, norm 0.3791, swav 0.0000 LR: 5.269e-02 Score 92.219 Data time: 0.2503, Forward time: 2.2700, Backward time: 3.0814, DDP time: 0.0046, Total iter time: 5.0864 [2020-11-08 21:56:51,027][root][INFO] - ===> Epoch[196](5095/26): Loss 0.0935, Sem 0.2506, dir -0.6124, norm 0.4552, swav 0.0000 LR: 5.268e-02 Score 92.322 Data time: 0.2048, Forward time: 2.2700, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 7.5899 [2020-11-08 21:56:57,090][root][INFO] - ===> Epoch[196](5096/26): Loss 0.0293, Sem 0.2446, dir -0.6428, norm 0.4274, swav 0.0000 LR: 5.267e-02 Score 92.597 Data time: 0.1776, Forward time: 2.2699, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.9514 [2020-11-08 21:57:02,421][root][INFO] - ===> Epoch[197](5097/26): Loss 0.1182, Sem 0.2273, dir -0.5102, norm 0.4011, swav 0.0000 LR: 5.266e-02 Score 92.526 Data time: 0.1694, Forward time: 2.2699, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.2392 [2020-11-08 21:57:07,571][root][INFO] - ===> Epoch[197](5098/26): Loss -0.0110, Sem 0.2112, dir -0.6207, norm 0.3984, swav 0.0000 LR: 5.265e-02 Score 93.069 Data time: 0.1931, Forward time: 2.2698, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.0426 [2020-11-08 21:57:13,135][root][INFO] - ===> Epoch[197](5099/26): Loss 0.1191, Sem 0.2659, dir -0.6061, norm 0.4593, swav 0.0000 LR: 5.264e-02 Score 93.030 Data time: 0.2543, Forward time: 2.2699, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 5.4645 [2020-11-08 21:57:18,292][root][INFO] - ===> Epoch[197](5100/26): Loss 0.0390, Sem 0.2457, dir -0.6231, norm 0.4163, swav 0.0000 LR: 5.263e-02 Score 92.800 Data time: 0.1781, Forward time: 2.2698, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 5.0252 [2020-11-08 21:57:23,894][root][INFO] - ===> Epoch[197](5101/26): Loss -0.0183, Sem 0.1964, dir -0.6152, norm 0.4005, swav 0.0000 LR: 5.262e-02 Score 93.501 Data time: 0.2358, Forward time: 2.2699, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 5.5042 [2020-11-08 21:57:29,194][root][INFO] - ===> Epoch[197](5102/26): Loss 0.0423, Sem 0.2047, dir -0.5987, norm 0.4364, swav 0.0000 LR: 5.261e-02 Score 93.959 Data time: 0.1855, Forward time: 2.2698, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 5.1859 [2020-11-08 21:57:35,591][root][INFO] - ===> Epoch[197](5103/26): Loss -0.0308, Sem 0.1951, dir -0.6048, norm 0.3789, swav 0.0000 LR: 5.260e-02 Score 93.348 Data time: 0.2749, Forward time: 2.2700, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 6.2942 [2020-11-08 21:57:40,616][root][INFO] - ===> Epoch[197](5104/26): Loss -0.0089, Sem 0.1984, dir -0.5780, norm 0.3706, swav 0.0000 LR: 5.259e-02 Score 93.061 Data time: 0.1966, Forward time: 2.2700, Backward time: 3.0815, DDP time: 0.0046, Total iter time: 4.8921 [2020-11-08 21:57:48,079][root][INFO] - ===> Epoch[197](5105/26): Loss 0.0446, Sem 0.2089, dir -0.5348, norm 0.3706, swav 0.0000 LR: 5.258e-02 Score 93.782 Data time: 0.2129, Forward time: 2.2700, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 7.3568 [2020-11-08 21:57:53,411][root][INFO] - ===> Epoch[197](5106/26): Loss 0.1017, Sem 0.1837, dir -0.5771, norm 0.4952, swav 0.0000 LR: 5.257e-02 Score 93.751 Data time: 0.1979, Forward time: 2.2699, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 5.2156 [2020-11-08 21:57:58,789][root][INFO] - ===> Epoch[197](5107/26): Loss 0.0775, Sem 0.2359, dir -0.5684, norm 0.4100, swav 0.0000 LR: 5.256e-02 Score 92.575 Data time: 0.1591, Forward time: 2.2699, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 5.2322 [2020-11-08 21:58:05,345][root][INFO] - ===> Epoch[197](5108/26): Loss 0.0389, Sem 0.1988, dir -0.5709, norm 0.4110, swav 0.0000 LR: 5.255e-02 Score 94.383 Data time: 0.1530, Forward time: 2.2697, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 6.4856 [2020-11-08 21:58:10,657][root][INFO] - ===> Epoch[197](5109/26): Loss 0.0439, Sem 0.2466, dir -0.6055, norm 0.4029, swav 0.0000 LR: 5.254e-02 Score 91.804 Data time: 0.2103, Forward time: 2.2697, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 5.2379 [2020-11-08 21:58:17,977][root][INFO] - ===> Epoch[197](5110/26): Loss 0.0123, Sem 0.2247, dir -0.6060, norm 0.3936, swav 0.0000 LR: 5.253e-02 Score 92.904 Data time: 0.1695, Forward time: 2.2696, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 7.2174 [2020-11-08 21:58:22,268][root][INFO] - ===> Epoch[197](5111/26): Loss 0.0106, Sem 0.2405, dir -0.6300, norm 0.4000, swav 0.0000 LR: 5.252e-02 Score 93.123 Data time: 0.2059, Forward time: 2.2696, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 4.1974 [2020-11-08 21:58:27,706][root][INFO] - ===> Epoch[197](5112/26): Loss 0.0305, Sem 0.2346, dir -0.6179, norm 0.4138, swav 0.0000 LR: 5.251e-02 Score 93.186 Data time: 0.2935, Forward time: 2.2697, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 5.3475 [2020-11-08 21:58:34,168][root][INFO] - ===> Epoch[197](5113/26): Loss -0.0070, Sem 0.2149, dir -0.6000, norm 0.3782, swav 0.0000 LR: 5.250e-02 Score 92.921 Data time: 0.2282, Forward time: 2.2697, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 6.3439 [2020-11-08 21:58:41,174][root][INFO] - ===> Epoch[197](5114/26): Loss 0.0433, Sem 0.2052, dir -0.5576, norm 0.3956, swav 0.0000 LR: 5.249e-02 Score 94.068 Data time: 0.2417, Forward time: 2.2698, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 6.9010 [2020-11-08 21:58:46,699][root][INFO] - ===> Epoch[197](5115/26): Loss -0.0063, Sem 0.2182, dir -0.6105, norm 0.3860, swav 0.0000 LR: 5.248e-02 Score 93.068 Data time: 0.1790, Forward time: 2.2697, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.3916 [2020-11-08 21:58:52,609][root][INFO] - ===> Epoch[197](5116/26): Loss 0.0310, Sem 0.1925, dir -0.5691, norm 0.4076, swav 0.0000 LR: 5.247e-02 Score 93.541 Data time: 0.1969, Forward time: 2.2696, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 5.8184 [2020-11-08 21:58:58,340][root][INFO] - ===> Epoch[197](5117/26): Loss 0.1153, Sem 0.2455, dir -0.5700, norm 0.4398, swav 0.0000 LR: 5.246e-02 Score 92.479 Data time: 0.2168, Forward time: 2.2697, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 5.6312 [2020-11-08 21:59:03,519][root][INFO] - ===> Epoch[197](5118/26): Loss 0.0533, Sem 0.2315, dir -0.5523, norm 0.3741, swav 0.0000 LR: 5.245e-02 Score 92.844 Data time: 0.2291, Forward time: 2.2697, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 5.0490 [2020-11-08 21:59:07,797][root][INFO] - ===> Epoch[197](5119/26): Loss -0.0181, Sem 0.1940, dir -0.6075, norm 0.3953, swav 0.0000 LR: 5.244e-02 Score 93.635 Data time: 0.1724, Forward time: 2.2696, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 4.1338 [2020-11-08 21:59:13,208][root][INFO] - ===> Epoch[197](5120/26): Loss 0.0266, Sem 0.2354, dir -0.6292, norm 0.4204, swav 0.0000 LR: 5.243e-02 Score 92.770 Data time: 0.1877, Forward time: 2.2696, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.3311 [2020-11-08 21:59:17,788][root][INFO] - ===> Epoch[197](5121/26): Loss 0.0277, Sem 0.2391, dir -0.6146, norm 0.4032, swav 0.0000 LR: 5.243e-02 Score 92.967 Data time: 0.1577, Forward time: 2.2695, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 4.4646 [2020-11-08 21:59:23,685][root][INFO] - ===> Epoch[197](5122/26): Loss 0.0350, Sem 0.2082, dir -0.5770, norm 0.4038, swav 0.0000 LR: 5.242e-02 Score 93.806 Data time: 0.1933, Forward time: 2.2695, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.8217 [2020-11-08 21:59:28,854][root][INFO] - ===> Epoch[198](5123/26): Loss 0.0126, Sem 0.1837, dir -0.5924, norm 0.4213, swav 0.0000 LR: 5.241e-02 Score 94.783 Data time: 0.1915, Forward time: 2.2694, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 5.0301 [2020-11-08 21:59:36,145][root][INFO] - ===> Epoch[198](5124/26): Loss 0.0549, Sem 0.2077, dir -0.5779, norm 0.4251, swav 0.0000 LR: 5.240e-02 Score 93.397 Data time: 0.1705, Forward time: 2.2693, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 7.1926 [2020-11-08 21:59:42,210][root][INFO] - ===> Epoch[198](5125/26): Loss 0.0317, Sem 0.2169, dir -0.6160, norm 0.4308, swav 0.0000 LR: 5.239e-02 Score 92.535 Data time: 0.2376, Forward time: 2.2694, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 5.9861 [2020-11-08 21:59:48,351][root][INFO] - ===> Epoch[198](5126/26): Loss 0.0730, Sem 0.2181, dir -0.5522, norm 0.4072, swav 0.0000 LR: 5.238e-02 Score 93.459 Data time: 0.2085, Forward time: 2.2694, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.9959 [2020-11-08 21:59:54,306][root][INFO] - ===> Epoch[198](5127/26): Loss 0.1124, Sem 0.2079, dir -0.5183, norm 0.4228, swav 0.0000 LR: 5.237e-02 Score 92.831 Data time: 0.2034, Forward time: 2.2694, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.8160 [2020-11-08 22:00:00,082][root][INFO] - ===> Epoch[198](5128/26): Loss 0.0143, Sem 0.2010, dir -0.5878, norm 0.4011, swav 0.0000 LR: 5.236e-02 Score 93.140 Data time: 0.2339, Forward time: 2.2694, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.6811 [2020-11-08 22:00:05,356][root][INFO] - ===> Epoch[198](5129/26): Loss 0.0297, Sem 0.2375, dir -0.6062, norm 0.3984, swav 0.0000 LR: 5.235e-02 Score 92.783 Data time: 0.1805, Forward time: 2.2693, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.1450 [2020-11-08 22:00:11,809][root][INFO] - ===> Epoch[198](5130/26): Loss 0.1467, Sem 0.2603, dir -0.5967, norm 0.4830, swav 0.0000 LR: 5.234e-02 Score 91.359 Data time: 0.2067, Forward time: 2.2693, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 6.3788 [2020-11-08 22:00:17,110][root][INFO] - ===> Epoch[198](5131/26): Loss 0.1029, Sem 0.2403, dir -0.5791, norm 0.4418, swav 0.0000 LR: 5.233e-02 Score 92.786 Data time: 0.2471, Forward time: 2.2694, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.1863 [2020-11-08 22:00:23,018][root][INFO] - ===> Epoch[198](5132/26): Loss 0.0631, Sem 0.2134, dir -0.5618, norm 0.4115, swav 0.0000 LR: 5.232e-02 Score 93.171 Data time: 0.2164, Forward time: 2.2694, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.7812 [2020-11-08 22:00:28,159][root][INFO] - ===> Epoch[198](5133/26): Loss 0.0110, Sem 0.1940, dir -0.6018, norm 0.4187, swav 0.0000 LR: 5.231e-02 Score 92.965 Data time: 0.1542, Forward time: 2.2693, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.0066 [2020-11-08 22:00:34,131][root][INFO] - ===> Epoch[198](5134/26): Loss 0.0406, Sem 0.2240, dir -0.6174, norm 0.4340, swav 0.0000 LR: 5.230e-02 Score 92.976 Data time: 0.2003, Forward time: 2.2692, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 5.9035 [2020-11-08 22:00:41,177][root][INFO] - ===> Epoch[198](5135/26): Loss 0.0930, Sem 0.2077, dir -0.5732, norm 0.4585, swav 0.0000 LR: 5.229e-02 Score 93.482 Data time: 0.2178, Forward time: 2.2692, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 6.9159 [2020-11-08 22:00:46,121][root][INFO] - ===> Epoch[198](5136/26): Loss 0.0284, Sem 0.2020, dir -0.5939, norm 0.4202, swav 0.0000 LR: 5.228e-02 Score 93.794 Data time: 0.2010, Forward time: 2.2692, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 4.8563 [2020-11-08 22:00:51,950][root][INFO] - ===> Epoch[198](5137/26): Loss 0.0348, Sem 0.1951, dir -0.5729, norm 0.4127, swav 0.0000 LR: 5.227e-02 Score 93.680 Data time: 0.2352, Forward time: 2.2692, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 5.7118 [2020-11-08 22:00:59,027][root][INFO] - ===> Epoch[198](5138/26): Loss 0.0338, Sem 0.1957, dir -0.5603, norm 0.3984, swav 0.0000 LR: 5.226e-02 Score 94.229 Data time: 0.2981, Forward time: 2.2694, Backward time: 3.0826, DDP time: 0.0046, Total iter time: 6.9745 [2020-11-08 22:01:05,262][root][INFO] - ===> Epoch[198](5139/26): Loss -0.0015, Sem 0.2032, dir -0.6059, norm 0.4012, swav 0.0000 LR: 5.225e-02 Score 92.988 Data time: 0.2840, Forward time: 2.2695, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 6.0546 [2020-11-08 22:01:10,906][root][INFO] - ===> Epoch[198](5140/26): Loss 0.1091, Sem 0.2325, dir -0.6039, norm 0.4805, swav 0.0000 LR: 5.224e-02 Score 92.781 Data time: 0.2214, Forward time: 2.2695, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 5.5059 [2020-11-08 22:01:15,562][root][INFO] - ===> Epoch[198](5141/26): Loss -0.0195, Sem 0.1563, dir -0.5740, norm 0.3983, swav 0.0000 LR: 5.223e-02 Score 94.911 Data time: 0.2105, Forward time: 2.2695, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 4.5207 [2020-11-08 22:01:21,049][root][INFO] - ===> Epoch[198](5142/26): Loss 0.0058, Sem 0.2085, dir -0.6084, norm 0.4057, swav 0.0000 LR: 5.222e-02 Score 92.567 Data time: 0.1933, Forward time: 2.2695, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.3748 [2020-11-08 22:01:26,923][root][INFO] - ===> Epoch[198](5143/26): Loss -0.0158, Sem 0.2051, dir -0.6480, norm 0.4271, swav 0.0000 LR: 5.221e-02 Score 93.620 Data time: 0.1922, Forward time: 2.2694, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 5.7855 [2020-11-08 22:01:32,023][root][INFO] - ===> Epoch[198](5144/26): Loss -0.0161, Sem 0.2090, dir -0.6162, norm 0.3911, swav 0.0000 LR: 5.220e-02 Score 93.328 Data time: 0.1603, Forward time: 2.2693, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 5.0184 [2020-11-08 22:01:38,207][root][INFO] - ===> Epoch[198](5145/26): Loss -0.0470, Sem 0.1847, dir -0.5867, norm 0.3550, swav 0.0000 LR: 5.219e-02 Score 93.494 Data time: 0.1466, Forward time: 2.2692, Backward time: 3.0826, DDP time: 0.0046, Total iter time: 6.1167 [2020-11-08 22:01:44,053][root][INFO] - ===> Epoch[198](5146/26): Loss -0.0397, Sem 0.2092, dir -0.6403, norm 0.3914, swav 0.0000 LR: 5.218e-02 Score 93.925 Data time: 0.1243, Forward time: 2.2690, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.8020 [2020-11-08 22:01:49,445][root][INFO] - ===> Epoch[198](5147/26): Loss 0.0672, Sem 0.2473, dir -0.5800, norm 0.3999, swav 0.0000 LR: 5.217e-02 Score 93.553 Data time: 0.1570, Forward time: 2.2689, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.3345 [2020-11-08 22:01:55,508][root][INFO] - ===> Epoch[198](5148/26): Loss -0.0106, Sem 0.2015, dir -0.6004, norm 0.3883, swav 0.0000 LR: 5.216e-02 Score 93.472 Data time: 0.1620, Forward time: 2.2689, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.9720 [2020-11-08 22:02:00,331][root][INFO] - ===> Epoch[199](5149/26): Loss -0.0084, Sem 0.2366, dir -0.6492, norm 0.4042, swav 0.0000 LR: 5.215e-02 Score 92.461 Data time: 0.1333, Forward time: 2.2687, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 4.7119 [2020-11-08 22:02:05,913][root][INFO] - ===> Epoch[199](5150/26): Loss 0.1507, Sem 0.2889, dir -0.5721, norm 0.4339, swav 0.0000 LR: 5.214e-02 Score 91.142 Data time: 0.1900, Forward time: 2.2686, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.4799 [2020-11-08 22:02:12,545][root][INFO] - ===> Epoch[199](5151/26): Loss 0.0530, Sem 0.2075, dir -0.5721, norm 0.4176, swav 0.0000 LR: 5.213e-02 Score 93.269 Data time: 0.3257, Forward time: 2.2688, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 6.5208 [2020-11-08 22:02:17,647][root][INFO] - ===> Epoch[199](5152/26): Loss -0.0238, Sem 0.1787, dir -0.5911, norm 0.3885, swav 0.0000 LR: 5.213e-02 Score 93.992 Data time: 0.1795, Forward time: 2.2688, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 4.9735 [2020-11-08 22:02:22,344][root][INFO] - ===> Epoch[199](5153/26): Loss 0.0088, Sem 0.2066, dir -0.6367, norm 0.4389, swav 0.0000 LR: 5.212e-02 Score 92.965 Data time: 0.1853, Forward time: 2.2687, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 4.5891 [2020-11-08 22:02:28,211][root][INFO] - ===> Epoch[199](5154/26): Loss 0.0743, Sem 0.2391, dir -0.5810, norm 0.4163, swav 0.0000 LR: 5.211e-02 Score 92.693 Data time: 0.2722, Forward time: 2.2688, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.7425 [2020-11-08 22:02:34,158][root][INFO] - ===> Epoch[199](5155/26): Loss 0.0655, Sem 0.2373, dir -0.5639, norm 0.3921, swav 0.0000 LR: 5.210e-02 Score 92.278 Data time: 0.2490, Forward time: 2.2688, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.8215 [2020-11-08 22:02:38,951][root][INFO] - ===> Epoch[199](5156/26): Loss -0.0894, Sem 0.1970, dir -0.6257, norm 0.3393, swav 0.0000 LR: 5.209e-02 Score 93.235 Data time: 0.2065, Forward time: 2.2688, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 4.6590 [2020-11-08 22:02:45,390][root][INFO] - ===> Epoch[199](5157/26): Loss 0.1142, Sem 0.2531, dir -0.5735, norm 0.4347, swav 0.0000 LR: 5.208e-02 Score 91.744 Data time: 0.2084, Forward time: 2.2688, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 6.3317 [2020-11-08 22:02:51,908][root][INFO] - ===> Epoch[199](5158/26): Loss 0.0550, Sem 0.2062, dir -0.5775, norm 0.4264, swav 0.0000 LR: 5.207e-02 Score 92.995 Data time: 0.2695, Forward time: 2.2688, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 6.3712 [2020-11-08 22:02:57,796][root][INFO] - ===> Epoch[199](5159/26): Loss 0.0652, Sem 0.2383, dir -0.5928, norm 0.4197, swav 0.0000 LR: 5.206e-02 Score 91.844 Data time: 0.2302, Forward time: 2.2689, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.7337 [2020-11-08 22:03:03,578][root][INFO] - ===> Epoch[199](5160/26): Loss 0.0955, Sem 0.2537, dir -0.5744, norm 0.4162, swav 0.0000 LR: 5.205e-02 Score 92.175 Data time: 0.1346, Forward time: 2.2688, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.6481 [2020-11-08 22:03:09,307][root][INFO] - ===> Epoch[199](5161/26): Loss -0.0070, Sem 0.1907, dir -0.5840, norm 0.3863, swav 0.0000 LR: 5.204e-02 Score 93.317 Data time: 0.2694, Forward time: 2.2689, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.6322 [2020-11-08 22:03:15,477][root][INFO] - ===> Epoch[199](5162/26): Loss -0.0439, Sem 0.1970, dir -0.6308, norm 0.3900, swav 0.0000 LR: 5.203e-02 Score 92.701 Data time: 0.2417, Forward time: 2.2689, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 6.0443 [2020-11-08 22:03:22,102][root][INFO] - ===> Epoch[199](5163/26): Loss -0.0069, Sem 0.1631, dir -0.5802, norm 0.4102, swav 0.0000 LR: 5.202e-02 Score 94.647 Data time: 0.2115, Forward time: 2.2689, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 6.4920 [2020-11-08 22:03:28,153][root][INFO] - ===> Epoch[199](5164/26): Loss 0.0165, Sem 0.2166, dir -0.6463, norm 0.4463, swav 0.0000 LR: 5.201e-02 Score 92.874 Data time: 0.2129, Forward time: 2.2689, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.9245 [2020-11-08 22:03:34,387][root][INFO] - ===> Epoch[199](5165/26): Loss 0.0367, Sem 0.1928, dir -0.5616, norm 0.4054, swav 0.0000 LR: 5.200e-02 Score 94.011 Data time: 0.2031, Forward time: 2.2689, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 6.0975 [2020-11-08 22:03:40,720][root][INFO] - ===> Epoch[199](5166/26): Loss 0.0327, Sem 0.2150, dir -0.6018, norm 0.4195, swav 0.0000 LR: 5.199e-02 Score 93.221 Data time: 0.1916, Forward time: 2.2689, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 6.2096 [2020-11-08 22:03:47,416][root][INFO] - ===> Epoch[199](5167/26): Loss 0.0134, Sem 0.2242, dir -0.5889, norm 0.3781, swav 0.0000 LR: 5.198e-02 Score 93.311 Data time: 0.2245, Forward time: 2.2689, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 6.6038 [2020-11-08 22:03:52,476][root][INFO] - ===> Epoch[199](5168/26): Loss 0.0165, Sem 0.2150, dir -0.6262, norm 0.4277, swav 0.0000 LR: 5.197e-02 Score 93.276 Data time: 0.2204, Forward time: 2.2690, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 4.9483 [2020-11-08 22:03:56,874][root][INFO] - ===> Epoch[199](5169/26): Loss 0.0482, Sem 0.2235, dir -0.5960, norm 0.4207, swav 0.0000 LR: 5.196e-02 Score 92.320 Data time: 0.1943, Forward time: 2.2689, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 4.2730 [2020-11-08 22:04:02,943][root][INFO] - ===> Epoch[199](5170/26): Loss 0.0157, Sem 0.2080, dir -0.6049, norm 0.4126, swav 0.0000 LR: 5.195e-02 Score 92.991 Data time: 0.1907, Forward time: 2.2689, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.9648 [2020-11-08 22:04:08,957][root][INFO] - ===> Epoch[199](5171/26): Loss 0.0722, Sem 0.2279, dir -0.5541, norm 0.3983, swav 0.0000 LR: 5.194e-02 Score 92.034 Data time: 0.1840, Forward time: 2.2688, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.8626 [2020-11-08 22:04:13,518][root][INFO] - ===> Epoch[199](5172/26): Loss 0.0273, Sem 0.2099, dir -0.5896, norm 0.4070, swav 0.0000 LR: 5.193e-02 Score 92.945 Data time: 0.2352, Forward time: 2.2688, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 4.4676 [2020-11-08 22:04:18,618][root][INFO] - ===> Epoch[199](5173/26): Loss 0.0170, Sem 0.2420, dir -0.6251, norm 0.4001, swav 0.0000 LR: 5.192e-02 Score 92.441 Data time: 0.2270, Forward time: 2.2688, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 4.9778 [2020-11-08 22:04:24,255][root][INFO] - ===> Epoch[199](5174/26): Loss 0.1047, Sem 0.2120, dir -0.5728, norm 0.4655, swav 0.0000 LR: 5.191e-02 Score 92.764 Data time: 0.1745, Forward time: 2.2687, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 5.5255 [2020-11-08 22:04:31,121][root][INFO] - ===> Epoch[200](5175/26): Loss 0.0220, Sem 0.2021, dir -0.5801, norm 0.4000, swav 0.0000 LR: 5.190e-02 Score 93.291 Data time: 0.1733, Forward time: 2.2687, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 6.7653 [2020-11-08 22:04:35,825][root][INFO] - ===> Epoch[200](5176/26): Loss 0.0582, Sem 0.2529, dir -0.6085, norm 0.4138, swav 0.0000 LR: 5.189e-02 Score 91.832 Data time: 0.1515, Forward time: 2.2685, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 4.5984 [2020-11-08 22:04:41,185][root][INFO] - ===> Epoch[200](5177/26): Loss 0.1084, Sem 0.2752, dir -0.6012, norm 0.4345, swav 0.0000 LR: 5.188e-02 Score 92.278 Data time: 0.1868, Forward time: 2.2685, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.2842 [2020-11-08 22:04:46,725][root][INFO] - ===> Epoch[200](5178/26): Loss 0.0128, Sem 0.1987, dir -0.5602, norm 0.3743, swav 0.0000 LR: 5.187e-02 Score 93.619 Data time: 0.2348, Forward time: 2.2685, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.4254 [2020-11-08 22:04:52,526][root][INFO] - ===> Epoch[200](5179/26): Loss 0.0420, Sem 0.2119, dir -0.5760, norm 0.4061, swav 0.0000 LR: 5.186e-02 Score 93.194 Data time: 0.2493, Forward time: 2.2686, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.6972 [2020-11-08 22:04:57,881][root][INFO] - ===> Epoch[200](5180/26): Loss 0.0508, Sem 0.2165, dir -0.5987, norm 0.4331, swav 0.0000 LR: 5.185e-02 Score 93.551 Data time: 0.2567, Forward time: 2.2686, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.2096 [2020-11-08 22:05:03,118][root][INFO] - ===> Epoch[200](5181/26): Loss 0.0136, Sem 0.1744, dir -0.5906, norm 0.4297, swav 0.0000 LR: 5.184e-02 Score 94.466 Data time: 0.2369, Forward time: 2.2687, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.1153 [2020-11-08 22:05:09,472][root][INFO] - ===> Epoch[200](5182/26): Loss 0.0423, Sem 0.2150, dir -0.5937, norm 0.4211, swav 0.0000 LR: 5.183e-02 Score 92.827 Data time: 0.2545, Forward time: 2.2687, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 6.2213 [2020-11-08 22:05:14,843][root][INFO] - ===> Epoch[200](5183/26): Loss 0.0713, Sem 0.2471, dir -0.5632, norm 0.3875, swav 0.0000 LR: 5.183e-02 Score 92.298 Data time: 0.2113, Forward time: 2.2687, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.2485 [2020-11-08 22:05:21,062][root][INFO] - ===> Epoch[200](5184/26): Loss 0.0339, Sem 0.2457, dir -0.6110, norm 0.3992, swav 0.0000 LR: 5.182e-02 Score 92.911 Data time: 0.2395, Forward time: 2.2688, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 6.1048 [2020-11-08 22:05:27,474][root][INFO] - ===> Epoch[200](5185/26): Loss 0.0341, Sem 0.2463, dir -0.6016, norm 0.3893, swav 0.0000 LR: 5.181e-02 Score 92.237 Data time: 0.1685, Forward time: 2.2687, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 6.2898 [2020-11-08 22:05:31,889][root][INFO] - ===> Epoch[200](5186/26): Loss 0.0106, Sem 0.2310, dir -0.6010, norm 0.3806, swav 0.0000 LR: 5.180e-02 Score 92.800 Data time: 0.2198, Forward time: 2.2686, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 4.3112 [2020-11-08 22:05:37,861][root][INFO] - ===> Epoch[200](5187/26): Loss 0.1244, Sem 0.2393, dir -0.5520, norm 0.4371, swav 0.0000 LR: 5.179e-02 Score 92.603 Data time: 0.1941, Forward time: 2.2686, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.8774 [2020-11-08 22:05:43,372][root][INFO] - ===> Epoch[200](5188/26): Loss 0.0198, Sem 0.2235, dir -0.6044, norm 0.4006, swav 0.0000 LR: 5.178e-02 Score 93.463 Data time: 0.1846, Forward time: 2.2685, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.3924 [2020-11-08 22:05:48,909][root][INFO] - ===> Epoch[200](5189/26): Loss 0.0514, Sem 0.2533, dir -0.6094, norm 0.4075, swav 0.0000 LR: 5.177e-02 Score 91.324 Data time: 0.1891, Forward time: 2.2685, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.4366 [2020-11-08 22:05:54,140][root][INFO] - ===> Epoch[200](5190/26): Loss -0.0249, Sem 0.1788, dir -0.5789, norm 0.3752, swav 0.0000 LR: 5.176e-02 Score 93.624 Data time: 0.2486, Forward time: 2.2685, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.1219 [2020-11-08 22:06:00,966][root][INFO] - ===> Epoch[200](5191/26): Loss -0.0002, Sem 0.1887, dir -0.6261, norm 0.4371, swav 0.0000 LR: 5.175e-02 Score 94.074 Data time: 0.1820, Forward time: 2.2685, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 6.7123 [2020-11-08 22:06:08,491][root][INFO] - ===> Epoch[200](5192/26): Loss 0.0208, Sem 0.1897, dir -0.5690, norm 0.4001, swav 0.0000 LR: 5.174e-02 Score 93.805 Data time: 0.3870, Forward time: 2.2687, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 7.4278 [2020-11-08 22:06:15,144][root][INFO] - ===> Epoch[200](5193/26): Loss 0.0439, Sem 0.1996, dir -0.5800, norm 0.4243, swav 0.0000 LR: 5.173e-02 Score 93.607 Data time: 0.3042, Forward time: 2.2689, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 6.5263 [2020-11-08 22:06:19,674][root][INFO] - ===> Epoch[200](5194/26): Loss -0.0445, Sem 0.1839, dir -0.6308, norm 0.4023, swav 0.0000 LR: 5.172e-02 Score 93.708 Data time: 0.1396, Forward time: 2.2688, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 4.3700 [2020-11-08 22:06:25,657][root][INFO] - ===> Epoch[200](5195/26): Loss 0.0390, Sem 0.2075, dir -0.5832, norm 0.4146, swav 0.0000 LR: 5.171e-02 Score 93.782 Data time: 0.1629, Forward time: 2.2687, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.8926 [2020-11-08 22:06:31,660][root][INFO] - ===> Epoch[200](5196/26): Loss -0.0015, Sem 0.2163, dir -0.6044, norm 0.3865, swav 0.0000 LR: 5.170e-02 Score 93.340 Data time: 0.1716, Forward time: 2.2686, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.9244 [2020-11-08 22:06:37,112][root][INFO] - ===> Epoch[200](5197/26): Loss 0.0380, Sem 0.2023, dir -0.5968, norm 0.4326, swav 0.0000 LR: 5.169e-02 Score 93.776 Data time: 0.1986, Forward time: 2.2685, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.3519 [2020-11-08 22:06:43,529][root][INFO] - ===> Epoch[200](5198/26): Loss 0.0228, Sem 0.2142, dir -0.5816, norm 0.3902, swav 0.0000 LR: 5.168e-02 Score 94.341 Data time: 0.1682, Forward time: 2.2685, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 6.3036 [2020-11-08 22:06:49,496][root][INFO] - ===> Epoch[200](5199/26): Loss -0.0107, Sem 0.1856, dir -0.5686, norm 0.3723, swav 0.0000 LR: 5.167e-02 Score 94.142 Data time: 0.1776, Forward time: 2.2684, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.8763 [2020-11-08 22:06:55,218][root][INFO] - ===> Epoch[200](5200/26): Loss 0.0126, Sem 0.1827, dir -0.5765, norm 0.4064, swav 0.0000 LR: 5.166e-02 Score 93.915 Data time: 0.1703, Forward time: 2.2683, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.5911 [2020-11-08 22:07:02,346][root][INFO] - ===> Epoch[201](5201/26): Loss 0.0884, Sem 0.2146, dir -0.5697, norm 0.4435, swav 0.0000 LR: 5.165e-02 Score 93.081 Data time: 0.2891, Forward time: 2.2684, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 7.0334 [2020-11-08 22:07:07,664][root][INFO] - ===> Epoch[201](5202/26): Loss 0.0318, Sem 0.2010, dir -0.5786, norm 0.4094, swav 0.0000 LR: 5.164e-02 Score 93.302 Data time: 0.2383, Forward time: 2.2685, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.1819 [2020-11-08 22:07:13,097][root][INFO] - ===> Epoch[201](5203/26): Loss 0.0503, Sem 0.2134, dir -0.5795, norm 0.4163, swav 0.0000 LR: 5.163e-02 Score 93.326 Data time: 0.2276, Forward time: 2.2685, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 5.3089 [2020-11-08 22:07:19,121][root][INFO] - ===> Epoch[201](5204/26): Loss -0.0645, Sem 0.1905, dir -0.6687, norm 0.4138, swav 0.0000 LR: 5.162e-02 Score 93.668 Data time: 0.1835, Forward time: 2.2685, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.8930 [2020-11-08 22:07:24,294][root][INFO] - ===> Epoch[201](5205/26): Loss 0.0488, Sem 0.2481, dir -0.6567, norm 0.4574, swav 0.0000 LR: 5.161e-02 Score 92.165 Data time: 0.2495, Forward time: 2.2685, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 5.0727 [2020-11-08 22:07:29,672][root][INFO] - ===> Epoch[201](5206/26): Loss -0.0418, Sem 0.1827, dir -0.6050, norm 0.3804, swav 0.0000 LR: 5.160e-02 Score 94.517 Data time: 0.2007, Forward time: 2.2685, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.2431 [2020-11-08 22:07:35,333][root][INFO] - ===> Epoch[201](5207/26): Loss 0.0446, Sem 0.2305, dir -0.5710, norm 0.3851, swav 0.0000 LR: 5.159e-02 Score 92.221 Data time: 0.1919, Forward time: 2.2685, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.5508 [2020-11-08 22:07:41,676][root][INFO] - ===> Epoch[201](5208/26): Loss 0.0778, Sem 0.2611, dir -0.5688, norm 0.3855, swav 0.0000 LR: 5.158e-02 Score 92.412 Data time: 0.2225, Forward time: 2.2685, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 6.2420 [2020-11-08 22:07:47,987][root][INFO] - ===> Epoch[201](5209/26): Loss 0.0037, Sem 0.2234, dir -0.6371, norm 0.4174, swav 0.0000 LR: 5.157e-02 Score 92.872 Data time: 0.1215, Forward time: 2.2683, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 6.1869 [2020-11-08 22:07:53,974][root][INFO] - ===> Epoch[201](5210/26): Loss -0.0386, Sem 0.1752, dir -0.6247, norm 0.4108, swav 0.0000 LR: 5.156e-02 Score 94.616 Data time: 0.2181, Forward time: 2.2683, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.8747 [2020-11-08 22:08:01,412][root][INFO] - ===> Epoch[201](5211/26): Loss 0.0651, Sem 0.1929, dir -0.5215, norm 0.3937, swav 0.0000 LR: 5.155e-02 Score 93.796 Data time: 0.2619, Forward time: 2.2684, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 7.2916 [2020-11-08 22:08:06,412][root][INFO] - ===> Epoch[201](5212/26): Loss -0.0039, Sem 0.1993, dir -0.5967, norm 0.3935, swav 0.0000 LR: 5.154e-02 Score 93.400 Data time: 0.2351, Forward time: 2.2684, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 4.8543 [2020-11-08 22:08:12,022][root][INFO] - ===> Epoch[201](5213/26): Loss 0.0332, Sem 0.2201, dir -0.6111, norm 0.4242, swav 0.0000 LR: 5.153e-02 Score 93.103 Data time: 0.2035, Forward time: 2.2685, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.5037 [2020-11-08 22:08:17,136][root][INFO] - ===> Epoch[201](5214/26): Loss 0.0436, Sem 0.1980, dir -0.5968, norm 0.4425, swav 0.0000 LR: 5.152e-02 Score 93.322 Data time: 0.2287, Forward time: 2.2685, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.0040 [2020-11-08 22:08:24,190][root][INFO] - ===> Epoch[201](5215/26): Loss -0.0232, Sem 0.1967, dir -0.6296, norm 0.4097, swav 0.0000 LR: 5.152e-02 Score 93.372 Data time: 0.2583, Forward time: 2.2686, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 6.9289 [2020-11-08 22:08:31,529][root][INFO] - ===> Epoch[201](5216/26): Loss -0.0838, Sem 0.1463, dir -0.5890, norm 0.3589, swav 0.0000 LR: 5.151e-02 Score 95.104 Data time: 0.2242, Forward time: 2.2686, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 7.1846 [2020-11-08 22:08:36,289][root][INFO] - ===> Epoch[201](5217/26): Loss 0.0132, Sem 0.2317, dir -0.6267, norm 0.4082, swav 0.0000 LR: 5.150e-02 Score 93.223 Data time: 0.1763, Forward time: 2.2685, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 4.6401 [2020-11-08 22:08:42,195][root][INFO] - ===> Epoch[201](5218/26): Loss 0.1290, Sem 0.2392, dir -0.5355, norm 0.4252, swav 0.0000 LR: 5.149e-02 Score 92.101 Data time: 0.1594, Forward time: 2.2684, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.8080 [2020-11-08 22:08:48,823][root][INFO] - ===> Epoch[201](5219/26): Loss 0.0445, Sem 0.2014, dir -0.5491, norm 0.3922, swav 0.0000 LR: 5.148e-02 Score 93.085 Data time: 0.2208, Forward time: 2.2684, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 6.5441 [2020-11-08 22:08:54,106][root][INFO] - ===> Epoch[201](5220/26): Loss 0.0349, Sem 0.2232, dir -0.5972, norm 0.4090, swav 0.0000 LR: 5.147e-02 Score 92.943 Data time: 0.2494, Forward time: 2.2685, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.1518 [2020-11-08 22:09:00,084][root][INFO] - ===> Epoch[201](5221/26): Loss -0.0009, Sem 0.1834, dir -0.6106, norm 0.4263, swav 0.0000 LR: 5.146e-02 Score 94.549 Data time: 0.2723, Forward time: 2.2687, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.8450 [2020-11-08 22:09:04,595][root][INFO] - ===> Epoch[201](5222/26): Loss -0.0486, Sem 0.1974, dir -0.6388, norm 0.3928, swav 0.0000 LR: 5.145e-02 Score 93.211 Data time: 0.1610, Forward time: 2.2686, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 4.3867 [2020-11-08 22:09:10,164][root][INFO] - ===> Epoch[201](5223/26): Loss 0.0579, Sem 0.2135, dir -0.5684, norm 0.4128, swav 0.0000 LR: 5.144e-02 Score 92.823 Data time: 0.2817, Forward time: 2.2687, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.4662 [2020-11-08 22:09:16,101][root][INFO] - ===> Epoch[201](5224/26): Loss -0.0608, Sem 0.1759, dir -0.6271, norm 0.3904, swav 0.0000 LR: 5.143e-02 Score 93.942 Data time: 0.2830, Forward time: 2.2688, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.8087 [2020-11-08 22:09:22,224][root][INFO] - ===> Epoch[201](5225/26): Loss 0.0386, Sem 0.2303, dir -0.5919, norm 0.4003, swav 0.0000 LR: 5.142e-02 Score 92.929 Data time: 0.1914, Forward time: 2.2688, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.9969 [2020-11-08 22:09:28,085][root][INFO] - ===> Epoch[201](5226/26): Loss 0.1213, Sem 0.2286, dir -0.5938, norm 0.4866, swav 0.0000 LR: 5.141e-02 Score 93.114 Data time: 0.2033, Forward time: 2.2688, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.7494 [2020-11-08 22:09:33,375][root][INFO] - ===> Epoch[202](5227/26): Loss 0.0189, Sem 0.1888, dir -0.5730, norm 0.4030, swav 0.0000 LR: 5.140e-02 Score 94.011 Data time: 0.1504, Forward time: 2.2687, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 5.1653 [2020-11-08 22:09:38,714][root][INFO] - ===> Epoch[202](5228/26): Loss 0.0243, Sem 0.2048, dir -0.5907, norm 0.4101, swav 0.0000 LR: 5.139e-02 Score 92.791 Data time: 0.1783, Forward time: 2.2686, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 5.2640 [2020-11-08 22:09:45,194][root][INFO] - ===> Epoch[202](5229/26): Loss 0.0122, Sem 0.1997, dir -0.5838, norm 0.3962, swav 0.0000 LR: 5.138e-02 Score 93.122 Data time: 0.1998, Forward time: 2.2686, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 6.3601 [2020-11-08 22:09:50,839][root][INFO] - ===> Epoch[202](5230/26): Loss 0.0123, Sem 0.2060, dir -0.5585, norm 0.3647, swav 0.0000 LR: 5.137e-02 Score 93.792 Data time: 0.1948, Forward time: 2.2686, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.5097 [2020-11-08 22:09:56,540][root][INFO] - ===> Epoch[202](5231/26): Loss 0.0688, Sem 0.2512, dir -0.5824, norm 0.3999, swav 0.0000 LR: 5.136e-02 Score 91.901 Data time: 0.2056, Forward time: 2.2686, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.5633 [2020-11-08 22:10:02,849][root][INFO] - ===> Epoch[202](5232/26): Loss -0.0231, Sem 0.1835, dir -0.6124, norm 0.4058, swav 0.0000 LR: 5.135e-02 Score 94.169 Data time: 0.2032, Forward time: 2.2685, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 6.1990 [2020-11-08 22:10:08,220][root][INFO] - ===> Epoch[202](5233/26): Loss -0.0313, Sem 0.1913, dir -0.6345, norm 0.4119, swav 0.0000 LR: 5.134e-02 Score 94.314 Data time: 0.2807, Forward time: 2.2686, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.2457 [2020-11-08 22:10:16,502][root][INFO] - ===> Epoch[202](5234/26): Loss -0.0056, Sem 0.2415, dir -0.6307, norm 0.3835, swav 0.0000 LR: 5.133e-02 Score 92.089 Data time: 0.1578, Forward time: 2.2685, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 8.1385 [2020-11-08 22:10:21,942][root][INFO] - ===> Epoch[202](5235/26): Loss 0.0421, Sem 0.2086, dir -0.5686, norm 0.4020, swav 0.0000 LR: 5.132e-02 Score 94.067 Data time: 0.1524, Forward time: 2.2683, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.3444 [2020-11-08 22:10:27,384][root][INFO] - ===> Epoch[202](5236/26): Loss 0.0979, Sem 0.2458, dir -0.5584, norm 0.4106, swav 0.0000 LR: 5.131e-02 Score 92.566 Data time: 0.2315, Forward time: 2.2684, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 5.3386 [2020-11-08 22:10:33,082][root][INFO] - ===> Epoch[202](5237/26): Loss -0.0540, Sem 0.1816, dir -0.6212, norm 0.3856, swav 0.0000 LR: 5.130e-02 Score 94.142 Data time: 0.1870, Forward time: 2.2683, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.5733 [2020-11-08 22:10:39,929][root][INFO] - ===> Epoch[202](5238/26): Loss 0.0162, Sem 0.2370, dir -0.6193, norm 0.3984, swav 0.0000 LR: 5.129e-02 Score 92.682 Data time: 0.2201, Forward time: 2.2683, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 6.7289 [2020-11-08 22:10:44,496][root][INFO] - ===> Epoch[202](5239/26): Loss -0.0864, Sem 0.1622, dir -0.6199, norm 0.3712, swav 0.0000 LR: 5.128e-02 Score 94.988 Data time: 0.1283, Forward time: 2.2682, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 4.4558 [2020-11-08 22:10:50,383][root][INFO] - ===> Epoch[202](5240/26): Loss -0.0216, Sem 0.1623, dir -0.5711, norm 0.3872, swav 0.0000 LR: 5.127e-02 Score 94.534 Data time: 0.2161, Forward time: 2.2682, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 5.8305 [2020-11-08 22:10:55,535][root][INFO] - ===> Epoch[202](5241/26): Loss -0.0468, Sem 0.1985, dir -0.6428, norm 0.3975, swav 0.0000 LR: 5.126e-02 Score 93.945 Data time: 0.2029, Forward time: 2.2681, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 5.0265 [2020-11-08 22:11:01,120][root][INFO] - ===> Epoch[202](5242/26): Loss 0.0337, Sem 0.2179, dir -0.5823, norm 0.3982, swav 0.0000 LR: 5.125e-02 Score 92.450 Data time: 0.2653, Forward time: 2.2682, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 5.4829 [2020-11-08 22:11:07,031][root][INFO] - ===> Epoch[202](5243/26): Loss -0.0065, Sem 0.2060, dir -0.6113, norm 0.3989, swav 0.0000 LR: 5.124e-02 Score 93.501 Data time: 0.1964, Forward time: 2.2682, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.7926 [2020-11-08 22:11:14,334][root][INFO] - ===> Epoch[202](5244/26): Loss 0.0185, Sem 0.1836, dir -0.6118, norm 0.4468, swav 0.0000 LR: 5.123e-02 Score 93.123 Data time: 0.2202, Forward time: 2.2682, Backward time: 3.0847, DDP time: 0.0046, Total iter time: 7.1917 [2020-11-08 22:11:19,481][root][INFO] - ===> Epoch[202](5245/26): Loss -0.0039, Sem 0.1919, dir -0.6235, norm 0.4277, swav 0.0000 LR: 5.122e-02 Score 93.997 Data time: 0.2220, Forward time: 2.2683, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 5.0194 [2020-11-08 22:11:25,353][root][INFO] - ===> Epoch[202](5246/26): Loss 0.1061, Sem 0.2252, dir -0.5596, norm 0.4405, swav 0.0000 LR: 5.121e-02 Score 92.374 Data time: 0.1371, Forward time: 2.2681, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 5.7535 [2020-11-08 22:11:31,651][root][INFO] - ===> Epoch[202](5247/26): Loss -0.0485, Sem 0.1795, dir -0.6137, norm 0.3857, swav 0.0000 LR: 5.121e-02 Score 94.319 Data time: 0.1843, Forward time: 2.2680, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 6.2201 [2020-11-08 22:11:37,339][root][INFO] - ===> Epoch[202](5248/26): Loss -0.0151, Sem 0.1882, dir -0.5729, norm 0.3696, swav 0.0000 LR: 5.120e-02 Score 93.597 Data time: 0.2298, Forward time: 2.2681, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 5.5842 [2020-11-08 22:11:42,434][root][INFO] - ===> Epoch[202](5249/26): Loss 0.0045, Sem 0.2226, dir -0.6213, norm 0.4032, swav 0.0000 LR: 5.119e-02 Score 93.569 Data time: 0.2241, Forward time: 2.2681, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 4.9631 [2020-11-08 22:11:49,620][root][INFO] - ===> Epoch[202](5250/26): Loss 0.0195, Sem 0.2393, dir -0.6114, norm 0.3917, swav 0.0000 LR: 5.118e-02 Score 91.910 Data time: 0.3464, Forward time: 2.2683, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 7.0698 [2020-11-08 22:11:55,474][root][INFO] - ===> Epoch[202](5251/26): Loss 0.0075, Sem 0.2033, dir -0.5849, norm 0.3891, swav 0.0000 LR: 5.117e-02 Score 93.734 Data time: 0.1886, Forward time: 2.2683, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 5.6976 [2020-11-08 22:12:01,698][root][INFO] - ===> Epoch[202](5252/26): Loss 0.0185, Sem 0.2191, dir -0.6111, norm 0.4105, swav 0.0000 LR: 5.116e-02 Score 92.696 Data time: 0.2016, Forward time: 2.2682, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 6.0813 [2020-11-08 22:12:07,516][root][INFO] - ===> Epoch[203](5253/26): Loss 0.0361, Sem 0.2090, dir -0.5740, norm 0.4011, swav 0.0000 LR: 5.115e-02 Score 92.446 Data time: 0.2973, Forward time: 2.2683, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 5.7155 [2020-11-08 22:12:13,276][root][INFO] - ===> Epoch[203](5254/26): Loss 0.0178, Sem 0.2285, dir -0.6275, norm 0.4169, swav 0.0000 LR: 5.114e-02 Score 93.626 Data time: 0.1750, Forward time: 2.2683, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.6228 [2020-11-08 22:12:18,840][root][INFO] - ===> Epoch[203](5255/26): Loss -0.0253, Sem 0.1849, dir -0.5740, norm 0.3637, swav 0.0000 LR: 5.113e-02 Score 94.352 Data time: 0.2123, Forward time: 2.2683, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 5.4562 [2020-11-08 22:12:25,328][root][INFO] - ===> Epoch[203](5256/26): Loss 0.0597, Sem 0.1899, dir -0.5484, norm 0.4182, swav 0.0000 LR: 5.112e-02 Score 94.034 Data time: 0.1357, Forward time: 2.2681, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 6.3478 [2020-11-08 22:12:30,789][root][INFO] - ===> Epoch[203](5257/26): Loss 0.0420, Sem 0.2504, dir -0.5991, norm 0.3908, swav 0.0000 LR: 5.111e-02 Score 91.545 Data time: 0.1240, Forward time: 2.2680, Backward time: 3.0854, DDP time: 0.0046, Total iter time: 5.3539 [2020-11-08 22:12:36,576][root][INFO] - ===> Epoch[203](5258/26): Loss 0.0860, Sem 0.2206, dir -0.5789, norm 0.4443, swav 0.0000 LR: 5.110e-02 Score 93.215 Data time: 0.1722, Forward time: 2.2679, Backward time: 3.0854, DDP time: 0.0046, Total iter time: 5.7113 [2020-11-08 22:12:42,203][root][INFO] - ===> Epoch[203](5259/26): Loss 0.1364, Sem 0.2585, dir -0.5399, norm 0.4178, swav 0.0000 LR: 5.109e-02 Score 91.572 Data time: 0.1822, Forward time: 2.2678, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.5101 [2020-11-08 22:12:48,043][root][INFO] - ===> Epoch[203](5260/26): Loss -0.0463, Sem 0.2128, dir -0.6359, norm 0.3768, swav 0.0000 LR: 5.108e-02 Score 93.192 Data time: 0.1902, Forward time: 2.2678, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.7201 [2020-11-08 22:12:52,684][root][INFO] - ===> Epoch[203](5261/26): Loss 0.0533, Sem 0.2049, dir -0.5441, norm 0.3926, swav 0.0000 LR: 5.107e-02 Score 93.154 Data time: 0.2054, Forward time: 2.2677, Backward time: 3.0854, DDP time: 0.0046, Total iter time: 4.5279 [2020-11-08 22:12:58,612][root][INFO] - ===> Epoch[203](5262/26): Loss 0.0178, Sem 0.2203, dir -0.6169, norm 0.4143, swav 0.0000 LR: 5.106e-02 Score 93.283 Data time: 0.1628, Forward time: 2.2676, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.8268 [2020-11-08 22:13:04,550][root][INFO] - ===> Epoch[203](5263/26): Loss 0.0467, Sem 0.2079, dir -0.5467, norm 0.3856, swav 0.0000 LR: 5.105e-02 Score 93.605 Data time: 0.2261, Forward time: 2.2676, Backward time: 3.0856, DDP time: 0.0046, Total iter time: 5.8317 [2020-11-08 22:13:10,005][root][INFO] - ===> Epoch[203](5264/26): Loss 0.1069, Sem 0.2740, dir -0.5837, norm 0.4167, swav 0.0000 LR: 5.104e-02 Score 91.227 Data time: 0.1838, Forward time: 2.2675, Backward time: 3.0856, DDP time: 0.0046, Total iter time: 5.3210 [2020-11-08 22:13:16,624][root][INFO] - ===> Epoch[203](5265/26): Loss 0.0223, Sem 0.2187, dir -0.6018, norm 0.4054, swav 0.0000 LR: 5.103e-02 Score 92.287 Data time: 0.2031, Forward time: 2.2675, Backward time: 3.0857, DDP time: 0.0046, Total iter time: 6.5328 [2020-11-08 22:13:21,246][root][INFO] - ===> Epoch[203](5266/26): Loss -0.0208, Sem 0.1986, dir -0.6001, norm 0.3807, swav 0.0000 LR: 5.102e-02 Score 93.754 Data time: 0.1226, Forward time: 2.2674, Backward time: 3.0857, DDP time: 0.0046, Total iter time: 4.4880 [2020-11-08 22:13:26,441][root][INFO] - ===> Epoch[203](5267/26): Loss -0.0190, Sem 0.1970, dir -0.5933, norm 0.3774, swav 0.0000 LR: 5.101e-02 Score 93.695 Data time: 0.1681, Forward time: 2.2673, Backward time: 3.0857, DDP time: 0.0046, Total iter time: 5.0990 [2020-11-08 22:13:32,012][root][INFO] - ===> Epoch[203](5268/26): Loss 0.0047, Sem 0.1868, dir -0.5885, norm 0.4064, swav 0.0000 LR: 5.100e-02 Score 93.188 Data time: 0.1897, Forward time: 2.2672, Backward time: 3.0857, DDP time: 0.0046, Total iter time: 5.4605 [2020-11-08 22:13:36,897][root][INFO] - ===> Epoch[203](5269/26): Loss -0.0017, Sem 0.2066, dir -0.6266, norm 0.4183, swav 0.0000 LR: 5.099e-02 Score 93.392 Data time: 0.2243, Forward time: 2.2672, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 4.7602 [2020-11-08 22:13:42,710][root][INFO] - ===> Epoch[203](5270/26): Loss -0.0084, Sem 0.2134, dir -0.5967, norm 0.3749, swav 0.0000 LR: 5.098e-02 Score 92.765 Data time: 0.2391, Forward time: 2.2673, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.6896 [2020-11-08 22:13:49,684][root][INFO] - ===> Epoch[203](5271/26): Loss 0.0109, Sem 0.1898, dir -0.5793, norm 0.4004, swav 0.0000 LR: 5.097e-02 Score 93.667 Data time: 0.3340, Forward time: 2.2675, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 6.8529 [2020-11-08 22:13:54,955][root][INFO] - ===> Epoch[203](5272/26): Loss 0.0351, Sem 0.2176, dir -0.6239, norm 0.4414, swav 0.0000 LR: 5.096e-02 Score 91.764 Data time: 0.1550, Forward time: 2.2674, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.1294 [2020-11-08 22:14:00,600][root][INFO] - ===> Epoch[203](5273/26): Loss -0.0094, Sem 0.2075, dir -0.5968, norm 0.3798, swav 0.0000 LR: 5.095e-02 Score 93.197 Data time: 0.1953, Forward time: 2.2674, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.5287 [2020-11-08 22:14:07,470][root][INFO] - ===> Epoch[203](5274/26): Loss -0.0055, Sem 0.2176, dir -0.6091, norm 0.3860, swav 0.0000 LR: 5.094e-02 Score 92.855 Data time: 0.1401, Forward time: 2.2673, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 6.7635 [2020-11-08 22:14:12,937][root][INFO] - ===> Epoch[203](5275/26): Loss 0.0233, Sem 0.2424, dir -0.6195, norm 0.4004, swav 0.0000 LR: 5.093e-02 Score 93.425 Data time: 0.1844, Forward time: 2.2672, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 5.4138 [2020-11-08 22:14:18,396][root][INFO] - ===> Epoch[203](5276/26): Loss -0.0476, Sem 0.1614, dir -0.6106, norm 0.4016, swav 0.0000 LR: 5.092e-02 Score 94.818 Data time: 0.2386, Forward time: 2.2673, Backward time: 3.0857, DDP time: 0.0046, Total iter time: 5.3462 [2020-11-08 22:14:24,158][root][INFO] - ===> Epoch[203](5277/26): Loss 0.0606, Sem 0.2441, dir -0.6008, norm 0.4173, swav 0.0000 LR: 5.091e-02 Score 92.310 Data time: 0.1990, Forward time: 2.2673, Backward time: 3.0857, DDP time: 0.0046, Total iter time: 5.6321 [2020-11-08 22:14:29,566][root][INFO] - ===> Epoch[203](5278/26): Loss 0.0446, Sem 0.2158, dir -0.5761, norm 0.4049, swav 0.0000 LR: 5.090e-02 Score 93.464 Data time: 0.2260, Forward time: 2.2673, Backward time: 3.0856, DDP time: 0.0046, Total iter time: 5.2714 [2020-11-08 22:14:35,844][root][INFO] - ===> Epoch[204](5279/26): Loss 0.0165, Sem 0.1947, dir -0.5598, norm 0.3816, swav 0.0000 LR: 5.089e-02 Score 93.501 Data time: 0.1651, Forward time: 2.2672, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 6.1555 [2020-11-08 22:14:41,875][root][INFO] - ===> Epoch[204](5280/26): Loss -0.0021, Sem 0.1851, dir -0.5999, norm 0.4127, swav 0.0000 LR: 5.089e-02 Score 93.854 Data time: 0.2414, Forward time: 2.2673, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 5.9361 [2020-11-08 22:14:47,887][root][INFO] - ===> Epoch[204](5281/26): Loss 0.0935, Sem 0.2361, dir -0.5555, norm 0.4129, swav 0.0000 LR: 5.088e-02 Score 92.444 Data time: 0.2290, Forward time: 2.2673, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 5.8826 [2020-11-08 22:14:53,167][root][INFO] - ===> Epoch[204](5282/26): Loss -0.0439, Sem 0.1550, dir -0.5862, norm 0.3873, swav 0.0000 LR: 5.087e-02 Score 94.693 Data time: 0.1871, Forward time: 2.2673, Backward time: 3.0857, DDP time: 0.0046, Total iter time: 5.1671 [2020-11-08 22:14:59,028][root][INFO] - ===> Epoch[204](5283/26): Loss 0.0565, Sem 0.2253, dir -0.5729, norm 0.4042, swav 0.0000 LR: 5.086e-02 Score 93.377 Data time: 0.1819, Forward time: 2.2672, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 5.7488 [2020-11-08 22:15:05,544][root][INFO] - ===> Epoch[204](5284/26): Loss -0.0080, Sem 0.1896, dir -0.5984, norm 0.4008, swav 0.0000 LR: 5.085e-02 Score 93.995 Data time: 0.2197, Forward time: 2.2672, Backward time: 3.0860, DDP time: 0.0046, Total iter time: 6.4299 [2020-11-08 22:15:10,955][root][INFO] - ===> Epoch[204](5285/26): Loss -0.0331, Sem 0.1676, dir -0.6087, norm 0.4080, swav 0.0000 LR: 5.084e-02 Score 94.607 Data time: 0.1911, Forward time: 2.2672, Backward time: 3.0859, DDP time: 0.0046, Total iter time: 5.2971 [2020-11-08 22:15:19,259][root][INFO] - ===> Epoch[204](5286/26): Loss 0.0238, Sem 0.2296, dir -0.5729, norm 0.3671, swav 0.0000 LR: 5.083e-02 Score 92.581 Data time: 0.1467, Forward time: 2.2671, Backward time: 3.0865, DDP time: 0.0046, Total iter time: 8.2123 [2020-11-08 22:15:24,136][root][INFO] - ===> Epoch[204](5287/26): Loss 0.0640, Sem 0.1845, dir -0.5860, norm 0.4655, swav 0.0000 LR: 5.082e-02 Score 93.675 Data time: 0.1833, Forward time: 2.2670, Backward time: 3.0864, DDP time: 0.0046, Total iter time: 4.7853 [2020-11-08 22:15:30,127][root][INFO] - ===> Epoch[204](5288/26): Loss 0.0359, Sem 0.2074, dir -0.6095, norm 0.4380, swav 0.0000 LR: 5.081e-02 Score 93.791 Data time: 0.1804, Forward time: 2.2670, Backward time: 3.0865, DDP time: 0.0046, Total iter time: 5.8834 [2020-11-08 22:15:35,339][root][INFO] - ===> Epoch[204](5289/26): Loss -0.0703, Sem 0.1643, dir -0.6153, norm 0.3807, swav 0.0000 LR: 5.080e-02 Score 95.189 Data time: 0.1893, Forward time: 2.2669, Backward time: 3.0865, DDP time: 0.0046, Total iter time: 5.0942 [2020-11-08 22:15:40,871][root][INFO] - ===> Epoch[204](5290/26): Loss 0.0003, Sem 0.1917, dir -0.5957, norm 0.4043, swav 0.0000 LR: 5.079e-02 Score 93.726 Data time: 0.1978, Forward time: 2.2669, Backward time: 3.0865, DDP time: 0.0046, Total iter time: 5.4076 [2020-11-08 22:15:46,272][root][INFO] - ===> Epoch[204](5291/26): Loss 0.0147, Sem 0.1866, dir -0.5728, norm 0.4009, swav 0.0000 LR: 5.078e-02 Score 94.179 Data time: 0.2613, Forward time: 2.2670, Backward time: 3.0863, DDP time: 0.0046, Total iter time: 5.2817 [2020-11-08 22:15:51,728][root][INFO] - ===> Epoch[204](5292/26): Loss 0.0165, Sem 0.2082, dir -0.6063, norm 0.4146, swav 0.0000 LR: 5.077e-02 Score 93.523 Data time: 0.2537, Forward time: 2.2671, Backward time: 3.0862, DDP time: 0.0046, Total iter time: 5.3354 [2020-11-08 22:15:56,918][root][INFO] - ===> Epoch[204](5293/26): Loss 0.0829, Sem 0.2239, dir -0.5401, norm 0.3991, swav 0.0000 LR: 5.076e-02 Score 93.252 Data time: 0.2387, Forward time: 2.2671, Backward time: 3.0860, DDP time: 0.0046, Total iter time: 5.0639 [2020-11-08 22:16:02,213][root][INFO] - ===> Epoch[204](5294/26): Loss 0.1082, Sem 0.1802, dir -0.5092, norm 0.4372, swav 0.0000 LR: 5.075e-02 Score 94.414 Data time: 0.2126, Forward time: 2.2671, Backward time: 3.0859, DDP time: 0.0046, Total iter time: 5.1848 [2020-11-08 22:16:08,385][root][INFO] - ===> Epoch[204](5295/26): Loss 0.2360, Sem 0.3024, dir -0.5346, norm 0.4682, swav 0.0000 LR: 5.074e-02 Score 91.623 Data time: 0.2611, Forward time: 2.2672, Backward time: 3.0859, DDP time: 0.0046, Total iter time: 6.0622 [2020-11-08 22:16:14,474][root][INFO] - ===> Epoch[204](5296/26): Loss 0.0378, Sem 0.2003, dir -0.5916, norm 0.4290, swav 0.0000 LR: 5.073e-02 Score 93.661 Data time: 0.2220, Forward time: 2.2672, Backward time: 3.0859, DDP time: 0.0046, Total iter time: 5.9584 [2020-11-08 22:16:19,589][root][INFO] - ===> Epoch[204](5297/26): Loss 0.0858, Sem 0.2257, dir -0.6013, norm 0.4614, swav 0.0000 LR: 5.072e-02 Score 92.779 Data time: 0.2301, Forward time: 2.2673, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 5.0084 [2020-11-08 22:16:25,524][root][INFO] - ===> Epoch[204](5298/26): Loss 0.1495, Sem 0.2450, dir -0.5389, norm 0.4434, swav 0.0000 LR: 5.071e-02 Score 92.844 Data time: 0.2027, Forward time: 2.2673, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 5.7997 [2020-11-08 22:16:31,735][root][INFO] - ===> Epoch[204](5299/26): Loss -0.0130, Sem 0.2027, dir -0.6142, norm 0.3984, swav 0.0000 LR: 5.070e-02 Score 93.216 Data time: 0.2616, Forward time: 2.2674, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 6.0643 [2020-11-08 22:16:37,496][root][INFO] - ===> Epoch[204](5300/26): Loss -0.0129, Sem 0.2031, dir -0.6134, norm 0.3974, swav 0.0000 LR: 5.069e-02 Score 93.578 Data time: 0.1979, Forward time: 2.2674, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 5.6409 [2020-11-08 22:16:42,846][root][INFO] - ===> Epoch[204](5301/26): Loss 0.1583, Sem 0.2600, dir -0.5491, norm 0.4474, swav 0.0000 LR: 5.068e-02 Score 92.319 Data time: 0.1882, Forward time: 2.2673, Backward time: 3.0858, DDP time: 0.0046, Total iter time: 5.2422 [2020-11-08 22:16:48,271][root][INFO] - ===> Epoch[204](5302/26): Loss 0.0114, Sem 0.2173, dir -0.6035, norm 0.3976, swav 0.0000 LR: 5.067e-02 Score 92.730 Data time: 0.2202, Forward time: 2.2673, Backward time: 3.0857, DDP time: 0.0046, Total iter time: 5.3428 [2020-11-08 22:16:54,412][root][INFO] - ===> Epoch[204](5303/26): Loss 0.0752, Sem 0.2160, dir -0.5849, norm 0.4441, swav 0.0000 LR: 5.066e-02 Score 93.023 Data time: 0.2751, Forward time: 2.2674, Backward time: 3.0857, DDP time: 0.0046, Total iter time: 6.0081 [2020-11-08 22:16:59,791][root][INFO] - ===> Epoch[204](5304/26): Loss 0.2003, Sem 0.2471, dir -0.5091, norm 0.4623, swav 0.0000 LR: 5.065e-02 Score 91.905 Data time: 0.2168, Forward time: 2.2674, Backward time: 3.0856, DDP time: 0.0046, Total iter time: 5.2235 [2020-11-08 22:17:05,863][root][INFO] - ===> Epoch[205](5305/26): Loss 0.1220, Sem 0.2678, dir -0.5932, norm 0.4474, swav 0.0000 LR: 5.064e-02 Score 91.207 Data time: 0.3444, Forward time: 2.2676, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.9568 [2020-11-08 22:17:11,952][root][INFO] - ===> Epoch[205](5306/26): Loss 0.0385, Sem 0.2295, dir -0.6018, norm 0.4109, swav 0.0000 LR: 5.063e-02 Score 92.276 Data time: 0.2039, Forward time: 2.2676, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.9467 [2020-11-08 22:17:17,232][root][INFO] - ===> Epoch[205](5307/26): Loss 0.0386, Sem 0.2288, dir -0.5858, norm 0.3956, swav 0.0000 LR: 5.062e-02 Score 92.046 Data time: 0.1784, Forward time: 2.2675, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.1680 [2020-11-08 22:17:22,280][root][INFO] - ===> Epoch[205](5308/26): Loss 0.0003, Sem 0.1918, dir -0.6044, norm 0.4129, swav 0.0000 LR: 5.061e-02 Score 93.691 Data time: 0.2164, Forward time: 2.2675, Backward time: 3.0854, DDP time: 0.0046, Total iter time: 4.9455 [2020-11-08 22:17:27,255][root][INFO] - ===> Epoch[205](5309/26): Loss 0.0082, Sem 0.2123, dir -0.5960, norm 0.3919, swav 0.0000 LR: 5.060e-02 Score 93.149 Data time: 0.2103, Forward time: 2.2675, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 4.8488 [2020-11-08 22:17:33,936][root][INFO] - ===> Epoch[205](5310/26): Loss 0.0422, Sem 0.2032, dir -0.5682, norm 0.4072, swav 0.0000 LR: 5.059e-02 Score 93.375 Data time: 0.3402, Forward time: 2.2677, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 6.5568 [2020-11-08 22:17:39,701][root][INFO] - ===> Epoch[205](5311/26): Loss 0.0930, Sem 0.2519, dir -0.5697, norm 0.4108, swav 0.0000 LR: 5.058e-02 Score 91.783 Data time: 0.2540, Forward time: 2.2678, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.5979 [2020-11-08 22:17:44,898][root][INFO] - ===> Epoch[205](5312/26): Loss 0.0950, Sem 0.2335, dir -0.5400, norm 0.4015, swav 0.0000 LR: 5.057e-02 Score 92.764 Data time: 0.1665, Forward time: 2.2677, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.0407 [2020-11-08 22:17:50,438][root][INFO] - ===> Epoch[205](5313/26): Loss 0.0199, Sem 0.1875, dir -0.5704, norm 0.4028, swav 0.0000 LR: 5.056e-02 Score 94.049 Data time: 0.2211, Forward time: 2.2677, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.4194 [2020-11-08 22:17:56,017][root][INFO] - ===> Epoch[205](5314/26): Loss 0.0103, Sem 0.2167, dir -0.6171, norm 0.4107, swav 0.0000 LR: 5.056e-02 Score 92.808 Data time: 0.1729, Forward time: 2.2677, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.4601 [2020-11-08 22:18:02,006][root][INFO] - ===> Epoch[205](5315/26): Loss 0.0996, Sem 0.2166, dir -0.5324, norm 0.4154, swav 0.0000 LR: 5.055e-02 Score 93.775 Data time: 0.2249, Forward time: 2.2677, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.8791 [2020-11-08 22:18:07,946][root][INFO] - ===> Epoch[205](5316/26): Loss 0.0533, Sem 0.2315, dir -0.5926, norm 0.4145, swav 0.0000 LR: 5.054e-02 Score 93.427 Data time: 0.2272, Forward time: 2.2677, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.8032 [2020-11-08 22:18:12,324][root][INFO] - ===> Epoch[205](5317/26): Loss 0.0062, Sem 0.2148, dir -0.6150, norm 0.4064, swav 0.0000 LR: 5.053e-02 Score 93.409 Data time: 0.2000, Forward time: 2.2677, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 4.2412 [2020-11-08 22:18:17,594][root][INFO] - ===> Epoch[205](5318/26): Loss 0.0414, Sem 0.2152, dir -0.5490, norm 0.3752, swav 0.0000 LR: 5.052e-02 Score 92.610 Data time: 0.1770, Forward time: 2.2676, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 5.1563 [2020-11-08 22:18:21,951][root][INFO] - ===> Epoch[205](5319/26): Loss 0.0513, Sem 0.2078, dir -0.6089, norm 0.4524, swav 0.0000 LR: 5.051e-02 Score 92.725 Data time: 0.1802, Forward time: 2.2676, Backward time: 3.0847, DDP time: 0.0046, Total iter time: 4.2579 [2020-11-08 22:18:27,486][root][INFO] - ===> Epoch[205](5320/26): Loss 0.0393, Sem 0.1882, dir -0.5766, norm 0.4277, swav 0.0000 LR: 5.050e-02 Score 94.462 Data time: 0.2045, Forward time: 2.2675, Backward time: 3.0847, DDP time: 0.0046, Total iter time: 5.4350 [2020-11-08 22:18:32,826][root][INFO] - ===> Epoch[205](5321/26): Loss 0.0999, Sem 0.2085, dir -0.5520, norm 0.4435, swav 0.0000 LR: 5.049e-02 Score 93.183 Data time: 0.2297, Forward time: 2.2676, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.2026 [2020-11-08 22:18:38,630][root][INFO] - ===> Epoch[205](5322/26): Loss 0.0399, Sem 0.1946, dir -0.5785, norm 0.4238, swav 0.0000 LR: 5.048e-02 Score 93.668 Data time: 0.2424, Forward time: 2.2676, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.6390 [2020-11-08 22:18:45,107][root][INFO] - ===> Epoch[205](5323/26): Loss 0.0245, Sem 0.2095, dir -0.5722, norm 0.3872, swav 0.0000 LR: 5.047e-02 Score 92.587 Data time: 0.1189, Forward time: 2.2675, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 6.3590 [2020-11-08 22:18:51,238][root][INFO] - ===> Epoch[205](5324/26): Loss 0.0162, Sem 0.2193, dir -0.6262, norm 0.4231, swav 0.0000 LR: 5.046e-02 Score 92.915 Data time: 0.1672, Forward time: 2.2673, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 6.0182 [2020-11-08 22:18:58,589][root][INFO] - ===> Epoch[205](5325/26): Loss 0.1102, Sem 0.2877, dir -0.6256, norm 0.4480, swav 0.0000 LR: 5.045e-02 Score 90.302 Data time: 0.1964, Forward time: 2.2673, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 7.2216 [2020-11-08 22:19:03,460][root][INFO] - ===> Epoch[205](5326/26): Loss 0.0611, Sem 0.2462, dir -0.5943, norm 0.4092, swav 0.0000 LR: 5.044e-02 Score 93.114 Data time: 0.2264, Forward time: 2.2673, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 4.7279 [2020-11-08 22:19:08,649][root][INFO] - ===> Epoch[205](5327/26): Loss 0.0656, Sem 0.2367, dir -0.5780, norm 0.4069, swav 0.0000 LR: 5.043e-02 Score 92.464 Data time: 0.1706, Forward time: 2.2673, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.0524 [2020-11-08 22:19:14,638][root][INFO] - ===> Epoch[205](5328/26): Loss 0.0473, Sem 0.2196, dir -0.5648, norm 0.3925, swav 0.0000 LR: 5.042e-02 Score 92.671 Data time: 0.2315, Forward time: 2.2673, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.8672 [2020-11-08 22:19:19,814][root][INFO] - ===> Epoch[205](5329/26): Loss 0.0576, Sem 0.2075, dir -0.5413, norm 0.3914, swav 0.0000 LR: 5.041e-02 Score 93.519 Data time: 0.2308, Forward time: 2.2673, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.0376 [2020-11-08 22:19:25,456][root][INFO] - ===> Epoch[205](5330/26): Loss 0.0471, Sem 0.2079, dir -0.5629, norm 0.4021, swav 0.0000 LR: 5.040e-02 Score 92.934 Data time: 0.1577, Forward time: 2.2672, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.5339 [2020-11-08 22:19:31,379][root][INFO] - ===> Epoch[206](5331/26): Loss 0.0308, Sem 0.2124, dir -0.5930, norm 0.4114, swav 0.0000 LR: 5.039e-02 Score 92.724 Data time: 0.1938, Forward time: 2.2672, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.8354 [2020-11-08 22:19:37,729][root][INFO] - ===> Epoch[206](5332/26): Loss 0.0999, Sem 0.2597, dir -0.5960, norm 0.4363, swav 0.0000 LR: 5.038e-02 Score 92.588 Data time: 0.3182, Forward time: 2.2673, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 6.2444 [2020-11-08 22:19:44,168][root][INFO] - ===> Epoch[206](5333/26): Loss 0.1037, Sem 0.2818, dir -0.6150, norm 0.4370, swav 0.0000 LR: 5.037e-02 Score 91.342 Data time: 0.1994, Forward time: 2.2673, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 6.3195 [2020-11-08 22:19:50,207][root][INFO] - ===> Epoch[206](5334/26): Loss -0.0200, Sem 0.1742, dir -0.5831, norm 0.3888, swav 0.0000 LR: 5.036e-02 Score 94.227 Data time: 0.2051, Forward time: 2.2673, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 5.9203 [2020-11-08 22:19:56,079][root][INFO] - ===> Epoch[206](5335/26): Loss -0.0302, Sem 0.1717, dir -0.6153, norm 0.4134, swav 0.0000 LR: 5.035e-02 Score 95.354 Data time: 0.1747, Forward time: 2.2673, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 5.7398 [2020-11-08 22:20:01,411][root][INFO] - ===> Epoch[206](5336/26): Loss 0.0575, Sem 0.2072, dir -0.5732, norm 0.4236, swav 0.0000 LR: 5.034e-02 Score 93.743 Data time: 0.2048, Forward time: 2.2672, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 5.2432 [2020-11-08 22:20:08,449][root][INFO] - ===> Epoch[206](5337/26): Loss 0.0456, Sem 0.2053, dir -0.5757, norm 0.4160, swav 0.0000 LR: 5.033e-02 Score 94.083 Data time: 0.2525, Forward time: 2.2673, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 6.9284 [2020-11-08 22:20:14,583][root][INFO] - ===> Epoch[206](5338/26): Loss 0.0487, Sem 0.2349, dir -0.6050, norm 0.4188, swav 0.0000 LR: 5.032e-02 Score 91.890 Data time: 0.2623, Forward time: 2.2673, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 6.0163 [2020-11-08 22:20:20,372][root][INFO] - ===> Epoch[206](5339/26): Loss 0.0272, Sem 0.2391, dir -0.6138, norm 0.4018, swav 0.0000 LR: 5.031e-02 Score 91.892 Data time: 0.2346, Forward time: 2.2674, Backward time: 3.0854, DDP time: 0.0046, Total iter time: 5.6557 [2020-11-08 22:20:25,763][root][INFO] - ===> Epoch[206](5340/26): Loss 0.0328, Sem 0.1926, dir -0.5841, norm 0.4243, swav 0.0000 LR: 5.030e-02 Score 93.646 Data time: 0.1942, Forward time: 2.2673, Backward time: 3.0854, DDP time: 0.0046, Total iter time: 5.2568 [2020-11-08 22:20:31,576][root][INFO] - ===> Epoch[206](5341/26): Loss 0.0278, Sem 0.2109, dir -0.5948, norm 0.4117, swav 0.0000 LR: 5.029e-02 Score 93.475 Data time: 0.2771, Forward time: 2.2675, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 5.7223 [2020-11-08 22:20:36,921][root][INFO] - ===> Epoch[206](5342/26): Loss 0.0284, Sem 0.1719, dir -0.5708, norm 0.4273, swav 0.0000 LR: 5.028e-02 Score 94.556 Data time: 0.1661, Forward time: 2.2674, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 5.2079 [2020-11-08 22:20:42,581][root][INFO] - ===> Epoch[206](5343/26): Loss -0.0396, Sem 0.1910, dir -0.5978, norm 0.3672, swav 0.0000 LR: 5.027e-02 Score 93.096 Data time: 0.2679, Forward time: 2.2675, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 5.5538 [2020-11-08 22:20:49,448][root][INFO] - ===> Epoch[206](5344/26): Loss 0.0303, Sem 0.2143, dir -0.5887, norm 0.4047, swav 0.0000 LR: 5.026e-02 Score 93.479 Data time: 0.1582, Forward time: 2.2674, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 6.7493 [2020-11-08 22:20:54,206][root][INFO] - ===> Epoch[206](5345/26): Loss 0.0126, Sem 0.1746, dir -0.5583, norm 0.3963, swav 0.0000 LR: 5.025e-02 Score 94.031 Data time: 0.2219, Forward time: 2.2674, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 4.6810 [2020-11-08 22:21:01,101][root][INFO] - ===> Epoch[206](5346/26): Loss 0.0360, Sem 0.1872, dir -0.5690, norm 0.4179, swav 0.0000 LR: 5.024e-02 Score 93.340 Data time: 0.2725, Forward time: 2.2676, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 6.7883 [2020-11-08 22:21:07,135][root][INFO] - ===> Epoch[206](5347/26): Loss 0.0563, Sem 0.2184, dir -0.5858, norm 0.4237, swav 0.0000 LR: 5.023e-02 Score 91.842 Data time: 0.2091, Forward time: 2.2676, Backward time: 3.0854, DDP time: 0.0046, Total iter time: 5.9225 [2020-11-08 22:21:13,463][root][INFO] - ===> Epoch[206](5348/26): Loss 0.0121, Sem 0.1939, dir -0.5618, norm 0.3800, swav 0.0000 LR: 5.023e-02 Score 94.409 Data time: 0.2361, Forward time: 2.2675, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 6.1969 [2020-11-08 22:21:18,952][root][INFO] - ===> Epoch[206](5349/26): Loss 0.0954, Sem 0.2615, dir -0.5820, norm 0.4159, swav 0.0000 LR: 5.022e-02 Score 91.743 Data time: 0.2089, Forward time: 2.2675, Backward time: 3.0855, DDP time: 0.0046, Total iter time: 5.3756 [2020-11-08 22:21:24,352][root][INFO] - ===> Epoch[206](5350/26): Loss 0.1050, Sem 0.2440, dir -0.5613, norm 0.4223, swav 0.0000 LR: 5.021e-02 Score 92.669 Data time: 0.2337, Forward time: 2.2675, Backward time: 3.0854, DDP time: 0.0046, Total iter time: 5.2893 [2020-11-08 22:21:29,033][root][INFO] - ===> Epoch[206](5351/26): Loss 0.0549, Sem 0.2167, dir -0.5632, norm 0.4014, swav 0.0000 LR: 5.020e-02 Score 93.046 Data time: 0.2006, Forward time: 2.2675, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 4.5668 [2020-11-08 22:21:34,119][root][INFO] - ===> Epoch[206](5352/26): Loss 0.0950, Sem 0.2704, dir -0.6054, norm 0.4300, swav 0.0000 LR: 5.019e-02 Score 91.357 Data time: 0.2018, Forward time: 2.2675, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 4.9668 [2020-11-08 22:21:39,199][root][INFO] - ===> Epoch[206](5353/26): Loss 0.0300, Sem 0.1956, dir -0.5829, norm 0.4172, swav 0.0000 LR: 5.018e-02 Score 94.364 Data time: 0.2534, Forward time: 2.2675, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 4.9634 [2020-11-08 22:21:45,862][root][INFO] - ===> Epoch[206](5354/26): Loss -0.0020, Sem 0.2096, dir -0.6049, norm 0.3932, swav 0.0000 LR: 5.017e-02 Score 93.008 Data time: 0.3007, Forward time: 2.2677, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 6.5233 [2020-11-08 22:21:50,543][root][INFO] - ===> Epoch[206](5355/26): Loss 0.0234, Sem 0.2072, dir -0.6178, norm 0.4340, swav 0.0000 LR: 5.016e-02 Score 93.373 Data time: 0.1593, Forward time: 2.2676, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 4.5297 [2020-11-08 22:21:56,584][root][INFO] - ===> Epoch[206](5356/26): Loss 0.0260, Sem 0.1941, dir -0.5827, norm 0.4146, swav 0.0000 LR: 5.015e-02 Score 93.806 Data time: 0.2146, Forward time: 2.2675, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.9341 [2020-11-08 22:22:01,149][root][INFO] - ===> Epoch[207](5357/26): Loss -0.0133, Sem 0.2075, dir -0.5935, norm 0.3728, swav 0.0000 LR: 5.014e-02 Score 93.461 Data time: 0.2199, Forward time: 2.2675, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 4.4521 [2020-11-08 22:22:06,154][root][INFO] - ===> Epoch[207](5358/26): Loss -0.0008, Sem 0.2241, dir -0.6084, norm 0.3835, swav 0.0000 LR: 5.013e-02 Score 92.943 Data time: 0.2321, Forward time: 2.2675, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 4.8909 [2020-11-08 22:22:12,102][root][INFO] - ===> Epoch[207](5359/26): Loss 0.0908, Sem 0.2102, dir -0.5664, norm 0.4469, swav 0.0000 LR: 5.012e-02 Score 92.415 Data time: 0.1935, Forward time: 2.2675, Backward time: 3.0847, DDP time: 0.0046, Total iter time: 5.8169 [2020-11-08 22:22:17,412][root][INFO] - ===> Epoch[207](5360/26): Loss 0.0866, Sem 0.2813, dir -0.6059, norm 0.4112, swav 0.0000 LR: 5.011e-02 Score 90.748 Data time: 0.1749, Forward time: 2.2674, Backward time: 3.0847, DDP time: 0.0046, Total iter time: 5.2050 [2020-11-08 22:22:24,435][root][INFO] - ===> Epoch[207](5361/26): Loss 0.0303, Sem 0.1655, dir -0.5886, norm 0.4534, swav 0.0000 LR: 5.010e-02 Score 94.086 Data time: 0.1987, Forward time: 2.2674, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 6.9567 [2020-11-08 22:22:29,974][root][INFO] - ===> Epoch[207](5362/26): Loss -0.0291, Sem 0.1885, dir -0.6138, norm 0.3961, swav 0.0000 LR: 5.009e-02 Score 93.096 Data time: 0.1702, Forward time: 2.2673, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.4177 [2020-11-08 22:22:35,233][root][INFO] - ===> Epoch[207](5363/26): Loss 0.0835, Sem 0.2449, dir -0.5599, norm 0.3985, swav 0.0000 LR: 5.008e-02 Score 92.737 Data time: 0.1855, Forward time: 2.2673, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.1892 [2020-11-08 22:22:41,362][root][INFO] - ===> Epoch[207](5364/26): Loss -0.0004, Sem 0.2087, dir -0.6165, norm 0.4074, swav 0.0000 LR: 5.007e-02 Score 93.231 Data time: 0.3169, Forward time: 2.2674, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 6.0356 [2020-11-08 22:22:46,517][root][INFO] - ===> Epoch[207](5365/26): Loss 0.0915, Sem 0.2293, dir -0.5756, norm 0.4378, swav 0.0000 LR: 5.006e-02 Score 92.292 Data time: 0.2357, Forward time: 2.2675, Backward time: 3.0847, DDP time: 0.0046, Total iter time: 5.0181 [2020-11-08 22:22:51,924][root][INFO] - ===> Epoch[207](5366/26): Loss 0.0140, Sem 0.1962, dir -0.5773, norm 0.3951, swav 0.0000 LR: 5.005e-02 Score 93.253 Data time: 0.2539, Forward time: 2.2676, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 5.2916 [2020-11-08 22:22:57,745][root][INFO] - ===> Epoch[207](5367/26): Loss 0.0307, Sem 0.1820, dir -0.5641, norm 0.4128, swav 0.0000 LR: 5.004e-02 Score 94.733 Data time: 0.1687, Forward time: 2.2675, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 5.7014 [2020-11-08 22:23:02,939][root][INFO] - ===> Epoch[207](5368/26): Loss 0.0432, Sem 0.1897, dir -0.5631, norm 0.4167, swav 0.0000 LR: 5.003e-02 Score 93.567 Data time: 0.2087, Forward time: 2.2675, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.1054 [2020-11-08 22:23:08,478][root][INFO] - ===> Epoch[207](5369/26): Loss 0.0113, Sem 0.2028, dir -0.5760, norm 0.3844, swav 0.0000 LR: 5.002e-02 Score 93.619 Data time: 0.2623, Forward time: 2.2675, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.3994 [2020-11-08 22:23:13,383][root][INFO] - ===> Epoch[207](5370/26): Loss -0.0144, Sem 0.1595, dir -0.5799, norm 0.4060, swav 0.0000 LR: 5.001e-02 Score 94.857 Data time: 0.1812, Forward time: 2.2675, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 4.7776 [2020-11-08 22:23:18,131][root][INFO] - ===> Epoch[207](5371/26): Loss -0.0431, Sem 0.1963, dir -0.6403, norm 0.4009, swav 0.0000 LR: 5.000e-02 Score 93.438 Data time: 0.2195, Forward time: 2.2675, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 4.6785 [2020-11-08 22:23:24,748][root][INFO] - ===> Epoch[207](5372/26): Loss -0.0003, Sem 0.2076, dir -0.6111, norm 0.4032, swav 0.0000 LR: 4.999e-02 Score 93.045 Data time: 0.1729, Forward time: 2.2674, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 6.5051 [2020-11-08 22:23:29,517][root][INFO] - ===> Epoch[207](5373/26): Loss -0.0034, Sem 0.2460, dir -0.6488, norm 0.3994, swav 0.0000 LR: 4.998e-02 Score 92.709 Data time: 0.2044, Forward time: 2.2674, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 4.7045 [2020-11-08 22:23:35,095][root][INFO] - ===> Epoch[207](5374/26): Loss 0.0329, Sem 0.2231, dir -0.5937, norm 0.4036, swav 0.0000 LR: 4.997e-02 Score 93.049 Data time: 0.1976, Forward time: 2.2673, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 5.4745 [2020-11-08 22:23:39,520][root][INFO] - ===> Epoch[207](5375/26): Loss -0.0807, Sem 0.1951, dir -0.6634, norm 0.3876, swav 0.0000 LR: 4.996e-02 Score 93.547 Data time: 0.1980, Forward time: 2.2673, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 4.3245 [2020-11-08 22:23:45,135][root][INFO] - ===> Epoch[207](5376/26): Loss 0.0629, Sem 0.2440, dir -0.5935, norm 0.4124, swav 0.0000 LR: 4.995e-02 Score 92.354 Data time: 0.2861, Forward time: 2.2674, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.5160 [2020-11-08 22:23:50,909][root][INFO] - ===> Epoch[207](5377/26): Loss 0.0772, Sem 0.2208, dir -0.5726, norm 0.4289, swav 0.0000 LR: 4.994e-02 Score 92.945 Data time: 0.2566, Forward time: 2.2675, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.6509 [2020-11-08 22:23:57,443][root][INFO] - ===> Epoch[207](5378/26): Loss -0.0194, Sem 0.1919, dir -0.5989, norm 0.3876, swav 0.0000 LR: 4.993e-02 Score 94.220 Data time: 0.3332, Forward time: 2.2676, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 6.4107 [2020-11-08 22:24:02,129][root][INFO] - ===> Epoch[207](5379/26): Loss -0.0080, Sem 0.1753, dir -0.5696, norm 0.3863, swav 0.0000 LR: 4.992e-02 Score 94.086 Data time: 0.2645, Forward time: 2.2677, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 4.5526 [2020-11-08 22:24:07,789][root][INFO] - ===> Epoch[207](5380/26): Loss 0.0258, Sem 0.2254, dir -0.5944, norm 0.3949, swav 0.0000 LR: 4.991e-02 Score 92.029 Data time: 0.2864, Forward time: 2.2678, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.5389 [2020-11-08 22:24:12,806][root][INFO] - ===> Epoch[207](5381/26): Loss 0.0728, Sem 0.2626, dir -0.6223, norm 0.4325, swav 0.0000 LR: 4.990e-02 Score 92.047 Data time: 0.2151, Forward time: 2.2678, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 4.8739 [2020-11-08 22:24:17,620][root][INFO] - ===> Epoch[207](5382/26): Loss -0.0448, Sem 0.2093, dir -0.6264, norm 0.3723, swav 0.0000 LR: 4.989e-02 Score 92.829 Data time: 0.1911, Forward time: 2.2678, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 4.7079 [2020-11-08 22:24:24,133][root][INFO] - ===> Epoch[208](5383/26): Loss -0.0596, Sem 0.1607, dir -0.5840, norm 0.3638, swav 0.0000 LR: 4.988e-02 Score 94.619 Data time: 0.2339, Forward time: 2.2678, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 6.4110 [2020-11-08 22:24:30,072][root][INFO] - ===> Epoch[208](5384/26): Loss -0.0048, Sem 0.1722, dir -0.5908, norm 0.4138, swav 0.0000 LR: 4.988e-02 Score 94.247 Data time: 0.2126, Forward time: 2.2678, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.8247 [2020-11-08 22:24:36,333][root][INFO] - ===> Epoch[208](5385/26): Loss 0.0554, Sem 0.2169, dir -0.5574, norm 0.3960, swav 0.0000 LR: 4.987e-02 Score 93.221 Data time: 0.2321, Forward time: 2.2679, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 6.1389 [2020-11-08 22:24:42,790][root][INFO] - ===> Epoch[208](5386/26): Loss 0.1061, Sem 0.2595, dir -0.5960, norm 0.4426, swav 0.0000 LR: 4.986e-02 Score 92.501 Data time: 0.2946, Forward time: 2.2680, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 6.3226 [2020-11-08 22:24:48,756][root][INFO] - ===> Epoch[208](5387/26): Loss -0.0252, Sem 0.1855, dir -0.5852, norm 0.3745, swav 0.0000 LR: 4.985e-02 Score 93.888 Data time: 0.2756, Forward time: 2.2682, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.8217 [2020-11-08 22:24:54,541][root][INFO] - ===> Epoch[208](5388/26): Loss 0.0272, Sem 0.1940, dir -0.5916, norm 0.4247, swav 0.0000 LR: 4.984e-02 Score 93.151 Data time: 0.1692, Forward time: 2.2681, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.6772 [2020-11-08 22:25:01,201][root][INFO] - ===> Epoch[208](5389/26): Loss 0.0398, Sem 0.1979, dir -0.5642, norm 0.4061, swav 0.0000 LR: 4.983e-02 Score 93.809 Data time: 0.1756, Forward time: 2.2680, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 6.5532 [2020-11-08 22:25:07,707][root][INFO] - ===> Epoch[208](5390/26): Loss 0.0396, Sem 0.2134, dir -0.5812, norm 0.4073, swav 0.0000 LR: 4.982e-02 Score 93.896 Data time: 0.2813, Forward time: 2.2681, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 6.4157 [2020-11-08 22:25:13,189][root][INFO] - ===> Epoch[208](5391/26): Loss 0.0322, Sem 0.1810, dir -0.5710, norm 0.4222, swav 0.0000 LR: 4.981e-02 Score 93.894 Data time: 0.2649, Forward time: 2.2682, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.3471 [2020-11-08 22:25:19,670][root][INFO] - ===> Epoch[208](5392/26): Loss -0.0132, Sem 0.1910, dir -0.6470, norm 0.4428, swav 0.0000 LR: 4.980e-02 Score 93.857 Data time: 0.2719, Forward time: 2.2683, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 6.3454 [2020-11-08 22:25:24,887][root][INFO] - ===> Epoch[208](5393/26): Loss -0.0008, Sem 0.2007, dir -0.6089, norm 0.4074, swav 0.0000 LR: 4.979e-02 Score 93.314 Data time: 0.2329, Forward time: 2.2683, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.0745 [2020-11-08 22:25:30,493][root][INFO] - ===> Epoch[208](5394/26): Loss -0.0028, Sem 0.1809, dir -0.5725, norm 0.3889, swav 0.0000 LR: 4.978e-02 Score 94.172 Data time: 0.2006, Forward time: 2.2683, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.5003 [2020-11-08 22:25:36,705][root][INFO] - ===> Epoch[208](5395/26): Loss 0.0351, Sem 0.2170, dir -0.5708, norm 0.3889, swav 0.0000 LR: 4.977e-02 Score 93.227 Data time: 0.2503, Forward time: 2.2684, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 6.0963 [2020-11-08 22:25:42,576][root][INFO] - ===> Epoch[208](5396/26): Loss 0.0428, Sem 0.2212, dir -0.6059, norm 0.4275, swav 0.0000 LR: 4.976e-02 Score 93.210 Data time: 0.2164, Forward time: 2.2684, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.7328 [2020-11-08 22:25:48,128][root][INFO] - ===> Epoch[208](5397/26): Loss 0.0210, Sem 0.2084, dir -0.5993, norm 0.4120, swav 0.0000 LR: 4.975e-02 Score 92.761 Data time: 0.2626, Forward time: 2.2685, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.4130 [2020-11-08 22:25:53,768][root][INFO] - ===> Epoch[208](5398/26): Loss 0.0520, Sem 0.2198, dir -0.5964, norm 0.4286, swav 0.0000 LR: 4.974e-02 Score 92.384 Data time: 0.2344, Forward time: 2.2686, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.5240 [2020-11-08 22:26:00,495][root][INFO] - ===> Epoch[208](5399/26): Loss -0.0152, Sem 0.2066, dir -0.6271, norm 0.4052, swav 0.0000 LR: 4.973e-02 Score 93.632 Data time: 0.1524, Forward time: 2.2685, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 6.5961 [2020-11-08 22:26:07,049][root][INFO] - ===> Epoch[208](5400/26): Loss 0.0593, Sem 0.2089, dir -0.5696, norm 0.4200, swav 0.0000 LR: 4.972e-02 Score 93.471 Data time: 0.2197, Forward time: 2.2685, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 6.4924 [2020-11-08 22:26:12,349][root][INFO] - ===> Epoch[208](5401/26): Loss 0.0033, Sem 0.2018, dir -0.6276, norm 0.4290, swav 0.0000 LR: 4.971e-02 Score 93.559 Data time: 0.2004, Forward time: 2.2685, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 5.1852 [2020-11-08 22:26:17,191][root][INFO] - ===> Epoch[208](5402/26): Loss -0.0432, Sem 0.1895, dir -0.6283, norm 0.3956, swav 0.0000 LR: 4.970e-02 Score 93.120 Data time: 0.2340, Forward time: 2.2685, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 4.7340 [2020-11-08 22:26:22,828][root][INFO] - ===> Epoch[208](5403/26): Loss -0.0449, Sem 0.2099, dir -0.6471, norm 0.3922, swav 0.0000 LR: 4.969e-02 Score 93.074 Data time: 0.2786, Forward time: 2.2686, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.5242 [2020-11-08 22:26:28,809][root][INFO] - ===> Epoch[208](5404/26): Loss 0.0227, Sem 0.2276, dir -0.6057, norm 0.4008, swav 0.0000 LR: 4.968e-02 Score 93.144 Data time: 0.2667, Forward time: 2.2687, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.8623 [2020-11-08 22:26:33,421][root][INFO] - ===> Epoch[208](5405/26): Loss -0.0206, Sem 0.2257, dir -0.6520, norm 0.4058, swav 0.0000 LR: 4.967e-02 Score 92.431 Data time: 0.1262, Forward time: 2.2686, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 4.4627 [2020-11-08 22:26:38,299][root][INFO] - ===> Epoch[208](5406/26): Loss 0.0970, Sem 0.2277, dir -0.5483, norm 0.4176, swav 0.0000 LR: 4.966e-02 Score 93.074 Data time: 0.1542, Forward time: 2.2685, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 4.8119 [2020-11-08 22:26:43,427][root][INFO] - ===> Epoch[208](5407/26): Loss -0.0163, Sem 0.1602, dir -0.5599, norm 0.3834, swav 0.0000 LR: 4.965e-02 Score 94.426 Data time: 0.2181, Forward time: 2.2684, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 5.0263 [2020-11-08 22:26:49,728][root][INFO] - ===> Epoch[208](5408/26): Loss 0.0375, Sem 0.2312, dir -0.5897, norm 0.3959, swav 0.0000 LR: 4.964e-02 Score 92.574 Data time: 0.1893, Forward time: 2.2684, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 6.1939 [2020-11-08 22:26:54,432][root][INFO] - ===> Epoch[209](5409/26): Loss 0.0206, Sem 0.2247, dir -0.6191, norm 0.4150, swav 0.0000 LR: 4.963e-02 Score 92.208 Data time: 0.1471, Forward time: 2.2683, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 4.5402 [2020-11-08 22:27:00,653][root][INFO] - ===> Epoch[209](5410/26): Loss 0.0775, Sem 0.2365, dir -0.5690, norm 0.4100, swav 0.0000 LR: 4.962e-02 Score 92.228 Data time: 0.2131, Forward time: 2.2683, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 6.1345 [2020-11-08 22:27:06,997][root][INFO] - ===> Epoch[209](5411/26): Loss -0.0036, Sem 0.2059, dir -0.5945, norm 0.3851, swav 0.0000 LR: 4.961e-02 Score 93.708 Data time: 0.2104, Forward time: 2.2683, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 6.2093 [2020-11-08 22:27:12,065][root][INFO] - ===> Epoch[209](5412/26): Loss 0.1012, Sem 0.2316, dir -0.5602, norm 0.4298, swav 0.0000 LR: 4.960e-02 Score 93.535 Data time: 0.2037, Forward time: 2.2683, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 4.9496 [2020-11-08 22:27:17,283][root][INFO] - ===> Epoch[209](5413/26): Loss 0.0161, Sem 0.2265, dir -0.5924, norm 0.3819, swav 0.0000 LR: 4.959e-02 Score 93.321 Data time: 0.1656, Forward time: 2.2682, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.1045 [2020-11-08 22:27:23,091][root][INFO] - ===> Epoch[209](5414/26): Loss 0.0358, Sem 0.1834, dir -0.5794, norm 0.4317, swav 0.0000 LR: 4.958e-02 Score 94.292 Data time: 0.1745, Forward time: 2.2681, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.6916 [2020-11-08 22:27:27,722][root][INFO] - ===> Epoch[209](5415/26): Loss -0.0545, Sem 0.1606, dir -0.6148, norm 0.3998, swav 0.0000 LR: 4.957e-02 Score 94.667 Data time: 0.2422, Forward time: 2.2681, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 4.4699 [2020-11-08 22:27:33,453][root][INFO] - ===> Epoch[209](5416/26): Loss 0.0111, Sem 0.2214, dir -0.5940, norm 0.3837, swav 0.0000 LR: 4.956e-02 Score 93.080 Data time: 0.3153, Forward time: 2.2682, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.6189 [2020-11-08 22:27:38,797][root][INFO] - ===> Epoch[209](5417/26): Loss -0.0938, Sem 0.1644, dir -0.6178, norm 0.3596, swav 0.0000 LR: 4.955e-02 Score 94.672 Data time: 0.2759, Forward time: 2.2683, Backward time: 3.0826, DDP time: 0.0046, Total iter time: 5.2018 [2020-11-08 22:27:43,583][root][INFO] - ===> Epoch[209](5418/26): Loss -0.0111, Sem 0.1787, dir -0.5929, norm 0.4032, swav 0.0000 LR: 4.954e-02 Score 93.431 Data time: 0.2210, Forward time: 2.2683, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 4.6725 [2020-11-08 22:27:50,483][root][INFO] - ===> Epoch[209](5419/26): Loss -0.0349, Sem 0.2119, dir -0.6314, norm 0.3846, swav 0.0000 LR: 4.953e-02 Score 93.416 Data time: 0.2844, Forward time: 2.2684, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 6.7885 [2020-11-08 22:27:56,819][root][INFO] - ===> Epoch[209](5420/26): Loss 0.0489, Sem 0.2281, dir -0.5847, norm 0.4055, swav 0.0000 LR: 4.953e-02 Score 93.089 Data time: 0.2488, Forward time: 2.2685, Backward time: 3.0826, DDP time: 0.0046, Total iter time: 6.2120 [2020-11-08 22:28:01,805][root][INFO] - ===> Epoch[209](5421/26): Loss 0.0919, Sem 0.2587, dir -0.5678, norm 0.4010, swav 0.0000 LR: 4.952e-02 Score 92.171 Data time: 0.2735, Forward time: 2.2685, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 4.8550 [2020-11-08 22:28:07,344][root][INFO] - ===> Epoch[209](5422/26): Loss 0.0361, Sem 0.2303, dir -0.5717, norm 0.3774, swav 0.0000 LR: 4.951e-02 Score 92.797 Data time: 0.2280, Forward time: 2.2685, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.4247 [2020-11-08 22:28:14,107][root][INFO] - ===> Epoch[209](5423/26): Loss 0.0339, Sem 0.2118, dir -0.5847, norm 0.4067, swav 0.0000 LR: 4.950e-02 Score 93.316 Data time: 0.2241, Forward time: 2.2685, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 6.6535 [2020-11-08 22:28:19,221][root][INFO] - ===> Epoch[209](5424/26): Loss 0.0641, Sem 0.2237, dir -0.5852, norm 0.4256, swav 0.0000 LR: 4.949e-02 Score 93.098 Data time: 0.2326, Forward time: 2.2686, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 5.0181 [2020-11-08 22:28:24,636][root][INFO] - ===> Epoch[209](5425/26): Loss -0.0005, Sem 0.1925, dir -0.5848, norm 0.3918, swav 0.0000 LR: 4.948e-02 Score 93.694 Data time: 0.1984, Forward time: 2.2685, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.2992 [2020-11-08 22:28:31,735][root][INFO] - ===> Epoch[209](5426/26): Loss 0.0072, Sem 0.1970, dir -0.5977, norm 0.4079, swav 0.0000 LR: 4.947e-02 Score 93.297 Data time: 0.2591, Forward time: 2.2686, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 6.9863 [2020-11-08 22:28:37,440][root][INFO] - ===> Epoch[209](5427/26): Loss 0.0042, Sem 0.1955, dir -0.6021, norm 0.4109, swav 0.0000 LR: 4.946e-02 Score 93.856 Data time: 0.2469, Forward time: 2.2687, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 5.5646 [2020-11-08 22:28:42,785][root][INFO] - ===> Epoch[209](5428/26): Loss 0.0018, Sem 0.2002, dir -0.6136, norm 0.4152, swav 0.0000 LR: 4.945e-02 Score 94.343 Data time: 0.2314, Forward time: 2.2687, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.2207 [2020-11-08 22:28:48,749][root][INFO] - ===> Epoch[209](5429/26): Loss 0.0190, Sem 0.1984, dir -0.5900, norm 0.4106, swav 0.0000 LR: 4.944e-02 Score 93.356 Data time: 0.2149, Forward time: 2.2688, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 5.8605 [2020-11-08 22:28:54,926][root][INFO] - ===> Epoch[209](5430/26): Loss 0.0359, Sem 0.2115, dir -0.6202, norm 0.4446, swav 0.0000 LR: 4.943e-02 Score 93.238 Data time: 0.3202, Forward time: 2.2689, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 6.0506 [2020-11-08 22:29:01,241][root][INFO] - ===> Epoch[209](5431/26): Loss -0.0156, Sem 0.2003, dir -0.5918, norm 0.3758, swav 0.0000 LR: 4.942e-02 Score 92.992 Data time: 0.2210, Forward time: 2.2689, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 6.2017 [2020-11-08 22:29:07,618][root][INFO] - ===> Epoch[209](5432/26): Loss -0.0778, Sem 0.1715, dir -0.6257, norm 0.3764, swav 0.0000 LR: 4.941e-02 Score 94.493 Data time: 0.1614, Forward time: 2.2688, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 6.2849 [2020-11-08 22:29:13,394][root][INFO] - ===> Epoch[209](5433/26): Loss 0.0471, Sem 0.2141, dir -0.5629, norm 0.3959, swav 0.0000 LR: 4.940e-02 Score 93.048 Data time: 0.2137, Forward time: 2.2689, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 5.7482 [2020-11-08 22:29:18,829][root][INFO] - ===> Epoch[209](5434/26): Loss 0.0183, Sem 0.2062, dir -0.5999, norm 0.4120, swav 0.0000 LR: 4.939e-02 Score 93.812 Data time: 0.1676, Forward time: 2.2688, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 5.3308 [2020-11-08 22:29:23,669][root][INFO] - ===> Epoch[210](5435/26): Loss 0.0049, Sem 0.1883, dir -0.5705, norm 0.3871, swav 0.0000 LR: 4.938e-02 Score 94.020 Data time: 0.1453, Forward time: 2.2687, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 4.7617 [2020-11-08 22:29:28,517][root][INFO] - ===> Epoch[210](5436/26): Loss 0.0360, Sem 0.2259, dir -0.6228, norm 0.4329, swav 0.0000 LR: 4.937e-02 Score 92.420 Data time: 0.2018, Forward time: 2.2687, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 4.7841 [2020-11-08 22:29:33,657][root][INFO] - ===> Epoch[210](5437/26): Loss -0.0328, Sem 0.1748, dir -0.5912, norm 0.3836, swav 0.0000 LR: 4.936e-02 Score 94.422 Data time: 0.1992, Forward time: 2.2686, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 5.0394 [2020-11-08 22:29:39,316][root][INFO] - ===> Epoch[210](5438/26): Loss 0.0276, Sem 0.1816, dir -0.5921, norm 0.4381, swav 0.0000 LR: 4.935e-02 Score 94.117 Data time: 0.2540, Forward time: 2.2687, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 5.5348 [2020-11-08 22:29:44,878][root][INFO] - ===> Epoch[210](5439/26): Loss 0.0140, Sem 0.1920, dir -0.5875, norm 0.4095, swav 0.0000 LR: 4.934e-02 Score 93.716 Data time: 0.2014, Forward time: 2.2687, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 5.4276 [2020-11-08 22:29:51,084][root][INFO] - ===> Epoch[210](5440/26): Loss 0.0549, Sem 0.2119, dir -0.5538, norm 0.3967, swav 0.0000 LR: 4.933e-02 Score 93.469 Data time: 0.1994, Forward time: 2.2687, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 6.0725 [2020-11-08 22:29:55,818][root][INFO] - ===> Epoch[210](5441/26): Loss 0.1162, Sem 0.2107, dir -0.5258, norm 0.4314, swav 0.0000 LR: 4.932e-02 Score 93.286 Data time: 0.2056, Forward time: 2.2687, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 4.6113 [2020-11-08 22:30:00,517][root][INFO] - ===> Epoch[210](5442/26): Loss -0.0251, Sem 0.1875, dir -0.6181, norm 0.4055, swav 0.0000 LR: 4.931e-02 Score 93.758 Data time: 0.1268, Forward time: 2.2685, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 4.5778 [2020-11-08 22:30:05,727][root][INFO] - ===> Epoch[210](5443/26): Loss 0.0289, Sem 0.2079, dir -0.5953, norm 0.4163, swav 0.0000 LR: 4.930e-02 Score 93.191 Data time: 0.1898, Forward time: 2.2684, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 5.1557 [2020-11-08 22:30:11,703][root][INFO] - ===> Epoch[210](5444/26): Loss 0.0783, Sem 0.2202, dir -0.5722, norm 0.4303, swav 0.0000 LR: 4.929e-02 Score 93.309 Data time: 0.2362, Forward time: 2.2685, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 5.8769 [2020-11-08 22:30:17,408][root][INFO] - ===> Epoch[210](5445/26): Loss 0.0200, Sem 0.1863, dir -0.5699, norm 0.4037, swav 0.0000 LR: 4.928e-02 Score 93.790 Data time: 0.1306, Forward time: 2.2684, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 5.5704 [2020-11-08 22:30:22,410][root][INFO] - ===> Epoch[210](5446/26): Loss -0.0203, Sem 0.2091, dir -0.6187, norm 0.3893, swav 0.0000 LR: 4.927e-02 Score 92.950 Data time: 0.1811, Forward time: 2.2683, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 4.9244 [2020-11-08 22:30:27,906][root][INFO] - ===> Epoch[210](5447/26): Loss 0.0445, Sem 0.2206, dir -0.5965, norm 0.4204, swav 0.0000 LR: 4.926e-02 Score 92.126 Data time: 0.1879, Forward time: 2.2683, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 5.4036 [2020-11-08 22:30:35,016][root][INFO] - ===> Epoch[210](5448/26): Loss 0.0436, Sem 0.1748, dir -0.5486, norm 0.4175, swav 0.0000 LR: 4.925e-02 Score 93.915 Data time: 0.1596, Forward time: 2.2682, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 6.9911 [2020-11-08 22:30:41,575][root][INFO] - ===> Epoch[210](5449/26): Loss -0.0568, Sem 0.1493, dir -0.5923, norm 0.3862, swav 0.0000 LR: 4.924e-02 Score 94.822 Data time: 0.1740, Forward time: 2.2681, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 6.4762 [2020-11-08 22:30:48,456][root][INFO] - ===> Epoch[210](5450/26): Loss 0.0691, Sem 0.2149, dir -0.5849, norm 0.4391, swav 0.0000 LR: 4.923e-02 Score 93.159 Data time: 0.2102, Forward time: 2.2681, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 6.7850 [2020-11-08 22:30:54,961][root][INFO] - ===> Epoch[210](5451/26): Loss 0.0210, Sem 0.1789, dir -0.5724, norm 0.4145, swav 0.0000 LR: 4.922e-02 Score 94.547 Data time: 0.1856, Forward time: 2.2680, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 6.4039 [2020-11-08 22:31:01,329][root][INFO] - ===> Epoch[210](5452/26): Loss 0.0211, Sem 0.1828, dir -0.5536, norm 0.3919, swav 0.0000 LR: 4.921e-02 Score 94.375 Data time: 0.2010, Forward time: 2.2680, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 6.2728 [2020-11-08 22:31:07,465][root][INFO] - ===> Epoch[210](5453/26): Loss -0.0696, Sem 0.1738, dir -0.6486, norm 0.4053, swav 0.0000 LR: 4.920e-02 Score 94.266 Data time: 0.1592, Forward time: 2.2679, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 6.0125 [2020-11-08 22:31:12,081][root][INFO] - ===> Epoch[210](5454/26): Loss -0.0023, Sem 0.1796, dir -0.5836, norm 0.4016, swav 0.0000 LR: 4.919e-02 Score 93.665 Data time: 0.1413, Forward time: 2.2678, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 4.4951 [2020-11-08 22:31:17,518][root][INFO] - ===> Epoch[210](5455/26): Loss 0.0447, Sem 0.2076, dir -0.5789, norm 0.4161, swav 0.0000 LR: 4.918e-02 Score 92.977 Data time: 0.2470, Forward time: 2.2678, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.3588 [2020-11-08 22:31:23,667][root][INFO] - ===> Epoch[210](5456/26): Loss 0.0029, Sem 0.1980, dir -0.6119, norm 0.4167, swav 0.0000 LR: 4.917e-02 Score 93.394 Data time: 0.1995, Forward time: 2.2678, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 6.0167 [2020-11-08 22:31:28,396][root][INFO] - ===> Epoch[210](5457/26): Loss 0.0067, Sem 0.1780, dir -0.5778, norm 0.4065, swav 0.0000 LR: 4.916e-02 Score 94.307 Data time: 0.2174, Forward time: 2.2678, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 4.6122 [2020-11-08 22:31:34,314][root][INFO] - ===> Epoch[210](5458/26): Loss -0.0832, Sem 0.1259, dir -0.6078, norm 0.3987, swav 0.0000 LR: 4.916e-02 Score 96.138 Data time: 0.1715, Forward time: 2.2678, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.8242 [2020-11-08 22:31:41,524][root][INFO] - ===> Epoch[210](5459/26): Loss -0.0509, Sem 0.2135, dir -0.6419, norm 0.3775, swav 0.0000 LR: 4.915e-02 Score 92.603 Data time: 0.1626, Forward time: 2.2677, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 7.0821 [2020-11-08 22:31:47,327][root][INFO] - ===> Epoch[210](5460/26): Loss -0.0568, Sem 0.1885, dir -0.6414, norm 0.3962, swav 0.0000 LR: 4.914e-02 Score 94.303 Data time: 0.1963, Forward time: 2.2675, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 5.7003 [2020-11-08 22:31:52,717][root][INFO] - ===> Epoch[211](5461/26): Loss -0.0509, Sem 0.1765, dir -0.6333, norm 0.4060, swav 0.0000 LR: 4.913e-02 Score 94.312 Data time: 0.2347, Forward time: 2.2676, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.3073 [2020-11-08 22:31:58,660][root][INFO] - ===> Epoch[211](5462/26): Loss -0.0027, Sem 0.1802, dir -0.5942, norm 0.4113, swav 0.0000 LR: 4.912e-02 Score 93.236 Data time: 0.2249, Forward time: 2.2675, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 5.8070 [2020-11-08 22:32:04,826][root][INFO] - ===> Epoch[211](5463/26): Loss -0.0078, Sem 0.1865, dir -0.5867, norm 0.3925, swav 0.0000 LR: 4.911e-02 Score 93.608 Data time: 0.2008, Forward time: 2.2675, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 6.0073 [2020-11-08 22:32:10,992][root][INFO] - ===> Epoch[211](5464/26): Loss 0.0687, Sem 0.2342, dir -0.5884, norm 0.4229, swav 0.0000 LR: 4.910e-02 Score 93.303 Data time: 0.2017, Forward time: 2.2675, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 6.0412 [2020-11-08 22:32:17,510][root][INFO] - ===> Epoch[211](5465/26): Loss -0.0077, Sem 0.1794, dir -0.6177, norm 0.4305, swav 0.0000 LR: 4.909e-02 Score 94.096 Data time: 0.2077, Forward time: 2.2675, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 6.3736 [2020-11-08 22:32:22,388][root][INFO] - ===> Epoch[211](5466/26): Loss -0.0928, Sem 0.1895, dir -0.6629, norm 0.3807, swav 0.0000 LR: 4.908e-02 Score 93.866 Data time: 0.1793, Forward time: 2.2675, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 4.7605 [2020-11-08 22:32:28,446][root][INFO] - ===> Epoch[211](5467/26): Loss -0.0186, Sem 0.2005, dir -0.6042, norm 0.3851, swav 0.0000 LR: 4.907e-02 Score 93.437 Data time: 0.2080, Forward time: 2.2674, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.9608 [2020-11-08 22:32:34,478][root][INFO] - ===> Epoch[211](5468/26): Loss -0.0209, Sem 0.1808, dir -0.5893, norm 0.3877, swav 0.0000 LR: 4.906e-02 Score 93.539 Data time: 0.1812, Forward time: 2.2674, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.9015 [2020-11-08 22:32:39,872][root][INFO] - ===> Epoch[211](5469/26): Loss 0.0226, Sem 0.1933, dir -0.5646, norm 0.3939, swav 0.0000 LR: 4.905e-02 Score 93.943 Data time: 0.2018, Forward time: 2.2673, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.2765 [2020-11-08 22:32:45,562][root][INFO] - ===> Epoch[211](5470/26): Loss -0.0051, Sem 0.2290, dir -0.6252, norm 0.3911, swav 0.0000 LR: 4.904e-02 Score 92.259 Data time: 0.2213, Forward time: 2.2673, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.5690 [2020-11-08 22:32:50,955][root][INFO] - ===> Epoch[211](5471/26): Loss -0.0247, Sem 0.2055, dir -0.6166, norm 0.3864, swav 0.0000 LR: 4.903e-02 Score 93.498 Data time: 0.2552, Forward time: 2.2674, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.2797 [2020-11-08 22:32:56,573][root][INFO] - ===> Epoch[211](5472/26): Loss -0.0267, Sem 0.2017, dir -0.6223, norm 0.3939, swav 0.0000 LR: 4.902e-02 Score 93.433 Data time: 0.1496, Forward time: 2.2673, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.4933 [2020-11-08 22:33:01,806][root][INFO] - ===> Epoch[211](5473/26): Loss 0.0140, Sem 0.2192, dir -0.6277, norm 0.4226, swav 0.0000 LR: 4.901e-02 Score 92.926 Data time: 0.2083, Forward time: 2.2673, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.1246 [2020-11-08 22:33:07,091][root][INFO] - ===> Epoch[211](5474/26): Loss 0.0292, Sem 0.2301, dir -0.6028, norm 0.4019, swav 0.0000 LR: 4.900e-02 Score 92.922 Data time: 0.2087, Forward time: 2.2673, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.1544 [2020-11-08 22:33:13,168][root][INFO] - ===> Epoch[211](5475/26): Loss -0.0009, Sem 0.1785, dir -0.5800, norm 0.4006, swav 0.0000 LR: 4.899e-02 Score 93.813 Data time: 0.1987, Forward time: 2.2673, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.9574 [2020-11-08 22:33:19,818][root][INFO] - ===> Epoch[211](5476/26): Loss 0.0013, Sem 0.2204, dir -0.6134, norm 0.3942, swav 0.0000 LR: 4.898e-02 Score 92.848 Data time: 0.2646, Forward time: 2.2674, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 6.5263 [2020-11-08 22:33:25,342][root][INFO] - ===> Epoch[211](5477/26): Loss 0.0314, Sem 0.2134, dir -0.5981, norm 0.4162, swav 0.0000 LR: 4.897e-02 Score 93.069 Data time: 0.2094, Forward time: 2.2674, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.3860 [2020-11-08 22:33:31,389][root][INFO] - ===> Epoch[211](5478/26): Loss 0.0018, Sem 0.2468, dir -0.6037, norm 0.3588, swav 0.0000 LR: 4.896e-02 Score 92.251 Data time: 0.2409, Forward time: 2.2675, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.9201 [2020-11-08 22:33:37,622][root][INFO] - ===> Epoch[211](5479/26): Loss -0.0376, Sem 0.1927, dir -0.6276, norm 0.3973, swav 0.0000 LR: 4.895e-02 Score 93.631 Data time: 0.1489, Forward time: 2.2674, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 6.1037 [2020-11-08 22:33:42,692][root][INFO] - ===> Epoch[211](5480/26): Loss -0.0139, Sem 0.2014, dir -0.5936, norm 0.3782, swav 0.0000 LR: 4.894e-02 Score 93.521 Data time: 0.2378, Forward time: 2.2674, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 4.9742 [2020-11-08 22:33:48,609][root][INFO] - ===> Epoch[211](5481/26): Loss 0.0106, Sem 0.1917, dir -0.5878, norm 0.4068, swav 0.0000 LR: 4.893e-02 Score 93.878 Data time: 0.2314, Forward time: 2.2674, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.7992 [2020-11-08 22:33:54,909][root][INFO] - ===> Epoch[211](5482/26): Loss 0.0637, Sem 0.2079, dir -0.5450, norm 0.4008, swav 0.0000 LR: 4.892e-02 Score 93.355 Data time: 0.1977, Forward time: 2.2674, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 6.1563 [2020-11-08 22:34:01,635][root][INFO] - ===> Epoch[211](5483/26): Loss 0.0027, Sem 0.1842, dir -0.5825, norm 0.4010, swav 0.0000 LR: 4.891e-02 Score 93.185 Data time: 0.2430, Forward time: 2.2674, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 6.6194 [2020-11-08 22:34:08,468][root][INFO] - ===> Epoch[211](5484/26): Loss 0.0033, Sem 0.1978, dir -0.6050, norm 0.4105, swav 0.0000 LR: 4.890e-02 Score 93.767 Data time: 0.2254, Forward time: 2.2675, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 6.6987 [2020-11-08 22:34:14,671][root][INFO] - ===> Epoch[211](5485/26): Loss -0.0270, Sem 0.1941, dir -0.6360, norm 0.4149, swav 0.0000 LR: 4.889e-02 Score 93.439 Data time: 0.2440, Forward time: 2.2676, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 6.0697 [2020-11-08 22:34:20,315][root][INFO] - ===> Epoch[211](5486/26): Loss 0.0237, Sem 0.2048, dir -0.5729, norm 0.3918, swav 0.0000 LR: 4.888e-02 Score 93.257 Data time: 0.1874, Forward time: 2.2675, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 5.5113 [2020-11-08 22:34:27,012][root][INFO] - ===> Epoch[212](5487/26): Loss -0.0386, Sem 0.1877, dir -0.6205, norm 0.3942, swav 0.0000 LR: 4.887e-02 Score 94.068 Data time: 0.2089, Forward time: 2.2675, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 6.5808 [2020-11-08 22:34:33,838][root][INFO] - ===> Epoch[212](5488/26): Loss 0.0543, Sem 0.2135, dir -0.6050, norm 0.4458, swav 0.0000 LR: 4.886e-02 Score 93.372 Data time: 0.3359, Forward time: 2.2677, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 6.7169 [2020-11-08 22:34:39,867][root][INFO] - ===> Epoch[212](5489/26): Loss -0.0081, Sem 0.1858, dir -0.5933, norm 0.3995, swav 0.0000 LR: 4.885e-02 Score 94.311 Data time: 0.2255, Forward time: 2.2677, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.9022 [2020-11-08 22:34:45,026][root][INFO] - ===> Epoch[212](5490/26): Loss 0.0342, Sem 0.2129, dir -0.5529, norm 0.3742, swav 0.0000 LR: 4.884e-02 Score 93.368 Data time: 0.1691, Forward time: 2.2676, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.0338 [2020-11-08 22:34:50,332][root][INFO] - ===> Epoch[212](5491/26): Loss -0.0336, Sem 0.1855, dir -0.6164, norm 0.3973, swav 0.0000 LR: 4.883e-02 Score 94.403 Data time: 0.1981, Forward time: 2.2675, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.2066 [2020-11-08 22:34:55,532][root][INFO] - ===> Epoch[212](5492/26): Loss -0.0100, Sem 0.2106, dir -0.6250, norm 0.4045, swav 0.0000 LR: 4.882e-02 Score 92.705 Data time: 0.2289, Forward time: 2.2676, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 5.0719 [2020-11-08 22:35:00,819][root][INFO] - ===> Epoch[212](5493/26): Loss -0.0643, Sem 0.1703, dir -0.6171, norm 0.3826, swav 0.0000 LR: 4.881e-02 Score 94.680 Data time: 0.2078, Forward time: 2.2676, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.1386 [2020-11-08 22:35:06,124][root][INFO] - ===> Epoch[212](5494/26): Loss 0.0463, Sem 0.2492, dir -0.5766, norm 0.3737, swav 0.0000 LR: 4.880e-02 Score 92.713 Data time: 0.2439, Forward time: 2.2676, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.1929 [2020-11-08 22:35:11,867][root][INFO] - ===> Epoch[212](5495/26): Loss -0.0316, Sem 0.1905, dir -0.6030, norm 0.3809, swav 0.0000 LR: 4.879e-02 Score 93.109 Data time: 0.1721, Forward time: 2.2675, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.6226 [2020-11-08 22:35:16,762][root][INFO] - ===> Epoch[212](5496/26): Loss -0.0119, Sem 0.2029, dir -0.6009, norm 0.3861, swav 0.0000 LR: 4.878e-02 Score 93.680 Data time: 0.1688, Forward time: 2.2673, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 4.7809 [2020-11-08 22:35:21,590][root][INFO] - ===> Epoch[212](5497/26): Loss -0.0165, Sem 0.1536, dir -0.5750, norm 0.4050, swav 0.0000 LR: 4.878e-02 Score 94.692 Data time: 0.1836, Forward time: 2.2673, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 4.7345 [2020-11-08 22:35:26,948][root][INFO] - ===> Epoch[212](5498/26): Loss -0.0180, Sem 0.1964, dir -0.6110, norm 0.3967, swav 0.0000 LR: 4.877e-02 Score 93.793 Data time: 0.1675, Forward time: 2.2672, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.2363 [2020-11-08 22:35:35,726][root][INFO] - ===> Epoch[212](5499/26): Loss 0.0250, Sem 0.2424, dir -0.6256, norm 0.4083, swav 0.0000 LR: 4.876e-02 Score 90.928 Data time: 0.3429, Forward time: 2.2674, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 8.6816 [2020-11-08 22:35:41,616][root][INFO] - ===> Epoch[212](5500/26): Loss 0.2458, Sem 0.3795, dir -0.5671, norm 0.4334, swav 0.0000 LR: 4.875e-02 Score 89.831 Data time: 0.1808, Forward time: 2.2673, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.7366 [2020-11-08 22:35:42,241][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 22:35:42,416][root][INFO] - ===> Start testing [2020-11-08 22:37:09,265][root][INFO] - 101/312: Data time: 0.0051, Iter time: 0.2034 Loss 1.225 (AVG: 0.620) Score 76.006 (AVG: 85.153) mIOU 62.231 mAP 70.279 mAcc 72.507 IOU: 77.198 95.915 58.686 72.002 88.346 75.639 67.592 49.008 54.027 60.553 14.992 56.160 58.485 43.041 50.238 56.761 89.594 56.734 69.674 49.982 mAP: 79.386 96.234 56.010 71.334 89.673 77.346 66.303 65.164 65.762 72.204 43.262 48.307 60.494 60.707 62.564 82.936 96.723 75.469 75.518 60.187 mAcc: 95.172 98.370 66.286 83.836 91.838 79.529 77.712 59.529 65.861 71.554 16.379 72.452 78.430 50.816 64.146 65.769 94.737 68.026 90.887 58.808 [2020-11-08 22:38:29,448][root][INFO] - 201/312: Data time: 0.0079, Iter time: 0.3437 Loss 0.412 (AVG: 0.555) Score 85.278 (AVG: 86.512) mIOU 64.702 mAP 71.160 mAcc 74.644 IOU: 79.681 95.948 59.855 72.479 88.035 79.384 66.087 53.512 48.496 74.765 15.618 59.769 59.087 63.614 46.530 57.087 89.996 59.441 77.727 46.921 mAP: 81.322 96.082 57.810 72.447 88.680 77.554 67.995 67.435 61.882 70.025 35.988 52.735 58.397 72.285 59.048 85.842 96.764 76.849 85.088 58.967 mAcc: 95.470 98.421 67.769 82.469 91.495 85.424 75.573 63.593 58.683 82.952 17.657 76.517 78.331 70.519 59.995 72.245 94.757 69.376 93.467 58.161 [2020-11-08 22:39:48,463][root][INFO] - 301/312: Data time: 0.0065, Iter time: 0.2069 Loss 0.354 (AVG: 0.554) Score 88.980 (AVG: 86.528) mIOU 64.586 mAP 71.282 mAcc 74.577 IOU: 80.003 95.978 58.231 74.704 88.890 80.158 66.316 51.951 43.927 72.357 18.114 61.442 55.668 63.601 44.475 60.868 88.057 59.999 79.673 47.303 mAP: 81.477 96.198 56.980 74.438 88.770 80.315 67.734 67.408 59.565 68.021 36.879 52.988 58.505 70.545 58.529 87.186 95.559 78.756 87.313 58.474 mAcc: 95.405 98.509 67.006 83.181 92.491 85.919 75.788 62.150 53.995 80.555 20.699 77.887 75.902 70.455 58.779 75.873 93.023 71.469 93.985 58.467 [2020-11-08 22:39:56,576][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.3674 Loss 1.324 (AVG: 0.553) Score 72.122 (AVG: 86.547) mIOU 64.649 mAP 71.298 mAcc 74.574 IOU: 80.122 95.935 58.146 73.892 88.875 80.331 65.940 52.317 45.769 73.525 18.332 61.734 55.586 63.255 45.175 59.609 88.264 60.135 78.802 47.228 mAP: 81.690 96.141 57.188 73.852 88.916 79.858 67.802 67.646 59.652 68.836 37.722 52.755 58.325 70.640 59.873 87.358 95.632 79.304 84.527 58.247 mAcc: 95.444 98.465 66.758 82.099 92.512 86.099 75.631 62.611 56.023 81.444 20.944 78.205 76.234 70.080 59.550 72.596 93.147 72.146 93.161 58.335 [2020-11-08 22:39:56,576][root][INFO] - Finished test. Elapsed time: 254.1593 [2020-11-08 22:40:08,069][root][INFO] - [2020-11-08 22:40:08,071][root][INFO] - ################################################################ [2020-11-08 22:40:08,071][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 22:40:08,071][root][INFO] - ################################################################ [2020-11-08 22:40:08,071][root][INFO] - cabinet : 0.089 0.264 0.536 [2020-11-08 22:40:08,071][root][INFO] - bed : 0.330 0.676 0.805 [2020-11-08 22:40:08,071][root][INFO] - chair : 0.417 0.595 0.698 [2020-11-08 22:40:08,071][root][INFO] - sofa : 0.375 0.609 0.816 [2020-11-08 22:40:08,071][root][INFO] - table : 0.217 0.436 0.577 [2020-11-08 22:40:08,071][root][INFO] - door : 0.161 0.311 0.445 [2020-11-08 22:40:08,071][root][INFO] - window : 0.038 0.105 0.294 [2020-11-08 22:40:08,071][root][INFO] - bookshelf : 0.158 0.455 0.690 [2020-11-08 22:40:08,071][root][INFO] - picture : 0.029 0.078 0.164 [2020-11-08 22:40:08,071][root][INFO] - counter : 0.021 0.123 0.559 [2020-11-08 22:40:08,071][root][INFO] - desk : 0.016 0.069 0.373 [2020-11-08 22:40:08,072][root][INFO] - curtain : 0.181 0.327 0.519 [2020-11-08 22:40:08,072][root][INFO] - refrigerator : 0.231 0.482 0.508 [2020-11-08 22:40:08,072][root][INFO] - shower curtain : 0.292 0.592 0.677 [2020-11-08 22:40:08,072][root][INFO] - toilet : 0.793 0.974 0.974 [2020-11-08 22:40:08,072][root][INFO] - sink : 0.124 0.356 0.674 [2020-11-08 22:40:08,072][root][INFO] - bathtub : 0.570 0.810 0.863 [2020-11-08 22:40:08,072][root][INFO] - otherfurniture : 0.254 0.405 0.573 [2020-11-08 22:40:08,072][root][INFO] - ---------------------------------------------------------------- [2020-11-08 22:40:08,072][root][INFO] - average : 0.239 0.426 0.597 [2020-11-08 22:40:08,072][root][INFO] - [2020-11-08 22:40:08,282][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 22:40:08,970][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 22:40:09,134][root][INFO] - Current best mIoU: 64.649 at iter 5500 [2020-11-08 22:40:12,757][root][INFO] - ===> Epoch[212](5501/26): Loss -0.0221, Sem 0.2060, dir -0.6121, norm 0.3840, swav 0.0000 LR: 4.874e-02 Score 93.136 Data time: 0.1488, Forward time: 2.2672, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 3.6165 [2020-11-08 22:40:18,924][root][INFO] - ===> Epoch[212](5502/26): Loss -0.0680, Sem 0.1934, dir -0.6449, norm 0.3835, swav 0.0000 LR: 4.873e-02 Score 92.974 Data time: 0.1548, Forward time: 2.2671, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 6.0736 [2020-11-08 22:40:25,353][root][INFO] - ===> Epoch[212](5503/26): Loss 0.0127, Sem 0.2313, dir -0.5966, norm 0.3779, swav 0.0000 LR: 4.872e-02 Score 92.965 Data time: 0.1721, Forward time: 2.2670, Backward time: 3.0847, DDP time: 0.0046, Total iter time: 6.3095 [2020-11-08 22:40:30,644][root][INFO] - ===> Epoch[212](5504/26): Loss -0.0162, Sem 0.1839, dir -0.5942, norm 0.3941, swav 0.0000 LR: 4.871e-02 Score 93.444 Data time: 0.1784, Forward time: 2.2670, Backward time: 3.0847, DDP time: 0.0046, Total iter time: 5.2041 [2020-11-08 22:40:35,353][root][INFO] - ===> Epoch[212](5505/26): Loss -0.0800, Sem 0.1520, dir -0.5835, norm 0.3514, swav 0.0000 LR: 4.870e-02 Score 95.088 Data time: 0.2168, Forward time: 2.2670, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 4.5927 [2020-11-08 22:40:40,942][root][INFO] - ===> Epoch[212](5506/26): Loss 0.0472, Sem 0.2165, dir -0.5813, norm 0.4120, swav 0.0000 LR: 4.869e-02 Score 92.481 Data time: 0.3010, Forward time: 2.2671, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 5.4638 [2020-11-08 22:40:47,056][root][INFO] - ===> Epoch[212](5507/26): Loss -0.0340, Sem 0.1897, dir -0.6360, norm 0.4124, swav 0.0000 LR: 4.868e-02 Score 94.333 Data time: 0.2116, Forward time: 2.2671, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 5.9666 [2020-11-08 22:40:52,745][root][INFO] - ===> Epoch[212](5508/26): Loss -0.0002, Sem 0.1926, dir -0.6008, norm 0.4080, swav 0.0000 LR: 4.867e-02 Score 94.260 Data time: 0.1696, Forward time: 2.2671, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 5.5606 [2020-11-08 22:40:59,379][root][INFO] - ===> Epoch[212](5509/26): Loss 0.0354, Sem 0.1974, dir -0.5964, norm 0.4345, swav 0.0000 LR: 4.866e-02 Score 93.707 Data time: 0.1844, Forward time: 2.2670, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 6.5167 [2020-11-08 22:41:08,022][root][INFO] - ===> Epoch[212](5510/26): Loss 0.0716, Sem 0.2319, dir -0.5665, norm 0.4061, swav 0.0000 LR: 4.865e-02 Score 92.588 Data time: 0.2031, Forward time: 2.2670, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 8.5295 [2020-11-08 22:41:14,372][root][INFO] - ===> Epoch[212](5511/26): Loss 0.0377, Sem 0.2083, dir -0.5911, norm 0.4205, swav 0.0000 LR: 4.864e-02 Score 93.031 Data time: 0.2250, Forward time: 2.2670, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 6.2247 [2020-11-08 22:41:20,559][root][INFO] - ===> Epoch[212](5512/26): Loss 0.0416, Sem 0.2330, dir -0.6104, norm 0.4190, swav 0.0000 LR: 4.863e-02 Score 92.911 Data time: 0.2130, Forward time: 2.2670, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 6.0688 [2020-11-08 22:41:25,781][root][INFO] - ===> Epoch[213](5513/26): Loss -0.1364, Sem 0.1551, dir -0.6377, norm 0.3462, swav 0.0000 LR: 4.862e-02 Score 94.286 Data time: 0.1954, Forward time: 2.2669, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 5.1002 [2020-11-08 22:41:30,886][root][INFO] - ===> Epoch[213](5514/26): Loss -0.0471, Sem 0.1799, dir -0.6478, norm 0.4208, swav 0.0000 LR: 4.861e-02 Score 94.466 Data time: 0.1987, Forward time: 2.2669, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 4.9898 [2020-11-08 22:41:36,420][root][INFO] - ===> Epoch[213](5515/26): Loss -0.0331, Sem 0.1988, dir -0.6501, norm 0.4183, swav 0.0000 LR: 4.860e-02 Score 93.795 Data time: 0.2088, Forward time: 2.2668, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 5.4105 [2020-11-08 22:41:43,523][root][INFO] - ===> Epoch[213](5516/26): Loss 0.0411, Sem 0.2072, dir -0.5752, norm 0.4091, swav 0.0000 LR: 4.859e-02 Score 92.982 Data time: 0.3499, Forward time: 2.2670, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 6.9988 [2020-11-08 22:41:49,588][root][INFO] - ===> Epoch[213](5517/26): Loss -0.0547, Sem 0.1916, dir -0.6167, norm 0.3704, swav 0.0000 LR: 4.858e-02 Score 93.933 Data time: 0.2766, Forward time: 2.2672, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.9059 [2020-11-08 22:41:54,791][root][INFO] - ===> Epoch[213](5518/26): Loss -0.1123, Sem 0.1673, dir -0.6461, norm 0.3665, swav 0.0000 LR: 4.857e-02 Score 94.796 Data time: 0.2047, Forward time: 2.2672, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.0748 [2020-11-08 22:41:59,790][root][INFO] - ===> Epoch[213](5519/26): Loss 0.0260, Sem 0.1946, dir -0.5631, norm 0.3945, swav 0.0000 LR: 4.856e-02 Score 93.118 Data time: 0.1750, Forward time: 2.2671, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 4.9059 [2020-11-08 22:42:04,747][root][INFO] - ===> Epoch[213](5520/26): Loss -0.0471, Sem 0.1798, dir -0.6513, norm 0.4244, swav 0.0000 LR: 4.855e-02 Score 94.241 Data time: 0.2083, Forward time: 2.2671, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 4.8734 [2020-11-08 22:42:09,358][root][INFO] - ===> Epoch[213](5521/26): Loss -0.0376, Sem 0.2092, dir -0.6479, norm 0.4011, swav 0.0000 LR: 4.854e-02 Score 93.185 Data time: 0.2264, Forward time: 2.2671, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 4.4970 [2020-11-08 22:42:15,194][root][INFO] - ===> Epoch[213](5522/26): Loss -0.0428, Sem 0.1709, dir -0.6043, norm 0.3906, swav 0.0000 LR: 4.853e-02 Score 94.949 Data time: 0.2411, Forward time: 2.2672, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 5.7371 [2020-11-08 22:42:23,141][root][INFO] - ===> Epoch[213](5523/26): Loss 0.0071, Sem 0.2103, dir -0.5657, norm 0.3624, swav 0.0000 LR: 4.852e-02 Score 93.019 Data time: 0.2873, Forward time: 2.2673, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 7.8081 [2020-11-08 22:42:30,027][root][INFO] - ===> Epoch[213](5524/26): Loss 0.0865, Sem 0.2242, dir -0.5642, norm 0.4265, swav 0.0000 LR: 4.851e-02 Score 92.670 Data time: 0.1825, Forward time: 2.2673, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 6.7446 [2020-11-08 22:42:34,780][root][INFO] - ===> Epoch[213](5525/26): Loss 0.0239, Sem 0.2042, dir -0.5894, norm 0.4091, swav 0.0000 LR: 4.850e-02 Score 93.700 Data time: 0.2114, Forward time: 2.2673, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 4.6389 [2020-11-08 22:42:40,508][root][INFO] - ===> Epoch[213](5526/26): Loss -0.0139, Sem 0.1998, dir -0.6046, norm 0.3909, swav 0.0000 LR: 4.849e-02 Score 93.156 Data time: 0.1464, Forward time: 2.2672, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.6236 [2020-11-08 22:42:46,224][root][INFO] - ===> Epoch[213](5527/26): Loss -0.0392, Sem 0.1913, dir -0.6417, norm 0.4112, swav 0.0000 LR: 4.848e-02 Score 93.720 Data time: 0.1834, Forward time: 2.2671, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.6393 [2020-11-08 22:42:52,582][root][INFO] - ===> Epoch[213](5528/26): Loss -0.0336, Sem 0.1699, dir -0.5853, norm 0.3818, swav 0.0000 LR: 4.847e-02 Score 94.331 Data time: 0.2453, Forward time: 2.2672, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 6.2415 [2020-11-08 22:42:58,000][root][INFO] - ===> Epoch[213](5529/26): Loss -0.0350, Sem 0.1930, dir -0.6356, norm 0.4076, swav 0.0000 LR: 4.846e-02 Score 93.482 Data time: 0.1925, Forward time: 2.2671, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.3004 [2020-11-08 22:43:04,448][root][INFO] - ===> Epoch[213](5530/26): Loss 0.0548, Sem 0.2279, dir -0.5833, norm 0.4103, swav 0.0000 LR: 4.845e-02 Score 92.709 Data time: 0.2355, Forward time: 2.2671, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 6.3433 [2020-11-08 22:43:09,755][root][INFO] - ===> Epoch[213](5531/26): Loss 0.0274, Sem 0.2194, dir -0.5779, norm 0.3859, swav 0.0000 LR: 4.844e-02 Score 93.077 Data time: 0.2138, Forward time: 2.2672, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.1739 [2020-11-08 22:43:16,068][root][INFO] - ===> Epoch[213](5532/26): Loss -0.0090, Sem 0.1823, dir -0.5872, norm 0.3959, swav 0.0000 LR: 4.843e-02 Score 93.949 Data time: 0.2130, Forward time: 2.2672, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 6.1614 [2020-11-08 22:43:22,194][root][INFO] - ===> Epoch[213](5533/26): Loss 0.1149, Sem 0.2263, dir -0.5320, norm 0.4205, swav 0.0000 LR: 4.842e-02 Score 93.394 Data time: 0.2087, Forward time: 2.2672, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 6.0099 [2020-11-08 22:43:27,977][root][INFO] - ===> Epoch[213](5534/26): Loss -0.0308, Sem 0.1744, dir -0.6058, norm 0.4006, swav 0.0000 LR: 4.841e-02 Score 94.073 Data time: 0.1770, Forward time: 2.2671, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 5.6851 [2020-11-08 22:43:33,597][root][INFO] - ===> Epoch[213](5535/26): Loss -0.0381, Sem 0.1847, dir -0.6170, norm 0.3941, swav 0.0000 LR: 4.840e-02 Score 94.261 Data time: 0.1785, Forward time: 2.2670, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 5.5167 [2020-11-08 22:43:39,108][root][INFO] - ===> Epoch[213](5536/26): Loss 0.0149, Sem 0.1986, dir -0.5811, norm 0.3974, swav 0.0000 LR: 4.839e-02 Score 93.282 Data time: 0.2168, Forward time: 2.2670, Backward time: 3.0853, DDP time: 0.0046, Total iter time: 5.4071 [2020-11-08 22:43:44,071][root][INFO] - ===> Epoch[213](5537/26): Loss -0.0358, Sem 0.1905, dir -0.6043, norm 0.3780, swav 0.0000 LR: 4.839e-02 Score 94.187 Data time: 0.2431, Forward time: 2.2671, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 4.8319 [2020-11-08 22:43:48,772][root][INFO] - ===> Epoch[213](5538/26): Loss -0.1144, Sem 0.1698, dir -0.6531, norm 0.3688, swav 0.0000 LR: 4.838e-02 Score 94.709 Data time: 0.1922, Forward time: 2.2671, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 4.5709 [2020-11-08 22:43:53,717][root][INFO] - ===> Epoch[214](5539/26): Loss 0.0003, Sem 0.2084, dir -0.6104, norm 0.4023, swav 0.0000 LR: 4.837e-02 Score 93.448 Data time: 0.2033, Forward time: 2.2670, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 4.8354 [2020-11-08 22:43:59,133][root][INFO] - ===> Epoch[214](5540/26): Loss 0.0724, Sem 0.1915, dir -0.5599, norm 0.4408, swav 0.0000 LR: 4.836e-02 Score 93.774 Data time: 0.2311, Forward time: 2.2671, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 5.3110 [2020-11-08 22:44:04,851][root][INFO] - ===> Epoch[214](5541/26): Loss 0.0192, Sem 0.1809, dir -0.5756, norm 0.4139, swav 0.0000 LR: 4.835e-02 Score 93.945 Data time: 0.1629, Forward time: 2.2670, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 5.5825 [2020-11-08 22:44:10,325][root][INFO] - ===> Epoch[214](5542/26): Loss -0.0469, Sem 0.1839, dir -0.6102, norm 0.3794, swav 0.0000 LR: 4.834e-02 Score 93.705 Data time: 0.2050, Forward time: 2.2670, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 5.3688 [2020-11-08 22:44:16,052][root][INFO] - ===> Epoch[214](5543/26): Loss 0.0336, Sem 0.1898, dir -0.5703, norm 0.4141, swav 0.0000 LR: 4.833e-02 Score 93.788 Data time: 0.1736, Forward time: 2.2669, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 5.5997 [2020-11-08 22:44:21,255][root][INFO] - ===> Epoch[214](5544/26): Loss -0.0371, Sem 0.1659, dir -0.6135, norm 0.4104, swav 0.0000 LR: 4.832e-02 Score 94.404 Data time: 0.1628, Forward time: 2.2668, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 5.0989 [2020-11-08 22:44:27,482][root][INFO] - ===> Epoch[214](5545/26): Loss -0.0375, Sem 0.1499, dir -0.5552, norm 0.3679, swav 0.0000 LR: 4.831e-02 Score 94.933 Data time: 0.3132, Forward time: 2.2670, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 6.1475 [2020-11-08 22:44:34,212][root][INFO] - ===> Epoch[214](5546/26): Loss -0.0257, Sem 0.1591, dir -0.5976, norm 0.4129, swav 0.0000 LR: 4.830e-02 Score 94.290 Data time: 0.1769, Forward time: 2.2669, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 6.5891 [2020-11-08 22:44:39,007][root][INFO] - ===> Epoch[214](5547/26): Loss -0.0352, Sem 0.1798, dir -0.5846, norm 0.3695, swav 0.0000 LR: 4.829e-02 Score 93.836 Data time: 0.2194, Forward time: 2.2669, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 4.6838 [2020-11-08 22:44:44,529][root][INFO] - ===> Epoch[214](5548/26): Loss -0.0770, Sem 0.1584, dir -0.6113, norm 0.3759, swav 0.0000 LR: 4.828e-02 Score 95.045 Data time: 0.1744, Forward time: 2.2668, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 5.4007 [2020-11-08 22:44:50,560][root][INFO] - ===> Epoch[214](5549/26): Loss -0.0549, Sem 0.1725, dir -0.5895, norm 0.3621, swav 0.0000 LR: 4.827e-02 Score 94.288 Data time: 0.2080, Forward time: 2.2668, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 5.9418 [2020-11-08 22:44:56,690][root][INFO] - ===> Epoch[214](5550/26): Loss 0.0411, Sem 0.2046, dir -0.5832, norm 0.4197, swav 0.0000 LR: 4.826e-02 Score 93.974 Data time: 0.1751, Forward time: 2.2668, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.9818 [2020-11-08 22:45:01,397][root][INFO] - ===> Epoch[214](5551/26): Loss 0.0120, Sem 0.2252, dir -0.5883, norm 0.3751, swav 0.0000 LR: 4.825e-02 Score 93.470 Data time: 0.2019, Forward time: 2.2667, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 4.5958 [2020-11-08 22:45:07,651][root][INFO] - ===> Epoch[214](5552/26): Loss 0.0368, Sem 0.1821, dir -0.5403, norm 0.3950, swav 0.0000 LR: 4.824e-02 Score 94.169 Data time: 0.2688, Forward time: 2.2669, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 6.1384 [2020-11-08 22:45:13,969][root][INFO] - ===> Epoch[214](5553/26): Loss 0.0612, Sem 0.2088, dir -0.5972, norm 0.4496, swav 0.0000 LR: 4.823e-02 Score 92.737 Data time: 0.1770, Forward time: 2.2668, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 6.1805 [2020-11-08 22:45:20,450][root][INFO] - ===> Epoch[214](5554/26): Loss 0.0396, Sem 0.2238, dir -0.5960, norm 0.4118, swav 0.0000 LR: 4.822e-02 Score 92.896 Data time: 0.2138, Forward time: 2.2668, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 6.3837 [2020-11-08 22:45:26,451][root][INFO] - ===> Epoch[214](5555/26): Loss -0.0201, Sem 0.1897, dir -0.5789, norm 0.3691, swav 0.0000 LR: 4.821e-02 Score 94.782 Data time: 0.3038, Forward time: 2.2669, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.8877 [2020-11-08 22:45:33,249][root][INFO] - ===> Epoch[214](5556/26): Loss -0.0117, Sem 0.1797, dir -0.5732, norm 0.3818, swav 0.0000 LR: 4.820e-02 Score 94.214 Data time: 0.2537, Forward time: 2.2670, Backward time: 3.0852, DDP time: 0.0046, Total iter time: 6.6641 [2020-11-08 22:45:39,014][root][INFO] - ===> Epoch[214](5557/26): Loss -0.0624, Sem 0.1943, dir -0.6180, norm 0.3613, swav 0.0000 LR: 4.819e-02 Score 93.704 Data time: 0.2381, Forward time: 2.2670, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.6413 [2020-11-08 22:45:43,560][root][INFO] - ===> Epoch[214](5558/26): Loss 0.0140, Sem 0.1816, dir -0.5722, norm 0.4047, swav 0.0000 LR: 4.818e-02 Score 94.180 Data time: 0.1515, Forward time: 2.2669, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 4.4398 [2020-11-08 22:45:49,172][root][INFO] - ===> Epoch[214](5559/26): Loss 0.0014, Sem 0.2209, dir -0.6102, norm 0.3907, swav 0.0000 LR: 4.817e-02 Score 93.367 Data time: 0.1956, Forward time: 2.2669, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 5.5471 [2020-11-08 22:45:54,903][root][INFO] - ===> Epoch[214](5560/26): Loss 0.0018, Sem 0.2126, dir -0.6125, norm 0.4017, swav 0.0000 LR: 4.816e-02 Score 93.232 Data time: 0.1859, Forward time: 2.2669, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.6199 [2020-11-08 22:46:01,508][root][INFO] - ===> Epoch[214](5561/26): Loss -0.0429, Sem 0.2035, dir -0.6457, norm 0.3993, swav 0.0000 LR: 4.815e-02 Score 92.734 Data time: 0.2946, Forward time: 2.2670, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 6.5116 [2020-11-08 22:46:07,919][root][INFO] - ===> Epoch[214](5562/26): Loss -0.0592, Sem 0.1512, dir -0.6037, norm 0.3933, swav 0.0000 LR: 4.814e-02 Score 95.122 Data time: 0.2541, Forward time: 2.2670, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 6.2858 [2020-11-08 22:46:13,521][root][INFO] - ===> Epoch[214](5563/26): Loss 0.0499, Sem 0.1800, dir -0.5879, norm 0.4577, swav 0.0000 LR: 4.813e-02 Score 93.408 Data time: 0.2455, Forward time: 2.2671, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 5.4771 [2020-11-08 22:46:18,726][root][INFO] - ===> Epoch[214](5564/26): Loss 0.0449, Sem 0.2008, dir -0.5540, norm 0.3980, swav 0.0000 LR: 4.812e-02 Score 94.203 Data time: 0.2447, Forward time: 2.2671, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 5.0992 [2020-11-08 22:46:24,364][root][INFO] - ===> Epoch[215](5565/26): Loss -0.0132, Sem 0.1688, dir -0.6119, norm 0.4299, swav 0.0000 LR: 4.811e-02 Score 94.279 Data time: 0.2507, Forward time: 2.2672, Backward time: 3.0848, DDP time: 0.0046, Total iter time: 5.4878 [2020-11-08 22:46:28,818][root][INFO] - ===> Epoch[215](5566/26): Loss -0.0381, Sem 0.1834, dir -0.5678, norm 0.3463, swav 0.0000 LR: 4.810e-02 Score 94.166 Data time: 0.1804, Forward time: 2.2671, Backward time: 3.0847, DDP time: 0.0046, Total iter time: 4.3359 [2020-11-08 22:46:34,622][root][INFO] - ===> Epoch[215](5567/26): Loss -0.0381, Sem 0.1799, dir -0.6144, norm 0.3963, swav 0.0000 LR: 4.809e-02 Score 94.355 Data time: 0.2580, Forward time: 2.2672, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 5.7091 [2020-11-08 22:46:39,306][root][INFO] - ===> Epoch[215](5568/26): Loss -0.0693, Sem 0.1948, dir -0.6385, norm 0.3744, swav 0.0000 LR: 4.808e-02 Score 93.486 Data time: 0.1904, Forward time: 2.2672, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 4.5455 [2020-11-08 22:46:44,622][root][INFO] - ===> Epoch[215](5569/26): Loss 0.0039, Sem 0.1986, dir -0.6146, norm 0.4198, swav 0.0000 LR: 4.807e-02 Score 93.620 Data time: 0.2274, Forward time: 2.2672, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 5.2069 [2020-11-08 22:46:49,875][root][INFO] - ===> Epoch[215](5570/26): Loss -0.0028, Sem 0.1835, dir -0.5766, norm 0.3903, swav 0.0000 LR: 4.806e-02 Score 93.674 Data time: 0.2580, Forward time: 2.2673, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.1484 [2020-11-08 22:46:55,265][root][INFO] - ===> Epoch[215](5571/26): Loss 0.0998, Sem 0.2190, dir -0.5410, norm 0.4218, swav 0.0000 LR: 4.805e-02 Score 93.050 Data time: 0.1858, Forward time: 2.2672, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.2609 [2020-11-08 22:47:00,396][root][INFO] - ===> Epoch[215](5572/26): Loss -0.0265, Sem 0.1874, dir -0.6282, norm 0.4143, swav 0.0000 LR: 4.804e-02 Score 94.167 Data time: 0.1486, Forward time: 2.2671, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.0232 [2020-11-08 22:47:06,354][root][INFO] - ===> Epoch[215](5573/26): Loss -0.0034, Sem 0.1857, dir -0.5959, norm 0.4068, swav 0.0000 LR: 4.803e-02 Score 93.618 Data time: 0.1743, Forward time: 2.2670, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 5.8818 [2020-11-08 22:47:12,573][root][INFO] - ===> Epoch[215](5574/26): Loss 0.0340, Sem 0.2229, dir -0.6031, norm 0.4142, swav 0.0000 LR: 4.802e-02 Score 92.639 Data time: 0.2656, Forward time: 2.2671, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 6.1050 [2020-11-08 22:47:17,678][root][INFO] - ===> Epoch[215](5575/26): Loss -0.0307, Sem 0.1956, dir -0.6248, norm 0.3986, swav 0.0000 LR: 4.801e-02 Score 93.604 Data time: 0.2005, Forward time: 2.2671, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 4.9709 [2020-11-08 22:47:22,090][root][INFO] - ===> Epoch[215](5576/26): Loss -0.0420, Sem 0.1736, dir -0.6122, norm 0.3965, swav 0.0000 LR: 4.800e-02 Score 94.388 Data time: 0.1611, Forward time: 2.2670, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 4.2828 [2020-11-08 22:47:28,620][root][INFO] - ===> Epoch[215](5577/26): Loss 0.1053, Sem 0.2595, dir -0.5733, norm 0.4192, swav 0.0000 LR: 4.799e-02 Score 92.066 Data time: 0.1713, Forward time: 2.2669, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 6.4377 [2020-11-08 22:47:33,653][root][INFO] - ===> Epoch[215](5578/26): Loss -0.0006, Sem 0.2100, dir -0.5811, norm 0.3704, swav 0.0000 LR: 4.799e-02 Score 93.451 Data time: 0.1695, Forward time: 2.2668, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 4.9093 [2020-11-08 22:47:39,819][root][INFO] - ===> Epoch[215](5579/26): Loss -0.0783, Sem 0.1710, dir -0.6546, norm 0.4053, swav 0.0000 LR: 4.798e-02 Score 94.759 Data time: 0.3058, Forward time: 2.2669, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 6.0798 [2020-11-08 22:47:45,032][root][INFO] - ===> Epoch[215](5580/26): Loss 0.0285, Sem 0.1987, dir -0.5787, norm 0.4085, swav 0.0000 LR: 4.797e-02 Score 93.716 Data time: 0.1638, Forward time: 2.2668, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.0841 [2020-11-08 22:47:50,725][root][INFO] - ===> Epoch[215](5581/26): Loss -0.0284, Sem 0.1858, dir -0.6009, norm 0.3866, swav 0.0000 LR: 4.796e-02 Score 93.687 Data time: 0.2120, Forward time: 2.2669, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.6213 [2020-11-08 22:47:56,102][root][INFO] - ===> Epoch[215](5582/26): Loss -0.0827, Sem 0.1897, dir -0.6314, norm 0.3590, swav 0.0000 LR: 4.795e-02 Score 93.414 Data time: 0.1745, Forward time: 2.2668, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.2347 [2020-11-08 22:48:01,096][root][INFO] - ===> Epoch[215](5583/26): Loss -0.0487, Sem 0.1637, dir -0.5850, norm 0.3726, swav 0.0000 LR: 4.794e-02 Score 94.554 Data time: 0.1765, Forward time: 2.2667, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 4.8935 [2020-11-08 22:48:07,762][root][INFO] - ===> Epoch[215](5584/26): Loss 0.0128, Sem 0.1936, dir -0.6000, norm 0.4192, swav 0.0000 LR: 4.793e-02 Score 93.736 Data time: 0.1791, Forward time: 2.2667, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 6.5728 [2020-11-08 22:48:13,174][root][INFO] - ===> Epoch[215](5585/26): Loss -0.0375, Sem 0.1723, dir -0.6054, norm 0.3956, swav 0.0000 LR: 4.792e-02 Score 95.085 Data time: 0.2586, Forward time: 2.2667, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.2781 [2020-11-08 22:48:18,579][root][INFO] - ===> Epoch[215](5586/26): Loss 0.0116, Sem 0.2012, dir -0.5945, norm 0.4049, swav 0.0000 LR: 4.791e-02 Score 93.534 Data time: 0.1735, Forward time: 2.2667, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.2612 [2020-11-08 22:48:23,698][root][INFO] - ===> Epoch[215](5587/26): Loss 0.0101, Sem 0.2097, dir -0.5953, norm 0.3957, swav 0.0000 LR: 4.790e-02 Score 92.638 Data time: 0.2296, Forward time: 2.2667, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.0202 [2020-11-08 22:48:29,804][root][INFO] - ===> Epoch[215](5588/26): Loss -0.0322, Sem 0.1653, dir -0.5869, norm 0.3894, swav 0.0000 LR: 4.789e-02 Score 94.656 Data time: 0.2194, Forward time: 2.2667, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.9807 [2020-11-08 22:48:35,907][root][INFO] - ===> Epoch[215](5589/26): Loss -0.0176, Sem 0.1973, dir -0.6136, norm 0.3987, swav 0.0000 LR: 4.788e-02 Score 94.223 Data time: 0.2897, Forward time: 2.2668, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.9826 [2020-11-08 22:48:41,220][root][INFO] - ===> Epoch[215](5590/26): Loss -0.0018, Sem 0.1842, dir -0.5845, norm 0.3985, swav 0.0000 LR: 4.787e-02 Score 94.878 Data time: 0.2229, Forward time: 2.2669, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.1840 [2020-11-08 22:48:45,804][root][INFO] - ===> Epoch[216](5591/26): Loss -0.0281, Sem 0.1765, dir -0.5930, norm 0.3884, swav 0.0000 LR: 4.786e-02 Score 94.345 Data time: 0.1702, Forward time: 2.2668, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 4.4580 [2020-11-08 22:48:50,044][root][INFO] - ===> Epoch[216](5592/26): Loss -0.0047, Sem 0.1852, dir -0.5898, norm 0.3999, swav 0.0000 LR: 4.785e-02 Score 93.328 Data time: 0.1705, Forward time: 2.2667, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 4.1546 [2020-11-08 22:48:56,733][root][INFO] - ===> Epoch[216](5593/26): Loss -0.0222, Sem 0.1810, dir -0.5894, norm 0.3862, swav 0.0000 LR: 4.784e-02 Score 94.840 Data time: 0.2174, Forward time: 2.2667, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 6.6048 [2020-11-08 22:49:02,152][root][INFO] - ===> Epoch[216](5594/26): Loss 0.0111, Sem 0.2011, dir -0.5972, norm 0.4072, swav 0.0000 LR: 4.783e-02 Score 93.163 Data time: 0.2074, Forward time: 2.2666, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.2910 [2020-11-08 22:49:08,010][root][INFO] - ===> Epoch[216](5595/26): Loss -0.0350, Sem 0.1855, dir -0.5984, norm 0.3779, swav 0.0000 LR: 4.782e-02 Score 93.603 Data time: 0.1619, Forward time: 2.2665, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.7585 [2020-11-08 22:49:14,298][root][INFO] - ===> Epoch[216](5596/26): Loss 0.0500, Sem 0.2018, dir -0.5713, norm 0.4194, swav 0.0000 LR: 4.781e-02 Score 93.007 Data time: 0.2883, Forward time: 2.2667, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 6.1844 [2020-11-08 22:49:19,742][root][INFO] - ===> Epoch[216](5597/26): Loss 0.0632, Sem 0.2012, dir -0.5279, norm 0.3899, swav 0.0000 LR: 4.780e-02 Score 93.740 Data time: 0.1671, Forward time: 2.2666, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.3087 [2020-11-08 22:49:26,611][root][INFO] - ===> Epoch[216](5598/26): Loss -0.0368, Sem 0.2023, dir -0.6522, norm 0.4131, swav 0.0000 LR: 4.779e-02 Score 92.835 Data time: 0.1706, Forward time: 2.2666, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 6.7620 [2020-11-08 22:49:31,849][root][INFO] - ===> Epoch[216](5599/26): Loss -0.0211, Sem 0.2213, dir -0.6386, norm 0.3962, swav 0.0000 LR: 4.778e-02 Score 93.263 Data time: 0.2413, Forward time: 2.2666, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.1362 [2020-11-08 22:49:37,551][root][INFO] - ===> Epoch[216](5600/26): Loss 0.0281, Sem 0.2238, dir -0.5652, norm 0.3695, swav 0.0000 LR: 4.777e-02 Score 93.191 Data time: 0.2597, Forward time: 2.2667, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.5684 [2020-11-08 22:49:44,193][root][INFO] - ===> Epoch[216](5601/26): Loss 0.0412, Sem 0.1823, dir -0.5492, norm 0.4082, swav 0.0000 LR: 4.776e-02 Score 93.412 Data time: 0.1457, Forward time: 2.2666, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 6.5156 [2020-11-08 22:49:49,906][root][INFO] - ===> Epoch[216](5602/26): Loss -0.0207, Sem 0.1832, dir -0.6302, norm 0.4264, swav 0.0000 LR: 4.775e-02 Score 94.082 Data time: 0.2144, Forward time: 2.2666, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.6088 [2020-11-08 22:49:55,298][root][INFO] - ===> Epoch[216](5603/26): Loss 0.0017, Sem 0.1893, dir -0.5935, norm 0.4059, swav 0.0000 LR: 4.774e-02 Score 93.785 Data time: 0.2618, Forward time: 2.2666, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.2750 [2020-11-08 22:50:00,911][root][INFO] - ===> Epoch[216](5604/26): Loss -0.0132, Sem 0.1974, dir -0.6176, norm 0.4070, swav 0.0000 LR: 4.773e-02 Score 93.084 Data time: 0.1988, Forward time: 2.2666, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.4861 [2020-11-08 22:50:05,541][root][INFO] - ===> Epoch[216](5605/26): Loss -0.0456, Sem 0.1962, dir -0.6167, norm 0.3750, swav 0.0000 LR: 4.772e-02 Score 94.347 Data time: 0.2213, Forward time: 2.2666, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 4.4980 [2020-11-08 22:50:11,628][root][INFO] - ===> Epoch[216](5606/26): Loss 0.0090, Sem 0.2090, dir -0.6102, norm 0.4102, swav 0.0000 LR: 4.771e-02 Score 93.698 Data time: 0.3162, Forward time: 2.2668, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.9615 [2020-11-08 22:50:17,116][root][INFO] - ===> Epoch[216](5607/26): Loss -0.1017, Sem 0.1459, dir -0.6136, norm 0.3661, swav 0.0000 LR: 4.770e-02 Score 95.197 Data time: 0.1938, Forward time: 2.2667, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.3431 [2020-11-08 22:50:21,771][root][INFO] - ===> Epoch[216](5608/26): Loss -0.0887, Sem 0.1697, dir -0.6197, norm 0.3613, swav 0.0000 LR: 4.769e-02 Score 94.496 Data time: 0.2240, Forward time: 2.2667, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 4.5208 [2020-11-08 22:50:27,540][root][INFO] - ===> Epoch[216](5609/26): Loss 0.1453, Sem 0.2744, dir -0.5649, norm 0.4358, swav 0.0000 LR: 4.768e-02 Score 90.706 Data time: 0.2738, Forward time: 2.2668, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 5.6513 [2020-11-08 22:50:33,475][root][INFO] - ===> Epoch[216](5610/26): Loss 0.0322, Sem 0.1840, dir -0.5932, norm 0.4414, swav 0.0000 LR: 4.767e-02 Score 94.054 Data time: 0.1905, Forward time: 2.2668, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.8016 [2020-11-08 22:50:38,969][root][INFO] - ===> Epoch[216](5611/26): Loss -0.0024, Sem 0.1941, dir -0.5905, norm 0.3940, swav 0.0000 LR: 4.766e-02 Score 93.968 Data time: 0.2223, Forward time: 2.2668, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.3711 [2020-11-08 22:50:44,196][root][INFO] - ===> Epoch[216](5612/26): Loss -0.0149, Sem 0.1909, dir -0.5831, norm 0.3773, swav 0.0000 LR: 4.765e-02 Score 94.171 Data time: 0.1936, Forward time: 2.2668, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 5.1045 [2020-11-08 22:50:49,854][root][INFO] - ===> Epoch[216](5613/26): Loss 0.0236, Sem 0.1933, dir -0.5575, norm 0.3878, swav 0.0000 LR: 4.764e-02 Score 93.999 Data time: 0.2583, Forward time: 2.2668, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.5406 [2020-11-08 22:50:56,174][root][INFO] - ===> Epoch[216](5614/26): Loss -0.0110, Sem 0.1943, dir -0.5818, norm 0.3765, swav 0.0000 LR: 4.763e-02 Score 93.677 Data time: 0.3197, Forward time: 2.2670, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 6.1815 [2020-11-08 22:51:01,949][root][INFO] - ===> Epoch[216](5615/26): Loss -0.0658, Sem 0.1740, dir -0.5990, norm 0.3592, swav 0.0000 LR: 4.762e-02 Score 93.989 Data time: 0.2190, Forward time: 2.2670, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.6396 [2020-11-08 22:51:07,347][root][INFO] - ===> Epoch[216](5616/26): Loss -0.0710, Sem 0.1620, dir -0.6006, norm 0.3675, swav 0.0000 LR: 4.761e-02 Score 94.705 Data time: 0.2059, Forward time: 2.2670, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.2888 [2020-11-08 22:51:12,212][root][INFO] - ===> Epoch[217](5617/26): Loss -0.0087, Sem 0.1735, dir -0.6075, norm 0.4253, swav 0.0000 LR: 4.760e-02 Score 94.003 Data time: 0.1975, Forward time: 2.2670, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 4.7406 [2020-11-08 22:51:17,607][root][INFO] - ===> Epoch[217](5618/26): Loss -0.0806, Sem 0.1608, dir -0.6338, norm 0.3924, swav 0.0000 LR: 4.759e-02 Score 94.820 Data time: 0.1691, Forward time: 2.2669, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.2895 [2020-11-08 22:51:23,194][root][INFO] - ===> Epoch[217](5619/26): Loss -0.1324, Sem 0.1765, dir -0.6691, norm 0.3602, swav 0.0000 LR: 4.758e-02 Score 93.631 Data time: 0.1957, Forward time: 2.2669, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.5037 [2020-11-08 22:51:28,570][root][INFO] - ===> Epoch[217](5620/26): Loss 0.0196, Sem 0.2043, dir -0.6017, norm 0.4170, swav 0.0000 LR: 4.757e-02 Score 93.675 Data time: 0.2272, Forward time: 2.2668, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.2678 [2020-11-08 22:51:35,219][root][INFO] - ===> Epoch[217](5621/26): Loss -0.0139, Sem 0.1851, dir -0.5897, norm 0.3906, swav 0.0000 LR: 4.757e-02 Score 93.968 Data time: 0.2921, Forward time: 2.2669, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 6.5326 [2020-11-08 22:51:42,930][root][INFO] - ===> Epoch[217](5622/26): Loss -0.0047, Sem 0.1895, dir -0.5773, norm 0.3831, swav 0.0000 LR: 4.756e-02 Score 93.048 Data time: 0.2427, Forward time: 2.2670, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 7.5420 [2020-11-08 22:51:48,163][root][INFO] - ===> Epoch[217](5623/26): Loss 0.0097, Sem 0.1813, dir -0.5960, norm 0.4244, swav 0.0000 LR: 4.755e-02 Score 94.313 Data time: 0.1799, Forward time: 2.2669, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.0891 [2020-11-08 22:51:53,836][root][INFO] - ===> Epoch[217](5624/26): Loss 0.0159, Sem 0.2263, dir -0.6157, norm 0.4053, swav 0.0000 LR: 4.754e-02 Score 92.513 Data time: 0.1772, Forward time: 2.2669, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 5.5752 [2020-11-08 22:51:58,671][root][INFO] - ===> Epoch[217](5625/26): Loss -0.0354, Sem 0.1915, dir -0.6151, norm 0.3882, swav 0.0000 LR: 4.753e-02 Score 94.057 Data time: 0.1948, Forward time: 2.2668, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 4.7414 [2020-11-08 22:52:05,246][root][INFO] - ===> Epoch[217](5626/26): Loss -0.0532, Sem 0.1574, dir -0.5904, norm 0.3798, swav 0.0000 LR: 4.752e-02 Score 94.617 Data time: 0.2548, Forward time: 2.2669, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 6.4630 [2020-11-08 22:52:10,448][root][INFO] - ===> Epoch[217](5627/26): Loss 0.0418, Sem 0.2083, dir -0.5487, norm 0.3822, swav 0.0000 LR: 4.751e-02 Score 93.495 Data time: 0.1852, Forward time: 2.2669, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.0578 [2020-11-08 22:52:15,803][root][INFO] - ===> Epoch[217](5628/26): Loss 0.0150, Sem 0.1948, dir -0.6081, norm 0.4283, swav 0.0000 LR: 4.750e-02 Score 93.552 Data time: 0.1983, Forward time: 2.2668, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.2409 [2020-11-08 22:52:22,003][root][INFO] - ===> Epoch[217](5629/26): Loss -0.0806, Sem 0.1409, dir -0.6053, norm 0.3838, swav 0.0000 LR: 4.749e-02 Score 95.566 Data time: 0.2396, Forward time: 2.2669, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 6.0877 [2020-11-08 22:52:27,087][root][INFO] - ===> Epoch[217](5630/26): Loss 0.0063, Sem 0.2271, dir -0.6113, norm 0.3905, swav 0.0000 LR: 4.748e-02 Score 92.908 Data time: 0.2935, Forward time: 2.2669, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 4.9626 [2020-11-08 22:52:32,438][root][INFO] - ===> Epoch[217](5631/26): Loss 0.0094, Sem 0.1971, dir -0.5737, norm 0.3860, swav 0.0000 LR: 4.747e-02 Score 93.624 Data time: 0.2678, Forward time: 2.2670, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 5.2233 [2020-11-08 22:52:37,569][root][INFO] - ===> Epoch[217](5632/26): Loss -0.1442, Sem 0.1276, dir -0.6370, norm 0.3653, swav 0.0000 LR: 4.746e-02 Score 96.244 Data time: 0.2155, Forward time: 2.2670, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.0097 [2020-11-08 22:52:43,214][root][INFO] - ===> Epoch[217](5633/26): Loss 0.0002, Sem 0.1839, dir -0.5836, norm 0.4000, swav 0.0000 LR: 4.745e-02 Score 94.238 Data time: 0.1915, Forward time: 2.2670, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.5361 [2020-11-08 22:52:48,795][root][INFO] - ===> Epoch[217](5634/26): Loss 0.0257, Sem 0.2253, dir -0.6063, norm 0.4067, swav 0.0000 LR: 4.744e-02 Score 92.923 Data time: 0.1925, Forward time: 2.2669, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 5.4817 [2020-11-08 22:52:55,772][root][INFO] - ===> Epoch[217](5635/26): Loss 0.0179, Sem 0.2044, dir -0.5604, norm 0.3739, swav 0.0000 LR: 4.743e-02 Score 93.225 Data time: 0.3515, Forward time: 2.2671, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 6.8939 [2020-11-08 22:53:01,711][root][INFO] - ===> Epoch[217](5636/26): Loss -0.0076, Sem 0.2073, dir -0.6156, norm 0.4007, swav 0.0000 LR: 4.742e-02 Score 93.733 Data time: 0.2036, Forward time: 2.2671, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 5.8093 [2020-11-08 22:53:07,554][root][INFO] - ===> Epoch[217](5637/26): Loss 0.0356, Sem 0.2101, dir -0.5716, norm 0.3972, swav 0.0000 LR: 4.741e-02 Score 92.965 Data time: 0.2385, Forward time: 2.2672, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.7158 [2020-11-08 22:53:13,115][root][INFO] - ===> Epoch[217](5638/26): Loss -0.0013, Sem 0.2464, dir -0.6409, norm 0.3933, swav 0.0000 LR: 4.740e-02 Score 92.618 Data time: 0.2083, Forward time: 2.2672, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.4429 [2020-11-08 22:53:20,325][root][INFO] - ===> Epoch[217](5639/26): Loss -0.0439, Sem 0.1824, dir -0.6477, norm 0.4214, swav 0.0000 LR: 4.739e-02 Score 93.928 Data time: 0.2766, Forward time: 2.2673, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 7.0812 [2020-11-08 22:53:25,725][root][INFO] - ===> Epoch[217](5640/26): Loss -0.0377, Sem 0.1560, dir -0.5896, norm 0.3960, swav 0.0000 LR: 4.738e-02 Score 94.994 Data time: 0.2547, Forward time: 2.2674, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.2763 [2020-11-08 22:53:30,931][root][INFO] - ===> Epoch[217](5641/26): Loss 0.0122, Sem 0.2110, dir -0.5921, norm 0.3933, swav 0.0000 LR: 4.737e-02 Score 93.712 Data time: 0.2190, Forward time: 2.2673, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.0982 [2020-11-08 22:53:37,731][root][INFO] - ===> Epoch[217](5642/26): Loss -0.0414, Sem 0.2011, dir -0.6241, norm 0.3816, swav 0.0000 LR: 4.736e-02 Score 93.584 Data time: 0.2931, Forward time: 2.2675, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 6.6920 [2020-11-08 22:53:44,227][root][INFO] - ===> Epoch[218](5643/26): Loss 0.0021, Sem 0.2025, dir -0.5783, norm 0.3779, swav 0.0000 LR: 4.735e-02 Score 93.878 Data time: 0.2285, Forward time: 2.2675, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 6.3836 [2020-11-08 22:53:50,089][root][INFO] - ===> Epoch[218](5644/26): Loss 0.0314, Sem 0.2128, dir -0.5777, norm 0.3963, swav 0.0000 LR: 4.734e-02 Score 93.100 Data time: 0.1381, Forward time: 2.2674, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.7365 [2020-11-08 22:53:56,146][root][INFO] - ===> Epoch[218](5645/26): Loss -0.0248, Sem 0.1565, dir -0.5834, norm 0.4021, swav 0.0000 LR: 4.733e-02 Score 94.797 Data time: 0.2288, Forward time: 2.2674, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.9695 [2020-11-08 22:54:02,255][root][INFO] - ===> Epoch[218](5646/26): Loss -0.0690, Sem 0.1601, dir -0.6021, norm 0.3730, swav 0.0000 LR: 4.732e-02 Score 94.254 Data time: 0.1691, Forward time: 2.2673, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.9973 [2020-11-08 22:54:08,076][root][INFO] - ===> Epoch[218](5647/26): Loss -0.0376, Sem 0.1620, dir -0.6107, norm 0.4111, swav 0.0000 LR: 4.731e-02 Score 94.879 Data time: 0.2277, Forward time: 2.2673, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.7294 [2020-11-08 22:54:13,480][root][INFO] - ===> Epoch[218](5648/26): Loss 0.0021, Sem 0.1849, dir -0.5616, norm 0.3788, swav 0.0000 LR: 4.730e-02 Score 93.710 Data time: 0.2316, Forward time: 2.2674, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 5.2624 [2020-11-08 22:54:18,500][root][INFO] - ===> Epoch[218](5649/26): Loss -0.0430, Sem 0.1758, dir -0.6056, norm 0.3868, swav 0.0000 LR: 4.729e-02 Score 94.980 Data time: 0.2105, Forward time: 2.2674, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 4.9128 [2020-11-08 22:54:24,969][root][INFO] - ===> Epoch[218](5650/26): Loss 0.0655, Sem 0.1946, dir -0.5720, norm 0.4430, swav 0.0000 LR: 4.728e-02 Score 93.978 Data time: 0.1929, Forward time: 2.2673, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 6.3563 [2020-11-08 22:54:30,605][root][INFO] - ===> Epoch[218](5651/26): Loss -0.1048, Sem 0.1489, dir -0.6364, norm 0.3827, swav 0.0000 LR: 4.727e-02 Score 95.006 Data time: 0.1635, Forward time: 2.2672, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 5.5560 [2020-11-08 22:54:36,797][root][INFO] - ===> Epoch[218](5652/26): Loss 0.0205, Sem 0.1989, dir -0.5784, norm 0.4000, swav 0.0000 LR: 4.726e-02 Score 93.572 Data time: 0.1803, Forward time: 2.2672, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 6.1065 [2020-11-08 22:54:42,002][root][INFO] - ===> Epoch[218](5653/26): Loss -0.0308, Sem 0.1891, dir -0.6002, norm 0.3803, swav 0.0000 LR: 4.725e-02 Score 94.101 Data time: 0.1810, Forward time: 2.2671, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.1099 [2020-11-08 22:54:48,221][root][INFO] - ===> Epoch[218](5654/26): Loss 0.0260, Sem 0.1908, dir -0.5979, norm 0.4331, swav 0.0000 LR: 4.724e-02 Score 94.231 Data time: 0.3190, Forward time: 2.2672, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 6.1300 [2020-11-08 22:54:54,068][root][INFO] - ===> Epoch[218](5655/26): Loss 0.0218, Sem 0.1968, dir -0.5651, norm 0.3901, swav 0.0000 LR: 4.723e-02 Score 93.676 Data time: 0.2299, Forward time: 2.2672, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.7155 [2020-11-08 22:55:00,909][root][INFO] - ===> Epoch[218](5656/26): Loss 0.0221, Sem 0.2265, dir -0.5845, norm 0.3801, swav 0.0000 LR: 4.722e-02 Score 92.975 Data time: 0.2325, Forward time: 2.2673, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 6.7357 [2020-11-08 22:55:06,102][root][INFO] - ===> Epoch[218](5657/26): Loss -0.0189, Sem 0.1925, dir -0.5915, norm 0.3801, swav 0.0000 LR: 4.721e-02 Score 94.009 Data time: 0.1396, Forward time: 2.2672, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 5.0657 [2020-11-08 22:55:12,602][root][INFO] - ===> Epoch[218](5658/26): Loss -0.0459, Sem 0.1677, dir -0.6138, norm 0.4002, swav 0.0000 LR: 4.720e-02 Score 94.181 Data time: 0.1240, Forward time: 2.2670, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 6.4275 [2020-11-08 22:55:17,663][root][INFO] - ===> Epoch[218](5659/26): Loss 0.0293, Sem 0.1766, dir -0.5634, norm 0.4161, swav 0.0000 LR: 4.719e-02 Score 94.002 Data time: 0.2125, Forward time: 2.2670, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.0081 [2020-11-08 22:55:22,716][root][INFO] - ===> Epoch[218](5660/26): Loss 0.0295, Sem 0.2065, dir -0.6207, norm 0.4437, swav 0.0000 LR: 4.718e-02 Score 92.669 Data time: 0.1837, Forward time: 2.2670, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 4.9401 [2020-11-08 22:55:28,162][root][INFO] - ===> Epoch[218](5661/26): Loss -0.0575, Sem 0.1566, dir -0.6004, norm 0.3863, swav 0.0000 LR: 4.717e-02 Score 95.095 Data time: 0.2420, Forward time: 2.2670, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 5.3364 [2020-11-08 22:55:35,060][root][INFO] - ===> Epoch[218](5662/26): Loss 0.0480, Sem 0.2044, dir -0.5551, norm 0.3986, swav 0.0000 LR: 4.716e-02 Score 93.472 Data time: 0.1912, Forward time: 2.2670, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 6.7838 [2020-11-08 22:55:40,377][root][INFO] - ===> Epoch[218](5663/26): Loss -0.0194, Sem 0.1879, dir -0.6082, norm 0.4008, swav 0.0000 LR: 4.715e-02 Score 93.761 Data time: 0.2047, Forward time: 2.2670, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.2114 [2020-11-08 22:55:45,756][root][INFO] - ===> Epoch[218](5664/26): Loss -0.0582, Sem 0.1691, dir -0.6110, norm 0.3836, swav 0.0000 LR: 4.714e-02 Score 93.865 Data time: 0.1527, Forward time: 2.2669, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.2537 [2020-11-08 22:55:51,463][root][INFO] - ===> Epoch[218](5665/26): Loss 0.0721, Sem 0.2038, dir -0.5525, norm 0.4208, swav 0.0000 LR: 4.713e-02 Score 93.098 Data time: 0.1742, Forward time: 2.2668, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 5.6384 [2020-11-08 22:55:57,057][root][INFO] - ===> Epoch[218](5666/26): Loss 0.0076, Sem 0.1887, dir -0.5836, norm 0.4024, swav 0.0000 LR: 4.712e-02 Score 93.576 Data time: 0.2546, Forward time: 2.2669, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.4980 [2020-11-08 22:56:02,637][root][INFO] - ===> Epoch[218](5667/26): Loss -0.0028, Sem 0.2344, dir -0.6406, norm 0.4035, swav 0.0000 LR: 4.712e-02 Score 92.857 Data time: 0.2222, Forward time: 2.2669, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.4590 [2020-11-08 22:56:08,460][root][INFO] - ===> Epoch[218](5668/26): Loss 0.0375, Sem 0.1721, dir -0.5956, norm 0.4610, swav 0.0000 LR: 4.711e-02 Score 94.651 Data time: 0.2784, Forward time: 2.2669, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.6814 [2020-11-08 22:56:14,712][root][INFO] - ===> Epoch[219](5669/26): Loss -0.0497, Sem 0.1390, dir -0.5790, norm 0.3903, swav 0.0000 LR: 4.710e-02 Score 95.317 Data time: 0.3169, Forward time: 2.2671, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 6.1335 [2020-11-08 22:56:20,595][root][INFO] - ===> Epoch[219](5670/26): Loss -0.0666, Sem 0.1512, dir -0.5911, norm 0.3734, swav 0.0000 LR: 4.709e-02 Score 95.340 Data time: 0.1422, Forward time: 2.2670, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.7646 [2020-11-08 22:56:26,603][root][INFO] - ===> Epoch[219](5671/26): Loss -0.0102, Sem 0.1732, dir -0.5528, norm 0.3694, swav 0.0000 LR: 4.708e-02 Score 94.583 Data time: 0.1512, Forward time: 2.2668, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 5.9074 [2020-11-08 22:56:33,448][root][INFO] - ===> Epoch[219](5672/26): Loss 0.0316, Sem 0.2040, dir -0.6004, norm 0.4280, swav 0.0000 LR: 4.707e-02 Score 93.406 Data time: 0.2145, Forward time: 2.2669, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 6.7867 [2020-11-08 22:56:39,847][root][INFO] - ===> Epoch[219](5673/26): Loss 0.0348, Sem 0.1948, dir -0.6014, norm 0.4415, swav 0.0000 LR: 4.706e-02 Score 93.360 Data time: 0.1645, Forward time: 2.2668, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 6.2749 [2020-11-08 22:56:45,490][root][INFO] - ===> Epoch[219](5674/26): Loss -0.0163, Sem 0.2138, dir -0.6106, norm 0.3805, swav 0.0000 LR: 4.705e-02 Score 93.132 Data time: 0.1860, Forward time: 2.2667, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.5556 [2020-11-08 22:56:51,531][root][INFO] - ===> Epoch[219](5675/26): Loss 0.0531, Sem 0.2119, dir -0.5788, norm 0.4199, swav 0.0000 LR: 4.704e-02 Score 93.033 Data time: 0.2542, Forward time: 2.2668, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.9309 [2020-11-08 22:56:57,082][root][INFO] - ===> Epoch[219](5676/26): Loss -0.0422, Sem 0.1860, dir -0.6130, norm 0.3849, swav 0.0000 LR: 4.703e-02 Score 93.805 Data time: 0.2279, Forward time: 2.2668, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.4232 [2020-11-08 22:57:02,956][root][INFO] - ===> Epoch[219](5677/26): Loss -0.0623, Sem 0.1935, dir -0.6681, norm 0.4123, swav 0.0000 LR: 4.702e-02 Score 94.308 Data time: 0.1607, Forward time: 2.2667, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.7617 [2020-11-08 22:57:07,337][root][INFO] - ===> Epoch[219](5678/26): Loss -0.0054, Sem 0.1921, dir -0.6172, norm 0.4197, swav 0.0000 LR: 4.701e-02 Score 93.827 Data time: 0.1993, Forward time: 2.2667, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 4.2864 [2020-11-08 22:57:14,595][root][INFO] - ===> Epoch[219](5679/26): Loss 0.0182, Sem 0.2187, dir -0.6137, norm 0.4132, swav 0.0000 LR: 4.700e-02 Score 93.468 Data time: 0.2526, Forward time: 2.2667, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 7.1528 [2020-11-08 22:57:20,174][root][INFO] - ===> Epoch[219](5680/26): Loss -0.0383, Sem 0.1823, dir -0.6085, norm 0.3879, swav 0.0000 LR: 4.699e-02 Score 93.882 Data time: 0.2424, Forward time: 2.2668, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.4486 [2020-11-08 22:57:25,764][root][INFO] - ===> Epoch[219](5681/26): Loss 0.0568, Sem 0.2021, dir -0.5701, norm 0.4248, swav 0.0000 LR: 4.698e-02 Score 93.834 Data time: 0.2604, Forward time: 2.2669, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.4594 [2020-11-08 22:57:31,982][root][INFO] - ===> Epoch[219](5682/26): Loss 0.0097, Sem 0.1766, dir -0.5588, norm 0.3919, swav 0.0000 LR: 4.697e-02 Score 94.036 Data time: 0.1955, Forward time: 2.2668, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 6.0829 [2020-11-08 22:57:37,131][root][INFO] - ===> Epoch[219](5683/26): Loss 0.0162, Sem 0.1730, dir -0.5653, norm 0.4086, swav 0.0000 LR: 4.696e-02 Score 94.293 Data time: 0.2181, Forward time: 2.2668, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.0434 [2020-11-08 22:57:42,698][root][INFO] - ===> Epoch[219](5684/26): Loss -0.0072, Sem 0.1846, dir -0.6096, norm 0.4178, swav 0.0000 LR: 4.695e-02 Score 94.163 Data time: 0.2370, Forward time: 2.2668, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.4255 [2020-11-08 22:57:48,137][root][INFO] - ===> Epoch[219](5685/26): Loss 0.0419, Sem 0.2218, dir -0.5694, norm 0.3894, swav 0.0000 LR: 4.694e-02 Score 92.340 Data time: 0.2322, Forward time: 2.2668, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.3024 [2020-11-08 22:57:53,503][root][INFO] - ===> Epoch[219](5686/26): Loss -0.0411, Sem 0.1967, dir -0.6187, norm 0.3809, swav 0.0000 LR: 4.693e-02 Score 93.089 Data time: 0.1705, Forward time: 2.2668, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.2305 [2020-11-08 22:57:58,823][root][INFO] - ===> Epoch[219](5687/26): Loss -0.1041, Sem 0.1671, dir -0.6420, norm 0.3708, swav 0.0000 LR: 4.692e-02 Score 94.223 Data time: 0.1980, Forward time: 2.2668, Backward time: 3.0838, DDP time: 0.0046, Total iter time: 5.2235 [2020-11-08 22:58:03,505][root][INFO] - ===> Epoch[219](5688/26): Loss -0.0519, Sem 0.1898, dir -0.6218, norm 0.3800, swav 0.0000 LR: 4.691e-02 Score 93.893 Data time: 0.2208, Forward time: 2.2668, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 4.5734 [2020-11-08 22:58:09,440][root][INFO] - ===> Epoch[219](5689/26): Loss 0.0244, Sem 0.1733, dir -0.5342, norm 0.3853, swav 0.0000 LR: 4.690e-02 Score 94.685 Data time: 0.1788, Forward time: 2.2667, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 5.8259 [2020-11-08 22:58:15,712][root][INFO] - ===> Epoch[219](5690/26): Loss -0.0362, Sem 0.1940, dir -0.6383, norm 0.4081, swav 0.0000 LR: 4.689e-02 Score 93.643 Data time: 0.1846, Forward time: 2.2667, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 6.1558 [2020-11-08 22:58:22,176][root][INFO] - ===> Epoch[219](5691/26): Loss -0.0469, Sem 0.1696, dir -0.6147, norm 0.3982, swav 0.0000 LR: 4.688e-02 Score 94.589 Data time: 0.2204, Forward time: 2.2667, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 6.3608 [2020-11-08 22:58:27,613][root][INFO] - ===> Epoch[219](5692/26): Loss -0.0300, Sem 0.1829, dir -0.6126, norm 0.3997, swav 0.0000 LR: 4.687e-02 Score 94.050 Data time: 0.1615, Forward time: 2.2666, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.3132 [2020-11-08 22:58:34,246][root][INFO] - ===> Epoch[219](5693/26): Loss 0.0685, Sem 0.2103, dir -0.5620, norm 0.4203, swav 0.0000 LR: 4.686e-02 Score 93.351 Data time: 0.1332, Forward time: 2.2665, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 6.5205 [2020-11-08 22:58:41,534][root][INFO] - ===> Epoch[219](5694/26): Loss -0.0112, Sem 0.1772, dir -0.5759, norm 0.3875, swav 0.0000 LR: 4.685e-02 Score 94.372 Data time: 0.1910, Forward time: 2.2664, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 7.1803 [2020-11-08 22:58:47,644][root][INFO] - ===> Epoch[220](5695/26): Loss 0.0033, Sem 0.1734, dir -0.5754, norm 0.4052, swav 0.0000 LR: 4.684e-02 Score 94.417 Data time: 0.2440, Forward time: 2.2665, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 6.0005 [2020-11-08 22:58:53,251][root][INFO] - ===> Epoch[220](5696/26): Loss 0.0329, Sem 0.2045, dir -0.5701, norm 0.3985, swav 0.0000 LR: 4.683e-02 Score 93.206 Data time: 0.2604, Forward time: 2.2666, Backward time: 3.0845, DDP time: 0.0046, Total iter time: 5.4679 [2020-11-08 22:58:58,307][root][INFO] - ===> Epoch[220](5697/26): Loss -0.0995, Sem 0.1707, dir -0.6484, norm 0.3782, swav 0.0000 LR: 4.682e-02 Score 94.160 Data time: 0.2108, Forward time: 2.2666, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 4.9422 [2020-11-08 22:59:03,393][root][INFO] - ===> Epoch[220](5698/26): Loss -0.0629, Sem 0.1894, dir -0.6334, norm 0.3810, swav 0.0000 LR: 4.681e-02 Score 93.615 Data time: 0.2405, Forward time: 2.2666, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 4.9870 [2020-11-08 22:59:07,977][root][INFO] - ===> Epoch[220](5699/26): Loss -0.0090, Sem 0.1959, dir -0.6064, norm 0.4014, swav 0.0000 LR: 4.680e-02 Score 93.990 Data time: 0.2181, Forward time: 2.2666, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 4.4669 [2020-11-08 22:59:14,737][root][INFO] - ===> Epoch[220](5700/26): Loss -0.0575, Sem 0.1693, dir -0.6132, norm 0.3863, swav 0.0000 LR: 4.679e-02 Score 94.225 Data time: 0.2323, Forward time: 2.2667, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 6.6470 [2020-11-08 22:59:20,996][root][INFO] - ===> Epoch[220](5701/26): Loss -0.0068, Sem 0.1800, dir -0.5624, norm 0.3756, swav 0.0000 LR: 4.678e-02 Score 94.388 Data time: 0.1456, Forward time: 2.2666, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 6.1360 [2020-11-08 22:59:27,317][root][INFO] - ===> Epoch[220](5702/26): Loss 0.0058, Sem 0.1867, dir -0.5924, norm 0.4115, swav 0.0000 LR: 4.677e-02 Score 93.709 Data time: 0.2212, Forward time: 2.2666, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 6.2444 [2020-11-08 22:59:32,866][root][INFO] - ===> Epoch[220](5703/26): Loss 0.0364, Sem 0.1850, dir -0.5562, norm 0.4076, swav 0.0000 LR: 4.676e-02 Score 93.635 Data time: 0.2160, Forward time: 2.2666, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 5.4244 [2020-11-08 22:59:39,932][root][INFO] - ===> Epoch[220](5704/26): Loss -0.0342, Sem 0.1875, dir -0.6132, norm 0.3915, swav 0.0000 LR: 4.675e-02 Score 94.245 Data time: 0.1853, Forward time: 2.2666, Backward time: 3.0846, DDP time: 0.0046, Total iter time: 6.9428 [2020-11-08 22:59:44,841][root][INFO] - ===> Epoch[220](5705/26): Loss -0.0522, Sem 0.1815, dir -0.6203, norm 0.3866, swav 0.0000 LR: 4.674e-02 Score 93.820 Data time: 0.2269, Forward time: 2.2666, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 4.7932 [2020-11-08 22:59:50,533][root][INFO] - ===> Epoch[220](5706/26): Loss 0.0206, Sem 0.2143, dir -0.6130, norm 0.4193, swav 0.0000 LR: 4.673e-02 Score 93.085 Data time: 0.2179, Forward time: 2.2666, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 5.5744 [2020-11-08 22:59:56,787][root][INFO] - ===> Epoch[220](5707/26): Loss 0.0404, Sem 0.2115, dir -0.5486, norm 0.3775, swav 0.0000 LR: 4.672e-02 Score 92.937 Data time: 0.2983, Forward time: 2.2667, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 6.1315 [2020-11-08 23:00:02,650][root][INFO] - ===> Epoch[220](5708/26): Loss -0.0152, Sem 0.1948, dir -0.6407, norm 0.4307, swav 0.0000 LR: 4.671e-02 Score 93.658 Data time: 0.2818, Forward time: 2.2669, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.7027 [2020-11-08 23:00:07,968][root][INFO] - ===> Epoch[220](5709/26): Loss 0.0240, Sem 0.1914, dir -0.5588, norm 0.3914, swav 0.0000 LR: 4.670e-02 Score 94.167 Data time: 0.2159, Forward time: 2.2669, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.1939 [2020-11-08 23:00:13,803][root][INFO] - ===> Epoch[220](5710/26): Loss 0.0724, Sem 0.2259, dir -0.5471, norm 0.3935, swav 0.0000 LR: 4.669e-02 Score 92.977 Data time: 0.1638, Forward time: 2.2668, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.7227 [2020-11-08 23:00:19,500][root][INFO] - ===> Epoch[220](5711/26): Loss 0.0970, Sem 0.2437, dir -0.5591, norm 0.4124, swav 0.0000 LR: 4.668e-02 Score 92.397 Data time: 0.1862, Forward time: 2.2667, Backward time: 3.0843, DDP time: 0.0046, Total iter time: 5.6160 [2020-11-08 23:00:26,113][root][INFO] - ===> Epoch[220](5712/26): Loss -0.0002, Sem 0.1795, dir -0.5835, norm 0.4038, swav 0.0000 LR: 4.667e-02 Score 93.935 Data time: 0.2204, Forward time: 2.2668, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 6.5216 [2020-11-08 23:00:31,220][root][INFO] - ===> Epoch[220](5713/26): Loss -0.0464, Sem 0.1932, dir -0.6083, norm 0.3688, swav 0.0000 LR: 4.666e-02 Score 94.289 Data time: 0.1824, Forward time: 2.2667, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 5.0005 [2020-11-08 23:00:36,217][root][INFO] - ===> Epoch[220](5714/26): Loss 0.0295, Sem 0.1917, dir -0.5666, norm 0.4044, swav 0.0000 LR: 4.666e-02 Score 94.480 Data time: 0.2187, Forward time: 2.2667, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 4.8963 [2020-11-08 23:00:41,793][root][INFO] - ===> Epoch[220](5715/26): Loss -0.0578, Sem 0.1910, dir -0.6164, norm 0.3676, swav 0.0000 LR: 4.665e-02 Score 93.536 Data time: 0.2386, Forward time: 2.2668, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.4581 [2020-11-08 23:00:47,605][root][INFO] - ===> Epoch[220](5716/26): Loss -0.0176, Sem 0.1823, dir -0.5794, norm 0.3795, swav 0.0000 LR: 4.664e-02 Score 93.938 Data time: 0.2308, Forward time: 2.2668, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.6841 [2020-11-08 23:00:53,528][root][INFO] - ===> Epoch[220](5717/26): Loss 0.0164, Sem 0.1848, dir -0.5690, norm 0.4006, swav 0.0000 LR: 4.663e-02 Score 94.085 Data time: 0.1960, Forward time: 2.2668, Backward time: 3.0842, DDP time: 0.0046, Total iter time: 5.8108 [2020-11-08 23:00:58,726][root][INFO] - ===> Epoch[220](5718/26): Loss 0.0488, Sem 0.1706, dir -0.5108, norm 0.3890, swav 0.0000 LR: 4.662e-02 Score 94.529 Data time: 0.1979, Forward time: 2.2667, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.0727 [2020-11-08 23:01:04,032][root][INFO] - ===> Epoch[220](5719/26): Loss -0.1017, Sem 0.1508, dir -0.6387, norm 0.3862, swav 0.0000 LR: 4.661e-02 Score 95.734 Data time: 0.1744, Forward time: 2.2666, Backward time: 3.0841, DDP time: 0.0046, Total iter time: 5.1878 [2020-11-08 23:01:09,828][root][INFO] - ===> Epoch[220](5720/26): Loss -0.0425, Sem 0.1625, dir -0.6038, norm 0.3988, swav 0.0000 LR: 4.660e-02 Score 94.757 Data time: 0.2783, Forward time: 2.2668, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 5.6991 [2020-11-08 23:01:14,693][root][INFO] - ===> Epoch[221](5721/26): Loss -0.0283, Sem 0.1838, dir -0.6313, norm 0.4191, swav 0.0000 LR: 4.659e-02 Score 94.415 Data time: 0.1653, Forward time: 2.2667, Backward time: 3.0840, DDP time: 0.0046, Total iter time: 4.7329 [2020-11-08 23:01:20,610][root][INFO] - ===> Epoch[221](5722/26): Loss -0.0438, Sem 0.1523, dir -0.5976, norm 0.4015, swav 0.0000 LR: 4.658e-02 Score 94.906 Data time: 0.2896, Forward time: 2.2668, Backward time: 3.0839, DDP time: 0.0046, Total iter time: 5.8073 [2020-11-08 23:01:25,701][root][INFO] - ===> Epoch[221](5723/26): Loss 0.0055, Sem 0.2026, dir -0.5967, norm 0.3996, swav 0.0000 LR: 4.657e-02 Score 92.665 Data time: 0.2388, Forward time: 2.2668, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 4.9595 [2020-11-08 23:01:31,142][root][INFO] - ===> Epoch[221](5724/26): Loss -0.0279, Sem 0.1510, dir -0.5538, norm 0.3748, swav 0.0000 LR: 4.656e-02 Score 95.210 Data time: 0.2320, Forward time: 2.2669, Backward time: 3.0836, DDP time: 0.0046, Total iter time: 5.2955 [2020-11-08 23:01:36,496][root][INFO] - ===> Epoch[221](5725/26): Loss 0.0248, Sem 0.2104, dir -0.5869, norm 0.4013, swav 0.0000 LR: 4.655e-02 Score 94.025 Data time: 0.2675, Forward time: 2.2669, Backward time: 3.0835, DDP time: 0.0046, Total iter time: 5.2312 [2020-11-08 23:01:41,893][root][INFO] - ===> Epoch[221](5726/26): Loss -0.0509, Sem 0.1582, dir -0.6266, norm 0.4175, swav 0.0000 LR: 4.654e-02 Score 94.408 Data time: 0.2322, Forward time: 2.2669, Backward time: 3.0834, DDP time: 0.0046, Total iter time: 5.2727 [2020-11-08 23:01:47,591][root][INFO] - ===> Epoch[221](5727/26): Loss 0.0037, Sem 0.1842, dir -0.6146, norm 0.4341, swav 0.0000 LR: 4.653e-02 Score 93.540 Data time: 0.2720, Forward time: 2.2671, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.5651 [2020-11-08 23:01:53,045][root][INFO] - ===> Epoch[221](5728/26): Loss 0.0082, Sem 0.2087, dir -0.5968, norm 0.3964, swav 0.0000 LR: 4.652e-02 Score 93.116 Data time: 0.1660, Forward time: 2.2670, Backward time: 3.0833, DDP time: 0.0046, Total iter time: 5.3236 [2020-11-08 23:01:59,183][root][INFO] - ===> Epoch[221](5729/26): Loss 0.1059, Sem 0.2297, dir -0.5722, norm 0.4485, swav 0.0000 LR: 4.651e-02 Score 92.404 Data time: 0.2912, Forward time: 2.2671, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 6.0366 [2020-11-08 23:02:05,677][root][INFO] - ===> Epoch[221](5730/26): Loss -0.0302, Sem 0.1712, dir -0.5905, norm 0.3891, swav 0.0000 LR: 4.650e-02 Score 94.715 Data time: 0.2893, Forward time: 2.2672, Backward time: 3.0832, DDP time: 0.0046, Total iter time: 6.3429 [2020-11-08 23:02:10,555][root][INFO] - ===> Epoch[221](5731/26): Loss -0.0143, Sem 0.1824, dir -0.5985, norm 0.4017, swav 0.0000 LR: 4.649e-02 Score 93.904 Data time: 0.1955, Forward time: 2.2672, Backward time: 3.0831, DDP time: 0.0046, Total iter time: 4.7516 [2020-11-08 23:02:16,266][root][INFO] - ===> Epoch[221](5732/26): Loss 0.0407, Sem 0.1867, dir -0.5740, norm 0.4280, swav 0.0000 LR: 4.648e-02 Score 93.870 Data time: 0.2252, Forward time: 2.2673, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 5.5974 [2020-11-08 23:02:21,369][root][INFO] - ===> Epoch[221](5733/26): Loss -0.0443, Sem 0.1914, dir -0.6117, norm 0.3759, swav 0.0000 LR: 4.647e-02 Score 93.653 Data time: 0.1680, Forward time: 2.2672, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 4.9703 [2020-11-08 23:02:26,627][root][INFO] - ===> Epoch[221](5734/26): Loss -0.0449, Sem 0.1496, dir -0.5935, norm 0.3991, swav 0.0000 LR: 4.646e-02 Score 95.561 Data time: 0.2150, Forward time: 2.2672, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 5.1567 [2020-11-08 23:02:31,923][root][INFO] - ===> Epoch[221](5735/26): Loss -0.0192, Sem 0.2119, dir -0.6096, norm 0.3785, swav 0.0000 LR: 4.645e-02 Score 92.808 Data time: 0.2051, Forward time: 2.2672, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.1996 [2020-11-08 23:02:36,636][root][INFO] - ===> Epoch[221](5736/26): Loss -0.0313, Sem 0.2168, dir -0.6500, norm 0.4019, swav 0.0000 LR: 4.644e-02 Score 93.003 Data time: 0.1946, Forward time: 2.2671, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 4.6039 [2020-11-08 23:02:42,574][root][INFO] - ===> Epoch[221](5737/26): Loss -0.0309, Sem 0.1782, dir -0.6086, norm 0.3996, swav 0.0000 LR: 4.643e-02 Score 93.912 Data time: 0.2122, Forward time: 2.2671, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.8300 [2020-11-08 23:02:48,854][root][INFO] - ===> Epoch[221](5738/26): Loss -0.1021, Sem 0.1665, dir -0.6631, norm 0.3944, swav 0.0000 LR: 4.642e-02 Score 94.436 Data time: 0.2104, Forward time: 2.2671, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 6.1773 [2020-11-08 23:02:54,811][root][INFO] - ===> Epoch[221](5739/26): Loss -0.0356, Sem 0.1825, dir -0.6313, norm 0.4131, swav 0.0000 LR: 4.641e-02 Score 94.903 Data time: 0.2522, Forward time: 2.2672, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.8391 [2020-11-08 23:03:00,739][root][INFO] - ===> Epoch[221](5740/26): Loss -0.0061, Sem 0.1831, dir -0.5893, norm 0.4002, swav 0.0000 LR: 4.640e-02 Score 93.698 Data time: 0.2448, Forward time: 2.2673, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.7898 [2020-11-08 23:03:06,630][root][INFO] - ===> Epoch[221](5741/26): Loss -0.0369, Sem 0.1746, dir -0.6046, norm 0.3930, swav 0.0000 LR: 4.639e-02 Score 93.709 Data time: 0.2144, Forward time: 2.2673, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.7554 [2020-11-08 23:03:14,126][root][INFO] - ===> Epoch[221](5742/26): Loss -0.0571, Sem 0.1773, dir -0.6348, norm 0.4004, swav 0.0000 LR: 4.638e-02 Score 94.349 Data time: 0.2832, Forward time: 2.2674, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 7.3692 [2020-11-08 23:03:19,216][root][INFO] - ===> Epoch[221](5743/26): Loss -0.0560, Sem 0.1785, dir -0.6246, norm 0.3900, swav 0.0000 LR: 4.637e-02 Score 94.070 Data time: 0.2345, Forward time: 2.2674, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 4.9558 [2020-11-08 23:03:24,874][root][INFO] - ===> Epoch[221](5744/26): Loss -0.0417, Sem 0.2113, dir -0.6174, norm 0.3644, swav 0.0000 LR: 4.636e-02 Score 93.013 Data time: 0.2507, Forward time: 2.2675, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 5.5460 [2020-11-08 23:03:31,596][root][INFO] - ===> Epoch[221](5745/26): Loss -0.0564, Sem 0.1780, dir -0.6417, norm 0.4073, swav 0.0000 LR: 4.635e-02 Score 93.984 Data time: 0.2814, Forward time: 2.2676, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 6.5953 [2020-11-08 23:03:36,935][root][INFO] - ===> Epoch[221](5746/26): Loss -0.0850, Sem 0.1700, dir -0.6390, norm 0.3840, swav 0.0000 LR: 4.634e-02 Score 94.678 Data time: 0.1916, Forward time: 2.2675, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.2239 [2020-11-08 23:03:42,445][root][INFO] - ===> Epoch[222](5747/26): Loss 0.0258, Sem 0.1918, dir -0.5705, norm 0.4044, swav 0.0000 LR: 4.633e-02 Score 93.690 Data time: 0.2574, Forward time: 2.2676, Backward time: 3.0826, DDP time: 0.0046, Total iter time: 5.4049 [2020-11-08 23:03:47,931][root][INFO] - ===> Epoch[222](5748/26): Loss -0.0763, Sem 0.1551, dir -0.6023, norm 0.3710, swav 0.0000 LR: 4.632e-02 Score 94.403 Data time: 0.1747, Forward time: 2.2676, Backward time: 3.0826, DDP time: 0.0046, Total iter time: 5.3429 [2020-11-08 23:03:53,242][root][INFO] - ===> Epoch[222](5749/26): Loss 0.0754, Sem 0.1944, dir -0.5508, norm 0.4318, swav 0.0000 LR: 4.631e-02 Score 93.709 Data time: 0.2245, Forward time: 2.2676, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 5.2188 [2020-11-08 23:03:58,644][root][INFO] - ===> Epoch[222](5750/26): Loss -0.0980, Sem 0.1514, dir -0.6354, norm 0.3860, swav 0.0000 LR: 4.630e-02 Score 94.820 Data time: 0.1692, Forward time: 2.2676, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 5.2524 [2020-11-08 23:04:04,672][root][INFO] - ===> Epoch[222](5751/26): Loss 0.0205, Sem 0.2000, dir -0.5796, norm 0.4000, swav 0.0000 LR: 4.629e-02 Score 93.534 Data time: 0.1962, Forward time: 2.2675, Backward time: 3.0826, DDP time: 0.0046, Total iter time: 5.9497 [2020-11-08 23:04:11,536][root][INFO] - ===> Epoch[222](5752/26): Loss 0.0181, Sem 0.2091, dir -0.5937, norm 0.4028, swav 0.0000 LR: 4.628e-02 Score 93.127 Data time: 0.2167, Forward time: 2.2675, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 6.7476 [2020-11-08 23:04:17,696][root][INFO] - ===> Epoch[222](5753/26): Loss 0.0023, Sem 0.1650, dir -0.5746, norm 0.4119, swav 0.0000 LR: 4.627e-02 Score 94.822 Data time: 0.1588, Forward time: 2.2674, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 6.0411 [2020-11-08 23:04:23,223][root][INFO] - ===> Epoch[222](5754/26): Loss -0.0114, Sem 0.2005, dir -0.5910, norm 0.3792, swav 0.0000 LR: 4.626e-02 Score 93.768 Data time: 0.2403, Forward time: 2.2675, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 5.4456 [2020-11-08 23:04:29,374][root][INFO] - ===> Epoch[222](5755/26): Loss -0.0208, Sem 0.2002, dir -0.6052, norm 0.3841, swav 0.0000 LR: 4.625e-02 Score 93.684 Data time: 0.2134, Forward time: 2.2675, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 6.0355 [2020-11-08 23:04:35,735][root][INFO] - ===> Epoch[222](5756/26): Loss 0.0251, Sem 0.2058, dir -0.5745, norm 0.3939, swav 0.0000 LR: 4.624e-02 Score 93.307 Data time: 0.3043, Forward time: 2.2676, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 6.2466 [2020-11-08 23:04:41,366][root][INFO] - ===> Epoch[222](5757/26): Loss 0.0159, Sem 0.2025, dir -0.5832, norm 0.3965, swav 0.0000 LR: 4.623e-02 Score 93.613 Data time: 0.1973, Forward time: 2.2676, Backward time: 3.0829, DDP time: 0.0046, Total iter time: 5.4945 [2020-11-08 23:04:46,890][root][INFO] - ===> Epoch[222](5758/26): Loss -0.0618, Sem 0.1697, dir -0.6436, norm 0.4121, swav 0.0000 LR: 4.622e-02 Score 95.225 Data time: 0.2066, Forward time: 2.2676, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.4186 [2020-11-08 23:04:51,586][root][INFO] - ===> Epoch[222](5759/26): Loss -0.0691, Sem 0.1532, dir -0.5964, norm 0.3741, swav 0.0000 LR: 4.621e-02 Score 95.307 Data time: 0.2158, Forward time: 2.2676, Backward time: 3.0827, DDP time: 0.0046, Total iter time: 4.5855 [2020-11-08 23:04:56,289][root][INFO] - ===> Epoch[222](5760/26): Loss -0.0108, Sem 0.2029, dir -0.6322, norm 0.4185, swav 0.0000 LR: 4.620e-02 Score 93.712 Data time: 0.2257, Forward time: 2.2677, Backward time: 3.0825, DDP time: 0.0046, Total iter time: 4.5857 [2020-11-08 23:05:01,564][root][INFO] - ===> Epoch[222](5761/26): Loss -0.0065, Sem 0.2176, dir -0.6154, norm 0.3913, swav 0.0000 LR: 4.619e-02 Score 93.031 Data time: 0.1932, Forward time: 2.2676, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 5.1682 [2020-11-08 23:05:06,237][root][INFO] - ===> Epoch[222](5762/26): Loss -0.0094, Sem 0.2059, dir -0.5909, norm 0.3756, swav 0.0000 LR: 4.618e-02 Score 93.506 Data time: 0.2238, Forward time: 2.2676, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 4.5687 [2020-11-08 23:05:11,848][root][INFO] - ===> Epoch[222](5763/26): Loss 0.0219, Sem 0.1990, dir -0.5715, norm 0.3944, swav 0.0000 LR: 4.617e-02 Score 93.662 Data time: 0.2499, Forward time: 2.2676, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 5.5158 [2020-11-08 23:05:18,646][root][INFO] - ===> Epoch[222](5764/26): Loss 0.0154, Sem 0.1786, dir -0.5727, norm 0.4095, swav 0.0000 LR: 4.617e-02 Score 94.155 Data time: 0.3448, Forward time: 2.2678, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 6.6733 [2020-11-08 23:05:25,037][root][INFO] - ===> Epoch[222](5765/26): Loss -0.0018, Sem 0.1920, dir -0.5733, norm 0.3795, swav 0.0000 LR: 4.616e-02 Score 93.422 Data time: 0.1942, Forward time: 2.2678, Backward time: 3.0823, DDP time: 0.0046, Total iter time: 6.2479 [2020-11-08 23:05:29,680][root][INFO] - ===> Epoch[222](5766/26): Loss -0.0901, Sem 0.1364, dir -0.5918, norm 0.3653, swav 0.0000 LR: 4.615e-02 Score 95.348 Data time: 0.2137, Forward time: 2.2678, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 4.5281 [2020-11-08 23:05:34,722][root][INFO] - ===> Epoch[222](5767/26): Loss -0.0664, Sem 0.1730, dir -0.5866, norm 0.3472, swav 0.0000 LR: 4.614e-02 Score 94.204 Data time: 0.2323, Forward time: 2.2678, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 4.9486 [2020-11-08 23:05:40,601][root][INFO] - ===> Epoch[222](5768/26): Loss 0.0302, Sem 0.1868, dir -0.5888, norm 0.4322, swav 0.0000 LR: 4.613e-02 Score 94.179 Data time: 0.2120, Forward time: 2.2679, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.7711 [2020-11-08 23:05:45,631][root][INFO] - ===> Epoch[222](5769/26): Loss 0.0293, Sem 0.1980, dir -0.5835, norm 0.4148, swav 0.0000 LR: 4.612e-02 Score 93.633 Data time: 0.1533, Forward time: 2.2678, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 4.9167 [2020-11-08 23:05:51,096][root][INFO] - ===> Epoch[222](5770/26): Loss 0.0216, Sem 0.1681, dir -0.5794, norm 0.4328, swav 0.0000 LR: 4.611e-02 Score 94.284 Data time: 0.1927, Forward time: 2.2677, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.3712 [2020-11-08 23:05:57,088][root][INFO] - ===> Epoch[222](5771/26): Loss 0.0038, Sem 0.2160, dir -0.6238, norm 0.4116, swav 0.0000 LR: 4.610e-02 Score 93.400 Data time: 0.2800, Forward time: 2.2678, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.8795 [2020-11-08 23:06:03,211][root][INFO] - ===> Epoch[222](5772/26): Loss -0.0013, Sem 0.1727, dir -0.5633, norm 0.3893, swav 0.0000 LR: 4.609e-02 Score 94.291 Data time: 0.2297, Forward time: 2.2679, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.9936 [2020-11-08 23:06:08,418][root][INFO] - ===> Epoch[223](5773/26): Loss 0.0573, Sem 0.2139, dir -0.5683, norm 0.4117, swav 0.0000 LR: 4.608e-02 Score 92.854 Data time: 0.2031, Forward time: 2.2679, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 5.0721 [2020-11-08 23:06:13,159][root][INFO] - ===> Epoch[223](5774/26): Loss -0.0279, Sem 0.1743, dir -0.6203, norm 0.4181, swav 0.0000 LR: 4.607e-02 Score 94.624 Data time: 0.1489, Forward time: 2.2677, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 4.6277 [2020-11-08 23:06:18,112][root][INFO] - ===> Epoch[223](5775/26): Loss 0.0011, Sem 0.1975, dir -0.6007, norm 0.4043, swav 0.0000 LR: 4.606e-02 Score 93.841 Data time: 0.1850, Forward time: 2.2677, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 4.8991 [2020-11-08 23:06:24,616][root][INFO] - ===> Epoch[223](5776/26): Loss 0.0033, Sem 0.2115, dir -0.5849, norm 0.3768, swav 0.0000 LR: 4.605e-02 Score 93.275 Data time: 0.1956, Forward time: 2.2677, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 6.3839 [2020-11-08 23:06:30,144][root][INFO] - ===> Epoch[223](5777/26): Loss 0.0055, Sem 0.1716, dir -0.5761, norm 0.4100, swav 0.0000 LR: 4.604e-02 Score 94.830 Data time: 0.2232, Forward time: 2.2677, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 5.4152 [2020-11-08 23:06:34,585][root][INFO] - ===> Epoch[223](5778/26): Loss -0.0544, Sem 0.1673, dir -0.6205, norm 0.3987, swav 0.0000 LR: 4.603e-02 Score 94.807 Data time: 0.2023, Forward time: 2.2677, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 4.2933 [2020-11-08 23:06:41,564][root][INFO] - ===> Epoch[223](5779/26): Loss -0.0330, Sem 0.1720, dir -0.5797, norm 0.3747, swav 0.0000 LR: 4.602e-02 Score 94.206 Data time: 0.3591, Forward time: 2.2679, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 6.8966 [2020-11-08 23:06:48,134][root][INFO] - ===> Epoch[223](5780/26): Loss -0.0514, Sem 0.2025, dir -0.6570, norm 0.4031, swav 0.0000 LR: 4.601e-02 Score 93.812 Data time: 0.1749, Forward time: 2.2678, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 6.4237 [2020-11-08 23:06:53,928][root][INFO] - ===> Epoch[223](5781/26): Loss -0.0917, Sem 0.1508, dir -0.6188, norm 0.3763, swav 0.0000 LR: 4.600e-02 Score 94.943 Data time: 0.1446, Forward time: 2.2677, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.6903 [2020-11-08 23:06:59,678][root][INFO] - ===> Epoch[223](5782/26): Loss -0.0435, Sem 0.1849, dir -0.6236, norm 0.3953, swav 0.0000 LR: 4.599e-02 Score 94.069 Data time: 0.1872, Forward time: 2.2676, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 5.6969 [2020-11-08 23:07:05,747][root][INFO] - ===> Epoch[223](5783/26): Loss 0.0129, Sem 0.1693, dir -0.6053, norm 0.4488, swav 0.0000 LR: 4.598e-02 Score 93.781 Data time: 0.2478, Forward time: 2.2677, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.9679 [2020-11-08 23:07:11,361][root][INFO] - ===> Epoch[223](5784/26): Loss -0.0164, Sem 0.2043, dir -0.6210, norm 0.4004, swav 0.0000 LR: 4.597e-02 Score 93.565 Data time: 0.1634, Forward time: 2.2676, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 5.4764 [2020-11-08 23:07:15,964][root][INFO] - ===> Epoch[223](5785/26): Loss -0.0147, Sem 0.1551, dir -0.5606, norm 0.3908, swav 0.0000 LR: 4.596e-02 Score 94.880 Data time: 0.2225, Forward time: 2.2676, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 4.4915 [2020-11-08 23:07:21,466][root][INFO] - ===> Epoch[223](5786/26): Loss 0.0173, Sem 0.2252, dir -0.6437, norm 0.4357, swav 0.0000 LR: 4.595e-02 Score 92.721 Data time: 0.2571, Forward time: 2.2677, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 5.3971 [2020-11-08 23:07:27,119][root][INFO] - ===> Epoch[223](5787/26): Loss -0.0355, Sem 0.1561, dir -0.5659, norm 0.3743, swav 0.0000 LR: 4.594e-02 Score 94.990 Data time: 0.1696, Forward time: 2.2677, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 5.5336 [2020-11-08 23:07:33,692][root][INFO] - ===> Epoch[223](5788/26): Loss 0.0001, Sem 0.1994, dir -0.6056, norm 0.4063, swav 0.0000 LR: 4.593e-02 Score 93.280 Data time: 0.1613, Forward time: 2.2676, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 6.4661 [2020-11-08 23:07:39,808][root][INFO] - ===> Epoch[223](5789/26): Loss -0.0227, Sem 0.2013, dir -0.6228, norm 0.3988, swav 0.0000 LR: 4.592e-02 Score 93.333 Data time: 0.2410, Forward time: 2.2675, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 6.0101 [2020-11-08 23:07:45,300][root][INFO] - ===> Epoch[223](5790/26): Loss -0.0090, Sem 0.1944, dir -0.6268, norm 0.4234, swav 0.0000 LR: 4.591e-02 Score 93.567 Data time: 0.2127, Forward time: 2.2675, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 5.3791 [2020-11-08 23:07:51,753][root][INFO] - ===> Epoch[223](5791/26): Loss -0.0234, Sem 0.1879, dir -0.6133, norm 0.4020, swav 0.0000 LR: 4.590e-02 Score 94.452 Data time: 0.1972, Forward time: 2.2675, Backward time: 3.0822, DDP time: 0.0046, Total iter time: 6.3116 [2020-11-08 23:07:56,039][root][INFO] - ===> Epoch[223](5792/26): Loss -0.0558, Sem 0.1901, dir -0.6168, norm 0.3709, swav 0.0000 LR: 4.589e-02 Score 93.672 Data time: 0.1555, Forward time: 2.2674, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 4.1721 [2020-11-08 23:08:01,714][root][INFO] - ===> Epoch[223](5793/26): Loss -0.0239, Sem 0.1786, dir -0.5886, norm 0.3861, swav 0.0000 LR: 4.588e-02 Score 94.757 Data time: 0.2047, Forward time: 2.2674, Backward time: 3.0820, DDP time: 0.0046, Total iter time: 5.5921 [2020-11-08 23:08:06,656][root][INFO] - ===> Epoch[223](5794/26): Loss 0.0265, Sem 0.1857, dir -0.6166, norm 0.4575, swav 0.0000 LR: 4.587e-02 Score 94.033 Data time: 0.2119, Forward time: 2.2673, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 4.8444 [2020-11-08 23:08:12,950][root][INFO] - ===> Epoch[223](5795/26): Loss 0.0105, Sem 0.1921, dir -0.6119, norm 0.4303, swav 0.0000 LR: 4.586e-02 Score 93.400 Data time: 0.2391, Forward time: 2.2674, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 6.1880 [2020-11-08 23:08:18,331][root][INFO] - ===> Epoch[223](5796/26): Loss 0.0177, Sem 0.1904, dir -0.5864, norm 0.4137, swav 0.0000 LR: 4.585e-02 Score 93.794 Data time: 0.1746, Forward time: 2.2674, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 5.2456 [2020-11-08 23:08:22,942][root][INFO] - ===> Epoch[223](5797/26): Loss 0.0270, Sem 0.1763, dir -0.5615, norm 0.4122, swav 0.0000 LR: 4.584e-02 Score 94.150 Data time: 0.1474, Forward time: 2.2672, Backward time: 3.0819, DDP time: 0.0046, Total iter time: 4.5013 [2020-11-08 23:08:27,896][root][INFO] - ===> Epoch[223](5798/26): Loss 0.0184, Sem 0.2044, dir -0.5641, norm 0.3782, swav 0.0000 LR: 4.583e-02 Score 93.977 Data time: 0.2282, Forward time: 2.2673, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 4.8796 [2020-11-08 23:08:35,742][root][INFO] - ===> Epoch[224](5799/26): Loss 0.0515, Sem 0.1829, dir -0.5462, norm 0.4148, swav 0.0000 LR: 4.582e-02 Score 94.468 Data time: 0.1347, Forward time: 2.2671, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 7.7220 [2020-11-08 23:08:41,438][root][INFO] - ===> Epoch[224](5800/26): Loss -0.0432, Sem 0.1641, dir -0.6045, norm 0.3971, swav 0.0000 LR: 4.581e-02 Score 94.531 Data time: 0.2110, Forward time: 2.2671, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.6200 [2020-11-08 23:08:47,243][root][INFO] - ===> Epoch[224](5801/26): Loss -0.0112, Sem 0.1839, dir -0.5784, norm 0.3834, swav 0.0000 LR: 4.580e-02 Score 93.637 Data time: 0.2695, Forward time: 2.2673, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.6868 [2020-11-08 23:08:52,241][root][INFO] - ===> Epoch[224](5802/26): Loss -0.0461, Sem 0.1805, dir -0.6367, norm 0.4101, swav 0.0000 LR: 4.579e-02 Score 93.889 Data time: 0.1688, Forward time: 2.2672, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 4.8555 [2020-11-08 23:08:57,557][root][INFO] - ===> Epoch[224](5803/26): Loss 0.0071, Sem 0.1803, dir -0.5636, norm 0.3905, swav 0.0000 LR: 4.578e-02 Score 94.095 Data time: 0.1973, Forward time: 2.2672, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.2259 [2020-11-08 23:09:04,085][root][INFO] - ===> Epoch[224](5804/26): Loss -0.0970, Sem 0.1482, dir -0.6115, norm 0.3663, swav 0.0000 LR: 4.577e-02 Score 94.837 Data time: 0.1512, Forward time: 2.2670, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 6.4043 [2020-11-08 23:09:09,806][root][INFO] - ===> Epoch[224](5805/26): Loss -0.0082, Sem 0.1934, dir -0.6149, norm 0.4132, swav 0.0000 LR: 4.576e-02 Score 92.773 Data time: 0.2338, Forward time: 2.2671, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.6325 [2020-11-08 23:09:16,045][root][INFO] - ===> Epoch[224](5806/26): Loss 0.0002, Sem 0.1800, dir -0.5740, norm 0.3943, swav 0.0000 LR: 4.575e-02 Score 94.038 Data time: 0.2286, Forward time: 2.2671, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 6.0996 [2020-11-08 23:09:22,387][root][INFO] - ===> Epoch[224](5807/26): Loss -0.0618, Sem 0.1892, dir -0.6262, norm 0.3752, swav 0.0000 LR: 4.574e-02 Score 93.965 Data time: 0.3007, Forward time: 2.2672, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 6.2198 [2020-11-08 23:09:27,888][root][INFO] - ===> Epoch[224](5808/26): Loss -0.0263, Sem 0.1826, dir -0.5871, norm 0.3782, swav 0.0000 LR: 4.573e-02 Score 93.643 Data time: 0.1851, Forward time: 2.2672, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.3603 [2020-11-08 23:09:33,525][root][INFO] - ===> Epoch[224](5809/26): Loss -0.1514, Sem 0.1484, dir -0.6389, norm 0.3391, swav 0.0000 LR: 4.572e-02 Score 94.917 Data time: 0.1586, Forward time: 2.2671, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.5060 [2020-11-08 23:09:38,597][root][INFO] - ===> Epoch[224](5810/26): Loss -0.0576, Sem 0.1566, dir -0.5694, norm 0.3551, swav 0.0000 LR: 4.571e-02 Score 95.309 Data time: 0.2222, Forward time: 2.2671, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 4.9820 [2020-11-08 23:09:44,308][root][INFO] - ===> Epoch[224](5811/26): Loss 0.0548, Sem 0.2004, dir -0.5613, norm 0.4157, swav 0.0000 LR: 4.570e-02 Score 93.353 Data time: 0.2197, Forward time: 2.2671, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.5944 [2020-11-08 23:09:49,749][root][INFO] - ===> Epoch[224](5812/26): Loss -0.0483, Sem 0.2036, dir -0.6314, norm 0.3796, swav 0.0000 LR: 4.569e-02 Score 93.515 Data time: 0.2039, Forward time: 2.2671, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.2993 [2020-11-08 23:09:56,120][root][INFO] - ===> Epoch[224](5813/26): Loss 0.0745, Sem 0.2730, dir -0.5885, norm 0.3900, swav 0.0000 LR: 4.568e-02 Score 92.016 Data time: 0.2038, Forward time: 2.2671, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 6.2434 [2020-11-08 23:10:02,232][root][INFO] - ===> Epoch[224](5814/26): Loss 0.0434, Sem 0.2130, dir -0.5980, norm 0.4283, swav 0.0000 LR: 4.567e-02 Score 93.337 Data time: 0.3404, Forward time: 2.2672, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 6.0161 [2020-11-08 23:10:08,478][root][INFO] - ===> Epoch[224](5815/26): Loss 0.0281, Sem 0.1952, dir -0.5646, norm 0.3974, swav 0.0000 LR: 4.566e-02 Score 93.932 Data time: 0.2251, Forward time: 2.2672, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 6.1259 [2020-11-08 23:10:14,549][root][INFO] - ===> Epoch[224](5816/26): Loss 0.0350, Sem 0.2366, dir -0.5996, norm 0.3980, swav 0.0000 LR: 4.565e-02 Score 92.542 Data time: 0.2477, Forward time: 2.2673, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.9503 [2020-11-08 23:10:19,465][root][INFO] - ===> Epoch[224](5817/26): Loss 0.0388, Sem 0.2091, dir -0.5582, norm 0.3880, swav 0.0000 LR: 4.565e-02 Score 93.857 Data time: 0.1435, Forward time: 2.2672, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 4.7720 [2020-11-08 23:10:24,157][root][INFO] - ===> Epoch[224](5818/26): Loss -0.0033, Sem 0.1760, dir -0.6043, norm 0.4250, swav 0.0000 LR: 4.564e-02 Score 94.456 Data time: 0.2375, Forward time: 2.2672, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 4.5726 [2020-11-08 23:10:30,113][root][INFO] - ===> Epoch[224](5819/26): Loss 0.0303, Sem 0.2491, dir -0.5856, norm 0.3669, swav 0.0000 LR: 4.563e-02 Score 92.705 Data time: 0.2546, Forward time: 2.2672, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.8228 [2020-11-08 23:10:35,558][root][INFO] - ===> Epoch[224](5820/26): Loss -0.0778, Sem 0.2221, dir -0.6624, norm 0.3625, swav 0.0000 LR: 4.562e-02 Score 92.810 Data time: 0.2116, Forward time: 2.2672, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.3180 [2020-11-08 23:10:40,905][root][INFO] - ===> Epoch[224](5821/26): Loss -0.0371, Sem 0.1996, dir -0.6546, norm 0.4178, swav 0.0000 LR: 4.561e-02 Score 93.995 Data time: 0.2274, Forward time: 2.2673, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.2474 [2020-11-08 23:10:46,334][root][INFO] - ===> Epoch[224](5822/26): Loss 0.0161, Sem 0.1945, dir -0.5864, norm 0.4080, swav 0.0000 LR: 4.560e-02 Score 93.922 Data time: 0.2543, Forward time: 2.2674, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.2975 [2020-11-08 23:10:51,214][root][INFO] - ===> Epoch[224](5823/26): Loss -0.0530, Sem 0.1656, dir -0.6139, norm 0.3952, swav 0.0000 LR: 4.559e-02 Score 94.471 Data time: 0.2013, Forward time: 2.2674, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 4.7577 [2020-11-08 23:10:56,931][root][INFO] - ===> Epoch[224](5824/26): Loss -0.0080, Sem 0.1785, dir -0.5872, norm 0.4007, swav 0.0000 LR: 4.558e-02 Score 94.360 Data time: 0.2580, Forward time: 2.2674, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.5953 [2020-11-08 23:11:02,927][root][INFO] - ===> Epoch[225](5825/26): Loss -0.0809, Sem 0.1746, dir -0.6461, norm 0.3906, swav 0.0000 LR: 4.557e-02 Score 94.436 Data time: 0.1413, Forward time: 2.2673, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.8629 [2020-11-08 23:11:08,399][root][INFO] - ===> Epoch[225](5826/26): Loss 0.0120, Sem 0.2180, dir -0.5875, norm 0.3815, swav 0.0000 LR: 4.556e-02 Score 92.877 Data time: 0.2368, Forward time: 2.2674, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.3796 [2020-11-08 23:11:13,350][root][INFO] - ===> Epoch[225](5827/26): Loss -0.0564, Sem 0.1775, dir -0.6344, norm 0.4005, swav 0.0000 LR: 4.555e-02 Score 94.015 Data time: 0.1631, Forward time: 2.2673, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 4.8367 [2020-11-08 23:11:19,385][root][INFO] - ===> Epoch[225](5828/26): Loss 0.0323, Sem 0.1987, dir -0.5556, norm 0.3892, swav 0.0000 LR: 4.554e-02 Score 93.635 Data time: 0.1994, Forward time: 2.2673, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.9477 [2020-11-08 23:11:24,540][root][INFO] - ===> Epoch[225](5829/26): Loss -0.0424, Sem 0.2026, dir -0.6540, norm 0.4090, swav 0.0000 LR: 4.553e-02 Score 93.501 Data time: 0.1664, Forward time: 2.2672, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.0363 [2020-11-08 23:11:30,221][root][INFO] - ===> Epoch[225](5830/26): Loss -0.0635, Sem 0.1443, dir -0.6284, norm 0.4206, swav 0.0000 LR: 4.552e-02 Score 95.255 Data time: 0.1598, Forward time: 2.2671, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.5704 [2020-11-08 23:11:35,766][root][INFO] - ===> Epoch[225](5831/26): Loss 0.0073, Sem 0.1835, dir -0.5913, norm 0.4151, swav 0.0000 LR: 4.551e-02 Score 93.623 Data time: 0.2026, Forward time: 2.2670, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.4478 [2020-11-08 23:11:41,243][root][INFO] - ===> Epoch[225](5832/26): Loss -0.0402, Sem 0.1909, dir -0.6050, norm 0.3740, swav 0.0000 LR: 4.550e-02 Score 93.353 Data time: 0.2554, Forward time: 2.2671, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.3635 [2020-11-08 23:11:46,932][root][INFO] - ===> Epoch[225](5833/26): Loss -0.0342, Sem 0.1809, dir -0.6064, norm 0.3912, swav 0.0000 LR: 4.549e-02 Score 94.051 Data time: 0.2172, Forward time: 2.2671, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.5584 [2020-11-08 23:11:53,141][root][INFO] - ===> Epoch[225](5834/26): Loss -0.0669, Sem 0.1692, dir -0.5973, norm 0.3612, swav 0.0000 LR: 4.548e-02 Score 94.569 Data time: 0.2879, Forward time: 2.2673, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 6.0795 [2020-11-08 23:11:58,340][root][INFO] - ===> Epoch[225](5835/26): Loss -0.0436, Sem 0.2003, dir -0.6162, norm 0.3724, swav 0.0000 LR: 4.547e-02 Score 93.541 Data time: 0.1314, Forward time: 2.2671, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 5.0658 [2020-11-08 23:12:05,382][root][INFO] - ===> Epoch[225](5836/26): Loss -0.0593, Sem 0.1727, dir -0.6034, norm 0.3715, swav 0.0000 LR: 4.546e-02 Score 94.666 Data time: 0.1588, Forward time: 2.2670, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 6.9556 [2020-11-08 23:12:11,150][root][INFO] - ===> Epoch[225](5837/26): Loss -0.0665, Sem 0.1701, dir -0.6381, norm 0.4015, swav 0.0000 LR: 4.545e-02 Score 94.636 Data time: 0.1595, Forward time: 2.2669, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.7074 [2020-11-08 23:12:15,905][root][INFO] - ===> Epoch[225](5838/26): Loss -0.0305, Sem 0.1932, dir -0.5934, norm 0.3697, swav 0.0000 LR: 4.544e-02 Score 93.039 Data time: 0.1239, Forward time: 2.2668, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 4.6765 [2020-11-08 23:12:22,744][root][INFO] - ===> Epoch[225](5839/26): Loss 0.0408, Sem 0.2107, dir -0.6068, norm 0.4369, swav 0.0000 LR: 4.543e-02 Score 93.566 Data time: 0.1492, Forward time: 2.2667, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 6.7839 [2020-11-08 23:12:28,321][root][INFO] - ===> Epoch[225](5840/26): Loss -0.0173, Sem 0.2032, dir -0.6080, norm 0.3874, swav 0.0000 LR: 4.542e-02 Score 93.213 Data time: 0.2295, Forward time: 2.2667, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.4612 [2020-11-08 23:12:33,223][root][INFO] - ===> Epoch[225](5841/26): Loss -0.0413, Sem 0.1910, dir -0.6202, norm 0.3878, swav 0.0000 LR: 4.541e-02 Score 93.589 Data time: 0.1934, Forward time: 2.2667, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 4.7684 [2020-11-08 23:12:40,226][root][INFO] - ===> Epoch[225](5842/26): Loss -0.0312, Sem 0.1772, dir -0.5970, norm 0.3886, swav 0.0000 LR: 4.540e-02 Score 94.406 Data time: 0.2481, Forward time: 2.2668, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 6.8906 [2020-11-08 23:12:46,055][root][INFO] - ===> Epoch[225](5843/26): Loss -0.0080, Sem 0.1549, dir -0.5829, norm 0.4200, swav 0.0000 LR: 4.539e-02 Score 94.551 Data time: 0.2089, Forward time: 2.2668, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.6865 [2020-11-08 23:12:51,618][root][INFO] - ===> Epoch[225](5844/26): Loss -0.0220, Sem 0.1745, dir -0.6211, norm 0.4246, swav 0.0000 LR: 4.538e-02 Score 94.178 Data time: 0.2240, Forward time: 2.2668, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.4616 [2020-11-08 23:12:57,179][root][INFO] - ===> Epoch[225](5845/26): Loss -0.0257, Sem 0.1904, dir -0.6131, norm 0.3970, swav 0.0000 LR: 4.537e-02 Score 93.720 Data time: 0.1936, Forward time: 2.2667, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.4315 [2020-11-08 23:13:01,553][root][INFO] - ===> Epoch[225](5846/26): Loss -0.0298, Sem 0.2367, dir -0.6325, norm 0.3661, swav 0.0000 LR: 4.536e-02 Score 92.238 Data time: 0.1395, Forward time: 2.2666, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 4.2698 [2020-11-08 23:13:07,535][root][INFO] - ===> Epoch[225](5847/26): Loss -0.0311, Sem 0.1586, dir -0.5821, norm 0.3923, swav 0.0000 LR: 4.535e-02 Score 94.792 Data time: 0.3167, Forward time: 2.2667, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.9162 [2020-11-08 23:13:13,001][root][INFO] - ===> Epoch[225](5848/26): Loss -0.0576, Sem 0.1826, dir -0.6202, norm 0.3800, swav 0.0000 LR: 4.534e-02 Score 93.893 Data time: 0.1968, Forward time: 2.2667, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.3275 [2020-11-08 23:13:18,496][root][INFO] - ===> Epoch[225](5849/26): Loss 0.0066, Sem 0.1989, dir -0.5550, norm 0.3627, swav 0.0000 LR: 4.533e-02 Score 93.111 Data time: 0.1789, Forward time: 2.2666, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.3659 [2020-11-08 23:13:23,603][root][INFO] - ===> Epoch[225](5850/26): Loss -0.0639, Sem 0.1597, dir -0.6127, norm 0.3891, swav 0.0000 LR: 4.532e-02 Score 94.795 Data time: 0.1963, Forward time: 2.2666, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.0157 [2020-11-08 23:13:29,143][root][INFO] - ===> Epoch[226](5851/26): Loss -0.0795, Sem 0.1683, dir -0.6185, norm 0.3706, swav 0.0000 LR: 4.531e-02 Score 94.515 Data time: 0.1762, Forward time: 2.2665, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.4305 [2020-11-08 23:13:33,821][root][INFO] - ===> Epoch[226](5852/26): Loss -0.0553, Sem 0.1661, dir -0.5941, norm 0.3727, swav 0.0000 LR: 4.530e-02 Score 94.257 Data time: 0.1900, Forward time: 2.2665, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 4.5865 [2020-11-08 23:13:38,682][root][INFO] - ===> Epoch[226](5853/26): Loss 0.0494, Sem 0.2048, dir -0.5748, norm 0.4193, swav 0.0000 LR: 4.529e-02 Score 93.514 Data time: 0.1786, Forward time: 2.2664, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 4.7280 [2020-11-08 23:13:44,315][root][INFO] - ===> Epoch[226](5854/26): Loss -0.0151, Sem 0.1883, dir -0.6153, norm 0.4118, swav 0.0000 LR: 4.528e-02 Score 93.563 Data time: 0.2535, Forward time: 2.2665, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.5318 [2020-11-08 23:13:49,866][root][INFO] - ===> Epoch[226](5855/26): Loss 0.0195, Sem 0.1875, dir -0.5290, norm 0.3609, swav 0.0000 LR: 4.527e-02 Score 93.911 Data time: 0.2475, Forward time: 2.2665, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.4238 [2020-11-08 23:13:54,888][root][INFO] - ===> Epoch[226](5856/26): Loss 0.0824, Sem 0.2467, dir -0.5720, norm 0.4077, swav 0.0000 LR: 4.526e-02 Score 92.706 Data time: 0.1990, Forward time: 2.2665, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 4.8895 [2020-11-08 23:14:01,757][root][INFO] - ===> Epoch[226](5857/26): Loss -0.0036, Sem 0.1996, dir -0.5966, norm 0.3934, swav 0.0000 LR: 4.525e-02 Score 93.682 Data time: 0.2140, Forward time: 2.2665, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.7503 [2020-11-08 23:14:08,111][root][INFO] - ===> Epoch[226](5858/26): Loss 0.0701, Sem 0.2161, dir -0.5919, norm 0.4459, swav 0.0000 LR: 4.524e-02 Score 93.130 Data time: 0.2633, Forward time: 2.2666, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.2347 [2020-11-08 23:14:15,237][root][INFO] - ===> Epoch[226](5859/26): Loss -0.0112, Sem 0.1777, dir -0.5852, norm 0.3963, swav 0.0000 LR: 4.523e-02 Score 94.077 Data time: 0.3526, Forward time: 2.2668, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.9985 [2020-11-08 23:14:21,984][root][INFO] - ===> Epoch[226](5860/26): Loss 0.0114, Sem 0.2056, dir -0.5964, norm 0.4022, swav 0.0000 LR: 4.522e-02 Score 93.659 Data time: 0.1671, Forward time: 2.2667, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 6.5929 [2020-11-08 23:14:27,736][root][INFO] - ===> Epoch[226](5861/26): Loss -0.0106, Sem 0.1517, dir -0.5858, norm 0.4235, swav 0.0000 LR: 4.521e-02 Score 95.064 Data time: 0.2692, Forward time: 2.2668, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.6584 [2020-11-08 23:14:33,809][root][INFO] - ===> Epoch[226](5862/26): Loss -0.0508, Sem 0.1716, dir -0.5844, norm 0.3620, swav 0.0000 LR: 4.520e-02 Score 94.605 Data time: 0.2948, Forward time: 2.2669, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.9454 [2020-11-08 23:14:38,768][root][INFO] - ===> Epoch[226](5863/26): Loss -0.0394, Sem 0.2087, dir -0.6201, norm 0.3720, swav 0.0000 LR: 4.519e-02 Score 93.461 Data time: 0.2603, Forward time: 2.2669, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 4.8376 [2020-11-08 23:14:44,356][root][INFO] - ===> Epoch[226](5864/26): Loss -0.0520, Sem 0.1535, dir -0.5872, norm 0.3818, swav 0.0000 LR: 4.518e-02 Score 94.937 Data time: 0.2076, Forward time: 2.2669, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.4863 [2020-11-08 23:14:51,920][root][INFO] - ===> Epoch[226](5865/26): Loss 0.0125, Sem 0.2112, dir -0.6030, norm 0.4043, swav 0.0000 LR: 4.517e-02 Score 93.417 Data time: 0.1673, Forward time: 2.2668, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 7.4352 [2020-11-08 23:14:58,292][root][INFO] - ===> Epoch[226](5866/26): Loss -0.0431, Sem 0.1888, dir -0.6189, norm 0.3870, swav 0.0000 LR: 4.516e-02 Score 93.798 Data time: 0.2128, Forward time: 2.2669, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 6.2892 [2020-11-08 23:15:02,739][root][INFO] - ===> Epoch[226](5867/26): Loss -0.0114, Sem 0.1841, dir -0.6201, norm 0.4246, swav 0.0000 LR: 4.515e-02 Score 94.387 Data time: 0.1392, Forward time: 2.2667, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 4.3237 [2020-11-08 23:15:07,611][root][INFO] - ===> Epoch[226](5868/26): Loss 0.0031, Sem 0.1950, dir -0.5637, norm 0.3718, swav 0.0000 LR: 4.514e-02 Score 93.299 Data time: 0.2307, Forward time: 2.2668, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 4.8110 [2020-11-08 23:15:13,025][root][INFO] - ===> Epoch[226](5869/26): Loss 0.0105, Sem 0.1883, dir -0.5609, norm 0.3831, swav 0.0000 LR: 4.513e-02 Score 94.151 Data time: 0.2033, Forward time: 2.2668, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.3180 [2020-11-08 23:15:18,548][root][INFO] - ===> Epoch[226](5870/26): Loss 0.0168, Sem 0.1880, dir -0.6070, norm 0.4358, swav 0.0000 LR: 4.512e-02 Score 94.549 Data time: 0.2027, Forward time: 2.2668, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.4359 [2020-11-08 23:15:24,572][root][INFO] - ===> Epoch[226](5871/26): Loss 0.0337, Sem 0.1779, dir -0.5579, norm 0.4137, swav 0.0000 LR: 4.511e-02 Score 94.887 Data time: 0.2060, Forward time: 2.2667, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.9006 [2020-11-08 23:15:29,889][root][INFO] - ===> Epoch[226](5872/26): Loss -0.0035, Sem 0.1997, dir -0.6116, norm 0.4084, swav 0.0000 LR: 4.510e-02 Score 92.383 Data time: 0.2033, Forward time: 2.2667, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.2215 [2020-11-08 23:15:36,599][root][INFO] - ===> Epoch[226](5873/26): Loss 0.0191, Sem 0.1569, dir -0.5290, norm 0.3913, swav 0.0000 LR: 4.509e-02 Score 94.883 Data time: 0.3154, Forward time: 2.2669, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.6183 [2020-11-08 23:15:42,100][root][INFO] - ===> Epoch[226](5874/26): Loss -0.0025, Sem 0.1957, dir -0.5699, norm 0.3717, swav 0.0000 LR: 4.508e-02 Score 93.425 Data time: 0.1708, Forward time: 2.2668, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.3874 [2020-11-08 23:15:47,031][root][INFO] - ===> Epoch[226](5875/26): Loss -0.0474, Sem 0.1916, dir -0.6348, norm 0.3957, swav 0.0000 LR: 4.508e-02 Score 93.844 Data time: 0.2073, Forward time: 2.2667, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 4.8411 [2020-11-08 23:15:52,175][root][INFO] - ===> Epoch[226](5876/26): Loss 0.0296, Sem 0.2272, dir -0.6109, norm 0.4133, swav 0.0000 LR: 4.507e-02 Score 93.072 Data time: 0.1965, Forward time: 2.2667, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.0379 [2020-11-08 23:15:58,123][root][INFO] - ===> Epoch[227](5877/26): Loss -0.0469, Sem 0.1791, dir -0.6123, norm 0.3863, swav 0.0000 LR: 4.506e-02 Score 93.595 Data time: 0.2068, Forward time: 2.2667, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.8574 [2020-11-08 23:16:03,246][root][INFO] - ===> Epoch[227](5878/26): Loss -0.0701, Sem 0.1741, dir -0.6260, norm 0.3818, swav 0.0000 LR: 4.505e-02 Score 94.829 Data time: 0.1647, Forward time: 2.2666, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.0177 [2020-11-08 23:16:09,333][root][INFO] - ===> Epoch[227](5879/26): Loss -0.0670, Sem 0.1940, dir -0.6298, norm 0.3689, swav 0.0000 LR: 4.504e-02 Score 93.882 Data time: 0.2302, Forward time: 2.2666, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.0140 [2020-11-08 23:16:16,458][root][INFO] - ===> Epoch[227](5880/26): Loss 0.0890, Sem 0.2113, dir -0.5779, norm 0.4556, swav 0.0000 LR: 4.503e-02 Score 93.242 Data time: 0.1910, Forward time: 2.2666, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 7.0100 [2020-11-08 23:16:21,375][root][INFO] - ===> Epoch[227](5881/26): Loss -0.0580, Sem 0.1857, dir -0.6166, norm 0.3729, swav 0.0000 LR: 4.502e-02 Score 93.820 Data time: 0.1826, Forward time: 2.2665, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 4.8526 [2020-11-08 23:16:27,632][root][INFO] - ===> Epoch[227](5882/26): Loss -0.0480, Sem 0.1758, dir -0.6164, norm 0.3926, swav 0.0000 LR: 4.501e-02 Score 93.882 Data time: 0.1566, Forward time: 2.2664, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 6.1748 [2020-11-08 23:16:34,143][root][INFO] - ===> Epoch[227](5883/26): Loss -0.0426, Sem 0.2159, dir -0.6109, norm 0.3524, swav 0.0000 LR: 4.500e-02 Score 93.244 Data time: 0.2179, Forward time: 2.2665, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 6.4426 [2020-11-08 23:16:40,149][root][INFO] - ===> Epoch[227](5884/26): Loss -0.0238, Sem 0.1713, dir -0.5920, norm 0.3969, swav 0.0000 LR: 4.499e-02 Score 94.460 Data time: 0.2342, Forward time: 2.2665, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.9099 [2020-11-08 23:16:45,180][root][INFO] - ===> Epoch[227](5885/26): Loss 0.0052, Sem 0.2089, dir -0.5845, norm 0.3808, swav 0.0000 LR: 4.498e-02 Score 93.305 Data time: 0.2463, Forward time: 2.2666, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 4.9243 [2020-11-08 23:16:50,937][root][INFO] - ===> Epoch[227](5886/26): Loss 0.0042, Sem 0.1890, dir -0.6005, norm 0.4156, swav 0.0000 LR: 4.497e-02 Score 94.080 Data time: 0.2561, Forward time: 2.2667, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.6449 [2020-11-08 23:16:56,684][root][INFO] - ===> Epoch[227](5887/26): Loss -0.0515, Sem 0.1557, dir -0.5910, norm 0.3838, swav 0.0000 LR: 4.496e-02 Score 94.631 Data time: 0.1824, Forward time: 2.2666, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.6335 [2020-11-08 23:17:02,489][root][INFO] - ===> Epoch[227](5888/26): Loss -0.0048, Sem 0.1978, dir -0.6146, norm 0.4120, swav 0.0000 LR: 4.495e-02 Score 93.414 Data time: 0.2181, Forward time: 2.2666, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.7092 [2020-11-08 23:17:07,439][root][INFO] - ===> Epoch[227](5889/26): Loss -0.0185, Sem 0.1767, dir -0.6117, norm 0.4165, swav 0.0000 LR: 4.494e-02 Score 93.877 Data time: 0.2336, Forward time: 2.2666, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 4.8503 [2020-11-08 23:17:12,278][root][INFO] - ===> Epoch[227](5890/26): Loss -0.0353, Sem 0.1814, dir -0.5990, norm 0.3822, swav 0.0000 LR: 4.493e-02 Score 93.975 Data time: 0.2289, Forward time: 2.2666, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 4.7257 [2020-11-08 23:17:17,472][root][INFO] - ===> Epoch[227](5891/26): Loss 0.0367, Sem 0.2122, dir -0.6111, norm 0.4355, swav 0.0000 LR: 4.492e-02 Score 93.497 Data time: 0.2513, Forward time: 2.2667, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 5.0941 [2020-11-08 23:17:22,732][root][INFO] - ===> Epoch[227](5892/26): Loss -0.0103, Sem 0.1995, dir -0.6119, norm 0.4020, swav 0.0000 LR: 4.491e-02 Score 93.176 Data time: 0.1892, Forward time: 2.2667, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 5.1355 [2020-11-08 23:17:28,099][root][INFO] - ===> Epoch[227](5893/26): Loss -0.0718, Sem 0.1764, dir -0.6324, norm 0.3843, swav 0.0000 LR: 4.490e-02 Score 94.182 Data time: 0.1988, Forward time: 2.2666, Backward time: 3.0813, DDP time: 0.0047, Total iter time: 5.2497 [2020-11-08 23:17:33,931][root][INFO] - ===> Epoch[227](5894/26): Loss -0.0369, Sem 0.1785, dir -0.6075, norm 0.3922, swav 0.0000 LR: 4.489e-02 Score 94.622 Data time: 0.2321, Forward time: 2.2667, Backward time: 3.0813, DDP time: 0.0047, Total iter time: 5.7399 [2020-11-08 23:17:40,245][root][INFO] - ===> Epoch[227](5895/26): Loss -0.0805, Sem 0.1873, dir -0.6351, norm 0.3673, swav 0.0000 LR: 4.488e-02 Score 93.608 Data time: 0.1608, Forward time: 2.2666, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 6.1924 [2020-11-08 23:17:45,219][root][INFO] - ===> Epoch[227](5896/26): Loss -0.1138, Sem 0.1582, dir -0.6490, norm 0.3770, swav 0.0000 LR: 4.487e-02 Score 94.414 Data time: 0.1301, Forward time: 2.2664, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 4.8662 [2020-11-08 23:17:50,952][root][INFO] - ===> Epoch[227](5897/26): Loss -0.0965, Sem 0.1734, dir -0.6114, norm 0.3415, swav 0.0000 LR: 4.486e-02 Score 94.054 Data time: 0.1679, Forward time: 2.2663, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.6565 [2020-11-08 23:17:57,792][root][INFO] - ===> Epoch[227](5898/26): Loss -0.0339, Sem 0.1613, dir -0.5843, norm 0.3891, swav 0.0000 LR: 4.485e-02 Score 94.864 Data time: 0.1530, Forward time: 2.2662, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 6.7230 [2020-11-08 23:18:03,095][root][INFO] - ===> Epoch[227](5899/26): Loss -0.0296, Sem 0.2043, dir -0.6285, norm 0.3946, swav 0.0000 LR: 4.484e-02 Score 93.581 Data time: 0.1661, Forward time: 2.2661, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.1942 [2020-11-08 23:18:08,871][root][INFO] - ===> Epoch[227](5900/26): Loss 0.0036, Sem 0.1926, dir -0.5624, norm 0.3734, swav 0.0000 LR: 4.483e-02 Score 93.999 Data time: 0.1707, Forward time: 2.2661, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.6681 [2020-11-08 23:18:14,407][root][INFO] - ===> Epoch[227](5901/26): Loss -0.0128, Sem 0.1892, dir -0.6013, norm 0.3993, swav 0.0000 LR: 4.482e-02 Score 93.315 Data time: 0.2023, Forward time: 2.2660, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.4431 [2020-11-08 23:18:20,094][root][INFO] - ===> Epoch[227](5902/26): Loss 0.0210, Sem 0.1809, dir -0.5557, norm 0.3958, swav 0.0000 LR: 4.481e-02 Score 93.863 Data time: 0.1634, Forward time: 2.2659, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.5588 [2020-11-08 23:18:26,114][root][INFO] - ===> Epoch[228](5903/26): Loss 0.0200, Sem 0.1705, dir -0.5676, norm 0.4171, swav 0.0000 LR: 4.480e-02 Score 94.092 Data time: 0.1764, Forward time: 2.2659, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.8948 [2020-11-08 23:18:31,421][root][INFO] - ===> Epoch[228](5904/26): Loss -0.0058, Sem 0.1700, dir -0.5807, norm 0.4049, swav 0.0000 LR: 4.479e-02 Score 94.476 Data time: 0.1895, Forward time: 2.2658, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.1846 [2020-11-08 23:18:36,759][root][INFO] - ===> Epoch[228](5905/26): Loss -0.0287, Sem 0.1850, dir -0.6099, norm 0.3963, swav 0.0000 LR: 4.478e-02 Score 93.770 Data time: 0.2412, Forward time: 2.2659, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.2146 [2020-11-08 23:18:41,724][root][INFO] - ===> Epoch[228](5906/26): Loss 0.0020, Sem 0.1950, dir -0.5630, norm 0.3701, swav 0.0000 LR: 4.477e-02 Score 93.457 Data time: 0.1622, Forward time: 2.2658, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 4.8509 [2020-11-08 23:18:47,782][root][INFO] - ===> Epoch[228](5907/26): Loss -0.0215, Sem 0.1751, dir -0.5790, norm 0.3824, swav 0.0000 LR: 4.476e-02 Score 93.664 Data time: 0.2658, Forward time: 2.2659, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.9309 [2020-11-08 23:18:54,062][root][INFO] - ===> Epoch[228](5908/26): Loss -0.0294, Sem 0.1619, dir -0.5757, norm 0.3845, swav 0.0000 LR: 4.475e-02 Score 94.957 Data time: 0.2603, Forward time: 2.2660, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 6.1358 [2020-11-08 23:19:00,618][root][INFO] - ===> Epoch[228](5909/26): Loss 0.0166, Sem 0.2052, dir -0.5706, norm 0.3820, swav 0.0000 LR: 4.474e-02 Score 93.513 Data time: 0.1822, Forward time: 2.2659, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 6.4093 [2020-11-08 23:19:06,884][root][INFO] - ===> Epoch[228](5910/26): Loss 0.0120, Sem 0.1867, dir -0.6039, norm 0.4292, swav 0.0000 LR: 4.473e-02 Score 93.018 Data time: 0.2205, Forward time: 2.2659, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 6.1591 [2020-11-08 23:19:12,987][root][INFO] - ===> Epoch[228](5911/26): Loss -0.0369, Sem 0.1842, dir -0.6206, norm 0.3996, swav 0.0000 LR: 4.472e-02 Score 94.479 Data time: 0.1870, Forward time: 2.2659, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.9709 [2020-11-08 23:19:19,264][root][INFO] - ===> Epoch[228](5912/26): Loss 0.0072, Sem 0.1792, dir -0.5863, norm 0.4143, swav 0.0000 LR: 4.471e-02 Score 93.957 Data time: 0.2269, Forward time: 2.2659, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 6.1551 [2020-11-08 23:19:24,447][root][INFO] - ===> Epoch[228](5913/26): Loss -0.0123, Sem 0.1886, dir -0.6069, norm 0.4060, swav 0.0000 LR: 4.470e-02 Score 94.106 Data time: 0.2338, Forward time: 2.2659, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.0389 [2020-11-08 23:19:30,304][root][INFO] - ===> Epoch[228](5914/26): Loss 0.0023, Sem 0.2098, dir -0.6152, norm 0.4076, swav 0.0000 LR: 4.469e-02 Score 93.172 Data time: 0.2160, Forward time: 2.2660, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.7190 [2020-11-08 23:19:38,348][root][INFO] - ===> Epoch[228](5915/26): Loss -0.0041, Sem 0.2290, dir -0.6166, norm 0.3835, swav 0.0000 LR: 4.468e-02 Score 92.376 Data time: 0.2019, Forward time: 2.2659, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 7.9144 [2020-11-08 23:19:44,480][root][INFO] - ===> Epoch[228](5916/26): Loss 0.0760, Sem 0.2258, dir -0.5560, norm 0.4061, swav 0.0000 LR: 4.467e-02 Score 93.730 Data time: 0.2875, Forward time: 2.2660, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 6.0444 [2020-11-08 23:19:50,297][root][INFO] - ===> Epoch[228](5917/26): Loss 0.0445, Sem 0.2194, dir -0.6219, norm 0.4470, swav 0.0000 LR: 4.466e-02 Score 92.921 Data time: 0.2267, Forward time: 2.2661, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.6880 [2020-11-08 23:19:57,082][root][INFO] - ===> Epoch[228](5918/26): Loss 0.0383, Sem 0.1910, dir -0.5737, norm 0.4211, swav 0.0000 LR: 4.465e-02 Score 93.576 Data time: 0.2426, Forward time: 2.2661, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 6.6529 [2020-11-08 23:20:02,465][root][INFO] - ===> Epoch[228](5919/26): Loss -0.0778, Sem 0.1636, dir -0.6001, norm 0.3586, swav 0.0000 LR: 4.464e-02 Score 94.910 Data time: 0.1984, Forward time: 2.2661, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.2535 [2020-11-08 23:20:08,401][root][INFO] - ===> Epoch[228](5920/26): Loss -0.0286, Sem 0.1864, dir -0.6055, norm 0.3905, swav 0.0000 LR: 4.463e-02 Score 94.052 Data time: 0.2268, Forward time: 2.2661, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.8101 [2020-11-08 23:20:13,167][root][INFO] - ===> Epoch[228](5921/26): Loss 0.0235, Sem 0.1871, dir -0.5567, norm 0.3932, swav 0.0000 LR: 4.462e-02 Score 93.382 Data time: 0.2350, Forward time: 2.2661, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 4.6146 [2020-11-08 23:20:19,200][root][INFO] - ===> Epoch[228](5922/26): Loss 0.0398, Sem 0.2010, dir -0.5698, norm 0.4086, swav 0.0000 LR: 4.461e-02 Score 93.768 Data time: 0.2234, Forward time: 2.2661, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.9147 [2020-11-08 23:20:25,527][root][INFO] - ===> Epoch[228](5923/26): Loss -0.0131, Sem 0.1811, dir -0.5793, norm 0.3850, swav 0.0000 LR: 4.460e-02 Score 94.267 Data time: 0.3108, Forward time: 2.2662, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 6.2161 [2020-11-08 23:20:30,829][root][INFO] - ===> Epoch[228](5924/26): Loss -0.0739, Sem 0.1573, dir -0.5966, norm 0.3653, swav 0.0000 LR: 4.459e-02 Score 94.677 Data time: 0.1924, Forward time: 2.2662, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.1545 [2020-11-08 23:20:36,846][root][INFO] - ===> Epoch[228](5925/26): Loss -0.1110, Sem 0.1729, dir -0.6612, norm 0.3774, swav 0.0000 LR: 4.458e-02 Score 94.284 Data time: 0.2160, Forward time: 2.2662, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.8929 [2020-11-08 23:20:43,517][root][INFO] - ===> Epoch[228](5926/26): Loss -0.0549, Sem 0.1529, dir -0.6272, norm 0.4194, swav 0.0000 LR: 4.457e-02 Score 95.037 Data time: 0.2248, Forward time: 2.2663, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 6.5575 [2020-11-08 23:20:49,041][root][INFO] - ===> Epoch[228](5927/26): Loss 0.0064, Sem 0.1728, dir -0.5808, norm 0.4144, swav 0.0000 LR: 4.456e-02 Score 94.561 Data time: 0.1867, Forward time: 2.2662, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.3932 [2020-11-08 23:20:55,265][root][INFO] - ===> Epoch[228](5928/26): Loss -0.0585, Sem 0.1577, dir -0.6109, norm 0.3947, swav 0.0000 LR: 4.455e-02 Score 94.819 Data time: 0.1644, Forward time: 2.2661, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.1185 [2020-11-08 23:21:01,015][root][INFO] - ===> Epoch[229](5929/26): Loss 0.0614, Sem 0.2138, dir -0.5911, norm 0.4387, swav 0.0000 LR: 4.454e-02 Score 93.236 Data time: 0.1612, Forward time: 2.2660, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.6514 [2020-11-08 23:21:06,736][root][INFO] - ===> Epoch[229](5930/26): Loss 0.0440, Sem 0.2165, dir -0.5947, norm 0.4221, swav 0.0000 LR: 4.453e-02 Score 92.918 Data time: 0.1854, Forward time: 2.2660, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.6206 [2020-11-08 23:21:12,399][root][INFO] - ===> Epoch[229](5931/26): Loss -0.0664, Sem 0.1943, dir -0.6500, norm 0.3893, swav 0.0000 LR: 4.452e-02 Score 93.188 Data time: 0.1912, Forward time: 2.2659, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.5582 [2020-11-08 23:21:19,206][root][INFO] - ===> Epoch[229](5932/26): Loss -0.0287, Sem 0.2151, dir -0.6383, norm 0.3945, swav 0.0000 LR: 4.451e-02 Score 92.553 Data time: 0.1773, Forward time: 2.2659, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 6.6858 [2020-11-08 23:21:26,986][root][INFO] - ===> Epoch[229](5933/26): Loss -0.0471, Sem 0.1820, dir -0.6363, norm 0.4072, swav 0.0000 LR: 4.450e-02 Score 94.114 Data time: 0.2022, Forward time: 2.2659, Backward time: 3.0835, DDP time: 0.0047, Total iter time: 7.6821 [2020-11-08 23:21:31,947][root][INFO] - ===> Epoch[229](5934/26): Loss -0.0770, Sem 0.1859, dir -0.6441, norm 0.3812, swav 0.0000 LR: 4.449e-02 Score 93.795 Data time: 0.1462, Forward time: 2.2658, Backward time: 3.0835, DDP time: 0.0047, Total iter time: 4.8366 [2020-11-08 23:21:39,069][root][INFO] - ===> Epoch[229](5935/26): Loss -0.0689, Sem 0.1804, dir -0.6583, norm 0.4089, swav 0.0000 LR: 4.448e-02 Score 93.396 Data time: 0.2129, Forward time: 2.2658, Backward time: 3.0837, DDP time: 0.0047, Total iter time: 7.0398 [2020-11-08 23:21:45,266][root][INFO] - ===> Epoch[229](5936/26): Loss -0.0548, Sem 0.1662, dir -0.5962, norm 0.3752, swav 0.0000 LR: 4.447e-02 Score 94.488 Data time: 0.2118, Forward time: 2.2658, Backward time: 3.0838, DDP time: 0.0047, Total iter time: 6.0823 [2020-11-08 23:21:52,142][root][INFO] - ===> Epoch[229](5937/26): Loss 0.0223, Sem 0.2020, dir -0.5933, norm 0.4136, swav 0.0000 LR: 4.447e-02 Score 93.345 Data time: 0.1586, Forward time: 2.2657, Backward time: 3.0841, DDP time: 0.0047, Total iter time: 6.7530 [2020-11-08 23:21:56,285][root][INFO] - ===> Epoch[229](5938/26): Loss -0.0932, Sem 0.1824, dir -0.6340, norm 0.3584, swav 0.0000 LR: 4.446e-02 Score 94.036 Data time: 0.1889, Forward time: 2.2656, Backward time: 3.0839, DDP time: 0.0047, Total iter time: 4.0405 [2020-11-08 23:22:02,165][root][INFO] - ===> Epoch[229](5939/26): Loss -0.0530, Sem 0.1912, dir -0.6182, norm 0.3741, swav 0.0000 LR: 4.445e-02 Score 93.605 Data time: 0.3289, Forward time: 2.2657, Backward time: 3.0838, DDP time: 0.0047, Total iter time: 5.7848 [2020-11-08 23:22:08,210][root][INFO] - ===> Epoch[229](5940/26): Loss -0.0682, Sem 0.1635, dir -0.6051, norm 0.3734, swav 0.0000 LR: 4.444e-02 Score 94.890 Data time: 0.2527, Forward time: 2.2658, Backward time: 3.0837, DDP time: 0.0047, Total iter time: 5.9276 [2020-11-08 23:22:12,823][root][INFO] - ===> Epoch[229](5941/26): Loss -0.1006, Sem 0.1588, dir -0.6412, norm 0.3819, swav 0.0000 LR: 4.443e-02 Score 95.572 Data time: 0.1761, Forward time: 2.2658, Backward time: 3.0836, DDP time: 0.0047, Total iter time: 4.4898 [2020-11-08 23:22:19,039][root][INFO] - ===> Epoch[229](5942/26): Loss -0.0365, Sem 0.1568, dir -0.6070, norm 0.4137, swav 0.0000 LR: 4.442e-02 Score 95.071 Data time: 0.2720, Forward time: 2.2658, Backward time: 3.0836, DDP time: 0.0047, Total iter time: 6.1123 [2020-11-08 23:22:24,062][root][INFO] - ===> Epoch[229](5943/26): Loss -0.0556, Sem 0.1954, dir -0.6168, norm 0.3658, swav 0.0000 LR: 4.441e-02 Score 93.771 Data time: 0.2691, Forward time: 2.2658, Backward time: 3.0835, DDP time: 0.0047, Total iter time: 4.8869 [2020-11-08 23:22:30,187][root][INFO] - ===> Epoch[229](5944/26): Loss 0.0628, Sem 0.2509, dir -0.5903, norm 0.4021, swav 0.0000 LR: 4.440e-02 Score 91.703 Data time: 0.2029, Forward time: 2.2658, Backward time: 3.0835, DDP time: 0.0047, Total iter time: 6.0089 [2020-11-08 23:22:35,162][root][INFO] - ===> Epoch[229](5945/26): Loss -0.0683, Sem 0.1570, dir -0.6160, norm 0.3907, swav 0.0000 LR: 4.439e-02 Score 94.496 Data time: 0.2366, Forward time: 2.2659, Backward time: 3.0833, DDP time: 0.0047, Total iter time: 4.8566 [2020-11-08 23:22:39,955][root][INFO] - ===> Epoch[229](5946/26): Loss -0.0569, Sem 0.2043, dir -0.6377, norm 0.3766, swav 0.0000 LR: 4.438e-02 Score 93.330 Data time: 0.1864, Forward time: 2.2659, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 4.6666 [2020-11-08 23:22:46,002][root][INFO] - ===> Epoch[229](5947/26): Loss -0.0104, Sem 0.2005, dir -0.6209, norm 0.4100, swav 0.0000 LR: 4.437e-02 Score 93.600 Data time: 0.2730, Forward time: 2.2659, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 5.9312 [2020-11-08 23:22:54,001][root][INFO] - ===> Epoch[229](5948/26): Loss 0.0201, Sem 0.1978, dir -0.5873, norm 0.4096, swav 0.0000 LR: 4.436e-02 Score 93.468 Data time: 0.3740, Forward time: 2.2662, Backward time: 3.0833, DDP time: 0.0047, Total iter time: 7.8694 [2020-11-08 23:22:58,936][root][INFO] - ===> Epoch[229](5949/26): Loss 0.0371, Sem 0.1861, dir -0.5751, norm 0.4260, swav 0.0000 LR: 4.435e-02 Score 93.685 Data time: 0.2117, Forward time: 2.2662, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 4.7977 [2020-11-08 23:23:04,148][root][INFO] - ===> Epoch[229](5950/26): Loss -0.0260, Sem 0.1845, dir -0.6138, norm 0.4033, swav 0.0000 LR: 4.434e-02 Score 93.777 Data time: 0.1925, Forward time: 2.2662, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.1036 [2020-11-08 23:23:10,306][root][INFO] - ===> Epoch[229](5951/26): Loss 0.0109, Sem 0.2039, dir -0.5833, norm 0.3902, swav 0.0000 LR: 4.433e-02 Score 93.395 Data time: 0.1782, Forward time: 2.2661, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 6.0354 [2020-11-08 23:23:15,953][root][INFO] - ===> Epoch[229](5952/26): Loss -0.0322, Sem 0.1717, dir -0.5945, norm 0.3906, swav 0.0000 LR: 4.432e-02 Score 94.554 Data time: 0.2641, Forward time: 2.2662, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.5332 [2020-11-08 23:23:21,671][root][INFO] - ===> Epoch[229](5953/26): Loss -0.0000, Sem 0.2026, dir -0.5854, norm 0.3827, swav 0.0000 LR: 4.431e-02 Score 93.595 Data time: 0.2061, Forward time: 2.2662, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.5806 [2020-11-08 23:23:27,316][root][INFO] - ===> Epoch[229](5954/26): Loss -0.0161, Sem 0.1595, dir -0.5865, norm 0.4110, swav 0.0000 LR: 4.430e-02 Score 94.818 Data time: 0.2242, Forward time: 2.2662, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.5379 [2020-11-08 23:23:32,550][root][INFO] - ===> Epoch[230](5955/26): Loss -0.0813, Sem 0.1948, dir -0.6601, norm 0.3839, swav 0.0000 LR: 4.429e-02 Score 93.458 Data time: 0.1677, Forward time: 2.2662, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 5.1107 [2020-11-08 23:23:38,699][root][INFO] - ===> Epoch[230](5956/26): Loss -0.0610, Sem 0.1533, dir -0.5769, norm 0.3627, swav 0.0000 LR: 4.428e-02 Score 94.764 Data time: 0.1719, Forward time: 2.2661, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 6.0556 [2020-11-08 23:23:44,128][root][INFO] - ===> Epoch[230](5957/26): Loss -0.0068, Sem 0.1921, dir -0.5926, norm 0.3937, swav 0.0000 LR: 4.427e-02 Score 93.055 Data time: 0.2358, Forward time: 2.2661, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.3292 [2020-11-08 23:23:50,677][root][INFO] - ===> Epoch[230](5958/26): Loss -0.0003, Sem 0.2073, dir -0.5963, norm 0.3887, swav 0.0000 LR: 4.426e-02 Score 93.290 Data time: 0.3473, Forward time: 2.2663, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 6.4351 [2020-11-08 23:23:57,845][root][INFO] - ===> Epoch[230](5959/26): Loss -0.0426, Sem 0.1679, dir -0.5836, norm 0.3731, swav 0.0000 LR: 4.425e-02 Score 94.027 Data time: 0.2511, Forward time: 2.2664, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 7.0177 [2020-11-08 23:24:03,382][root][INFO] - ===> Epoch[230](5960/26): Loss -0.0522, Sem 0.1776, dir -0.6102, norm 0.3804, swav 0.0000 LR: 4.424e-02 Score 94.875 Data time: 0.1637, Forward time: 2.2663, Backward time: 3.0833, DDP time: 0.0047, Total iter time: 5.4195 [2020-11-08 23:24:08,927][root][INFO] - ===> Epoch[230](5961/26): Loss 0.0043, Sem 0.2036, dir -0.5884, norm 0.3892, swav 0.0000 LR: 4.423e-02 Score 93.853 Data time: 0.2584, Forward time: 2.2664, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.4740 [2020-11-08 23:24:15,094][root][INFO] - ===> Epoch[230](5962/26): Loss -0.0602, Sem 0.1966, dir -0.6653, norm 0.4085, swav 0.0000 LR: 4.422e-02 Score 94.116 Data time: 0.1915, Forward time: 2.2663, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 6.0611 [2020-11-08 23:24:21,080][root][INFO] - ===> Epoch[230](5963/26): Loss -0.0630, Sem 0.1485, dir -0.5850, norm 0.3735, swav 0.0000 LR: 4.421e-02 Score 94.689 Data time: 0.2157, Forward time: 2.2663, Backward time: 3.0833, DDP time: 0.0047, Total iter time: 5.9048 [2020-11-08 23:24:25,967][root][INFO] - ===> Epoch[230](5964/26): Loss -0.0095, Sem 0.1779, dir -0.5974, norm 0.4099, swav 0.0000 LR: 4.420e-02 Score 94.174 Data time: 0.1912, Forward time: 2.2663, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 4.7668 [2020-11-08 23:24:30,866][root][INFO] - ===> Epoch[230](5965/26): Loss 0.0001, Sem 0.2004, dir -0.6010, norm 0.4006, swav 0.0000 LR: 4.419e-02 Score 92.556 Data time: 0.2087, Forward time: 2.2663, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 4.7776 [2020-11-08 23:24:36,368][root][INFO] - ===> Epoch[230](5966/26): Loss -0.0506, Sem 0.1608, dir -0.6234, norm 0.4120, swav 0.0000 LR: 4.418e-02 Score 94.973 Data time: 0.2200, Forward time: 2.2663, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.3777 [2020-11-08 23:24:41,047][root][INFO] - ===> Epoch[230](5967/26): Loss -0.0926, Sem 0.1590, dir -0.6233, norm 0.3718, swav 0.0000 LR: 4.417e-02 Score 94.880 Data time: 0.2019, Forward time: 2.2663, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 4.5559 [2020-11-08 23:24:47,797][root][INFO] - ===> Epoch[230](5968/26): Loss -0.0189, Sem 0.1709, dir -0.5910, norm 0.4012, swav 0.0000 LR: 4.416e-02 Score 94.088 Data time: 0.2291, Forward time: 2.2664, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.6595 [2020-11-08 23:24:54,918][root][INFO] - ===> Epoch[230](5969/26): Loss -0.0226, Sem 0.1667, dir -0.6209, norm 0.4316, swav 0.0000 LR: 4.415e-02 Score 94.516 Data time: 0.2545, Forward time: 2.2665, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 6.9837 [2020-11-08 23:25:00,201][root][INFO] - ===> Epoch[230](5970/26): Loss -0.0376, Sem 0.2044, dir -0.6363, norm 0.3944, swav 0.0000 LR: 4.414e-02 Score 93.161 Data time: 0.2520, Forward time: 2.2665, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.1342 [2020-11-08 23:25:05,645][root][INFO] - ===> Epoch[230](5971/26): Loss -0.0459, Sem 0.1745, dir -0.6066, norm 0.3862, swav 0.0000 LR: 4.413e-02 Score 94.673 Data time: 0.2509, Forward time: 2.2665, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.3379 [2020-11-08 23:25:11,891][root][INFO] - ===> Epoch[230](5972/26): Loss -0.1166, Sem 0.1387, dir -0.6250, norm 0.3697, swav 0.0000 LR: 4.412e-02 Score 95.597 Data time: 0.1687, Forward time: 2.2665, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 6.1258 [2020-11-08 23:25:18,679][root][INFO] - ===> Epoch[230](5973/26): Loss -0.0554, Sem 0.1682, dir -0.6072, norm 0.3837, swav 0.0000 LR: 4.411e-02 Score 94.560 Data time: 0.2264, Forward time: 2.2665, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 6.7079 [2020-11-08 23:25:23,630][root][INFO] - ===> Epoch[230](5974/26): Loss -0.0400, Sem 0.1493, dir -0.5691, norm 0.3797, swav 0.0000 LR: 4.410e-02 Score 95.534 Data time: 0.1984, Forward time: 2.2665, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 4.8400 [2020-11-08 23:25:30,226][root][INFO] - ===> Epoch[230](5975/26): Loss 0.0183, Sem 0.2163, dir -0.6097, norm 0.4118, swav 0.0000 LR: 4.409e-02 Score 93.281 Data time: 0.1757, Forward time: 2.2664, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 6.4979 [2020-11-08 23:25:35,302][root][INFO] - ===> Epoch[230](5976/26): Loss 0.0349, Sem 0.2181, dir -0.5841, norm 0.4009, swav 0.0000 LR: 4.408e-02 Score 93.509 Data time: 0.1668, Forward time: 2.2663, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 5.0155 [2020-11-08 23:25:40,034][root][INFO] - ===> Epoch[230](5977/26): Loss -0.0855, Sem 0.1730, dir -0.6421, norm 0.3836, swav 0.0000 LR: 4.407e-02 Score 94.608 Data time: 0.1983, Forward time: 2.2663, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 4.6295 [2020-11-08 23:25:45,125][root][INFO] - ===> Epoch[230](5978/26): Loss -0.0872, Sem 0.1700, dir -0.6475, norm 0.3904, swav 0.0000 LR: 4.406e-02 Score 94.305 Data time: 0.2561, Forward time: 2.2663, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 4.9847 [2020-11-08 23:25:50,180][root][INFO] - ===> Epoch[230](5979/26): Loss 0.0117, Sem 0.1762, dir -0.5755, norm 0.4110, swav 0.0000 LR: 4.405e-02 Score 94.121 Data time: 0.2043, Forward time: 2.2662, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 4.9415 [2020-11-08 23:25:55,679][root][INFO] - ===> Epoch[230](5980/26): Loss -0.0200, Sem 0.1813, dir -0.5927, norm 0.3913, swav 0.0000 LR: 4.404e-02 Score 94.138 Data time: 0.2527, Forward time: 2.2663, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.4213 [2020-11-08 23:26:02,417][root][INFO] - ===> Epoch[231](5981/26): Loss -0.0463, Sem 0.1747, dir -0.6009, norm 0.3800, swav 0.0000 LR: 4.403e-02 Score 94.213 Data time: 0.2541, Forward time: 2.2664, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.5944 [2020-11-08 23:26:07,713][root][INFO] - ===> Epoch[231](5982/26): Loss -0.0452, Sem 0.1642, dir -0.5902, norm 0.3808, swav 0.0000 LR: 4.402e-02 Score 94.312 Data time: 0.2803, Forward time: 2.2665, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.1771 [2020-11-08 23:26:13,846][root][INFO] - ===> Epoch[231](5983/26): Loss 0.0227, Sem 0.1970, dir -0.5496, norm 0.3753, swav 0.0000 LR: 4.401e-02 Score 93.280 Data time: 0.2980, Forward time: 2.2666, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.9877 [2020-11-08 23:26:19,482][root][INFO] - ===> Epoch[231](5984/26): Loss -0.0560, Sem 0.1837, dir -0.6212, norm 0.3815, swav 0.0000 LR: 4.400e-02 Score 94.044 Data time: 0.2188, Forward time: 2.2666, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.5124 [2020-11-08 23:26:24,788][root][INFO] - ===> Epoch[231](5985/26): Loss -0.0175, Sem 0.1754, dir -0.5835, norm 0.3906, swav 0.0000 LR: 4.399e-02 Score 94.331 Data time: 0.2480, Forward time: 2.2667, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.2072 [2020-11-08 23:26:31,267][root][INFO] - ===> Epoch[231](5986/26): Loss -0.0855, Sem 0.1900, dir -0.6308, norm 0.3553, swav 0.0000 LR: 4.398e-02 Score 94.024 Data time: 0.3189, Forward time: 2.2668, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 6.3354 [2020-11-08 23:26:36,756][root][INFO] - ===> Epoch[231](5987/26): Loss -0.0692, Sem 0.1637, dir -0.6114, norm 0.3784, swav 0.0000 LR: 4.397e-02 Score 95.089 Data time: 0.2205, Forward time: 2.2669, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.3734 [2020-11-08 23:26:41,702][root][INFO] - ===> Epoch[231](5988/26): Loss -0.0031, Sem 0.1917, dir -0.5751, norm 0.3803, swav 0.0000 LR: 4.396e-02 Score 93.244 Data time: 0.1988, Forward time: 2.2668, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 4.8588 [2020-11-08 23:26:49,087][root][INFO] - ===> Epoch[231](5989/26): Loss -0.0250, Sem 0.2160, dir -0.6456, norm 0.4046, swav 0.0000 LR: 4.395e-02 Score 93.216 Data time: 0.2538, Forward time: 2.2669, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 7.2693 [2020-11-08 23:26:54,866][root][INFO] - ===> Epoch[231](5990/26): Loss -0.0156, Sem 0.1875, dir -0.6057, norm 0.4027, swav 0.0000 LR: 4.394e-02 Score 93.300 Data time: 0.2590, Forward time: 2.2669, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.6399 [2020-11-08 23:27:01,418][root][INFO] - ===> Epoch[231](5991/26): Loss -0.0415, Sem 0.1792, dir -0.6204, norm 0.3997, swav 0.0000 LR: 4.393e-02 Score 94.651 Data time: 0.2967, Forward time: 2.2671, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 6.4224 [2020-11-08 23:27:06,549][root][INFO] - ===> Epoch[231](5992/26): Loss -0.1043, Sem 0.1497, dir -0.6481, norm 0.3941, swav 0.0000 LR: 4.392e-02 Score 94.939 Data time: 0.1593, Forward time: 2.2670, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.0069 [2020-11-08 23:27:13,330][root][INFO] - ===> Epoch[231](5993/26): Loss -0.0446, Sem 0.1843, dir -0.6120, norm 0.3832, swav 0.0000 LR: 4.391e-02 Score 94.021 Data time: 0.2055, Forward time: 2.2670, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 6.6902 [2020-11-08 23:27:19,980][root][INFO] - ===> Epoch[231](5994/26): Loss -0.0175, Sem 0.1850, dir -0.5948, norm 0.3923, swav 0.0000 LR: 4.390e-02 Score 94.416 Data time: 0.1586, Forward time: 2.2669, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.5679 [2020-11-08 23:27:25,751][root][INFO] - ===> Epoch[231](5995/26): Loss -0.1050, Sem 0.1466, dir -0.6264, norm 0.3748, swav 0.0000 LR: 4.389e-02 Score 94.742 Data time: 0.1629, Forward time: 2.2668, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.6799 [2020-11-08 23:27:31,632][root][INFO] - ===> Epoch[231](5996/26): Loss -0.0124, Sem 0.1534, dir -0.5301, norm 0.3644, swav 0.0000 LR: 4.388e-02 Score 95.101 Data time: 0.2071, Forward time: 2.2667, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 5.8088 [2020-11-08 23:27:37,990][root][INFO] - ===> Epoch[231](5997/26): Loss 0.0967, Sem 0.2199, dir -0.5563, norm 0.4331, swav 0.0000 LR: 4.387e-02 Score 92.585 Data time: 0.3415, Forward time: 2.2669, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.2283 [2020-11-08 23:27:43,193][root][INFO] - ===> Epoch[231](5998/26): Loss -0.0488, Sem 0.1720, dir -0.6011, norm 0.3803, swav 0.0000 LR: 4.386e-02 Score 94.064 Data time: 0.1800, Forward time: 2.2668, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.0690 [2020-11-08 23:27:47,891][root][INFO] - ===> Epoch[231](5999/26): Loss -0.1045, Sem 0.1757, dir -0.6114, norm 0.3312, swav 0.0000 LR: 4.385e-02 Score 94.064 Data time: 0.2274, Forward time: 2.2668, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 4.5863 [2020-11-08 23:27:54,005][root][INFO] - ===> Epoch[231](6000/26): Loss -0.0589, Sem 0.1696, dir -0.6285, norm 0.4000, swav 0.0000 LR: 4.384e-02 Score 94.703 Data time: 0.2085, Forward time: 2.2669, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 6.0055 [2020-11-08 23:27:54,735][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 23:27:54,929][root][INFO] - ===> Start testing [2020-11-08 23:29:15,567][root][INFO] - 101/312: Data time: 0.0077, Iter time: 0.4750 Loss 0.189 (AVG: 0.540) Score 94.325 (AVG: 86.630) mIOU 65.542 mAP 72.220 mAcc 75.640 IOU: 81.411 96.183 57.371 75.155 89.888 87.002 69.021 49.004 50.027 60.626 29.043 62.349 55.350 56.835 56.060 51.381 87.244 61.746 88.709 46.433 mAP: 83.213 95.055 58.960 70.708 88.942 79.590 67.086 62.681 65.699 72.661 49.343 53.948 62.782 68.372 53.689 91.879 92.820 82.927 87.703 56.347 mAcc: 92.891 98.354 71.535 78.988 94.078 91.933 82.406 59.875 62.699 73.865 41.540 75.253 72.424 74.213 63.355 64.423 90.812 69.735 93.213 61.201 [2020-11-08 23:30:41,381][root][INFO] - 201/312: Data time: 0.0056, Iter time: 0.3877 Loss 0.357 (AVG: 0.555) Score 87.187 (AVG: 86.670) mIOU 65.773 mAP 72.159 mAcc 76.006 IOU: 80.672 95.759 55.534 77.804 88.610 83.522 67.526 53.541 52.023 70.355 26.668 61.740 56.040 65.605 45.741 55.845 86.057 60.789 85.802 45.820 mAP: 81.512 94.696 57.619 73.658 88.328 80.810 65.545 65.634 63.018 67.621 46.753 57.642 63.161 74.982 57.193 92.476 93.270 79.076 85.282 54.899 mAcc: 92.617 98.277 72.309 83.004 93.185 89.581 80.601 65.788 63.342 83.111 38.742 74.723 74.834 79.660 56.460 65.606 89.474 70.705 92.570 55.532 [2020-11-08 23:32:02,636][root][INFO] - 301/312: Data time: 0.0095, Iter time: 0.2991 Loss 0.144 (AVG: 0.551) Score 94.896 (AVG: 86.775) mIOU 65.715 mAP 72.217 mAcc 76.038 IOU: 80.957 95.965 56.554 78.231 88.417 80.797 68.517 52.887 50.524 72.621 25.817 61.746 57.065 62.062 45.392 58.204 88.257 62.171 82.681 45.433 mAP: 81.475 94.595 58.993 74.553 88.406 78.337 66.537 64.950 62.982 68.048 45.014 57.378 63.086 74.274 57.236 92.600 94.125 80.921 85.400 55.432 mAcc: 92.838 98.430 74.910 83.828 92.835 88.681 81.225 63.952 62.115 84.899 38.926 75.990 75.214 75.452 55.568 68.150 91.449 73.360 88.247 54.699 [2020-11-08 23:32:11,514][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.1675 Loss 0.558 (AVG: 0.553) Score 86.325 (AVG: 86.757) mIOU 65.309 mAP 72.131 mAcc 75.601 IOU: 80.970 95.980 56.651 77.000 88.471 81.176 68.893 53.162 50.585 73.530 25.867 61.558 56.709 60.901 45.129 51.004 88.608 62.297 82.493 45.197 mAP: 81.263 94.535 59.497 72.969 88.505 78.546 67.021 65.342 63.085 69.065 44.446 57.378 63.555 73.507 57.636 92.242 94.334 81.321 83.145 55.234 mAcc: 92.879 98.426 74.925 82.388 92.839 89.007 81.577 64.279 62.335 85.505 38.996 75.990 75.379 74.777 55.690 59.168 91.742 73.681 87.902 54.526 [2020-11-08 23:32:11,515][root][INFO] - Finished test. Elapsed time: 256.5844 [2020-11-08 23:32:23,776][root][INFO] - [2020-11-08 23:32:23,776][root][INFO] - ################################################################ [2020-11-08 23:32:23,776][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 23:32:23,776][root][INFO] - ################################################################ [2020-11-08 23:32:23,776][root][INFO] - cabinet : 0.122 0.304 0.553 [2020-11-08 23:32:23,776][root][INFO] - bed : 0.331 0.740 0.826 [2020-11-08 23:32:23,776][root][INFO] - chair : 0.426 0.629 0.741 [2020-11-08 23:32:23,776][root][INFO] - sofa : 0.385 0.630 0.822 [2020-11-08 23:32:23,777][root][INFO] - table : 0.252 0.484 0.607 [2020-11-08 23:32:23,777][root][INFO] - door : 0.168 0.334 0.480 [2020-11-08 23:32:23,777][root][INFO] - window : 0.051 0.130 0.391 [2020-11-08 23:32:23,777][root][INFO] - bookshelf : 0.138 0.389 0.693 [2020-11-08 23:32:23,777][root][INFO] - picture : 0.098 0.228 0.350 [2020-11-08 23:32:23,777][root][INFO] - counter : 0.013 0.068 0.485 [2020-11-08 23:32:23,777][root][INFO] - desk : 0.023 0.087 0.508 [2020-11-08 23:32:23,777][root][INFO] - curtain : 0.193 0.351 0.532 [2020-11-08 23:32:23,777][root][INFO] - refrigerator : 0.224 0.452 0.513 [2020-11-08 23:32:23,777][root][INFO] - shower curtain : 0.386 0.602 0.636 [2020-11-08 23:32:23,777][root][INFO] - toilet : 0.721 0.918 0.933 [2020-11-08 23:32:23,777][root][INFO] - sink : 0.143 0.389 0.699 [2020-11-08 23:32:23,777][root][INFO] - bathtub : 0.552 0.726 0.851 [2020-11-08 23:32:23,777][root][INFO] - otherfurniture : 0.244 0.384 0.575 [2020-11-08 23:32:23,777][root][INFO] - ---------------------------------------------------------------- [2020-11-08 23:32:23,777][root][INFO] - average : 0.248 0.436 0.622 [2020-11-08 23:32:23,777][root][INFO] - [2020-11-08 23:32:23,964][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 23:32:24,571][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 23:32:24,732][root][INFO] - Current best mIoU: 65.309 at iter 6000 [2020-11-08 23:32:28,328][root][INFO] - ===> Epoch[231](6001/26): Loss -0.0133, Sem 0.1697, dir -0.5876, norm 0.4046, swav 0.0000 LR: 4.383e-02 Score 94.446 Data time: 0.1548, Forward time: 2.2667, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 3.5902 [2020-11-08 23:32:33,574][root][INFO] - ===> Epoch[231](6002/26): Loss -0.0360, Sem 0.1512, dir -0.5741, norm 0.3869, swav 0.0000 LR: 4.382e-02 Score 95.258 Data time: 0.1652, Forward time: 2.2666, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.1671 [2020-11-08 23:32:39,588][root][INFO] - ===> Epoch[231](6003/26): Loss 0.0016, Sem 0.1659, dir -0.5397, norm 0.3755, swav 0.0000 LR: 4.381e-02 Score 94.582 Data time: 0.2508, Forward time: 2.2667, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.9373 [2020-11-08 23:32:45,241][root][INFO] - ===> Epoch[231](6004/26): Loss 0.0137, Sem 0.1926, dir -0.5880, norm 0.4090, swav 0.0000 LR: 4.380e-02 Score 93.917 Data time: 0.1619, Forward time: 2.2666, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.5412 [2020-11-08 23:32:50,174][root][INFO] - ===> Epoch[231](6005/26): Loss -0.0320, Sem 0.2122, dir -0.6424, norm 0.3983, swav 0.0000 LR: 4.379e-02 Score 92.724 Data time: 0.2374, Forward time: 2.2667, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 4.8461 [2020-11-08 23:32:55,458][root][INFO] - ===> Epoch[231](6006/26): Loss -0.1046, Sem 0.1638, dir -0.6555, norm 0.3872, swav 0.0000 LR: 4.379e-02 Score 94.348 Data time: 0.2051, Forward time: 2.2667, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.1765 [2020-11-08 23:33:00,589][root][INFO] - ===> Epoch[232](6007/26): Loss 0.0282, Sem 0.1745, dir -0.5959, norm 0.4497, swav 0.0000 LR: 4.378e-02 Score 94.740 Data time: 0.2031, Forward time: 2.2667, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.0287 [2020-11-08 23:33:06,120][root][INFO] - ===> Epoch[232](6008/26): Loss -0.0429, Sem 0.1451, dir -0.5988, norm 0.4109, swav 0.0000 LR: 4.377e-02 Score 94.746 Data time: 0.2114, Forward time: 2.2667, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.4190 [2020-11-08 23:33:12,142][root][INFO] - ===> Epoch[232](6009/26): Loss -0.0648, Sem 0.1850, dir -0.6201, norm 0.3703, swav 0.0000 LR: 4.376e-02 Score 93.968 Data time: 0.2156, Forward time: 2.2667, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.9023 [2020-11-08 23:33:18,811][root][INFO] - ===> Epoch[232](6010/26): Loss -0.0290, Sem 0.1912, dir -0.6133, norm 0.3932, swav 0.0000 LR: 4.375e-02 Score 93.918 Data time: 0.2055, Forward time: 2.2667, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 6.5721 [2020-11-08 23:33:24,355][root][INFO] - ===> Epoch[232](6011/26): Loss -0.0527, Sem 0.1643, dir -0.6026, norm 0.3856, swav 0.0000 LR: 4.374e-02 Score 94.812 Data time: 0.2016, Forward time: 2.2667, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.4376 [2020-11-08 23:33:31,812][root][INFO] - ===> Epoch[232](6012/26): Loss 0.0256, Sem 0.2026, dir -0.5991, norm 0.4221, swav 0.0000 LR: 4.373e-02 Score 93.950 Data time: 0.2020, Forward time: 2.2666, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 7.3326 [2020-11-08 23:33:37,428][root][INFO] - ===> Epoch[232](6013/26): Loss -0.0173, Sem 0.1754, dir -0.5696, norm 0.3769, swav 0.0000 LR: 4.372e-02 Score 94.670 Data time: 0.2013, Forward time: 2.2666, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.5133 [2020-11-08 23:33:43,136][root][INFO] - ===> Epoch[232](6014/26): Loss -0.0286, Sem 0.1849, dir -0.6335, norm 0.4200, swav 0.0000 LR: 4.371e-02 Score 94.059 Data time: 0.2304, Forward time: 2.2666, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.5882 [2020-11-08 23:33:48,778][root][INFO] - ===> Epoch[232](6015/26): Loss -0.0731, Sem 0.1856, dir -0.6204, norm 0.3617, swav 0.0000 LR: 4.370e-02 Score 94.512 Data time: 0.1965, Forward time: 2.2666, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.5265 [2020-11-08 23:33:54,407][root][INFO] - ===> Epoch[232](6016/26): Loss -0.0074, Sem 0.2300, dir -0.6211, norm 0.3837, swav 0.0000 LR: 4.369e-02 Score 93.105 Data time: 0.2142, Forward time: 2.2665, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.4988 [2020-11-08 23:34:01,152][root][INFO] - ===> Epoch[232](6017/26): Loss -0.0334, Sem 0.1846, dir -0.6070, norm 0.3890, swav 0.0000 LR: 4.368e-02 Score 94.712 Data time: 0.3258, Forward time: 2.2667, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 6.6449 [2020-11-08 23:34:06,739][root][INFO] - ===> Epoch[232](6018/26): Loss -0.0379, Sem 0.1753, dir -0.5819, norm 0.3687, swav 0.0000 LR: 4.367e-02 Score 94.031 Data time: 0.1799, Forward time: 2.2667, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.4396 [2020-11-08 23:34:12,249][root][INFO] - ===> Epoch[232](6019/26): Loss -0.0645, Sem 0.1573, dir -0.6140, norm 0.3923, swav 0.0000 LR: 4.366e-02 Score 94.435 Data time: 0.2133, Forward time: 2.2667, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.3967 [2020-11-08 23:34:17,443][root][INFO] - ===> Epoch[232](6020/26): Loss 0.0533, Sem 0.2149, dir -0.5557, norm 0.3941, swav 0.0000 LR: 4.365e-02 Score 94.493 Data time: 0.2336, Forward time: 2.2667, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.0640 [2020-11-08 23:34:24,003][root][INFO] - ===> Epoch[232](6021/26): Loss 0.0097, Sem 0.1883, dir -0.5977, norm 0.4191, swav 0.0000 LR: 4.364e-02 Score 93.988 Data time: 0.2205, Forward time: 2.2666, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 6.4181 [2020-11-08 23:34:29,412][root][INFO] - ===> Epoch[232](6022/26): Loss -0.1079, Sem 0.1648, dir -0.6339, norm 0.3612, swav 0.0000 LR: 4.363e-02 Score 94.242 Data time: 0.2329, Forward time: 2.2667, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.3103 [2020-11-08 23:34:34,726][root][INFO] - ===> Epoch[232](6023/26): Loss 0.0010, Sem 0.1723, dir -0.5872, norm 0.4159, swav 0.0000 LR: 4.362e-02 Score 94.193 Data time: 0.2002, Forward time: 2.2667, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.1671 [2020-11-08 23:34:41,213][root][INFO] - ===> Epoch[232](6024/26): Loss -0.0228, Sem 0.1953, dir -0.6045, norm 0.3865, swav 0.0000 LR: 4.361e-02 Score 93.656 Data time: 0.1930, Forward time: 2.2667, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 6.3587 [2020-11-08 23:34:46,996][root][INFO] - ===> Epoch[232](6025/26): Loss -0.0588, Sem 0.1705, dir -0.6114, norm 0.3821, swav 0.0000 LR: 4.360e-02 Score 94.283 Data time: 0.2179, Forward time: 2.2667, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.6646 [2020-11-08 23:34:52,967][root][INFO] - ===> Epoch[232](6026/26): Loss -0.0145, Sem 0.1875, dir -0.6025, norm 0.4006, swav 0.0000 LR: 4.359e-02 Score 93.701 Data time: 0.1781, Forward time: 2.2666, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.8324 [2020-11-08 23:34:58,654][root][INFO] - ===> Epoch[232](6027/26): Loss 0.0245, Sem 0.1834, dir -0.5535, norm 0.3946, swav 0.0000 LR: 4.358e-02 Score 93.480 Data time: 0.2170, Forward time: 2.2667, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.5835 [2020-11-08 23:35:05,159][root][INFO] - ===> Epoch[232](6028/26): Loss 0.0328, Sem 0.2197, dir -0.5981, norm 0.4112, swav 0.0000 LR: 4.357e-02 Score 93.116 Data time: 0.1927, Forward time: 2.2666, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.3850 [2020-11-08 23:35:11,027][root][INFO] - ===> Epoch[232](6029/26): Loss -0.0632, Sem 0.1849, dir -0.6298, norm 0.3817, swav 0.0000 LR: 4.356e-02 Score 93.647 Data time: 0.2831, Forward time: 2.2667, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.7336 [2020-11-08 23:35:16,529][root][INFO] - ===> Epoch[232](6030/26): Loss -0.0276, Sem 0.1648, dir -0.6073, norm 0.4149, swav 0.0000 LR: 4.355e-02 Score 94.861 Data time: 0.2256, Forward time: 2.2668, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.3676 [2020-11-08 23:35:21,210][root][INFO] - ===> Epoch[232](6031/26): Loss -0.1013, Sem 0.1478, dir -0.6282, norm 0.3791, swav 0.0000 LR: 4.354e-02 Score 94.403 Data time: 0.1947, Forward time: 2.2668, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 4.5584 [2020-11-08 23:35:27,130][root][INFO] - ===> Epoch[232](6032/26): Loss -0.0959, Sem 0.1509, dir -0.6166, norm 0.3698, swav 0.0000 LR: 4.353e-02 Score 94.781 Data time: 0.1625, Forward time: 2.2666, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.7876 [2020-11-08 23:35:33,128][root][INFO] - ===> Epoch[233](6033/26): Loss 0.0027, Sem 0.1676, dir -0.6040, norm 0.4391, swav 0.0000 LR: 4.352e-02 Score 94.501 Data time: 0.1802, Forward time: 2.2666, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.9007 [2020-11-08 23:35:37,903][root][INFO] - ===> Epoch[233](6034/26): Loss -0.0459, Sem 0.1294, dir -0.5889, norm 0.4136, swav 0.0000 LR: 4.351e-02 Score 95.922 Data time: 0.1650, Forward time: 2.2665, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 4.6734 [2020-11-08 23:35:43,454][root][INFO] - ===> Epoch[233](6035/26): Loss -0.0111, Sem 0.2008, dir -0.6287, norm 0.4168, swav 0.0000 LR: 4.350e-02 Score 93.282 Data time: 0.2331, Forward time: 2.2665, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.4637 [2020-11-08 23:35:49,756][root][INFO] - ===> Epoch[233](6036/26): Loss 0.0097, Sem 0.1599, dir -0.5801, norm 0.4299, swav 0.0000 LR: 4.349e-02 Score 94.902 Data time: 0.1960, Forward time: 2.2665, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 6.1642 [2020-11-08 23:35:55,934][root][INFO] - ===> Epoch[233](6037/26): Loss 0.0790, Sem 0.2443, dir -0.5668, norm 0.4015, swav 0.0000 LR: 4.348e-02 Score 92.974 Data time: 0.1930, Forward time: 2.2665, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.0593 [2020-11-08 23:36:00,387][root][INFO] - ===> Epoch[233](6038/26): Loss -0.0261, Sem 0.2137, dir -0.6587, norm 0.4190, swav 0.0000 LR: 4.347e-02 Score 92.625 Data time: 0.2191, Forward time: 2.2665, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 4.3520 [2020-11-08 23:36:05,544][root][INFO] - ===> Epoch[233](6039/26): Loss -0.0495, Sem 0.1621, dir -0.5894, norm 0.3778, swav 0.0000 LR: 4.346e-02 Score 95.149 Data time: 0.2025, Forward time: 2.2665, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.0435 [2020-11-08 23:36:11,051][root][INFO] - ===> Epoch[233](6040/26): Loss -0.1241, Sem 0.1280, dir -0.6075, norm 0.3553, swav 0.0000 LR: 4.345e-02 Score 96.061 Data time: 0.1920, Forward time: 2.2664, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.4015 [2020-11-08 23:36:16,804][root][INFO] - ===> Epoch[233](6041/26): Loss -0.0253, Sem 0.1883, dir -0.6082, norm 0.3945, swav 0.0000 LR: 4.344e-02 Score 94.068 Data time: 0.1967, Forward time: 2.2664, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.6565 [2020-11-08 23:36:23,639][root][INFO] - ===> Epoch[233](6042/26): Loss 0.0358, Sem 0.2073, dir -0.5930, norm 0.4214, swav 0.0000 LR: 4.343e-02 Score 93.591 Data time: 0.1710, Forward time: 2.2663, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.7180 [2020-11-08 23:36:29,100][root][INFO] - ===> Epoch[233](6043/26): Loss 0.0069, Sem 0.2070, dir -0.5980, norm 0.3979, swav 0.0000 LR: 4.342e-02 Score 93.504 Data time: 0.1859, Forward time: 2.2663, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.3924 [2020-11-08 23:36:36,479][root][INFO] - ===> Epoch[233](6044/26): Loss 0.0338, Sem 0.1679, dir -0.5845, norm 0.4504, swav 0.0000 LR: 4.341e-02 Score 94.605 Data time: 0.1803, Forward time: 2.2663, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 7.2610 [2020-11-08 23:36:43,200][root][INFO] - ===> Epoch[233](6045/26): Loss 0.0114, Sem 0.1717, dir -0.5787, norm 0.4185, swav 0.0000 LR: 4.340e-02 Score 94.032 Data time: 0.3132, Forward time: 2.2665, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 6.6391 [2020-11-08 23:36:49,057][root][INFO] - ===> Epoch[233](6046/26): Loss -0.0810, Sem 0.1470, dir -0.6353, norm 0.4074, swav 0.0000 LR: 4.339e-02 Score 95.131 Data time: 0.1931, Forward time: 2.2664, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.7026 [2020-11-08 23:36:55,566][root][INFO] - ===> Epoch[233](6047/26): Loss -0.0505, Sem 0.1765, dir -0.6110, norm 0.3841, swav 0.0000 LR: 4.338e-02 Score 94.328 Data time: 0.2647, Forward time: 2.2665, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 6.3896 [2020-11-08 23:37:01,141][root][INFO] - ===> Epoch[233](6048/26): Loss -0.0370, Sem 0.1758, dir -0.6009, norm 0.3881, swav 0.0000 LR: 4.337e-02 Score 94.139 Data time: 0.2326, Forward time: 2.2665, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.4504 [2020-11-08 23:37:06,186][root][INFO] - ===> Epoch[233](6049/26): Loss 0.0050, Sem 0.2038, dir -0.5744, norm 0.3756, swav 0.0000 LR: 4.336e-02 Score 94.185 Data time: 0.2040, Forward time: 2.2665, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 4.9196 [2020-11-08 23:37:11,838][root][INFO] - ===> Epoch[233](6050/26): Loss -0.0567, Sem 0.1877, dir -0.6326, norm 0.3881, swav 0.0000 LR: 4.335e-02 Score 94.527 Data time: 0.2175, Forward time: 2.2665, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 5.5342 [2020-11-08 23:37:17,445][root][INFO] - ===> Epoch[233](6051/26): Loss -0.0448, Sem 0.1648, dir -0.5879, norm 0.3783, swav 0.0000 LR: 4.334e-02 Score 94.478 Data time: 0.2347, Forward time: 2.2665, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.4952 [2020-11-08 23:37:23,888][root][INFO] - ===> Epoch[233](6052/26): Loss -0.0090, Sem 0.1882, dir -0.6086, norm 0.4115, swav 0.0000 LR: 4.333e-02 Score 94.302 Data time: 0.3168, Forward time: 2.2667, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.3124 [2020-11-08 23:37:29,174][root][INFO] - ===> Epoch[233](6053/26): Loss -0.0895, Sem 0.1507, dir -0.6197, norm 0.3795, swav 0.0000 LR: 4.332e-02 Score 95.229 Data time: 0.2079, Forward time: 2.2667, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.1189 [2020-11-08 23:37:34,602][root][INFO] - ===> Epoch[233](6054/26): Loss -0.0686, Sem 0.1615, dir -0.6062, norm 0.3761, swav 0.0000 LR: 4.331e-02 Score 94.982 Data time: 0.2731, Forward time: 2.2668, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.3116 [2020-11-08 23:37:39,712][root][INFO] - ===> Epoch[233](6055/26): Loss -0.0433, Sem 0.1702, dir -0.5727, norm 0.3592, swav 0.0000 LR: 4.330e-02 Score 94.472 Data time: 0.2080, Forward time: 2.2668, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 4.9944 [2020-11-08 23:37:44,120][root][INFO] - ===> Epoch[233](6056/26): Loss 0.0199, Sem 0.2095, dir -0.6125, norm 0.4229, swav 0.0000 LR: 4.329e-02 Score 93.869 Data time: 0.1642, Forward time: 2.2667, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 4.2916 [2020-11-08 23:37:48,891][root][INFO] - ===> Epoch[233](6057/26): Loss -0.0826, Sem 0.1882, dir -0.6633, norm 0.3925, swav 0.0000 LR: 4.328e-02 Score 94.043 Data time: 0.1366, Forward time: 2.2665, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 4.6890 [2020-11-08 23:37:56,195][root][INFO] - ===> Epoch[233](6058/26): Loss -0.1053, Sem 0.1412, dir -0.6203, norm 0.3739, swav 0.0000 LR: 4.327e-02 Score 94.917 Data time: 0.1960, Forward time: 2.2665, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 7.2226 [2020-11-08 23:38:02,212][root][INFO] - ===> Epoch[234](6059/26): Loss 0.0009, Sem 0.1985, dir -0.5951, norm 0.3975, swav 0.0000 LR: 4.326e-02 Score 94.056 Data time: 0.2820, Forward time: 2.2666, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.9207 [2020-11-08 23:38:08,048][root][INFO] - ===> Epoch[234](6060/26): Loss -0.0565, Sem 0.1716, dir -0.6336, norm 0.4054, swav 0.0000 LR: 4.325e-02 Score 93.812 Data time: 0.1817, Forward time: 2.2666, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.7094 [2020-11-08 23:38:13,126][root][INFO] - ===> Epoch[234](6061/26): Loss 0.0196, Sem 0.1639, dir -0.5663, norm 0.4221, swav 0.0000 LR: 4.324e-02 Score 94.414 Data time: 0.2146, Forward time: 2.2666, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 4.9735 [2020-11-08 23:38:18,421][root][INFO] - ===> Epoch[234](6062/26): Loss -0.0417, Sem 0.1535, dir -0.5871, norm 0.3920, swav 0.0000 LR: 4.323e-02 Score 94.575 Data time: 0.1993, Forward time: 2.2666, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.1718 [2020-11-08 23:38:23,019][root][INFO] - ===> Epoch[234](6063/26): Loss -0.0997, Sem 0.1631, dir -0.6128, norm 0.3499, swav 0.0000 LR: 4.322e-02 Score 94.771 Data time: 0.1626, Forward time: 2.2665, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 4.4788 [2020-11-08 23:38:28,469][root][INFO] - ===> Epoch[234](6064/26): Loss -0.0002, Sem 0.2272, dir -0.6114, norm 0.3840, swav 0.0000 LR: 4.321e-02 Score 93.209 Data time: 0.2724, Forward time: 2.2665, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.3730 [2020-11-08 23:38:34,455][root][INFO] - ===> Epoch[234](6065/26): Loss 0.0150, Sem 0.1732, dir -0.5499, norm 0.3917, swav 0.0000 LR: 4.320e-02 Score 94.131 Data time: 0.2129, Forward time: 2.2666, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.8416 [2020-11-08 23:38:39,147][root][INFO] - ===> Epoch[234](6066/26): Loss -0.0340, Sem 0.1432, dir -0.5930, norm 0.4159, swav 0.0000 LR: 4.319e-02 Score 95.474 Data time: 0.1877, Forward time: 2.2665, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 4.5712 [2020-11-08 23:38:44,591][root][INFO] - ===> Epoch[234](6067/26): Loss -0.0888, Sem 0.1643, dir -0.6459, norm 0.3929, swav 0.0000 LR: 4.318e-02 Score 94.347 Data time: 0.2209, Forward time: 2.2665, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.3284 [2020-11-08 23:38:50,755][root][INFO] - ===> Epoch[234](6068/26): Loss -0.0521, Sem 0.1697, dir -0.5963, norm 0.3745, swav 0.0000 LR: 4.317e-02 Score 94.417 Data time: 0.2340, Forward time: 2.2666, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 6.0187 [2020-11-08 23:38:56,791][root][INFO] - ===> Epoch[234](6069/26): Loss -0.0539, Sem 0.1687, dir -0.6074, norm 0.3848, swav 0.0000 LR: 4.316e-02 Score 94.618 Data time: 0.2105, Forward time: 2.2666, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.8915 [2020-11-08 23:39:04,848][root][INFO] - ===> Epoch[234](6070/26): Loss -0.0199, Sem 0.1968, dir -0.6293, norm 0.4127, swav 0.0000 LR: 4.315e-02 Score 94.022 Data time: 0.2642, Forward time: 2.2666, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 7.9125 [2020-11-08 23:39:10,521][root][INFO] - ===> Epoch[234](6071/26): Loss -0.0653, Sem 0.1567, dir -0.6234, norm 0.4014, swav 0.0000 LR: 4.314e-02 Score 95.145 Data time: 0.1969, Forward time: 2.2666, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.5326 [2020-11-08 23:39:15,822][root][INFO] - ===> Epoch[234](6072/26): Loss 0.0277, Sem 0.2085, dir -0.6386, norm 0.4578, swav 0.0000 LR: 4.313e-02 Score 93.464 Data time: 0.1910, Forward time: 2.2665, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.2076 [2020-11-08 23:39:21,996][root][INFO] - ===> Epoch[234](6073/26): Loss -0.1002, Sem 0.1365, dir -0.6079, norm 0.3711, swav 0.0000 LR: 4.312e-02 Score 95.452 Data time: 0.2306, Forward time: 2.2665, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 6.0638 [2020-11-08 23:39:29,133][root][INFO] - ===> Epoch[234](6074/26): Loss -0.0053, Sem 0.1708, dir -0.5892, norm 0.4131, swav 0.0000 LR: 4.311e-02 Score 94.040 Data time: 0.3578, Forward time: 2.2667, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 6.9961 [2020-11-08 23:39:35,417][root][INFO] - ===> Epoch[234](6075/26): Loss -0.0677, Sem 0.1443, dir -0.6054, norm 0.3934, swav 0.0000 LR: 4.310e-02 Score 95.162 Data time: 0.2983, Forward time: 2.2669, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 6.1412 [2020-11-08 23:39:41,103][root][INFO] - ===> Epoch[234](6076/26): Loss -0.1242, Sem 0.1565, dir -0.6425, norm 0.3618, swav 0.0000 LR: 4.309e-02 Score 94.629 Data time: 0.2704, Forward time: 2.2670, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.5605 [2020-11-08 23:39:46,014][root][INFO] - ===> Epoch[234](6077/26): Loss 0.0075, Sem 0.1979, dir -0.6320, norm 0.4416, swav 0.0000 LR: 4.308e-02 Score 93.518 Data time: 0.2109, Forward time: 2.2669, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 4.7900 [2020-11-08 23:39:51,658][root][INFO] - ===> Epoch[234](6078/26): Loss -0.0666, Sem 0.1505, dir -0.5933, norm 0.3762, swav 0.0000 LR: 4.307e-02 Score 94.997 Data time: 0.2237, Forward time: 2.2669, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.5414 [2020-11-08 23:39:56,710][root][INFO] - ===> Epoch[234](6079/26): Loss -0.0742, Sem 0.1807, dir -0.6172, norm 0.3623, swav 0.0000 LR: 4.306e-02 Score 94.518 Data time: 0.2427, Forward time: 2.2670, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 4.9244 [2020-11-08 23:40:02,076][root][INFO] - ===> Epoch[234](6080/26): Loss 0.0094, Sem 0.1991, dir -0.5709, norm 0.3813, swav 0.0000 LR: 4.305e-02 Score 93.646 Data time: 0.1571, Forward time: 2.2669, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.2543 [2020-11-08 23:40:07,813][root][INFO] - ===> Epoch[234](6081/26): Loss 0.0027, Sem 0.1722, dir -0.6001, norm 0.4306, swav 0.0000 LR: 4.304e-02 Score 93.884 Data time: 0.1657, Forward time: 2.2668, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.6576 [2020-11-08 23:40:13,333][root][INFO] - ===> Epoch[234](6082/26): Loss -0.0153, Sem 0.1587, dir -0.5378, norm 0.3638, swav 0.0000 LR: 4.303e-02 Score 94.570 Data time: 0.2269, Forward time: 2.2668, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.4364 [2020-11-08 23:40:19,108][root][INFO] - ===> Epoch[234](6083/26): Loss -0.0829, Sem 0.1742, dir -0.6189, norm 0.3619, swav 0.0000 LR: 4.302e-02 Score 94.311 Data time: 0.1957, Forward time: 2.2668, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.6595 [2020-11-08 23:40:25,046][root][INFO] - ===> Epoch[234](6084/26): Loss -0.0285, Sem 0.1915, dir -0.6010, norm 0.3810, swav 0.0000 LR: 4.301e-02 Score 93.830 Data time: 0.2324, Forward time: 2.2668, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.8603 [2020-11-08 23:40:30,107][root][INFO] - ===> Epoch[235](6085/26): Loss -0.0100, Sem 0.2379, dir -0.6287, norm 0.3809, swav 0.0000 LR: 4.301e-02 Score 92.744 Data time: 0.1792, Forward time: 2.2668, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 4.9566 [2020-11-08 23:40:35,675][root][INFO] - ===> Epoch[235](6086/26): Loss -0.0618, Sem 0.1633, dir -0.6228, norm 0.3978, swav 0.0000 LR: 4.300e-02 Score 95.229 Data time: 0.1472, Forward time: 2.2667, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.4714 [2020-11-08 23:40:41,638][root][INFO] - ===> Epoch[235](6087/26): Loss -0.0378, Sem 0.1806, dir -0.6044, norm 0.3859, swav 0.0000 LR: 4.299e-02 Score 94.735 Data time: 0.2231, Forward time: 2.2667, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.8622 [2020-11-08 23:40:48,790][root][INFO] - ===> Epoch[235](6088/26): Loss -0.0338, Sem 0.1997, dir -0.6175, norm 0.3839, swav 0.0000 LR: 4.298e-02 Score 93.350 Data time: 0.2291, Forward time: 2.2667, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 7.0244 [2020-11-08 23:40:54,210][root][INFO] - ===> Epoch[235](6089/26): Loss -0.0681, Sem 0.1650, dir -0.6158, norm 0.3827, swav 0.0000 LR: 4.297e-02 Score 93.967 Data time: 0.1823, Forward time: 2.2666, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.3120 [2020-11-08 23:41:00,042][root][INFO] - ===> Epoch[235](6090/26): Loss -0.0954, Sem 0.1567, dir -0.6145, norm 0.3624, swav 0.0000 LR: 4.296e-02 Score 94.673 Data time: 0.2252, Forward time: 2.2666, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.7343 [2020-11-08 23:41:04,968][root][INFO] - ===> Epoch[235](6091/26): Loss -0.0515, Sem 0.1871, dir -0.6221, norm 0.3834, swav 0.0000 LR: 4.295e-02 Score 94.163 Data time: 0.1514, Forward time: 2.2665, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 4.8102 [2020-11-08 23:41:10,341][root][INFO] - ===> Epoch[235](6092/26): Loss -0.0787, Sem 0.1613, dir -0.6099, norm 0.3700, swav 0.0000 LR: 4.294e-02 Score 95.057 Data time: 0.2586, Forward time: 2.2666, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.2573 [2020-11-08 23:41:15,882][root][INFO] - ===> Epoch[235](6093/26): Loss -0.0322, Sem 0.2056, dir -0.6417, norm 0.4039, swav 0.0000 LR: 4.293e-02 Score 93.252 Data time: 0.2614, Forward time: 2.2666, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.4160 [2020-11-08 23:41:22,784][root][INFO] - ===> Epoch[235](6094/26): Loss -0.0471, Sem 0.1551, dir -0.6133, norm 0.4110, swav 0.0000 LR: 4.292e-02 Score 94.991 Data time: 0.1878, Forward time: 2.2666, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 6.7728 [2020-11-08 23:41:28,811][root][INFO] - ===> Epoch[235](6095/26): Loss -0.0151, Sem 0.1653, dir -0.5845, norm 0.4041, swav 0.0000 LR: 4.291e-02 Score 94.293 Data time: 0.2559, Forward time: 2.2667, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.8986 [2020-11-08 23:41:35,407][root][INFO] - ===> Epoch[235](6096/26): Loss -0.0245, Sem 0.1353, dir -0.5727, norm 0.4128, swav 0.0000 LR: 4.290e-02 Score 95.927 Data time: 0.2162, Forward time: 2.2667, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 6.4543 [2020-11-08 23:41:40,823][root][INFO] - ===> Epoch[235](6097/26): Loss -0.0411, Sem 0.1641, dir -0.6226, norm 0.4174, swav 0.0000 LR: 4.289e-02 Score 94.363 Data time: 0.2219, Forward time: 2.2667, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.3113 [2020-11-08 23:41:46,570][root][INFO] - ===> Epoch[235](6098/26): Loss -0.0545, Sem 0.1839, dir -0.6125, norm 0.3741, swav 0.0000 LR: 4.288e-02 Score 93.670 Data time: 0.1653, Forward time: 2.2666, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.6197 [2020-11-08 23:41:51,164][root][INFO] - ===> Epoch[235](6099/26): Loss 0.0361, Sem 0.2029, dir -0.5890, norm 0.4222, swav 0.0000 LR: 4.287e-02 Score 93.834 Data time: 0.1382, Forward time: 2.2665, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 4.5046 [2020-11-08 23:41:58,411][root][INFO] - ===> Epoch[235](6100/26): Loss -0.0981, Sem 0.1397, dir -0.6289, norm 0.3911, swav 0.0000 LR: 4.286e-02 Score 95.446 Data time: 0.2356, Forward time: 2.2665, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 7.1859 [2020-11-08 23:42:04,300][root][INFO] - ===> Epoch[235](6101/26): Loss -0.0707, Sem 0.1788, dir -0.6516, norm 0.4021, swav 0.0000 LR: 4.285e-02 Score 94.158 Data time: 0.1905, Forward time: 2.2665, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.7663 [2020-11-08 23:42:09,562][root][INFO] - ===> Epoch[235](6102/26): Loss -0.0926, Sem 0.1403, dir -0.6107, norm 0.3778, swav 0.0000 LR: 4.284e-02 Score 95.381 Data time: 0.1670, Forward time: 2.2664, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.1580 [2020-11-08 23:42:14,763][root][INFO] - ===> Epoch[235](6103/26): Loss 0.0071, Sem 0.1712, dir -0.5405, norm 0.3764, swav 0.0000 LR: 4.283e-02 Score 93.919 Data time: 0.2531, Forward time: 2.2664, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.1223 [2020-11-08 23:42:20,882][root][INFO] - ===> Epoch[235](6104/26): Loss -0.0181, Sem 0.1961, dir -0.6169, norm 0.4027, swav 0.0000 LR: 4.282e-02 Score 93.722 Data time: 0.3018, Forward time: 2.2666, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.9828 [2020-11-08 23:42:27,060][root][INFO] - ===> Epoch[235](6105/26): Loss 0.0134, Sem 0.1871, dir -0.5814, norm 0.4076, swav 0.0000 LR: 4.281e-02 Score 93.555 Data time: 0.1934, Forward time: 2.2665, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 6.0419 [2020-11-08 23:42:32,835][root][INFO] - ===> Epoch[235](6106/26): Loss -0.0373, Sem 0.1859, dir -0.5909, norm 0.3677, swav 0.0000 LR: 4.280e-02 Score 93.720 Data time: 0.2015, Forward time: 2.2665, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.6694 [2020-11-08 23:42:38,373][root][INFO] - ===> Epoch[235](6107/26): Loss -0.0589, Sem 0.1516, dir -0.6013, norm 0.3907, swav 0.0000 LR: 4.279e-02 Score 94.859 Data time: 0.2010, Forward time: 2.2665, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.4184 [2020-11-08 23:42:43,888][root][INFO] - ===> Epoch[235](6108/26): Loss -0.0493, Sem 0.1703, dir -0.6060, norm 0.3864, swav 0.0000 LR: 4.278e-02 Score 95.182 Data time: 0.1620, Forward time: 2.2664, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.4150 [2020-11-08 23:42:49,031][root][INFO] - ===> Epoch[235](6109/26): Loss -0.0759, Sem 0.1312, dir -0.6072, norm 0.4001, swav 0.0000 LR: 4.277e-02 Score 95.656 Data time: 0.2129, Forward time: 2.2664, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.0513 [2020-11-08 23:42:54,776][root][INFO] - ===> Epoch[235](6110/26): Loss 0.0237, Sem 0.2172, dir -0.6073, norm 0.4138, swav 0.0000 LR: 4.276e-02 Score 93.894 Data time: 0.1652, Forward time: 2.2664, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.6094 [2020-11-08 23:43:00,879][root][INFO] - ===> Epoch[236](6111/26): Loss -0.0859, Sem 0.1678, dir -0.6229, norm 0.3693, swav 0.0000 LR: 4.275e-02 Score 94.009 Data time: 0.1932, Forward time: 2.2663, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.0020 [2020-11-08 23:43:06,133][root][INFO] - ===> Epoch[236](6112/26): Loss -0.0182, Sem 0.1748, dir -0.5610, norm 0.3680, swav 0.0000 LR: 4.274e-02 Score 94.165 Data time: 0.1899, Forward time: 2.2663, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.1541 [2020-11-08 23:43:12,737][root][INFO] - ===> Epoch[236](6113/26): Loss -0.0588, Sem 0.1891, dir -0.6390, norm 0.3911, swav 0.0000 LR: 4.273e-02 Score 94.221 Data time: 0.2416, Forward time: 2.2663, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.5070 [2020-11-08 23:43:17,229][root][INFO] - ===> Epoch[236](6114/26): Loss -0.1069, Sem 0.1612, dir -0.6097, norm 0.3416, swav 0.0000 LR: 4.272e-02 Score 94.697 Data time: 0.1996, Forward time: 2.2663, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 4.3604 [2020-11-08 23:43:23,073][root][INFO] - ===> Epoch[236](6115/26): Loss -0.0031, Sem 0.1977, dir -0.5896, norm 0.3888, swav 0.0000 LR: 4.271e-02 Score 93.989 Data time: 0.2230, Forward time: 2.2663, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.7508 [2020-11-08 23:43:29,412][root][INFO] - ===> Epoch[236](6116/26): Loss -0.0338, Sem 0.1781, dir -0.5897, norm 0.3778, swav 0.0000 LR: 4.270e-02 Score 94.420 Data time: 0.2414, Forward time: 2.2664, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 6.1990 [2020-11-08 23:43:35,880][root][INFO] - ===> Epoch[236](6117/26): Loss 0.0087, Sem 0.2100, dir -0.6074, norm 0.4062, swav 0.0000 LR: 4.269e-02 Score 93.216 Data time: 0.1690, Forward time: 2.2663, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.3300 [2020-11-08 23:43:42,759][root][INFO] - ===> Epoch[236](6118/26): Loss 0.0439, Sem 0.2361, dir -0.5584, norm 0.3661, swav 0.0000 LR: 4.268e-02 Score 91.505 Data time: 0.1424, Forward time: 2.2662, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 6.7608 [2020-11-08 23:43:48,293][root][INFO] - ===> Epoch[236](6119/26): Loss -0.0463, Sem 0.1661, dir -0.6187, norm 0.4063, swav 0.0000 LR: 4.267e-02 Score 94.119 Data time: 0.2444, Forward time: 2.2663, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.4725 [2020-11-08 23:43:54,849][root][INFO] - ===> Epoch[236](6120/26): Loss -0.0636, Sem 0.1628, dir -0.5783, norm 0.3519, swav 0.0000 LR: 4.266e-02 Score 94.665 Data time: 0.2035, Forward time: 2.2663, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 6.4271 [2020-11-08 23:44:00,135][root][INFO] - ===> Epoch[236](6121/26): Loss -0.0023, Sem 0.1833, dir -0.6041, norm 0.4186, swav 0.0000 LR: 4.265e-02 Score 94.231 Data time: 0.2210, Forward time: 2.2663, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.1704 [2020-11-08 23:44:06,367][root][INFO] - ===> Epoch[236](6122/26): Loss -0.0659, Sem 0.1817, dir -0.6166, norm 0.3689, swav 0.0000 LR: 4.264e-02 Score 93.949 Data time: 0.1610, Forward time: 2.2662, Backward time: 3.0833, DDP time: 0.0047, Total iter time: 6.1082 [2020-11-08 23:44:11,853][root][INFO] - ===> Epoch[236](6123/26): Loss -0.0915, Sem 0.1535, dir -0.6185, norm 0.3735, swav 0.0000 LR: 4.263e-02 Score 94.377 Data time: 0.2279, Forward time: 2.2662, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 5.3808 [2020-11-08 23:44:17,169][root][INFO] - ===> Epoch[236](6124/26): Loss -0.0827, Sem 0.1703, dir -0.6121, norm 0.3591, swav 0.0000 LR: 4.262e-02 Score 94.314 Data time: 0.2431, Forward time: 2.2663, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.2011 [2020-11-08 23:44:23,539][root][INFO] - ===> Epoch[236](6125/26): Loss -0.0711, Sem 0.1661, dir -0.6424, norm 0.4052, swav 0.0000 LR: 4.261e-02 Score 94.883 Data time: 0.2602, Forward time: 2.2664, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 6.2517 [2020-11-08 23:44:28,549][root][INFO] - ===> Epoch[236](6126/26): Loss -0.0617, Sem 0.1719, dir -0.6162, norm 0.3826, swav 0.0000 LR: 4.260e-02 Score 94.365 Data time: 0.1710, Forward time: 2.2663, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 4.8622 [2020-11-08 23:44:34,375][root][INFO] - ===> Epoch[236](6127/26): Loss -0.0694, Sem 0.1455, dir -0.5538, norm 0.3389, swav 0.0000 LR: 4.259e-02 Score 95.191 Data time: 0.2092, Forward time: 2.2663, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 5.7038 [2020-11-08 23:44:40,014][root][INFO] - ===> Epoch[236](6128/26): Loss -0.0453, Sem 0.1525, dir -0.6038, norm 0.4059, swav 0.0000 LR: 4.258e-02 Score 95.011 Data time: 0.2234, Forward time: 2.2664, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 5.4868 [2020-11-08 23:44:45,505][root][INFO] - ===> Epoch[236](6129/26): Loss -0.0357, Sem 0.1473, dir -0.5550, norm 0.3721, swav 0.0000 LR: 4.257e-02 Score 95.260 Data time: 0.2322, Forward time: 2.2664, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.3568 [2020-11-08 23:44:51,013][root][INFO] - ===> Epoch[236](6130/26): Loss -0.0659, Sem 0.1563, dir -0.6128, norm 0.3907, swav 0.0000 LR: 4.256e-02 Score 95.323 Data time: 0.1966, Forward time: 2.2663, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.3806 [2020-11-08 23:44:56,357][root][INFO] - ===> Epoch[236](6131/26): Loss -0.0753, Sem 0.1896, dir -0.6264, norm 0.3615, swav 0.0000 LR: 4.255e-02 Score 93.742 Data time: 0.2318, Forward time: 2.2664, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.2243 [2020-11-08 23:45:02,574][root][INFO] - ===> Epoch[236](6132/26): Loss 0.0908, Sem 0.1947, dir -0.5105, norm 0.4066, swav 0.0000 LR: 4.254e-02 Score 93.676 Data time: 0.2913, Forward time: 2.2665, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.1005 [2020-11-08 23:45:06,369][root][INFO] - ===> Epoch[236](6133/26): Loss -0.0282, Sem 0.1849, dir -0.6078, norm 0.3947, swav 0.0000 LR: 4.253e-02 Score 94.227 Data time: 0.1576, Forward time: 2.2664, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 3.6554 [2020-11-08 23:45:11,371][root][INFO] - ===> Epoch[236](6134/26): Loss -0.0837, Sem 0.1837, dir -0.6530, norm 0.3855, swav 0.0000 LR: 4.252e-02 Score 93.744 Data time: 0.1521, Forward time: 2.2663, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 4.9116 [2020-11-08 23:45:17,440][root][INFO] - ===> Epoch[236](6135/26): Loss -0.1495, Sem 0.1473, dir -0.6490, norm 0.3522, swav 0.0000 LR: 4.251e-02 Score 95.115 Data time: 0.1416, Forward time: 2.2662, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 6.0008 [2020-11-08 23:45:23,297][root][INFO] - ===> Epoch[236](6136/26): Loss -0.0512, Sem 0.1884, dir -0.6411, norm 0.4016, swav 0.0000 LR: 4.250e-02 Score 94.287 Data time: 0.2268, Forward time: 2.2662, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.7846 [2020-11-08 23:45:29,830][root][INFO] - ===> Epoch[237](6137/26): Loss -0.0040, Sem 0.1750, dir -0.6125, norm 0.4335, swav 0.0000 LR: 4.249e-02 Score 93.766 Data time: 0.2030, Forward time: 2.2662, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.4188 [2020-11-08 23:45:35,162][root][INFO] - ===> Epoch[237](6138/26): Loss -0.0038, Sem 0.1803, dir -0.6097, norm 0.4256, swav 0.0000 LR: 4.248e-02 Score 94.444 Data time: 0.1907, Forward time: 2.2662, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.2123 [2020-11-08 23:45:43,254][root][INFO] - ===> Epoch[237](6139/26): Loss -0.0332, Sem 0.1885, dir -0.6268, norm 0.4050, swav 0.0000 LR: 4.247e-02 Score 94.414 Data time: 0.2115, Forward time: 2.2661, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 7.9898 [2020-11-08 23:45:48,963][root][INFO] - ===> Epoch[237](6140/26): Loss -0.1126, Sem 0.1583, dir -0.6321, norm 0.3612, swav 0.0000 LR: 4.246e-02 Score 95.230 Data time: 0.2199, Forward time: 2.2661, Backward time: 3.0832, DDP time: 0.0047, Total iter time: 5.5743 [2020-11-08 23:45:53,549][root][INFO] - ===> Epoch[237](6141/26): Loss -0.1230, Sem 0.1423, dir -0.6341, norm 0.3688, swav 0.0000 LR: 4.245e-02 Score 95.113 Data time: 0.2172, Forward time: 2.2661, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 4.4536 [2020-11-08 23:46:00,120][root][INFO] - ===> Epoch[237](6142/26): Loss -0.0475, Sem 0.1502, dir -0.5875, norm 0.3897, swav 0.0000 LR: 4.244e-02 Score 95.471 Data time: 0.2360, Forward time: 2.2661, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 6.4650 [2020-11-08 23:46:05,556][root][INFO] - ===> Epoch[237](6143/26): Loss 0.0646, Sem 0.2378, dir -0.5490, norm 0.3758, swav 0.0000 LR: 4.243e-02 Score 93.408 Data time: 0.2421, Forward time: 2.2662, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 5.3106 [2020-11-08 23:46:11,605][root][INFO] - ===> Epoch[237](6144/26): Loss -0.0968, Sem 0.1370, dir -0.6302, norm 0.3964, swav 0.0000 LR: 4.242e-02 Score 95.872 Data time: 0.1732, Forward time: 2.2662, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.9152 [2020-11-08 23:46:16,369][root][INFO] - ===> Epoch[237](6145/26): Loss -0.1260, Sem 0.1648, dir -0.6576, norm 0.3668, swav 0.0000 LR: 4.241e-02 Score 94.737 Data time: 0.1521, Forward time: 2.2660, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 4.6280 [2020-11-08 23:46:22,153][root][INFO] - ===> Epoch[237](6146/26): Loss -0.0459, Sem 0.1664, dir -0.5962, norm 0.3838, swav 0.0000 LR: 4.240e-02 Score 94.273 Data time: 0.2264, Forward time: 2.2660, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 5.6858 [2020-11-08 23:46:27,157][root][INFO] - ===> Epoch[237](6147/26): Loss -0.0929, Sem 0.1929, dir -0.6707, norm 0.3848, swav 0.0000 LR: 4.239e-02 Score 93.874 Data time: 0.2439, Forward time: 2.2660, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 4.8880 [2020-11-08 23:46:33,020][root][INFO] - ===> Epoch[237](6148/26): Loss -0.0096, Sem 0.1985, dir -0.5962, norm 0.3882, swav 0.0000 LR: 4.238e-02 Score 93.568 Data time: 0.2782, Forward time: 2.2661, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.7567 [2020-11-08 23:46:38,677][root][INFO] - ===> Epoch[237](6149/26): Loss -0.0120, Sem 0.1933, dir -0.5934, norm 0.3880, swav 0.0000 LR: 4.237e-02 Score 93.399 Data time: 0.2452, Forward time: 2.2662, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.5277 [2020-11-08 23:46:44,685][root][INFO] - ===> Epoch[237](6150/26): Loss 0.0587, Sem 0.2023, dir -0.5626, norm 0.4190, swav 0.0000 LR: 4.236e-02 Score 93.676 Data time: 0.2197, Forward time: 2.2662, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.8735 [2020-11-08 23:46:50,306][root][INFO] - ===> Epoch[237](6151/26): Loss -0.0803, Sem 0.1708, dir -0.6329, norm 0.3818, swav 0.0000 LR: 4.235e-02 Score 94.209 Data time: 0.2546, Forward time: 2.2663, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.4833 [2020-11-08 23:46:54,965][root][INFO] - ===> Epoch[237](6152/26): Loss -0.0291, Sem 0.1593, dir -0.5915, norm 0.4032, swav 0.0000 LR: 4.234e-02 Score 94.795 Data time: 0.1842, Forward time: 2.2662, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 4.5334 [2020-11-08 23:47:00,145][root][INFO] - ===> Epoch[237](6153/26): Loss -0.0647, Sem 0.1506, dir -0.5721, norm 0.3568, swav 0.0000 LR: 4.233e-02 Score 94.886 Data time: 0.1731, Forward time: 2.2661, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.0944 [2020-11-08 23:47:05,833][root][INFO] - ===> Epoch[237](6154/26): Loss -0.1053, Sem 0.1867, dir -0.6488, norm 0.3568, swav 0.0000 LR: 4.232e-02 Score 94.074 Data time: 0.2786, Forward time: 2.2662, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.6081 [2020-11-08 23:47:11,703][root][INFO] - ===> Epoch[237](6155/26): Loss -0.0556, Sem 0.1632, dir -0.6119, norm 0.3931, swav 0.0000 LR: 4.231e-02 Score 94.655 Data time: 0.2603, Forward time: 2.2663, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.7623 [2020-11-08 23:47:17,425][root][INFO] - ===> Epoch[237](6156/26): Loss -0.0239, Sem 0.1942, dir -0.6194, norm 0.4013, swav 0.0000 LR: 4.230e-02 Score 93.177 Data time: 0.2262, Forward time: 2.2664, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.5889 [2020-11-08 23:47:24,289][root][INFO] - ===> Epoch[237](6157/26): Loss -0.0447, Sem 0.1669, dir -0.5909, norm 0.3794, swav 0.0000 LR: 4.229e-02 Score 94.403 Data time: 0.1319, Forward time: 2.2662, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 6.7619 [2020-11-08 23:47:29,343][root][INFO] - ===> Epoch[237](6158/26): Loss -0.0797, Sem 0.1530, dir -0.6208, norm 0.3881, swav 0.0000 LR: 4.228e-02 Score 94.984 Data time: 0.1950, Forward time: 2.2662, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 4.9686 [2020-11-08 23:47:36,123][root][INFO] - ===> Epoch[237](6159/26): Loss -0.0131, Sem 0.1962, dir -0.5975, norm 0.3883, swav 0.0000 LR: 4.227e-02 Score 93.640 Data time: 0.1926, Forward time: 2.2662, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.6712 [2020-11-08 23:47:41,746][root][INFO] - ===> Epoch[237](6160/26): Loss -0.1384, Sem 0.1460, dir -0.6324, norm 0.3480, swav 0.0000 LR: 4.226e-02 Score 95.456 Data time: 0.1860, Forward time: 2.2661, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.5276 [2020-11-08 23:47:47,730][root][INFO] - ===> Epoch[237](6161/26): Loss -0.0070, Sem 0.2027, dir -0.6289, norm 0.4192, swav 0.0000 LR: 4.225e-02 Score 93.451 Data time: 0.2749, Forward time: 2.2662, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.9140 [2020-11-08 23:47:52,865][root][INFO] - ===> Epoch[237](6162/26): Loss -0.0895, Sem 0.1646, dir -0.6041, norm 0.3500, swav 0.0000 LR: 4.224e-02 Score 94.713 Data time: 0.2129, Forward time: 2.2662, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.0085 [2020-11-08 23:47:59,077][root][INFO] - ===> Epoch[238](6163/26): Loss -0.0060, Sem 0.2007, dir -0.5919, norm 0.3852, swav 0.0000 LR: 4.223e-02 Score 94.061 Data time: 0.1785, Forward time: 2.2662, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.1029 [2020-11-08 23:48:04,277][root][INFO] - ===> Epoch[238](6164/26): Loss 0.0234, Sem 0.1831, dir -0.5720, norm 0.4123, swav 0.0000 LR: 4.222e-02 Score 94.038 Data time: 0.2282, Forward time: 2.2662, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.1380 [2020-11-08 23:48:10,254][root][INFO] - ===> Epoch[238](6165/26): Loss -0.0428, Sem 0.1666, dir -0.6289, norm 0.4195, swav 0.0000 LR: 4.221e-02 Score 94.313 Data time: 0.2739, Forward time: 2.2663, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.8552 [2020-11-08 23:48:16,078][root][INFO] - ===> Epoch[238](6166/26): Loss -0.0830, Sem 0.1565, dir -0.6152, norm 0.3758, swav 0.0000 LR: 4.220e-02 Score 95.472 Data time: 0.2106, Forward time: 2.2663, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.6908 [2020-11-08 23:48:23,108][root][INFO] - ===> Epoch[238](6167/26): Loss -0.0118, Sem 0.2029, dir -0.6039, norm 0.3892, swav 0.0000 LR: 4.219e-02 Score 93.586 Data time: 0.1787, Forward time: 2.2662, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 6.9224 [2020-11-08 23:48:29,947][root][INFO] - ===> Epoch[238](6168/26): Loss -0.1196, Sem 0.1355, dir -0.6299, norm 0.3749, swav 0.0000 LR: 4.218e-02 Score 95.804 Data time: 0.2414, Forward time: 2.2663, Backward time: 3.0831, DDP time: 0.0047, Total iter time: 6.7682 [2020-11-08 23:48:36,025][root][INFO] - ===> Epoch[238](6169/26): Loss -0.0194, Sem 0.1669, dir -0.5968, norm 0.4106, swav 0.0000 LR: 4.217e-02 Score 93.862 Data time: 0.2814, Forward time: 2.2664, Backward time: 3.0830, DDP time: 0.0047, Total iter time: 5.9498 [2020-11-08 23:48:41,280][root][INFO] - ===> Epoch[238](6170/26): Loss -0.0871, Sem 0.1659, dir -0.6262, norm 0.3732, swav 0.0000 LR: 4.216e-02 Score 94.617 Data time: 0.2133, Forward time: 2.2664, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.1242 [2020-11-08 23:48:46,701][root][INFO] - ===> Epoch[238](6171/26): Loss -0.0143, Sem 0.1557, dir -0.5939, norm 0.4238, swav 0.0000 LR: 4.215e-02 Score 94.695 Data time: 0.1692, Forward time: 2.2663, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 5.3081 [2020-11-08 23:48:51,967][root][INFO] - ===> Epoch[238](6172/26): Loss -0.0643, Sem 0.1595, dir -0.6234, norm 0.3996, swav 0.0000 LR: 4.214e-02 Score 94.584 Data time: 0.2524, Forward time: 2.2664, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.1941 [2020-11-08 23:48:58,495][root][INFO] - ===> Epoch[238](6173/26): Loss -0.0420, Sem 0.1801, dir -0.6065, norm 0.3844, swav 0.0000 LR: 4.213e-02 Score 94.449 Data time: 0.2257, Forward time: 2.2664, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.4114 [2020-11-08 23:49:04,567][root][INFO] - ===> Epoch[238](6174/26): Loss -0.0396, Sem 0.1802, dir -0.5703, norm 0.3505, swav 0.0000 LR: 4.212e-02 Score 94.644 Data time: 0.2648, Forward time: 2.2665, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.9429 [2020-11-08 23:49:09,214][root][INFO] - ===> Epoch[238](6175/26): Loss -0.0529, Sem 0.1585, dir -0.5869, norm 0.3755, swav 0.0000 LR: 4.211e-02 Score 95.420 Data time: 0.1785, Forward time: 2.2665, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 4.4978 [2020-11-08 23:49:14,137][root][INFO] - ===> Epoch[238](6176/26): Loss -0.0779, Sem 0.1703, dir -0.6294, norm 0.3813, swav 0.0000 LR: 4.210e-02 Score 94.024 Data time: 0.1992, Forward time: 2.2664, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 4.8131 [2020-11-08 23:49:19,733][root][INFO] - ===> Epoch[238](6177/26): Loss -0.0384, Sem 0.1549, dir -0.5991, norm 0.4059, swav 0.0000 LR: 4.209e-02 Score 94.520 Data time: 0.1712, Forward time: 2.2664, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.4956 [2020-11-08 23:49:25,139][root][INFO] - ===> Epoch[238](6178/26): Loss 0.0267, Sem 0.2022, dir -0.5852, norm 0.4098, swav 0.0000 LR: 4.208e-02 Score 93.164 Data time: 0.2004, Forward time: 2.2663, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.3065 [2020-11-08 23:49:31,237][root][INFO] - ===> Epoch[238](6179/26): Loss -0.0282, Sem 0.1728, dir -0.6012, norm 0.4002, swav 0.0000 LR: 4.207e-02 Score 94.650 Data time: 0.2699, Forward time: 2.2664, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.9907 [2020-11-08 23:49:38,491][root][INFO] - ===> Epoch[238](6180/26): Loss -0.0538, Sem 0.1874, dir -0.6203, norm 0.3792, swav 0.0000 LR: 4.206e-02 Score 94.488 Data time: 0.2118, Forward time: 2.2665, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 7.1112 [2020-11-08 23:49:43,226][root][INFO] - ===> Epoch[238](6181/26): Loss -0.1333, Sem 0.1481, dir -0.6471, norm 0.3658, swav 0.0000 LR: 4.206e-02 Score 95.632 Data time: 0.1875, Forward time: 2.2664, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 4.6256 [2020-11-08 23:49:49,523][root][INFO] - ===> Epoch[238](6182/26): Loss -0.0695, Sem 0.1443, dir -0.5923, norm 0.3785, swav 0.0000 LR: 4.205e-02 Score 95.007 Data time: 0.1643, Forward time: 2.2663, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.2041 [2020-11-08 23:49:54,360][root][INFO] - ===> Epoch[238](6183/26): Loss -0.0596, Sem 0.1703, dir -0.6522, norm 0.4222, swav 0.0000 LR: 4.204e-02 Score 95.090 Data time: 0.1947, Forward time: 2.2663, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 4.7252 [2020-11-08 23:49:59,869][root][INFO] - ===> Epoch[238](6184/26): Loss -0.0194, Sem 0.1738, dir -0.6207, norm 0.4275, swav 0.0000 LR: 4.203e-02 Score 94.256 Data time: 0.1977, Forward time: 2.2663, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.3933 [2020-11-08 23:50:04,729][root][INFO] - ===> Epoch[238](6185/26): Loss -0.0843, Sem 0.1877, dir -0.6556, norm 0.3836, swav 0.0000 LR: 4.202e-02 Score 93.853 Data time: 0.2315, Forward time: 2.2663, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 4.7269 [2020-11-08 23:50:12,168][root][INFO] - ===> Epoch[238](6186/26): Loss -0.0745, Sem 0.1501, dir -0.5838, norm 0.3592, swav 0.0000 LR: 4.201e-02 Score 95.136 Data time: 0.2167, Forward time: 2.2663, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 7.3214 [2020-11-08 23:50:17,460][root][INFO] - ===> Epoch[238](6187/26): Loss -0.0611, Sem 0.1875, dir -0.6074, norm 0.3588, swav 0.0000 LR: 4.200e-02 Score 93.678 Data time: 0.2211, Forward time: 2.2663, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.1675 [2020-11-08 23:50:25,064][root][INFO] - ===> Epoch[238](6188/26): Loss -0.0138, Sem 0.2010, dir -0.6128, norm 0.3981, swav 0.0000 LR: 4.199e-02 Score 93.525 Data time: 0.3630, Forward time: 2.2665, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 7.5133 [2020-11-08 23:50:31,582][root][INFO] - ===> Epoch[239](6189/26): Loss -0.0226, Sem 0.2194, dir -0.6266, norm 0.3846, swav 0.0000 LR: 4.198e-02 Score 93.756 Data time: 0.2717, Forward time: 2.2666, Backward time: 3.0829, DDP time: 0.0047, Total iter time: 6.3724 [2020-11-08 23:50:37,211][root][INFO] - ===> Epoch[239](6190/26): Loss -0.0695, Sem 0.1874, dir -0.6301, norm 0.3731, swav 0.0000 LR: 4.197e-02 Score 93.692 Data time: 0.2650, Forward time: 2.2666, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.4566 [2020-11-08 23:50:42,594][root][INFO] - ===> Epoch[239](6191/26): Loss 0.0795, Sem 0.2255, dir -0.5538, norm 0.4078, swav 0.0000 LR: 4.196e-02 Score 93.145 Data time: 0.2418, Forward time: 2.2667, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.2687 [2020-11-08 23:50:48,170][root][INFO] - ===> Epoch[239](6192/26): Loss -0.0690, Sem 0.1724, dir -0.6032, norm 0.3619, swav 0.0000 LR: 4.195e-02 Score 93.263 Data time: 0.1747, Forward time: 2.2667, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.4539 [2020-11-08 23:50:54,274][root][INFO] - ===> Epoch[239](6193/26): Loss 0.0719, Sem 0.1965, dir -0.5500, norm 0.4254, swav 0.0000 LR: 4.194e-02 Score 93.566 Data time: 0.1969, Forward time: 2.2666, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.0059 [2020-11-08 23:51:00,166][root][INFO] - ===> Epoch[239](6194/26): Loss -0.0683, Sem 0.1568, dir -0.5950, norm 0.3698, swav 0.0000 LR: 4.193e-02 Score 94.757 Data time: 0.1892, Forward time: 2.2666, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.7827 [2020-11-08 23:51:05,977][root][INFO] - ===> Epoch[239](6195/26): Loss -0.1182, Sem 0.1573, dir -0.6504, norm 0.3749, swav 0.0000 LR: 4.192e-02 Score 95.349 Data time: 0.2108, Forward time: 2.2666, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 5.7002 [2020-11-08 23:51:11,300][root][INFO] - ===> Epoch[239](6196/26): Loss -0.0079, Sem 0.1754, dir -0.6226, norm 0.4392, swav 0.0000 LR: 4.191e-02 Score 94.690 Data time: 0.2388, Forward time: 2.2666, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.2146 [2020-11-08 23:51:17,283][root][INFO] - ===> Epoch[239](6197/26): Loss -0.0833, Sem 0.1369, dir -0.6388, norm 0.4185, swav 0.0000 LR: 4.190e-02 Score 95.308 Data time: 0.2335, Forward time: 2.2667, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.8491 [2020-11-08 23:51:22,546][root][INFO] - ===> Epoch[239](6198/26): Loss -0.1440, Sem 0.1414, dir -0.6506, norm 0.3652, swav 0.0000 LR: 4.189e-02 Score 95.678 Data time: 0.2676, Forward time: 2.2667, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.1497 [2020-11-08 23:51:28,138][root][INFO] - ===> Epoch[239](6199/26): Loss -0.0368, Sem 0.1616, dir -0.6081, norm 0.4097, swav 0.0000 LR: 4.188e-02 Score 95.171 Data time: 0.2637, Forward time: 2.2668, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.4801 [2020-11-08 23:51:35,231][root][INFO] - ===> Epoch[239](6200/26): Loss -0.0907, Sem 0.1414, dir -0.6124, norm 0.3804, swav 0.0000 LR: 4.187e-02 Score 95.083 Data time: 0.2141, Forward time: 2.2668, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 6.9423 [2020-11-08 23:51:40,906][root][INFO] - ===> Epoch[239](6201/26): Loss 0.0327, Sem 0.1944, dir -0.5445, norm 0.3828, swav 0.0000 LR: 4.186e-02 Score 93.757 Data time: 0.2219, Forward time: 2.2668, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.5604 [2020-11-08 23:51:46,955][root][INFO] - ===> Epoch[239](6202/26): Loss 0.0084, Sem 0.1998, dir -0.6259, norm 0.4345, swav 0.0000 LR: 4.185e-02 Score 93.710 Data time: 0.2816, Forward time: 2.2670, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.9267 [2020-11-08 23:51:52,330][root][INFO] - ===> Epoch[239](6203/26): Loss -0.0141, Sem 0.1675, dir -0.5655, norm 0.3839, swav 0.0000 LR: 4.184e-02 Score 94.571 Data time: 0.1729, Forward time: 2.2669, Backward time: 3.0825, DDP time: 0.0047, Total iter time: 5.2672 [2020-11-08 23:51:59,454][root][INFO] - ===> Epoch[239](6204/26): Loss -0.0868, Sem 0.1606, dir -0.6237, norm 0.3763, swav 0.0000 LR: 4.183e-02 Score 95.005 Data time: 0.1768, Forward time: 2.2669, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 7.0071 [2020-11-08 23:52:04,327][root][INFO] - ===> Epoch[239](6205/26): Loss -0.0775, Sem 0.1814, dir -0.6247, norm 0.3658, swav 0.0000 LR: 4.182e-02 Score 94.633 Data time: 0.2157, Forward time: 2.2669, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 4.7676 [2020-11-08 23:52:09,671][root][INFO] - ===> Epoch[239](6206/26): Loss -0.0940, Sem 0.1646, dir -0.6196, norm 0.3610, swav 0.0000 LR: 4.181e-02 Score 94.632 Data time: 0.1983, Forward time: 2.2669, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.2251 [2020-11-08 23:52:15,835][root][INFO] - ===> Epoch[239](6207/26): Loss -0.0051, Sem 0.1897, dir -0.5867, norm 0.3919, swav 0.0000 LR: 4.180e-02 Score 94.052 Data time: 0.1761, Forward time: 2.2668, Backward time: 3.0828, DDP time: 0.0047, Total iter time: 6.0479 [2020-11-08 23:52:21,810][root][INFO] - ===> Epoch[239](6208/26): Loss -0.0626, Sem 0.1536, dir -0.5971, norm 0.3809, swav 0.0000 LR: 4.179e-02 Score 95.293 Data time: 0.2548, Forward time: 2.2669, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.8863 [2020-11-08 23:52:27,189][root][INFO] - ===> Epoch[239](6209/26): Loss 0.0222, Sem 0.1612, dir -0.5776, norm 0.4386, swav 0.0000 LR: 4.178e-02 Score 95.765 Data time: 0.2063, Forward time: 2.2669, Backward time: 3.0827, DDP time: 0.0047, Total iter time: 5.2657 [2020-11-08 23:52:32,945][root][INFO] - ===> Epoch[239](6210/26): Loss -0.0693, Sem 0.1570, dir -0.6236, norm 0.3973, swav 0.0000 LR: 4.177e-02 Score 95.425 Data time: 0.2818, Forward time: 2.2670, Backward time: 3.0826, DDP time: 0.0047, Total iter time: 5.6281 [2020-11-08 23:52:37,578][root][INFO] - ===> Epoch[239](6211/26): Loss -0.0159, Sem 0.1699, dir -0.6006, norm 0.4148, swav 0.0000 LR: 4.176e-02 Score 94.064 Data time: 0.2230, Forward time: 2.2670, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 4.4995 [2020-11-08 23:52:42,667][root][INFO] - ===> Epoch[239](6212/26): Loss -0.1008, Sem 0.1623, dir -0.6249, norm 0.3618, swav 0.0000 LR: 4.175e-02 Score 93.784 Data time: 0.2426, Forward time: 2.2670, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 4.9688 [2020-11-08 23:52:47,686][root][INFO] - ===> Epoch[239](6213/26): Loss -0.0813, Sem 0.1861, dir -0.6200, norm 0.3526, swav 0.0000 LR: 4.174e-02 Score 93.834 Data time: 0.2015, Forward time: 2.2670, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 4.8951 [2020-11-08 23:52:53,021][root][INFO] - ===> Epoch[239](6214/26): Loss 0.0181, Sem 0.1801, dir -0.5583, norm 0.3963, swav 0.0000 LR: 4.173e-02 Score 94.286 Data time: 0.2109, Forward time: 2.2669, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.2371 [2020-11-08 23:53:00,019][root][INFO] - ===> Epoch[240](6215/26): Loss -0.0386, Sem 0.2136, dir -0.6137, norm 0.3615, swav 0.0000 LR: 4.172e-02 Score 93.369 Data time: 0.3810, Forward time: 2.2671, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 6.9021 [2020-11-08 23:53:05,209][root][INFO] - ===> Epoch[240](6216/26): Loss -0.0890, Sem 0.1516, dir -0.6226, norm 0.3820, swav 0.0000 LR: 4.171e-02 Score 94.777 Data time: 0.2009, Forward time: 2.2671, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.0540 [2020-11-08 23:53:11,230][root][INFO] - ===> Epoch[240](6217/26): Loss -0.0786, Sem 0.1552, dir -0.6341, norm 0.4002, swav 0.0000 LR: 4.170e-02 Score 94.893 Data time: 0.1784, Forward time: 2.2670, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 5.8989 [2020-11-08 23:53:15,242][root][INFO] - ===> Epoch[240](6218/26): Loss -0.1264, Sem 0.1551, dir -0.6262, norm 0.3447, swav 0.0000 LR: 4.169e-02 Score 95.534 Data time: 0.2134, Forward time: 2.2670, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 3.9114 [2020-11-08 23:53:20,417][root][INFO] - ===> Epoch[240](6219/26): Loss -0.1329, Sem 0.1379, dir -0.6203, norm 0.3494, swav 0.0000 LR: 4.168e-02 Score 95.348 Data time: 0.1224, Forward time: 2.2668, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.0617 [2020-11-08 23:53:25,301][root][INFO] - ===> Epoch[240](6220/26): Loss -0.0447, Sem 0.1704, dir -0.6167, norm 0.4016, swav 0.0000 LR: 4.167e-02 Score 94.364 Data time: 0.2180, Forward time: 2.2668, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 4.8098 [2020-11-08 23:53:31,075][root][INFO] - ===> Epoch[240](6221/26): Loss -0.0089, Sem 0.1634, dir -0.5752, norm 0.4030, swav 0.0000 LR: 4.166e-02 Score 94.747 Data time: 0.2503, Forward time: 2.2668, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.6458 [2020-11-08 23:53:35,804][root][INFO] - ===> Epoch[240](6222/26): Loss -0.0657, Sem 0.1539, dir -0.6228, norm 0.4033, swav 0.0000 LR: 4.165e-02 Score 94.068 Data time: 0.1905, Forward time: 2.2668, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 4.5760 [2020-11-08 23:53:42,746][root][INFO] - ===> Epoch[240](6223/26): Loss -0.0785, Sem 0.1568, dir -0.6091, norm 0.3738, swav 0.0000 LR: 4.164e-02 Score 94.871 Data time: 0.1701, Forward time: 2.2667, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 6.8005 [2020-11-08 23:53:47,523][root][INFO] - ===> Epoch[240](6224/26): Loss -0.0634, Sem 0.1696, dir -0.6541, norm 0.4210, swav 0.0000 LR: 4.163e-02 Score 94.168 Data time: 0.2332, Forward time: 2.2667, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 4.6933 [2020-11-08 23:53:53,503][root][INFO] - ===> Epoch[240](6225/26): Loss -0.0470, Sem 0.1789, dir -0.6038, norm 0.3779, swav 0.0000 LR: 4.162e-02 Score 93.906 Data time: 0.2778, Forward time: 2.2669, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.8444 [2020-11-08 23:53:59,050][root][INFO] - ===> Epoch[240](6226/26): Loss -0.0370, Sem 0.1822, dir -0.5978, norm 0.3786, swav 0.0000 LR: 4.161e-02 Score 93.789 Data time: 0.2605, Forward time: 2.2669, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.3996 [2020-11-08 23:54:05,561][root][INFO] - ===> Epoch[240](6227/26): Loss -0.0314, Sem 0.1770, dir -0.5740, norm 0.3655, swav 0.0000 LR: 4.160e-02 Score 94.295 Data time: 0.2843, Forward time: 2.2671, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.3714 [2020-11-08 23:54:11,137][root][INFO] - ===> Epoch[240](6228/26): Loss -0.0665, Sem 0.1603, dir -0.6305, norm 0.4037, swav 0.0000 LR: 4.159e-02 Score 94.246 Data time: 0.2398, Forward time: 2.2671, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.4358 [2020-11-08 23:54:16,984][root][INFO] - ===> Epoch[240](6229/26): Loss -0.0299, Sem 0.1650, dir -0.5839, norm 0.3889, swav 0.0000 LR: 4.158e-02 Score 94.606 Data time: 0.3121, Forward time: 2.2672, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.7362 [2020-11-08 23:54:23,520][root][INFO] - ===> Epoch[240](6230/26): Loss -0.0157, Sem 0.1809, dir -0.5976, norm 0.4009, swav 0.0000 LR: 4.157e-02 Score 94.214 Data time: 0.1885, Forward time: 2.2672, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.4128 [2020-11-08 23:54:28,657][root][INFO] - ===> Epoch[240](6231/26): Loss -0.0256, Sem 0.1904, dir -0.5899, norm 0.3740, swav 0.0000 LR: 4.156e-02 Score 93.507 Data time: 0.1766, Forward time: 2.2671, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.0453 [2020-11-08 23:54:34,195][root][INFO] - ===> Epoch[240](6232/26): Loss -0.0774, Sem 0.1714, dir -0.6206, norm 0.3719, swav 0.0000 LR: 4.155e-02 Score 94.720 Data time: 0.1829, Forward time: 2.2671, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.4403 [2020-11-08 23:54:40,432][root][INFO] - ===> Epoch[240](6233/26): Loss -0.0145, Sem 0.1534, dir -0.5646, norm 0.3966, swav 0.0000 LR: 4.154e-02 Score 95.156 Data time: 0.1674, Forward time: 2.2670, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 6.1314 [2020-11-08 23:54:46,627][root][INFO] - ===> Epoch[240](6234/26): Loss 0.0406, Sem 0.2328, dir -0.6427, norm 0.4506, swav 0.0000 LR: 4.153e-02 Score 92.874 Data time: 0.1889, Forward time: 2.2670, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 6.0994 [2020-11-08 23:54:52,311][root][INFO] - ===> Epoch[240](6235/26): Loss 0.0011, Sem 0.2101, dir -0.5909, norm 0.3818, swav 0.0000 LR: 4.152e-02 Score 93.281 Data time: 0.1584, Forward time: 2.2669, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.5737 [2020-11-08 23:54:58,299][root][INFO] - ===> Epoch[240](6236/26): Loss -0.0234, Sem 0.1739, dir -0.5933, norm 0.3960, swav 0.0000 LR: 4.151e-02 Score 93.322 Data time: 0.2250, Forward time: 2.2669, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.8798 [2020-11-08 23:55:03,564][root][INFO] - ===> Epoch[240](6237/26): Loss -0.0852, Sem 0.1554, dir -0.6382, norm 0.3977, swav 0.0000 LR: 4.150e-02 Score 94.847 Data time: 0.2452, Forward time: 2.2670, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.1342 [2020-11-08 23:55:07,936][root][INFO] - ===> Epoch[240](6238/26): Loss -0.0800, Sem 0.1738, dir -0.6312, norm 0.3774, swav 0.0000 LR: 4.149e-02 Score 94.202 Data time: 0.1905, Forward time: 2.2669, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 4.2567 [2020-11-08 23:55:13,514][root][INFO] - ===> Epoch[240](6239/26): Loss -0.0159, Sem 0.1522, dir -0.5681, norm 0.4000, swav 0.0000 LR: 4.148e-02 Score 94.658 Data time: 0.1794, Forward time: 2.2669, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.4787 [2020-11-08 23:55:20,996][root][INFO] - ===> Epoch[240](6240/26): Loss -0.0345, Sem 0.1585, dir -0.5812, norm 0.3882, swav 0.0000 LR: 4.147e-02 Score 94.719 Data time: 0.3512, Forward time: 2.2671, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 7.3560 [2020-11-08 23:55:27,042][root][INFO] - ===> Epoch[241](6241/26): Loss 0.0186, Sem 0.1772, dir -0.5450, norm 0.3864, swav 0.0000 LR: 4.146e-02 Score 93.917 Data time: 0.1997, Forward time: 2.2671, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.9042 [2020-11-08 23:55:32,654][root][INFO] - ===> Epoch[241](6242/26): Loss -0.0411, Sem 0.1418, dir -0.5644, norm 0.3815, swav 0.0000 LR: 4.145e-02 Score 95.881 Data time: 0.1653, Forward time: 2.2670, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.5079 [2020-11-08 23:55:37,976][root][INFO] - ===> Epoch[241](6243/26): Loss -0.0950, Sem 0.1540, dir -0.6234, norm 0.3744, swav 0.0000 LR: 4.144e-02 Score 94.835 Data time: 0.2444, Forward time: 2.2671, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.2220 [2020-11-08 23:55:43,184][root][INFO] - ===> Epoch[241](6244/26): Loss -0.0897, Sem 0.1689, dir -0.6263, norm 0.3678, swav 0.0000 LR: 4.143e-02 Score 94.944 Data time: 0.2536, Forward time: 2.2671, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.1000 [2020-11-08 23:55:49,812][root][INFO] - ===> Epoch[241](6245/26): Loss -0.0680, Sem 0.1600, dir -0.6183, norm 0.3904, swav 0.0000 LR: 4.142e-02 Score 94.124 Data time: 0.1971, Forward time: 2.2671, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 6.5085 [2020-11-08 23:55:55,792][root][INFO] - ===> Epoch[241](6246/26): Loss -0.0292, Sem 0.1774, dir -0.6015, norm 0.3949, swav 0.0000 LR: 4.141e-02 Score 94.266 Data time: 0.2903, Forward time: 2.2673, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.8939 [2020-11-08 23:56:00,684][root][INFO] - ===> Epoch[241](6247/26): Loss -0.1247, Sem 0.1263, dir -0.6091, norm 0.3582, swav 0.0000 LR: 4.140e-02 Score 95.715 Data time: 0.2272, Forward time: 2.2673, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 4.7641 [2020-11-08 23:56:06,465][root][INFO] - ===> Epoch[241](6248/26): Loss -0.0666, Sem 0.1725, dir -0.6109, norm 0.3718, swav 0.0000 LR: 4.139e-02 Score 94.872 Data time: 0.1862, Forward time: 2.2673, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.6860 [2020-11-08 23:56:11,766][root][INFO] - ===> Epoch[241](6249/26): Loss -0.0715, Sem 0.1757, dir -0.6476, norm 0.4004, swav 0.0000 LR: 4.138e-02 Score 94.379 Data time: 0.2506, Forward time: 2.2673, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 5.2179 [2020-11-08 23:56:17,022][root][INFO] - ===> Epoch[241](6250/26): Loss -0.1051, Sem 0.1506, dir -0.6456, norm 0.3899, swav 0.0000 LR: 4.137e-02 Score 95.303 Data time: 0.2240, Forward time: 2.2673, Backward time: 3.0813, DDP time: 0.0047, Total iter time: 5.1259 [2020-11-08 23:56:22,105][root][INFO] - ===> Epoch[241](6251/26): Loss -0.0471, Sem 0.1657, dir -0.6009, norm 0.3881, swav 0.0000 LR: 4.136e-02 Score 94.345 Data time: 0.2119, Forward time: 2.2674, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 4.9491 [2020-11-08 23:56:27,253][root][INFO] - ===> Epoch[241](6252/26): Loss -0.1073, Sem 0.1495, dir -0.6096, norm 0.3528, swav 0.0000 LR: 4.135e-02 Score 95.117 Data time: 0.1958, Forward time: 2.2673, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.0325 [2020-11-08 23:56:32,618][root][INFO] - ===> Epoch[241](6253/26): Loss -0.0703, Sem 0.1591, dir -0.6059, norm 0.3765, swav 0.0000 LR: 4.134e-02 Score 94.790 Data time: 0.1883, Forward time: 2.2673, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.2659 [2020-11-08 23:56:38,311][root][INFO] - ===> Epoch[241](6254/26): Loss -0.0978, Sem 0.1509, dir -0.6291, norm 0.3804, swav 0.0000 LR: 4.133e-02 Score 94.488 Data time: 0.2375, Forward time: 2.2673, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.6108 [2020-11-08 23:56:44,770][root][INFO] - ===> Epoch[241](6255/26): Loss 0.0709, Sem 0.1777, dir -0.5378, norm 0.4310, swav 0.0000 LR: 4.132e-02 Score 94.343 Data time: 0.3200, Forward time: 2.2675, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 6.3462 [2020-11-08 23:56:51,227][root][INFO] - ===> Epoch[241](6256/26): Loss -0.0622, Sem 0.1477, dir -0.6117, norm 0.4019, swav 0.0000 LR: 4.131e-02 Score 95.334 Data time: 0.2070, Forward time: 2.2675, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 6.3191 [2020-11-08 23:56:57,392][root][INFO] - ===> Epoch[241](6257/26): Loss -0.0961, Sem 0.1530, dir -0.6320, norm 0.3829, swav 0.0000 LR: 4.130e-02 Score 94.752 Data time: 0.2361, Forward time: 2.2675, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.0449 [2020-11-08 23:57:02,556][root][INFO] - ===> Epoch[241](6258/26): Loss -0.0047, Sem 0.1873, dir -0.5767, norm 0.3847, swav 0.0000 LR: 4.129e-02 Score 93.238 Data time: 0.1909, Forward time: 2.2674, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.0513 [2020-11-08 23:57:07,621][root][INFO] - ===> Epoch[241](6259/26): Loss 0.0057, Sem 0.2097, dir -0.6349, norm 0.4310, swav 0.0000 LR: 4.128e-02 Score 93.248 Data time: 0.2147, Forward time: 2.2674, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 4.9567 [2020-11-08 23:57:13,339][root][INFO] - ===> Epoch[241](6260/26): Loss -0.0761, Sem 0.1417, dir -0.5686, norm 0.3508, swav 0.0000 LR: 4.127e-02 Score 95.592 Data time: 0.2352, Forward time: 2.2675, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.6052 [2020-11-08 23:57:20,200][root][INFO] - ===> Epoch[241](6261/26): Loss -0.0085, Sem 0.1912, dir -0.5932, norm 0.3934, swav 0.0000 LR: 4.126e-02 Score 94.421 Data time: 0.2027, Forward time: 2.2675, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.7282 [2020-11-08 23:57:25,689][root][INFO] - ===> Epoch[241](6262/26): Loss -0.1120, Sem 0.1343, dir -0.6402, norm 0.3939, swav 0.0000 LR: 4.125e-02 Score 95.254 Data time: 0.2591, Forward time: 2.2676, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.3908 [2020-11-08 23:57:31,521][root][INFO] - ===> Epoch[241](6263/26): Loss -0.0055, Sem 0.2034, dir -0.6108, norm 0.4019, swav 0.0000 LR: 4.124e-02 Score 93.452 Data time: 0.2103, Forward time: 2.2675, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.6695 [2020-11-08 23:57:36,876][root][INFO] - ===> Epoch[241](6264/26): Loss -0.0599, Sem 0.1747, dir -0.6093, norm 0.3748, swav 0.0000 LR: 4.123e-02 Score 94.129 Data time: 0.1631, Forward time: 2.2674, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.2530 [2020-11-08 23:57:42,439][root][INFO] - ===> Epoch[241](6265/26): Loss -0.0608, Sem 0.1726, dir -0.6169, norm 0.3835, swav 0.0000 LR: 4.122e-02 Score 94.784 Data time: 0.2650, Forward time: 2.2675, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.4729 [2020-11-08 23:57:48,259][root][INFO] - ===> Epoch[241](6266/26): Loss -0.1782, Sem 0.1248, dir -0.6504, norm 0.3473, swav 0.0000 LR: 4.121e-02 Score 95.413 Data time: 0.1862, Forward time: 2.2675, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.6997 [2020-11-08 23:57:53,994][root][INFO] - ===> Epoch[242](6267/26): Loss -0.0854, Sem 0.1783, dir -0.6168, norm 0.3531, swav 0.0000 LR: 4.120e-02 Score 94.790 Data time: 0.2344, Forward time: 2.2675, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.6426 [2020-11-08 23:57:59,072][root][INFO] - ===> Epoch[242](6268/26): Loss -0.1151, Sem 0.1598, dir -0.6272, norm 0.3522, swav 0.0000 LR: 4.119e-02 Score 95.142 Data time: 0.1804, Forward time: 2.2675, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 4.9479 [2020-11-08 23:58:04,814][root][INFO] - ===> Epoch[242](6269/26): Loss -0.0169, Sem 0.1688, dir -0.6211, norm 0.4354, swav 0.0000 LR: 4.118e-02 Score 94.842 Data time: 0.2089, Forward time: 2.2674, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.6498 [2020-11-08 23:58:10,797][root][INFO] - ===> Epoch[242](6270/26): Loss 0.0926, Sem 0.2070, dir -0.5696, norm 0.4553, swav 0.0000 LR: 4.117e-02 Score 93.700 Data time: 0.2787, Forward time: 2.2675, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.8413 [2020-11-08 23:58:17,515][root][INFO] - ===> Epoch[242](6271/26): Loss -0.0488, Sem 0.1553, dir -0.5693, norm 0.3652, swav 0.0000 LR: 4.116e-02 Score 94.930 Data time: 0.2000, Forward time: 2.2675, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 6.5865 [2020-11-08 23:58:23,078][root][INFO] - ===> Epoch[242](6272/26): Loss -0.0148, Sem 0.1708, dir -0.5634, norm 0.3778, swav 0.0000 LR: 4.115e-02 Score 94.627 Data time: 0.2704, Forward time: 2.2676, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.4101 [2020-11-08 23:58:30,006][root][INFO] - ===> Epoch[242](6273/26): Loss -0.1057, Sem 0.1630, dir -0.6349, norm 0.3662, swav 0.0000 LR: 4.114e-02 Score 94.976 Data time: 0.2449, Forward time: 2.2677, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 6.7860 [2020-11-08 23:58:35,736][root][INFO] - ===> Epoch[242](6274/26): Loss -0.0606, Sem 0.1629, dir -0.6239, norm 0.4005, swav 0.0000 LR: 4.113e-02 Score 94.927 Data time: 0.2395, Forward time: 2.2678, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.5909 [2020-11-08 23:58:41,751][root][INFO] - ===> Epoch[242](6275/26): Loss -0.0725, Sem 0.1512, dir -0.5991, norm 0.3754, swav 0.0000 LR: 4.112e-02 Score 94.861 Data time: 0.1851, Forward time: 2.2677, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.8899 [2020-11-08 23:58:46,672][root][INFO] - ===> Epoch[242](6276/26): Loss -0.0235, Sem 0.2036, dir -0.6114, norm 0.3843, swav 0.0000 LR: 4.111e-02 Score 93.553 Data time: 0.1851, Forward time: 2.2677, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 4.8219 [2020-11-08 23:58:53,599][root][INFO] - ===> Epoch[242](6277/26): Loss 0.0099, Sem 0.1864, dir -0.5739, norm 0.3974, swav 0.0000 LR: 4.110e-02 Score 93.705 Data time: 0.2235, Forward time: 2.2676, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.8434 [2020-11-08 23:58:58,711][root][INFO] - ===> Epoch[242](6278/26): Loss -0.1202, Sem 0.1518, dir -0.6216, norm 0.3496, swav 0.0000 LR: 4.109e-02 Score 95.368 Data time: 0.1745, Forward time: 2.2676, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 4.9905 [2020-11-08 23:59:03,810][root][INFO] - ===> Epoch[242](6279/26): Loss -0.0652, Sem 0.1529, dir -0.5992, norm 0.3810, swav 0.0000 LR: 4.108e-02 Score 94.768 Data time: 0.2492, Forward time: 2.2676, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.0029 [2020-11-08 23:59:10,213][root][INFO] - ===> Epoch[242](6280/26): Loss -0.0695, Sem 0.1099, dir -0.5411, norm 0.3618, swav 0.0000 LR: 4.107e-02 Score 96.754 Data time: 0.2317, Forward time: 2.2677, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 6.2617 [2020-11-08 23:59:15,327][root][INFO] - ===> Epoch[242](6281/26): Loss -0.0195, Sem 0.1822, dir -0.5953, norm 0.3936, swav 0.0000 LR: 4.106e-02 Score 94.099 Data time: 0.2341, Forward time: 2.2677, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 4.9956 [2020-11-08 23:59:19,974][root][INFO] - ===> Epoch[242](6282/26): Loss -0.0305, Sem 0.1418, dir -0.5378, norm 0.3655, swav 0.0000 LR: 4.105e-02 Score 95.157 Data time: 0.1262, Forward time: 2.2676, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 4.5246 [2020-11-08 23:59:25,573][root][INFO] - ===> Epoch[242](6283/26): Loss -0.0631, Sem 0.1545, dir -0.6002, norm 0.3826, swav 0.0000 LR: 4.104e-02 Score 95.000 Data time: 0.1696, Forward time: 2.2675, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.5314 [2020-11-08 23:59:30,759][root][INFO] - ===> Epoch[242](6284/26): Loss -0.0683, Sem 0.1358, dir -0.6132, norm 0.4090, swav 0.0000 LR: 4.103e-02 Score 95.704 Data time: 0.1818, Forward time: 2.2674, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.1092 [2020-11-08 23:59:35,419][root][INFO] - ===> Epoch[242](6285/26): Loss -0.1078, Sem 0.1532, dir -0.6478, norm 0.3868, swav 0.0000 LR: 4.102e-02 Score 95.205 Data time: 0.1688, Forward time: 2.2674, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 4.5380 [2020-11-08 23:59:41,959][root][INFO] - ===> Epoch[242](6286/26): Loss -0.0791, Sem 0.1472, dir -0.6152, norm 0.3889, swav 0.0000 LR: 4.101e-02 Score 94.707 Data time: 0.2038, Forward time: 2.2674, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 6.4599 [2020-11-08 23:59:46,983][root][INFO] - ===> Epoch[242](6287/26): Loss -0.0995, Sem 0.1209, dir -0.6254, norm 0.4050, swav 0.0000 LR: 4.100e-02 Score 96.660 Data time: 0.1869, Forward time: 2.2673, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 4.8780 [2020-11-08 23:59:52,211][root][INFO] - ===> Epoch[242](6288/26): Loss 0.0329, Sem 0.1848, dir -0.5513, norm 0.3995, swav 0.0000 LR: 4.099e-02 Score 94.698 Data time: 0.1947, Forward time: 2.2673, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.1249 [2020-11-08 23:59:58,912][root][INFO] - ===> Epoch[242](6289/26): Loss -0.0978, Sem 0.1658, dir -0.6262, norm 0.3626, swav 0.0000 LR: 4.098e-02 Score 94.126 Data time: 0.1632, Forward time: 2.2672, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 6.5780 [2020-11-09 00:00:04,452][root][INFO] - ===> Epoch[242](6290/26): Loss -0.0783, Sem 0.1408, dir -0.6114, norm 0.3924, swav 0.0000 LR: 4.097e-02 Score 95.716 Data time: 0.1997, Forward time: 2.2672, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.4618 [2020-11-09 00:00:11,034][root][INFO] - ===> Epoch[242](6291/26): Loss -0.0415, Sem 0.1589, dir -0.5732, norm 0.3729, swav 0.0000 LR: 4.096e-02 Score 95.111 Data time: 0.2361, Forward time: 2.2672, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.4746 [2020-11-09 00:00:16,259][root][INFO] - ===> Epoch[242](6292/26): Loss -0.0691, Sem 0.1734, dir -0.6121, norm 0.3696, swav 0.0000 LR: 4.095e-02 Score 95.008 Data time: 0.2370, Forward time: 2.2673, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.1083 [2020-11-09 00:00:22,061][root][INFO] - ===> Epoch[243](6293/26): Loss -0.0625, Sem 0.1575, dir -0.6074, norm 0.3874, swav 0.0000 LR: 4.094e-02 Score 94.647 Data time: 0.1992, Forward time: 2.2673, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.6955 [2020-11-09 00:00:27,943][root][INFO] - ===> Epoch[243](6294/26): Loss -0.0450, Sem 0.1325, dir -0.5693, norm 0.3918, swav 0.0000 LR: 4.093e-02 Score 95.689 Data time: 0.1616, Forward time: 2.2672, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.7725 [2020-11-09 00:00:33,189][root][INFO] - ===> Epoch[243](6295/26): Loss -0.1151, Sem 0.1287, dir -0.6188, norm 0.3751, swav 0.0000 LR: 4.092e-02 Score 95.434 Data time: 0.1498, Forward time: 2.2671, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.1612 [2020-11-09 00:00:37,927][root][INFO] - ===> Epoch[243](6296/26): Loss -0.1049, Sem 0.1463, dir -0.6229, norm 0.3718, swav 0.0000 LR: 4.091e-02 Score 95.273 Data time: 0.1877, Forward time: 2.2670, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 4.6583 [2020-11-09 00:00:43,160][root][INFO] - ===> Epoch[243](6297/26): Loss -0.0708, Sem 0.1687, dir -0.6421, norm 0.4026, swav 0.0000 LR: 4.090e-02 Score 94.740 Data time: 0.1878, Forward time: 2.2670, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.1258 [2020-11-09 00:00:48,121][root][INFO] - ===> Epoch[243](6298/26): Loss -0.0097, Sem 0.1870, dir -0.5612, norm 0.3645, swav 0.0000 LR: 4.089e-02 Score 93.197 Data time: 0.1609, Forward time: 2.2669, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 4.8390 [2020-11-09 00:00:54,436][root][INFO] - ===> Epoch[243](6299/26): Loss -0.0615, Sem 0.1857, dir -0.6268, norm 0.3797, swav 0.0000 LR: 4.088e-02 Score 94.282 Data time: 0.3005, Forward time: 2.2670, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 6.2636 [2020-11-09 00:00:59,903][root][INFO] - ===> Epoch[243](6300/26): Loss -0.0269, Sem 0.2060, dir -0.6261, norm 0.3932, swav 0.0000 LR: 4.087e-02 Score 94.462 Data time: 0.1737, Forward time: 2.2669, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.3081 [2020-11-09 00:01:05,174][root][INFO] - ===> Epoch[243](6301/26): Loss -0.1084, Sem 0.1545, dir -0.6070, norm 0.3441, swav 0.0000 LR: 4.086e-02 Score 94.575 Data time: 0.2164, Forward time: 2.2670, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.1752 [2020-11-09 00:01:12,156][root][INFO] - ===> Epoch[243](6302/26): Loss 0.0861, Sem 0.1846, dir -0.5721, norm 0.4736, swav 0.0000 LR: 4.085e-02 Score 93.844 Data time: 0.2766, Forward time: 2.2671, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 6.8667 [2020-11-09 00:01:16,997][root][INFO] - ===> Epoch[243](6303/26): Loss -0.0557, Sem 0.1696, dir -0.6075, norm 0.3821, swav 0.0000 LR: 4.084e-02 Score 93.957 Data time: 0.1830, Forward time: 2.2670, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 4.6954 [2020-11-09 00:01:23,926][root][INFO] - ===> Epoch[243](6304/26): Loss -0.0399, Sem 0.1798, dir -0.6299, norm 0.4102, swav 0.0000 LR: 4.083e-02 Score 94.041 Data time: 0.2124, Forward time: 2.2670, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 6.8317 [2020-11-09 00:01:29,182][root][INFO] - ===> Epoch[243](6305/26): Loss 0.0020, Sem 0.1992, dir -0.6056, norm 0.4084, swav 0.0000 LR: 4.082e-02 Score 94.242 Data time: 0.1749, Forward time: 2.2670, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.1363 [2020-11-09 00:01:34,972][root][INFO] - ===> Epoch[243](6306/26): Loss 0.0272, Sem 0.1917, dir -0.5958, norm 0.4313, swav 0.0000 LR: 4.081e-02 Score 93.545 Data time: 0.1725, Forward time: 2.2670, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.6981 [2020-11-09 00:01:40,141][root][INFO] - ===> Epoch[243](6307/26): Loss -0.0528, Sem 0.1515, dir -0.5883, norm 0.3840, swav 0.0000 LR: 4.080e-02 Score 95.121 Data time: 0.1932, Forward time: 2.2669, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.0703 [2020-11-09 00:01:46,004][root][INFO] - ===> Epoch[243](6308/26): Loss -0.0275, Sem 0.1540, dir -0.5988, norm 0.4174, swav 0.0000 LR: 4.079e-02 Score 95.157 Data time: 0.2161, Forward time: 2.2669, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.7468 [2020-11-09 00:01:52,565][root][INFO] - ===> Epoch[243](6309/26): Loss -0.0441, Sem 0.1708, dir -0.5955, norm 0.3806, swav 0.0000 LR: 4.078e-02 Score 94.232 Data time: 0.2195, Forward time: 2.2669, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.4437 [2020-11-09 00:01:58,537][root][INFO] - ===> Epoch[243](6310/26): Loss -0.0686, Sem 0.1617, dir -0.6006, norm 0.3703, swav 0.0000 LR: 4.077e-02 Score 94.644 Data time: 0.1966, Forward time: 2.2669, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 5.8387 [2020-11-09 00:02:03,897][root][INFO] - ===> Epoch[243](6311/26): Loss -0.1074, Sem 0.1870, dir -0.6441, norm 0.3497, swav 0.0000 LR: 4.076e-02 Score 93.281 Data time: 0.2221, Forward time: 2.2669, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.2396 [2020-11-09 00:02:09,459][root][INFO] - ===> Epoch[243](6312/26): Loss -0.0571, Sem 0.1832, dir -0.6457, norm 0.4055, swav 0.0000 LR: 4.075e-02 Score 93.441 Data time: 0.2514, Forward time: 2.2669, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.4374 [2020-11-09 00:02:15,112][root][INFO] - ===> Epoch[243](6313/26): Loss -0.0140, Sem 0.2019, dir -0.6160, norm 0.4001, swav 0.0000 LR: 4.074e-02 Score 93.897 Data time: 0.1281, Forward time: 2.2668, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 5.5199 [2020-11-09 00:02:21,464][root][INFO] - ===> Epoch[243](6314/26): Loss 0.0223, Sem 0.2107, dir -0.6012, norm 0.4128, swav 0.0000 LR: 4.073e-02 Score 92.940 Data time: 0.2152, Forward time: 2.2669, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 6.2917 [2020-11-09 00:02:28,184][root][INFO] - ===> Epoch[243](6315/26): Loss -0.1227, Sem 0.1476, dir -0.6223, norm 0.3521, swav 0.0000 LR: 4.072e-02 Score 94.997 Data time: 0.1669, Forward time: 2.2668, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 6.6138 [2020-11-09 00:02:34,099][root][INFO] - ===> Epoch[243](6316/26): Loss 0.0389, Sem 0.2117, dir -0.5896, norm 0.4168, swav 0.0000 LR: 4.072e-02 Score 93.420 Data time: 0.2060, Forward time: 2.2668, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.8492 [2020-11-09 00:02:40,448][root][INFO] - ===> Epoch[243](6317/26): Loss -0.0593, Sem 0.1578, dir -0.6103, norm 0.3932, swav 0.0000 LR: 4.071e-02 Score 95.224 Data time: 0.2123, Forward time: 2.2668, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.2198 [2020-11-09 00:02:46,890][root][INFO] - ===> Epoch[243](6318/26): Loss -0.0504, Sem 0.1552, dir -0.5738, norm 0.3681, swav 0.0000 LR: 4.070e-02 Score 95.317 Data time: 0.1921, Forward time: 2.2667, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 6.3380 [2020-11-09 00:02:53,076][root][INFO] - ===> Epoch[244](6319/26): Loss -0.0778, Sem 0.1542, dir -0.6097, norm 0.3777, swav 0.0000 LR: 4.069e-02 Score 95.282 Data time: 0.2410, Forward time: 2.2668, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 6.0778 [2020-11-09 00:02:58,087][root][INFO] - ===> Epoch[244](6320/26): Loss -0.0765, Sem 0.1454, dir -0.6387, norm 0.4168, swav 0.0000 LR: 4.068e-02 Score 95.625 Data time: 0.2190, Forward time: 2.2668, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 4.8856 [2020-11-09 00:03:03,921][root][INFO] - ===> Epoch[244](6321/26): Loss -0.0204, Sem 0.1606, dir -0.5960, norm 0.4149, swav 0.0000 LR: 4.067e-02 Score 94.806 Data time: 0.1516, Forward time: 2.2667, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.6967 [2020-11-09 00:03:08,999][root][INFO] - ===> Epoch[244](6322/26): Loss -0.0259, Sem 0.1741, dir -0.5755, norm 0.3756, swav 0.0000 LR: 4.066e-02 Score 94.269 Data time: 0.1776, Forward time: 2.2666, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 4.9762 [2020-11-09 00:03:14,288][root][INFO] - ===> Epoch[244](6323/26): Loss 0.0061, Sem 0.1766, dir -0.5915, norm 0.4210, swav 0.0000 LR: 4.065e-02 Score 93.961 Data time: 0.1760, Forward time: 2.2666, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.1732 [2020-11-09 00:03:19,825][root][INFO] - ===> Epoch[244](6324/26): Loss -0.0492, Sem 0.1650, dir -0.6207, norm 0.4065, swav 0.0000 LR: 4.064e-02 Score 94.702 Data time: 0.1978, Forward time: 2.2666, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.4270 [2020-11-09 00:03:24,982][root][INFO] - ===> Epoch[244](6325/26): Loss -0.0941, Sem 0.1515, dir -0.6206, norm 0.3750, swav 0.0000 LR: 4.063e-02 Score 94.996 Data time: 0.2235, Forward time: 2.2665, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.0200 [2020-11-09 00:03:30,705][root][INFO] - ===> Epoch[244](6326/26): Loss -0.0499, Sem 0.1683, dir -0.6051, norm 0.3869, swav 0.0000 LR: 4.062e-02 Score 94.044 Data time: 0.1644, Forward time: 2.2664, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.6016 [2020-11-09 00:03:35,622][root][INFO] - ===> Epoch[244](6327/26): Loss -0.1084, Sem 0.1355, dir -0.6005, norm 0.3565, swav 0.0000 LR: 4.061e-02 Score 95.246 Data time: 0.1866, Forward time: 2.2664, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 4.8091 [2020-11-09 00:03:40,520][root][INFO] - ===> Epoch[244](6328/26): Loss -0.0689, Sem 0.1797, dir -0.6214, norm 0.3727, swav 0.0000 LR: 4.060e-02 Score 94.167 Data time: 0.2149, Forward time: 2.2664, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 4.7856 [2020-11-09 00:03:46,634][root][INFO] - ===> Epoch[244](6329/26): Loss -0.0876, Sem 0.1355, dir -0.6097, norm 0.3865, swav 0.0000 LR: 4.059e-02 Score 95.543 Data time: 0.2132, Forward time: 2.2664, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.9991 [2020-11-09 00:03:53,301][root][INFO] - ===> Epoch[244](6330/26): Loss 0.0980, Sem 0.2512, dir -0.5900, norm 0.4368, swav 0.0000 LR: 4.058e-02 Score 92.007 Data time: 0.2088, Forward time: 2.2664, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.5592 [2020-11-09 00:03:58,931][root][INFO] - ===> Epoch[244](6331/26): Loss -0.0865, Sem 0.1708, dir -0.6388, norm 0.3815, swav 0.0000 LR: 4.057e-02 Score 93.820 Data time: 0.2752, Forward time: 2.2665, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.4948 [2020-11-09 00:04:05,803][root][INFO] - ===> Epoch[244](6332/26): Loss 0.0112, Sem 0.1834, dir -0.5736, norm 0.4015, swav 0.0000 LR: 4.056e-02 Score 94.119 Data time: 0.1929, Forward time: 2.2665, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 6.7543 [2020-11-09 00:04:12,143][root][INFO] - ===> Epoch[244](6333/26): Loss -0.1166, Sem 0.1540, dir -0.6480, norm 0.3775, swav 0.0000 LR: 4.055e-02 Score 95.153 Data time: 0.2042, Forward time: 2.2665, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 6.2281 [2020-11-09 00:04:18,504][root][INFO] - ===> Epoch[244](6334/26): Loss -0.0702, Sem 0.1808, dir -0.6145, norm 0.3634, swav 0.0000 LR: 4.054e-02 Score 94.478 Data time: 0.1731, Forward time: 2.2664, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 6.2306 [2020-11-09 00:04:24,129][root][INFO] - ===> Epoch[244](6335/26): Loss -0.0345, Sem 0.1752, dir -0.5905, norm 0.3808, swav 0.0000 LR: 4.053e-02 Score 94.463 Data time: 0.2601, Forward time: 2.2665, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.5619 [2020-11-09 00:04:28,975][root][INFO] - ===> Epoch[244](6336/26): Loss -0.0999, Sem 0.1600, dir -0.6409, norm 0.3810, swav 0.0000 LR: 4.052e-02 Score 94.390 Data time: 0.1768, Forward time: 2.2665, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 4.7233 [2020-11-09 00:04:33,692][root][INFO] - ===> Epoch[244](6337/26): Loss 0.0131, Sem 0.2232, dir -0.5777, norm 0.3676, swav 0.0000 LR: 4.051e-02 Score 92.581 Data time: 0.2256, Forward time: 2.2665, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 4.6167 [2020-11-09 00:04:39,006][root][INFO] - ===> Epoch[244](6338/26): Loss -0.0521, Sem 0.1954, dir -0.6480, norm 0.4005, swav 0.0000 LR: 4.050e-02 Score 93.744 Data time: 0.2258, Forward time: 2.2665, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.2060 [2020-11-09 00:04:45,927][root][INFO] - ===> Epoch[244](6339/26): Loss -0.0458, Sem 0.1839, dir -0.6221, norm 0.3924, swav 0.0000 LR: 4.049e-02 Score 94.004 Data time: 0.2256, Forward time: 2.2665, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 6.8081 [2020-11-09 00:04:52,481][root][INFO] - ===> Epoch[244](6340/26): Loss -0.0159, Sem 0.2030, dir -0.5936, norm 0.3747, swav 0.0000 LR: 4.048e-02 Score 93.356 Data time: 0.1974, Forward time: 2.2665, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 6.4414 [2020-11-09 00:04:59,610][root][INFO] - ===> Epoch[244](6341/26): Loss -0.0317, Sem 0.1637, dir -0.5738, norm 0.3783, swav 0.0000 LR: 4.047e-02 Score 94.756 Data time: 0.1701, Forward time: 2.2665, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 7.0300 [2020-11-09 00:05:06,941][root][INFO] - ===> Epoch[244](6342/26): Loss 0.0179, Sem 0.2109, dir -0.6113, norm 0.4183, swav 0.0000 LR: 4.046e-02 Score 92.677 Data time: 0.1699, Forward time: 2.2664, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 7.2256 [2020-11-09 00:05:12,116][root][INFO] - ===> Epoch[244](6343/26): Loss -0.0276, Sem 0.2014, dir -0.6140, norm 0.3850, swav 0.0000 LR: 4.045e-02 Score 94.575 Data time: 0.1693, Forward time: 2.2663, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 5.0720 [2020-11-09 00:05:18,423][root][INFO] - ===> Epoch[244](6344/26): Loss -0.0435, Sem 0.1998, dir -0.6308, norm 0.3874, swav 0.0000 LR: 4.044e-02 Score 93.360 Data time: 0.2064, Forward time: 2.2663, Backward time: 3.0824, DDP time: 0.0047, Total iter time: 6.2318 [2020-11-09 00:05:22,867][root][INFO] - ===> Epoch[245](6345/26): Loss -0.1475, Sem 0.1426, dir -0.6560, norm 0.3660, swav 0.0000 LR: 4.043e-02 Score 95.188 Data time: 0.1737, Forward time: 2.2663, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 4.3088 [2020-11-09 00:05:28,913][root][INFO] - ===> Epoch[245](6346/26): Loss -0.0324, Sem 0.1684, dir -0.5880, norm 0.3871, swav 0.0000 LR: 4.042e-02 Score 94.647 Data time: 0.2307, Forward time: 2.2663, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 5.9582 [2020-11-09 00:05:33,738][root][INFO] - ===> Epoch[245](6347/26): Loss 0.0248, Sem 0.1964, dir -0.5701, norm 0.3986, swav 0.0000 LR: 4.041e-02 Score 94.184 Data time: 0.2360, Forward time: 2.2663, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 4.7024 [2020-11-09 00:05:40,720][root][INFO] - ===> Epoch[245](6348/26): Loss -0.0491, Sem 0.1611, dir -0.5791, norm 0.3689, swav 0.0000 LR: 4.040e-02 Score 94.369 Data time: 0.2828, Forward time: 2.2664, Backward time: 3.0822, DDP time: 0.0047, Total iter time: 6.8681 [2020-11-09 00:05:46,798][root][INFO] - ===> Epoch[245](6349/26): Loss -0.0044, Sem 0.1969, dir -0.5556, norm 0.3543, swav 0.0000 LR: 4.039e-02 Score 93.653 Data time: 0.2987, Forward time: 2.2666, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 5.9208 [2020-11-09 00:05:52,115][root][INFO] - ===> Epoch[245](6350/26): Loss -0.0339, Sem 0.1937, dir -0.6174, norm 0.3898, swav 0.0000 LR: 4.038e-02 Score 93.606 Data time: 0.2268, Forward time: 2.2666, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.1947 [2020-11-09 00:05:57,158][root][INFO] - ===> Epoch[245](6351/26): Loss -0.0668, Sem 0.1617, dir -0.6183, norm 0.3898, swav 0.0000 LR: 4.037e-02 Score 94.126 Data time: 0.1790, Forward time: 2.2666, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 4.9319 [2020-11-09 00:06:02,975][root][INFO] - ===> Epoch[245](6352/26): Loss -0.0069, Sem 0.1972, dir -0.6293, norm 0.4251, swav 0.0000 LR: 4.036e-02 Score 93.432 Data time: 0.2288, Forward time: 2.2666, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.7141 [2020-11-09 00:06:08,976][root][INFO] - ===> Epoch[245](6353/26): Loss -0.0774, Sem 0.1576, dir -0.6421, norm 0.4071, swav 0.0000 LR: 4.035e-02 Score 94.691 Data time: 0.1749, Forward time: 2.2666, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.8726 [2020-11-09 00:06:14,077][root][INFO] - ===> Epoch[245](6354/26): Loss 0.0143, Sem 0.1767, dir -0.5823, norm 0.4198, swav 0.0000 LR: 4.034e-02 Score 93.629 Data time: 0.1276, Forward time: 2.2664, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 4.9951 [2020-11-09 00:06:19,348][root][INFO] - ===> Epoch[245](6355/26): Loss -0.0327, Sem 0.1664, dir -0.5850, norm 0.3858, swav 0.0000 LR: 4.033e-02 Score 93.998 Data time: 0.2018, Forward time: 2.2664, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.2019 [2020-11-09 00:06:24,335][root][INFO] - ===> Epoch[245](6356/26): Loss -0.0473, Sem 0.1574, dir -0.5860, norm 0.3813, swav 0.0000 LR: 4.032e-02 Score 94.687 Data time: 0.1752, Forward time: 2.2663, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 4.8717 [2020-11-09 00:06:28,873][root][INFO] - ===> Epoch[245](6357/26): Loss -0.0688, Sem 0.1611, dir -0.6157, norm 0.3858, swav 0.0000 LR: 4.031e-02 Score 95.324 Data time: 0.1895, Forward time: 2.2663, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 4.4489 [2020-11-09 00:06:35,480][root][INFO] - ===> Epoch[245](6358/26): Loss -0.0607, Sem 0.1540, dir -0.6051, norm 0.3903, swav 0.0000 LR: 4.030e-02 Score 95.017 Data time: 0.2725, Forward time: 2.2664, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 6.4924 [2020-11-09 00:06:41,119][root][INFO] - ===> Epoch[245](6359/26): Loss -0.0628, Sem 0.1638, dir -0.6080, norm 0.3815, swav 0.0000 LR: 4.029e-02 Score 95.048 Data time: 0.1520, Forward time: 2.2663, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.4842 [2020-11-09 00:06:47,198][root][INFO] - ===> Epoch[245](6360/26): Loss -0.0190, Sem 0.1702, dir -0.5895, norm 0.4003, swav 0.0000 LR: 4.028e-02 Score 94.192 Data time: 0.2871, Forward time: 2.2664, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.9806 [2020-11-09 00:06:52,202][root][INFO] - ===> Epoch[245](6361/26): Loss 0.0073, Sem 0.1959, dir -0.5949, norm 0.4064, swav 0.0000 LR: 4.027e-02 Score 93.857 Data time: 0.1989, Forward time: 2.2664, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 4.8736 [2020-11-09 00:06:57,711][root][INFO] - ===> Epoch[245](6362/26): Loss -0.0382, Sem 0.1691, dir -0.6159, norm 0.4086, swav 0.0000 LR: 4.026e-02 Score 94.990 Data time: 0.1657, Forward time: 2.2663, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.3900 [2020-11-09 00:07:03,183][root][INFO] - ===> Epoch[245](6363/26): Loss -0.0694, Sem 0.1300, dir -0.5453, norm 0.3458, swav 0.0000 LR: 4.025e-02 Score 95.607 Data time: 0.2411, Forward time: 2.2664, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.3988 [2020-11-09 00:07:08,303][root][INFO] - ===> Epoch[245](6364/26): Loss -0.0170, Sem 0.1839, dir -0.5885, norm 0.3876, swav 0.0000 LR: 4.024e-02 Score 93.767 Data time: 0.1697, Forward time: 2.2663, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 4.9890 [2020-11-09 00:07:15,094][root][INFO] - ===> Epoch[245](6365/26): Loss -0.1381, Sem 0.1398, dir -0.6162, norm 0.3383, swav 0.0000 LR: 4.023e-02 Score 95.601 Data time: 0.1823, Forward time: 2.2663, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 6.6981 [2020-11-09 00:07:20,148][root][INFO] - ===> Epoch[245](6366/26): Loss -0.0876, Sem 0.1746, dir -0.6419, norm 0.3797, swav 0.0000 LR: 4.022e-02 Score 94.158 Data time: 0.2049, Forward time: 2.2662, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 4.9292 [2020-11-09 00:07:26,163][root][INFO] - ===> Epoch[245](6367/26): Loss -0.0150, Sem 0.2010, dir -0.6406, norm 0.4246, swav 0.0000 LR: 4.021e-02 Score 93.500 Data time: 0.2708, Forward time: 2.2663, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.8940 [2020-11-09 00:07:31,344][root][INFO] - ===> Epoch[245](6368/26): Loss -0.0669, Sem 0.1886, dir -0.6337, norm 0.3782, swav 0.0000 LR: 4.020e-02 Score 93.785 Data time: 0.2501, Forward time: 2.2664, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.0372 [2020-11-09 00:07:38,190][root][INFO] - ===> Epoch[245](6369/26): Loss -0.0934, Sem 0.1756, dir -0.6253, norm 0.3563, swav 0.0000 LR: 4.019e-02 Score 94.876 Data time: 0.2083, Forward time: 2.2664, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 6.7388 [2020-11-09 00:07:45,394][root][INFO] - ===> Epoch[245](6370/26): Loss -0.0025, Sem 0.1767, dir -0.5797, norm 0.4004, swav 0.0000 LR: 4.018e-02 Score 94.460 Data time: 0.2581, Forward time: 2.2665, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 7.0813 [2020-11-09 00:07:51,301][root][INFO] - ===> Epoch[246](6371/26): Loss -0.0489, Sem 0.1645, dir -0.6096, norm 0.3962, swav 0.0000 LR: 4.017e-02 Score 94.836 Data time: 0.2545, Forward time: 2.2665, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 5.7835 [2020-11-09 00:07:56,130][root][INFO] - ===> Epoch[246](6372/26): Loss -0.1008, Sem 0.1842, dir -0.6282, norm 0.3432, swav 0.0000 LR: 4.016e-02 Score 95.083 Data time: 0.1463, Forward time: 2.2664, Backward time: 3.0819, DDP time: 0.0047, Total iter time: 4.7064 [2020-11-09 00:08:02,035][root][INFO] - ===> Epoch[246](6373/26): Loss -0.0385, Sem 0.1475, dir -0.6041, norm 0.4180, swav 0.0000 LR: 4.015e-02 Score 95.127 Data time: 0.1566, Forward time: 2.2663, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.8049 [2020-11-09 00:08:08,617][root][INFO] - ===> Epoch[246](6374/26): Loss -0.0480, Sem 0.1739, dir -0.6355, norm 0.4135, swav 0.0000 LR: 4.014e-02 Score 95.168 Data time: 0.2112, Forward time: 2.2663, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 6.4977 [2020-11-09 00:08:15,087][root][INFO] - ===> Epoch[246](6375/26): Loss -0.0445, Sem 0.1749, dir -0.5971, norm 0.3778, swav 0.0000 LR: 4.013e-02 Score 94.238 Data time: 0.2040, Forward time: 2.2663, Backward time: 3.0823, DDP time: 0.0047, Total iter time: 6.3462 [2020-11-09 00:08:20,069][root][INFO] - ===> Epoch[246](6376/26): Loss -0.0960, Sem 0.1585, dir -0.6235, norm 0.3691, swav 0.0000 LR: 4.012e-02 Score 94.531 Data time: 0.2315, Forward time: 2.2663, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 4.8683 [2020-11-09 00:08:26,194][root][INFO] - ===> Epoch[246](6377/26): Loss -0.0625, Sem 0.1739, dir -0.5977, norm 0.3613, swav 0.0000 LR: 4.011e-02 Score 93.721 Data time: 0.2985, Forward time: 2.2664, Backward time: 3.0821, DDP time: 0.0047, Total iter time: 6.0054 [2020-11-09 00:08:31,708][root][INFO] - ===> Epoch[246](6378/26): Loss 0.0162, Sem 0.2218, dir -0.6188, norm 0.4132, swav 0.0000 LR: 4.010e-02 Score 93.722 Data time: 0.2537, Forward time: 2.2665, Backward time: 3.0820, DDP time: 0.0047, Total iter time: 5.3703 [2020-11-09 00:08:36,347][root][INFO] - ===> Epoch[246](6379/26): Loss 0.0157, Sem 0.2147, dir -0.6079, norm 0.4089, swav 0.0000 LR: 4.009e-02 Score 94.073 Data time: 0.2082, Forward time: 2.2665, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 4.5001 [2020-11-09 00:08:41,672][root][INFO] - ===> Epoch[246](6380/26): Loss -0.0083, Sem 0.1678, dir -0.5732, norm 0.3971, swav 0.0000 LR: 4.008e-02 Score 94.465 Data time: 0.1798, Forward time: 2.2664, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 5.2005 [2020-11-09 00:08:47,540][root][INFO] - ===> Epoch[246](6381/26): Loss -0.0817, Sem 0.1350, dir -0.6107, norm 0.3939, swav 0.0000 LR: 4.007e-02 Score 95.001 Data time: 0.2772, Forward time: 2.2665, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.7567 [2020-11-09 00:08:53,807][root][INFO] - ===> Epoch[246](6382/26): Loss -0.0437, Sem 0.1759, dir -0.6285, norm 0.4088, swav 0.0000 LR: 4.006e-02 Score 94.399 Data time: 0.2017, Forward time: 2.2665, Backward time: 3.0818, DDP time: 0.0047, Total iter time: 6.1233 [2020-11-09 00:08:59,566][root][INFO] - ===> Epoch[246](6383/26): Loss -0.0376, Sem 0.1716, dir -0.5837, norm 0.3745, swav 0.0000 LR: 4.005e-02 Score 94.507 Data time: 0.2978, Forward time: 2.2666, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.6296 [2020-11-09 00:09:05,523][root][INFO] - ===> Epoch[246](6384/26): Loss -0.0603, Sem 0.1477, dir -0.5923, norm 0.3844, swav 0.0000 LR: 4.004e-02 Score 95.259 Data time: 0.2227, Forward time: 2.2666, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.8339 [2020-11-09 00:09:11,117][root][INFO] - ===> Epoch[246](6385/26): Loss -0.0296, Sem 0.1801, dir -0.5866, norm 0.3769, swav 0.0000 LR: 4.003e-02 Score 93.685 Data time: 0.2594, Forward time: 2.2667, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.4709 [2020-11-09 00:09:16,537][root][INFO] - ===> Epoch[246](6386/26): Loss -0.0969, Sem 0.1524, dir -0.6181, norm 0.3689, swav 0.0000 LR: 4.002e-02 Score 95.065 Data time: 0.1273, Forward time: 2.2666, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.2921 [2020-11-09 00:09:22,063][root][INFO] - ===> Epoch[246](6387/26): Loss -0.0435, Sem 0.1811, dir -0.6275, norm 0.4028, swav 0.0000 LR: 4.001e-02 Score 94.366 Data time: 0.1993, Forward time: 2.2666, Backward time: 3.0817, DDP time: 0.0047, Total iter time: 5.4482 [2020-11-09 00:09:27,195][root][INFO] - ===> Epoch[246](6388/26): Loss -0.0707, Sem 0.1580, dir -0.6008, norm 0.3721, swav 0.0000 LR: 4.000e-02 Score 94.906 Data time: 0.2343, Forward time: 2.2666, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.0191 [2020-11-09 00:09:32,499][root][INFO] - ===> Epoch[246](6389/26): Loss -0.1544, Sem 0.1486, dir -0.6521, norm 0.3491, swav 0.0000 LR: 3.999e-02 Score 95.252 Data time: 0.2471, Forward time: 2.2667, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 5.1733 [2020-11-09 00:09:38,155][root][INFO] - ===> Epoch[246](6390/26): Loss -0.0938, Sem 0.1523, dir -0.5907, norm 0.3446, swav 0.0000 LR: 3.998e-02 Score 95.233 Data time: 0.2140, Forward time: 2.2667, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 5.5537 [2020-11-09 00:09:43,391][root][INFO] - ===> Epoch[246](6391/26): Loss -0.0906, Sem 0.1403, dir -0.6124, norm 0.3815, swav 0.0000 LR: 3.997e-02 Score 95.380 Data time: 0.1993, Forward time: 2.2667, Backward time: 3.0813, DDP time: 0.0047, Total iter time: 5.1334 [2020-11-09 00:09:48,644][root][INFO] - ===> Epoch[246](6392/26): Loss 0.0368, Sem 0.2030, dir -0.5793, norm 0.4131, swav 0.0000 LR: 3.996e-02 Score 93.112 Data time: 0.2270, Forward time: 2.2667, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 5.1504 [2020-11-09 00:09:54,892][root][INFO] - ===> Epoch[246](6393/26): Loss -0.0319, Sem 0.1713, dir -0.5736, norm 0.3704, swav 0.0000 LR: 3.995e-02 Score 94.443 Data time: 0.2955, Forward time: 2.2668, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.0966 [2020-11-09 00:09:59,943][root][INFO] - ===> Epoch[246](6394/26): Loss -0.1025, Sem 0.1459, dir -0.6300, norm 0.3816, swav 0.0000 LR: 3.994e-02 Score 95.843 Data time: 0.1969, Forward time: 2.2668, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 4.9166 [2020-11-09 00:10:04,656][root][INFO] - ===> Epoch[246](6395/26): Loss -0.1539, Sem 0.1453, dir -0.6534, norm 0.3541, swav 0.0000 LR: 3.993e-02 Score 95.840 Data time: 0.1753, Forward time: 2.2668, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 4.6071 [2020-11-09 00:10:10,070][root][INFO] - ===> Epoch[246](6396/26): Loss 0.0219, Sem 0.1928, dir -0.6008, norm 0.4299, swav 0.0000 LR: 3.992e-02 Score 94.149 Data time: 0.1689, Forward time: 2.2667, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.2876 [2020-11-09 00:10:15,407][root][INFO] - ===> Epoch[247](6397/26): Loss -0.0150, Sem 0.1798, dir -0.5618, norm 0.3670, swav 0.0000 LR: 3.991e-02 Score 94.255 Data time: 0.2018, Forward time: 2.2667, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.2392 [2020-11-09 00:10:21,330][root][INFO] - ===> Epoch[247](6398/26): Loss -0.0695, Sem 0.1587, dir -0.6257, norm 0.3975, swav 0.0000 LR: 3.990e-02 Score 95.024 Data time: 0.1980, Forward time: 2.2667, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.7842 [2020-11-09 00:10:27,599][root][INFO] - ===> Epoch[247](6399/26): Loss -0.0720, Sem 0.1846, dir -0.6257, norm 0.3690, swav 0.0000 LR: 3.989e-02 Score 94.036 Data time: 0.2062, Forward time: 2.2667, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 6.1271 [2020-11-09 00:10:32,870][root][INFO] - ===> Epoch[247](6400/26): Loss -0.0098, Sem 0.1954, dir -0.6273, norm 0.4220, swav 0.0000 LR: 3.988e-02 Score 92.979 Data time: 0.1877, Forward time: 2.2666, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.1521 [2020-11-09 00:10:38,872][root][INFO] - ===> Epoch[247](6401/26): Loss -0.0756, Sem 0.1561, dir -0.5969, norm 0.3652, swav 0.0000 LR: 3.987e-02 Score 95.388 Data time: 0.2812, Forward time: 2.2667, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.8957 [2020-11-09 00:10:45,480][root][INFO] - ===> Epoch[247](6402/26): Loss -0.0392, Sem 0.1793, dir -0.6233, norm 0.4049, swav 0.0000 LR: 3.986e-02 Score 93.547 Data time: 0.1827, Forward time: 2.2667, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.4696 [2020-11-09 00:10:50,915][root][INFO] - ===> Epoch[247](6403/26): Loss 0.0131, Sem 0.1832, dir -0.5643, norm 0.3943, swav 0.0000 LR: 3.985e-02 Score 94.405 Data time: 0.1803, Forward time: 2.2666, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.3141 [2020-11-09 00:10:56,788][root][INFO] - ===> Epoch[247](6404/26): Loss -0.0503, Sem 0.1498, dir -0.6041, norm 0.4040, swav 0.0000 LR: 3.984e-02 Score 95.437 Data time: 0.1758, Forward time: 2.2665, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 5.7702 [2020-11-09 00:11:02,707][root][INFO] - ===> Epoch[247](6405/26): Loss -0.1245, Sem 0.1227, dir -0.6373, norm 0.3900, swav 0.0000 LR: 3.983e-02 Score 96.111 Data time: 0.2665, Forward time: 2.2666, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.8287 [2020-11-09 00:11:07,250][root][INFO] - ===> Epoch[247](6406/26): Loss -0.0536, Sem 0.1822, dir -0.6040, norm 0.3682, swav 0.0000 LR: 3.982e-02 Score 93.581 Data time: 0.1569, Forward time: 2.2666, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 4.4205 [2020-11-09 00:11:13,127][root][INFO] - ===> Epoch[247](6407/26): Loss -0.0412, Sem 0.1593, dir -0.6145, norm 0.4140, swav 0.0000 LR: 3.981e-02 Score 94.890 Data time: 0.1982, Forward time: 2.2666, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.7787 [2020-11-09 00:11:19,550][root][INFO] - ===> Epoch[247](6408/26): Loss -0.1144, Sem 0.1641, dir -0.6533, norm 0.3747, swav 0.0000 LR: 3.980e-02 Score 94.081 Data time: 0.1751, Forward time: 2.2665, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 6.3002 [2020-11-09 00:11:26,445][root][INFO] - ===> Epoch[247](6409/26): Loss -0.0893, Sem 0.1378, dir -0.5983, norm 0.3712, swav 0.0000 LR: 3.979e-02 Score 95.452 Data time: 0.2266, Forward time: 2.2665, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 6.8116 [2020-11-09 00:11:32,295][root][INFO] - ===> Epoch[247](6410/26): Loss -0.0704, Sem 0.1716, dir -0.6109, norm 0.3688, swav 0.0000 LR: 3.978e-02 Score 94.181 Data time: 0.2327, Forward time: 2.2665, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 5.7111 [2020-11-09 00:11:37,502][root][INFO] - ===> Epoch[247](6411/26): Loss -0.0404, Sem 0.1657, dir -0.6101, norm 0.4040, swav 0.0000 LR: 3.977e-02 Score 94.652 Data time: 0.2099, Forward time: 2.2665, Backward time: 3.0813, DDP time: 0.0047, Total iter time: 5.0826 [2020-11-09 00:11:43,732][root][INFO] - ===> Epoch[247](6412/26): Loss -0.0689, Sem 0.2026, dir -0.6529, norm 0.3814, swav 0.0000 LR: 3.976e-02 Score 94.097 Data time: 0.1484, Forward time: 2.2664, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 6.1208 [2020-11-09 00:11:49,858][root][INFO] - ===> Epoch[247](6413/26): Loss -0.0518, Sem 0.1951, dir -0.6400, norm 0.3930, swav 0.0000 LR: 3.975e-02 Score 94.402 Data time: 0.2176, Forward time: 2.2664, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 6.0335 [2020-11-09 00:11:55,972][root][INFO] - ===> Epoch[247](6414/26): Loss -0.1336, Sem 0.1208, dir -0.5998, norm 0.3454, swav 0.0000 LR: 3.974e-02 Score 95.915 Data time: 0.2093, Forward time: 2.2664, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.9862 [2020-11-09 00:12:02,301][root][INFO] - ===> Epoch[247](6415/26): Loss -0.0486, Sem 0.1618, dir -0.5926, norm 0.3822, swav 0.0000 LR: 3.973e-02 Score 95.153 Data time: 0.2049, Forward time: 2.2664, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 6.2082 [2020-11-09 00:12:07,772][root][INFO] - ===> Epoch[247](6416/26): Loss -0.0232, Sem 0.1913, dir -0.6052, norm 0.3908, swav 0.0000 LR: 3.972e-02 Score 93.519 Data time: 0.2291, Forward time: 2.2665, Backward time: 3.0816, DDP time: 0.0047, Total iter time: 5.3362 [2020-11-09 00:12:12,910][root][INFO] - ===> Epoch[247](6417/26): Loss -0.0560, Sem 0.1877, dir -0.6404, norm 0.3968, swav 0.0000 LR: 3.971e-02 Score 93.641 Data time: 0.2305, Forward time: 2.2665, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 5.0043 [2020-11-09 00:12:18,481][root][INFO] - ===> Epoch[247](6418/26): Loss -0.0579, Sem 0.1481, dir -0.5888, norm 0.3828, swav 0.0000 LR: 3.970e-02 Score 95.031 Data time: 0.1643, Forward time: 2.2665, Backward time: 3.0815, DDP time: 0.0047, Total iter time: 5.4468 [2020-11-09 00:12:22,744][root][INFO] - ===> Epoch[247](6419/26): Loss -0.1150, Sem 0.1357, dir -0.6214, norm 0.3708, swav 0.0000 LR: 3.969e-02 Score 95.667 Data time: 0.1580, Forward time: 2.2664, Backward time: 3.0814, DDP time: 0.0047, Total iter time: 4.1587 [2020-11-09 00:12:27,145][root][INFO] - ===> Epoch[247](6420/26): Loss -0.1146, Sem 0.1657, dir -0.6703, norm 0.3900, swav 0.0000 LR: 3.968e-02 Score 94.934 Data time: 0.1874, Forward time: 2.2663, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 4.3158 [2020-11-09 00:12:32,639][root][INFO] - ===> Epoch[247](6421/26): Loss -0.0103, Sem 0.1903, dir -0.6244, norm 0.4237, swav 0.0000 LR: 3.967e-02 Score 93.482 Data time: 0.2011, Forward time: 2.2663, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 5.3876 [2020-11-09 00:12:38,971][root][INFO] - ===> Epoch[247](6422/26): Loss -0.1066, Sem 0.1519, dir -0.6172, norm 0.3587, swav 0.0000 LR: 3.966e-02 Score 95.275 Data time: 0.2051, Forward time: 2.2663, Backward time: 3.0813, DDP time: 0.0047, Total iter time: 6.2142 [2020-11-09 00:12:43,820][root][INFO] - ===> Epoch[248](6423/26): Loss 0.0494, Sem 0.1693, dir -0.5701, norm 0.4503, swav 0.0000 LR: 3.965e-02 Score 94.300 Data time: 0.1604, Forward time: 2.2662, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 4.7354 [2020-11-09 00:12:48,911][root][INFO] - ===> Epoch[248](6424/26): Loss -0.0202, Sem 0.1401, dir -0.5674, norm 0.4072, swav 0.0000 LR: 3.964e-02 Score 95.827 Data time: 0.1951, Forward time: 2.2662, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.0076 [2020-11-09 00:12:54,603][root][INFO] - ===> Epoch[248](6425/26): Loss -0.0588, Sem 0.1790, dir -0.6321, norm 0.3943, swav 0.0000 LR: 3.963e-02 Score 93.848 Data time: 0.2255, Forward time: 2.2662, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.5769 [2020-11-09 00:13:01,196][root][INFO] - ===> Epoch[248](6426/26): Loss -0.0930, Sem 0.1565, dir -0.6380, norm 0.3885, swav 0.0000 LR: 3.962e-02 Score 94.829 Data time: 0.3167, Forward time: 2.2664, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.4578 [2020-11-09 00:13:06,585][root][INFO] - ===> Epoch[248](6427/26): Loss -0.0450, Sem 0.1715, dir -0.5749, norm 0.3585, swav 0.0000 LR: 3.961e-02 Score 94.129 Data time: 0.2084, Forward time: 2.2664, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.2454 [2020-11-09 00:13:12,317][root][INFO] - ===> Epoch[248](6428/26): Loss -0.0753, Sem 0.1532, dir -0.5998, norm 0.3713, swav 0.0000 LR: 3.960e-02 Score 95.005 Data time: 0.2439, Forward time: 2.2665, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.6062 [2020-11-09 00:13:18,067][root][INFO] - ===> Epoch[248](6429/26): Loss -0.0338, Sem 0.1519, dir -0.5977, norm 0.4120, swav 0.0000 LR: 3.959e-02 Score 94.895 Data time: 0.3149, Forward time: 2.2666, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.6205 [2020-11-09 00:13:24,946][root][INFO] - ===> Epoch[248](6430/26): Loss -0.0787, Sem 0.1712, dir -0.6020, norm 0.3520, swav 0.0000 LR: 3.958e-02 Score 94.239 Data time: 0.3296, Forward time: 2.2668, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 6.7702 [2020-11-09 00:13:31,043][root][INFO] - ===> Epoch[248](6431/26): Loss -0.0902, Sem 0.1360, dir -0.6194, norm 0.3931, swav 0.0000 LR: 3.957e-02 Score 95.315 Data time: 0.2220, Forward time: 2.2668, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.9682 [2020-11-09 00:13:37,747][root][INFO] - ===> Epoch[248](6432/26): Loss -0.0193, Sem 0.1851, dir -0.5884, norm 0.3841, swav 0.0000 LR: 3.956e-02 Score 94.053 Data time: 0.3189, Forward time: 2.2669, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 6.5991 [2020-11-09 00:13:43,644][root][INFO] - ===> Epoch[248](6433/26): Loss -0.0494, Sem 0.1561, dir -0.6025, norm 0.3970, swav 0.0000 LR: 3.955e-02 Score 94.964 Data time: 0.2496, Forward time: 2.2670, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.7544 [2020-11-09 00:13:51,046][root][INFO] - ===> Epoch[248](6434/26): Loss -0.0857, Sem 0.1284, dir -0.5866, norm 0.3725, swav 0.0000 LR: 3.954e-02 Score 95.646 Data time: 0.2383, Forward time: 2.2670, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 7.2861 [2020-11-09 00:13:56,819][root][INFO] - ===> Epoch[248](6435/26): Loss -0.1368, Sem 0.1330, dir -0.6539, norm 0.3841, swav 0.0000 LR: 3.953e-02 Score 95.731 Data time: 0.2196, Forward time: 2.2670, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.6524 [2020-11-09 00:14:02,353][root][INFO] - ===> Epoch[248](6436/26): Loss -0.1099, Sem 0.1407, dir -0.6230, norm 0.3724, swav 0.0000 LR: 3.952e-02 Score 95.517 Data time: 0.1997, Forward time: 2.2670, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.4001 [2020-11-09 00:14:07,880][root][INFO] - ===> Epoch[248](6437/26): Loss -0.0748, Sem 0.1533, dir -0.6236, norm 0.3955, swav 0.0000 LR: 3.951e-02 Score 94.755 Data time: 0.1793, Forward time: 2.2669, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.4243 [2020-11-09 00:14:13,274][root][INFO] - ===> Epoch[248](6438/26): Loss -0.0587, Sem 0.1435, dir -0.5822, norm 0.3801, swav 0.0000 LR: 3.950e-02 Score 95.268 Data time: 0.1665, Forward time: 2.2668, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.2854 [2020-11-09 00:14:18,679][root][INFO] - ===> Epoch[248](6439/26): Loss -0.0820, Sem 0.1395, dir -0.6153, norm 0.3938, swav 0.0000 LR: 3.949e-02 Score 95.682 Data time: 0.2182, Forward time: 2.2668, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.2915 [2020-11-09 00:14:24,126][root][INFO] - ===> Epoch[248](6440/26): Loss -0.0068, Sem 0.1862, dir -0.5961, norm 0.4031, swav 0.0000 LR: 3.948e-02 Score 93.347 Data time: 0.2319, Forward time: 2.2669, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.3305 [2020-11-09 00:14:30,799][root][INFO] - ===> Epoch[248](6441/26): Loss -0.0196, Sem 0.1600, dir -0.5690, norm 0.3894, swav 0.0000 LR: 3.947e-02 Score 94.753 Data time: 0.2040, Forward time: 2.2669, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.5452 [2020-11-09 00:14:36,297][root][INFO] - ===> Epoch[248](6442/26): Loss -0.1630, Sem 0.1348, dir -0.6475, norm 0.3498, swav 0.0000 LR: 3.946e-02 Score 95.491 Data time: 0.2501, Forward time: 2.2669, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.3797 [2020-11-09 00:14:42,198][root][INFO] - ===> Epoch[248](6443/26): Loss -0.0351, Sem 0.1534, dir -0.5805, norm 0.3920, swav 0.0000 LR: 3.945e-02 Score 95.034 Data time: 0.2101, Forward time: 2.2669, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.7709 [2020-11-09 00:14:48,100][root][INFO] - ===> Epoch[248](6444/26): Loss -0.0957, Sem 0.1382, dir -0.6334, norm 0.3995, swav 0.0000 LR: 3.944e-02 Score 95.420 Data time: 0.1452, Forward time: 2.2668, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.7569 [2020-11-09 00:14:53,283][root][INFO] - ===> Epoch[248](6445/26): Loss -0.1495, Sem 0.1294, dir -0.6599, norm 0.3810, swav 0.0000 LR: 3.943e-02 Score 95.942 Data time: 0.1767, Forward time: 2.2667, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.0712 [2020-11-09 00:14:59,257][root][INFO] - ===> Epoch[248](6446/26): Loss -0.1043, Sem 0.1352, dir -0.5988, norm 0.3592, swav 0.0000 LR: 3.942e-02 Score 95.400 Data time: 0.2895, Forward time: 2.2668, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.8574 [2020-11-09 00:15:05,165][root][INFO] - ===> Epoch[248](6447/26): Loss -0.1024, Sem 0.1448, dir -0.6331, norm 0.3860, swav 0.0000 LR: 3.941e-02 Score 95.666 Data time: 0.2380, Forward time: 2.2669, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.7871 [2020-11-09 00:15:10,294][root][INFO] - ===> Epoch[248](6448/26): Loss -0.0581, Sem 0.1497, dir -0.5946, norm 0.3869, swav 0.0000 LR: 3.940e-02 Score 95.035 Data time: 0.2315, Forward time: 2.2669, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 4.9913 [2020-11-09 00:15:16,141][root][INFO] - ===> Epoch[249](6449/26): Loss -0.0726, Sem 0.1399, dir -0.5961, norm 0.3836, swav 0.0000 LR: 3.939e-02 Score 95.060 Data time: 0.1870, Forward time: 2.2669, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.7001 [2020-11-09 00:15:21,547][root][INFO] - ===> Epoch[249](6450/26): Loss -0.0380, Sem 0.1651, dir -0.5943, norm 0.3912, swav 0.0000 LR: 3.938e-02 Score 94.632 Data time: 0.2567, Forward time: 2.2670, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.2762 [2020-11-09 00:15:26,830][root][INFO] - ===> Epoch[249](6451/26): Loss -0.1159, Sem 0.1532, dir -0.6358, norm 0.3667, swav 0.0000 LR: 3.937e-02 Score 94.714 Data time: 0.2220, Forward time: 2.2670, Backward time: 3.0807, DDP time: 0.0047, Total iter time: 5.1341 [2020-11-09 00:15:32,517][root][INFO] - ===> Epoch[249](6452/26): Loss -0.0260, Sem 0.1611, dir -0.6105, norm 0.4234, swav 0.0000 LR: 3.936e-02 Score 94.784 Data time: 0.1675, Forward time: 2.2670, Backward time: 3.0807, DDP time: 0.0047, Total iter time: 5.5690 [2020-11-09 00:15:40,037][root][INFO] - ===> Epoch[249](6453/26): Loss -0.0609, Sem 0.1545, dir -0.6015, norm 0.3861, swav 0.0000 LR: 3.935e-02 Score 94.891 Data time: 0.1810, Forward time: 2.2669, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 7.4264 [2020-11-09 00:15:45,431][root][INFO] - ===> Epoch[249](6454/26): Loss -0.0962, Sem 0.1489, dir -0.6082, norm 0.3630, swav 0.0000 LR: 3.934e-02 Score 94.814 Data time: 0.2855, Forward time: 2.2670, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.2788 [2020-11-09 00:15:51,083][root][INFO] - ===> Epoch[249](6455/26): Loss -0.0516, Sem 0.1592, dir -0.5984, norm 0.3876, swav 0.0000 LR: 3.933e-02 Score 94.931 Data time: 0.1898, Forward time: 2.2669, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 5.5322 [2020-11-09 00:15:56,464][root][INFO] - ===> Epoch[249](6456/26): Loss -0.0968, Sem 0.1453, dir -0.6283, norm 0.3861, swav 0.0000 LR: 3.932e-02 Score 95.953 Data time: 0.2294, Forward time: 2.2669, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.2832 [2020-11-09 00:16:03,453][root][INFO] - ===> Epoch[249](6457/26): Loss -0.0970, Sem 0.1519, dir -0.5986, norm 0.3497, swav 0.0000 LR: 3.931e-02 Score 95.165 Data time: 0.2254, Forward time: 2.2670, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 6.8706 [2020-11-09 00:16:09,702][root][INFO] - ===> Epoch[249](6458/26): Loss -0.0626, Sem 0.1710, dir -0.6259, norm 0.3923, swav 0.0000 LR: 3.930e-02 Score 94.224 Data time: 0.1901, Forward time: 2.2669, Backward time: 3.0812, DDP time: 0.0047, Total iter time: 6.1295 [2020-11-09 00:16:16,320][root][INFO] - ===> Epoch[249](6459/26): Loss -0.0042, Sem 0.1967, dir -0.5982, norm 0.3973, swav 0.0000 LR: 3.929e-02 Score 93.640 Data time: 0.3392, Forward time: 2.2671, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 6.5073 [2020-11-09 00:16:21,828][root][INFO] - ===> Epoch[249](6460/26): Loss -0.0833, Sem 0.1664, dir -0.6144, norm 0.3647, swav 0.0000 LR: 3.928e-02 Score 93.952 Data time: 0.1865, Forward time: 2.2671, Backward time: 3.0811, DDP time: 0.0047, Total iter time: 5.3480 [2020-11-09 00:16:26,687][root][INFO] - ===> Epoch[249](6461/26): Loss -0.0985, Sem 0.1158, dir -0.5962, norm 0.3819, swav 0.0000 LR: 3.927e-02 Score 96.497 Data time: 0.1938, Forward time: 2.2670, Backward time: 3.0810, DDP time: 0.0047, Total iter time: 4.7310 [2020-11-09 00:16:32,004][root][INFO] - ===> Epoch[249](6462/26): Loss -0.0171, Sem 0.1641, dir -0.5519, norm 0.3706, swav 0.0000 LR: 3.926e-02 Score 94.471 Data time: 0.2117, Forward time: 2.2670, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.1879 [2020-11-09 00:16:36,638][root][INFO] - ===> Epoch[249](6463/26): Loss -0.1302, Sem 0.1359, dir -0.6359, norm 0.3698, swav 0.0000 LR: 3.925e-02 Score 95.632 Data time: 0.1592, Forward time: 2.2670, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 4.5103 [2020-11-09 00:16:41,718][root][INFO] - ===> Epoch[249](6464/26): Loss -0.1349, Sem 0.1284, dir -0.6267, norm 0.3634, swav 0.0000 LR: 3.924e-02 Score 96.007 Data time: 0.1806, Forward time: 2.2669, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.0017 [2020-11-09 00:16:46,843][root][INFO] - ===> Epoch[249](6465/26): Loss -0.0517, Sem 0.1898, dir -0.6061, norm 0.3645, swav 0.0000 LR: 3.923e-02 Score 93.550 Data time: 0.1678, Forward time: 2.2668, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.0080 [2020-11-09 00:16:52,256][root][INFO] - ===> Epoch[249](6466/26): Loss -0.0453, Sem 0.1571, dir -0.6021, norm 0.3997, swav 0.0000 LR: 3.922e-02 Score 94.799 Data time: 0.2285, Forward time: 2.2669, Backward time: 3.0807, DDP time: 0.0047, Total iter time: 5.3234 [2020-11-09 00:16:57,874][root][INFO] - ===> Epoch[249](6467/26): Loss 0.1205, Sem 0.2615, dir -0.5879, norm 0.4469, swav 0.0000 LR: 3.921e-02 Score 92.887 Data time: 0.2168, Forward time: 2.2668, Backward time: 3.0807, DDP time: 0.0047, Total iter time: 5.4814 [2020-11-09 00:17:03,452][root][INFO] - ===> Epoch[249](6468/26): Loss -0.0090, Sem 0.1804, dir -0.5818, norm 0.3925, swav 0.0000 LR: 3.920e-02 Score 94.221 Data time: 0.2643, Forward time: 2.2669, Backward time: 3.0806, DDP time: 0.0047, Total iter time: 5.4940 [2020-11-09 00:17:08,367][root][INFO] - ===> Epoch[249](6469/26): Loss -0.0542, Sem 0.1484, dir -0.5887, norm 0.3861, swav 0.0000 LR: 3.919e-02 Score 94.596 Data time: 0.1977, Forward time: 2.2669, Backward time: 3.0805, DDP time: 0.0047, Total iter time: 4.7896 [2020-11-09 00:17:15,065][root][INFO] - ===> Epoch[249](6470/26): Loss -0.0868, Sem 0.1363, dir -0.5870, norm 0.3638, swav 0.0000 LR: 3.918e-02 Score 95.578 Data time: 0.2251, Forward time: 2.2669, Backward time: 3.0807, DDP time: 0.0047, Total iter time: 6.5792 [2020-11-09 00:17:20,544][root][INFO] - ===> Epoch[249](6471/26): Loss -0.1192, Sem 0.1467, dir -0.6221, norm 0.3562, swav 0.0000 LR: 3.917e-02 Score 95.706 Data time: 0.2192, Forward time: 2.2669, Backward time: 3.0806, DDP time: 0.0047, Total iter time: 5.3419 [2020-11-09 00:17:26,225][root][INFO] - ===> Epoch[249](6472/26): Loss -0.0684, Sem 0.1753, dir -0.6248, norm 0.3812, swav 0.0000 LR: 3.916e-02 Score 94.537 Data time: 0.1932, Forward time: 2.2668, Backward time: 3.0806, DDP time: 0.0047, Total iter time: 5.5510 [2020-11-09 00:17:31,427][root][INFO] - ===> Epoch[249](6473/26): Loss -0.0037, Sem 0.1671, dir -0.5922, norm 0.4214, swav 0.0000 LR: 3.915e-02 Score 94.812 Data time: 0.1775, Forward time: 2.2668, Backward time: 3.0806, DDP time: 0.0047, Total iter time: 5.0896 [2020-11-09 00:17:37,247][root][INFO] - ===> Epoch[249](6474/26): Loss -0.1261, Sem 0.1271, dir -0.6463, norm 0.3931, swav 0.0000 LR: 3.914e-02 Score 95.837 Data time: 0.2694, Forward time: 2.2669, Backward time: 3.0805, DDP time: 0.0047, Total iter time: 5.7217 [2020-11-09 00:17:42,261][root][INFO] - ===> Epoch[250](6475/26): Loss -0.0542, Sem 0.1780, dir -0.6530, norm 0.4208, swav 0.0000 LR: 3.913e-02 Score 93.821 Data time: 0.1930, Forward time: 2.2668, Backward time: 3.0805, DDP time: 0.0047, Total iter time: 4.8767 [2020-11-09 00:17:47,857][root][INFO] - ===> Epoch[250](6476/26): Loss -0.0505, Sem 0.1520, dir -0.5662, norm 0.3638, swav 0.0000 LR: 3.912e-02 Score 94.899 Data time: 0.1458, Forward time: 2.2667, Backward time: 3.0805, DDP time: 0.0047, Total iter time: 5.4860 [2020-11-09 00:17:53,725][root][INFO] - ===> Epoch[250](6477/26): Loss -0.0785, Sem 0.1457, dir -0.6013, norm 0.3771, swav 0.0000 LR: 3.911e-02 Score 94.868 Data time: 0.1729, Forward time: 2.2667, Backward time: 3.0806, DDP time: 0.0047, Total iter time: 5.8061 [2020-11-09 00:18:00,077][root][INFO] - ===> Epoch[250](6478/26): Loss -0.0198, Sem 0.1746, dir -0.5885, norm 0.3941, swav 0.0000 LR: 3.910e-02 Score 94.349 Data time: 0.2164, Forward time: 2.2666, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 6.2581 [2020-11-09 00:18:05,619][root][INFO] - ===> Epoch[250](6479/26): Loss -0.0600, Sem 0.1585, dir -0.5835, norm 0.3650, swav 0.0000 LR: 3.909e-02 Score 94.865 Data time: 0.2319, Forward time: 2.2666, Backward time: 3.0807, DDP time: 0.0047, Total iter time: 5.4267 [2020-11-09 00:18:12,120][root][INFO] - ===> Epoch[250](6480/26): Loss -0.0570, Sem 0.1737, dir -0.6086, norm 0.3780, swav 0.0000 LR: 3.908e-02 Score 94.096 Data time: 0.1589, Forward time: 2.2666, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 6.3704 [2020-11-09 00:18:17,491][root][INFO] - ===> Epoch[250](6481/26): Loss -0.0717, Sem 0.1495, dir -0.5988, norm 0.3777, swav 0.0000 LR: 3.907e-02 Score 95.202 Data time: 0.1937, Forward time: 2.2665, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 5.2727 [2020-11-09 00:18:22,383][root][INFO] - ===> Epoch[250](6482/26): Loss -0.0301, Sem 0.1466, dir -0.5763, norm 0.3996, swav 0.0000 LR: 3.906e-02 Score 95.027 Data time: 0.1797, Forward time: 2.2665, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 4.7682 [2020-11-09 00:18:28,716][root][INFO] - ===> Epoch[250](6483/26): Loss -0.1331, Sem 0.1382, dir -0.6442, norm 0.3729, swav 0.0000 LR: 3.905e-02 Score 95.266 Data time: 0.2010, Forward time: 2.2665, Backward time: 3.0809, DDP time: 0.0047, Total iter time: 6.2257 [2020-11-09 00:18:34,014][root][INFO] - ===> Epoch[250](6484/26): Loss -0.0659, Sem 0.1472, dir -0.5887, norm 0.3757, swav 0.0000 LR: 3.904e-02 Score 95.701 Data time: 0.2207, Forward time: 2.2665, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.1721 [2020-11-09 00:18:39,088][root][INFO] - ===> Epoch[250](6485/26): Loss -0.1184, Sem 0.1640, dir -0.6540, norm 0.3716, swav 0.0000 LR: 3.903e-02 Score 94.897 Data time: 0.1443, Forward time: 2.2664, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 4.9624 [2020-11-09 00:18:44,354][root][INFO] - ===> Epoch[250](6486/26): Loss 0.0329, Sem 0.1868, dir -0.5745, norm 0.4206, swav 0.0000 LR: 3.902e-02 Score 94.285 Data time: 0.2134, Forward time: 2.2663, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.1703 [2020-11-09 00:18:51,662][root][INFO] - ===> Epoch[250](6487/26): Loss 0.0014, Sem 0.2087, dir -0.5851, norm 0.3777, swav 0.0000 LR: 3.901e-02 Score 93.056 Data time: 0.3433, Forward time: 2.2665, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 7.1896 [2020-11-09 00:18:57,425][root][INFO] - ===> Epoch[250](6488/26): Loss -0.0628, Sem 0.1526, dir -0.5824, norm 0.3671, swav 0.0000 LR: 3.900e-02 Score 95.087 Data time: 0.2156, Forward time: 2.2666, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 5.6249 [2020-11-09 00:19:02,481][root][INFO] - ===> Epoch[250](6489/26): Loss -0.0956, Sem 0.1678, dir -0.6414, norm 0.3780, swav 0.0000 LR: 3.899e-02 Score 94.293 Data time: 0.1629, Forward time: 2.2665, Backward time: 3.0808, DDP time: 0.0047, Total iter time: 4.9461 [2020-11-09 00:19:07,252][root][INFO] - ===> Epoch[250](6490/26): Loss 0.0635, Sem 0.1686, dir -0.5694, norm 0.4643, swav 0.0000 LR: 3.898e-02 Score 94.357 Data time: 0.2255, Forward time: 2.2665, Backward time: 3.0806, DDP time: 0.0047, Total iter time: 4.6819 [2020-11-09 00:19:12,414][root][INFO] - ===> Epoch[250](6491/26): Loss -0.1333, Sem 0.1303, dir -0.6326, norm 0.3690, swav 0.0000 LR: 3.897e-02 Score 96.056 Data time: 0.1970, Forward time: 2.2665, Backward time: 3.0806, DDP time: 0.0047, Total iter time: 5.0466 [2020-11-09 00:19:18,357][root][INFO] - ===> Epoch[250](6492/26): Loss -0.0865, Sem 0.1487, dir -0.6333, norm 0.3981, swav 0.0000 LR: 3.896e-02 Score 95.213 Data time: 0.2653, Forward time: 2.2666, Backward time: 3.0805, DDP time: 0.0047, Total iter time: 5.8473 [2020-11-09 00:19:24,130][root][INFO] - ===> Epoch[250](6493/26): Loss 0.0304, Sem 0.1560, dir -0.5155, norm 0.3899, swav 0.0000 LR: 3.895e-02 Score 95.446 Data time: 0.2602, Forward time: 2.2666, Backward time: 3.0804, DDP time: 0.0047, Total iter time: 5.6282 [2020-11-09 00:19:31,165][root][INFO] - ===> Epoch[250](6494/26): Loss -0.0885, Sem 0.1361, dir -0.6044, norm 0.3799, swav 0.0000 LR: 3.894e-02 Score 95.112 Data time: 0.3360, Forward time: 2.2668, Backward time: 3.0804, DDP time: 0.0047, Total iter time: 6.9122 [2020-11-09 00:19:36,651][root][INFO] - ===> Epoch[250](6495/26): Loss -0.0713, Sem 0.1657, dir -0.6094, norm 0.3724, swav 0.0000 LR: 3.893e-02 Score 94.976 Data time: 0.1397, Forward time: 2.2667, Backward time: 3.0805, DDP time: 0.0047, Total iter time: 5.3573 [2020-11-09 00:19:41,775][root][INFO] - ===> Epoch[250](6496/26): Loss -0.0648, Sem 0.1326, dir -0.6032, norm 0.4059, swav 0.0000 LR: 3.892e-02 Score 96.392 Data time: 0.2311, Forward time: 2.2667, Backward time: 3.0804, DDP time: 0.0047, Total iter time: 5.0563 [2020-11-09 00:19:47,976][root][INFO] - ===> Epoch[250](6497/26): Loss -0.0673, Sem 0.1351, dir -0.5912, norm 0.3888, swav 0.0000 LR: 3.891e-02 Score 95.728 Data time: 0.3066, Forward time: 2.2668, Backward time: 3.0804, DDP time: 0.0047, Total iter time: 6.0918 [2020-11-09 00:19:53,194][root][INFO] - ===> Epoch[250](6498/26): Loss -0.0690, Sem 0.1891, dir -0.6212, norm 0.3632, swav 0.0000 LR: 3.890e-02 Score 93.631 Data time: 0.2152, Forward time: 2.2669, Backward time: 3.0803, DDP time: 0.0047, Total iter time: 5.0778 [2020-11-09 00:19:58,973][root][INFO] - ===> Epoch[250](6499/26): Loss -0.0717, Sem 0.1492, dir -0.6123, norm 0.3915, swav 0.0000 LR: 3.889e-02 Score 95.174 Data time: 0.2743, Forward time: 2.2670, Backward time: 3.0802, DDP time: 0.0047, Total iter time: 5.6693 [2020-11-09 00:20:03,801][root][INFO] - ===> Epoch[250](6500/26): Loss 0.0174, Sem 0.1559, dir -0.5305, norm 0.3920, swav 0.0000 LR: 3.888e-02 Score 95.294 Data time: 0.2070, Forward time: 2.2670, Backward time: 3.0800, DDP time: 0.0047, Total iter time: 4.7100 [2020-11-09 00:20:04,736][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 00:20:04,914][root][INFO] - ===> Start testing [2020-11-09 00:21:31,705][root][INFO] - 101/312: Data time: 0.0068, Iter time: 0.5369 Loss 0.410 (AVG: 0.563) Score 88.032 (AVG: 86.367) mIOU 63.820 mAP 70.473 mAcc 73.155 IOU: 80.092 96.627 57.069 75.191 85.982 79.675 65.161 58.408 54.513 69.493 20.196 58.705 50.303 57.507 55.161 43.262 88.808 52.016 81.874 46.357 mAP: 80.495 95.256 62.487 77.988 87.560 78.100 64.379 67.108 65.517 68.571 32.038 53.474 57.626 70.899 61.101 82.484 95.914 73.202 81.083 54.173 mAcc: 92.106 98.302 71.298 78.337 93.382 86.501 75.473 70.086 70.237 88.177 26.598 70.810 68.411 75.961 59.581 46.748 91.209 56.847 85.191 57.844 [2020-11-09 00:22:51,447][root][INFO] - 201/312: Data time: 0.0057, Iter time: 0.1605 Loss 0.113 (AVG: 0.537) Score 95.759 (AVG: 86.845) mIOU 64.321 mAP 71.558 mAcc 73.654 IOU: 81.547 96.059 57.559 79.290 87.099 80.230 66.520 55.967 53.065 68.585 23.434 58.068 54.692 60.334 49.953 43.629 88.543 52.858 84.215 44.761 mAP: 82.033 95.729 59.193 80.060 88.054 80.017 67.504 69.460 64.805 66.257 39.403 52.697 58.590 73.364 59.077 86.333 92.893 78.096 80.378 57.224 mAcc: 92.702 98.061 72.079 82.602 93.807 88.103 79.544 65.950 70.087 85.690 32.119 69.817 69.497 80.487 55.482 47.004 90.163 56.063 87.212 56.613 [2020-11-09 00:24:11,600][root][INFO] - 301/312: Data time: 0.0077, Iter time: 0.2652 Loss 0.673 (AVG: 0.553) Score 82.995 (AVG: 86.772) mIOU 64.474 mAP 71.655 mAcc 73.921 IOU: 81.315 96.102 57.502 75.309 88.260 79.943 69.085 55.330 52.486 67.659 26.183 57.368 55.284 59.109 45.658 47.399 89.248 54.224 84.444 47.579 mAP: 81.830 95.540 58.929 73.106 88.023 80.898 68.105 67.160 64.594 69.054 42.623 50.889 61.166 73.977 57.829 88.855 93.949 78.365 82.130 56.086 mAcc: 92.422 98.067 71.041 78.574 94.139 89.331 80.943 68.340 71.823 86.045 35.268 67.570 72.301 76.169 49.785 52.156 90.956 57.435 88.178 57.870 [2020-11-09 00:24:21,380][root][INFO] - 312/312: Data time: 0.0031, Iter time: 0.2621 Loss 0.065 (AVG: 0.556) Score 97.706 (AVG: 86.775) mIOU 64.583 mAP 71.726 mAcc 74.068 IOU: 81.329 96.037 57.389 75.540 88.343 80.374 69.150 56.159 51.836 67.580 25.901 56.478 55.860 59.823 44.456 47.804 89.454 55.519 84.946 47.679 mAP: 81.691 95.260 58.720 72.188 88.128 81.008 67.617 67.892 64.115 69.340 43.994 51.029 61.430 74.393 56.968 89.230 94.144 78.846 82.382 56.150 mAcc: 92.266 98.051 71.297 78.730 94.261 89.596 81.042 69.275 71.228 86.226 35.896 66.654 72.735 76.539 48.331 52.834 91.109 58.774 88.648 57.877 [2020-11-09 00:24:21,381][root][INFO] - Finished test. Elapsed time: 256.4651 [2020-11-09 00:24:36,047][root][INFO] - [2020-11-09 00:24:36,048][root][INFO] - ################################################################ [2020-11-09 00:24:36,048][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 00:24:36,048][root][INFO] - ################################################################ [2020-11-09 00:24:36,049][root][INFO] - cabinet : 0.106 0.281 0.547 [2020-11-09 00:24:36,049][root][INFO] - bed : 0.320 0.702 0.802 [2020-11-09 00:24:36,049][root][INFO] - chair : 0.437 0.642 0.755 [2020-11-09 00:24:36,049][root][INFO] - sofa : 0.360 0.629 0.831 [2020-11-09 00:24:36,049][root][INFO] - table : 0.237 0.467 0.603 [2020-11-09 00:24:36,049][root][INFO] - door : 0.172 0.346 0.523 [2020-11-09 00:24:36,049][root][INFO] - window : 0.084 0.234 0.483 [2020-11-09 00:24:36,049][root][INFO] - bookshelf : 0.170 0.443 0.625 [2020-11-09 00:24:36,049][root][INFO] - picture : 0.094 0.199 0.320 [2020-11-09 00:24:36,049][root][INFO] - counter : 0.015 0.071 0.435 [2020-11-09 00:24:36,049][root][INFO] - desk : 0.017 0.068 0.393 [2020-11-09 00:24:36,049][root][INFO] - curtain : 0.162 0.297 0.533 [2020-11-09 00:24:36,049][root][INFO] - refrigerator : 0.208 0.386 0.435 [2020-11-09 00:24:36,049][root][INFO] - shower curtain : 0.414 0.609 0.639 [2020-11-09 00:24:36,049][root][INFO] - toilet : 0.688 0.915 0.946 [2020-11-09 00:24:36,049][root][INFO] - sink : 0.121 0.289 0.670 [2020-11-09 00:24:36,049][root][INFO] - bathtub : 0.510 0.664 0.851 [2020-11-09 00:24:36,049][root][INFO] - otherfurniture : 0.256 0.385 0.562 [2020-11-09 00:24:36,049][root][INFO] - ---------------------------------------------------------------- [2020-11-09 00:24:36,050][root][INFO] - average : 0.243 0.424 0.609 [2020-11-09 00:24:36,050][root][INFO] - [2020-11-09 00:24:36,265][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 00:24:36,266][root][INFO] - Current best mIoU: 65.309 at iter 6000 [2020-11-09 00:24:39,875][root][INFO] - ===> Epoch[251](6501/26): Loss -0.1205, Sem 0.1438, dir -0.6182, norm 0.3539, swav 0.0000 LR: 3.887e-02 Score 95.425 Data time: 0.1559, Forward time: 2.2669, Backward time: 3.0798, DDP time: 0.0047, Total iter time: 3.6017 [2020-11-09 00:24:46,654][root][INFO] - ===> Epoch[251](6502/26): Loss -0.0990, Sem 0.1572, dir -0.6455, norm 0.3893, swav 0.0000 LR: 3.886e-02 Score 94.680 Data time: 0.2113, Forward time: 2.2669, Backward time: 3.0800, DDP time: 0.0047, Total iter time: 6.6961 [2020-11-09 00:24:52,482][root][INFO] - ===> Epoch[251](6503/26): Loss -0.0423, Sem 0.1732, dir -0.5967, norm 0.3811, swav 0.0000 LR: 3.885e-02 Score 94.329 Data time: 0.3182, Forward time: 2.2669, Backward time: 3.0799, DDP time: 0.0047, Total iter time: 5.7109 [2020-11-09 00:24:57,880][root][INFO] - ===> Epoch[251](6504/26): Loss -0.0864, Sem 0.1353, dir -0.5914, norm 0.3697, swav 0.0000 LR: 3.884e-02 Score 95.028 Data time: 0.2003, Forward time: 2.2669, Backward time: 3.0799, DDP time: 0.0047, Total iter time: 5.2743 [2020-11-09 00:25:04,303][root][INFO] - ===> Epoch[251](6505/26): Loss -0.0720, Sem 0.1443, dir -0.5809, norm 0.3646, swav 0.0000 LR: 3.883e-02 Score 95.378 Data time: 0.1830, Forward time: 2.2669, Backward time: 3.0800, DDP time: 0.0047, Total iter time: 6.3358 [2020-11-09 00:25:09,628][root][INFO] - ===> Epoch[251](6506/26): Loss -0.0686, Sem 0.1668, dir -0.6113, norm 0.3759, swav 0.0000 LR: 3.882e-02 Score 94.062 Data time: 0.1521, Forward time: 2.2668, Backward time: 3.0800, DDP time: 0.0047, Total iter time: 5.2291 [2020-11-09 00:25:14,976][root][INFO] - ===> Epoch[251](6507/26): Loss -0.0599, Sem 0.1469, dir -0.6146, norm 0.4078, swav 0.0000 LR: 3.881e-02 Score 94.918 Data time: 0.1719, Forward time: 2.2667, Backward time: 3.0800, DDP time: 0.0047, Total iter time: 5.2843 [2020-11-09 00:25:20,117][root][INFO] - ===> Epoch[251](6508/26): Loss -0.0480, Sem 0.1438, dir -0.5760, norm 0.3842, swav 0.0000 LR: 3.880e-02 Score 94.664 Data time: 0.1790, Forward time: 2.2667, Backward time: 3.0800, DDP time: 0.0047, Total iter time: 5.0396 [2020-11-09 00:25:27,546][root][INFO] - ===> Epoch[251](6509/26): Loss -0.0516, Sem 0.1569, dir -0.5742, norm 0.3657, swav 0.0000 LR: 3.879e-02 Score 95.076 Data time: 0.2001, Forward time: 2.2666, Backward time: 3.0803, DDP time: 0.0047, Total iter time: 7.3411 [2020-11-09 00:25:35,053][root][INFO] - ===> Epoch[251](6510/26): Loss -0.0532, Sem 0.1712, dir -0.5899, norm 0.3655, swav 0.0000 LR: 3.878e-02 Score 94.184 Data time: 0.2917, Forward time: 2.2667, Backward time: 3.0804, DDP time: 0.0047, Total iter time: 7.3751 [2020-11-09 00:25:42,327][root][INFO] - ===> Epoch[251](6511/26): Loss -0.0365, Sem 0.1328, dir -0.5933, norm 0.4240, swav 0.0000 LR: 3.877e-02 Score 95.464 Data time: 0.2219, Forward time: 2.2668, Backward time: 3.0806, DDP time: 0.0047, Total iter time: 7.1271 [2020-11-09 00:25:47,648][root][INFO] - ===> Epoch[251](6512/26): Loss -0.0570, Sem 0.1331, dir -0.5679, norm 0.3778, swav 0.0000 LR: 3.876e-02 Score 94.882 Data time: 0.2229, Forward time: 2.2668, Backward time: 3.0806, DDP time: 0.0047, Total iter time: 5.1826 [2020-11-09 00:25:52,498][root][INFO] - ===> Epoch[251](6513/26): Loss -0.0451, Sem 0.1426, dir -0.5495, norm 0.3618, swav 0.0000 LR: 3.875e-02 Score 94.922 Data time: 0.2274, Forward time: 2.2668, Backward time: 3.0804, DDP time: 0.0047, Total iter time: 4.7299 [2020-11-09 00:25:57,694][root][INFO] - ===> Epoch[251](6514/26): Loss -0.0970, Sem 0.1765, dir -0.6483, norm 0.3748, swav 0.0000 LR: 3.874e-02 Score 93.738 Data time: 0.2810, Forward time: 2.2668, Backward time: 3.0803, DDP time: 0.0047, Total iter time: 5.0855 [2020-11-09 00:26:03,178][root][INFO] - ===> Epoch[251](6515/26): Loss -0.0152, Sem 0.1708, dir -0.5651, norm 0.3792, swav 0.0000 LR: 3.873e-02 Score 94.254 Data time: 0.1644, Forward time: 2.2668, Backward time: 3.0803, DDP time: 0.0047, Total iter time: 5.3604 [2020-11-09 00:26:08,495][root][INFO] - ===> Epoch[251](6516/26): Loss -0.0157, Sem 0.2065, dir -0.5935, norm 0.3713, swav 0.0000 LR: 3.872e-02 Score 93.770 Data time: 0.2696, Forward time: 2.2668, Backward time: 3.0802, DDP time: 0.0047, Total iter time: 5.2302 [2020-11-09 00:26:12,793][root][INFO] - ===> Epoch[251](6517/26): Loss 0.0029, Sem 0.2078, dir -0.6011, norm 0.3962, swav 0.0000 LR: 3.871e-02 Score 93.388 Data time: 0.1919, Forward time: 2.2668, Backward time: 3.0800, DDP time: 0.0047, Total iter time: 4.1805 [2020-11-09 00:26:18,415][root][INFO] - ===> Epoch[251](6518/26): Loss -0.0274, Sem 0.1856, dir -0.6023, norm 0.3893, swav 0.0000 LR: 3.870e-02 Score 94.271 Data time: 0.1927, Forward time: 2.2667, Backward time: 3.0801, DDP time: 0.0047, Total iter time: 5.5418 [2020-11-09 00:26:24,319][root][INFO] - ===> Epoch[251](6519/26): Loss -0.0747, Sem 0.1339, dir -0.5893, norm 0.3808, swav 0.0000 LR: 3.869e-02 Score 95.477 Data time: 0.2680, Forward time: 2.2668, Backward time: 3.0800, DDP time: 0.0047, Total iter time: 5.8073 [2020-11-09 00:26:29,587][root][INFO] - ===> Epoch[251](6520/26): Loss -0.1057, Sem 0.1517, dir -0.6219, norm 0.3644, swav 0.0000 LR: 3.868e-02 Score 94.611 Data time: 0.2503, Forward time: 2.2668, Backward time: 3.0799, DDP time: 0.0047, Total iter time: 5.1373 [2020-11-09 00:26:35,009][root][INFO] - ===> Epoch[251](6521/26): Loss -0.0979, Sem 0.1687, dir -0.6537, norm 0.3870, swav 0.0000 LR: 3.867e-02 Score 94.128 Data time: 0.2253, Forward time: 2.2669, Backward time: 3.0798, DDP time: 0.0047, Total iter time: 5.2914 [2020-11-09 00:26:40,337][root][INFO] - ===> Epoch[251](6522/26): Loss -0.0889, Sem 0.1624, dir -0.6132, norm 0.3620, swav 0.0000 LR: 3.866e-02 Score 94.395 Data time: 0.2061, Forward time: 2.2669, Backward time: 3.0798, DDP time: 0.0047, Total iter time: 5.2144 [2020-11-09 00:26:46,815][root][INFO] - ===> Epoch[251](6523/26): Loss -0.0757, Sem 0.1328, dir -0.6132, norm 0.4047, swav 0.0000 LR: 3.865e-02 Score 95.668 Data time: 0.2876, Forward time: 2.2670, Backward time: 3.0798, DDP time: 0.0047, Total iter time: 6.3519 [2020-11-09 00:26:51,698][root][INFO] - ===> Epoch[251](6524/26): Loss -0.0586, Sem 0.1820, dir -0.6089, norm 0.3683, swav 0.0000 LR: 3.864e-02 Score 94.270 Data time: 0.2085, Forward time: 2.2670, Backward time: 3.0796, DDP time: 0.0047, Total iter time: 4.7432 [2020-11-09 00:26:57,025][root][INFO] - ===> Epoch[251](6525/26): Loss -0.0389, Sem 0.1418, dir -0.5676, norm 0.3868, swav 0.0000 LR: 3.863e-02 Score 95.131 Data time: 0.3272, Forward time: 2.2670, Backward time: 3.0795, DDP time: 0.0047, Total iter time: 5.2155 [2020-11-09 00:27:02,020][root][INFO] - ===> Epoch[251](6526/26): Loss -0.0882, Sem 0.1542, dir -0.6137, norm 0.3714, swav 0.0000 LR: 3.862e-02 Score 95.296 Data time: 0.2237, Forward time: 2.2671, Backward time: 3.0793, DDP time: 0.0047, Total iter time: 4.8691 [2020-11-09 00:27:08,621][root][INFO] - ===> Epoch[252](6527/26): Loss -0.0171, Sem 0.1851, dir -0.6083, norm 0.4060, swav 0.0000 LR: 3.861e-02 Score 94.567 Data time: 0.2196, Forward time: 2.2671, Backward time: 3.0794, DDP time: 0.0047, Total iter time: 6.4929 [2020-11-09 00:27:15,699][root][INFO] - ===> Epoch[252](6528/26): Loss -0.0851, Sem 0.1682, dir -0.6438, norm 0.3905, swav 0.0000 LR: 3.860e-02 Score 94.620 Data time: 0.1875, Forward time: 2.2671, Backward time: 3.0797, DDP time: 0.0047, Total iter time: 6.9580 [2020-11-09 00:27:20,529][root][INFO] - ===> Epoch[252](6529/26): Loss -0.0696, Sem 0.1461, dir -0.6058, norm 0.3901, swav 0.0000 LR: 3.859e-02 Score 94.551 Data time: 0.2013, Forward time: 2.2670, Backward time: 3.0796, DDP time: 0.0047, Total iter time: 4.7416 [2020-11-09 00:27:25,493][root][INFO] - ===> Epoch[252](6530/26): Loss -0.0828, Sem 0.1658, dir -0.6543, norm 0.4057, swav 0.0000 LR: 3.858e-02 Score 94.046 Data time: 0.2299, Forward time: 2.2670, Backward time: 3.0794, DDP time: 0.0047, Total iter time: 4.8493 [2020-11-09 00:27:29,660][root][INFO] - ===> Epoch[252](6531/26): Loss -0.1286, Sem 0.1173, dir -0.6306, norm 0.3847, swav 0.0000 LR: 3.857e-02 Score 95.972 Data time: 0.2178, Forward time: 2.2670, Backward time: 3.0792, DDP time: 0.0047, Total iter time: 4.0202 [2020-11-09 00:27:35,229][root][INFO] - ===> Epoch[252](6532/26): Loss -0.0390, Sem 0.1697, dir -0.5894, norm 0.3807, swav 0.0000 LR: 3.856e-02 Score 94.494 Data time: 0.2293, Forward time: 2.2670, Backward time: 3.0792, DDP time: 0.0047, Total iter time: 5.4672 [2020-11-09 00:27:42,321][root][INFO] - ===> Epoch[252](6533/26): Loss -0.1323, Sem 0.1423, dir -0.6092, norm 0.3346, swav 0.0000 LR: 3.855e-02 Score 94.926 Data time: 0.2242, Forward time: 2.2671, Backward time: 3.0794, DDP time: 0.0047, Total iter time: 6.9752 [2020-11-09 00:27:47,679][root][INFO] - ===> Epoch[252](6534/26): Loss -0.1276, Sem 0.1366, dir -0.6026, norm 0.3384, swav 0.0000 LR: 3.854e-02 Score 95.775 Data time: 0.1958, Forward time: 2.2670, Backward time: 3.0793, DDP time: 0.0047, Total iter time: 5.2435 [2020-11-09 00:27:52,824][root][INFO] - ===> Epoch[252](6535/26): Loss -0.0219, Sem 0.1595, dir -0.5888, norm 0.4074, swav 0.0000 LR: 3.853e-02 Score 95.258 Data time: 0.2254, Forward time: 2.2671, Backward time: 3.0792, DDP time: 0.0047, Total iter time: 5.0178 [2020-11-09 00:27:59,371][root][INFO] - ===> Epoch[252](6536/26): Loss -0.0943, Sem 0.1523, dir -0.6432, norm 0.3966, swav 0.0000 LR: 3.852e-02 Score 95.024 Data time: 0.2835, Forward time: 2.2672, Backward time: 3.0792, DDP time: 0.0047, Total iter time: 6.4266 [2020-11-09 00:28:06,815][root][INFO] - ===> Epoch[252](6537/26): Loss -0.0494, Sem 0.1665, dir -0.6161, norm 0.4001, swav 0.0000 LR: 3.851e-02 Score 94.323 Data time: 0.1815, Forward time: 2.2671, Backward time: 3.0795, DDP time: 0.0047, Total iter time: 7.3072 [2020-11-09 00:28:11,465][root][INFO] - ===> Epoch[252](6538/26): Loss -0.0322, Sem 0.1401, dir -0.5894, norm 0.4171, swav 0.0000 LR: 3.850e-02 Score 95.247 Data time: 0.2271, Forward time: 2.2671, Backward time: 3.0793, DDP time: 0.0047, Total iter time: 4.5369 [2020-11-09 00:28:18,593][root][INFO] - ===> Epoch[252](6539/26): Loss -0.0206, Sem 0.1951, dir -0.5884, norm 0.3727, swav 0.0000 LR: 3.849e-02 Score 93.982 Data time: 0.3186, Forward time: 2.2673, Backward time: 3.0794, DDP time: 0.0047, Total iter time: 7.0156 [2020-11-09 00:28:24,552][root][INFO] - ===> Epoch[252](6540/26): Loss -0.0480, Sem 0.1616, dir -0.5925, norm 0.3829, swav 0.0000 LR: 3.848e-02 Score 94.304 Data time: 0.2087, Forward time: 2.2673, Backward time: 3.0794, DDP time: 0.0047, Total iter time: 5.8152 [2020-11-09 00:28:29,168][root][INFO] - ===> Epoch[252](6541/26): Loss -0.0940, Sem 0.1589, dir -0.6340, norm 0.3810, swav 0.0000 LR: 3.847e-02 Score 95.069 Data time: 0.2107, Forward time: 2.2673, Backward time: 3.0793, DDP time: 0.0047, Total iter time: 4.5009 [2020-11-09 00:28:34,530][root][INFO] - ===> Epoch[252](6542/26): Loss -0.0908, Sem 0.1465, dir -0.6158, norm 0.3785, swav 0.0000 LR: 3.846e-02 Score 95.439 Data time: 0.2460, Forward time: 2.2673, Backward time: 3.0791, DDP time: 0.0047, Total iter time: 5.2626 [2020-11-09 00:28:39,328][root][INFO] - ===> Epoch[252](6543/26): Loss -0.1175, Sem 0.1555, dir -0.6619, norm 0.3889, swav 0.0000 LR: 3.845e-02 Score 94.104 Data time: 0.2158, Forward time: 2.2673, Backward time: 3.0790, DDP time: 0.0047, Total iter time: 4.6606 [2020-11-09 00:28:45,357][root][INFO] - ===> Epoch[252](6544/26): Loss -0.0244, Sem 0.1648, dir -0.5668, norm 0.3776, swav 0.0000 LR: 3.844e-02 Score 95.075 Data time: 0.2080, Forward time: 2.2673, Backward time: 3.0790, DDP time: 0.0047, Total iter time: 5.9289 [2020-11-09 00:28:49,923][root][INFO] - ===> Epoch[252](6545/26): Loss -0.0418, Sem 0.1368, dir -0.5989, norm 0.4203, swav 0.0000 LR: 3.843e-02 Score 95.556 Data time: 0.1968, Forward time: 2.2673, Backward time: 3.0789, DDP time: 0.0047, Total iter time: 4.4503 [2020-11-09 00:28:56,387][root][INFO] - ===> Epoch[252](6546/26): Loss 0.0024, Sem 0.1900, dir -0.5602, norm 0.3726, swav 0.0000 LR: 3.842e-02 Score 93.794 Data time: 0.2806, Forward time: 2.2674, Backward time: 3.0789, DDP time: 0.0047, Total iter time: 6.3684 [2020-11-09 00:29:02,934][root][INFO] - ===> Epoch[252](6547/26): Loss -0.0884, Sem 0.1492, dir -0.5992, norm 0.3616, swav 0.0000 LR: 3.841e-02 Score 95.423 Data time: 0.2137, Forward time: 2.2674, Backward time: 3.0790, DDP time: 0.0047, Total iter time: 6.3880 [2020-11-09 00:29:09,589][root][INFO] - ===> Epoch[252](6548/26): Loss -0.1215, Sem 0.1090, dir -0.6343, norm 0.4038, swav 0.0000 LR: 3.840e-02 Score 96.355 Data time: 0.2153, Forward time: 2.2675, Backward time: 3.0791, DDP time: 0.0047, Total iter time: 6.5448 [2020-11-09 00:29:15,313][root][INFO] - ===> Epoch[252](6549/26): Loss -0.0520, Sem 0.1541, dir -0.5858, norm 0.3797, swav 0.0000 LR: 3.839e-02 Score 95.035 Data time: 0.1505, Forward time: 2.2674, Backward time: 3.0792, DDP time: 0.0047, Total iter time: 5.5950 [2020-11-09 00:29:21,093][root][INFO] - ===> Epoch[252](6550/26): Loss -0.1212, Sem 0.1175, dir -0.5895, norm 0.3508, swav 0.0000 LR: 3.838e-02 Score 95.929 Data time: 0.2034, Forward time: 2.2674, Backward time: 3.0792, DDP time: 0.0047, Total iter time: 5.6629 [2020-11-09 00:29:26,484][root][INFO] - ===> Epoch[252](6551/26): Loss -0.0962, Sem 0.1553, dir -0.6070, norm 0.3555, swav 0.0000 LR: 3.837e-02 Score 95.463 Data time: 0.2487, Forward time: 2.2674, Backward time: 3.0791, DDP time: 0.0047, Total iter time: 5.2707 [2020-11-09 00:29:30,769][root][INFO] - ===> Epoch[252](6552/26): Loss -0.1105, Sem 0.1603, dir -0.6419, norm 0.3710, swav 0.0000 LR: 3.836e-02 Score 94.521 Data time: 0.2033, Forward time: 2.2674, Backward time: 3.0789, DDP time: 0.0047, Total iter time: 4.1322 [2020-11-09 00:29:36,467][root][INFO] - ===> Epoch[253](6553/26): Loss 0.0389, Sem 0.1732, dir -0.5491, norm 0.4148, swav 0.0000 LR: 3.835e-02 Score 93.680 Data time: 0.1937, Forward time: 2.2674, Backward time: 3.0789, DDP time: 0.0047, Total iter time: 5.5819 [2020-11-09 00:29:41,056][root][INFO] - ===> Epoch[253](6554/26): Loss -0.1284, Sem 0.1363, dir -0.6270, norm 0.3623, swav 0.0000 LR: 3.834e-02 Score 95.400 Data time: 0.1814, Forward time: 2.2673, Backward time: 3.0788, DDP time: 0.0047, Total iter time: 4.4789 [2020-11-09 00:29:47,865][root][INFO] - ===> Epoch[253](6555/26): Loss -0.0165, Sem 0.1793, dir -0.5691, norm 0.3732, swav 0.0000 LR: 3.833e-02 Score 94.230 Data time: 0.2676, Forward time: 2.2674, Backward time: 3.0789, DDP time: 0.0047, Total iter time: 6.7210 [2020-11-09 00:29:54,573][root][INFO] - ===> Epoch[253](6556/26): Loss 0.0212, Sem 0.1783, dir -0.5386, norm 0.3816, swav 0.0000 LR: 3.832e-02 Score 94.546 Data time: 0.1578, Forward time: 2.2673, Backward time: 3.0791, DDP time: 0.0047, Total iter time: 6.5821 [2020-11-09 00:29:59,470][root][INFO] - ===> Epoch[253](6557/26): Loss 0.0017, Sem 0.1943, dir -0.6100, norm 0.4175, swav 0.0000 LR: 3.831e-02 Score 94.476 Data time: 0.2334, Forward time: 2.2673, Backward time: 3.0790, DDP time: 0.0047, Total iter time: 4.8082 [2020-11-09 00:30:05,794][root][INFO] - ===> Epoch[253](6558/26): Loss -0.0251, Sem 0.1853, dir -0.6075, norm 0.3971, swav 0.0000 LR: 3.830e-02 Score 94.148 Data time: 0.2211, Forward time: 2.2673, Backward time: 3.0790, DDP time: 0.0047, Total iter time: 6.1697 [2020-11-09 00:30:10,493][root][INFO] - ===> Epoch[253](6559/26): Loss -0.0780, Sem 0.1345, dir -0.6246, norm 0.4121, swav 0.0000 LR: 3.829e-02 Score 96.010 Data time: 0.1524, Forward time: 2.2672, Backward time: 3.0789, DDP time: 0.0047, Total iter time: 4.5689 [2020-11-09 00:30:16,814][root][INFO] - ===> Epoch[253](6560/26): Loss -0.0592, Sem 0.1447, dir -0.6213, norm 0.4173, swav 0.0000 LR: 3.828e-02 Score 95.182 Data time: 0.1556, Forward time: 2.2672, Backward time: 3.0791, DDP time: 0.0047, Total iter time: 6.2216 [2020-11-09 00:30:22,029][root][INFO] - ===> Epoch[253](6561/26): Loss -0.0114, Sem 0.1322, dir -0.5928, norm 0.4492, swav 0.0000 LR: 3.827e-02 Score 96.065 Data time: 0.2064, Forward time: 2.2671, Backward time: 3.0791, DDP time: 0.0047, Total iter time: 5.1078 [2020-11-09 00:30:27,142][root][INFO] - ===> Epoch[253](6562/26): Loss -0.0999, Sem 0.1782, dir -0.6625, norm 0.3844, swav 0.0000 LR: 3.826e-02 Score 93.983 Data time: 0.2328, Forward time: 2.2671, Backward time: 3.0790, DDP time: 0.0047, Total iter time: 4.9842 [2020-11-09 00:30:32,797][root][INFO] - ===> Epoch[253](6563/26): Loss -0.0636, Sem 0.1823, dir -0.6195, norm 0.3736, swav 0.0000 LR: 3.825e-02 Score 94.679 Data time: 0.2342, Forward time: 2.2672, Backward time: 3.0789, DDP time: 0.0047, Total iter time: 5.5098 [2020-11-09 00:30:38,553][root][INFO] - ===> Epoch[253](6564/26): Loss -0.0372, Sem 0.1728, dir -0.6063, norm 0.3963, swav 0.0000 LR: 3.824e-02 Score 94.377 Data time: 0.2511, Forward time: 2.2672, Backward time: 3.0789, DDP time: 0.0047, Total iter time: 5.6149 [2020-11-09 00:30:43,860][root][INFO] - ===> Epoch[253](6565/26): Loss 0.0630, Sem 0.2136, dir -0.5696, norm 0.4190, swav 0.0000 LR: 3.823e-02 Score 93.164 Data time: 0.2387, Forward time: 2.2672, Backward time: 3.0788, DDP time: 0.0047, Total iter time: 5.1930 [2020-11-09 00:30:50,312][root][INFO] - ===> Epoch[253](6566/26): Loss -0.0532, Sem 0.1566, dir -0.5869, norm 0.3771, swav 0.0000 LR: 3.822e-02 Score 94.287 Data time: 0.2396, Forward time: 2.2673, Backward time: 3.0788, DDP time: 0.0047, Total iter time: 6.3067 [2020-11-09 00:30:54,865][root][INFO] - ===> Epoch[253](6567/26): Loss -0.0980, Sem 0.1637, dir -0.6099, norm 0.3483, swav 0.0000 LR: 3.821e-02 Score 94.580 Data time: 0.2258, Forward time: 2.2673, Backward time: 3.0786, DDP time: 0.0047, Total iter time: 4.4107 [2020-11-09 00:30:59,359][root][INFO] - ===> Epoch[253](6568/26): Loss -0.0327, Sem 0.1805, dir -0.6230, norm 0.4098, swav 0.0000 LR: 3.820e-02 Score 94.073 Data time: 0.2183, Forward time: 2.2673, Backward time: 3.0785, DDP time: 0.0047, Total iter time: 4.3789 [2020-11-09 00:31:05,279][root][INFO] - ===> Epoch[253](6569/26): Loss 0.0838, Sem 0.1965, dir -0.5777, norm 0.4650, swav 0.0000 LR: 3.819e-02 Score 94.190 Data time: 0.2413, Forward time: 2.2673, Backward time: 3.0785, DDP time: 0.0047, Total iter time: 5.8051 [2020-11-09 00:31:10,793][root][INFO] - ===> Epoch[253](6570/26): Loss -0.0807, Sem 0.1957, dir -0.6527, norm 0.3764, swav 0.0000 LR: 3.818e-02 Score 93.271 Data time: 0.2374, Forward time: 2.2673, Backward time: 3.0784, DDP time: 0.0047, Total iter time: 5.3583 [2020-11-09 00:31:16,363][root][INFO] - ===> Epoch[253](6571/26): Loss -0.0349, Sem 0.1830, dir -0.6066, norm 0.3887, swav 0.0000 LR: 3.817e-02 Score 93.753 Data time: 0.1824, Forward time: 2.2673, Backward time: 3.0784, DDP time: 0.0047, Total iter time: 5.4363 [2020-11-09 00:31:21,570][root][INFO] - ===> Epoch[253](6572/26): Loss 0.0641, Sem 0.1824, dir -0.5442, norm 0.4259, swav 0.0000 LR: 3.816e-02 Score 93.915 Data time: 0.2062, Forward time: 2.2672, Backward time: 3.0784, DDP time: 0.0047, Total iter time: 5.0693 [2020-11-09 00:31:27,386][root][INFO] - ===> Epoch[253](6573/26): Loss -0.0659, Sem 0.1427, dir -0.5814, norm 0.3728, swav 0.0000 LR: 3.815e-02 Score 95.551 Data time: 0.2104, Forward time: 2.2672, Backward time: 3.0784, DDP time: 0.0047, Total iter time: 5.7081 [2020-11-09 00:31:32,126][root][INFO] - ===> Epoch[253](6574/26): Loss -0.0743, Sem 0.1451, dir -0.6029, norm 0.3836, swav 0.0000 LR: 3.814e-02 Score 95.097 Data time: 0.2280, Forward time: 2.2672, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 4.6070 [2020-11-09 00:31:38,313][root][INFO] - ===> Epoch[253](6575/26): Loss 0.0013, Sem 0.1790, dir -0.6002, norm 0.4226, swav 0.0000 LR: 3.813e-02 Score 93.888 Data time: 0.2256, Forward time: 2.2673, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 6.0812 [2020-11-09 00:31:43,975][root][INFO] - ===> Epoch[253](6576/26): Loss -0.0499, Sem 0.1686, dir -0.6178, norm 0.3994, swav 0.0000 LR: 3.812e-02 Score 93.995 Data time: 0.2616, Forward time: 2.2673, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 5.4982 [2020-11-09 00:31:49,714][root][INFO] - ===> Epoch[253](6577/26): Loss -0.0895, Sem 0.1178, dir -0.5773, norm 0.3700, swav 0.0000 LR: 3.811e-02 Score 95.855 Data time: 0.1877, Forward time: 2.2672, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 5.6100 [2020-11-09 00:31:54,620][root][INFO] - ===> Epoch[253](6578/26): Loss -0.0584, Sem 0.1694, dir -0.5974, norm 0.3696, swav 0.0000 LR: 3.810e-02 Score 94.778 Data time: 0.1816, Forward time: 2.2672, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 4.8052 [2020-11-09 00:32:01,199][root][INFO] - ===> Epoch[254](6579/26): Loss -0.0417, Sem 0.1312, dir -0.5746, norm 0.4017, swav 0.0000 LR: 3.809e-02 Score 95.505 Data time: 0.2062, Forward time: 2.2672, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 6.4819 [2020-11-09 00:32:07,573][root][INFO] - ===> Epoch[254](6580/26): Loss -0.0821, Sem 0.1414, dir -0.6074, norm 0.3838, swav 0.0000 LR: 3.808e-02 Score 94.832 Data time: 0.2056, Forward time: 2.2671, Backward time: 3.0785, DDP time: 0.0047, Total iter time: 6.2671 [2020-11-09 00:32:13,666][root][INFO] - ===> Epoch[254](6581/26): Loss -0.0816, Sem 0.1676, dir -0.5797, norm 0.3305, swav 0.0000 LR: 3.807e-02 Score 94.454 Data time: 0.1860, Forward time: 2.2671, Backward time: 3.0785, DDP time: 0.0047, Total iter time: 5.9713 [2020-11-09 00:32:18,681][root][INFO] - ===> Epoch[254](6582/26): Loss -0.0115, Sem 0.1969, dir -0.6253, norm 0.4168, swav 0.0000 LR: 3.806e-02 Score 94.613 Data time: 0.2061, Forward time: 2.2671, Backward time: 3.0785, DDP time: 0.0047, Total iter time: 4.9219 [2020-11-09 00:32:23,529][root][INFO] - ===> Epoch[254](6583/26): Loss -0.0690, Sem 0.1595, dir -0.6002, norm 0.3718, swav 0.0000 LR: 3.805e-02 Score 94.624 Data time: 0.2120, Forward time: 2.2671, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 4.7398 [2020-11-09 00:32:28,711][root][INFO] - ===> Epoch[254](6584/26): Loss -0.1316, Sem 0.1508, dir -0.6410, norm 0.3586, swav 0.0000 LR: 3.804e-02 Score 95.262 Data time: 0.2184, Forward time: 2.2670, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 5.0589 [2020-11-09 00:32:34,235][root][INFO] - ===> Epoch[254](6585/26): Loss -0.0580, Sem 0.1932, dir -0.6271, norm 0.3758, swav 0.0000 LR: 3.803e-02 Score 93.860 Data time: 0.2675, Forward time: 2.2671, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 5.4095 [2020-11-09 00:32:40,304][root][INFO] - ===> Epoch[254](6586/26): Loss -0.0598, Sem 0.1645, dir -0.6294, norm 0.4052, swav 0.0000 LR: 3.802e-02 Score 94.280 Data time: 0.2246, Forward time: 2.2671, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 5.9289 [2020-11-09 00:32:45,206][root][INFO] - ===> Epoch[254](6587/26): Loss -0.0901, Sem 0.1469, dir -0.5894, norm 0.3525, swav 0.0000 LR: 3.801e-02 Score 95.578 Data time: 0.2375, Forward time: 2.2672, Backward time: 3.0780, DDP time: 0.0047, Total iter time: 4.8093 [2020-11-09 00:32:50,840][root][INFO] - ===> Epoch[254](6588/26): Loss -0.0507, Sem 0.1411, dir -0.6018, norm 0.4100, swav 0.0000 LR: 3.800e-02 Score 95.281 Data time: 0.1951, Forward time: 2.2671, Backward time: 3.0780, DDP time: 0.0047, Total iter time: 5.5144 [2020-11-09 00:32:55,749][root][INFO] - ===> Epoch[254](6589/26): Loss -0.0356, Sem 0.1790, dir -0.6002, norm 0.3856, swav 0.0000 LR: 3.799e-02 Score 93.634 Data time: 0.2154, Forward time: 2.2671, Backward time: 3.0779, DDP time: 0.0047, Total iter time: 4.8145 [2020-11-09 00:33:01,696][root][INFO] - ===> Epoch[254](6590/26): Loss -0.0469, Sem 0.1565, dir -0.5910, norm 0.3876, swav 0.0000 LR: 3.798e-02 Score 94.325 Data time: 0.2675, Forward time: 2.2672, Backward time: 3.0779, DDP time: 0.0047, Total iter time: 5.8331 [2020-11-09 00:33:08,737][root][INFO] - ===> Epoch[254](6591/26): Loss -0.0123, Sem 0.1716, dir -0.5560, norm 0.3721, swav 0.0000 LR: 3.797e-02 Score 94.845 Data time: 0.1674, Forward time: 2.2672, Backward time: 3.0781, DDP time: 0.0047, Total iter time: 6.9035 [2020-11-09 00:33:14,826][root][INFO] - ===> Epoch[254](6592/26): Loss -0.0288, Sem 0.1665, dir -0.5831, norm 0.3878, swav 0.0000 LR: 3.796e-02 Score 94.622 Data time: 0.2103, Forward time: 2.2672, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 5.9734 [2020-11-09 00:33:20,548][root][INFO] - ===> Epoch[254](6593/26): Loss 0.0584, Sem 0.1968, dir -0.5688, norm 0.4304, swav 0.0000 LR: 3.795e-02 Score 93.209 Data time: 0.1912, Forward time: 2.2671, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 5.5696 [2020-11-09 00:33:27,233][root][INFO] - ===> Epoch[254](6594/26): Loss -0.0429, Sem 0.1370, dir -0.5773, norm 0.3974, swav 0.0000 LR: 3.794e-02 Score 94.763 Data time: 0.2756, Forward time: 2.2672, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 6.5738 [2020-11-09 00:33:33,188][root][INFO] - ===> Epoch[254](6595/26): Loss -0.0539, Sem 0.1638, dir -0.6187, norm 0.4009, swav 0.0000 LR: 3.793e-02 Score 94.688 Data time: 0.2743, Forward time: 2.2673, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 5.8294 [2020-11-09 00:33:39,881][root][INFO] - ===> Epoch[254](6596/26): Loss -0.1040, Sem 0.1336, dir -0.6048, norm 0.3672, swav 0.0000 LR: 3.792e-02 Score 95.938 Data time: 0.1628, Forward time: 2.2672, Backward time: 3.0784, DDP time: 0.0047, Total iter time: 6.5586 [2020-11-09 00:33:45,162][root][INFO] - ===> Epoch[254](6597/26): Loss -0.0387, Sem 0.2078, dir -0.6601, norm 0.4135, swav 0.0000 LR: 3.791e-02 Score 93.528 Data time: 0.2364, Forward time: 2.2673, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 5.1732 [2020-11-09 00:33:52,063][root][INFO] - ===> Epoch[254](6598/26): Loss -0.0355, Sem 0.1631, dir -0.5824, norm 0.3838, swav 0.0000 LR: 3.790e-02 Score 95.131 Data time: 0.2440, Forward time: 2.2673, Backward time: 3.0784, DDP time: 0.0047, Total iter time: 6.7744 [2020-11-09 00:33:56,929][root][INFO] - ===> Epoch[254](6599/26): Loss -0.1032, Sem 0.1506, dir -0.6417, norm 0.3879, swav 0.0000 LR: 3.789e-02 Score 94.672 Data time: 0.1926, Forward time: 2.2673, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 4.7556 [2020-11-09 00:34:02,243][root][INFO] - ===> Epoch[254](6600/26): Loss -0.0650, Sem 0.1779, dir -0.6266, norm 0.3836, swav 0.0000 LR: 3.788e-02 Score 93.956 Data time: 0.1989, Forward time: 2.2672, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 5.1993 [2020-11-09 00:34:06,852][root][INFO] - ===> Epoch[254](6601/26): Loss -0.0260, Sem 0.1529, dir -0.5975, norm 0.4186, swav 0.0000 LR: 3.787e-02 Score 94.544 Data time: 0.1759, Forward time: 2.2672, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 4.5044 [2020-11-09 00:34:13,417][root][INFO] - ===> Epoch[254](6602/26): Loss 0.0080, Sem 0.1641, dir -0.5505, norm 0.3944, swav 0.0000 LR: 3.786e-02 Score 94.715 Data time: 0.1930, Forward time: 2.2671, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 6.4763 [2020-11-09 00:34:18,847][root][INFO] - ===> Epoch[254](6603/26): Loss -0.0612, Sem 0.1541, dir -0.5852, norm 0.3700, swav 0.0000 LR: 3.785e-02 Score 94.861 Data time: 0.2206, Forward time: 2.2671, Backward time: 3.0783, DDP time: 0.0047, Total iter time: 5.3151 [2020-11-09 00:34:24,057][root][INFO] - ===> Epoch[254](6604/26): Loss -0.0406, Sem 0.1591, dir -0.5818, norm 0.3821, swav 0.0000 LR: 3.784e-02 Score 94.703 Data time: 0.2052, Forward time: 2.2671, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 5.0853 [2020-11-09 00:34:29,790][root][INFO] - ===> Epoch[255](6605/26): Loss -0.0128, Sem 0.1728, dir -0.5630, norm 0.3774, swav 0.0000 LR: 3.783e-02 Score 94.768 Data time: 0.2176, Forward time: 2.2671, Backward time: 3.0782, DDP time: 0.0047, Total iter time: 5.5984 [2020-11-09 00:34:34,455][root][INFO] - ===> Epoch[255](6606/26): Loss -0.0262, Sem 0.1788, dir -0.5888, norm 0.3838, swav 0.0000 LR: 3.782e-02 Score 93.828 Data time: 0.2220, Forward time: 2.2671, Backward time: 3.0780, DDP time: 0.0047, Total iter time: 4.5490 [2020-11-09 00:34:39,939][root][INFO] - ===> Epoch[255](6607/26): Loss 0.0055, Sem 0.1919, dir -0.5767, norm 0.3903, swav 0.0000 LR: 3.781e-02 Score 93.949 Data time: 0.2466, Forward time: 2.2672, Backward time: 3.0780, DDP time: 0.0047, Total iter time: 5.3652 [2020-11-09 00:34:45,458][root][INFO] - ===> Epoch[255](6608/26): Loss -0.0362, Sem 0.1509, dir -0.5779, norm 0.3908, swav 0.0000 LR: 3.780e-02 Score 94.942 Data time: 0.2407, Forward time: 2.2672, Backward time: 3.0779, DDP time: 0.0047, Total iter time: 5.3758 [2020-11-09 00:34:51,856][root][INFO] - ===> Epoch[255](6609/26): Loss -0.1200, Sem 0.1306, dir -0.6112, norm 0.3606, swav 0.0000 LR: 3.779e-02 Score 95.926 Data time: 0.2199, Forward time: 2.2672, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.2644 [2020-11-09 00:34:57,920][root][INFO] - ===> Epoch[255](6610/26): Loss -0.1414, Sem 0.1602, dir -0.6837, norm 0.3821, swav 0.0000 LR: 3.778e-02 Score 94.115 Data time: 0.1987, Forward time: 2.2672, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.9464 [2020-11-09 00:35:03,998][root][INFO] - ===> Epoch[255](6611/26): Loss -0.0711, Sem 0.1563, dir -0.5927, norm 0.3653, swav 0.0000 LR: 3.777e-02 Score 94.442 Data time: 0.2570, Forward time: 2.2673, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.9504 [2020-11-09 00:35:10,621][root][INFO] - ===> Epoch[255](6612/26): Loss -0.0902, Sem 0.1631, dir -0.6014, norm 0.3482, swav 0.0000 LR: 3.776e-02 Score 94.506 Data time: 0.3673, Forward time: 2.2674, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 6.4828 [2020-11-09 00:35:17,120][root][INFO] - ===> Epoch[255](6613/26): Loss -0.0953, Sem 0.1447, dir -0.5923, norm 0.3523, swav 0.0000 LR: 3.775e-02 Score 95.316 Data time: 0.2528, Forward time: 2.2675, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.3540 [2020-11-09 00:35:22,506][root][INFO] - ===> Epoch[255](6614/26): Loss -0.1083, Sem 0.1501, dir -0.6315, norm 0.3731, swav 0.0000 LR: 3.774e-02 Score 95.688 Data time: 0.2784, Forward time: 2.2676, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.2478 [2020-11-09 00:35:28,791][root][INFO] - ===> Epoch[255](6615/26): Loss -0.1059, Sem 0.1526, dir -0.6182, norm 0.3597, swav 0.0000 LR: 3.773e-02 Score 94.880 Data time: 0.1791, Forward time: 2.2675, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.1688 [2020-11-09 00:35:35,323][root][INFO] - ===> Epoch[255](6616/26): Loss -0.0578, Sem 0.1644, dir -0.5848, norm 0.3626, swav 0.0000 LR: 3.772e-02 Score 94.357 Data time: 0.2075, Forward time: 2.2675, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.4306 [2020-11-09 00:35:41,301][root][INFO] - ===> Epoch[255](6617/26): Loss -0.0774, Sem 0.1501, dir -0.5885, norm 0.3610, swav 0.0000 LR: 3.771e-02 Score 95.326 Data time: 0.1871, Forward time: 2.2674, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.8687 [2020-11-09 00:35:48,066][root][INFO] - ===> Epoch[255](6618/26): Loss -0.1707, Sem 0.1362, dir -0.6843, norm 0.3774, swav 0.0000 LR: 3.770e-02 Score 95.454 Data time: 0.2085, Forward time: 2.2674, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 6.6471 [2020-11-09 00:35:53,614][root][INFO] - ===> Epoch[255](6619/26): Loss -0.0746, Sem 0.1522, dir -0.6350, norm 0.4082, swav 0.0000 LR: 3.769e-02 Score 94.943 Data time: 0.1829, Forward time: 2.2674, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.4197 [2020-11-09 00:35:59,186][root][INFO] - ===> Epoch[255](6620/26): Loss 0.0189, Sem 0.1554, dir -0.5578, norm 0.4212, swav 0.0000 LR: 3.768e-02 Score 94.650 Data time: 0.2598, Forward time: 2.2674, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 5.4743 [2020-11-09 00:36:04,599][root][INFO] - ===> Epoch[255](6621/26): Loss -0.0235, Sem 0.1941, dir -0.6271, norm 0.4095, swav 0.0000 LR: 3.767e-02 Score 94.060 Data time: 0.1757, Forward time: 2.2674, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 5.2615 [2020-11-09 00:36:09,945][root][INFO] - ===> Epoch[255](6622/26): Loss -0.1151, Sem 0.1262, dir -0.6143, norm 0.3730, swav 0.0000 LR: 3.766e-02 Score 95.856 Data time: 0.2640, Forward time: 2.2674, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.2524 [2020-11-09 00:36:15,754][root][INFO] - ===> Epoch[255](6623/26): Loss -0.1049, Sem 0.1322, dir -0.5988, norm 0.3617, swav 0.0000 LR: 3.765e-02 Score 95.416 Data time: 0.2681, Forward time: 2.2675, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.7137 [2020-11-09 00:36:20,764][root][INFO] - ===> Epoch[255](6624/26): Loss -0.0501, Sem 0.1538, dir -0.6182, norm 0.4143, swav 0.0000 LR: 3.764e-02 Score 94.651 Data time: 0.1990, Forward time: 2.2674, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 4.8891 [2020-11-09 00:36:26,799][root][INFO] - ===> Epoch[255](6625/26): Loss -0.0246, Sem 0.1549, dir -0.5619, norm 0.3823, swav 0.0000 LR: 3.763e-02 Score 94.917 Data time: 0.2540, Forward time: 2.2675, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.9281 [2020-11-09 00:36:32,186][root][INFO] - ===> Epoch[255](6626/26): Loss -0.0322, Sem 0.1897, dir -0.6047, norm 0.3828, swav 0.0000 LR: 3.762e-02 Score 93.806 Data time: 0.2480, Forward time: 2.2675, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.2464 [2020-11-09 00:36:39,151][root][INFO] - ===> Epoch[255](6627/26): Loss -0.0886, Sem 0.1645, dir -0.6361, norm 0.3831, swav 0.0000 LR: 3.761e-02 Score 94.633 Data time: 0.2669, Forward time: 2.2675, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 6.8534 [2020-11-09 00:36:44,449][root][INFO] - ===> Epoch[255](6628/26): Loss -0.1156, Sem 0.1392, dir -0.6241, norm 0.3693, swav 0.0000 LR: 3.760e-02 Score 95.370 Data time: 0.2597, Forward time: 2.2675, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.1669 [2020-11-09 00:36:49,450][root][INFO] - ===> Epoch[255](6629/26): Loss -0.0486, Sem 0.1790, dir -0.5968, norm 0.3692, swav 0.0000 LR: 3.759e-02 Score 93.861 Data time: 0.2427, Forward time: 2.2675, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.8662 [2020-11-09 00:36:56,373][root][INFO] - ===> Epoch[255](6630/26): Loss -0.1047, Sem 0.1175, dir -0.5983, norm 0.3761, swav 0.0000 LR: 3.758e-02 Score 96.011 Data time: 0.1919, Forward time: 2.2675, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.8092 [2020-11-09 00:37:03,721][root][INFO] - ===> Epoch[256](6631/26): Loss -0.1812, Sem 0.1277, dir -0.6425, norm 0.3336, swav 0.0000 LR: 3.757e-02 Score 96.048 Data time: 0.2354, Forward time: 2.2675, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 7.2428 [2020-11-09 00:37:08,968][root][INFO] - ===> Epoch[256](6632/26): Loss -0.1246, Sem 0.1504, dir -0.6539, norm 0.3790, swav 0.0000 LR: 3.756e-02 Score 95.193 Data time: 0.2262, Forward time: 2.2675, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 5.1194 [2020-11-09 00:37:15,569][root][INFO] - ===> Epoch[256](6633/26): Loss -0.0543, Sem 0.1500, dir -0.5750, norm 0.3707, swav 0.0000 LR: 3.755e-02 Score 95.170 Data time: 0.2649, Forward time: 2.2676, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 6.4921 [2020-11-09 00:37:21,457][root][INFO] - ===> Epoch[256](6634/26): Loss -0.0451, Sem 0.2006, dir -0.6511, norm 0.4055, swav 0.0000 LR: 3.754e-02 Score 93.577 Data time: 0.2892, Forward time: 2.2677, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.7489 [2020-11-09 00:37:27,223][root][INFO] - ===> Epoch[256](6635/26): Loss -0.0804, Sem 0.1658, dir -0.6283, norm 0.3820, swav 0.0000 LR: 3.753e-02 Score 95.523 Data time: 0.2845, Forward time: 2.2678, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.6267 [2020-11-09 00:37:33,575][root][INFO] - ===> Epoch[256](6636/26): Loss -0.0677, Sem 0.1857, dir -0.6389, norm 0.3856, swav 0.0000 LR: 3.752e-02 Score 93.887 Data time: 0.2978, Forward time: 2.2679, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.2263 [2020-11-09 00:37:40,391][root][INFO] - ===> Epoch[256](6637/26): Loss 0.0188, Sem 0.2482, dir -0.6470, norm 0.4176, swav 0.0000 LR: 3.751e-02 Score 91.911 Data time: 0.1730, Forward time: 2.2679, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 6.6621 [2020-11-09 00:37:45,437][root][INFO] - ===> Epoch[256](6638/26): Loss -0.0609, Sem 0.1667, dir -0.5880, norm 0.3604, swav 0.0000 LR: 3.750e-02 Score 94.227 Data time: 0.2596, Forward time: 2.2679, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 4.9416 [2020-11-09 00:37:50,547][root][INFO] - ===> Epoch[256](6639/26): Loss -0.0577, Sem 0.1647, dir -0.6008, norm 0.3785, swav 0.0000 LR: 3.749e-02 Score 94.665 Data time: 0.2177, Forward time: 2.2679, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 4.9836 [2020-11-09 00:37:56,427][root][INFO] - ===> Epoch[256](6640/26): Loss -0.1298, Sem 0.1463, dir -0.6227, norm 0.3467, swav 0.0000 LR: 3.748e-02 Score 95.634 Data time: 0.1781, Forward time: 2.2678, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.7697 [2020-11-09 00:38:01,730][root][INFO] - ===> Epoch[256](6641/26): Loss -0.0852, Sem 0.1457, dir -0.6089, norm 0.3780, swav 0.0000 LR: 3.747e-02 Score 95.800 Data time: 0.2461, Forward time: 2.2679, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.2020 [2020-11-09 00:38:07,335][root][INFO] - ===> Epoch[256](6642/26): Loss -0.1586, Sem 0.1530, dir -0.6816, norm 0.3700, swav 0.0000 LR: 3.746e-02 Score 94.864 Data time: 0.2352, Forward time: 2.2679, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.4714 [2020-11-09 00:38:12,100][root][INFO] - ===> Epoch[256](6643/26): Loss -0.1133, Sem 0.1531, dir -0.6214, norm 0.3550, swav 0.0000 LR: 3.745e-02 Score 95.726 Data time: 0.1676, Forward time: 2.2679, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.6394 [2020-11-09 00:38:17,068][root][INFO] - ===> Epoch[256](6644/26): Loss -0.0527, Sem 0.1492, dir -0.6061, norm 0.4042, swav 0.0000 LR: 3.744e-02 Score 95.034 Data time: 0.2010, Forward time: 2.2678, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 4.8526 [2020-11-09 00:38:23,711][root][INFO] - ===> Epoch[256](6645/26): Loss -0.0878, Sem 0.1084, dir -0.5882, norm 0.3920, swav 0.0000 LR: 3.743e-02 Score 96.287 Data time: 0.2134, Forward time: 2.2678, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 6.5315 [2020-11-09 00:38:29,525][root][INFO] - ===> Epoch[256](6646/26): Loss -0.1143, Sem 0.1209, dir -0.5996, norm 0.3644, swav 0.0000 LR: 3.742e-02 Score 95.637 Data time: 0.2398, Forward time: 2.2678, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.6809 [2020-11-09 00:38:35,608][root][INFO] - ===> Epoch[256](6647/26): Loss -0.1269, Sem 0.1150, dir -0.6317, norm 0.3898, swav 0.0000 LR: 3.741e-02 Score 96.541 Data time: 0.1996, Forward time: 2.2679, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.9417 [2020-11-09 00:38:40,489][root][INFO] - ===> Epoch[256](6648/26): Loss -0.0396, Sem 0.1617, dir -0.5916, norm 0.3902, swav 0.0000 LR: 3.740e-02 Score 94.839 Data time: 0.2217, Forward time: 2.2678, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 4.7511 [2020-11-09 00:38:46,561][root][INFO] - ===> Epoch[256](6649/26): Loss -0.1594, Sem 0.1115, dir -0.6459, norm 0.3750, swav 0.0000 LR: 3.739e-02 Score 96.214 Data time: 0.2658, Forward time: 2.2679, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.9739 [2020-11-09 00:38:52,470][root][INFO] - ===> Epoch[256](6650/26): Loss -0.0769, Sem 0.1553, dir -0.5814, norm 0.3492, swav 0.0000 LR: 3.738e-02 Score 94.769 Data time: 0.2717, Forward time: 2.2680, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.7793 [2020-11-09 00:38:58,495][root][INFO] - ===> Epoch[256](6651/26): Loss -0.0957, Sem 0.1156, dir -0.5875, norm 0.3761, swav 0.0000 LR: 3.737e-02 Score 96.099 Data time: 0.2434, Forward time: 2.2680, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.8997 [2020-11-09 00:39:03,708][root][INFO] - ===> Epoch[256](6652/26): Loss -0.1082, Sem 0.1448, dir -0.6084, norm 0.3554, swav 0.0000 LR: 3.736e-02 Score 94.961 Data time: 0.1922, Forward time: 2.2680, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.0721 [2020-11-09 00:39:10,589][root][INFO] - ===> Epoch[256](6653/26): Loss -0.0723, Sem 0.1274, dir -0.5925, norm 0.3929, swav 0.0000 LR: 3.735e-02 Score 95.648 Data time: 0.2608, Forward time: 2.2681, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.7903 [2020-11-09 00:39:16,790][root][INFO] - ===> Epoch[256](6654/26): Loss -0.0334, Sem 0.1475, dir -0.6007, norm 0.4198, swav 0.0000 LR: 3.734e-02 Score 95.304 Data time: 0.1736, Forward time: 2.2680, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 6.0592 [2020-11-09 00:39:22,028][root][INFO] - ===> Epoch[256](6655/26): Loss -0.0855, Sem 0.1415, dir -0.6176, norm 0.3907, swav 0.0000 LR: 3.733e-02 Score 95.165 Data time: 0.2370, Forward time: 2.2680, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.1386 [2020-11-09 00:39:26,564][root][INFO] - ===> Epoch[256](6656/26): Loss -0.0458, Sem 0.1826, dir -0.5829, norm 0.3545, swav 0.0000 LR: 3.732e-02 Score 94.542 Data time: 0.1622, Forward time: 2.2679, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 4.4245 [2020-11-09 00:39:32,845][root][INFO] - ===> Epoch[257](6657/26): Loss -0.0573, Sem 0.1557, dir -0.6166, norm 0.4036, swav 0.0000 LR: 3.731e-02 Score 95.136 Data time: 0.1440, Forward time: 2.2678, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 6.1913 [2020-11-09 00:39:37,481][root][INFO] - ===> Epoch[257](6658/26): Loss -0.1025, Sem 0.1781, dir -0.6689, norm 0.3883, swav 0.0000 LR: 3.730e-02 Score 94.628 Data time: 0.1995, Forward time: 2.2678, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 4.5676 [2020-11-09 00:39:41,881][root][INFO] - ===> Epoch[257](6659/26): Loss -0.1045, Sem 0.1452, dir -0.6095, norm 0.3598, swav 0.0000 LR: 3.729e-02 Score 95.566 Data time: 0.2196, Forward time: 2.2678, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 4.2841 [2020-11-09 00:39:46,813][root][INFO] - ===> Epoch[257](6660/26): Loss -0.0944, Sem 0.1615, dir -0.6184, norm 0.3625, swav 0.0000 LR: 3.728e-02 Score 94.797 Data time: 0.2076, Forward time: 2.2678, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 4.8312 [2020-11-09 00:39:52,514][root][INFO] - ===> Epoch[257](6661/26): Loss -0.0082, Sem 0.1773, dir -0.5741, norm 0.3886, swav 0.0000 LR: 3.727e-02 Score 93.612 Data time: 0.2963, Forward time: 2.2679, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.5924 [2020-11-09 00:39:58,274][root][INFO] - ===> Epoch[257](6662/26): Loss -0.0234, Sem 0.1662, dir -0.5948, norm 0.4053, swav 0.0000 LR: 3.726e-02 Score 94.511 Data time: 0.2830, Forward time: 2.2679, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.6210 [2020-11-09 00:40:03,967][root][INFO] - ===> Epoch[257](6663/26): Loss -0.1010, Sem 0.1269, dir -0.6020, norm 0.3741, swav 0.0000 LR: 3.725e-02 Score 96.116 Data time: 0.2556, Forward time: 2.2680, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.5524 [2020-11-09 00:40:09,208][root][INFO] - ===> Epoch[257](6664/26): Loss -0.1423, Sem 0.1354, dir -0.6328, norm 0.3552, swav 0.0000 LR: 3.724e-02 Score 95.146 Data time: 0.2233, Forward time: 2.2679, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.1017 [2020-11-09 00:40:15,020][root][INFO] - ===> Epoch[257](6665/26): Loss -0.0982, Sem 0.1453, dir -0.6194, norm 0.3759, swav 0.0000 LR: 3.723e-02 Score 95.281 Data time: 0.2260, Forward time: 2.2679, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.6800 [2020-11-09 00:40:19,955][root][INFO] - ===> Epoch[257](6666/26): Loss -0.0999, Sem 0.1761, dir -0.6552, norm 0.3793, swav 0.0000 LR: 3.722e-02 Score 94.007 Data time: 0.2072, Forward time: 2.2679, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.8098 [2020-11-09 00:40:25,159][root][INFO] - ===> Epoch[257](6667/26): Loss -0.0965, Sem 0.1628, dir -0.6192, norm 0.3600, swav 0.0000 LR: 3.721e-02 Score 95.252 Data time: 0.2026, Forward time: 2.2678, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.0848 [2020-11-09 00:40:30,531][root][INFO] - ===> Epoch[257](6668/26): Loss -0.1301, Sem 0.1124, dir -0.6070, norm 0.3645, swav 0.0000 LR: 3.720e-02 Score 96.296 Data time: 0.2363, Forward time: 2.2678, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.2684 [2020-11-09 00:40:37,000][root][INFO] - ===> Epoch[257](6669/26): Loss -0.0811, Sem 0.1759, dir -0.6485, norm 0.3916, swav 0.0000 LR: 3.719e-02 Score 94.694 Data time: 0.3094, Forward time: 2.2680, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.3470 [2020-11-09 00:40:42,317][root][INFO] - ===> Epoch[257](6670/26): Loss -0.1044, Sem 0.1537, dir -0.6323, norm 0.3742, swav 0.0000 LR: 3.718e-02 Score 94.633 Data time: 0.2340, Forward time: 2.2680, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.1986 [2020-11-09 00:40:48,346][root][INFO] - ===> Epoch[257](6671/26): Loss -0.1218, Sem 0.1348, dir -0.6140, norm 0.3574, swav 0.0000 LR: 3.717e-02 Score 95.692 Data time: 0.2122, Forward time: 2.2680, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.9251 [2020-11-09 00:40:53,503][root][INFO] - ===> Epoch[257](6672/26): Loss -0.0935, Sem 0.1475, dir -0.6392, norm 0.3982, swav 0.0000 LR: 3.716e-02 Score 95.533 Data time: 0.1709, Forward time: 2.2679, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.0342 [2020-11-09 00:40:58,734][root][INFO] - ===> Epoch[257](6673/26): Loss -0.1035, Sem 0.1433, dir -0.6068, norm 0.3600, swav 0.0000 LR: 3.715e-02 Score 95.627 Data time: 0.2760, Forward time: 2.2680, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.1219 [2020-11-09 00:41:03,795][root][INFO] - ===> Epoch[257](6674/26): Loss -0.1293, Sem 0.1568, dir -0.6496, norm 0.3635, swav 0.0000 LR: 3.714e-02 Score 94.823 Data time: 0.2053, Forward time: 2.2680, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 4.9410 [2020-11-09 00:41:09,549][root][INFO] - ===> Epoch[257](6675/26): Loss -0.1157, Sem 0.1296, dir -0.5894, norm 0.3440, swav 0.0000 LR: 3.713e-02 Score 95.817 Data time: 0.2094, Forward time: 2.2680, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.6216 [2020-11-09 00:41:16,137][root][INFO] - ===> Epoch[257](6676/26): Loss 0.0056, Sem 0.1812, dir -0.5611, norm 0.3855, swav 0.0000 LR: 3.712e-02 Score 93.975 Data time: 0.2040, Forward time: 2.2680, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 6.4782 [2020-11-09 00:41:21,920][root][INFO] - ===> Epoch[257](6677/26): Loss -0.0069, Sem 0.1744, dir -0.5545, norm 0.3733, swav 0.0000 LR: 3.711e-02 Score 94.189 Data time: 0.2508, Forward time: 2.2680, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.6733 [2020-11-09 00:41:26,045][root][INFO] - ===> Epoch[257](6678/26): Loss -0.0842, Sem 0.1544, dir -0.6309, norm 0.3923, swav 0.0000 LR: 3.710e-02 Score 94.913 Data time: 0.1768, Forward time: 2.2679, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 3.9995 [2020-11-09 00:41:32,479][root][INFO] - ===> Epoch[257](6679/26): Loss -0.0492, Sem 0.1154, dir -0.5730, norm 0.4084, swav 0.0000 LR: 3.709e-02 Score 96.084 Data time: 0.2051, Forward time: 2.2679, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 6.3330 [2020-11-09 00:41:38,954][root][INFO] - ===> Epoch[257](6680/26): Loss -0.0838, Sem 0.1327, dir -0.5783, norm 0.3618, swav 0.0000 LR: 3.708e-02 Score 95.070 Data time: 0.2433, Forward time: 2.2679, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 6.3609 [2020-11-09 00:41:44,305][root][INFO] - ===> Epoch[257](6681/26): Loss -0.1335, Sem 0.1357, dir -0.6564, norm 0.3872, swav 0.0000 LR: 3.707e-02 Score 95.377 Data time: 0.2150, Forward time: 2.2679, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.2290 [2020-11-09 00:41:49,473][root][INFO] - ===> Epoch[257](6682/26): Loss -0.0168, Sem 0.1792, dir -0.6217, norm 0.4256, swav 0.0000 LR: 3.706e-02 Score 93.886 Data time: 0.1693, Forward time: 2.2679, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.0566 [2020-11-09 00:41:55,043][root][INFO] - ===> Epoch[258](6683/26): Loss -0.0391, Sem 0.1604, dir -0.6187, norm 0.4192, swav 0.0000 LR: 3.705e-02 Score 94.844 Data time: 0.2037, Forward time: 2.2678, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.4766 [2020-11-09 00:42:01,633][root][INFO] - ===> Epoch[258](6684/26): Loss -0.0056, Sem 0.2007, dir -0.6119, norm 0.4056, swav 0.0000 LR: 3.704e-02 Score 93.789 Data time: 0.2269, Forward time: 2.2678, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 6.4820 [2020-11-09 00:42:07,572][root][INFO] - ===> Epoch[258](6685/26): Loss -0.0268, Sem 0.1844, dir -0.5973, norm 0.3862, swav 0.0000 LR: 3.703e-02 Score 94.192 Data time: 0.1812, Forward time: 2.2678, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.8045 [2020-11-09 00:42:13,824][root][INFO] - ===> Epoch[258](6686/26): Loss -0.0580, Sem 0.1569, dir -0.5869, norm 0.3720, swav 0.0000 LR: 3.702e-02 Score 94.761 Data time: 0.2122, Forward time: 2.2678, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.1464 [2020-11-09 00:42:20,361][root][INFO] - ===> Epoch[258](6687/26): Loss -0.0964, Sem 0.1517, dir -0.6177, norm 0.3696, swav 0.0000 LR: 3.701e-02 Score 95.511 Data time: 0.3107, Forward time: 2.2679, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.4085 [2020-11-09 00:42:26,763][root][INFO] - ===> Epoch[258](6688/26): Loss -0.1263, Sem 0.1509, dir -0.6668, norm 0.3897, swav 0.0000 LR: 3.700e-02 Score 95.226 Data time: 0.1460, Forward time: 2.2678, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 6.2673 [2020-11-09 00:42:33,049][root][INFO] - ===> Epoch[258](6689/26): Loss -0.0879, Sem 0.1681, dir -0.6458, norm 0.3898, swav 0.0000 LR: 3.699e-02 Score 95.147 Data time: 0.1621, Forward time: 2.2677, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 6.1598 [2020-11-09 00:42:39,435][root][INFO] - ===> Epoch[258](6690/26): Loss -0.1311, Sem 0.1588, dir -0.6572, norm 0.3673, swav 0.0000 LR: 3.698e-02 Score 95.437 Data time: 0.1709, Forward time: 2.2677, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 6.3067 [2020-11-09 00:42:44,464][root][INFO] - ===> Epoch[258](6691/26): Loss -0.1116, Sem 0.1578, dir -0.6482, norm 0.3788, swav 0.0000 LR: 3.697e-02 Score 95.013 Data time: 0.1802, Forward time: 2.2676, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 4.9214 [2020-11-09 00:42:50,305][root][INFO] - ===> Epoch[258](6692/26): Loss -0.1054, Sem 0.1305, dir -0.6141, norm 0.3782, swav 0.0000 LR: 3.696e-02 Score 95.309 Data time: 0.2148, Forward time: 2.2676, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.7543 [2020-11-09 00:42:55,302][root][INFO] - ===> Epoch[258](6693/26): Loss -0.0523, Sem 0.1747, dir -0.5825, norm 0.3555, swav 0.0000 LR: 3.695e-02 Score 94.522 Data time: 0.2206, Forward time: 2.2676, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 4.8630 [2020-11-09 00:43:01,160][root][INFO] - ===> Epoch[258](6694/26): Loss -0.0463, Sem 0.1764, dir -0.6096, norm 0.3869, swav 0.0000 LR: 3.694e-02 Score 94.119 Data time: 0.2421, Forward time: 2.2676, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.7315 [2020-11-09 00:43:08,008][root][INFO] - ===> Epoch[258](6695/26): Loss -0.0543, Sem 0.1305, dir -0.5951, norm 0.4104, swav 0.0000 LR: 3.693e-02 Score 96.005 Data time: 0.3321, Forward time: 2.2678, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 6.7252 [2020-11-09 00:43:13,667][root][INFO] - ===> Epoch[258](6696/26): Loss -0.1536, Sem 0.1317, dir -0.6589, norm 0.3737, swav 0.0000 LR: 3.692e-02 Score 95.420 Data time: 0.2280, Forward time: 2.2678, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.5285 [2020-11-09 00:43:19,448][root][INFO] - ===> Epoch[258](6697/26): Loss -0.0896, Sem 0.1526, dir -0.6215, norm 0.3793, swav 0.0000 LR: 3.691e-02 Score 95.385 Data time: 0.2839, Forward time: 2.2679, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.6492 [2020-11-09 00:43:24,837][root][INFO] - ===> Epoch[258](6698/26): Loss -0.0963, Sem 0.1455, dir -0.6224, norm 0.3805, swav 0.0000 LR: 3.690e-02 Score 95.330 Data time: 0.1739, Forward time: 2.2679, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.2793 [2020-11-09 00:43:29,893][root][INFO] - ===> Epoch[258](6699/26): Loss -0.1270, Sem 0.1313, dir -0.6380, norm 0.3797, swav 0.0000 LR: 3.689e-02 Score 95.446 Data time: 0.2437, Forward time: 2.2679, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.9787 [2020-11-09 00:43:34,820][root][INFO] - ===> Epoch[258](6700/26): Loss -0.0752, Sem 0.1216, dir -0.5676, norm 0.3708, swav 0.0000 LR: 3.688e-02 Score 96.235 Data time: 0.1437, Forward time: 2.2678, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.8141 [2020-11-09 00:43:40,487][root][INFO] - ===> Epoch[258](6701/26): Loss -0.0833, Sem 0.1513, dir -0.6209, norm 0.3863, swav 0.0000 LR: 3.687e-02 Score 94.630 Data time: 0.2181, Forward time: 2.2678, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.5780 [2020-11-09 00:43:46,589][root][INFO] - ===> Epoch[258](6702/26): Loss -0.0167, Sem 0.1658, dir -0.5927, norm 0.4101, swav 0.0000 LR: 3.686e-02 Score 94.167 Data time: 0.1887, Forward time: 2.2678, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.9911 [2020-11-09 00:43:51,936][root][INFO] - ===> Epoch[258](6703/26): Loss -0.1075, Sem 0.1478, dir -0.6269, norm 0.3716, swav 0.0000 LR: 3.685e-02 Score 94.771 Data time: 0.1546, Forward time: 2.2677, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.2476 [2020-11-09 00:43:56,786][root][INFO] - ===> Epoch[258](6704/26): Loss -0.0848, Sem 0.1670, dir -0.6664, norm 0.4146, swav 0.0000 LR: 3.684e-02 Score 94.558 Data time: 0.2384, Forward time: 2.2677, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.7645 [2020-11-09 00:44:02,435][root][INFO] - ===> Epoch[258](6705/26): Loss -0.0276, Sem 0.2044, dir -0.6039, norm 0.3719, swav 0.0000 LR: 3.683e-02 Score 94.559 Data time: 0.1977, Forward time: 2.2677, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.5285 [2020-11-09 00:44:07,719][root][INFO] - ===> Epoch[258](6706/26): Loss -0.0648, Sem 0.1489, dir -0.6110, norm 0.3972, swav 0.0000 LR: 3.682e-02 Score 95.531 Data time: 0.2495, Forward time: 2.2677, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.1986 [2020-11-09 00:44:14,693][root][INFO] - ===> Epoch[258](6707/26): Loss -0.0310, Sem 0.1613, dir -0.5995, norm 0.4072, swav 0.0000 LR: 3.681e-02 Score 94.845 Data time: 0.2180, Forward time: 2.2677, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.8439 [2020-11-09 00:44:19,941][root][INFO] - ===> Epoch[258](6708/26): Loss -0.1268, Sem 0.1356, dir -0.6222, norm 0.3598, swav 0.0000 LR: 3.680e-02 Score 95.042 Data time: 0.2359, Forward time: 2.2678, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.1277 [2020-11-09 00:44:24,944][root][INFO] - ===> Epoch[259](6709/26): Loss -0.0748, Sem 0.1325, dir -0.5754, norm 0.3681, swav 0.0000 LR: 3.679e-02 Score 95.466 Data time: 0.2174, Forward time: 2.2678, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.8845 [2020-11-09 00:44:30,989][root][INFO] - ===> Epoch[259](6710/26): Loss -0.0294, Sem 0.1671, dir -0.5443, norm 0.3478, swav 0.0000 LR: 3.678e-02 Score 94.031 Data time: 0.2215, Forward time: 2.2677, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.9110 [2020-11-09 00:44:37,626][root][INFO] - ===> Epoch[259](6711/26): Loss -0.0859, Sem 0.1621, dir -0.6278, norm 0.3798, swav 0.0000 LR: 3.677e-02 Score 94.822 Data time: 0.2924, Forward time: 2.2679, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.5477 [2020-11-09 00:44:43,486][root][INFO] - ===> Epoch[259](6712/26): Loss -0.0198, Sem 0.1493, dir -0.5574, norm 0.3883, swav 0.0000 LR: 3.676e-02 Score 95.037 Data time: 0.1673, Forward time: 2.2678, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.7143 [2020-11-09 00:44:49,268][root][INFO] - ===> Epoch[259](6713/26): Loss -0.0875, Sem 0.1554, dir -0.6028, norm 0.3599, swav 0.0000 LR: 3.675e-02 Score 94.787 Data time: 0.2619, Forward time: 2.2679, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.7042 [2020-11-09 00:44:54,986][root][INFO] - ===> Epoch[259](6714/26): Loss -0.0007, Sem 0.1795, dir -0.6041, norm 0.4239, swav 0.0000 LR: 3.674e-02 Score 94.153 Data time: 0.2835, Forward time: 2.2680, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.5981 [2020-11-09 00:45:00,804][root][INFO] - ===> Epoch[259](6715/26): Loss -0.1086, Sem 0.1335, dir -0.6154, norm 0.3733, swav 0.0000 LR: 3.672e-02 Score 95.682 Data time: 0.1983, Forward time: 2.2680, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.7004 [2020-11-09 00:45:06,600][root][INFO] - ===> Epoch[259](6716/26): Loss -0.0888, Sem 0.1358, dir -0.5934, norm 0.3688, swav 0.0000 LR: 3.671e-02 Score 95.269 Data time: 0.1569, Forward time: 2.2679, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.6755 [2020-11-09 00:45:11,458][root][INFO] - ===> Epoch[259](6717/26): Loss -0.0364, Sem 0.1564, dir -0.5846, norm 0.3919, swav 0.0000 LR: 3.670e-02 Score 94.818 Data time: 0.2368, Forward time: 2.2679, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.7841 [2020-11-09 00:45:17,099][root][INFO] - ===> Epoch[259](6718/26): Loss -0.0932, Sem 0.1524, dir -0.6059, norm 0.3604, swav 0.0000 LR: 3.669e-02 Score 94.857 Data time: 0.2732, Forward time: 2.2680, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.5386 [2020-11-09 00:45:22,862][root][INFO] - ===> Epoch[259](6719/26): Loss 0.0290, Sem 0.2048, dir -0.5855, norm 0.4097, swav 0.0000 LR: 3.668e-02 Score 92.993 Data time: 0.1549, Forward time: 2.2679, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.6471 [2020-11-09 00:45:28,838][root][INFO] - ===> Epoch[259](6720/26): Loss -0.0817, Sem 0.1525, dir -0.5852, norm 0.3511, swav 0.0000 LR: 3.667e-02 Score 94.823 Data time: 0.2490, Forward time: 2.2680, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.8709 [2020-11-09 00:45:34,390][root][INFO] - ===> Epoch[259](6721/26): Loss -0.0269, Sem 0.1640, dir -0.5891, norm 0.3981, swav 0.0000 LR: 3.666e-02 Score 95.279 Data time: 0.1835, Forward time: 2.2680, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.4145 [2020-11-09 00:45:39,127][root][INFO] - ===> Epoch[259](6722/26): Loss -0.0704, Sem 0.1705, dir -0.6385, norm 0.3976, swav 0.0000 LR: 3.665e-02 Score 94.181 Data time: 0.1911, Forward time: 2.2679, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 4.6178 [2020-11-09 00:45:45,099][root][INFO] - ===> Epoch[259](6723/26): Loss -0.1191, Sem 0.1518, dir -0.6642, norm 0.3933, swav 0.0000 LR: 3.664e-02 Score 95.277 Data time: 0.1615, Forward time: 2.2679, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.8646 [2020-11-09 00:45:50,442][root][INFO] - ===> Epoch[259](6724/26): Loss -0.1244, Sem 0.1456, dir -0.6453, norm 0.3753, swav 0.0000 LR: 3.663e-02 Score 95.152 Data time: 0.1752, Forward time: 2.2678, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.2395 [2020-11-09 00:45:55,895][root][INFO] - ===> Epoch[259](6725/26): Loss -0.0706, Sem 0.1572, dir -0.6046, norm 0.3768, swav 0.0000 LR: 3.662e-02 Score 94.785 Data time: 0.1815, Forward time: 2.2678, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.3515 [2020-11-09 00:46:02,352][root][INFO] - ===> Epoch[259](6726/26): Loss -0.1032, Sem 0.1614, dir -0.6158, norm 0.3512, swav 0.0000 LR: 3.661e-02 Score 94.540 Data time: 0.2470, Forward time: 2.2678, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 6.3340 [2020-11-09 00:46:07,798][root][INFO] - ===> Epoch[259](6727/26): Loss -0.0293, Sem 0.1627, dir -0.5759, norm 0.3839, swav 0.0000 LR: 3.660e-02 Score 94.303 Data time: 0.1948, Forward time: 2.2677, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.3076 [2020-11-09 00:46:12,739][root][INFO] - ===> Epoch[259](6728/26): Loss -0.0877, Sem 0.1613, dir -0.6296, norm 0.3805, swav 0.0000 LR: 3.659e-02 Score 94.915 Data time: 0.2071, Forward time: 2.2677, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 4.8235 [2020-11-09 00:46:17,995][root][INFO] - ===> Epoch[259](6729/26): Loss 0.0060, Sem 0.1645, dir -0.5669, norm 0.4085, swav 0.0000 LR: 3.658e-02 Score 94.433 Data time: 0.1888, Forward time: 2.2677, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.1379 [2020-11-09 00:46:23,489][root][INFO] - ===> Epoch[259](6730/26): Loss -0.0563, Sem 0.1532, dir -0.5661, norm 0.3566, swav 0.0000 LR: 3.657e-02 Score 94.908 Data time: 0.2444, Forward time: 2.2677, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.3677 [2020-11-09 00:46:29,397][root][INFO] - ===> Epoch[259](6731/26): Loss -0.0705, Sem 0.1543, dir -0.6223, norm 0.3975, swav 0.0000 LR: 3.656e-02 Score 94.620 Data time: 0.2563, Forward time: 2.2678, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.7747 [2020-11-09 00:46:34,269][root][INFO] - ===> Epoch[259](6732/26): Loss -0.1162, Sem 0.1284, dir -0.6606, norm 0.4161, swav 0.0000 LR: 3.655e-02 Score 95.852 Data time: 0.1949, Forward time: 2.2678, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 4.7326 [2020-11-09 00:46:40,728][root][INFO] - ===> Epoch[259](6733/26): Loss -0.0974, Sem 0.1258, dir -0.6181, norm 0.3949, swav 0.0000 LR: 3.654e-02 Score 95.740 Data time: 0.1829, Forward time: 2.2678, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 6.3334 [2020-11-09 00:46:44,916][root][INFO] - ===> Epoch[259](6734/26): Loss -0.1006, Sem 0.1840, dir -0.6405, norm 0.3558, swav 0.0000 LR: 3.653e-02 Score 94.706 Data time: 0.1959, Forward time: 2.2677, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 4.0850 [2020-11-09 00:46:50,220][root][INFO] - ===> Epoch[260](6735/26): Loss -0.0260, Sem 0.1646, dir -0.5965, norm 0.4059, swav 0.0000 LR: 3.652e-02 Score 94.665 Data time: 0.2621, Forward time: 2.2678, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 5.2090 [2020-11-09 00:46:55,478][root][INFO] - ===> Epoch[260](6736/26): Loss -0.0540, Sem 0.1642, dir -0.5738, norm 0.3556, swav 0.0000 LR: 3.651e-02 Score 95.073 Data time: 0.2556, Forward time: 2.2678, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 5.1426 [2020-11-09 00:47:02,838][root][INFO] - ===> Epoch[260](6737/26): Loss -0.1595, Sem 0.1169, dir -0.6210, norm 0.3446, swav 0.0000 LR: 3.650e-02 Score 96.493 Data time: 0.1897, Forward time: 2.2678, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 7.2426 [2020-11-09 00:47:09,100][root][INFO] - ===> Epoch[260](6738/26): Loss -0.0228, Sem 0.1279, dir -0.5504, norm 0.3997, swav 0.0000 LR: 3.649e-02 Score 95.791 Data time: 0.2336, Forward time: 2.2678, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 6.1735 [2020-11-09 00:47:15,101][root][INFO] - ===> Epoch[260](6739/26): Loss 0.0026, Sem 0.1504, dir -0.5635, norm 0.4157, swav 0.0000 LR: 3.648e-02 Score 94.922 Data time: 0.1835, Forward time: 2.2678, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 5.8653 [2020-11-09 00:47:20,488][root][INFO] - ===> Epoch[260](6740/26): Loss -0.1095, Sem 0.1332, dir -0.6314, norm 0.3887, swav 0.0000 LR: 3.647e-02 Score 95.805 Data time: 0.2233, Forward time: 2.2678, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 5.2733 [2020-11-09 00:47:25,717][root][INFO] - ===> Epoch[260](6741/26): Loss -0.1207, Sem 0.1510, dir -0.6378, norm 0.3661, swav 0.0000 LR: 3.646e-02 Score 95.053 Data time: 0.1983, Forward time: 2.2678, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 5.1103 [2020-11-09 00:47:31,961][root][INFO] - ===> Epoch[260](6742/26): Loss -0.0587, Sem 0.1463, dir -0.5814, norm 0.3764, swav 0.0000 LR: 3.645e-02 Score 94.597 Data time: 0.2770, Forward time: 2.2679, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 6.1300 [2020-11-09 00:47:39,158][root][INFO] - ===> Epoch[260](6743/26): Loss -0.0943, Sem 0.1472, dir -0.6042, norm 0.3626, swav 0.0000 LR: 3.644e-02 Score 95.540 Data time: 0.1359, Forward time: 2.2678, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 7.0582 [2020-11-09 00:47:44,156][root][INFO] - ===> Epoch[260](6744/26): Loss -0.0636, Sem 0.1657, dir -0.6124, norm 0.3832, swav 0.0000 LR: 3.643e-02 Score 94.679 Data time: 0.2062, Forward time: 2.2677, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 4.9097 [2020-11-09 00:47:49,476][root][INFO] - ===> Epoch[260](6745/26): Loss -0.1213, Sem 0.1399, dir -0.6397, norm 0.3785, swav 0.0000 LR: 3.642e-02 Score 95.436 Data time: 0.2167, Forward time: 2.2677, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.2110 [2020-11-09 00:47:56,054][root][INFO] - ===> Epoch[260](6746/26): Loss -0.1414, Sem 0.1291, dir -0.6360, norm 0.3654, swav 0.0000 LR: 3.641e-02 Score 96.109 Data time: 0.2087, Forward time: 2.2677, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 6.4772 [2020-11-09 00:48:02,173][root][INFO] - ===> Epoch[260](6747/26): Loss -0.1037, Sem 0.1397, dir -0.6281, norm 0.3847, swav 0.0000 LR: 3.640e-02 Score 95.241 Data time: 0.1786, Forward time: 2.2677, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 6.0083 [2020-11-09 00:48:08,891][root][INFO] - ===> Epoch[260](6748/26): Loss -0.1080, Sem 0.1619, dir -0.6495, norm 0.3796, swav 0.0000 LR: 3.639e-02 Score 95.031 Data time: 0.2002, Forward time: 2.2676, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.6458 [2020-11-09 00:48:14,437][root][INFO] - ===> Epoch[260](6749/26): Loss -0.1363, Sem 0.1322, dir -0.6513, norm 0.3827, swav 0.0000 LR: 3.638e-02 Score 95.560 Data time: 0.1865, Forward time: 2.2676, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.4370 [2020-11-09 00:48:19,856][root][INFO] - ===> Epoch[260](6750/26): Loss -0.1341, Sem 0.1260, dir -0.6168, norm 0.3566, swav 0.0000 LR: 3.637e-02 Score 95.737 Data time: 0.2124, Forward time: 2.2676, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.3211 [2020-11-09 00:48:25,396][root][INFO] - ===> Epoch[260](6751/26): Loss -0.0861, Sem 0.1712, dir -0.6341, norm 0.3768, swav 0.0000 LR: 3.636e-02 Score 95.167 Data time: 0.1947, Forward time: 2.2675, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.4321 [2020-11-09 00:48:30,534][root][INFO] - ===> Epoch[260](6752/26): Loss -0.0817, Sem 0.1626, dir -0.6476, norm 0.4033, swav 0.0000 LR: 3.635e-02 Score 93.877 Data time: 0.2177, Forward time: 2.2676, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.0685 [2020-11-09 00:48:35,404][root][INFO] - ===> Epoch[260](6753/26): Loss -0.0620, Sem 0.1703, dir -0.6144, norm 0.3822, swav 0.0000 LR: 3.634e-02 Score 94.693 Data time: 0.2136, Forward time: 2.2676, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 4.7526 [2020-11-09 00:48:41,033][root][INFO] - ===> Epoch[260](6754/26): Loss -0.1137, Sem 0.1421, dir -0.6055, norm 0.3496, swav 0.0000 LR: 3.633e-02 Score 95.422 Data time: 0.1785, Forward time: 2.2675, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.4860 [2020-11-09 00:48:46,654][root][INFO] - ===> Epoch[260](6755/26): Loss -0.0617, Sem 0.1421, dir -0.5588, norm 0.3550, swav 0.0000 LR: 3.632e-02 Score 95.807 Data time: 0.2221, Forward time: 2.2675, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.5228 [2020-11-09 00:48:51,693][root][INFO] - ===> Epoch[260](6756/26): Loss -0.0990, Sem 0.1255, dir -0.5948, norm 0.3703, swav 0.0000 LR: 3.631e-02 Score 96.124 Data time: 0.1832, Forward time: 2.2675, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 4.9198 [2020-11-09 00:48:58,051][root][INFO] - ===> Epoch[260](6757/26): Loss -0.0457, Sem 0.1699, dir -0.6193, norm 0.4037, swav 0.0000 LR: 3.630e-02 Score 94.366 Data time: 0.2045, Forward time: 2.2674, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 6.2615 [2020-11-09 00:49:03,731][root][INFO] - ===> Epoch[260](6758/26): Loss -0.0610, Sem 0.1699, dir -0.6103, norm 0.3794, swav 0.0000 LR: 3.629e-02 Score 94.777 Data time: 0.2289, Forward time: 2.2674, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.5608 [2020-11-09 00:49:10,663][root][INFO] - ===> Epoch[260](6759/26): Loss 0.0025, Sem 0.1996, dir -0.6009, norm 0.4038, swav 0.0000 LR: 3.628e-02 Score 93.860 Data time: 0.3278, Forward time: 2.2676, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 6.8081 [2020-11-09 00:49:17,682][root][INFO] - ===> Epoch[260](6760/26): Loss -0.0608, Sem 0.1736, dir -0.6225, norm 0.3881, swav 0.0000 LR: 3.627e-02 Score 93.856 Data time: 0.2265, Forward time: 2.2676, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.8621 [2020-11-09 00:49:23,381][root][INFO] - ===> Epoch[261](6761/26): Loss -0.0775, Sem 0.1429, dir -0.6081, norm 0.3876, swav 0.0000 LR: 3.626e-02 Score 95.177 Data time: 0.2620, Forward time: 2.2677, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.5736 [2020-11-09 00:49:28,252][root][INFO] - ===> Epoch[261](6762/26): Loss -0.1078, Sem 0.1672, dir -0.6135, norm 0.3385, swav 0.0000 LR: 3.625e-02 Score 94.566 Data time: 0.1999, Forward time: 2.2677, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.7409 [2020-11-09 00:49:35,796][root][INFO] - ===> Epoch[261](6763/26): Loss -0.1014, Sem 0.1354, dir -0.6196, norm 0.3828, swav 0.0000 LR: 3.624e-02 Score 95.624 Data time: 0.2186, Forward time: 2.2676, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 7.4378 [2020-11-09 00:49:41,629][root][INFO] - ===> Epoch[261](6764/26): Loss -0.0674, Sem 0.1847, dir -0.6291, norm 0.3770, swav 0.0000 LR: 3.623e-02 Score 93.675 Data time: 0.2630, Forward time: 2.2677, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.7250 [2020-11-09 00:49:48,902][root][INFO] - ===> Epoch[261](6765/26): Loss -0.0194, Sem 0.1651, dir -0.5632, norm 0.3787, swav 0.0000 LR: 3.622e-02 Score 94.269 Data time: 0.2677, Forward time: 2.2678, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 7.1309 [2020-11-09 00:49:54,795][root][INFO] - ===> Epoch[261](6766/26): Loss -0.0854, Sem 0.1415, dir -0.6261, norm 0.3992, swav 0.0000 LR: 3.621e-02 Score 94.982 Data time: 0.2643, Forward time: 2.2679, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.7636 [2020-11-09 00:50:00,374][root][INFO] - ===> Epoch[261](6767/26): Loss -0.1210, Sem 0.1144, dir -0.6295, norm 0.3942, swav 0.0000 LR: 3.620e-02 Score 96.157 Data time: 0.2267, Forward time: 2.2679, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.4336 [2020-11-09 00:50:05,703][root][INFO] - ===> Epoch[261](6768/26): Loss -0.0962, Sem 0.1806, dir -0.6355, norm 0.3587, swav 0.0000 LR: 3.619e-02 Score 94.454 Data time: 0.1713, Forward time: 2.2678, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.2129 [2020-11-09 00:50:11,288][root][INFO] - ===> Epoch[261](6769/26): Loss -0.1453, Sem 0.1322, dir -0.6271, norm 0.3496, swav 0.0000 LR: 3.618e-02 Score 95.374 Data time: 0.2646, Forward time: 2.2679, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.5033 [2020-11-09 00:50:16,233][root][INFO] - ===> Epoch[261](6770/26): Loss -0.0230, Sem 0.1827, dir -0.5930, norm 0.3874, swav 0.0000 LR: 3.617e-02 Score 94.057 Data time: 0.2073, Forward time: 2.2679, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.8342 [2020-11-09 00:50:21,945][root][INFO] - ===> Epoch[261](6771/26): Loss -0.0542, Sem 0.1337, dir -0.5773, norm 0.3895, swav 0.0000 LR: 3.616e-02 Score 95.750 Data time: 0.1875, Forward time: 2.2678, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.5949 [2020-11-09 00:50:27,646][root][INFO] - ===> Epoch[261](6772/26): Loss -0.0780, Sem 0.1341, dir -0.5862, norm 0.3741, swav 0.0000 LR: 3.615e-02 Score 95.525 Data time: 0.1952, Forward time: 2.2678, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.6039 [2020-11-09 00:50:32,539][root][INFO] - ===> Epoch[261](6773/26): Loss -0.0764, Sem 0.1750, dir -0.6326, norm 0.3812, swav 0.0000 LR: 3.614e-02 Score 94.351 Data time: 0.2038, Forward time: 2.2677, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.8057 [2020-11-09 00:50:38,354][root][INFO] - ===> Epoch[261](6774/26): Loss -0.0503, Sem 0.1800, dir -0.6328, norm 0.4024, swav 0.0000 LR: 3.613e-02 Score 94.309 Data time: 0.2245, Forward time: 2.2678, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.6976 [2020-11-09 00:50:44,478][root][INFO] - ===> Epoch[261](6775/26): Loss -0.0438, Sem 0.1539, dir -0.6208, norm 0.4230, swav 0.0000 LR: 3.612e-02 Score 95.337 Data time: 0.1468, Forward time: 2.2677, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.9967 [2020-11-09 00:50:49,439][root][INFO] - ===> Epoch[261](6776/26): Loss -0.0486, Sem 0.1657, dir -0.6293, norm 0.4150, swav 0.0000 LR: 3.611e-02 Score 94.063 Data time: 0.1486, Forward time: 2.2676, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 4.8679 [2020-11-09 00:50:54,986][root][INFO] - ===> Epoch[261](6777/26): Loss -0.0866, Sem 0.1804, dir -0.6287, norm 0.3617, swav 0.0000 LR: 3.610e-02 Score 93.292 Data time: 0.1696, Forward time: 2.2675, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.4545 [2020-11-09 00:51:00,460][root][INFO] - ===> Epoch[261](6778/26): Loss -0.0463, Sem 0.1690, dir -0.5723, norm 0.3570, swav 0.0000 LR: 3.609e-02 Score 94.450 Data time: 0.2454, Forward time: 2.2676, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.3850 [2020-11-09 00:51:05,589][root][INFO] - ===> Epoch[261](6779/26): Loss -0.0863, Sem 0.1419, dir -0.6088, norm 0.3806, swav 0.0000 LR: 3.608e-02 Score 95.706 Data time: 0.2337, Forward time: 2.2676, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.9972 [2020-11-09 00:51:10,960][root][INFO] - ===> Epoch[261](6780/26): Loss -0.1023, Sem 0.1191, dir -0.6146, norm 0.3931, swav 0.0000 LR: 3.607e-02 Score 96.002 Data time: 0.1723, Forward time: 2.2675, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.2533 [2020-11-09 00:51:16,422][root][INFO] - ===> Epoch[261](6781/26): Loss -0.1378, Sem 0.1370, dir -0.6222, norm 0.3474, swav 0.0000 LR: 3.606e-02 Score 95.282 Data time: 0.1336, Forward time: 2.2674, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.3793 [2020-11-09 00:51:21,414][root][INFO] - ===> Epoch[261](6782/26): Loss -0.0517, Sem 0.1541, dir -0.5856, norm 0.3798, swav 0.0000 LR: 3.605e-02 Score 95.011 Data time: 0.1143, Forward time: 2.2672, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.9178 [2020-11-09 00:51:26,524][root][INFO] - ===> Epoch[261](6783/26): Loss -0.0550, Sem 0.1825, dir -0.6329, norm 0.3955, swav 0.0000 LR: 3.604e-02 Score 94.267 Data time: 0.2072, Forward time: 2.2672, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.0493 [2020-11-09 00:51:31,994][root][INFO] - ===> Epoch[261](6784/26): Loss -0.0650, Sem 0.1722, dir -0.6143, norm 0.3771, swav 0.0000 LR: 3.603e-02 Score 94.194 Data time: 0.2188, Forward time: 2.2672, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.3565 [2020-11-09 00:51:37,583][root][INFO] - ===> Epoch[261](6785/26): Loss 0.0183, Sem 0.1696, dir -0.5459, norm 0.3947, swav 0.0000 LR: 3.602e-02 Score 94.883 Data time: 0.1723, Forward time: 2.2672, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.4651 [2020-11-09 00:51:44,489][root][INFO] - ===> Epoch[261](6786/26): Loss -0.0317, Sem 0.1422, dir -0.5684, norm 0.3945, swav 0.0000 LR: 3.601e-02 Score 95.019 Data time: 0.2138, Forward time: 2.2672, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 6.7876 [2020-11-09 00:51:49,517][root][INFO] - ===> Epoch[262](6787/26): Loss -0.1185, Sem 0.1381, dir -0.6016, norm 0.3450, swav 0.0000 LR: 3.600e-02 Score 95.305 Data time: 0.1542, Forward time: 2.2671, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.9015 [2020-11-09 00:51:54,680][root][INFO] - ===> Epoch[262](6788/26): Loss -0.1298, Sem 0.1295, dir -0.6504, norm 0.3910, swav 0.0000 LR: 3.599e-02 Score 95.841 Data time: 0.1438, Forward time: 2.2670, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.0754 [2020-11-09 00:51:59,870][root][INFO] - ===> Epoch[262](6789/26): Loss -0.0701, Sem 0.1558, dir -0.6205, norm 0.3946, swav 0.0000 LR: 3.598e-02 Score 95.188 Data time: 0.1763, Forward time: 2.2669, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.1012 [2020-11-09 00:52:07,094][root][INFO] - ===> Epoch[262](6790/26): Loss -0.0646, Sem 0.1662, dir -0.5848, norm 0.3540, swav 0.0000 LR: 3.597e-02 Score 94.876 Data time: 0.2259, Forward time: 2.2669, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 7.1231 [2020-11-09 00:52:13,469][root][INFO] - ===> Epoch[262](6791/26): Loss -0.0694, Sem 0.1428, dir -0.5912, norm 0.3790, swav 0.0000 LR: 3.596e-02 Score 95.383 Data time: 0.2716, Forward time: 2.2670, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 6.2372 [2020-11-09 00:52:20,152][root][INFO] - ===> Epoch[262](6792/26): Loss -0.0133, Sem 0.1465, dir -0.5740, norm 0.4141, swav 0.0000 LR: 3.595e-02 Score 95.163 Data time: 0.2085, Forward time: 2.2670, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 6.5422 [2020-11-09 00:52:24,866][root][INFO] - ===> Epoch[262](6793/26): Loss -0.0134, Sem 0.1882, dir -0.6038, norm 0.4022, swav 0.0000 LR: 3.594e-02 Score 93.735 Data time: 0.1595, Forward time: 2.2669, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 4.5992 [2020-11-09 00:52:29,764][root][INFO] - ===> Epoch[262](6794/26): Loss -0.1356, Sem 0.1528, dir -0.6530, norm 0.3646, swav 0.0000 LR: 3.593e-02 Score 94.537 Data time: 0.1916, Forward time: 2.2668, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 4.8096 [2020-11-09 00:52:35,192][root][INFO] - ===> Epoch[262](6795/26): Loss -0.0888, Sem 0.1538, dir -0.5975, norm 0.3550, swav 0.0000 LR: 3.592e-02 Score 94.967 Data time: 0.2049, Forward time: 2.2668, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.3118 [2020-11-09 00:52:39,975][root][INFO] - ===> Epoch[262](6796/26): Loss -0.1552, Sem 0.1356, dir -0.6435, norm 0.3527, swav 0.0000 LR: 3.591e-02 Score 95.118 Data time: 0.2082, Forward time: 2.2668, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.6665 [2020-11-09 00:52:47,496][root][INFO] - ===> Epoch[262](6797/26): Loss -0.0934, Sem 0.1402, dir -0.5972, norm 0.3636, swav 0.0000 LR: 3.590e-02 Score 95.581 Data time: 0.1862, Forward time: 2.2667, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 7.4177 [2020-11-09 00:52:53,199][root][INFO] - ===> Epoch[262](6798/26): Loss -0.0877, Sem 0.1448, dir -0.5981, norm 0.3656, swav 0.0000 LR: 3.589e-02 Score 95.116 Data time: 0.2134, Forward time: 2.2667, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.6002 [2020-11-09 00:52:58,421][root][INFO] - ===> Epoch[262](6799/26): Loss -0.1433, Sem 0.1332, dir -0.6317, norm 0.3553, swav 0.0000 LR: 3.588e-02 Score 95.368 Data time: 0.1850, Forward time: 2.2667, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.0983 [2020-11-09 00:53:04,329][root][INFO] - ===> Epoch[262](6800/26): Loss -0.0659, Sem 0.1561, dir -0.6039, norm 0.3819, swav 0.0000 LR: 3.587e-02 Score 95.006 Data time: 0.2071, Forward time: 2.2666, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.7987 [2020-11-09 00:53:11,312][root][INFO] - ===> Epoch[262](6801/26): Loss -0.0986, Sem 0.1459, dir -0.6065, norm 0.3620, swav 0.0000 LR: 3.586e-02 Score 95.093 Data time: 0.1968, Forward time: 2.2666, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.8597 [2020-11-09 00:53:17,748][root][INFO] - ===> Epoch[262](6802/26): Loss -0.1265, Sem 0.1336, dir -0.6453, norm 0.3852, swav 0.0000 LR: 3.585e-02 Score 95.618 Data time: 0.1509, Forward time: 2.2665, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.3102 [2020-11-09 00:53:23,515][root][INFO] - ===> Epoch[262](6803/26): Loss -0.0750, Sem 0.1600, dir -0.6223, norm 0.3873, swav 0.0000 LR: 3.584e-02 Score 95.377 Data time: 0.2624, Forward time: 2.2666, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.6920 [2020-11-09 00:53:28,878][root][INFO] - ===> Epoch[262](6804/26): Loss -0.0400, Sem 0.1559, dir -0.5662, norm 0.3703, swav 0.0000 LR: 3.583e-02 Score 95.123 Data time: 0.2130, Forward time: 2.2665, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.2278 [2020-11-09 00:53:35,034][root][INFO] - ===> Epoch[262](6805/26): Loss -0.1188, Sem 0.1361, dir -0.6364, norm 0.3815, swav 0.0000 LR: 3.582e-02 Score 96.307 Data time: 0.1978, Forward time: 2.2665, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.0339 [2020-11-09 00:53:40,283][root][INFO] - ===> Epoch[262](6806/26): Loss -0.0432, Sem 0.1525, dir -0.6194, norm 0.4237, swav 0.0000 LR: 3.581e-02 Score 94.673 Data time: 0.2111, Forward time: 2.2665, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.1126 [2020-11-09 00:53:47,072][root][INFO] - ===> Epoch[262](6807/26): Loss -0.0569, Sem 0.1472, dir -0.6031, norm 0.3990, swav 0.0000 LR: 3.580e-02 Score 95.496 Data time: 0.2417, Forward time: 2.2665, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.6767 [2020-11-09 00:53:53,206][root][INFO] - ===> Epoch[262](6808/26): Loss -0.0906, Sem 0.2047, dir -0.6617, norm 0.3663, swav 0.0000 LR: 3.579e-02 Score 93.702 Data time: 0.3103, Forward time: 2.2666, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.9948 [2020-11-09 00:53:58,709][root][INFO] - ===> Epoch[262](6809/26): Loss -0.0396, Sem 0.1531, dir -0.6089, norm 0.4162, swav 0.0000 LR: 3.578e-02 Score 94.390 Data time: 0.2228, Forward time: 2.2666, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.3740 [2020-11-09 00:54:04,392][root][INFO] - ===> Epoch[262](6810/26): Loss -0.0497, Sem 0.1669, dir -0.6340, norm 0.4174, swav 0.0000 LR: 3.577e-02 Score 94.782 Data time: 0.2206, Forward time: 2.2666, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.5659 [2020-11-09 00:54:11,253][root][INFO] - ===> Epoch[262](6811/26): Loss -0.0618, Sem 0.1691, dir -0.6093, norm 0.3784, swav 0.0000 LR: 3.576e-02 Score 94.598 Data time: 0.3341, Forward time: 2.2667, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.7380 [2020-11-09 00:54:16,035][root][INFO] - ===> Epoch[262](6812/26): Loss -0.1547, Sem 0.1585, dir -0.6628, norm 0.3496, swav 0.0000 LR: 3.575e-02 Score 94.715 Data time: 0.1523, Forward time: 2.2667, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.6526 [2020-11-09 00:54:21,135][root][INFO] - ===> Epoch[263](6813/26): Loss -0.0816, Sem 0.1356, dir -0.6236, norm 0.4064, swav 0.0000 LR: 3.574e-02 Score 95.267 Data time: 0.2050, Forward time: 2.2667, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.0055 [2020-11-09 00:54:28,088][root][INFO] - ===> Epoch[263](6814/26): Loss 0.0244, Sem 0.2068, dir -0.5986, norm 0.4161, swav 0.0000 LR: 3.573e-02 Score 93.136 Data time: 0.3072, Forward time: 2.2668, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 6.8400 [2020-11-09 00:54:34,671][root][INFO] - ===> Epoch[263](6815/26): Loss -0.0960, Sem 0.1264, dir -0.5948, norm 0.3724, swav 0.0000 LR: 3.572e-02 Score 96.064 Data time: 0.1673, Forward time: 2.2667, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.4577 [2020-11-09 00:54:40,481][root][INFO] - ===> Epoch[263](6816/26): Loss -0.1004, Sem 0.1412, dir -0.6285, norm 0.3869, swav 0.0000 LR: 3.571e-02 Score 95.143 Data time: 0.1865, Forward time: 2.2667, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.7248 [2020-11-09 00:54:48,184][root][INFO] - ===> Epoch[263](6817/26): Loss -0.0328, Sem 0.1660, dir -0.6102, norm 0.4114, swav 0.0000 LR: 3.570e-02 Score 94.717 Data time: 0.2044, Forward time: 2.2667, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 7.5891 [2020-11-09 00:54:55,261][root][INFO] - ===> Epoch[263](6818/26): Loss -0.0979, Sem 0.1845, dir -0.6569, norm 0.3745, swav 0.0000 LR: 3.569e-02 Score 94.211 Data time: 0.2249, Forward time: 2.2667, Backward time: 3.0786, DDP time: 0.0048, Total iter time: 6.9567 [2020-11-09 00:55:00,781][root][INFO] - ===> Epoch[263](6819/26): Loss -0.1784, Sem 0.1216, dir -0.6380, norm 0.3380, swav 0.0000 LR: 3.568e-02 Score 96.166 Data time: 0.1908, Forward time: 2.2666, Backward time: 3.0786, DDP time: 0.0048, Total iter time: 5.4083 [2020-11-09 00:55:06,131][root][INFO] - ===> Epoch[263](6820/26): Loss -0.0271, Sem 0.1920, dir -0.6354, norm 0.4163, swav 0.0000 LR: 3.567e-02 Score 94.329 Data time: 0.2357, Forward time: 2.2667, Backward time: 3.0785, DDP time: 0.0048, Total iter time: 5.2491 [2020-11-09 00:55:11,891][root][INFO] - ===> Epoch[263](6821/26): Loss -0.0612, Sem 0.1292, dir -0.5732, norm 0.3828, swav 0.0000 LR: 3.566e-02 Score 95.542 Data time: 0.2642, Forward time: 2.2667, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.6421 [2020-11-09 00:55:17,471][root][INFO] - ===> Epoch[263](6822/26): Loss -0.0618, Sem 0.1222, dir -0.5677, norm 0.3837, swav 0.0000 LR: 3.565e-02 Score 95.885 Data time: 0.2151, Forward time: 2.2667, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.4504 [2020-11-09 00:55:23,167][root][INFO] - ===> Epoch[263](6823/26): Loss -0.0594, Sem 0.1457, dir -0.5967, norm 0.3916, swav 0.0000 LR: 3.564e-02 Score 95.583 Data time: 0.2210, Forward time: 2.2667, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.5698 [2020-11-09 00:55:29,167][root][INFO] - ===> Epoch[263](6824/26): Loss -0.0852, Sem 0.1917, dir -0.6494, norm 0.3725, swav 0.0000 LR: 3.563e-02 Score 93.976 Data time: 0.2333, Forward time: 2.2667, Backward time: 3.0785, DDP time: 0.0048, Total iter time: 5.8889 [2020-11-09 00:55:34,103][root][INFO] - ===> Epoch[263](6825/26): Loss -0.1440, Sem 0.1356, dir -0.6498, norm 0.3702, swav 0.0000 LR: 3.562e-02 Score 95.541 Data time: 0.2188, Forward time: 2.2667, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 4.8301 [2020-11-09 00:55:40,088][root][INFO] - ===> Epoch[263](6826/26): Loss -0.0946, Sem 0.1623, dir -0.6411, norm 0.3842, swav 0.0000 LR: 3.561e-02 Score 95.145 Data time: 0.2571, Forward time: 2.2667, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.8562 [2020-11-09 00:55:45,885][root][INFO] - ===> Epoch[263](6827/26): Loss -0.0945, Sem 0.1556, dir -0.6199, norm 0.3698, swav 0.0000 LR: 3.560e-02 Score 95.498 Data time: 0.1720, Forward time: 2.2666, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.6899 [2020-11-09 00:55:52,218][root][INFO] - ===> Epoch[263](6828/26): Loss -0.0855, Sem 0.1400, dir -0.6102, norm 0.3846, swav 0.0000 LR: 3.559e-02 Score 95.455 Data time: 0.2528, Forward time: 2.2667, Backward time: 3.0785, DDP time: 0.0048, Total iter time: 6.2398 [2020-11-09 00:55:58,249][root][INFO] - ===> Epoch[263](6829/26): Loss -0.0585, Sem 0.1657, dir -0.6230, norm 0.3987, swav 0.0000 LR: 3.558e-02 Score 94.875 Data time: 0.1806, Forward time: 2.2667, Backward time: 3.0785, DDP time: 0.0048, Total iter time: 5.9167 [2020-11-09 00:56:02,770][root][INFO] - ===> Epoch[263](6830/26): Loss -0.0684, Sem 0.1675, dir -0.6230, norm 0.3872, swav 0.0000 LR: 3.557e-02 Score 94.920 Data time: 0.2289, Forward time: 2.2667, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 4.4030 [2020-11-09 00:56:09,186][root][INFO] - ===> Epoch[263](6831/26): Loss -0.0945, Sem 0.1809, dir -0.6575, norm 0.3821, swav 0.0000 LR: 3.556e-02 Score 94.542 Data time: 0.3066, Forward time: 2.2668, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 6.3028 [2020-11-09 00:56:14,366][root][INFO] - ===> Epoch[263](6832/26): Loss -0.0770, Sem 0.1510, dir -0.6030, norm 0.3751, swav 0.0000 LR: 3.555e-02 Score 95.640 Data time: 0.1932, Forward time: 2.2668, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 5.0612 [2020-11-09 00:56:19,637][root][INFO] - ===> Epoch[263](6833/26): Loss -0.0905, Sem 0.1452, dir -0.6359, norm 0.4002, swav 0.0000 LR: 3.554e-02 Score 95.488 Data time: 0.2267, Forward time: 2.2668, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.1527 [2020-11-09 00:56:25,396][root][INFO] - ===> Epoch[263](6834/26): Loss -0.0653, Sem 0.1432, dir -0.6046, norm 0.3961, swav 0.0000 LR: 3.553e-02 Score 94.894 Data time: 0.2431, Forward time: 2.2668, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.6454 [2020-11-09 00:56:30,612][root][INFO] - ===> Epoch[263](6835/26): Loss -0.0999, Sem 0.1349, dir -0.5913, norm 0.3564, swav 0.0000 LR: 3.552e-02 Score 95.472 Data time: 0.2671, Forward time: 2.2669, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.0937 [2020-11-09 00:56:36,787][root][INFO] - ===> Epoch[263](6836/26): Loss -0.0995, Sem 0.1435, dir -0.6045, norm 0.3616, swav 0.0000 LR: 3.551e-02 Score 95.185 Data time: 0.3131, Forward time: 2.2670, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.0423 [2020-11-09 00:56:42,777][root][INFO] - ===> Epoch[263](6837/26): Loss -0.0527, Sem 0.1707, dir -0.6177, norm 0.3942, swav 0.0000 LR: 3.550e-02 Score 95.010 Data time: 0.2654, Forward time: 2.2671, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.8549 [2020-11-09 00:56:48,960][root][INFO] - ===> Epoch[263](6838/26): Loss -0.1159, Sem 0.1180, dir -0.5984, norm 0.3645, swav 0.0000 LR: 3.549e-02 Score 95.874 Data time: 0.3208, Forward time: 2.2672, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 6.0485 [2020-11-09 00:56:54,407][root][INFO] - ===> Epoch[264](6839/26): Loss -0.1056, Sem 0.1535, dir -0.6117, norm 0.3526, swav 0.0000 LR: 3.548e-02 Score 94.969 Data time: 0.2074, Forward time: 2.2672, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.3122 [2020-11-09 00:57:00,422][root][INFO] - ===> Epoch[264](6840/26): Loss -0.0634, Sem 0.1716, dir -0.6373, norm 0.4023, swav 0.0000 LR: 3.547e-02 Score 94.716 Data time: 0.2060, Forward time: 2.2672, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.8906 [2020-11-09 00:57:06,912][root][INFO] - ===> Epoch[264](6841/26): Loss -0.0501, Sem 0.1670, dir -0.6037, norm 0.3867, swav 0.0000 LR: 3.546e-02 Score 94.677 Data time: 0.2106, Forward time: 2.2672, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.3938 [2020-11-09 00:57:11,597][root][INFO] - ===> Epoch[264](6842/26): Loss -0.0095, Sem 0.1755, dir -0.5867, norm 0.4017, swav 0.0000 LR: 3.545e-02 Score 94.946 Data time: 0.1379, Forward time: 2.2671, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.5628 [2020-11-09 00:57:17,614][root][INFO] - ===> Epoch[264](6843/26): Loss -0.0644, Sem 0.1435, dir -0.6037, norm 0.3958, swav 0.0000 LR: 3.543e-02 Score 95.442 Data time: 0.1774, Forward time: 2.2670, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.9320 [2020-11-09 00:57:23,086][root][INFO] - ===> Epoch[264](6844/26): Loss -0.0549, Sem 0.1607, dir -0.5722, norm 0.3566, swav 0.0000 LR: 3.542e-02 Score 94.845 Data time: 0.2286, Forward time: 2.2670, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.3673 [2020-11-09 00:57:27,431][root][INFO] - ===> Epoch[264](6845/26): Loss -0.1906, Sem 0.1353, dir -0.6885, norm 0.3626, swav 0.0000 LR: 3.541e-02 Score 95.238 Data time: 0.1848, Forward time: 2.2670, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 4.2191 [2020-11-09 00:57:34,049][root][INFO] - ===> Epoch[264](6846/26): Loss -0.0162, Sem 0.1479, dir -0.5936, norm 0.4294, swav 0.0000 LR: 3.540e-02 Score 94.874 Data time: 0.2192, Forward time: 2.2670, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 6.4782 [2020-11-09 00:57:38,750][root][INFO] - ===> Epoch[264](6847/26): Loss -0.0815, Sem 0.1329, dir -0.5928, norm 0.3784, swav 0.0000 LR: 3.539e-02 Score 96.065 Data time: 0.2067, Forward time: 2.2670, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 4.5641 [2020-11-09 00:57:45,392][root][INFO] - ===> Epoch[264](6848/26): Loss 0.0055, Sem 0.1658, dir -0.5999, norm 0.4397, swav 0.0000 LR: 3.538e-02 Score 94.729 Data time: 0.1506, Forward time: 2.2669, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.5167 [2020-11-09 00:57:51,391][root][INFO] - ===> Epoch[264](6849/26): Loss -0.0895, Sem 0.1326, dir -0.5981, norm 0.3759, swav 0.0000 LR: 3.537e-02 Score 95.751 Data time: 0.2040, Forward time: 2.2669, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.9120 [2020-11-09 00:57:56,765][root][INFO] - ===> Epoch[264](6850/26): Loss -0.0878, Sem 0.1111, dir -0.5967, norm 0.3978, swav 0.0000 LR: 3.536e-02 Score 96.722 Data time: 0.2876, Forward time: 2.2670, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.2562 [2020-11-09 00:58:04,492][root][INFO] - ===> Epoch[264](6851/26): Loss 0.0105, Sem 0.1837, dir -0.5716, norm 0.3985, swav 0.0000 LR: 3.535e-02 Score 93.886 Data time: 0.3115, Forward time: 2.2670, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 7.5993 [2020-11-09 00:58:10,111][root][INFO] - ===> Epoch[264](6852/26): Loss -0.0763, Sem 0.1510, dir -0.6041, norm 0.3768, swav 0.0000 LR: 3.534e-02 Score 95.759 Data time: 0.2543, Forward time: 2.2671, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.4562 [2020-11-09 00:58:15,171][root][INFO] - ===> Epoch[264](6853/26): Loss -0.0322, Sem 0.1439, dir -0.5595, norm 0.3834, swav 0.0000 LR: 3.533e-02 Score 95.411 Data time: 0.2319, Forward time: 2.2671, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.9359 [2020-11-09 00:58:20,228][root][INFO] - ===> Epoch[264](6854/26): Loss -0.0691, Sem 0.1215, dir -0.5831, norm 0.3926, swav 0.0000 LR: 3.532e-02 Score 96.646 Data time: 0.2465, Forward time: 2.2671, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 4.9472 [2020-11-09 00:58:25,192][root][INFO] - ===> Epoch[264](6855/26): Loss -0.1764, Sem 0.1277, dir -0.6502, norm 0.3461, swav 0.0000 LR: 3.531e-02 Score 96.078 Data time: 0.2386, Forward time: 2.2672, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 4.8471 [2020-11-09 00:58:31,129][root][INFO] - ===> Epoch[264](6856/26): Loss -0.1049, Sem 0.1396, dir -0.6154, norm 0.3709, swav 0.0000 LR: 3.530e-02 Score 95.319 Data time: 0.2460, Forward time: 2.2672, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.8177 [2020-11-09 00:58:36,185][root][INFO] - ===> Epoch[264](6857/26): Loss -0.0556, Sem 0.1677, dir -0.5913, norm 0.3679, swav 0.0000 LR: 3.529e-02 Score 93.629 Data time: 0.1866, Forward time: 2.2672, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 4.9063 [2020-11-09 00:58:41,220][root][INFO] - ===> Epoch[264](6858/26): Loss -0.1035, Sem 0.1439, dir -0.6045, norm 0.3572, swav 0.0000 LR: 3.528e-02 Score 95.142 Data time: 0.1354, Forward time: 2.2671, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 4.9341 [2020-11-09 00:58:47,130][root][INFO] - ===> Epoch[264](6859/26): Loss -0.0646, Sem 0.1307, dir -0.5855, norm 0.3902, swav 0.0000 LR: 3.527e-02 Score 96.169 Data time: 0.1674, Forward time: 2.2670, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.8568 [2020-11-09 00:58:52,639][root][INFO] - ===> Epoch[264](6860/26): Loss -0.1042, Sem 0.1468, dir -0.6061, norm 0.3552, swav 0.0000 LR: 3.526e-02 Score 95.283 Data time: 0.1699, Forward time: 2.2670, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.4170 [2020-11-09 00:59:00,240][root][INFO] - ===> Epoch[264](6861/26): Loss -0.0837, Sem 0.1302, dir -0.5760, norm 0.3622, swav 0.0000 LR: 3.525e-02 Score 95.858 Data time: 0.2036, Forward time: 2.2669, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 7.4954 [2020-11-09 00:59:05,788][root][INFO] - ===> Epoch[264](6862/26): Loss -0.0499, Sem 0.1676, dir -0.5901, norm 0.3726, swav 0.0000 LR: 3.524e-02 Score 94.729 Data time: 0.2406, Forward time: 2.2670, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.4107 [2020-11-09 00:59:11,338][root][INFO] - ===> Epoch[264](6863/26): Loss -0.0593, Sem 0.1305, dir -0.5980, norm 0.4082, swav 0.0000 LR: 3.523e-02 Score 95.485 Data time: 0.2192, Forward time: 2.2670, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.4186 [2020-11-09 00:59:17,400][root][INFO] - ===> Epoch[264](6864/26): Loss -0.0224, Sem 0.1802, dir -0.5880, norm 0.3855, swav 0.0000 LR: 3.522e-02 Score 93.920 Data time: 0.1664, Forward time: 2.2669, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.9337 [2020-11-09 00:59:22,268][root][INFO] - ===> Epoch[265](6865/26): Loss -0.0639, Sem 0.1357, dir -0.5858, norm 0.3862, swav 0.0000 LR: 3.521e-02 Score 95.059 Data time: 0.1953, Forward time: 2.2669, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.7627 [2020-11-09 00:59:27,050][root][INFO] - ===> Epoch[265](6866/26): Loss -0.0562, Sem 0.1324, dir -0.6087, norm 0.4201, swav 0.0000 LR: 3.520e-02 Score 95.571 Data time: 0.2261, Forward time: 2.2669, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 4.6711 [2020-11-09 00:59:34,025][root][INFO] - ===> Epoch[265](6867/26): Loss -0.1148, Sem 0.1705, dir -0.6350, norm 0.3496, swav 0.0000 LR: 3.519e-02 Score 94.323 Data time: 0.3218, Forward time: 2.2670, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 6.8325 [2020-11-09 00:59:39,605][root][INFO] - ===> Epoch[265](6868/26): Loss -0.1156, Sem 0.1278, dir -0.6239, norm 0.3804, swav 0.0000 LR: 3.518e-02 Score 95.414 Data time: 0.2515, Forward time: 2.2670, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.4289 [2020-11-09 00:59:44,757][root][INFO] - ===> Epoch[265](6869/26): Loss -0.0866, Sem 0.1782, dir -0.6231, norm 0.3583, swav 0.0000 LR: 3.517e-02 Score 94.419 Data time: 0.2852, Forward time: 2.2671, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.0285 [2020-11-09 00:59:49,841][root][INFO] - ===> Epoch[265](6870/26): Loss -0.1217, Sem 0.1278, dir -0.6275, norm 0.3779, swav 0.0000 LR: 3.516e-02 Score 95.547 Data time: 0.1479, Forward time: 2.2670, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 4.9629 [2020-11-09 00:59:57,312][root][INFO] - ===> Epoch[265](6871/26): Loss -0.0696, Sem 0.1275, dir -0.6044, norm 0.4073, swav 0.0000 LR: 3.515e-02 Score 95.714 Data time: 0.1818, Forward time: 2.2669, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 7.3882 [2020-11-09 01:00:03,534][root][INFO] - ===> Epoch[265](6872/26): Loss -0.1110, Sem 0.1320, dir -0.6293, norm 0.3863, swav 0.0000 LR: 3.514e-02 Score 95.211 Data time: 0.3084, Forward time: 2.2670, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.1341 [2020-11-09 01:00:08,723][root][INFO] - ===> Epoch[265](6873/26): Loss -0.1553, Sem 0.1190, dir -0.6292, norm 0.3549, swav 0.0000 LR: 3.513e-02 Score 96.035 Data time: 0.1492, Forward time: 2.2669, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.0539 [2020-11-09 01:00:14,354][root][INFO] - ===> Epoch[265](6874/26): Loss -0.0540, Sem 0.1794, dir -0.6005, norm 0.3671, swav 0.0000 LR: 3.512e-02 Score 94.126 Data time: 0.2491, Forward time: 2.2670, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.5192 [2020-11-09 01:00:20,880][root][INFO] - ===> Epoch[265](6875/26): Loss -0.1267, Sem 0.1344, dir -0.6111, norm 0.3499, swav 0.0000 LR: 3.511e-02 Score 94.984 Data time: 0.3258, Forward time: 2.2671, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 6.4152 [2020-11-09 01:00:26,658][root][INFO] - ===> Epoch[265](6876/26): Loss -0.0787, Sem 0.1558, dir -0.6298, norm 0.3953, swav 0.0000 LR: 3.510e-02 Score 95.306 Data time: 0.2024, Forward time: 2.2671, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.6504 [2020-11-09 01:00:31,782][root][INFO] - ===> Epoch[265](6877/26): Loss -0.1271, Sem 0.1240, dir -0.6489, norm 0.3979, swav 0.0000 LR: 3.509e-02 Score 95.731 Data time: 0.2814, Forward time: 2.2672, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.0256 [2020-11-09 01:00:37,775][root][INFO] - ===> Epoch[265](6878/26): Loss -0.0801, Sem 0.1255, dir -0.6004, norm 0.3948, swav 0.0000 LR: 3.508e-02 Score 96.032 Data time: 0.2039, Forward time: 2.2671, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.8773 [2020-11-09 01:00:44,939][root][INFO] - ===> Epoch[265](6879/26): Loss -0.1408, Sem 0.1510, dir -0.6704, norm 0.3785, swav 0.0000 LR: 3.507e-02 Score 95.396 Data time: 0.2164, Forward time: 2.2671, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 7.0483 [2020-11-09 01:00:50,909][root][INFO] - ===> Epoch[265](6880/26): Loss -0.0676, Sem 0.1352, dir -0.5448, norm 0.3420, swav 0.0000 LR: 3.506e-02 Score 95.547 Data time: 0.2933, Forward time: 2.2672, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.8380 [2020-11-09 01:00:55,912][root][INFO] - ===> Epoch[265](6881/26): Loss -0.1949, Sem 0.1151, dir -0.6512, norm 0.3412, swav 0.0000 LR: 3.505e-02 Score 95.920 Data time: 0.1962, Forward time: 2.2672, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 4.8833 [2020-11-09 01:01:01,873][root][INFO] - ===> Epoch[265](6882/26): Loss -0.0610, Sem 0.1570, dir -0.6150, norm 0.3971, swav 0.0000 LR: 3.504e-02 Score 94.958 Data time: 0.2929, Forward time: 2.2673, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.8623 [2020-11-09 01:01:08,952][root][INFO] - ===> Epoch[265](6883/26): Loss 0.0226, Sem 0.1564, dir -0.5661, norm 0.4323, swav 0.0000 LR: 3.503e-02 Score 94.851 Data time: 0.2440, Forward time: 2.2674, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 6.9584 [2020-11-09 01:01:15,164][root][INFO] - ===> Epoch[265](6884/26): Loss -0.0626, Sem 0.1918, dir -0.5936, norm 0.3392, swav 0.0000 LR: 3.502e-02 Score 93.963 Data time: 0.2260, Forward time: 2.2674, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 6.0806 [2020-11-09 01:01:20,271][root][INFO] - ===> Epoch[265](6885/26): Loss -0.1151, Sem 0.1414, dir -0.6101, norm 0.3536, swav 0.0000 LR: 3.501e-02 Score 95.559 Data time: 0.2451, Forward time: 2.2675, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 4.9952 [2020-11-09 01:01:24,908][root][INFO] - ===> Epoch[265](6886/26): Loss -0.0935, Sem 0.1494, dir -0.6311, norm 0.3881, swav 0.0000 LR: 3.500e-02 Score 95.131 Data time: 0.2154, Forward time: 2.2675, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 4.5198 [2020-11-09 01:01:30,348][root][INFO] - ===> Epoch[265](6887/26): Loss 0.0137, Sem 0.1803, dir -0.6168, norm 0.4503, swav 0.0000 LR: 3.499e-02 Score 94.455 Data time: 0.2145, Forward time: 2.2675, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.3325 [2020-11-09 01:01:37,049][root][INFO] - ===> Epoch[265](6888/26): Loss -0.0439, Sem 0.1693, dir -0.6034, norm 0.3903, swav 0.0000 LR: 3.498e-02 Score 94.151 Data time: 0.1728, Forward time: 2.2674, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 6.5781 [2020-11-09 01:01:42,755][root][INFO] - ===> Epoch[265](6889/26): Loss -0.0795, Sem 0.1597, dir -0.6094, norm 0.3702, swav 0.0000 LR: 3.497e-02 Score 93.715 Data time: 0.2618, Forward time: 2.2675, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.6049 [2020-11-09 01:01:47,698][root][INFO] - ===> Epoch[265](6890/26): Loss -0.0425, Sem 0.1582, dir -0.5984, norm 0.3977, swav 0.0000 LR: 3.496e-02 Score 94.022 Data time: 0.1723, Forward time: 2.2674, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 4.8121 [2020-11-09 01:01:52,760][root][INFO] - ===> Epoch[266](6891/26): Loss -0.0322, Sem 0.1460, dir -0.5967, norm 0.4185, swav 0.0000 LR: 3.495e-02 Score 94.614 Data time: 0.2514, Forward time: 2.2674, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 4.9796 [2020-11-09 01:01:58,932][root][INFO] - ===> Epoch[266](6892/26): Loss -0.1218, Sem 0.1400, dir -0.6229, norm 0.3611, swav 0.0000 LR: 3.494e-02 Score 95.175 Data time: 0.2966, Forward time: 2.2676, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 6.0347 [2020-11-09 01:02:03,871][root][INFO] - ===> Epoch[266](6893/26): Loss -0.0719, Sem 0.1563, dir -0.6325, norm 0.4044, swav 0.0000 LR: 3.493e-02 Score 95.172 Data time: 0.2094, Forward time: 2.2676, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.8026 [2020-11-09 01:02:09,702][root][INFO] - ===> Epoch[266](6894/26): Loss -0.0154, Sem 0.2190, dir -0.5841, norm 0.3497, swav 0.0000 LR: 3.492e-02 Score 93.263 Data time: 0.2678, Forward time: 2.2677, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.7292 [2020-11-09 01:02:15,544][root][INFO] - ===> Epoch[266](6895/26): Loss -0.1414, Sem 0.1165, dir -0.6310, norm 0.3730, swav 0.0000 LR: 3.491e-02 Score 96.015 Data time: 0.1584, Forward time: 2.2676, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.7211 [2020-11-09 01:02:21,031][root][INFO] - ===> Epoch[266](6896/26): Loss -0.0246, Sem 0.1636, dir -0.5727, norm 0.3845, swav 0.0000 LR: 3.490e-02 Score 93.703 Data time: 0.2368, Forward time: 2.2676, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.3886 [2020-11-09 01:02:26,529][root][INFO] - ===> Epoch[266](6897/26): Loss -0.1307, Sem 0.1305, dir -0.6224, norm 0.3612, swav 0.0000 LR: 3.489e-02 Score 95.920 Data time: 0.2051, Forward time: 2.2676, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.3699 [2020-11-09 01:02:32,729][root][INFO] - ===> Epoch[266](6898/26): Loss -0.0658, Sem 0.1439, dir -0.6246, norm 0.4150, swav 0.0000 LR: 3.488e-02 Score 94.955 Data time: 0.1557, Forward time: 2.2675, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 6.0908 [2020-11-09 01:02:37,044][root][INFO] - ===> Epoch[266](6899/26): Loss -0.1234, Sem 0.1424, dir -0.6260, norm 0.3602, swav 0.0000 LR: 3.487e-02 Score 95.620 Data time: 0.1267, Forward time: 2.2674, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.2413 [2020-11-09 01:02:43,294][root][INFO] - ===> Epoch[266](6900/26): Loss -0.0402, Sem 0.1677, dir -0.5957, norm 0.3878, swav 0.0000 LR: 3.486e-02 Score 94.400 Data time: 0.1723, Forward time: 2.2673, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 6.1814 [2020-11-09 01:02:48,894][root][INFO] - ===> Epoch[266](6901/26): Loss -0.1144, Sem 0.1955, dir -0.6926, norm 0.3827, swav 0.0000 LR: 3.485e-02 Score 93.400 Data time: 0.2696, Forward time: 2.2674, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.4952 [2020-11-09 01:02:54,276][root][INFO] - ===> Epoch[266](6902/26): Loss -0.0564, Sem 0.1303, dir -0.5958, norm 0.4090, swav 0.0000 LR: 3.484e-02 Score 95.897 Data time: 0.2174, Forward time: 2.2674, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.2694 [2020-11-09 01:02:59,854][root][INFO] - ===> Epoch[266](6903/26): Loss -0.0963, Sem 0.1345, dir -0.6189, norm 0.3881, swav 0.0000 LR: 3.483e-02 Score 95.502 Data time: 0.1992, Forward time: 2.2673, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.4474 [2020-11-09 01:03:04,609][root][INFO] - ===> Epoch[266](6904/26): Loss -0.1127, Sem 0.1252, dir -0.5974, norm 0.3596, swav 0.0000 LR: 3.482e-02 Score 96.283 Data time: 0.1553, Forward time: 2.2672, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.6201 [2020-11-09 01:03:10,709][root][INFO] - ===> Epoch[266](6905/26): Loss -0.0962, Sem 0.1250, dir -0.6123, norm 0.3911, swav 0.0000 LR: 3.481e-02 Score 95.850 Data time: 0.2243, Forward time: 2.2672, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.9929 [2020-11-09 01:03:16,330][root][INFO] - ===> Epoch[266](6906/26): Loss -0.1455, Sem 0.1288, dir -0.6120, norm 0.3377, swav 0.0000 LR: 3.480e-02 Score 95.603 Data time: 0.2491, Forward time: 2.2673, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.4892 [2020-11-09 01:03:21,174][root][INFO] - ===> Epoch[266](6907/26): Loss -0.0403, Sem 0.1628, dir -0.5794, norm 0.3763, swav 0.0000 LR: 3.479e-02 Score 94.566 Data time: 0.2426, Forward time: 2.2673, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.7082 [2020-11-09 01:03:27,571][root][INFO] - ===> Epoch[266](6908/26): Loss -0.0923, Sem 0.1425, dir -0.5932, norm 0.3584, swav 0.0000 LR: 3.478e-02 Score 95.525 Data time: 0.2320, Forward time: 2.2673, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.2821 [2020-11-09 01:03:33,084][root][INFO] - ===> Epoch[266](6909/26): Loss -0.1182, Sem 0.1349, dir -0.5931, norm 0.3399, swav 0.0000 LR: 3.477e-02 Score 95.051 Data time: 0.1753, Forward time: 2.2673, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.3887 [2020-11-09 01:03:39,539][root][INFO] - ===> Epoch[266](6910/26): Loss -0.1315, Sem 0.1654, dir -0.6791, norm 0.3822, swav 0.0000 LR: 3.476e-02 Score 94.704 Data time: 0.2317, Forward time: 2.2673, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.3307 [2020-11-09 01:03:44,398][root][INFO] - ===> Epoch[266](6911/26): Loss -0.0623, Sem 0.1690, dir -0.5957, norm 0.3645, swav 0.0000 LR: 3.475e-02 Score 94.191 Data time: 0.2159, Forward time: 2.2673, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 4.7131 [2020-11-09 01:03:50,106][root][INFO] - ===> Epoch[266](6912/26): Loss -0.0361, Sem 0.1540, dir -0.5884, norm 0.3983, swav 0.0000 LR: 3.474e-02 Score 94.581 Data time: 0.1899, Forward time: 2.2672, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.5883 [2020-11-09 01:03:55,512][root][INFO] - ===> Epoch[266](6913/26): Loss -0.0001, Sem 0.1684, dir -0.5220, norm 0.3535, swav 0.0000 LR: 3.473e-02 Score 94.154 Data time: 0.2302, Forward time: 2.2673, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.2839 [2020-11-09 01:04:01,839][root][INFO] - ===> Epoch[266](6914/26): Loss -0.1010, Sem 0.1428, dir -0.6323, norm 0.3885, swav 0.0000 LR: 3.472e-02 Score 95.375 Data time: 0.2180, Forward time: 2.2673, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.1784 [2020-11-09 01:04:08,459][root][INFO] - ===> Epoch[266](6915/26): Loss -0.0352, Sem 0.1550, dir -0.5891, norm 0.3989, swav 0.0000 LR: 3.471e-02 Score 94.161 Data time: 0.2145, Forward time: 2.2673, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 6.5079 [2020-11-09 01:04:13,850][root][INFO] - ===> Epoch[266](6916/26): Loss -0.0742, Sem 0.1353, dir -0.5910, norm 0.3815, swav 0.0000 LR: 3.470e-02 Score 95.335 Data time: 0.2413, Forward time: 2.2673, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.2457 [2020-11-09 01:04:18,925][root][INFO] - ===> Epoch[267](6917/26): Loss -0.0979, Sem 0.1484, dir -0.6099, norm 0.3637, swav 0.0000 LR: 3.469e-02 Score 95.118 Data time: 0.1307, Forward time: 2.2672, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.9519 [2020-11-09 01:04:24,902][root][INFO] - ===> Epoch[267](6918/26): Loss -0.0397, Sem 0.1627, dir -0.5735, norm 0.3711, swav 0.0000 LR: 3.468e-02 Score 94.970 Data time: 0.2205, Forward time: 2.2672, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.8686 [2020-11-09 01:04:29,767][root][INFO] - ===> Epoch[267](6919/26): Loss -0.1655, Sem 0.1120, dir -0.6311, norm 0.3536, swav 0.0000 LR: 3.467e-02 Score 96.204 Data time: 0.1741, Forward time: 2.2672, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 4.7575 [2020-11-09 01:04:36,493][root][INFO] - ===> Epoch[267](6920/26): Loss -0.0666, Sem 0.1299, dir -0.6258, norm 0.4293, swav 0.0000 LR: 3.466e-02 Score 95.715 Data time: 0.2342, Forward time: 2.2672, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.6263 [2020-11-09 01:04:42,729][root][INFO] - ===> Epoch[267](6921/26): Loss -0.0868, Sem 0.1420, dir -0.6148, norm 0.3861, swav 0.0000 LR: 3.465e-02 Score 95.101 Data time: 0.1254, Forward time: 2.2671, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 6.0986 [2020-11-09 01:04:48,122][root][INFO] - ===> Epoch[267](6922/26): Loss -0.1282, Sem 0.1297, dir -0.6271, norm 0.3692, swav 0.0000 LR: 3.464e-02 Score 95.530 Data time: 0.2148, Forward time: 2.2671, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.2883 [2020-11-09 01:04:55,173][root][INFO] - ===> Epoch[267](6923/26): Loss -0.0599, Sem 0.1392, dir -0.5863, norm 0.3872, swav 0.0000 LR: 3.463e-02 Score 95.311 Data time: 0.2162, Forward time: 2.2671, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 6.9162 [2020-11-09 01:05:01,053][root][INFO] - ===> Epoch[267](6924/26): Loss 0.0089, Sem 0.1607, dir -0.5527, norm 0.4009, swav 0.0000 LR: 3.462e-02 Score 95.015 Data time: 0.1611, Forward time: 2.2670, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.7543 [2020-11-09 01:05:07,673][root][INFO] - ===> Epoch[267](6925/26): Loss -0.1473, Sem 0.1473, dir -0.6148, norm 0.3202, swav 0.0000 LR: 3.461e-02 Score 95.545 Data time: 0.3495, Forward time: 2.2671, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 6.5058 [2020-11-09 01:05:13,017][root][INFO] - ===> Epoch[267](6926/26): Loss -0.1531, Sem 0.1072, dir -0.6096, norm 0.3494, swav 0.0000 LR: 3.460e-02 Score 96.360 Data time: 0.2135, Forward time: 2.2672, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.2221 [2020-11-09 01:05:18,327][root][INFO] - ===> Epoch[267](6927/26): Loss -0.1485, Sem 0.1239, dir -0.6223, norm 0.3499, swav 0.0000 LR: 3.459e-02 Score 95.703 Data time: 0.2411, Forward time: 2.2672, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.1970 [2020-11-09 01:05:23,973][root][INFO] - ===> Epoch[267](6928/26): Loss -0.1060, Sem 0.1534, dir -0.6323, norm 0.3729, swav 0.0000 LR: 3.458e-02 Score 94.592 Data time: 0.2389, Forward time: 2.2673, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.5180 [2020-11-09 01:05:29,809][root][INFO] - ===> Epoch[267](6929/26): Loss -0.0866, Sem 0.1499, dir -0.6123, norm 0.3758, swav 0.0000 LR: 3.457e-02 Score 94.900 Data time: 0.1852, Forward time: 2.2672, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.7223 [2020-11-09 01:05:35,488][root][INFO] - ===> Epoch[267](6930/26): Loss -0.1128, Sem 0.1804, dir -0.6744, norm 0.3812, swav 0.0000 LR: 3.456e-02 Score 94.914 Data time: 0.2337, Forward time: 2.2673, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.5373 [2020-11-09 01:05:41,586][root][INFO] - ===> Epoch[267](6931/26): Loss -0.0917, Sem 0.1286, dir -0.6065, norm 0.3862, swav 0.0000 LR: 3.455e-02 Score 95.457 Data time: 0.1516, Forward time: 2.2672, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.9733 [2020-11-09 01:05:46,122][root][INFO] - ===> Epoch[267](6932/26): Loss -0.0534, Sem 0.1470, dir -0.5895, norm 0.3891, swav 0.0000 LR: 3.453e-02 Score 95.096 Data time: 0.1813, Forward time: 2.2671, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 4.4203 [2020-11-09 01:05:51,570][root][INFO] - ===> Epoch[267](6933/26): Loss -0.0249, Sem 0.1669, dir -0.6127, norm 0.4209, swav 0.0000 LR: 3.452e-02 Score 94.941 Data time: 0.2587, Forward time: 2.2672, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.3300 [2020-11-09 01:05:55,895][root][INFO] - ===> Epoch[267](6934/26): Loss -0.1131, Sem 0.1392, dir -0.6342, norm 0.3819, swav 0.0000 LR: 3.451e-02 Score 95.362 Data time: 0.1838, Forward time: 2.2671, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 4.1984 [2020-11-09 01:06:00,733][root][INFO] - ===> Epoch[267](6935/26): Loss -0.0451, Sem 0.1806, dir -0.6060, norm 0.3803, swav 0.0000 LR: 3.450e-02 Score 94.205 Data time: 0.1568, Forward time: 2.2670, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 4.7300 [2020-11-09 01:06:06,862][root][INFO] - ===> Epoch[267](6936/26): Loss -0.0868, Sem 0.1581, dir -0.6094, norm 0.3646, swav 0.0000 LR: 3.449e-02 Score 95.084 Data time: 0.1567, Forward time: 2.2670, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.0310 [2020-11-09 01:06:11,592][root][INFO] - ===> Epoch[267](6937/26): Loss -0.1199, Sem 0.1225, dir -0.5948, norm 0.3525, swav 0.0000 LR: 3.448e-02 Score 95.752 Data time: 0.1969, Forward time: 2.2669, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 4.6072 [2020-11-09 01:06:17,723][root][INFO] - ===> Epoch[267](6938/26): Loss -0.0254, Sem 0.1751, dir -0.6394, norm 0.4390, swav 0.0000 LR: 3.447e-02 Score 93.994 Data time: 0.1980, Forward time: 2.2669, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.0182 [2020-11-09 01:06:23,260][root][INFO] - ===> Epoch[267](6939/26): Loss -0.0777, Sem 0.1563, dir -0.6370, norm 0.4030, swav 0.0000 LR: 3.446e-02 Score 94.228 Data time: 0.2308, Forward time: 2.2668, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.4035 [2020-11-09 01:06:29,132][root][INFO] - ===> Epoch[267](6940/26): Loss -0.0771, Sem 0.1758, dir -0.6269, norm 0.3740, swav 0.0000 LR: 3.445e-02 Score 94.744 Data time: 0.2097, Forward time: 2.2668, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.7693 [2020-11-09 01:06:34,542][root][INFO] - ===> Epoch[267](6941/26): Loss -0.1023, Sem 0.1271, dir -0.6022, norm 0.3728, swav 0.0000 LR: 3.444e-02 Score 96.332 Data time: 0.2663, Forward time: 2.2669, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.2760 [2020-11-09 01:06:39,286][root][INFO] - ===> Epoch[267](6942/26): Loss -0.1283, Sem 0.1334, dir -0.6409, norm 0.3792, swav 0.0000 LR: 3.443e-02 Score 95.368 Data time: 0.1905, Forward time: 2.2669, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.6032 [2020-11-09 01:06:44,895][root][INFO] - ===> Epoch[268](6943/26): Loss -0.0940, Sem 0.1555, dir -0.6309, norm 0.3814, swav 0.0000 LR: 3.442e-02 Score 94.803 Data time: 0.1898, Forward time: 2.2668, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.4927 [2020-11-09 01:06:49,954][root][INFO] - ===> Epoch[268](6944/26): Loss -0.1076, Sem 0.1401, dir -0.6294, norm 0.3817, swav 0.0000 LR: 3.441e-02 Score 95.176 Data time: 0.2441, Forward time: 2.2669, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 4.9533 [2020-11-09 01:06:56,427][root][INFO] - ===> Epoch[268](6945/26): Loss -0.0751, Sem 0.1577, dir -0.6029, norm 0.3701, swav 0.0000 LR: 3.440e-02 Score 94.808 Data time: 0.2343, Forward time: 2.2669, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 6.3270 [2020-11-09 01:07:02,745][root][INFO] - ===> Epoch[268](6946/26): Loss -0.0149, Sem 0.1622, dir -0.5417, norm 0.3647, swav 0.0000 LR: 3.439e-02 Score 94.493 Data time: 0.2244, Forward time: 2.2669, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 6.1957 [2020-11-09 01:07:08,878][root][INFO] - ===> Epoch[268](6947/26): Loss -0.0742, Sem 0.1403, dir -0.6228, norm 0.4083, swav 0.0000 LR: 3.438e-02 Score 95.017 Data time: 0.1753, Forward time: 2.2669, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.9981 [2020-11-09 01:07:15,546][root][INFO] - ===> Epoch[268](6948/26): Loss -0.0322, Sem 0.1624, dir -0.5971, norm 0.4025, swav 0.0000 LR: 3.437e-02 Score 94.275 Data time: 0.2199, Forward time: 2.2669, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.5848 [2020-11-09 01:07:20,227][root][INFO] - ===> Epoch[268](6949/26): Loss -0.0787, Sem 0.1371, dir -0.6030, norm 0.3871, swav 0.0000 LR: 3.436e-02 Score 95.557 Data time: 0.1953, Forward time: 2.2669, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 4.5517 [2020-11-09 01:07:25,778][root][INFO] - ===> Epoch[268](6950/26): Loss -0.0628, Sem 0.1602, dir -0.6001, norm 0.3771, swav 0.0000 LR: 3.435e-02 Score 94.266 Data time: 0.1771, Forward time: 2.2668, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.4363 [2020-11-09 01:07:32,030][root][INFO] - ===> Epoch[268](6951/26): Loss -0.1158, Sem 0.1242, dir -0.6226, norm 0.3826, swav 0.0000 LR: 3.434e-02 Score 95.091 Data time: 0.2867, Forward time: 2.2669, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.1307 [2020-11-09 01:07:37,304][root][INFO] - ===> Epoch[268](6952/26): Loss -0.0924, Sem 0.1584, dir -0.6095, norm 0.3587, swav 0.0000 LR: 3.433e-02 Score 94.954 Data time: 0.2069, Forward time: 2.2669, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.1516 [2020-11-09 01:07:42,439][root][INFO] - ===> Epoch[268](6953/26): Loss -0.0775, Sem 0.1373, dir -0.5893, norm 0.3745, swav 0.0000 LR: 3.432e-02 Score 95.874 Data time: 0.2275, Forward time: 2.2669, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.0154 [2020-11-09 01:07:47,715][root][INFO] - ===> Epoch[268](6954/26): Loss -0.1263, Sem 0.1282, dir -0.6230, norm 0.3685, swav 0.0000 LR: 3.431e-02 Score 95.876 Data time: 0.2739, Forward time: 2.2670, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.1656 [2020-11-09 01:07:53,847][root][INFO] - ===> Epoch[268](6955/26): Loss -0.0851, Sem 0.1492, dir -0.6252, norm 0.3909, swav 0.0000 LR: 3.430e-02 Score 94.653 Data time: 0.2237, Forward time: 2.2669, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 6.0013 [2020-11-09 01:07:58,564][root][INFO] - ===> Epoch[268](6956/26): Loss -0.0564, Sem 0.1660, dir -0.6528, norm 0.4303, swav 0.0000 LR: 3.429e-02 Score 94.836 Data time: 0.1807, Forward time: 2.2669, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 4.6048 [2020-11-09 01:08:05,826][root][INFO] - ===> Epoch[268](6957/26): Loss -0.1056, Sem 0.1507, dir -0.6382, norm 0.3819, swav 0.0000 LR: 3.428e-02 Score 95.343 Data time: 0.2506, Forward time: 2.2669, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 7.1506 [2020-11-09 01:08:11,900][root][INFO] - ===> Epoch[268](6958/26): Loss -0.0691, Sem 0.1321, dir -0.5847, norm 0.3836, swav 0.0000 LR: 3.427e-02 Score 95.620 Data time: 0.2026, Forward time: 2.2669, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.9348 [2020-11-09 01:08:16,687][root][INFO] - ===> Epoch[268](6959/26): Loss -0.0855, Sem 0.1455, dir -0.5873, norm 0.3563, swav 0.0000 LR: 3.426e-02 Score 95.409 Data time: 0.1781, Forward time: 2.2668, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.6609 [2020-11-09 01:08:22,449][root][INFO] - ===> Epoch[268](6960/26): Loss -0.1356, Sem 0.1212, dir -0.6099, norm 0.3531, swav 0.0000 LR: 3.425e-02 Score 95.847 Data time: 0.1527, Forward time: 2.2667, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.6687 [2020-11-09 01:08:28,295][root][INFO] - ===> Epoch[268](6961/26): Loss -0.1207, Sem 0.1274, dir -0.6141, norm 0.3660, swav 0.0000 LR: 3.424e-02 Score 96.003 Data time: 0.1771, Forward time: 2.2667, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.7297 [2020-11-09 01:08:33,338][root][INFO] - ===> Epoch[268](6962/26): Loss -0.0606, Sem 0.1686, dir -0.6006, norm 0.3715, swav 0.0000 LR: 3.423e-02 Score 94.127 Data time: 0.1794, Forward time: 2.2666, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 4.9350 [2020-11-09 01:08:38,741][root][INFO] - ===> Epoch[268](6963/26): Loss -0.0640, Sem 0.1790, dir -0.6438, norm 0.4008, swav 0.0000 LR: 3.422e-02 Score 94.721 Data time: 0.1942, Forward time: 2.2666, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.2745 [2020-11-09 01:08:43,864][root][INFO] - ===> Epoch[268](6964/26): Loss -0.0444, Sem 0.1542, dir -0.5893, norm 0.3906, swav 0.0000 LR: 3.421e-02 Score 94.780 Data time: 0.1953, Forward time: 2.2666, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.0070 [2020-11-09 01:08:50,346][root][INFO] - ===> Epoch[268](6965/26): Loss -0.1048, Sem 0.1280, dir -0.5887, norm 0.3559, swav 0.0000 LR: 3.420e-02 Score 94.555 Data time: 0.2172, Forward time: 2.2665, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.3851 [2020-11-09 01:08:56,495][root][INFO] - ===> Epoch[268](6966/26): Loss -0.0571, Sem 0.1931, dir -0.6331, norm 0.3829, swav 0.0000 LR: 3.419e-02 Score 93.953 Data time: 0.2739, Forward time: 2.2666, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.0219 [2020-11-09 01:09:04,067][root][INFO] - ===> Epoch[268](6967/26): Loss -0.1234, Sem 0.1339, dir -0.6103, norm 0.3530, swav 0.0000 LR: 3.418e-02 Score 95.942 Data time: 0.2552, Forward time: 2.2667, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 7.4224 [2020-11-09 01:09:09,456][root][INFO] - ===> Epoch[268](6968/26): Loss -0.0822, Sem 0.1610, dir -0.6303, norm 0.3871, swav 0.0000 LR: 3.417e-02 Score 94.391 Data time: 0.2061, Forward time: 2.2667, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.2494 [2020-11-09 01:09:14,583][root][INFO] - ===> Epoch[269](6969/26): Loss -0.1222, Sem 0.1447, dir -0.6388, norm 0.3718, swav 0.0000 LR: 3.416e-02 Score 95.191 Data time: 0.1964, Forward time: 2.2666, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.9958 [2020-11-09 01:09:20,425][root][INFO] - ===> Epoch[269](6970/26): Loss -0.0992, Sem 0.1433, dir -0.5745, norm 0.3320, swav 0.0000 LR: 3.415e-02 Score 95.104 Data time: 0.1885, Forward time: 2.2666, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.7406 [2020-11-09 01:09:25,287][root][INFO] - ===> Epoch[269](6971/26): Loss -0.0228, Sem 0.1795, dir -0.5723, norm 0.3700, swav 0.0000 LR: 3.414e-02 Score 94.137 Data time: 0.2329, Forward time: 2.2666, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.7439 [2020-11-09 01:09:31,626][root][INFO] - ===> Epoch[269](6972/26): Loss -0.1724, Sem 0.1413, dir -0.6996, norm 0.3859, swav 0.0000 LR: 3.413e-02 Score 95.314 Data time: 0.1682, Forward time: 2.2665, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 6.2253 [2020-11-09 01:09:36,259][root][INFO] - ===> Epoch[269](6973/26): Loss -0.1407, Sem 0.1349, dir -0.6403, norm 0.3648, swav 0.0000 LR: 3.412e-02 Score 95.542 Data time: 0.1011, Forward time: 2.2664, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.5266 [2020-11-09 01:09:41,444][root][INFO] - ===> Epoch[269](6974/26): Loss -0.0347, Sem 0.2007, dir -0.6151, norm 0.3797, swav 0.0000 LR: 3.411e-02 Score 93.397 Data time: 0.1608, Forward time: 2.2663, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.1325 [2020-11-09 01:09:46,123][root][INFO] - ===> Epoch[269](6975/26): Loss -0.1520, Sem 0.1144, dir -0.6302, norm 0.3638, swav 0.0000 LR: 3.410e-02 Score 96.022 Data time: 0.1550, Forward time: 2.2662, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.5642 [2020-11-09 01:09:50,811][root][INFO] - ===> Epoch[269](6976/26): Loss -0.0596, Sem 0.1823, dir -0.6013, norm 0.3594, swav 0.0000 LR: 3.409e-02 Score 94.723 Data time: 0.1918, Forward time: 2.2662, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.5861 [2020-11-09 01:09:55,989][root][INFO] - ===> Epoch[269](6977/26): Loss -0.0393, Sem 0.1705, dir -0.6199, norm 0.4101, swav 0.0000 LR: 3.408e-02 Score 94.149 Data time: 0.1630, Forward time: 2.2661, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.0545 [2020-11-09 01:10:02,134][root][INFO] - ===> Epoch[269](6978/26): Loss -0.0418, Sem 0.1492, dir -0.5676, norm 0.3766, swav 0.0000 LR: 3.407e-02 Score 95.534 Data time: 0.1958, Forward time: 2.2660, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 6.0468 [2020-11-09 01:10:07,128][root][INFO] - ===> Epoch[269](6979/26): Loss -0.1051, Sem 0.1315, dir -0.5854, norm 0.3488, swav 0.0000 LR: 3.406e-02 Score 95.351 Data time: 0.2120, Forward time: 2.2660, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.8609 [2020-11-09 01:10:12,972][root][INFO] - ===> Epoch[269](6980/26): Loss -0.0997, Sem 0.1599, dir -0.5960, norm 0.3364, swav 0.0000 LR: 3.405e-02 Score 94.590 Data time: 0.2895, Forward time: 2.2661, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.7089 [2020-11-09 01:10:18,194][root][INFO] - ===> Epoch[269](6981/26): Loss 0.0207, Sem 0.1992, dir -0.5931, norm 0.4146, swav 0.0000 LR: 3.404e-02 Score 93.730 Data time: 0.1940, Forward time: 2.2661, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 5.0731 [2020-11-09 01:10:23,141][root][INFO] - ===> Epoch[269](6982/26): Loss -0.1190, Sem 0.1356, dir -0.6147, norm 0.3601, swav 0.0000 LR: 3.403e-02 Score 95.431 Data time: 0.2433, Forward time: 2.2661, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 4.8311 [2020-11-09 01:10:28,706][root][INFO] - ===> Epoch[269](6983/26): Loss -0.0622, Sem 0.1622, dir -0.6264, norm 0.4020, swav 0.0000 LR: 3.402e-02 Score 94.545 Data time: 0.2557, Forward time: 2.2662, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.4408 [2020-11-09 01:10:33,553][root][INFO] - ===> Epoch[269](6984/26): Loss -0.1125, Sem 0.1441, dir -0.6200, norm 0.3634, swav 0.0000 LR: 3.401e-02 Score 95.328 Data time: 0.2183, Forward time: 2.2662, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 4.7095 [2020-11-09 01:10:39,191][root][INFO] - ===> Epoch[269](6985/26): Loss -0.0295, Sem 0.1663, dir -0.5948, norm 0.3990, swav 0.0000 LR: 3.400e-02 Score 94.597 Data time: 0.2614, Forward time: 2.2662, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 5.5227 [2020-11-09 01:10:44,423][root][INFO] - ===> Epoch[269](6986/26): Loss -0.0267, Sem 0.1689, dir -0.5973, norm 0.4016, swav 0.0000 LR: 3.399e-02 Score 94.724 Data time: 0.1953, Forward time: 2.2662, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 5.1025 [2020-11-09 01:10:50,397][root][INFO] - ===> Epoch[269](6987/26): Loss -0.1658, Sem 0.1133, dir -0.6197, norm 0.3406, swav 0.0000 LR: 3.398e-02 Score 96.210 Data time: 0.2119, Forward time: 2.2662, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 5.8708 [2020-11-09 01:10:56,832][root][INFO] - ===> Epoch[269](6988/26): Loss -0.0360, Sem 0.1472, dir -0.5727, norm 0.3894, swav 0.0000 LR: 3.397e-02 Score 95.310 Data time: 0.2416, Forward time: 2.2662, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 6.3049 [2020-11-09 01:11:01,718][root][INFO] - ===> Epoch[269](6989/26): Loss -0.1351, Sem 0.1441, dir -0.6573, norm 0.3781, swav 0.0000 LR: 3.396e-02 Score 95.240 Data time: 0.2272, Forward time: 2.2662, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 4.7591 [2020-11-09 01:11:07,491][root][INFO] - ===> Epoch[269](6990/26): Loss -0.1168, Sem 0.1306, dir -0.6314, norm 0.3840, swav 0.0000 LR: 3.395e-02 Score 95.638 Data time: 0.2780, Forward time: 2.2663, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 5.6698 [2020-11-09 01:11:14,346][root][INFO] - ===> Epoch[269](6991/26): Loss -0.0663, Sem 0.1398, dir -0.5899, norm 0.3839, swav 0.0000 LR: 3.394e-02 Score 95.756 Data time: 0.2008, Forward time: 2.2663, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 6.7391 [2020-11-09 01:11:20,967][root][INFO] - ===> Epoch[269](6992/26): Loss -0.0920, Sem 0.1437, dir -0.6069, norm 0.3712, swav 0.0000 LR: 3.393e-02 Score 94.633 Data time: 0.3503, Forward time: 2.2664, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 6.5212 [2020-11-09 01:11:27,021][root][INFO] - ===> Epoch[269](6993/26): Loss -0.0806, Sem 0.1641, dir -0.5841, norm 0.3394, swav 0.0000 LR: 3.392e-02 Score 95.245 Data time: 0.2009, Forward time: 2.2664, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.8972 [2020-11-09 01:11:33,713][root][INFO] - ===> Epoch[269](6994/26): Loss -0.1094, Sem 0.1458, dir -0.6241, norm 0.3689, swav 0.0000 LR: 3.391e-02 Score 95.263 Data time: 0.2219, Forward time: 2.2664, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 6.5889 [2020-11-09 01:11:39,300][root][INFO] - ===> Epoch[270](6995/26): Loss -0.0771, Sem 0.1365, dir -0.6144, norm 0.4008, swav 0.0000 LR: 3.390e-02 Score 95.716 Data time: 0.1955, Forward time: 2.2664, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.4660 [2020-11-09 01:11:43,723][root][INFO] - ===> Epoch[270](6996/26): Loss -0.0702, Sem 0.1555, dir -0.6029, norm 0.3773, swav 0.0000 LR: 3.389e-02 Score 94.748 Data time: 0.2033, Forward time: 2.2664, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 4.3089 [2020-11-09 01:11:49,679][root][INFO] - ===> Epoch[270](6997/26): Loss -0.1202, Sem 0.1519, dir -0.6384, norm 0.3663, swav 0.0000 LR: 3.388e-02 Score 94.799 Data time: 0.2179, Forward time: 2.2664, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.8493 [2020-11-09 01:11:56,173][root][INFO] - ===> Epoch[270](6998/26): Loss -0.1198, Sem 0.1349, dir -0.5882, norm 0.3335, swav 0.0000 LR: 3.387e-02 Score 95.450 Data time: 0.2536, Forward time: 2.2664, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 6.3846 [2020-11-09 01:12:01,823][root][INFO] - ===> Epoch[270](6999/26): Loss -0.1097, Sem 0.1216, dir -0.6023, norm 0.3709, swav 0.0000 LR: 3.386e-02 Score 95.713 Data time: 0.2017, Forward time: 2.2664, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.5011 [2020-11-09 01:12:07,640][root][INFO] - ===> Epoch[270](7000/26): Loss -0.1357, Sem 0.1279, dir -0.6551, norm 0.3915, swav 0.0000 LR: 3.385e-02 Score 95.493 Data time: 0.2289, Forward time: 2.2664, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.6921 [2020-11-09 01:12:08,296][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 01:12:08,448][root][INFO] - ===> Start testing [2020-11-09 01:13:29,850][root][INFO] - 101/312: Data time: 0.0051, Iter time: 0.3144 Loss 0.468 (AVG: 0.553) Score 88.131 (AVG: 86.803) mIOU 65.092 mAP 70.819 mAcc 74.867 IOU: 81.761 95.841 57.847 78.869 90.296 78.552 68.647 47.148 53.247 65.168 36.170 60.446 55.683 67.658 40.402 54.418 90.701 59.365 78.682 40.929 mAP: 81.206 95.983 56.133 73.918 88.460 89.325 64.841 62.640 69.015 64.037 39.805 43.827 63.278 69.149 49.817 90.706 94.829 81.550 84.939 52.923 mAcc: 95.038 98.216 68.807 82.281 94.172 93.667 79.969 54.659 68.612 78.369 41.671 69.996 79.153 78.952 42.825 63.545 93.618 74.442 87.885 51.456 [2020-11-09 01:14:54,683][root][INFO] - 201/312: Data time: 0.0053, Iter time: 0.2535 Loss 0.271 (AVG: 0.575) Score 90.696 (AVG: 87.043) mIOU 65.059 mAP 70.995 mAcc 74.652 IOU: 81.818 95.957 55.163 76.022 89.729 78.018 70.017 51.624 49.878 71.736 30.525 63.756 53.790 64.115 40.509 50.870 90.096 62.972 79.858 44.717 mAP: 81.343 95.539 52.636 71.113 87.751 80.729 68.748 67.420 64.916 68.414 41.657 52.141 62.016 69.922 45.420 90.276 95.364 85.448 83.825 55.223 mAcc: 94.870 98.392 69.766 79.338 93.319 92.661 81.565 60.031 62.556 85.042 36.602 75.832 77.293 72.178 42.885 57.801 94.672 78.038 86.035 54.171 [2020-11-09 01:16:15,466][root][INFO] - 301/312: Data time: 0.0059, Iter time: 0.3882 Loss 1.791 (AVG: 0.578) Score 74.617 (AVG: 87.087) mIOU 65.714 mAP 71.427 mAcc 75.005 IOU: 81.552 96.045 56.571 77.158 88.771 79.374 69.023 52.692 49.382 73.689 23.997 60.010 55.655 66.057 47.655 52.761 90.365 62.999 81.203 49.317 mAP: 81.141 95.744 56.497 72.814 87.881 81.785 67.547 67.445 63.038 67.141 40.839 51.368 61.759 72.958 52.643 89.668 95.632 82.951 83.365 56.321 mAcc: 94.683 98.428 71.352 81.021 92.760 93.450 80.417 62.079 60.809 86.144 28.651 71.327 78.525 72.697 51.007 59.125 94.349 76.897 87.504 58.869 [2020-11-09 01:16:23,397][root][INFO] - 312/312: Data time: 0.0042, Iter time: 0.3701 Loss 0.992 (AVG: 0.576) Score 78.869 (AVG: 87.116) mIOU 65.738 mAP 71.765 mAcc 75.039 IOU: 81.583 96.071 56.443 77.091 88.590 79.915 69.047 52.944 49.355 73.491 23.918 60.787 55.873 65.983 45.966 52.932 90.266 63.127 81.879 49.505 mAP: 81.018 95.762 56.444 72.814 87.805 82.041 67.871 67.674 63.005 68.322 41.039 53.371 61.764 72.958 54.046 90.015 95.593 83.142 83.851 56.774 mAcc: 94.630 98.435 71.482 81.021 92.641 93.400 80.659 62.288 60.363 86.345 28.506 72.026 78.733 72.697 49.045 59.764 94.479 77.160 88.015 59.091 [2020-11-09 01:16:23,397][root][INFO] - Finished test. Elapsed time: 254.9483 [2020-11-09 01:16:35,144][root][INFO] - [2020-11-09 01:16:35,144][root][INFO] - ################################################################ [2020-11-09 01:16:35,144][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 01:16:35,145][root][INFO] - ################################################################ [2020-11-09 01:16:35,145][root][INFO] - cabinet : 0.089 0.237 0.499 [2020-11-09 01:16:35,145][root][INFO] - bed : 0.329 0.703 0.813 [2020-11-09 01:16:35,145][root][INFO] - chair : 0.401 0.592 0.721 [2020-11-09 01:16:35,145][root][INFO] - sofa : 0.336 0.575 0.806 [2020-11-09 01:16:35,145][root][INFO] - table : 0.273 0.514 0.664 [2020-11-09 01:16:35,145][root][INFO] - door : 0.173 0.354 0.499 [2020-11-09 01:16:35,145][root][INFO] - window : 0.070 0.176 0.395 [2020-11-09 01:16:35,145][root][INFO] - bookshelf : 0.154 0.400 0.584 [2020-11-09 01:16:35,145][root][INFO] - picture : 0.082 0.167 0.281 [2020-11-09 01:16:35,145][root][INFO] - counter : 0.016 0.073 0.588 [2020-11-09 01:16:35,145][root][INFO] - desk : 0.030 0.117 0.481 [2020-11-09 01:16:35,145][root][INFO] - curtain : 0.199 0.368 0.575 [2020-11-09 01:16:35,145][root][INFO] - refrigerator : 0.193 0.306 0.354 [2020-11-09 01:16:35,145][root][INFO] - shower curtain : 0.403 0.645 0.645 [2020-11-09 01:16:35,145][root][INFO] - toilet : 0.761 0.946 0.961 [2020-11-09 01:16:35,145][root][INFO] - sink : 0.117 0.375 0.658 [2020-11-09 01:16:35,145][root][INFO] - bathtub : 0.481 0.668 0.806 [2020-11-09 01:16:35,145][root][INFO] - otherfurniture : 0.262 0.427 0.600 [2020-11-09 01:16:35,145][root][INFO] - ---------------------------------------------------------------- [2020-11-09 01:16:35,146][root][INFO] - average : 0.243 0.425 0.607 [2020-11-09 01:16:35,146][root][INFO] - [2020-11-09 01:16:35,321][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 01:16:36,153][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 01:16:36,315][root][INFO] - Current best mIoU: 65.738 at iter 7000 [2020-11-09 01:16:39,916][root][INFO] - ===> Epoch[270](7001/26): Loss -0.0094, Sem 0.1975, dir -0.6195, norm 0.4126, swav 0.0000 LR: 3.384e-02 Score 94.467 Data time: 0.1742, Forward time: 2.2664, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 3.5945 [2020-11-09 01:16:45,994][root][INFO] - ===> Epoch[270](7002/26): Loss -0.0920, Sem 0.1596, dir -0.6490, norm 0.3974, swav 0.0000 LR: 3.383e-02 Score 95.529 Data time: 0.1618, Forward time: 2.2663, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 5.9649 [2020-11-09 01:16:52,467][root][INFO] - ===> Epoch[270](7003/26): Loss -0.1217, Sem 0.1376, dir -0.6475, norm 0.3882, swav 0.0000 LR: 3.381e-02 Score 95.009 Data time: 0.2140, Forward time: 2.2663, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 6.3702 [2020-11-09 01:16:59,057][root][INFO] - ===> Epoch[270](7004/26): Loss -0.0505, Sem 0.1325, dir -0.5872, norm 0.4042, swav 0.0000 LR: 3.380e-02 Score 95.459 Data time: 0.1843, Forward time: 2.2662, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 6.4737 [2020-11-09 01:17:04,032][root][INFO] - ===> Epoch[270](7005/26): Loss -0.1071, Sem 0.1436, dir -0.6175, norm 0.3668, swav 0.0000 LR: 3.379e-02 Score 95.237 Data time: 0.2062, Forward time: 2.2662, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 4.8796 [2020-11-09 01:17:09,197][root][INFO] - ===> Epoch[270](7006/26): Loss -0.0472, Sem 0.1323, dir -0.5607, norm 0.3812, swav 0.0000 LR: 3.378e-02 Score 95.031 Data time: 0.2354, Forward time: 2.2662, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.0470 [2020-11-09 01:17:14,161][root][INFO] - ===> Epoch[270](7007/26): Loss -0.1564, Sem 0.1187, dir -0.6487, norm 0.3736, swav 0.0000 LR: 3.377e-02 Score 96.086 Data time: 0.2410, Forward time: 2.2663, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 4.8664 [2020-11-09 01:17:19,461][root][INFO] - ===> Epoch[270](7008/26): Loss -0.0677, Sem 0.1331, dir -0.5864, norm 0.3857, swav 0.0000 LR: 3.376e-02 Score 95.655 Data time: 0.1854, Forward time: 2.2662, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 5.1819 [2020-11-09 01:17:24,126][root][INFO] - ===> Epoch[270](7009/26): Loss -0.0398, Sem 0.1347, dir -0.5671, norm 0.3925, swav 0.0000 LR: 3.375e-02 Score 96.355 Data time: 0.2085, Forward time: 2.2662, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 4.5916 [2020-11-09 01:17:28,626][root][INFO] - ===> Epoch[270](7010/26): Loss -0.1117, Sem 0.1627, dir -0.6443, norm 0.3698, swav 0.0000 LR: 3.374e-02 Score 94.704 Data time: 0.2107, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 4.3857 [2020-11-09 01:17:35,724][root][INFO] - ===> Epoch[270](7011/26): Loss -0.0760, Sem 0.1471, dir -0.5788, norm 0.3558, swav 0.0000 LR: 3.373e-02 Score 94.873 Data time: 0.2076, Forward time: 2.2662, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 6.9965 [2020-11-09 01:17:41,115][root][INFO] - ===> Epoch[270](7012/26): Loss -0.1077, Sem 0.1528, dir -0.6564, norm 0.3960, swav 0.0000 LR: 3.372e-02 Score 95.012 Data time: 0.1711, Forward time: 2.2661, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 5.2422 [2020-11-09 01:17:46,326][root][INFO] - ===> Epoch[270](7013/26): Loss -0.1678, Sem 0.1145, dir -0.6156, norm 0.3333, swav 0.0000 LR: 3.371e-02 Score 96.319 Data time: 0.2221, Forward time: 2.2661, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 5.1261 [2020-11-09 01:17:53,097][root][INFO] - ===> Epoch[270](7014/26): Loss -0.0919, Sem 0.1355, dir -0.6172, norm 0.3898, swav 0.0000 LR: 3.370e-02 Score 95.613 Data time: 0.3238, Forward time: 2.2663, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 6.6752 [2020-11-09 01:17:58,710][root][INFO] - ===> Epoch[270](7015/26): Loss -0.0925, Sem 0.1429, dir -0.6358, norm 0.4003, swav 0.0000 LR: 3.369e-02 Score 95.283 Data time: 0.1858, Forward time: 2.2663, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 5.4873 [2020-11-09 01:18:04,065][root][INFO] - ===> Epoch[270](7016/26): Loss -0.0605, Sem 0.1392, dir -0.5884, norm 0.3887, swav 0.0000 LR: 3.368e-02 Score 95.136 Data time: 0.2512, Forward time: 2.2663, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.2452 [2020-11-09 01:18:09,019][root][INFO] - ===> Epoch[270](7017/26): Loss -0.0776, Sem 0.1432, dir -0.5946, norm 0.3738, swav 0.0000 LR: 3.367e-02 Score 95.284 Data time: 0.1570, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 4.8180 [2020-11-09 01:18:15,844][root][INFO] - ===> Epoch[270](7018/26): Loss -0.0510, Sem 0.1446, dir -0.5870, norm 0.3914, swav 0.0000 LR: 3.366e-02 Score 95.682 Data time: 0.1980, Forward time: 2.2662, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 6.7422 [2020-11-09 01:18:21,404][root][INFO] - ===> Epoch[270](7019/26): Loss 0.0191, Sem 0.1934, dir -0.5824, norm 0.4081, swav 0.0000 LR: 3.365e-02 Score 94.132 Data time: 0.2418, Forward time: 2.2663, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 5.4550 [2020-11-09 01:18:26,667][root][INFO] - ===> Epoch[270](7020/26): Loss -0.0523, Sem 0.1405, dir -0.5713, norm 0.3785, swav 0.0000 LR: 3.364e-02 Score 95.391 Data time: 0.2155, Forward time: 2.2663, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.1173 [2020-11-09 01:18:33,197][root][INFO] - ===> Epoch[271](7021/26): Loss -0.0958, Sem 0.2014, dir -0.6688, norm 0.3715, swav 0.0000 LR: 3.363e-02 Score 93.640 Data time: 0.2565, Forward time: 2.2663, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 6.4021 [2020-11-09 01:18:38,179][root][INFO] - ===> Epoch[271](7022/26): Loss -0.0139, Sem 0.2176, dir -0.6350, norm 0.4035, swav 0.0000 LR: 3.362e-02 Score 93.504 Data time: 0.2009, Forward time: 2.2663, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 4.8591 [2020-11-09 01:18:43,121][root][INFO] - ===> Epoch[271](7023/26): Loss -0.0437, Sem 0.1326, dir -0.5260, norm 0.3497, swav 0.0000 LR: 3.361e-02 Score 95.692 Data time: 0.1218, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 4.8217 [2020-11-09 01:18:48,994][root][INFO] - ===> Epoch[271](7024/26): Loss -0.0862, Sem 0.1434, dir -0.6260, norm 0.3964, swav 0.0000 LR: 3.360e-02 Score 95.222 Data time: 0.2068, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.8058 [2020-11-09 01:18:54,347][root][INFO] - ===> Epoch[271](7025/26): Loss -0.1284, Sem 0.1232, dir -0.6075, norm 0.3559, swav 0.0000 LR: 3.359e-02 Score 96.147 Data time: 0.2093, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.2342 [2020-11-09 01:18:59,421][root][INFO] - ===> Epoch[271](7026/26): Loss -0.0946, Sem 0.1511, dir -0.6131, norm 0.3674, swav 0.0000 LR: 3.358e-02 Score 95.035 Data time: 0.2653, Forward time: 2.2662, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 4.9608 [2020-11-09 01:19:06,513][root][INFO] - ===> Epoch[271](7027/26): Loss -0.0188, Sem 0.1595, dir -0.5771, norm 0.3989, swav 0.0000 LR: 3.357e-02 Score 94.625 Data time: 0.1800, Forward time: 2.2662, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 6.9712 [2020-11-09 01:19:11,645][root][INFO] - ===> Epoch[271](7028/26): Loss -0.0746, Sem 0.1398, dir -0.6009, norm 0.3865, swav 0.0000 LR: 3.356e-02 Score 95.244 Data time: 0.2118, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.0541 [2020-11-09 01:19:17,111][root][INFO] - ===> Epoch[271](7029/26): Loss -0.0723, Sem 0.1387, dir -0.5771, norm 0.3662, swav 0.0000 LR: 3.355e-02 Score 95.004 Data time: 0.2236, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.3560 [2020-11-09 01:19:23,899][root][INFO] - ===> Epoch[271](7030/26): Loss -0.0979, Sem 0.1343, dir -0.6021, norm 0.3699, swav 0.0000 LR: 3.354e-02 Score 96.068 Data time: 0.2170, Forward time: 2.2662, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 6.6671 [2020-11-09 01:19:30,503][root][INFO] - ===> Epoch[271](7031/26): Loss -0.0421, Sem 0.1534, dir -0.5667, norm 0.3712, swav 0.0000 LR: 3.353e-02 Score 94.951 Data time: 0.2567, Forward time: 2.2662, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 6.4894 [2020-11-09 01:19:35,537][root][INFO] - ===> Epoch[271](7032/26): Loss -0.0730, Sem 0.1420, dir -0.6075, norm 0.3925, swav 0.0000 LR: 3.352e-02 Score 95.079 Data time: 0.1656, Forward time: 2.2662, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 4.9057 [2020-11-09 01:19:40,367][root][INFO] - ===> Epoch[271](7033/26): Loss -0.0901, Sem 0.1877, dir -0.6633, norm 0.3854, swav 0.0000 LR: 3.351e-02 Score 93.851 Data time: 0.2205, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 4.7400 [2020-11-09 01:19:45,659][root][INFO] - ===> Epoch[271](7034/26): Loss -0.0831, Sem 0.1340, dir -0.5939, norm 0.3768, swav 0.0000 LR: 3.350e-02 Score 95.375 Data time: 0.2237, Forward time: 2.2662, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 5.1827 [2020-11-09 01:19:51,231][root][INFO] - ===> Epoch[271](7035/26): Loss -0.1076, Sem 0.1614, dir -0.6524, norm 0.3833, swav 0.0000 LR: 3.349e-02 Score 94.443 Data time: 0.2725, Forward time: 2.2663, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 5.4319 [2020-11-09 01:19:56,772][root][INFO] - ===> Epoch[271](7036/26): Loss -0.0944, Sem 0.1172, dir -0.5975, norm 0.3859, swav 0.0000 LR: 3.348e-02 Score 96.292 Data time: 0.1923, Forward time: 2.2662, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 5.4058 [2020-11-09 01:20:01,449][root][INFO] - ===> Epoch[271](7037/26): Loss -0.0580, Sem 0.1799, dir -0.6264, norm 0.3886, swav 0.0000 LR: 3.347e-02 Score 94.144 Data time: 0.2216, Forward time: 2.2662, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 4.5689 [2020-11-09 01:20:07,040][root][INFO] - ===> Epoch[271](7038/26): Loss -0.0697, Sem 0.1504, dir -0.6246, norm 0.4045, swav 0.0000 LR: 3.346e-02 Score 95.484 Data time: 0.1668, Forward time: 2.2662, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 5.4725 [2020-11-09 01:20:12,597][root][INFO] - ===> Epoch[271](7039/26): Loss -0.0408, Sem 0.1678, dir -0.6227, norm 0.4141, swav 0.0000 LR: 3.345e-02 Score 94.454 Data time: 0.2328, Forward time: 2.2661, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 5.4551 [2020-11-09 01:20:18,486][root][INFO] - ===> Epoch[271](7040/26): Loss -0.0728, Sem 0.1401, dir -0.5984, norm 0.3855, swav 0.0000 LR: 3.344e-02 Score 94.528 Data time: 0.3011, Forward time: 2.2662, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 5.7870 [2020-11-09 01:20:23,944][root][INFO] - ===> Epoch[271](7041/26): Loss -0.1347, Sem 0.1310, dir -0.6166, norm 0.3509, swav 0.0000 LR: 3.343e-02 Score 95.922 Data time: 0.1944, Forward time: 2.2662, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 5.3118 [2020-11-09 01:20:29,315][root][INFO] - ===> Epoch[271](7042/26): Loss -0.0869, Sem 0.1547, dir -0.6254, norm 0.3839, swav 0.0000 LR: 3.342e-02 Score 95.375 Data time: 0.2404, Forward time: 2.2662, Backward time: 3.0757, DDP time: 0.0048, Total iter time: 5.2646 [2020-11-09 01:20:36,456][root][INFO] - ===> Epoch[271](7043/26): Loss -0.0894, Sem 0.1295, dir -0.5875, norm 0.3686, swav 0.0000 LR: 3.341e-02 Score 95.753 Data time: 0.1590, Forward time: 2.2661, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 7.0186 [2020-11-09 01:20:42,574][root][INFO] - ===> Epoch[271](7044/26): Loss -0.1555, Sem 0.1488, dir -0.6481, norm 0.3437, swav 0.0000 LR: 3.340e-02 Score 94.996 Data time: 0.2137, Forward time: 2.2661, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 6.0277 [2020-11-09 01:20:47,577][root][INFO] - ===> Epoch[271](7045/26): Loss -0.1725, Sem 0.1235, dir -0.6609, norm 0.3649, swav 0.0000 LR: 3.339e-02 Score 95.230 Data time: 0.1399, Forward time: 2.2660, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 4.8812 [2020-11-09 01:20:53,834][root][INFO] - ===> Epoch[271](7046/26): Loss 0.0079, Sem 0.1614, dir -0.5495, norm 0.3959, swav 0.0000 LR: 3.338e-02 Score 95.097 Data time: 0.2425, Forward time: 2.2660, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 6.1598 [2020-11-09 01:20:59,336][root][INFO] - ===> Epoch[272](7047/26): Loss -0.0282, Sem 0.1867, dir -0.6137, norm 0.3989, swav 0.0000 LR: 3.337e-02 Score 94.510 Data time: 0.2794, Forward time: 2.2661, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 5.3814 [2020-11-09 01:21:05,824][root][INFO] - ===> Epoch[272](7048/26): Loss -0.0799, Sem 0.1581, dir -0.6170, norm 0.3790, swav 0.0000 LR: 3.336e-02 Score 95.161 Data time: 0.2054, Forward time: 2.2661, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 6.3493 [2020-11-09 01:21:11,412][root][INFO] - ===> Epoch[272](7049/26): Loss -0.0528, Sem 0.1749, dir -0.6100, norm 0.3822, swav 0.0000 LR: 3.335e-02 Score 94.690 Data time: 0.2366, Forward time: 2.2661, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 5.4851 [2020-11-09 01:21:16,156][root][INFO] - ===> Epoch[272](7050/26): Loss -0.1283, Sem 0.1230, dir -0.6381, norm 0.3868, swav 0.0000 LR: 3.334e-02 Score 96.242 Data time: 0.2113, Forward time: 2.2661, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 4.6250 [2020-11-09 01:21:21,518][root][INFO] - ===> Epoch[272](7051/26): Loss -0.1323, Sem 0.1287, dir -0.6025, norm 0.3415, swav 0.0000 LR: 3.333e-02 Score 95.839 Data time: 0.2222, Forward time: 2.2662, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 5.2526 [2020-11-09 01:21:25,826][root][INFO] - ===> Epoch[272](7052/26): Loss -0.1768, Sem 0.1049, dir -0.6407, norm 0.3590, swav 0.0000 LR: 3.332e-02 Score 96.533 Data time: 0.1291, Forward time: 2.2660, Backward time: 3.0757, DDP time: 0.0048, Total iter time: 4.1930 [2020-11-09 01:21:31,199][root][INFO] - ===> Epoch[272](7053/26): Loss -0.0914, Sem 0.1289, dir -0.5973, norm 0.3769, swav 0.0000 LR: 3.331e-02 Score 95.952 Data time: 0.2382, Forward time: 2.2661, Backward time: 3.0756, DDP time: 0.0048, Total iter time: 5.2731 [2020-11-09 01:21:37,872][root][INFO] - ===> Epoch[272](7054/26): Loss -0.0251, Sem 0.1340, dir -0.5740, norm 0.4149, swav 0.0000 LR: 3.330e-02 Score 95.547 Data time: 0.2097, Forward time: 2.2660, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 6.5590 [2020-11-09 01:21:44,484][root][INFO] - ===> Epoch[272](7055/26): Loss -0.1362, Sem 0.1159, dir -0.6243, norm 0.3722, swav 0.0000 LR: 3.329e-02 Score 96.153 Data time: 0.2268, Forward time: 2.2661, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 6.5117 [2020-11-09 01:21:50,103][root][INFO] - ===> Epoch[272](7056/26): Loss -0.0223, Sem 0.1685, dir -0.5646, norm 0.3739, swav 0.0000 LR: 3.328e-02 Score 94.526 Data time: 0.1668, Forward time: 2.2660, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 5.4994 [2020-11-09 01:21:57,053][root][INFO] - ===> Epoch[272](7057/26): Loss -0.0152, Sem 0.1682, dir -0.5462, norm 0.3627, swav 0.0000 LR: 3.327e-02 Score 94.721 Data time: 0.2501, Forward time: 2.2661, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 6.8636 [2020-11-09 01:22:04,121][root][INFO] - ===> Epoch[272](7058/26): Loss -0.0682, Sem 0.1238, dir -0.5926, norm 0.4006, swav 0.0000 LR: 3.326e-02 Score 95.889 Data time: 0.2826, Forward time: 2.2661, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 6.9277 [2020-11-09 01:22:11,320][root][INFO] - ===> Epoch[272](7059/26): Loss -0.0944, Sem 0.1327, dir -0.5952, norm 0.3681, swav 0.0000 LR: 3.325e-02 Score 95.408 Data time: 0.2018, Forward time: 2.2661, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 7.0624 [2020-11-09 01:22:16,722][root][INFO] - ===> Epoch[272](7060/26): Loss -0.0324, Sem 0.1533, dir -0.5625, norm 0.3768, swav 0.0000 LR: 3.324e-02 Score 95.046 Data time: 0.2598, Forward time: 2.2662, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 5.2738 [2020-11-09 01:22:21,933][root][INFO] - ===> Epoch[272](7061/26): Loss -0.0975, Sem 0.1344, dir -0.6074, norm 0.3755, swav 0.0000 LR: 3.323e-02 Score 95.709 Data time: 0.1990, Forward time: 2.2662, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 5.0737 [2020-11-09 01:22:28,229][root][INFO] - ===> Epoch[272](7062/26): Loss -0.0506, Sem 0.1734, dir -0.5987, norm 0.3747, swav 0.0000 LR: 3.322e-02 Score 94.554 Data time: 0.2073, Forward time: 2.2662, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 6.1960 [2020-11-09 01:22:34,093][root][INFO] - ===> Epoch[272](7063/26): Loss -0.1156, Sem 0.1185, dir -0.6463, norm 0.4122, swav 0.0000 LR: 3.321e-02 Score 96.029 Data time: 0.2219, Forward time: 2.2662, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 5.7595 [2020-11-09 01:22:39,482][root][INFO] - ===> Epoch[272](7064/26): Loss -0.0861, Sem 0.1548, dir -0.6220, norm 0.3811, swav 0.0000 LR: 3.320e-02 Score 95.321 Data time: 0.2842, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.2624 [2020-11-09 01:22:45,985][root][INFO] - ===> Epoch[272](7065/26): Loss -0.0877, Sem 0.1383, dir -0.5846, norm 0.3586, swav 0.0000 LR: 3.318e-02 Score 95.550 Data time: 0.2306, Forward time: 2.2663, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 6.3905 [2020-11-09 01:22:51,029][root][INFO] - ===> Epoch[272](7066/26): Loss -0.1641, Sem 0.1441, dir -0.6280, norm 0.3198, swav 0.0000 LR: 3.317e-02 Score 94.939 Data time: 0.1658, Forward time: 2.2662, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 4.9266 [2020-11-09 01:22:56,546][root][INFO] - ===> Epoch[272](7067/26): Loss -0.0055, Sem 0.1823, dir -0.6423, norm 0.4545, swav 0.0000 LR: 3.316e-02 Score 94.398 Data time: 0.2320, Forward time: 2.2662, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.4297 [2020-11-09 01:23:02,263][root][INFO] - ===> Epoch[272](7068/26): Loss -0.0687, Sem 0.1670, dir -0.6337, norm 0.3980, swav 0.0000 LR: 3.315e-02 Score 93.830 Data time: 0.2507, Forward time: 2.2663, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.5918 [2020-11-09 01:23:08,966][root][INFO] - ===> Epoch[272](7069/26): Loss -0.0848, Sem 0.1309, dir -0.6252, norm 0.4095, swav 0.0000 LR: 3.314e-02 Score 96.019 Data time: 0.2728, Forward time: 2.2664, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 6.6009 [2020-11-09 01:23:13,784][root][INFO] - ===> Epoch[272](7070/26): Loss -0.1235, Sem 0.1442, dir -0.6342, norm 0.3665, swav 0.0000 LR: 3.313e-02 Score 95.173 Data time: 0.2345, Forward time: 2.2664, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 4.7047 [2020-11-09 01:23:19,761][root][INFO] - ===> Epoch[272](7071/26): Loss -0.1395, Sem 0.1388, dir -0.6394, norm 0.3611, swav 0.0000 LR: 3.312e-02 Score 95.605 Data time: 0.1928, Forward time: 2.2663, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 5.8701 [2020-11-09 01:23:24,622][root][INFO] - ===> Epoch[272](7072/26): Loss -0.0635, Sem 0.1807, dir -0.6179, norm 0.3738, swav 0.0000 LR: 3.311e-02 Score 94.025 Data time: 0.1914, Forward time: 2.2663, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 4.7483 [2020-11-09 01:23:29,224][root][INFO] - ===> Epoch[273](7073/26): Loss -0.0997, Sem 0.1615, dir -0.6228, norm 0.3616, swav 0.0000 LR: 3.310e-02 Score 94.996 Data time: 0.1915, Forward time: 2.2663, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 4.4956 [2020-11-09 01:23:34,853][root][INFO] - ===> Epoch[273](7074/26): Loss -0.0823, Sem 0.1428, dir -0.5798, norm 0.3547, swav 0.0000 LR: 3.309e-02 Score 95.634 Data time: 0.2159, Forward time: 2.2663, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 5.5322 [2020-11-09 01:23:40,892][root][INFO] - ===> Epoch[273](7075/26): Loss -0.0658, Sem 0.1609, dir -0.6002, norm 0.3736, swav 0.0000 LR: 3.308e-02 Score 95.451 Data time: 0.2762, Forward time: 2.2663, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 5.9448 [2020-11-09 01:23:46,496][root][INFO] - ===> Epoch[273](7076/26): Loss -0.1159, Sem 0.1337, dir -0.6373, norm 0.3877, swav 0.0000 LR: 3.307e-02 Score 95.450 Data time: 0.2368, Forward time: 2.2663, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 5.4746 [2020-11-09 01:23:51,617][root][INFO] - ===> Epoch[273](7077/26): Loss -0.1612, Sem 0.1307, dir -0.6343, norm 0.3424, swav 0.0000 LR: 3.306e-02 Score 95.418 Data time: 0.1782, Forward time: 2.2662, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 5.0061 [2020-11-09 01:23:57,706][root][INFO] - ===> Epoch[273](7078/26): Loss -0.1188, Sem 0.1510, dir -0.6124, norm 0.3426, swav 0.0000 LR: 3.305e-02 Score 95.009 Data time: 0.2156, Forward time: 2.2662, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 6.0161 [2020-11-09 01:24:03,642][root][INFO] - ===> Epoch[273](7079/26): Loss -0.0716, Sem 0.1537, dir -0.6197, norm 0.3945, swav 0.0000 LR: 3.304e-02 Score 95.391 Data time: 0.1884, Forward time: 2.2662, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 5.8112 [2020-11-09 01:24:10,193][root][INFO] - ===> Epoch[273](7080/26): Loss -0.0638, Sem 0.1670, dir -0.6122, norm 0.3815, swav 0.0000 LR: 3.303e-02 Score 94.123 Data time: 0.1375, Forward time: 2.2661, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 6.4404 [2020-11-09 01:24:14,884][root][INFO] - ===> Epoch[273](7081/26): Loss -0.0815, Sem 0.1618, dir -0.6008, norm 0.3575, swav 0.0000 LR: 3.302e-02 Score 94.694 Data time: 0.1475, Forward time: 2.2660, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 4.6074 [2020-11-09 01:24:21,165][root][INFO] - ===> Epoch[273](7082/26): Loss -0.0675, Sem 0.1514, dir -0.5933, norm 0.3743, swav 0.0000 LR: 3.301e-02 Score 94.565 Data time: 0.2084, Forward time: 2.2660, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 6.1836 [2020-11-09 01:24:26,580][root][INFO] - ===> Epoch[273](7083/26): Loss -0.1996, Sem 0.1237, dir -0.6599, norm 0.3366, swav 0.0000 LR: 3.300e-02 Score 96.435 Data time: 0.1799, Forward time: 2.2659, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 5.2881 [2020-11-09 01:24:31,823][root][INFO] - ===> Epoch[273](7084/26): Loss -0.0727, Sem 0.1433, dir -0.5901, norm 0.3740, swav 0.0000 LR: 3.299e-02 Score 95.268 Data time: 0.1883, Forward time: 2.2659, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 5.1412 [2020-11-09 01:24:37,186][root][INFO] - ===> Epoch[273](7085/26): Loss -0.1373, Sem 0.1229, dir -0.6396, norm 0.3794, swav 0.0000 LR: 3.298e-02 Score 95.807 Data time: 0.2769, Forward time: 2.2660, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 5.2539 [2020-11-09 01:24:42,372][root][INFO] - ===> Epoch[273](7086/26): Loss -0.0862, Sem 0.1525, dir -0.5967, norm 0.3580, swav 0.0000 LR: 3.297e-02 Score 94.943 Data time: 0.2326, Forward time: 2.2660, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 5.0523 [2020-11-09 01:24:47,784][root][INFO] - ===> Epoch[273](7087/26): Loss -0.0727, Sem 0.1461, dir -0.6166, norm 0.3978, swav 0.0000 LR: 3.296e-02 Score 94.944 Data time: 0.1594, Forward time: 2.2659, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 5.2967 [2020-11-09 01:24:52,148][root][INFO] - ===> Epoch[273](7088/26): Loss -0.1771, Sem 0.1363, dir -0.6703, norm 0.3569, swav 0.0000 LR: 3.295e-02 Score 95.447 Data time: 0.1749, Forward time: 2.2658, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 4.2775 [2020-11-09 01:24:56,623][root][INFO] - ===> Epoch[273](7089/26): Loss -0.0409, Sem 0.1950, dir -0.6340, norm 0.3980, swav 0.0000 LR: 3.294e-02 Score 94.264 Data time: 0.2326, Forward time: 2.2658, Backward time: 3.0757, DDP time: 0.0048, Total iter time: 4.3685 [2020-11-09 01:25:02,761][root][INFO] - ===> Epoch[273](7090/26): Loss -0.0625, Sem 0.1579, dir -0.6320, norm 0.4116, swav 0.0000 LR: 3.293e-02 Score 94.227 Data time: 0.2026, Forward time: 2.2658, Backward time: 3.0757, DDP time: 0.0048, Total iter time: 6.0120 [2020-11-09 01:25:07,841][root][INFO] - ===> Epoch[273](7091/26): Loss -0.1053, Sem 0.1375, dir -0.6142, norm 0.3714, swav 0.0000 LR: 3.292e-02 Score 95.763 Data time: 0.2084, Forward time: 2.2658, Backward time: 3.0756, DDP time: 0.0048, Total iter time: 4.9394 [2020-11-09 01:25:13,131][root][INFO] - ===> Epoch[273](7092/26): Loss -0.0712, Sem 0.1461, dir -0.5870, norm 0.3697, swav 0.0000 LR: 3.291e-02 Score 95.599 Data time: 0.2274, Forward time: 2.2658, Backward time: 3.0755, DDP time: 0.0048, Total iter time: 5.1581 [2020-11-09 01:25:19,038][root][INFO] - ===> Epoch[273](7093/26): Loss -0.0958, Sem 0.1622, dir -0.6538, norm 0.3958, swav 0.0000 LR: 3.290e-02 Score 94.686 Data time: 0.1488, Forward time: 2.2658, Backward time: 3.0757, DDP time: 0.0048, Total iter time: 5.7841 [2020-11-09 01:25:24,291][root][INFO] - ===> Epoch[273](7094/26): Loss -0.0483, Sem 0.1366, dir -0.5519, norm 0.3670, swav 0.0000 LR: 3.289e-02 Score 95.493 Data time: 0.1851, Forward time: 2.2657, Backward time: 3.0756, DDP time: 0.0048, Total iter time: 5.1473 [2020-11-09 01:25:29,223][root][INFO] - ===> Epoch[273](7095/26): Loss -0.0936, Sem 0.1461, dir -0.6089, norm 0.3692, swav 0.0000 LR: 3.288e-02 Score 95.759 Data time: 0.2252, Forward time: 2.2657, Backward time: 3.0755, DDP time: 0.0048, Total iter time: 4.8010 [2020-11-09 01:25:35,427][root][INFO] - ===> Epoch[273](7096/26): Loss -0.0391, Sem 0.1324, dir -0.5294, norm 0.3578, swav 0.0000 LR: 3.287e-02 Score 95.711 Data time: 0.2998, Forward time: 2.2658, Backward time: 3.0755, DDP time: 0.0048, Total iter time: 6.0795 [2020-11-09 01:25:42,356][root][INFO] - ===> Epoch[273](7097/26): Loss 0.0050, Sem 0.1691, dir -0.5785, norm 0.4144, swav 0.0000 LR: 3.286e-02 Score 94.948 Data time: 0.2538, Forward time: 2.2659, Backward time: 3.0756, DDP time: 0.0048, Total iter time: 6.7743 [2020-11-09 01:25:48,526][root][INFO] - ===> Epoch[273](7098/26): Loss -0.1085, Sem 0.1456, dir -0.6036, norm 0.3495, swav 0.0000 LR: 3.285e-02 Score 94.762 Data time: 0.1845, Forward time: 2.2659, Backward time: 3.0756, DDP time: 0.0048, Total iter time: 6.0326 [2020-11-09 01:25:55,249][root][INFO] - ===> Epoch[274](7099/26): Loss -0.0975, Sem 0.1474, dir -0.6375, norm 0.3926, swav 0.0000 LR: 3.284e-02 Score 95.301 Data time: 0.1755, Forward time: 2.2658, Backward time: 3.0758, DDP time: 0.0048, Total iter time: 6.5939 [2020-11-09 01:26:00,876][root][INFO] - ===> Epoch[274](7100/26): Loss -0.1623, Sem 0.1176, dir -0.6159, norm 0.3360, swav 0.0000 LR: 3.283e-02 Score 96.413 Data time: 0.1863, Forward time: 2.2657, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 5.5315 [2020-11-09 01:26:07,002][root][INFO] - ===> Epoch[274](7101/26): Loss -0.0997, Sem 0.1353, dir -0.6031, norm 0.3681, swav 0.0000 LR: 3.282e-02 Score 95.124 Data time: 0.2080, Forward time: 2.2657, Backward time: 3.0760, DDP time: 0.0048, Total iter time: 6.0370 [2020-11-09 01:26:12,283][root][INFO] - ===> Epoch[274](7102/26): Loss -0.1336, Sem 0.1335, dir -0.6199, norm 0.3528, swav 0.0000 LR: 3.281e-02 Score 95.476 Data time: 0.2091, Forward time: 2.2657, Backward time: 3.0759, DDP time: 0.0048, Total iter time: 5.1323 [2020-11-09 01:26:19,454][root][INFO] - ===> Epoch[274](7103/26): Loss -0.0654, Sem 0.1438, dir -0.5941, norm 0.3848, swav 0.0000 LR: 3.280e-02 Score 95.472 Data time: 0.2121, Forward time: 2.2657, Backward time: 3.0761, DDP time: 0.0048, Total iter time: 7.0561 [2020-11-09 01:26:25,954][root][INFO] - ===> Epoch[274](7104/26): Loss -0.0691, Sem 0.1509, dir -0.5864, norm 0.3664, swav 0.0000 LR: 3.279e-02 Score 94.909 Data time: 0.2089, Forward time: 2.2657, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 6.3755 [2020-11-09 01:26:31,478][root][INFO] - ===> Epoch[274](7105/26): Loss -0.1317, Sem 0.1440, dir -0.6269, norm 0.3512, swav 0.0000 LR: 3.278e-02 Score 95.489 Data time: 0.1865, Forward time: 2.2656, Backward time: 3.0762, DDP time: 0.0048, Total iter time: 5.3901 [2020-11-09 01:26:38,295][root][INFO] - ===> Epoch[274](7106/26): Loss -0.1338, Sem 0.1405, dir -0.6574, norm 0.3831, swav 0.0000 LR: 3.277e-02 Score 95.871 Data time: 0.1829, Forward time: 2.2656, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 6.7090 [2020-11-09 01:26:43,753][root][INFO] - ===> Epoch[274](7107/26): Loss -0.1786, Sem 0.1129, dir -0.6508, norm 0.3593, swav 0.0000 LR: 3.276e-02 Score 96.563 Data time: 0.1825, Forward time: 2.2656, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 5.3510 [2020-11-09 01:26:50,294][root][INFO] - ===> Epoch[274](7108/26): Loss -0.0956, Sem 0.1204, dir -0.6029, norm 0.3870, swav 0.0000 LR: 3.275e-02 Score 96.164 Data time: 0.2023, Forward time: 2.2655, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 6.4233 [2020-11-09 01:26:57,270][root][INFO] - ===> Epoch[274](7109/26): Loss -0.0153, Sem 0.1446, dir -0.5454, norm 0.3856, swav 0.0000 LR: 3.274e-02 Score 95.643 Data time: 0.1936, Forward time: 2.2655, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 6.8857 [2020-11-09 01:27:03,432][root][INFO] - ===> Epoch[274](7110/26): Loss -0.1198, Sem 0.1647, dir -0.6647, norm 0.3801, swav 0.0000 LR: 3.273e-02 Score 94.608 Data time: 0.2116, Forward time: 2.2655, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 6.0385 [2020-11-09 01:27:08,206][root][INFO] - ===> Epoch[274](7111/26): Loss -0.0742, Sem 0.1507, dir -0.6034, norm 0.3785, swav 0.0000 LR: 3.272e-02 Score 95.384 Data time: 0.2148, Forward time: 2.2655, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 4.6566 [2020-11-09 01:27:14,721][root][INFO] - ===> Epoch[274](7112/26): Loss -0.0967, Sem 0.1199, dir -0.6040, norm 0.3875, swav 0.0000 LR: 3.271e-02 Score 95.535 Data time: 0.2127, Forward time: 2.2655, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 6.3788 [2020-11-09 01:27:20,305][root][INFO] - ===> Epoch[274](7113/26): Loss -0.1065, Sem 0.1331, dir -0.6116, norm 0.3721, swav 0.0000 LR: 3.270e-02 Score 95.097 Data time: 0.2220, Forward time: 2.2655, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.4749 [2020-11-09 01:27:26,341][root][INFO] - ===> Epoch[274](7114/26): Loss -0.1188, Sem 0.1290, dir -0.6142, norm 0.3665, swav 0.0000 LR: 3.269e-02 Score 96.311 Data time: 0.2420, Forward time: 2.2655, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.9121 [2020-11-09 01:27:31,701][root][INFO] - ===> Epoch[274](7115/26): Loss -0.0761, Sem 0.1580, dir -0.6291, norm 0.3950, swav 0.0000 LR: 3.268e-02 Score 95.138 Data time: 0.1274, Forward time: 2.2654, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.2387 [2020-11-09 01:27:38,438][root][INFO] - ===> Epoch[274](7116/26): Loss -0.1257, Sem 0.1522, dir -0.6209, norm 0.3430, swav 0.0000 LR: 3.267e-02 Score 94.821 Data time: 0.2180, Forward time: 2.2654, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.6723 [2020-11-09 01:27:44,140][root][INFO] - ===> Epoch[274](7117/26): Loss -0.1119, Sem 0.1577, dir -0.6304, norm 0.3609, swav 0.0000 LR: 3.266e-02 Score 95.068 Data time: 0.1848, Forward time: 2.2653, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.5922 [2020-11-09 01:27:48,819][root][INFO] - ===> Epoch[274](7118/26): Loss -0.0944, Sem 0.1224, dir -0.5879, norm 0.3711, swav 0.0000 LR: 3.265e-02 Score 95.432 Data time: 0.2167, Forward time: 2.2653, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.5757 [2020-11-09 01:27:53,711][root][INFO] - ===> Epoch[274](7119/26): Loss -0.0779, Sem 0.1536, dir -0.6510, norm 0.4195, swav 0.0000 LR: 3.264e-02 Score 94.378 Data time: 0.2207, Forward time: 2.2653, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 4.7760 [2020-11-09 01:27:59,524][root][INFO] - ===> Epoch[274](7120/26): Loss -0.1527, Sem 0.1159, dir -0.6314, norm 0.3628, swav 0.0000 LR: 3.262e-02 Score 96.377 Data time: 0.2770, Forward time: 2.2654, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.7011 [2020-11-09 01:28:05,435][root][INFO] - ===> Epoch[274](7121/26): Loss -0.0566, Sem 0.1479, dir -0.5879, norm 0.3834, swav 0.0000 LR: 3.261e-02 Score 95.411 Data time: 0.2222, Forward time: 2.2654, Backward time: 3.0768, DDP time: 0.0048, Total iter time: 5.8014 [2020-11-09 01:28:10,841][root][INFO] - ===> Epoch[274](7122/26): Loss -0.0280, Sem 0.1566, dir -0.5901, norm 0.4055, swav 0.0000 LR: 3.260e-02 Score 95.040 Data time: 0.2642, Forward time: 2.2654, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.2825 [2020-11-09 01:28:16,543][root][INFO] - ===> Epoch[274](7123/26): Loss -0.0899, Sem 0.1395, dir -0.5955, norm 0.3660, swav 0.0000 LR: 3.259e-02 Score 95.610 Data time: 0.1415, Forward time: 2.2653, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.5848 [2020-11-09 01:28:21,715][root][INFO] - ===> Epoch[274](7124/26): Loss -0.1551, Sem 0.1094, dir -0.6035, norm 0.3390, swav 0.0000 LR: 3.258e-02 Score 96.279 Data time: 0.2094, Forward time: 2.2654, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.1009 [2020-11-09 01:28:27,454][root][INFO] - ===> Epoch[275](7125/26): Loss -0.0468, Sem 0.1588, dir -0.5835, norm 0.3780, swav 0.0000 LR: 3.257e-02 Score 95.015 Data time: 0.2249, Forward time: 2.2653, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.6250 [2020-11-09 01:28:34,687][root][INFO] - ===> Epoch[275](7126/26): Loss -0.1311, Sem 0.1175, dir -0.6059, norm 0.3572, swav 0.0000 LR: 3.256e-02 Score 96.058 Data time: 0.1901, Forward time: 2.2653, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 7.1204 [2020-11-09 01:28:39,570][root][INFO] - ===> Epoch[275](7127/26): Loss -0.0028, Sem 0.1965, dir -0.5980, norm 0.3986, swav 0.0000 LR: 3.255e-02 Score 93.903 Data time: 0.1542, Forward time: 2.2652, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 4.7917 [2020-11-09 01:28:45,825][root][INFO] - ===> Epoch[275](7128/26): Loss -0.0551, Sem 0.1843, dir -0.6097, norm 0.3703, swav 0.0000 LR: 3.254e-02 Score 94.300 Data time: 0.2277, Forward time: 2.2652, Backward time: 3.0770, DDP time: 0.0048, Total iter time: 6.1559 [2020-11-09 01:28:51,529][root][INFO] - ===> Epoch[275](7129/26): Loss -0.0784, Sem 0.1804, dir -0.6457, norm 0.3869, swav 0.0000 LR: 3.253e-02 Score 94.010 Data time: 0.2872, Forward time: 2.2653, Backward time: 3.0769, DDP time: 0.0048, Total iter time: 5.5824 [2020-11-09 01:28:56,305][root][INFO] - ===> Epoch[275](7130/26): Loss -0.1459, Sem 0.1211, dir -0.6202, norm 0.3532, swav 0.0000 LR: 3.252e-02 Score 95.822 Data time: 0.2250, Forward time: 2.2653, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 4.6294 [2020-11-09 01:29:01,702][root][INFO] - ===> Epoch[275](7131/26): Loss -0.0638, Sem 0.1606, dir -0.5979, norm 0.3735, swav 0.0000 LR: 3.251e-02 Score 94.718 Data time: 0.2724, Forward time: 2.2654, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.2763 [2020-11-09 01:29:06,775][root][INFO] - ===> Epoch[275](7132/26): Loss -0.1477, Sem 0.1368, dir -0.6552, norm 0.3708, swav 0.0000 LR: 3.250e-02 Score 95.111 Data time: 0.2229, Forward time: 2.2654, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 4.9462 [2020-11-09 01:29:12,179][root][INFO] - ===> Epoch[275](7133/26): Loss -0.1483, Sem 0.1112, dir -0.6140, norm 0.3545, swav 0.0000 LR: 3.249e-02 Score 95.859 Data time: 0.2068, Forward time: 2.2654, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 5.3009 [2020-11-09 01:29:17,532][root][INFO] - ===> Epoch[275](7134/26): Loss -0.1128, Sem 0.1269, dir -0.5973, norm 0.3577, swav 0.0000 LR: 3.248e-02 Score 96.416 Data time: 0.2643, Forward time: 2.2654, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 5.2777 [2020-11-09 01:29:22,744][root][INFO] - ===> Epoch[275](7135/26): Loss -0.0817, Sem 0.1224, dir -0.5507, norm 0.3466, swav 0.0000 LR: 3.247e-02 Score 95.834 Data time: 0.2298, Forward time: 2.2654, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 5.0780 [2020-11-09 01:29:27,998][root][INFO] - ===> Epoch[275](7136/26): Loss -0.0585, Sem 0.1619, dir -0.6405, norm 0.4201, swav 0.0000 LR: 3.246e-02 Score 94.797 Data time: 0.1829, Forward time: 2.2654, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 5.1319 [2020-11-09 01:29:34,115][root][INFO] - ===> Epoch[275](7137/26): Loss -0.1287, Sem 0.1432, dir -0.6261, norm 0.3542, swav 0.0000 LR: 3.245e-02 Score 94.887 Data time: 0.1867, Forward time: 2.2653, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 6.0148 [2020-11-09 01:29:40,489][root][INFO] - ===> Epoch[275](7138/26): Loss 0.0274, Sem 0.2058, dir -0.5725, norm 0.3941, swav 0.0000 LR: 3.244e-02 Score 93.995 Data time: 0.1716, Forward time: 2.2653, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 6.2855 [2020-11-09 01:29:46,151][root][INFO] - ===> Epoch[275](7139/26): Loss -0.0400, Sem 0.1657, dir -0.6180, norm 0.4122, swav 0.0000 LR: 3.243e-02 Score 94.477 Data time: 0.2226, Forward time: 2.2653, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 5.5964 [2020-11-09 01:29:51,251][root][INFO] - ===> Epoch[275](7140/26): Loss -0.1586, Sem 0.1266, dir -0.6249, norm 0.3396, swav 0.0000 LR: 3.242e-02 Score 95.800 Data time: 0.2501, Forward time: 2.2653, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 4.9827 [2020-11-09 01:29:56,602][root][INFO] - ===> Epoch[275](7141/26): Loss -0.0227, Sem 0.1523, dir -0.5732, norm 0.3982, swav 0.0000 LR: 3.241e-02 Score 95.476 Data time: 0.2202, Forward time: 2.2653, Backward time: 3.0763, DDP time: 0.0048, Total iter time: 5.2221 [2020-11-09 01:30:03,371][root][INFO] - ===> Epoch[275](7142/26): Loss -0.1297, Sem 0.1317, dir -0.6208, norm 0.3594, swav 0.0000 LR: 3.240e-02 Score 95.168 Data time: 0.2254, Forward time: 2.2654, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 6.6587 [2020-11-09 01:30:08,980][root][INFO] - ===> Epoch[275](7143/26): Loss -0.1685, Sem 0.1413, dir -0.6728, norm 0.3629, swav 0.0000 LR: 3.239e-02 Score 95.540 Data time: 0.1990, Forward time: 2.2653, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 5.4729 [2020-11-09 01:30:14,526][root][INFO] - ===> Epoch[275](7144/26): Loss -0.0974, Sem 0.1256, dir -0.5914, norm 0.3684, swav 0.0000 LR: 3.238e-02 Score 95.862 Data time: 0.1764, Forward time: 2.2653, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 5.4293 [2020-11-09 01:30:20,435][root][INFO] - ===> Epoch[275](7145/26): Loss -0.0402, Sem 0.1326, dir -0.5852, norm 0.4124, swav 0.0000 LR: 3.237e-02 Score 95.174 Data time: 0.2926, Forward time: 2.2654, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 5.7924 [2020-11-09 01:30:28,728][root][INFO] - ===> Epoch[275](7146/26): Loss -0.0644, Sem 0.1369, dir -0.5628, norm 0.3615, swav 0.0000 LR: 3.236e-02 Score 95.654 Data time: 0.2185, Forward time: 2.2654, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 8.1598 [2020-11-09 01:30:33,814][root][INFO] - ===> Epoch[275](7147/26): Loss -0.1257, Sem 0.1189, dir -0.5889, norm 0.3443, swav 0.0000 LR: 3.235e-02 Score 96.219 Data time: 0.2306, Forward time: 2.2654, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 4.9739 [2020-11-09 01:30:39,442][root][INFO] - ===> Epoch[275](7148/26): Loss -0.1305, Sem 0.1295, dir -0.6056, norm 0.3457, swav 0.0000 LR: 3.234e-02 Score 95.480 Data time: 0.2319, Forward time: 2.2654, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.5119 [2020-11-09 01:30:44,774][root][INFO] - ===> Epoch[275](7149/26): Loss -0.1121, Sem 0.1451, dir -0.6281, norm 0.3709, swav 0.0000 LR: 3.233e-02 Score 95.564 Data time: 0.2251, Forward time: 2.2654, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 5.2035 [2020-11-09 01:30:52,200][root][INFO] - ===> Epoch[275](7150/26): Loss -0.0943, Sem 0.1426, dir -0.5990, norm 0.3621, swav 0.0000 LR: 3.232e-02 Score 95.338 Data time: 0.3080, Forward time: 2.2655, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 7.3229 [2020-11-09 01:30:57,706][root][INFO] - ===> Epoch[276](7151/26): Loss -0.1627, Sem 0.1322, dir -0.6470, norm 0.3521, swav 0.0000 LR: 3.231e-02 Score 95.126 Data time: 0.1920, Forward time: 2.2655, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.3776 [2020-11-09 01:31:03,684][root][INFO] - ===> Epoch[276](7152/26): Loss -0.0563, Sem 0.1472, dir -0.6214, norm 0.4178, swav 0.0000 LR: 3.230e-02 Score 95.250 Data time: 0.3048, Forward time: 2.2656, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.8712 [2020-11-09 01:31:10,730][root][INFO] - ===> Epoch[276](7153/26): Loss -0.0827, Sem 0.1196, dir -0.5766, norm 0.3743, swav 0.0000 LR: 3.229e-02 Score 96.160 Data time: 0.3056, Forward time: 2.2658, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 6.9247 [2020-11-09 01:31:16,773][root][INFO] - ===> Epoch[276](7154/26): Loss -0.1459, Sem 0.1356, dir -0.6354, norm 0.3539, swav 0.0000 LR: 3.228e-02 Score 95.067 Data time: 0.2215, Forward time: 2.2658, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.9176 [2020-11-09 01:31:21,822][root][INFO] - ===> Epoch[276](7155/26): Loss -0.0632, Sem 0.1520, dir -0.5994, norm 0.3842, swav 0.0000 LR: 3.227e-02 Score 94.598 Data time: 0.2295, Forward time: 2.2658, Backward time: 3.0765, DDP time: 0.0048, Total iter time: 4.9311 [2020-11-09 01:31:27,335][root][INFO] - ===> Epoch[276](7156/26): Loss -0.0867, Sem 0.1511, dir -0.6088, norm 0.3710, swav 0.0000 LR: 3.226e-02 Score 95.155 Data time: 0.2045, Forward time: 2.2658, Backward time: 3.0764, DDP time: 0.0048, Total iter time: 5.3740 [2020-11-09 01:31:34,740][root][INFO] - ===> Epoch[276](7157/26): Loss 0.0256, Sem 0.1973, dir -0.5734, norm 0.4017, swav 0.0000 LR: 3.225e-02 Score 94.104 Data time: 0.1740, Forward time: 2.2657, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 7.2921 [2020-11-09 01:31:40,259][root][INFO] - ===> Epoch[276](7158/26): Loss -0.1529, Sem 0.1025, dir -0.6203, norm 0.3649, swav 0.0000 LR: 3.224e-02 Score 96.716 Data time: 0.1989, Forward time: 2.2657, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 5.4161 [2020-11-09 01:31:45,493][root][INFO] - ===> Epoch[276](7159/26): Loss -0.0284, Sem 0.1796, dir -0.5998, norm 0.3918, swav 0.0000 LR: 3.223e-02 Score 94.539 Data time: 0.2500, Forward time: 2.2657, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.1228 [2020-11-09 01:31:50,798][root][INFO] - ===> Epoch[276](7160/26): Loss -0.1158, Sem 0.1510, dir -0.6543, norm 0.3875, swav 0.0000 LR: 3.222e-02 Score 95.517 Data time: 0.1756, Forward time: 2.2657, Backward time: 3.0766, DDP time: 0.0048, Total iter time: 5.1796 [2020-11-09 01:31:57,160][root][INFO] - ===> Epoch[276](7161/26): Loss -0.1607, Sem 0.1133, dir -0.6403, norm 0.3664, swav 0.0000 LR: 3.221e-02 Score 96.165 Data time: 0.2076, Forward time: 2.2657, Backward time: 3.0767, DDP time: 0.0048, Total iter time: 6.2487 [2020-11-09 01:32:04,725][root][INFO] - ===> Epoch[276](7162/26): Loss -0.1139, Sem 0.1340, dir -0.6407, norm 0.3928, swav 0.0000 LR: 3.220e-02 Score 95.403 Data time: 0.1422, Forward time: 2.2656, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 7.4525 [2020-11-09 01:32:10,788][root][INFO] - ===> Epoch[276](7163/26): Loss -0.0462, Sem 0.1605, dir -0.5993, norm 0.3926, swav 0.0000 LR: 3.219e-02 Score 95.023 Data time: 0.1964, Forward time: 2.2655, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.9721 [2020-11-09 01:32:15,790][root][INFO] - ===> Epoch[276](7164/26): Loss -0.0856, Sem 0.1069, dir -0.5913, norm 0.3988, swav 0.0000 LR: 3.218e-02 Score 96.551 Data time: 0.2260, Forward time: 2.2655, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.8905 [2020-11-09 01:32:22,693][root][INFO] - ===> Epoch[276](7165/26): Loss -0.1129, Sem 0.1517, dir -0.6311, norm 0.3665, swav 0.0000 LR: 3.217e-02 Score 94.623 Data time: 0.2225, Forward time: 2.2655, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 6.7709 [2020-11-09 01:32:27,651][root][INFO] - ===> Epoch[276](7166/26): Loss -0.0904, Sem 0.1535, dir -0.5956, norm 0.3517, swav 0.0000 LR: 3.216e-02 Score 95.286 Data time: 0.2339, Forward time: 2.2655, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 4.8365 [2020-11-09 01:32:33,130][root][INFO] - ===> Epoch[276](7167/26): Loss -0.1305, Sem 0.1500, dir -0.6355, norm 0.3551, swav 0.0000 LR: 3.215e-02 Score 94.959 Data time: 0.1980, Forward time: 2.2655, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.3623 [2020-11-09 01:32:38,811][root][INFO] - ===> Epoch[276](7168/26): Loss -0.1137, Sem 0.1287, dir -0.5777, norm 0.3353, swav 0.0000 LR: 3.214e-02 Score 95.613 Data time: 0.1691, Forward time: 2.2655, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.5813 [2020-11-09 01:32:44,609][root][INFO] - ===> Epoch[276](7169/26): Loss -0.0878, Sem 0.1648, dir -0.6261, norm 0.3734, swav 0.0000 LR: 3.213e-02 Score 95.334 Data time: 0.1755, Forward time: 2.2654, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.6997 [2020-11-09 01:32:50,802][root][INFO] - ===> Epoch[276](7170/26): Loss -0.0978, Sem 0.1508, dir -0.6336, norm 0.3850, swav 0.0000 LR: 3.211e-02 Score 94.731 Data time: 0.2403, Forward time: 2.2654, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 6.0962 [2020-11-09 01:32:56,324][root][INFO] - ===> Epoch[276](7171/26): Loss -0.1356, Sem 0.1512, dir -0.6520, norm 0.3651, swav 0.0000 LR: 3.210e-02 Score 95.744 Data time: 0.2038, Forward time: 2.2654, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.4028 [2020-11-09 01:33:01,932][root][INFO] - ===> Epoch[276](7172/26): Loss -0.1200, Sem 0.1307, dir -0.6037, norm 0.3529, swav 0.0000 LR: 3.209e-02 Score 95.278 Data time: 0.1954, Forward time: 2.2654, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.4851 [2020-11-09 01:33:07,341][root][INFO] - ===> Epoch[276](7173/26): Loss -0.0180, Sem 0.1613, dir -0.6035, norm 0.4242, swav 0.0000 LR: 3.208e-02 Score 94.696 Data time: 0.2155, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.3009 [2020-11-09 01:33:12,951][root][INFO] - ===> Epoch[276](7174/26): Loss -0.1979, Sem 0.0989, dir -0.6531, norm 0.3563, swav 0.0000 LR: 3.207e-02 Score 96.320 Data time: 0.2316, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.4758 [2020-11-09 01:33:18,119][root][INFO] - ===> Epoch[276](7175/26): Loss -0.0219, Sem 0.1849, dir -0.5867, norm 0.3799, swav 0.0000 LR: 3.206e-02 Score 94.305 Data time: 0.1907, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.0469 [2020-11-09 01:33:23,899][root][INFO] - ===> Epoch[276](7176/26): Loss -0.1144, Sem 0.1104, dir -0.5854, norm 0.3605, swav 0.0000 LR: 3.205e-02 Score 96.739 Data time: 0.1995, Forward time: 2.2653, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.6755 [2020-11-09 01:33:29,765][root][INFO] - ===> Epoch[277](7177/26): Loss -0.1557, Sem 0.1122, dir -0.6340, norm 0.3661, swav 0.0000 LR: 3.204e-02 Score 96.643 Data time: 0.1661, Forward time: 2.2653, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.7808 [2020-11-09 01:33:35,102][root][INFO] - ===> Epoch[277](7178/26): Loss -0.1417, Sem 0.1244, dir -0.6475, norm 0.3815, swav 0.0000 LR: 3.203e-02 Score 95.380 Data time: 0.1749, Forward time: 2.2652, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.2178 [2020-11-09 01:33:42,508][root][INFO] - ===> Epoch[277](7179/26): Loss -0.0629, Sem 0.1376, dir -0.5780, norm 0.3775, swav 0.0000 LR: 3.202e-02 Score 95.296 Data time: 0.2288, Forward time: 2.2652, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 7.3218 [2020-11-09 01:33:47,331][root][INFO] - ===> Epoch[277](7180/26): Loss -0.1657, Sem 0.1311, dir -0.6544, norm 0.3576, swav 0.0000 LR: 3.201e-02 Score 95.424 Data time: 0.2426, Forward time: 2.2652, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 4.6848 [2020-11-09 01:33:52,730][root][INFO] - ===> Epoch[277](7181/26): Loss -0.1116, Sem 0.1466, dir -0.6334, norm 0.3753, swav 0.0000 LR: 3.200e-02 Score 94.972 Data time: 0.2382, Forward time: 2.2653, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.2926 [2020-11-09 01:33:58,453][root][INFO] - ===> Epoch[277](7182/26): Loss -0.0395, Sem 0.1472, dir -0.5680, norm 0.3813, swav 0.0000 LR: 3.199e-02 Score 95.378 Data time: 0.2290, Forward time: 2.2653, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.5934 [2020-11-09 01:34:04,003][root][INFO] - ===> Epoch[277](7183/26): Loss -0.1312, Sem 0.1445, dir -0.6013, norm 0.3255, swav 0.0000 LR: 3.198e-02 Score 95.561 Data time: 0.1917, Forward time: 2.2652, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.4361 [2020-11-09 01:34:10,355][root][INFO] - ===> Epoch[277](7184/26): Loss -0.1123, Sem 0.1160, dir -0.5990, norm 0.3707, swav 0.0000 LR: 3.197e-02 Score 96.249 Data time: 0.1790, Forward time: 2.2652, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 6.2554 [2020-11-09 01:34:15,496][root][INFO] - ===> Epoch[277](7185/26): Loss -0.0780, Sem 0.1363, dir -0.6117, norm 0.3974, swav 0.0000 LR: 3.196e-02 Score 95.978 Data time: 0.2551, Forward time: 2.2652, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.0489 [2020-11-09 01:34:21,678][root][INFO] - ===> Epoch[277](7186/26): Loss -0.0934, Sem 0.1520, dir -0.6299, norm 0.3845, swav 0.0000 LR: 3.195e-02 Score 95.028 Data time: 0.3073, Forward time: 2.2654, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 6.0683 [2020-11-09 01:34:27,358][root][INFO] - ===> Epoch[277](7187/26): Loss -0.0966, Sem 0.1321, dir -0.6167, norm 0.3880, swav 0.0000 LR: 3.194e-02 Score 95.617 Data time: 0.2119, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.5387 [2020-11-09 01:34:33,015][root][INFO] - ===> Epoch[277](7188/26): Loss -0.1475, Sem 0.1461, dir -0.6504, norm 0.3568, swav 0.0000 LR: 3.193e-02 Score 95.170 Data time: 0.1565, Forward time: 2.2653, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.5564 [2020-11-09 01:34:38,253][root][INFO] - ===> Epoch[277](7189/26): Loss -0.1751, Sem 0.1354, dir -0.6732, norm 0.3627, swav 0.0000 LR: 3.192e-02 Score 95.557 Data time: 0.2450, Forward time: 2.2653, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.1486 [2020-11-09 01:34:43,860][root][INFO] - ===> Epoch[277](7190/26): Loss -0.1307, Sem 0.1307, dir -0.6065, norm 0.3452, swav 0.0000 LR: 3.191e-02 Score 95.698 Data time: 0.1942, Forward time: 2.2653, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 5.4883 [2020-11-09 01:34:49,534][root][INFO] - ===> Epoch[277](7191/26): Loss -0.0580, Sem 0.1351, dir -0.5506, norm 0.3574, swav 0.0000 LR: 3.190e-02 Score 95.177 Data time: 0.1687, Forward time: 2.2652, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.5776 [2020-11-09 01:34:55,654][root][INFO] - ===> Epoch[277](7192/26): Loss -0.0954, Sem 0.1306, dir -0.5945, norm 0.3685, swav 0.0000 LR: 3.189e-02 Score 95.485 Data time: 0.2744, Forward time: 2.2653, Backward time: 3.0771, DDP time: 0.0048, Total iter time: 6.0444 [2020-11-09 01:35:02,294][root][INFO] - ===> Epoch[277](7193/26): Loss -0.1006, Sem 0.1302, dir -0.6086, norm 0.3778, swav 0.0000 LR: 3.188e-02 Score 95.346 Data time: 0.1945, Forward time: 2.2653, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 6.4976 [2020-11-09 01:35:08,004][root][INFO] - ===> Epoch[277](7194/26): Loss -0.1344, Sem 0.1271, dir -0.6200, norm 0.3585, swav 0.0000 LR: 3.187e-02 Score 95.201 Data time: 0.1885, Forward time: 2.2653, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.5893 [2020-11-09 01:35:13,075][root][INFO] - ===> Epoch[277](7195/26): Loss -0.0531, Sem 0.1759, dir -0.6095, norm 0.3806, swav 0.0000 LR: 3.186e-02 Score 94.814 Data time: 0.1757, Forward time: 2.2652, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 4.9445 [2020-11-09 01:35:17,710][root][INFO] - ===> Epoch[277](7196/26): Loss -0.1032, Sem 0.1598, dir -0.6416, norm 0.3785, swav 0.0000 LR: 3.185e-02 Score 95.331 Data time: 0.1777, Forward time: 2.2651, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.5433 [2020-11-09 01:35:23,528][root][INFO] - ===> Epoch[277](7197/26): Loss -0.0879, Sem 0.1932, dir -0.6416, norm 0.3605, swav 0.0000 LR: 3.184e-02 Score 94.430 Data time: 0.2025, Forward time: 2.2651, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.7127 [2020-11-09 01:35:31,356][root][INFO] - ===> Epoch[277](7198/26): Loss -0.0528, Sem 0.1756, dir -0.5967, norm 0.3683, swav 0.0000 LR: 3.183e-02 Score 94.870 Data time: 0.3770, Forward time: 2.2653, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 7.7022 [2020-11-09 01:35:37,102][root][INFO] - ===> Epoch[277](7199/26): Loss -0.1044, Sem 0.1282, dir -0.6184, norm 0.3858, swav 0.0000 LR: 3.182e-02 Score 96.029 Data time: 0.1975, Forward time: 2.2653, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 5.5960 [2020-11-09 01:35:44,290][root][INFO] - ===> Epoch[277](7200/26): Loss -0.1570, Sem 0.1073, dir -0.6089, norm 0.3446, swav 0.0000 LR: 3.181e-02 Score 96.179 Data time: 0.2319, Forward time: 2.2653, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 7.0657 [2020-11-09 01:35:49,579][root][INFO] - ===> Epoch[277](7201/26): Loss -0.1725, Sem 0.0879, dir -0.6376, norm 0.3772, swav 0.0000 LR: 3.180e-02 Score 97.301 Data time: 0.1610, Forward time: 2.2653, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.1741 [2020-11-09 01:35:54,337][root][INFO] - ===> Epoch[277](7202/26): Loss -0.1171, Sem 0.1628, dir -0.6554, norm 0.3755, swav 0.0000 LR: 3.179e-02 Score 94.488 Data time: 0.1842, Forward time: 2.2652, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 4.6728 [2020-11-09 01:35:58,638][root][INFO] - ===> Epoch[278](7203/26): Loss -0.0959, Sem 0.1579, dir -0.6250, norm 0.3711, swav 0.0000 LR: 3.178e-02 Score 94.835 Data time: 0.2256, Forward time: 2.2652, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.2073 [2020-11-09 01:36:05,011][root][INFO] - ===> Epoch[278](7204/26): Loss -0.1475, Sem 0.1099, dir -0.5981, norm 0.3407, swav 0.0000 LR: 3.177e-02 Score 96.473 Data time: 0.2111, Forward time: 2.2652, Backward time: 3.0773, DDP time: 0.0048, Total iter time: 6.2653 [2020-11-09 01:36:11,027][root][INFO] - ===> Epoch[278](7205/26): Loss -0.0839, Sem 0.1452, dir -0.6119, norm 0.3828, swav 0.0000 LR: 3.176e-02 Score 95.597 Data time: 0.1786, Forward time: 2.2651, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.8943 [2020-11-09 01:36:15,295][root][INFO] - ===> Epoch[278](7206/26): Loss -0.0772, Sem 0.1430, dir -0.6020, norm 0.3817, swav 0.0000 LR: 3.175e-02 Score 95.395 Data time: 0.2189, Forward time: 2.2651, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 4.1561 [2020-11-09 01:36:21,074][root][INFO] - ===> Epoch[278](7207/26): Loss -0.1152, Sem 0.1381, dir -0.5927, norm 0.3394, swav 0.0000 LR: 3.174e-02 Score 94.839 Data time: 0.2035, Forward time: 2.2651, Backward time: 3.0772, DDP time: 0.0048, Total iter time: 5.6513 [2020-11-09 01:36:27,921][root][INFO] - ===> Epoch[278](7208/26): Loss -0.0322, Sem 0.1803, dir -0.6178, norm 0.4054, swav 0.0000 LR: 3.173e-02 Score 94.062 Data time: 0.2054, Forward time: 2.2651, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 6.7307 [2020-11-09 01:36:33,867][root][INFO] - ===> Epoch[278](7209/26): Loss -0.0728, Sem 0.1282, dir -0.5910, norm 0.3900, swav 0.0000 LR: 3.172e-02 Score 95.929 Data time: 0.1530, Forward time: 2.2650, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.8076 [2020-11-09 01:36:40,215][root][INFO] - ===> Epoch[278](7210/26): Loss -0.1244, Sem 0.1286, dir -0.6111, norm 0.3580, swav 0.0000 LR: 3.171e-02 Score 95.697 Data time: 0.2109, Forward time: 2.2650, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 6.2589 [2020-11-09 01:36:46,269][root][INFO] - ===> Epoch[278](7211/26): Loss -0.0870, Sem 0.1272, dir -0.6233, norm 0.4091, swav 0.0000 LR: 3.170e-02 Score 95.498 Data time: 0.2465, Forward time: 2.2650, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.9349 [2020-11-09 01:36:51,472][root][INFO] - ===> Epoch[278](7212/26): Loss -0.1207, Sem 0.1259, dir -0.6239, norm 0.3773, swav 0.0000 LR: 3.169e-02 Score 96.226 Data time: 0.2225, Forward time: 2.2650, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.0756 [2020-11-09 01:36:57,497][root][INFO] - ===> Epoch[278](7213/26): Loss -0.0181, Sem 0.1785, dir -0.6109, norm 0.4144, swav 0.0000 LR: 3.168e-02 Score 93.961 Data time: 0.2459, Forward time: 2.2651, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.9075 [2020-11-09 01:37:04,878][root][INFO] - ===> Epoch[278](7214/26): Loss -0.0894, Sem 0.1447, dir -0.6005, norm 0.3664, swav 0.0000 LR: 3.167e-02 Score 95.302 Data time: 0.2812, Forward time: 2.2651, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 7.2472 [2020-11-09 01:37:11,514][root][INFO] - ===> Epoch[278](7215/26): Loss -0.1037, Sem 0.1208, dir -0.5869, norm 0.3625, swav 0.0000 LR: 3.166e-02 Score 95.947 Data time: 0.3180, Forward time: 2.2653, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 6.4804 [2020-11-09 01:37:16,464][root][INFO] - ===> Epoch[278](7216/26): Loss -0.1061, Sem 0.1476, dir -0.6353, norm 0.3816, swav 0.0000 LR: 3.164e-02 Score 95.493 Data time: 0.2188, Forward time: 2.2653, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 4.8148 [2020-11-09 01:37:21,691][root][INFO] - ===> Epoch[278](7217/26): Loss -0.1215, Sem 0.1369, dir -0.6292, norm 0.3708, swav 0.0000 LR: 3.163e-02 Score 95.781 Data time: 0.1890, Forward time: 2.2653, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.1171 [2020-11-09 01:37:28,008][root][INFO] - ===> Epoch[278](7218/26): Loss -0.1037, Sem 0.1439, dir -0.6024, norm 0.3548, swav 0.0000 LR: 3.162e-02 Score 95.679 Data time: 0.2064, Forward time: 2.2652, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 6.2177 [2020-11-09 01:37:32,585][root][INFO] - ===> Epoch[278](7219/26): Loss -0.1147, Sem 0.1426, dir -0.6257, norm 0.3685, swav 0.0000 LR: 3.161e-02 Score 95.445 Data time: 0.1909, Forward time: 2.2652, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 4.4651 [2020-11-09 01:37:38,178][root][INFO] - ===> Epoch[278](7220/26): Loss -0.0691, Sem 0.1556, dir -0.5893, norm 0.3646, swav 0.0000 LR: 3.160e-02 Score 94.738 Data time: 0.2202, Forward time: 2.2652, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.4737 [2020-11-09 01:37:43,440][root][INFO] - ===> Epoch[278](7221/26): Loss -0.0667, Sem 0.1427, dir -0.5934, norm 0.3840, swav 0.0000 LR: 3.159e-02 Score 94.927 Data time: 0.2011, Forward time: 2.2652, Backward time: 3.0774, DDP time: 0.0048, Total iter time: 5.1361 [2020-11-09 01:37:49,708][root][INFO] - ===> Epoch[278](7222/26): Loss -0.1539, Sem 0.1449, dir -0.6723, norm 0.3734, swav 0.0000 LR: 3.158e-02 Score 94.651 Data time: 0.1845, Forward time: 2.2652, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 6.1549 [2020-11-09 01:37:56,039][root][INFO] - ===> Epoch[278](7223/26): Loss -0.1435, Sem 0.1255, dir -0.6336, norm 0.3646, swav 0.0000 LR: 3.157e-02 Score 95.646 Data time: 0.1929, Forward time: 2.2651, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 6.2092 [2020-11-09 01:38:01,577][root][INFO] - ===> Epoch[278](7224/26): Loss -0.1080, Sem 0.1268, dir -0.6196, norm 0.3848, swav 0.0000 LR: 3.156e-02 Score 95.571 Data time: 0.1604, Forward time: 2.2651, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.4256 [2020-11-09 01:38:07,151][root][INFO] - ===> Epoch[278](7225/26): Loss -0.1548, Sem 0.1206, dir -0.6208, norm 0.3455, swav 0.0000 LR: 3.155e-02 Score 95.654 Data time: 0.2619, Forward time: 2.2651, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.4924 [2020-11-09 01:38:13,423][root][INFO] - ===> Epoch[278](7226/26): Loss -0.0707, Sem 0.1786, dir -0.6322, norm 0.3829, swav 0.0000 LR: 3.154e-02 Score 94.530 Data time: 0.3307, Forward time: 2.2652, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 6.1467 [2020-11-09 01:38:19,017][root][INFO] - ===> Epoch[278](7227/26): Loss -0.1341, Sem 0.1542, dir -0.6716, norm 0.3833, swav 0.0000 LR: 3.153e-02 Score 95.146 Data time: 0.2003, Forward time: 2.2652, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.4712 [2020-11-09 01:38:25,604][root][INFO] - ===> Epoch[278](7228/26): Loss -0.0928, Sem 0.1312, dir -0.6012, norm 0.3773, swav 0.0000 LR: 3.152e-02 Score 95.739 Data time: 0.1729, Forward time: 2.2651, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 6.4572 [2020-11-09 01:38:32,556][root][INFO] - ===> Epoch[279](7229/26): Loss -0.0921, Sem 0.1289, dir -0.6192, norm 0.3982, swav 0.0000 LR: 3.151e-02 Score 95.882 Data time: 0.2139, Forward time: 2.2651, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.8669 [2020-11-09 01:38:37,686][root][INFO] - ===> Epoch[279](7230/26): Loss -0.1597, Sem 0.1411, dir -0.6411, norm 0.3403, swav 0.0000 LR: 3.150e-02 Score 95.097 Data time: 0.1873, Forward time: 2.2651, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 4.9962 [2020-11-09 01:38:43,121][root][INFO] - ===> Epoch[279](7231/26): Loss -0.1074, Sem 0.1423, dir -0.6434, norm 0.3937, swav 0.0000 LR: 3.149e-02 Score 95.608 Data time: 0.2989, Forward time: 2.2652, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.3267 [2020-11-09 01:38:48,592][root][INFO] - ===> Epoch[279](7232/26): Loss -0.1321, Sem 0.1359, dir -0.6382, norm 0.3702, swav 0.0000 LR: 3.148e-02 Score 94.908 Data time: 0.2313, Forward time: 2.2652, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.3431 [2020-11-09 01:38:54,570][root][INFO] - ===> Epoch[279](7233/26): Loss -0.1271, Sem 0.1069, dir -0.6174, norm 0.3834, swav 0.0000 LR: 3.147e-02 Score 96.838 Data time: 0.2193, Forward time: 2.2652, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.8502 [2020-11-09 01:39:00,508][root][INFO] - ===> Epoch[279](7234/26): Loss -0.0169, Sem 0.1603, dir -0.5807, norm 0.4036, swav 0.0000 LR: 3.146e-02 Score 94.412 Data time: 0.2003, Forward time: 2.2652, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.8126 [2020-11-09 01:39:06,316][root][INFO] - ===> Epoch[279](7235/26): Loss -0.1089, Sem 0.1450, dir -0.6361, norm 0.3822, swav 0.0000 LR: 3.145e-02 Score 94.955 Data time: 0.1445, Forward time: 2.2651, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.7011 [2020-11-09 01:39:12,695][root][INFO] - ===> Epoch[279](7236/26): Loss -0.0850, Sem 0.1425, dir -0.6252, norm 0.3978, swav 0.0000 LR: 3.144e-02 Score 95.220 Data time: 0.2525, Forward time: 2.2651, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.3086 [2020-11-09 01:39:17,698][root][INFO] - ===> Epoch[279](7237/26): Loss -0.0801, Sem 0.1510, dir -0.6136, norm 0.3825, swav 0.0000 LR: 3.143e-02 Score 94.568 Data time: 0.2061, Forward time: 2.2651, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 4.8860 [2020-11-09 01:39:23,443][root][INFO] - ===> Epoch[279](7238/26): Loss -0.1182, Sem 0.1203, dir -0.5929, norm 0.3545, swav 0.0000 LR: 3.142e-02 Score 96.162 Data time: 0.2261, Forward time: 2.2651, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.6540 [2020-11-09 01:39:29,632][root][INFO] - ===> Epoch[279](7239/26): Loss -0.1617, Sem 0.1332, dir -0.6495, norm 0.3546, swav 0.0000 LR: 3.141e-02 Score 95.403 Data time: 0.3112, Forward time: 2.2652, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 6.0775 [2020-11-09 01:39:35,650][root][INFO] - ===> Epoch[279](7240/26): Loss -0.1761, Sem 0.1132, dir -0.6568, norm 0.3675, swav 0.0000 LR: 3.140e-02 Score 96.314 Data time: 0.2031, Forward time: 2.2652, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.8882 [2020-11-09 01:39:41,794][root][INFO] - ===> Epoch[279](7241/26): Loss -0.0678, Sem 0.1587, dir -0.6047, norm 0.3782, swav 0.0000 LR: 3.139e-02 Score 95.220 Data time: 0.2413, Forward time: 2.2652, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.0549 [2020-11-09 01:39:47,736][root][INFO] - ===> Epoch[279](7242/26): Loss -0.0413, Sem 0.1661, dir -0.6014, norm 0.3939, swav 0.0000 LR: 3.138e-02 Score 94.679 Data time: 0.2746, Forward time: 2.2653, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.8129 [2020-11-09 01:39:52,679][root][INFO] - ===> Epoch[279](7243/26): Loss -0.1457, Sem 0.1242, dir -0.6304, norm 0.3604, swav 0.0000 LR: 3.137e-02 Score 95.661 Data time: 0.2072, Forward time: 2.2652, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 4.8023 [2020-11-09 01:39:59,325][root][INFO] - ===> Epoch[279](7244/26): Loss -0.0670, Sem 0.1454, dir -0.5929, norm 0.3805, swav 0.0000 LR: 3.136e-02 Score 95.829 Data time: 0.2216, Forward time: 2.2653, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.5293 [2020-11-09 01:40:05,553][root][INFO] - ===> Epoch[279](7245/26): Loss -0.1472, Sem 0.1372, dir -0.6555, norm 0.3711, swav 0.0000 LR: 3.135e-02 Score 95.646 Data time: 0.2197, Forward time: 2.2653, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.1036 [2020-11-09 01:40:11,727][root][INFO] - ===> Epoch[279](7246/26): Loss -0.0188, Sem 0.1583, dir -0.5803, norm 0.4032, swav 0.0000 LR: 3.134e-02 Score 93.998 Data time: 0.2221, Forward time: 2.2653, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.0688 [2020-11-09 01:40:18,202][root][INFO] - ===> Epoch[279](7247/26): Loss -0.1410, Sem 0.1248, dir -0.6170, norm 0.3512, swav 0.0000 LR: 3.133e-02 Score 95.958 Data time: 0.1904, Forward time: 2.2653, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.3720 [2020-11-09 01:40:23,069][root][INFO] - ===> Epoch[279](7248/26): Loss -0.1441, Sem 0.1165, dir -0.6450, norm 0.3845, swav 0.0000 LR: 3.132e-02 Score 95.996 Data time: 0.2090, Forward time: 2.2653, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.7642 [2020-11-09 01:40:27,986][root][INFO] - ===> Epoch[279](7249/26): Loss -0.0951, Sem 0.1402, dir -0.6148, norm 0.3794, swav 0.0000 LR: 3.131e-02 Score 95.284 Data time: 0.1786, Forward time: 2.2652, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 4.8027 [2020-11-09 01:40:33,243][root][INFO] - ===> Epoch[279](7250/26): Loss -0.1851, Sem 0.1011, dir -0.6386, norm 0.3524, swav 0.0000 LR: 3.130e-02 Score 96.725 Data time: 0.2051, Forward time: 2.2652, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.1712 [2020-11-09 01:40:37,554][root][INFO] - ===> Epoch[279](7251/26): Loss -0.1425, Sem 0.1012, dir -0.6179, norm 0.3742, swav 0.0000 LR: 3.129e-02 Score 96.570 Data time: 0.2131, Forward time: 2.2651, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 4.1984 [2020-11-09 01:40:43,411][root][INFO] - ===> Epoch[279](7252/26): Loss -0.1602, Sem 0.1249, dir -0.6336, norm 0.3485, swav 0.0000 LR: 3.128e-02 Score 95.139 Data time: 0.1899, Forward time: 2.2651, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.7360 [2020-11-09 01:40:48,001][root][INFO] - ===> Epoch[279](7253/26): Loss -0.0816, Sem 0.1225, dir -0.5826, norm 0.3785, swav 0.0000 LR: 3.127e-02 Score 95.759 Data time: 0.1731, Forward time: 2.2650, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 4.4727 [2020-11-09 01:40:53,491][root][INFO] - ===> Epoch[279](7254/26): Loss -0.0720, Sem 0.1355, dir -0.6395, norm 0.4320, swav 0.0000 LR: 3.126e-02 Score 95.237 Data time: 0.1665, Forward time: 2.2649, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.3803 [2020-11-09 01:41:00,282][root][INFO] - ===> Epoch[280](7255/26): Loss -0.0947, Sem 0.1268, dir -0.6017, norm 0.3802, swav 0.0000 LR: 3.125e-02 Score 95.746 Data time: 0.2252, Forward time: 2.2650, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 6.7040 [2020-11-09 01:41:05,633][root][INFO] - ===> Epoch[280](7256/26): Loss -0.1364, Sem 0.1221, dir -0.6014, norm 0.3429, swav 0.0000 LR: 3.124e-02 Score 95.449 Data time: 0.2058, Forward time: 2.2649, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.2406 [2020-11-09 01:41:11,576][root][INFO] - ===> Epoch[280](7257/26): Loss -0.1773, Sem 0.1055, dir -0.6327, norm 0.3500, swav 0.0000 LR: 3.123e-02 Score 96.641 Data time: 0.2840, Forward time: 2.2650, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.8124 [2020-11-09 01:41:16,880][root][INFO] - ===> Epoch[280](7258/26): Loss -0.1287, Sem 0.1203, dir -0.5983, norm 0.3494, swav 0.0000 LR: 3.122e-02 Score 96.237 Data time: 0.2256, Forward time: 2.2650, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.1607 [2020-11-09 01:41:24,038][root][INFO] - ===> Epoch[280](7259/26): Loss -0.1195, Sem 0.1260, dir -0.6350, norm 0.3896, swav 0.0000 LR: 3.120e-02 Score 96.224 Data time: 0.2139, Forward time: 2.2650, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 7.0455 [2020-11-09 01:41:29,010][root][INFO] - ===> Epoch[280](7260/26): Loss -0.0667, Sem 0.1592, dir -0.5655, norm 0.3396, swav 0.0000 LR: 3.119e-02 Score 95.062 Data time: 0.1510, Forward time: 2.2649, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 4.8598 [2020-11-09 01:41:35,970][root][INFO] - ===> Epoch[280](7261/26): Loss -0.0494, Sem 0.1582, dir -0.5651, norm 0.3575, swav 0.0000 LR: 3.118e-02 Score 94.171 Data time: 0.1921, Forward time: 2.2649, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.8556 [2020-11-09 01:41:41,063][root][INFO] - ===> Epoch[280](7262/26): Loss -0.1146, Sem 0.1260, dir -0.6377, norm 0.3972, swav 0.0000 LR: 3.117e-02 Score 95.729 Data time: 0.2043, Forward time: 2.2648, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.9759 [2020-11-09 01:41:47,080][root][INFO] - ===> Epoch[280](7263/26): Loss -0.1564, Sem 0.1211, dir -0.6621, norm 0.3846, swav 0.0000 LR: 3.116e-02 Score 95.908 Data time: 0.2662, Forward time: 2.2649, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.9510 [2020-11-09 01:41:53,253][root][INFO] - ===> Epoch[280](7264/26): Loss -0.0516, Sem 0.1633, dir -0.5976, norm 0.3827, swav 0.0000 LR: 3.115e-02 Score 95.215 Data time: 0.2094, Forward time: 2.2649, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.0337 [2020-11-09 01:41:59,847][root][INFO] - ===> Epoch[280](7265/26): Loss -0.0865, Sem 0.1251, dir -0.5919, norm 0.3803, swav 0.0000 LR: 3.114e-02 Score 96.223 Data time: 0.1910, Forward time: 2.2649, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.4935 [2020-11-09 01:42:06,448][root][INFO] - ===> Epoch[280](7266/26): Loss -0.1799, Sem 0.1164, dir -0.6199, norm 0.3236, swav 0.0000 LR: 3.113e-02 Score 96.253 Data time: 0.2169, Forward time: 2.2649, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 6.4980 [2020-11-09 01:42:12,183][root][INFO] - ===> Epoch[280](7267/26): Loss -0.1195, Sem 0.1264, dir -0.5974, norm 0.3515, swav 0.0000 LR: 3.112e-02 Score 96.099 Data time: 0.1766, Forward time: 2.2648, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 5.6215 [2020-11-09 01:42:17,158][root][INFO] - ===> Epoch[280](7268/26): Loss -0.1200, Sem 0.1226, dir -0.6218, norm 0.3792, swav 0.0000 LR: 3.111e-02 Score 96.080 Data time: 0.1910, Forward time: 2.2648, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 4.8721 [2020-11-09 01:42:22,301][root][INFO] - ===> Epoch[280](7269/26): Loss -0.1126, Sem 0.1359, dir -0.6477, norm 0.3991, swav 0.0000 LR: 3.110e-02 Score 95.966 Data time: 0.2494, Forward time: 2.2648, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.0332 [2020-11-09 01:42:28,227][root][INFO] - ===> Epoch[280](7270/26): Loss -0.2020, Sem 0.1371, dir -0.6728, norm 0.3336, swav 0.0000 LR: 3.109e-02 Score 94.931 Data time: 0.2355, Forward time: 2.2648, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.8079 [2020-11-09 01:42:33,871][root][INFO] - ===> Epoch[280](7271/26): Loss -0.0469, Sem 0.1820, dir -0.6108, norm 0.3819, swav 0.0000 LR: 3.108e-02 Score 93.860 Data time: 0.2591, Forward time: 2.2649, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.5320 [2020-11-09 01:42:39,586][root][INFO] - ===> Epoch[280](7272/26): Loss -0.1015, Sem 0.1392, dir -0.6370, norm 0.3962, swav 0.0000 LR: 3.107e-02 Score 95.806 Data time: 0.2944, Forward time: 2.2650, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.5818 [2020-11-09 01:42:45,555][root][INFO] - ===> Epoch[280](7273/26): Loss -0.0816, Sem 0.1670, dir -0.6243, norm 0.3757, swav 0.0000 LR: 3.106e-02 Score 93.849 Data time: 0.2171, Forward time: 2.2650, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.8443 [2020-11-09 01:42:51,243][root][INFO] - ===> Epoch[280](7274/26): Loss -0.1083, Sem 0.1686, dir -0.6595, norm 0.3826, swav 0.0000 LR: 3.105e-02 Score 94.517 Data time: 0.2177, Forward time: 2.2650, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.5560 [2020-11-09 01:42:58,337][root][INFO] - ===> Epoch[280](7275/26): Loss -0.0650, Sem 0.1294, dir -0.5930, norm 0.3986, swav 0.0000 LR: 3.104e-02 Score 95.374 Data time: 0.1870, Forward time: 2.2650, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.9703 [2020-11-09 01:43:04,166][root][INFO] - ===> Epoch[280](7276/26): Loss -0.0705, Sem 0.1679, dir -0.5763, norm 0.3379, swav 0.0000 LR: 3.103e-02 Score 94.529 Data time: 0.2550, Forward time: 2.2650, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.7259 [2020-11-09 01:43:08,699][root][INFO] - ===> Epoch[280](7277/26): Loss -0.1305, Sem 0.1573, dir -0.6221, norm 0.3343, swav 0.0000 LR: 3.102e-02 Score 95.839 Data time: 0.2342, Forward time: 2.2650, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 4.4046 [2020-11-09 01:43:14,969][root][INFO] - ===> Epoch[280](7278/26): Loss -0.0623, Sem 0.1477, dir -0.5868, norm 0.3768, swav 0.0000 LR: 3.101e-02 Score 94.603 Data time: 0.1966, Forward time: 2.2650, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.1693 [2020-11-09 01:43:20,035][root][INFO] - ===> Epoch[280](7279/26): Loss -0.1068, Sem 0.1294, dir -0.6135, norm 0.3773, swav 0.0000 LR: 3.100e-02 Score 95.528 Data time: 0.2073, Forward time: 2.2650, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 4.9504 [2020-11-09 01:43:28,143][root][INFO] - ===> Epoch[280](7280/26): Loss -0.0645, Sem 0.1290, dir -0.5934, norm 0.4000, swav 0.0000 LR: 3.099e-02 Score 96.019 Data time: 0.2280, Forward time: 2.2650, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 7.9904 [2020-11-09 01:43:34,661][root][INFO] - ===> Epoch[281](7281/26): Loss -0.1422, Sem 0.1333, dir -0.6234, norm 0.3478, swav 0.0000 LR: 3.098e-02 Score 95.605 Data time: 0.2026, Forward time: 2.2650, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 6.4127 [2020-11-09 01:43:40,504][root][INFO] - ===> Epoch[281](7282/26): Loss -0.0871, Sem 0.1468, dir -0.5951, norm 0.3612, swav 0.0000 LR: 3.097e-02 Score 95.188 Data time: 0.2231, Forward time: 2.2650, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.7087 [2020-11-09 01:43:47,292][root][INFO] - ===> Epoch[281](7283/26): Loss -0.0857, Sem 0.1718, dir -0.6312, norm 0.3736, swav 0.0000 LR: 3.096e-02 Score 94.914 Data time: 0.2302, Forward time: 2.2650, Backward time: 3.0785, DDP time: 0.0048, Total iter time: 6.6525 [2020-11-09 01:43:52,808][root][INFO] - ===> Epoch[281](7284/26): Loss -0.1066, Sem 0.1349, dir -0.6132, norm 0.3716, swav 0.0000 LR: 3.095e-02 Score 94.858 Data time: 0.2284, Forward time: 2.2650, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.3870 [2020-11-09 01:43:58,212][root][INFO] - ===> Epoch[281](7285/26): Loss -0.1107, Sem 0.1365, dir -0.6281, norm 0.3809, swav 0.0000 LR: 3.094e-02 Score 95.477 Data time: 0.2256, Forward time: 2.2650, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.2703 [2020-11-09 01:44:03,886][root][INFO] - ===> Epoch[281](7286/26): Loss -0.1648, Sem 0.1211, dir -0.6381, norm 0.3522, swav 0.0000 LR: 3.093e-02 Score 96.175 Data time: 0.1587, Forward time: 2.2650, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.5407 [2020-11-09 01:44:09,477][root][INFO] - ===> Epoch[281](7287/26): Loss -0.0673, Sem 0.1622, dir -0.5931, norm 0.3636, swav 0.0000 LR: 3.092e-02 Score 95.232 Data time: 0.2555, Forward time: 2.2650, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.4892 [2020-11-09 01:44:15,826][root][INFO] - ===> Epoch[281](7288/26): Loss -0.1595, Sem 0.1307, dir -0.6375, norm 0.3473, swav 0.0000 LR: 3.091e-02 Score 95.172 Data time: 0.2245, Forward time: 2.2650, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 6.2241 [2020-11-09 01:44:20,667][root][INFO] - ===> Epoch[281](7289/26): Loss -0.1465, Sem 0.1275, dir -0.6315, norm 0.3575, swav 0.0000 LR: 3.090e-02 Score 95.382 Data time: 0.2594, Forward time: 2.2650, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 4.7248 [2020-11-09 01:44:25,965][root][INFO] - ===> Epoch[281](7290/26): Loss -0.0318, Sem 0.1370, dir -0.5650, norm 0.3963, swav 0.0000 LR: 3.089e-02 Score 94.978 Data time: 0.2386, Forward time: 2.2650, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.1674 [2020-11-09 01:44:32,064][root][INFO] - ===> Epoch[281](7291/26): Loss -0.0257, Sem 0.1773, dir -0.6393, norm 0.4362, swav 0.0000 LR: 3.088e-02 Score 93.974 Data time: 0.2987, Forward time: 2.2652, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.9795 [2020-11-09 01:44:37,137][root][INFO] - ===> Epoch[281](7292/26): Loss -0.1778, Sem 0.1403, dir -0.6438, norm 0.3257, swav 0.0000 LR: 3.087e-02 Score 94.911 Data time: 0.2236, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 4.9338 [2020-11-09 01:44:42,501][root][INFO] - ===> Epoch[281](7293/26): Loss -0.1516, Sem 0.1261, dir -0.6082, norm 0.3305, swav 0.0000 LR: 3.086e-02 Score 95.890 Data time: 0.1669, Forward time: 2.2651, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.2681 [2020-11-09 01:44:47,412][root][INFO] - ===> Epoch[281](7294/26): Loss -0.0928, Sem 0.1619, dir -0.6432, norm 0.3886, swav 0.0000 LR: 3.085e-02 Score 94.730 Data time: 0.2385, Forward time: 2.2651, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.8316 [2020-11-09 01:44:53,784][root][INFO] - ===> Epoch[281](7295/26): Loss -0.0265, Sem 0.1801, dir -0.5767, norm 0.3701, swav 0.0000 LR: 3.084e-02 Score 94.204 Data time: 0.3043, Forward time: 2.2652, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 6.2526 [2020-11-09 01:45:01,115][root][INFO] - ===> Epoch[281](7296/26): Loss -0.1095, Sem 0.1451, dir -0.6133, norm 0.3587, swav 0.0000 LR: 3.083e-02 Score 95.971 Data time: 0.1948, Forward time: 2.2652, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 7.1998 [2020-11-09 01:45:06,081][root][INFO] - ===> Epoch[281](7297/26): Loss -0.1090, Sem 0.1425, dir -0.6499, norm 0.3984, swav 0.0000 LR: 3.082e-02 Score 95.279 Data time: 0.2235, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 4.8289 [2020-11-09 01:45:11,331][root][INFO] - ===> Epoch[281](7298/26): Loss -0.1718, Sem 0.1253, dir -0.6651, norm 0.3679, swav 0.0000 LR: 3.081e-02 Score 96.058 Data time: 0.1603, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.1317 [2020-11-09 01:45:18,492][root][INFO] - ===> Epoch[281](7299/26): Loss -0.0800, Sem 0.1416, dir -0.6095, norm 0.3878, swav 0.0000 LR: 3.079e-02 Score 95.761 Data time: 0.1900, Forward time: 2.2652, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 7.0323 [2020-11-09 01:45:22,689][root][INFO] - ===> Epoch[281](7300/26): Loss -0.1250, Sem 0.1328, dir -0.6093, norm 0.3515, swav 0.0000 LR: 3.078e-02 Score 94.935 Data time: 0.1620, Forward time: 2.2651, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 4.0621 [2020-11-09 01:45:29,211][root][INFO] - ===> Epoch[281](7301/26): Loss -0.0913, Sem 0.1507, dir -0.5968, norm 0.3548, swav 0.0000 LR: 3.077e-02 Score 94.801 Data time: 0.2442, Forward time: 2.2651, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.4290 [2020-11-09 01:45:35,549][root][INFO] - ===> Epoch[281](7302/26): Loss -0.0666, Sem 0.1348, dir -0.5649, norm 0.3634, swav 0.0000 LR: 3.076e-02 Score 95.107 Data time: 0.2823, Forward time: 2.2652, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.2041 [2020-11-09 01:45:41,940][root][INFO] - ===> Epoch[281](7303/26): Loss -0.0689, Sem 0.1485, dir -0.5869, norm 0.3695, swav 0.0000 LR: 3.075e-02 Score 95.198 Data time: 0.2989, Forward time: 2.2653, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.2479 [2020-11-09 01:45:46,563][root][INFO] - ===> Epoch[281](7304/26): Loss -0.0241, Sem 0.1414, dir -0.5554, norm 0.3899, swav 0.0000 LR: 3.074e-02 Score 95.557 Data time: 0.1831, Forward time: 2.2653, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 4.4909 [2020-11-09 01:45:52,433][root][INFO] - ===> Epoch[281](7305/26): Loss -0.1496, Sem 0.1038, dir -0.6177, norm 0.3643, swav 0.0000 LR: 3.073e-02 Score 96.481 Data time: 0.1841, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.7786 [2020-11-09 01:45:57,736][root][INFO] - ===> Epoch[281](7306/26): Loss -0.0974, Sem 0.1471, dir -0.6081, norm 0.3636, swav 0.0000 LR: 3.072e-02 Score 95.510 Data time: 0.1933, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.1871 [2020-11-09 01:46:02,660][root][INFO] - ===> Epoch[282](7307/26): Loss -0.1380, Sem 0.1198, dir -0.6358, norm 0.3780, swav 0.0000 LR: 3.071e-02 Score 96.066 Data time: 0.2090, Forward time: 2.2652, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.8159 [2020-11-09 01:46:07,950][root][INFO] - ===> Epoch[282](7308/26): Loss -0.0818, Sem 0.1624, dir -0.5942, norm 0.3500, swav 0.0000 LR: 3.070e-02 Score 94.680 Data time: 0.2542, Forward time: 2.2652, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.1917 [2020-11-09 01:46:14,045][root][INFO] - ===> Epoch[282](7309/26): Loss -0.1776, Sem 0.1290, dir -0.6516, norm 0.3450, swav 0.0000 LR: 3.069e-02 Score 95.573 Data time: 0.2483, Forward time: 2.2652, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.9772 [2020-11-09 01:46:19,913][root][INFO] - ===> Epoch[282](7310/26): Loss -0.1422, Sem 0.1186, dir -0.5970, norm 0.3362, swav 0.0000 LR: 3.068e-02 Score 96.024 Data time: 0.2389, Forward time: 2.2652, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.7512 [2020-11-09 01:46:27,087][root][INFO] - ===> Epoch[282](7311/26): Loss -0.0418, Sem 0.1869, dir -0.6564, norm 0.4277, swav 0.0000 LR: 3.067e-02 Score 94.521 Data time: 0.2581, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 7.0697 [2020-11-09 01:46:32,362][root][INFO] - ===> Epoch[282](7312/26): Loss -0.1373, Sem 0.1342, dir -0.6158, norm 0.3443, swav 0.0000 LR: 3.066e-02 Score 96.036 Data time: 0.1869, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.1344 [2020-11-09 01:46:38,592][root][INFO] - ===> Epoch[282](7313/26): Loss -0.1262, Sem 0.1308, dir -0.6339, norm 0.3769, swav 0.0000 LR: 3.065e-02 Score 95.877 Data time: 0.2692, Forward time: 2.2653, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.1146 [2020-11-09 01:46:45,260][root][INFO] - ===> Epoch[282](7314/26): Loss -0.1586, Sem 0.1236, dir -0.6621, norm 0.3799, swav 0.0000 LR: 3.064e-02 Score 95.925 Data time: 0.1781, Forward time: 2.2653, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.5360 [2020-11-09 01:46:50,266][root][INFO] - ===> Epoch[282](7315/26): Loss -0.0306, Sem 0.1439, dir -0.6098, norm 0.4353, swav 0.0000 LR: 3.063e-02 Score 95.243 Data time: 0.1888, Forward time: 2.2652, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 4.8895 [2020-11-09 01:46:57,659][root][INFO] - ===> Epoch[282](7316/26): Loss -0.1372, Sem 0.0968, dir -0.5919, norm 0.3578, swav 0.0000 LR: 3.062e-02 Score 96.940 Data time: 0.1469, Forward time: 2.2651, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 7.2751 [2020-11-09 01:47:03,428][root][INFO] - ===> Epoch[282](7317/26): Loss -0.0784, Sem 0.1370, dir -0.5733, norm 0.3578, swav 0.0000 LR: 3.061e-02 Score 94.683 Data time: 0.1799, Forward time: 2.2651, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.6910 [2020-11-09 01:47:09,915][root][INFO] - ===> Epoch[282](7318/26): Loss -0.1753, Sem 0.1108, dir -0.6402, norm 0.3541, swav 0.0000 LR: 3.060e-02 Score 96.111 Data time: 0.2078, Forward time: 2.2651, Backward time: 3.0785, DDP time: 0.0048, Total iter time: 6.3781 [2020-11-09 01:47:16,003][root][INFO] - ===> Epoch[282](7319/26): Loss -0.0642, Sem 0.1477, dir -0.5774, norm 0.3655, swav 0.0000 LR: 3.059e-02 Score 95.166 Data time: 0.1713, Forward time: 2.2650, Backward time: 3.0786, DDP time: 0.0048, Total iter time: 5.9785 [2020-11-09 01:47:21,859][root][INFO] - ===> Epoch[282](7320/26): Loss -0.0404, Sem 0.2015, dir -0.6191, norm 0.3771, swav 0.0000 LR: 3.058e-02 Score 94.011 Data time: 0.2124, Forward time: 2.2650, Backward time: 3.0787, DDP time: 0.0048, Total iter time: 5.7528 [2020-11-09 01:47:27,625][root][INFO] - ===> Epoch[282](7321/26): Loss -0.1288, Sem 0.1592, dir -0.6670, norm 0.3789, swav 0.0000 LR: 3.057e-02 Score 94.811 Data time: 0.2688, Forward time: 2.2651, Backward time: 3.0786, DDP time: 0.0048, Total iter time: 5.6433 [2020-11-09 01:47:34,250][root][INFO] - ===> Epoch[282](7322/26): Loss -0.0782, Sem 0.1387, dir -0.6049, norm 0.3880, swav 0.0000 LR: 3.056e-02 Score 95.220 Data time: 0.1959, Forward time: 2.2651, Backward time: 3.0787, DDP time: 0.0048, Total iter time: 6.4879 [2020-11-09 01:47:39,715][root][INFO] - ===> Epoch[282](7323/26): Loss -0.1015, Sem 0.1490, dir -0.6219, norm 0.3714, swav 0.0000 LR: 3.055e-02 Score 94.683 Data time: 0.2271, Forward time: 2.2651, Backward time: 3.0786, DDP time: 0.0048, Total iter time: 5.3522 [2020-11-09 01:47:45,999][root][INFO] - ===> Epoch[282](7324/26): Loss -0.0705, Sem 0.1248, dir -0.5664, norm 0.3711, swav 0.0000 LR: 3.054e-02 Score 95.350 Data time: 0.2415, Forward time: 2.2651, Backward time: 3.0787, DDP time: 0.0048, Total iter time: 6.1446 [2020-11-09 01:47:51,972][root][INFO] - ===> Epoch[282](7325/26): Loss -0.1797, Sem 0.1233, dir -0.6456, norm 0.3425, swav 0.0000 LR: 3.053e-02 Score 95.916 Data time: 0.2336, Forward time: 2.2652, Backward time: 3.0787, DDP time: 0.0048, Total iter time: 5.8436 [2020-11-09 01:47:56,794][root][INFO] - ===> Epoch[282](7326/26): Loss -0.1050, Sem 0.1428, dir -0.6304, norm 0.3825, swav 0.0000 LR: 3.052e-02 Score 95.269 Data time: 0.2399, Forward time: 2.2652, Backward time: 3.0786, DDP time: 0.0048, Total iter time: 4.6919 [2020-11-09 01:48:03,217][root][INFO] - ===> Epoch[282](7327/26): Loss -0.0925, Sem 0.1128, dir -0.5776, norm 0.3722, swav 0.0000 LR: 3.051e-02 Score 95.355 Data time: 0.2357, Forward time: 2.2652, Backward time: 3.0786, DDP time: 0.0048, Total iter time: 6.3077 [2020-11-09 01:48:08,367][root][INFO] - ===> Epoch[282](7328/26): Loss -0.0974, Sem 0.1132, dir -0.5884, norm 0.3778, swav 0.0000 LR: 3.050e-02 Score 96.364 Data time: 0.2596, Forward time: 2.2652, Backward time: 3.0785, DDP time: 0.0048, Total iter time: 5.0164 [2020-11-09 01:48:13,675][root][INFO] - ===> Epoch[282](7329/26): Loss -0.0880, Sem 0.1681, dir -0.6136, norm 0.3574, swav 0.0000 LR: 3.049e-02 Score 94.569 Data time: 0.1920, Forward time: 2.2652, Backward time: 3.0784, DDP time: 0.0048, Total iter time: 5.1858 [2020-11-09 01:48:18,611][root][INFO] - ===> Epoch[282](7330/26): Loss -0.0844, Sem 0.1601, dir -0.6407, norm 0.3962, swav 0.0000 LR: 3.048e-02 Score 94.660 Data time: 0.2173, Forward time: 2.2653, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 4.8314 [2020-11-09 01:48:23,637][root][INFO] - ===> Epoch[282](7331/26): Loss -0.1061, Sem 0.1239, dir -0.5930, norm 0.3630, swav 0.0000 LR: 3.047e-02 Score 96.116 Data time: 0.1597, Forward time: 2.2652, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 4.9029 [2020-11-09 01:48:29,065][root][INFO] - ===> Epoch[282](7332/26): Loss -0.0878, Sem 0.1090, dir -0.5661, norm 0.3693, swav 0.0000 LR: 3.046e-02 Score 96.681 Data time: 0.1818, Forward time: 2.2651, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 5.3520 [2020-11-09 01:48:34,659][root][INFO] - ===> Epoch[283](7333/26): Loss -0.0878, Sem 0.1534, dir -0.6184, norm 0.3772, swav 0.0000 LR: 3.045e-02 Score 95.000 Data time: 0.2414, Forward time: 2.2652, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 5.4983 [2020-11-09 01:48:40,142][root][INFO] - ===> Epoch[283](7334/26): Loss -0.1137, Sem 0.1315, dir -0.6126, norm 0.3675, swav 0.0000 LR: 3.044e-02 Score 95.270 Data time: 0.2618, Forward time: 2.2652, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.3461 [2020-11-09 01:48:45,194][root][INFO] - ===> Epoch[283](7335/26): Loss -0.1396, Sem 0.1217, dir -0.6499, norm 0.3886, swav 0.0000 LR: 3.043e-02 Score 94.983 Data time: 0.2120, Forward time: 2.2652, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 4.9401 [2020-11-09 01:48:50,218][root][INFO] - ===> Epoch[283](7336/26): Loss -0.1280, Sem 0.1498, dir -0.6244, norm 0.3466, swav 0.0000 LR: 3.042e-02 Score 95.256 Data time: 0.1751, Forward time: 2.2651, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 4.9203 [2020-11-09 01:48:56,133][root][INFO] - ===> Epoch[283](7337/26): Loss -0.0867, Sem 0.1520, dir -0.6480, norm 0.4094, swav 0.0000 LR: 3.040e-02 Score 94.921 Data time: 0.3022, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.8266 [2020-11-09 01:49:01,330][root][INFO] - ===> Epoch[283](7338/26): Loss -0.0914, Sem 0.1505, dir -0.6103, norm 0.3685, swav 0.0000 LR: 3.039e-02 Score 94.972 Data time: 0.1707, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.0488 [2020-11-09 01:49:06,295][root][INFO] - ===> Epoch[283](7339/26): Loss -0.1556, Sem 0.1164, dir -0.6192, norm 0.3472, swav 0.0000 LR: 3.038e-02 Score 95.861 Data time: 0.1968, Forward time: 2.2651, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.8996 [2020-11-09 01:49:11,951][root][INFO] - ===> Epoch[283](7340/26): Loss -0.0712, Sem 0.1460, dir -0.5961, norm 0.3789, swav 0.0000 LR: 3.037e-02 Score 95.698 Data time: 0.2074, Forward time: 2.2651, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.5360 [2020-11-09 01:49:17,707][root][INFO] - ===> Epoch[283](7341/26): Loss -0.0830, Sem 0.1309, dir -0.5618, norm 0.3479, swav 0.0000 LR: 3.036e-02 Score 96.040 Data time: 0.2480, Forward time: 2.2651, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.6575 [2020-11-09 01:49:23,325][root][INFO] - ===> Epoch[283](7342/26): Loss -0.0868, Sem 0.1578, dir -0.6035, norm 0.3589, swav 0.0000 LR: 3.035e-02 Score 95.342 Data time: 0.1761, Forward time: 2.2651, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.4866 [2020-11-09 01:49:29,785][root][INFO] - ===> Epoch[283](7343/26): Loss -0.0900, Sem 0.1192, dir -0.6112, norm 0.4020, swav 0.0000 LR: 3.034e-02 Score 96.006 Data time: 0.2191, Forward time: 2.2651, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.3519 [2020-11-09 01:49:35,406][root][INFO] - ===> Epoch[283](7344/26): Loss -0.0914, Sem 0.1420, dir -0.6117, norm 0.3783, swav 0.0000 LR: 3.033e-02 Score 95.032 Data time: 0.2615, Forward time: 2.2651, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.5078 [2020-11-09 01:49:41,237][root][INFO] - ===> Epoch[283](7345/26): Loss -0.1527, Sem 0.1162, dir -0.6363, norm 0.3674, swav 0.0000 LR: 3.032e-02 Score 95.884 Data time: 0.2195, Forward time: 2.2651, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.7055 [2020-11-09 01:49:46,357][root][INFO] - ===> Epoch[283](7346/26): Loss -0.1182, Sem 0.1301, dir -0.5929, norm 0.3447, swav 0.0000 LR: 3.031e-02 Score 94.738 Data time: 0.1641, Forward time: 2.2651, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.9972 [2020-11-09 01:49:51,911][root][INFO] - ===> Epoch[283](7347/26): Loss -0.1344, Sem 0.1356, dir -0.6050, norm 0.3350, swav 0.0000 LR: 3.030e-02 Score 95.527 Data time: 0.1359, Forward time: 2.2650, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.4541 [2020-11-09 01:49:58,014][root][INFO] - ===> Epoch[283](7348/26): Loss -0.1296, Sem 0.1226, dir -0.6079, norm 0.3556, swav 0.0000 LR: 3.029e-02 Score 96.339 Data time: 0.1850, Forward time: 2.2650, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.0388 [2020-11-09 01:50:03,668][root][INFO] - ===> Epoch[283](7349/26): Loss -0.1149, Sem 0.1132, dir -0.6185, norm 0.3904, swav 0.0000 LR: 3.028e-02 Score 96.046 Data time: 0.2081, Forward time: 2.2649, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.5604 [2020-11-09 01:50:09,144][root][INFO] - ===> Epoch[283](7350/26): Loss -0.1088, Sem 0.1369, dir -0.6139, norm 0.3683, swav 0.0000 LR: 3.027e-02 Score 95.134 Data time: 0.2997, Forward time: 2.2650, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.3766 [2020-11-09 01:50:14,814][root][INFO] - ===> Epoch[283](7351/26): Loss -0.0863, Sem 0.1123, dir -0.6181, norm 0.4195, swav 0.0000 LR: 3.026e-02 Score 96.041 Data time: 0.2346, Forward time: 2.2650, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.5459 [2020-11-09 01:50:21,014][root][INFO] - ===> Epoch[283](7352/26): Loss -0.1331, Sem 0.1045, dir -0.6315, norm 0.3939, swav 0.0000 LR: 3.025e-02 Score 96.422 Data time: 0.1658, Forward time: 2.2649, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.0747 [2020-11-09 01:50:26,473][root][INFO] - ===> Epoch[283](7353/26): Loss -0.1643, Sem 0.1242, dir -0.6636, norm 0.3751, swav 0.0000 LR: 3.024e-02 Score 95.415 Data time: 0.1975, Forward time: 2.2649, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.3727 [2020-11-09 01:50:32,584][root][INFO] - ===> Epoch[283](7354/26): Loss -0.1241, Sem 0.1274, dir -0.5875, norm 0.3360, swav 0.0000 LR: 3.023e-02 Score 95.655 Data time: 0.2364, Forward time: 2.2649, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.9884 [2020-11-09 01:50:38,146][root][INFO] - ===> Epoch[283](7355/26): Loss -0.1025, Sem 0.1458, dir -0.5894, norm 0.3410, swav 0.0000 LR: 3.022e-02 Score 95.221 Data time: 0.2886, Forward time: 2.2650, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.4040 [2020-11-09 01:50:44,177][root][INFO] - ===> Epoch[283](7356/26): Loss -0.0623, Sem 0.1357, dir -0.6152, norm 0.4172, swav 0.0000 LR: 3.021e-02 Score 95.172 Data time: 0.1476, Forward time: 2.2649, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.9067 [2020-11-09 01:50:50,183][root][INFO] - ===> Epoch[283](7357/26): Loss -0.1362, Sem 0.1173, dir -0.6051, norm 0.3515, swav 0.0000 LR: 3.020e-02 Score 95.853 Data time: 0.2184, Forward time: 2.2649, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.8899 [2020-11-09 01:50:56,040][root][INFO] - ===> Epoch[283](7358/26): Loss -0.0226, Sem 0.1777, dir -0.5931, norm 0.3928, swav 0.0000 LR: 3.019e-02 Score 93.799 Data time: 0.3164, Forward time: 2.2650, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.7358 [2020-11-09 01:51:02,297][root][INFO] - ===> Epoch[284](7359/26): Loss -0.0879, Sem 0.1416, dir -0.5904, norm 0.3608, swav 0.0000 LR: 3.018e-02 Score 95.300 Data time: 0.2991, Forward time: 2.2651, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.1204 [2020-11-09 01:51:08,497][root][INFO] - ===> Epoch[284](7360/26): Loss -0.1260, Sem 0.1332, dir -0.6134, norm 0.3542, swav 0.0000 LR: 3.017e-02 Score 95.401 Data time: 0.1798, Forward time: 2.2651, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 6.0537 [2020-11-09 01:51:14,176][root][INFO] - ===> Epoch[284](7361/26): Loss -0.0666, Sem 0.1247, dir -0.5999, norm 0.4086, swav 0.0000 LR: 3.016e-02 Score 95.795 Data time: 0.1989, Forward time: 2.2651, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.5925 [2020-11-09 01:51:19,598][root][INFO] - ===> Epoch[284](7362/26): Loss -0.1320, Sem 0.1223, dir -0.6215, norm 0.3671, swav 0.0000 LR: 3.015e-02 Score 95.393 Data time: 0.1691, Forward time: 2.2650, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.3013 [2020-11-09 01:51:25,501][root][INFO] - ===> Epoch[284](7363/26): Loss -0.0528, Sem 0.1882, dir -0.6277, norm 0.3867, swav 0.0000 LR: 3.014e-02 Score 93.853 Data time: 0.2727, Forward time: 2.2651, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 5.8240 [2020-11-09 01:51:31,278][root][INFO] - ===> Epoch[284](7364/26): Loss -0.0904, Sem 0.1761, dir -0.6342, norm 0.3677, swav 0.0000 LR: 3.013e-02 Score 94.343 Data time: 0.1391, Forward time: 2.2650, Backward time: 3.0782, DDP time: 0.0048, Total iter time: 5.6406 [2020-11-09 01:51:37,089][root][INFO] - ===> Epoch[284](7365/26): Loss -0.1049, Sem 0.1222, dir -0.5989, norm 0.3719, swav 0.0000 LR: 3.012e-02 Score 95.825 Data time: 0.1760, Forward time: 2.2649, Backward time: 3.0783, DDP time: 0.0048, Total iter time: 5.6985 [2020-11-09 01:51:41,947][root][INFO] - ===> Epoch[284](7366/26): Loss -0.1214, Sem 0.1368, dir -0.6532, norm 0.3951, swav 0.0000 LR: 3.011e-02 Score 95.472 Data time: 0.2426, Forward time: 2.2650, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 4.7555 [2020-11-09 01:51:48,192][root][INFO] - ===> Epoch[284](7367/26): Loss -0.1091, Sem 0.1227, dir -0.5888, norm 0.3570, swav 0.0000 LR: 3.010e-02 Score 96.086 Data time: 0.3075, Forward time: 2.2651, Backward time: 3.0781, DDP time: 0.0048, Total iter time: 6.1238 [2020-11-09 01:51:54,085][root][INFO] - ===> Epoch[284](7368/26): Loss -0.0712, Sem 0.1406, dir -0.6134, norm 0.4016, swav 0.0000 LR: 3.009e-02 Score 95.722 Data time: 0.2732, Forward time: 2.2652, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 5.7445 [2020-11-09 01:51:59,539][root][INFO] - ===> Epoch[284](7369/26): Loss -0.1218, Sem 0.1411, dir -0.6231, norm 0.3602, swav 0.0000 LR: 3.008e-02 Score 94.736 Data time: 0.2550, Forward time: 2.2652, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 5.3179 [2020-11-09 01:52:05,153][root][INFO] - ===> Epoch[284](7370/26): Loss -0.1226, Sem 0.1217, dir -0.6196, norm 0.3753, swav 0.0000 LR: 3.007e-02 Score 95.849 Data time: 0.2450, Forward time: 2.2653, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.4939 [2020-11-09 01:52:10,162][root][INFO] - ===> Epoch[284](7371/26): Loss -0.1491, Sem 0.1163, dir -0.6098, norm 0.3444, swav 0.0000 LR: 3.006e-02 Score 96.313 Data time: 0.1705, Forward time: 2.2652, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 4.8917 [2020-11-09 01:52:15,302][root][INFO] - ===> Epoch[284](7372/26): Loss -0.0375, Sem 0.1683, dir -0.5812, norm 0.3754, swav 0.0000 LR: 3.005e-02 Score 93.929 Data time: 0.2296, Forward time: 2.2652, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.0372 [2020-11-09 01:52:20,112][root][INFO] - ===> Epoch[284](7373/26): Loss -0.1561, Sem 0.0969, dir -0.6103, norm 0.3573, swav 0.0000 LR: 3.003e-02 Score 97.016 Data time: 0.1638, Forward time: 2.2651, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 4.7057 [2020-11-09 01:52:25,714][root][INFO] - ===> Epoch[284](7374/26): Loss -0.1681, Sem 0.0989, dir -0.6168, norm 0.3498, swav 0.0000 LR: 3.002e-02 Score 96.358 Data time: 0.1841, Forward time: 2.2650, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.5309 [2020-11-09 01:52:31,218][root][INFO] - ===> Epoch[284](7375/26): Loss -0.1750, Sem 0.1119, dir -0.6373, norm 0.3504, swav 0.0000 LR: 3.001e-02 Score 96.626 Data time: 0.1936, Forward time: 2.2650, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.4024 [2020-11-09 01:52:38,314][root][INFO] - ===> Epoch[284](7376/26): Loss -0.1617, Sem 0.1207, dir -0.6400, norm 0.3576, swav 0.0000 LR: 3.000e-02 Score 95.997 Data time: 0.1700, Forward time: 2.2649, Backward time: 3.0780, DDP time: 0.0048, Total iter time: 6.9754 [2020-11-09 01:52:43,079][root][INFO] - ===> Epoch[284](7377/26): Loss -0.0891, Sem 0.1238, dir -0.5965, norm 0.3836, swav 0.0000 LR: 2.999e-02 Score 95.613 Data time: 0.2183, Forward time: 2.2649, Backward time: 3.0779, DDP time: 0.0048, Total iter time: 4.6589 [2020-11-09 01:52:48,311][root][INFO] - ===> Epoch[284](7378/26): Loss -0.0945, Sem 0.1240, dir -0.5663, norm 0.3477, swav 0.0000 LR: 2.998e-02 Score 96.205 Data time: 0.2196, Forward time: 2.2650, Backward time: 3.0778, DDP time: 0.0048, Total iter time: 5.1277 [2020-11-09 01:52:52,470][root][INFO] - ===> Epoch[284](7379/26): Loss -0.1560, Sem 0.1381, dir -0.6335, norm 0.3395, swav 0.0000 LR: 2.997e-02 Score 95.362 Data time: 0.1839, Forward time: 2.2649, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 4.0307 [2020-11-09 01:52:57,806][root][INFO] - ===> Epoch[284](7380/26): Loss -0.1020, Sem 0.1272, dir -0.6256, norm 0.3964, swav 0.0000 LR: 2.996e-02 Score 95.682 Data time: 0.2544, Forward time: 2.2650, Backward time: 3.0775, DDP time: 0.0048, Total iter time: 5.2389 [2020-11-09 01:53:04,842][root][INFO] - ===> Epoch[284](7381/26): Loss -0.0262, Sem 0.1544, dir -0.5874, norm 0.4069, swav 0.0000 LR: 2.995e-02 Score 94.793 Data time: 0.1973, Forward time: 2.2650, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 6.9180 [2020-11-09 01:53:10,431][root][INFO] - ===> Epoch[284](7382/26): Loss -0.0933, Sem 0.1450, dir -0.6084, norm 0.3702, swav 0.0000 LR: 2.994e-02 Score 95.166 Data time: 0.2037, Forward time: 2.2649, Backward time: 3.0777, DDP time: 0.0048, Total iter time: 5.4695 [2020-11-09 01:53:15,007][root][INFO] - ===> Epoch[284](7383/26): Loss -0.1837, Sem 0.1261, dir -0.6545, norm 0.3446, swav 0.0000 LR: 2.993e-02 Score 96.075 Data time: 0.1944, Forward time: 2.2649, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 4.4630 [2020-11-09 01:53:20,592][root][INFO] - ===> Epoch[284](7384/26): Loss -0.1319, Sem 0.1204, dir -0.6027, norm 0.3504, swav 0.0000 LR: 2.992e-02 Score 96.047 Data time: 0.1703, Forward time: 2.2648, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.4692 [2020-11-09 01:53:25,820][root][INFO] - ===> Epoch[285](7385/26): Loss -0.1887, Sem 0.1206, dir -0.6487, norm 0.3395, swav 0.0000 LR: 2.991e-02 Score 95.863 Data time: 0.2261, Forward time: 2.2648, Backward time: 3.0776, DDP time: 0.0048, Total iter time: 5.1142 [2020-11-09 01:53:31,455][root][INFO] - ===> Epoch[285](7386/26): Loss -0.1135, Sem 0.1217, dir -0.6070, norm 0.3718, swav 0.0000 LR: 2.990e-02 Score 95.776 Data time: 0.2919, Forward time: 2.2649, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 5.5183 [2020-11-09 01:53:37,485][root][INFO] - ===> Epoch[285](7387/26): Loss -0.1047, Sem 0.1214, dir -0.6104, norm 0.3843, swav 0.0000 LR: 2.989e-02 Score 95.833 Data time: 0.2111, Forward time: 2.2649, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 5.8914 [2020-11-09 01:53:44,548][root][INFO] - ===> Epoch[285](7388/26): Loss -0.0765, Sem 0.1377, dir -0.6428, norm 0.4286, swav 0.0000 LR: 2.988e-02 Score 95.599 Data time: 0.2635, Forward time: 2.2650, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 6.9373 [2020-11-09 01:53:50,514][root][INFO] - ===> Epoch[285](7389/26): Loss -0.1151, Sem 0.1394, dir -0.6117, norm 0.3573, swav 0.0000 LR: 2.987e-02 Score 95.343 Data time: 0.1866, Forward time: 2.2649, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.8493 [2020-11-09 01:53:55,735][root][INFO] - ===> Epoch[285](7390/26): Loss -0.1289, Sem 0.1161, dir -0.6279, norm 0.3829, swav 0.0000 LR: 2.986e-02 Score 96.131 Data time: 0.1772, Forward time: 2.2649, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.0998 [2020-11-09 01:54:01,444][root][INFO] - ===> Epoch[285](7391/26): Loss -0.1072, Sem 0.1376, dir -0.6014, norm 0.3566, swav 0.0000 LR: 2.985e-02 Score 95.064 Data time: 0.1817, Forward time: 2.2649, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.6006 [2020-11-09 01:54:06,825][root][INFO] - ===> Epoch[285](7392/26): Loss -0.0746, Sem 0.1350, dir -0.5911, norm 0.3815, swav 0.0000 LR: 2.984e-02 Score 95.551 Data time: 0.2187, Forward time: 2.2649, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.2613 [2020-11-09 01:54:12,166][root][INFO] - ===> Epoch[285](7393/26): Loss -0.1402, Sem 0.1391, dir -0.6125, norm 0.3332, swav 0.0000 LR: 2.983e-02 Score 96.074 Data time: 0.1461, Forward time: 2.2648, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.2080 [2020-11-09 01:54:16,840][root][INFO] - ===> Epoch[285](7394/26): Loss -0.1733, Sem 0.1333, dir -0.6727, norm 0.3661, swav 0.0000 LR: 2.982e-02 Score 95.382 Data time: 0.2040, Forward time: 2.2647, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 4.5987 [2020-11-09 01:54:22,257][root][INFO] - ===> Epoch[285](7395/26): Loss -0.1445, Sem 0.1307, dir -0.6286, norm 0.3533, swav 0.0000 LR: 2.981e-02 Score 95.712 Data time: 0.2039, Forward time: 2.2647, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 5.2997 [2020-11-09 01:54:27,485][root][INFO] - ===> Epoch[285](7396/26): Loss -0.1048, Sem 0.1030, dir -0.5817, norm 0.3739, swav 0.0000 LR: 2.980e-02 Score 96.772 Data time: 0.2023, Forward time: 2.2647, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 5.1100 [2020-11-09 01:54:34,460][root][INFO] - ===> Epoch[285](7397/26): Loss -0.0356, Sem 0.1622, dir -0.5771, norm 0.3793, swav 0.0000 LR: 2.979e-02 Score 94.901 Data time: 0.2272, Forward time: 2.2648, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 6.8535 [2020-11-09 01:54:40,945][root][INFO] - ===> Epoch[285](7398/26): Loss -0.0871, Sem 0.1199, dir -0.6010, norm 0.3939, swav 0.0000 LR: 2.978e-02 Score 95.937 Data time: 0.1891, Forward time: 2.2647, Backward time: 3.0778, DDP time: 0.0049, Total iter time: 6.3270 [2020-11-09 01:54:46,309][root][INFO] - ===> Epoch[285](7399/26): Loss -0.1564, Sem 0.1228, dir -0.6032, norm 0.3240, swav 0.0000 LR: 2.977e-02 Score 96.090 Data time: 0.2376, Forward time: 2.2647, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.2689 [2020-11-09 01:54:52,201][root][INFO] - ===> Epoch[285](7400/26): Loss -0.1225, Sem 0.1242, dir -0.6224, norm 0.3756, swav 0.0000 LR: 2.976e-02 Score 96.031 Data time: 0.2985, Forward time: 2.2648, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.7610 [2020-11-09 01:54:57,163][root][INFO] - ===> Epoch[285](7401/26): Loss -0.1441, Sem 0.1285, dir -0.6168, norm 0.3442, swav 0.0000 LR: 2.975e-02 Score 95.414 Data time: 0.1764, Forward time: 2.2647, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 4.8101 [2020-11-09 01:55:02,929][root][INFO] - ===> Epoch[285](7402/26): Loss -0.1766, Sem 0.1227, dir -0.6451, norm 0.3458, swav 0.0000 LR: 2.974e-02 Score 96.083 Data time: 0.1871, Forward time: 2.2647, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.6571 [2020-11-09 01:55:07,769][root][INFO] - ===> Epoch[285](7403/26): Loss -0.0887, Sem 0.1243, dir -0.6070, norm 0.3941, swav 0.0000 LR: 2.973e-02 Score 96.004 Data time: 0.2278, Forward time: 2.2647, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 4.6985 [2020-11-09 01:55:12,835][root][INFO] - ===> Epoch[285](7404/26): Loss -0.1674, Sem 0.1330, dir -0.6390, norm 0.3387, swav 0.0000 LR: 2.972e-02 Score 95.653 Data time: 0.1913, Forward time: 2.2647, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 4.9492 [2020-11-09 01:55:18,121][root][INFO] - ===> Epoch[285](7405/26): Loss -0.1428, Sem 0.1231, dir -0.6506, norm 0.3847, swav 0.0000 LR: 2.971e-02 Score 95.879 Data time: 0.1292, Forward time: 2.2646, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 5.1551 [2020-11-09 01:55:22,952][root][INFO] - ===> Epoch[285](7406/26): Loss -0.1006, Sem 0.1425, dir -0.6196, norm 0.3766, swav 0.0000 LR: 2.970e-02 Score 95.275 Data time: 0.1989, Forward time: 2.2646, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 4.7299 [2020-11-09 01:55:28,496][root][INFO] - ===> Epoch[285](7407/26): Loss -0.0332, Sem 0.1362, dir -0.5495, norm 0.3800, swav 0.0000 LR: 2.968e-02 Score 95.500 Data time: 0.2284, Forward time: 2.2646, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.4339 [2020-11-09 01:55:34,675][root][INFO] - ===> Epoch[285](7408/26): Loss -0.0445, Sem 0.1607, dir -0.6229, norm 0.4177, swav 0.0000 LR: 2.967e-02 Score 94.658 Data time: 0.1952, Forward time: 2.2646, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 6.0471 [2020-11-09 01:55:40,070][root][INFO] - ===> Epoch[285](7409/26): Loss -0.1632, Sem 0.1114, dir -0.6189, norm 0.3443, swav 0.0000 LR: 2.966e-02 Score 96.193 Data time: 0.2220, Forward time: 2.2646, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.2468 [2020-11-09 01:55:45,151][root][INFO] - ===> Epoch[285](7410/26): Loss -0.1804, Sem 0.1216, dir -0.6694, norm 0.3674, swav 0.0000 LR: 2.965e-02 Score 95.911 Data time: 0.1408, Forward time: 2.2645, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 4.9483 [2020-11-09 01:55:50,630][root][INFO] - ===> Epoch[286](7411/26): Loss -0.1464, Sem 0.1477, dir -0.6777, norm 0.3836, swav 0.0000 LR: 2.964e-02 Score 95.351 Data time: 0.2060, Forward time: 2.2645, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.3812 [2020-11-09 01:55:56,067][root][INFO] - ===> Epoch[286](7412/26): Loss -0.1513, Sem 0.1249, dir -0.6366, norm 0.3605, swav 0.0000 LR: 2.963e-02 Score 95.322 Data time: 0.2723, Forward time: 2.2645, Backward time: 3.0773, DDP time: 0.0049, Total iter time: 5.3066 [2020-11-09 01:56:01,154][root][INFO] - ===> Epoch[286](7413/26): Loss -0.0809, Sem 0.1423, dir -0.5841, norm 0.3609, swav 0.0000 LR: 2.962e-02 Score 95.292 Data time: 0.1874, Forward time: 2.2645, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 4.9565 [2020-11-09 01:56:07,553][root][INFO] - ===> Epoch[286](7414/26): Loss -0.0367, Sem 0.1138, dir -0.5529, norm 0.4024, swav 0.0000 LR: 2.961e-02 Score 95.884 Data time: 0.2081, Forward time: 2.2645, Backward time: 3.0773, DDP time: 0.0049, Total iter time: 6.2783 [2020-11-09 01:56:13,871][root][INFO] - ===> Epoch[286](7415/26): Loss -0.1645, Sem 0.1217, dir -0.6192, norm 0.3330, swav 0.0000 LR: 2.960e-02 Score 95.923 Data time: 0.2016, Forward time: 2.2644, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 6.2064 [2020-11-09 01:56:19,553][root][INFO] - ===> Epoch[286](7416/26): Loss -0.1654, Sem 0.1332, dir -0.6261, norm 0.3275, swav 0.0000 LR: 2.959e-02 Score 95.529 Data time: 0.2769, Forward time: 2.2644, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.5707 [2020-11-09 01:56:25,595][root][INFO] - ===> Epoch[286](7417/26): Loss -0.0405, Sem 0.1878, dir -0.6020, norm 0.3737, swav 0.0000 LR: 2.958e-02 Score 94.716 Data time: 0.2698, Forward time: 2.2645, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.9298 [2020-11-09 01:56:31,775][root][INFO] - ===> Epoch[286](7418/26): Loss -0.1412, Sem 0.1420, dir -0.6500, norm 0.3668, swav 0.0000 LR: 2.957e-02 Score 95.263 Data time: 0.2234, Forward time: 2.2645, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 6.0383 [2020-11-09 01:56:38,956][root][INFO] - ===> Epoch[286](7419/26): Loss -0.0804, Sem 0.1605, dir -0.6032, norm 0.3623, swav 0.0000 LR: 2.956e-02 Score 94.825 Data time: 0.3016, Forward time: 2.2646, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 7.0703 [2020-11-09 01:56:44,515][root][INFO] - ===> Epoch[286](7420/26): Loss -0.0078, Sem 0.1278, dir -0.5700, norm 0.4345, swav 0.0000 LR: 2.955e-02 Score 95.723 Data time: 0.2552, Forward time: 2.2647, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.4145 [2020-11-09 01:56:50,970][root][INFO] - ===> Epoch[286](7421/26): Loss -0.1172, Sem 0.1313, dir -0.6294, norm 0.3809, swav 0.0000 LR: 2.954e-02 Score 95.485 Data time: 0.1751, Forward time: 2.2646, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 6.3308 [2020-11-09 01:56:58,256][root][INFO] - ===> Epoch[286](7422/26): Loss -0.0428, Sem 0.1538, dir -0.6058, norm 0.4091, swav 0.0000 LR: 2.953e-02 Score 94.712 Data time: 0.1418, Forward time: 2.2645, Backward time: 3.0778, DDP time: 0.0049, Total iter time: 7.1598 [2020-11-09 01:57:03,630][root][INFO] - ===> Epoch[286](7423/26): Loss -0.1083, Sem 0.1229, dir -0.5893, norm 0.3581, swav 0.0000 LR: 2.952e-02 Score 96.009 Data time: 0.2537, Forward time: 2.2646, Backward time: 3.0778, DDP time: 0.0049, Total iter time: 5.3005 [2020-11-09 01:57:09,326][root][INFO] - ===> Epoch[286](7424/26): Loss -0.0904, Sem 0.1484, dir -0.6154, norm 0.3766, swav 0.0000 LR: 2.951e-02 Score 95.265 Data time: 0.2480, Forward time: 2.2646, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.5545 [2020-11-09 01:57:14,353][root][INFO] - ===> Epoch[286](7425/26): Loss -0.1584, Sem 0.1518, dir -0.6899, norm 0.3797, swav 0.0000 LR: 2.950e-02 Score 95.347 Data time: 0.2073, Forward time: 2.2646, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 4.9116 [2020-11-09 01:57:19,405][root][INFO] - ===> Epoch[286](7426/26): Loss -0.0462, Sem 0.1511, dir -0.5732, norm 0.3760, swav 0.0000 LR: 2.949e-02 Score 94.707 Data time: 0.2230, Forward time: 2.2646, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 4.9247 [2020-11-09 01:57:25,106][root][INFO] - ===> Epoch[286](7427/26): Loss -0.1017, Sem 0.1177, dir -0.6140, norm 0.3946, swav 0.0000 LR: 2.948e-02 Score 95.853 Data time: 0.2314, Forward time: 2.2646, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 5.5811 [2020-11-09 01:57:31,480][root][INFO] - ===> Epoch[286](7428/26): Loss -0.1207, Sem 0.1383, dir -0.6073, norm 0.3482, swav 0.0000 LR: 2.947e-02 Score 94.973 Data time: 0.1649, Forward time: 2.2645, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 6.2490 [2020-11-09 01:57:36,213][root][INFO] - ===> Epoch[286](7429/26): Loss -0.1562, Sem 0.1195, dir -0.6290, norm 0.3533, swav 0.0000 LR: 2.946e-02 Score 95.988 Data time: 0.2288, Forward time: 2.2645, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 4.6233 [2020-11-09 01:57:42,521][root][INFO] - ===> Epoch[286](7430/26): Loss -0.0496, Sem 0.1524, dir -0.5914, norm 0.3894, swav 0.0000 LR: 2.945e-02 Score 95.046 Data time: 0.2436, Forward time: 2.2645, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 6.1815 [2020-11-09 01:57:48,964][root][INFO] - ===> Epoch[286](7431/26): Loss -0.1483, Sem 0.1348, dir -0.6359, norm 0.3527, swav 0.0000 LR: 2.944e-02 Score 95.126 Data time: 0.2172, Forward time: 2.2645, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 6.3131 [2020-11-09 01:57:54,636][root][INFO] - ===> Epoch[286](7432/26): Loss -0.1051, Sem 0.1095, dir -0.5708, norm 0.3562, swav 0.0000 LR: 2.943e-02 Score 96.610 Data time: 0.2785, Forward time: 2.2646, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.5279 [2020-11-09 01:58:00,113][root][INFO] - ===> Epoch[286](7433/26): Loss -0.0598, Sem 0.1608, dir -0.6072, norm 0.3866, swav 0.0000 LR: 2.942e-02 Score 94.572 Data time: 0.1823, Forward time: 2.2646, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.3420 [2020-11-09 01:58:06,276][root][INFO] - ===> Epoch[286](7434/26): Loss -0.1191, Sem 0.1291, dir -0.5893, norm 0.3410, swav 0.0000 LR: 2.941e-02 Score 95.392 Data time: 0.1953, Forward time: 2.2645, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 6.0856 [2020-11-09 01:58:11,605][root][INFO] - ===> Epoch[286](7435/26): Loss -0.1214, Sem 0.1182, dir -0.6105, norm 0.3710, swav 0.0000 LR: 2.940e-02 Score 96.370 Data time: 0.1929, Forward time: 2.2645, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.2088 [2020-11-09 01:58:18,166][root][INFO] - ===> Epoch[286](7436/26): Loss -0.1243, Sem 0.1422, dir -0.6006, norm 0.3341, swav 0.0000 LR: 2.939e-02 Score 94.957 Data time: 0.1854, Forward time: 2.2645, Backward time: 3.0778, DDP time: 0.0049, Total iter time: 6.4372 [2020-11-09 01:58:23,617][root][INFO] - ===> Epoch[287](7437/26): Loss -0.0845, Sem 0.1854, dir -0.6710, norm 0.4011, swav 0.0000 LR: 2.938e-02 Score 93.875 Data time: 0.2004, Forward time: 2.2644, Backward time: 3.0778, DDP time: 0.0049, Total iter time: 5.3536 [2020-11-09 01:58:28,867][root][INFO] - ===> Epoch[287](7438/26): Loss -0.1292, Sem 0.1171, dir -0.6072, norm 0.3609, swav 0.0000 LR: 2.937e-02 Score 95.968 Data time: 0.2230, Forward time: 2.2644, Backward time: 3.0778, DDP time: 0.0049, Total iter time: 5.1477 [2020-11-09 01:58:34,299][root][INFO] - ===> Epoch[287](7439/26): Loss -0.1123, Sem 0.1385, dir -0.6122, norm 0.3614, swav 0.0000 LR: 2.936e-02 Score 95.557 Data time: 0.2115, Forward time: 2.2644, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.2982 [2020-11-09 01:58:38,637][root][INFO] - ===> Epoch[287](7440/26): Loss -0.1366, Sem 0.1512, dir -0.6423, norm 0.3545, swav 0.0000 LR: 2.934e-02 Score 94.997 Data time: 0.1952, Forward time: 2.2644, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 4.2063 [2020-11-09 01:58:45,865][root][INFO] - ===> Epoch[287](7441/26): Loss -0.0464, Sem 0.1747, dir -0.5992, norm 0.3781, swav 0.0000 LR: 2.933e-02 Score 94.339 Data time: 0.2318, Forward time: 2.2644, Backward time: 3.0778, DDP time: 0.0049, Total iter time: 7.0929 [2020-11-09 01:58:51,504][root][INFO] - ===> Epoch[287](7442/26): Loss -0.1167, Sem 0.1672, dir -0.6725, norm 0.3886, swav 0.0000 LR: 2.932e-02 Score 93.818 Data time: 0.2702, Forward time: 2.2644, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.5076 [2020-11-09 01:58:57,360][root][INFO] - ===> Epoch[287](7443/26): Loss -0.1067, Sem 0.1470, dir -0.5979, norm 0.3442, swav 0.0000 LR: 2.931e-02 Score 94.984 Data time: 0.1888, Forward time: 2.2644, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.6981 [2020-11-09 01:59:03,569][root][INFO] - ===> Epoch[287](7444/26): Loss -0.1904, Sem 0.1138, dir -0.6491, norm 0.3449, swav 0.0000 LR: 2.930e-02 Score 95.706 Data time: 0.3422, Forward time: 2.2645, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 6.0933 [2020-11-09 01:59:09,225][root][INFO] - ===> Epoch[287](7445/26): Loss -0.1126, Sem 0.1564, dir -0.6072, norm 0.3382, swav 0.0000 LR: 2.929e-02 Score 94.383 Data time: 0.1733, Forward time: 2.2644, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 5.5365 [2020-11-09 01:59:14,659][root][INFO] - ===> Epoch[287](7446/26): Loss -0.0829, Sem 0.1247, dir -0.6058, norm 0.3982, swav 0.0000 LR: 2.928e-02 Score 95.785 Data time: 0.2551, Forward time: 2.2645, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.3278 [2020-11-09 01:59:20,977][root][INFO] - ===> Epoch[287](7447/26): Loss -0.0898, Sem 0.1188, dir -0.6098, norm 0.4012, swav 0.0000 LR: 2.927e-02 Score 95.828 Data time: 0.2414, Forward time: 2.2645, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 6.1878 [2020-11-09 01:59:25,478][root][INFO] - ===> Epoch[287](7448/26): Loss -0.1590, Sem 0.1274, dir -0.6419, norm 0.3555, swav 0.0000 LR: 2.926e-02 Score 95.260 Data time: 0.1839, Forward time: 2.2645, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 4.3677 [2020-11-09 01:59:31,298][root][INFO] - ===> Epoch[287](7449/26): Loss -0.1219, Sem 0.1319, dir -0.5998, norm 0.3460, swav 0.0000 LR: 2.925e-02 Score 95.489 Data time: 0.1561, Forward time: 2.2644, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.7233 [2020-11-09 01:59:37,035][root][INFO] - ===> Epoch[287](7450/26): Loss -0.0743, Sem 0.1559, dir -0.6109, norm 0.3806, swav 0.0000 LR: 2.924e-02 Score 94.685 Data time: 0.2260, Forward time: 2.2644, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.6439 [2020-11-09 01:59:44,043][root][INFO] - ===> Epoch[287](7451/26): Loss -0.1282, Sem 0.1259, dir -0.6247, norm 0.3706, swav 0.0000 LR: 2.923e-02 Score 95.450 Data time: 0.2479, Forward time: 2.2644, Backward time: 3.0778, DDP time: 0.0049, Total iter time: 6.8891 [2020-11-09 01:59:48,972][root][INFO] - ===> Epoch[287](7452/26): Loss -0.1419, Sem 0.1410, dir -0.6383, norm 0.3554, swav 0.0000 LR: 2.922e-02 Score 95.411 Data time: 0.2389, Forward time: 2.2644, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 4.7916 [2020-11-09 01:59:53,755][root][INFO] - ===> Epoch[287](7453/26): Loss -0.1044, Sem 0.1442, dir -0.6219, norm 0.3733, swav 0.0000 LR: 2.921e-02 Score 95.134 Data time: 0.2003, Forward time: 2.2644, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 4.6643 [2020-11-09 02:00:00,118][root][INFO] - ===> Epoch[287](7454/26): Loss -0.0927, Sem 0.1203, dir -0.6069, norm 0.3939, swav 0.0000 LR: 2.920e-02 Score 95.799 Data time: 0.3053, Forward time: 2.2645, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 6.2457 [2020-11-09 02:00:04,662][root][INFO] - ===> Epoch[287](7455/26): Loss -0.0674, Sem 0.1403, dir -0.5972, norm 0.3895, swav 0.0000 LR: 2.919e-02 Score 95.067 Data time: 0.1927, Forward time: 2.2645, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 4.4189 [2020-11-09 02:00:11,594][root][INFO] - ===> Epoch[287](7456/26): Loss -0.1073, Sem 0.0981, dir -0.5734, norm 0.3680, swav 0.0000 LR: 2.918e-02 Score 96.731 Data time: 0.1997, Forward time: 2.2645, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 6.7954 [2020-11-09 02:00:17,609][root][INFO] - ===> Epoch[287](7457/26): Loss -0.0547, Sem 0.1523, dir -0.6161, norm 0.4091, swav 0.0000 LR: 2.917e-02 Score 95.088 Data time: 0.2443, Forward time: 2.2645, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.8752 [2020-11-09 02:00:22,471][root][INFO] - ===> Epoch[287](7458/26): Loss -0.1760, Sem 0.1020, dir -0.6277, norm 0.3497, swav 0.0000 LR: 2.916e-02 Score 96.549 Data time: 0.2195, Forward time: 2.2645, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 4.7363 [2020-11-09 02:00:27,998][root][INFO] - ===> Epoch[287](7459/26): Loss -0.1015, Sem 0.1638, dir -0.6425, norm 0.3773, swav 0.0000 LR: 2.915e-02 Score 94.480 Data time: 0.2173, Forward time: 2.2645, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.4104 [2020-11-09 02:00:33,430][root][INFO] - ===> Epoch[287](7460/26): Loss -0.1036, Sem 0.1547, dir -0.6199, norm 0.3615, swav 0.0000 LR: 2.914e-02 Score 95.113 Data time: 0.2772, Forward time: 2.2645, Backward time: 3.0773, DDP time: 0.0049, Total iter time: 5.3318 [2020-11-09 02:00:39,409][root][INFO] - ===> Epoch[287](7461/26): Loss -0.1703, Sem 0.1184, dir -0.6413, norm 0.3526, swav 0.0000 LR: 2.913e-02 Score 96.014 Data time: 0.2026, Forward time: 2.2645, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.8541 [2020-11-09 02:00:45,811][root][INFO] - ===> Epoch[287](7462/26): Loss -0.1018, Sem 0.1237, dir -0.6072, norm 0.3818, swav 0.0000 LR: 2.912e-02 Score 95.836 Data time: 0.1991, Forward time: 2.2645, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 6.2802 [2020-11-09 02:00:53,078][root][INFO] - ===> Epoch[288](7463/26): Loss -0.1311, Sem 0.1540, dir -0.6531, norm 0.3680, swav 0.0000 LR: 2.911e-02 Score 94.921 Data time: 0.2258, Forward time: 2.2645, Backward time: 3.0777, DDP time: 0.0049, Total iter time: 7.1649 [2020-11-09 02:00:58,268][root][INFO] - ===> Epoch[288](7464/26): Loss -0.1015, Sem 0.1232, dir -0.6184, norm 0.3937, swav 0.0000 LR: 2.910e-02 Score 95.876 Data time: 0.2029, Forward time: 2.2645, Backward time: 3.0776, DDP time: 0.0049, Total iter time: 5.0559 [2020-11-09 02:01:03,884][root][INFO] - ===> Epoch[288](7465/26): Loss -0.0472, Sem 0.1365, dir -0.5653, norm 0.3816, swav 0.0000 LR: 2.909e-02 Score 95.236 Data time: 0.2564, Forward time: 2.2645, Backward time: 3.0775, DDP time: 0.0049, Total iter time: 5.4945 [2020-11-09 02:01:09,539][root][INFO] - ===> Epoch[288](7466/26): Loss -0.1112, Sem 0.1198, dir -0.5970, norm 0.3660, swav 0.0000 LR: 2.908e-02 Score 95.600 Data time: 0.2846, Forward time: 2.2646, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.5238 [2020-11-09 02:01:14,920][root][INFO] - ===> Epoch[288](7467/26): Loss -0.1765, Sem 0.1224, dir -0.6580, norm 0.3590, swav 0.0000 LR: 2.907e-02 Score 95.676 Data time: 0.2288, Forward time: 2.2647, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.2669 [2020-11-09 02:01:20,258][root][INFO] - ===> Epoch[288](7468/26): Loss -0.1328, Sem 0.1174, dir -0.5995, norm 0.3493, swav 0.0000 LR: 2.906e-02 Score 96.080 Data time: 0.1684, Forward time: 2.2646, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 5.2360 [2020-11-09 02:01:25,350][root][INFO] - ===> Epoch[288](7469/26): Loss -0.0646, Sem 0.1549, dir -0.6199, norm 0.4003, swav 0.0000 LR: 2.905e-02 Score 94.951 Data time: 0.2242, Forward time: 2.2646, Backward time: 3.0773, DDP time: 0.0049, Total iter time: 5.0238 [2020-11-09 02:01:30,509][root][INFO] - ===> Epoch[288](7470/26): Loss -0.1315, Sem 0.1102, dir -0.5758, norm 0.3341, swav 0.0000 LR: 2.904e-02 Score 96.143 Data time: 0.2160, Forward time: 2.2646, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 5.0420 [2020-11-09 02:01:36,620][root][INFO] - ===> Epoch[288](7471/26): Loss -0.0271, Sem 0.1709, dir -0.5711, norm 0.3732, swav 0.0000 LR: 2.902e-02 Score 93.588 Data time: 0.2766, Forward time: 2.2647, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 6.0285 [2020-11-09 02:01:42,443][root][INFO] - ===> Epoch[288](7472/26): Loss -0.1946, Sem 0.1255, dir -0.6768, norm 0.3567, swav 0.0000 LR: 2.901e-02 Score 95.520 Data time: 0.1636, Forward time: 2.2647, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 5.7017 [2020-11-09 02:01:47,618][root][INFO] - ===> Epoch[288](7473/26): Loss -0.2179, Sem 0.1028, dir -0.6580, norm 0.3374, swav 0.0000 LR: 2.900e-02 Score 96.897 Data time: 0.1693, Forward time: 2.2646, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 5.1102 [2020-11-09 02:01:53,595][root][INFO] - ===> Epoch[288](7474/26): Loss -0.1742, Sem 0.1329, dir -0.6729, norm 0.3658, swav 0.0000 LR: 2.899e-02 Score 96.182 Data time: 0.1962, Forward time: 2.2645, Backward time: 3.0773, DDP time: 0.0049, Total iter time: 5.8688 [2020-11-09 02:01:58,913][root][INFO] - ===> Epoch[288](7475/26): Loss -0.1108, Sem 0.1783, dir -0.6476, norm 0.3586, swav 0.0000 LR: 2.898e-02 Score 94.111 Data time: 0.2796, Forward time: 2.2646, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 5.2345 [2020-11-09 02:02:05,747][root][INFO] - ===> Epoch[288](7476/26): Loss -0.1027, Sem 0.1401, dir -0.6063, norm 0.3635, swav 0.0000 LR: 2.897e-02 Score 95.346 Data time: 0.2245, Forward time: 2.2646, Backward time: 3.0773, DDP time: 0.0049, Total iter time: 6.7119 [2020-11-09 02:02:11,638][root][INFO] - ===> Epoch[288](7477/26): Loss -0.1374, Sem 0.1384, dir -0.6659, norm 0.3902, swav 0.0000 LR: 2.896e-02 Score 95.154 Data time: 0.2660, Forward time: 2.2646, Backward time: 3.0773, DDP time: 0.0049, Total iter time: 5.7780 [2020-11-09 02:02:18,417][root][INFO] - ===> Epoch[288](7478/26): Loss -0.0503, Sem 0.1264, dir -0.5744, norm 0.3977, swav 0.0000 LR: 2.895e-02 Score 95.832 Data time: 0.2585, Forward time: 2.2647, Backward time: 3.0774, DDP time: 0.0049, Total iter time: 6.6477 [2020-11-09 02:02:24,352][root][INFO] - ===> Epoch[288](7479/26): Loss -0.0907, Sem 0.1370, dir -0.5871, norm 0.3594, swav 0.0000 LR: 2.894e-02 Score 94.750 Data time: 0.2545, Forward time: 2.2648, Backward time: 3.0773, DDP time: 0.0049, Total iter time: 5.8198 [2020-11-09 02:02:28,976][root][INFO] - ===> Epoch[288](7480/26): Loss -0.1585, Sem 0.1345, dir -0.6475, norm 0.3545, swav 0.0000 LR: 2.893e-02 Score 95.660 Data time: 0.2153, Forward time: 2.2648, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 4.5013 [2020-11-09 02:02:35,111][root][INFO] - ===> Epoch[288](7481/26): Loss -0.0829, Sem 0.1276, dir -0.5663, norm 0.3558, swav 0.0000 LR: 2.892e-02 Score 95.964 Data time: 0.2347, Forward time: 2.2648, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 6.0379 [2020-11-09 02:02:39,437][root][INFO] - ===> Epoch[288](7482/26): Loss -0.1128, Sem 0.1608, dir -0.6477, norm 0.3741, swav 0.0000 LR: 2.891e-02 Score 95.298 Data time: 0.1705, Forward time: 2.2647, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 4.1781 [2020-11-09 02:02:44,417][root][INFO] - ===> Epoch[288](7483/26): Loss -0.0987, Sem 0.1583, dir -0.6239, norm 0.3669, swav 0.0000 LR: 2.890e-02 Score 94.708 Data time: 0.1323, Forward time: 2.2646, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 4.9159 [2020-11-09 02:02:50,442][root][INFO] - ===> Epoch[288](7484/26): Loss -0.1470, Sem 0.1136, dir -0.6048, norm 0.3442, swav 0.0000 LR: 2.889e-02 Score 96.150 Data time: 0.2091, Forward time: 2.2646, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 5.9516 [2020-11-09 02:02:56,595][root][INFO] - ===> Epoch[288](7485/26): Loss -0.1641, Sem 0.1473, dir -0.6713, norm 0.3599, swav 0.0000 LR: 2.888e-02 Score 95.223 Data time: 0.3120, Forward time: 2.2647, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 6.0366 [2020-11-09 02:03:01,570][root][INFO] - ===> Epoch[288](7486/26): Loss -0.0831, Sem 0.1395, dir -0.5975, norm 0.3749, swav 0.0000 LR: 2.887e-02 Score 95.681 Data time: 0.2652, Forward time: 2.2647, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 4.8632 [2020-11-09 02:03:07,447][root][INFO] - ===> Epoch[288](7487/26): Loss -0.1379, Sem 0.1327, dir -0.6423, norm 0.3718, swav 0.0000 LR: 2.886e-02 Score 95.726 Data time: 0.3299, Forward time: 2.2648, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 5.7659 [2020-11-09 02:03:13,251][root][INFO] - ===> Epoch[288](7488/26): Loss -0.1194, Sem 0.1449, dir -0.6079, norm 0.3436, swav 0.0000 LR: 2.885e-02 Score 95.296 Data time: 0.2066, Forward time: 2.2648, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 5.6860 [2020-11-09 02:03:19,884][root][INFO] - ===> Epoch[289](7489/26): Loss -0.0787, Sem 0.1377, dir -0.5881, norm 0.3717, swav 0.0000 LR: 2.884e-02 Score 95.019 Data time: 0.2306, Forward time: 2.2648, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 6.5303 [2020-11-09 02:03:25,440][root][INFO] - ===> Epoch[289](7490/26): Loss -0.1423, Sem 0.1536, dir -0.6621, norm 0.3662, swav 0.0000 LR: 2.883e-02 Score 95.205 Data time: 0.2220, Forward time: 2.2648, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.4340 [2020-11-09 02:03:31,041][root][INFO] - ===> Epoch[289](7491/26): Loss -0.1521, Sem 0.1326, dir -0.6414, norm 0.3568, swav 0.0000 LR: 2.882e-02 Score 95.910 Data time: 0.1962, Forward time: 2.2648, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.4705 [2020-11-09 02:03:37,682][root][INFO] - ===> Epoch[289](7492/26): Loss -0.0451, Sem 0.1415, dir -0.5900, norm 0.4034, swav 0.0000 LR: 2.881e-02 Score 95.193 Data time: 0.2579, Forward time: 2.2649, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 6.5360 [2020-11-09 02:03:43,375][root][INFO] - ===> Epoch[289](7493/26): Loss -0.1566, Sem 0.1412, dir -0.6305, norm 0.3327, swav 0.0000 LR: 2.880e-02 Score 95.414 Data time: 0.2012, Forward time: 2.2648, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.5446 [2020-11-09 02:03:48,218][root][INFO] - ===> Epoch[289](7494/26): Loss -0.1222, Sem 0.1354, dir -0.6399, norm 0.3824, swav 0.0000 LR: 2.879e-02 Score 95.159 Data time: 0.1998, Forward time: 2.2648, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 4.7386 [2020-11-09 02:03:54,622][root][INFO] - ===> Epoch[289](7495/26): Loss -0.0681, Sem 0.1458, dir -0.6031, norm 0.3893, swav 0.0000 LR: 2.878e-02 Score 95.604 Data time: 0.2522, Forward time: 2.2649, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 6.2872 [2020-11-09 02:04:00,597][root][INFO] - ===> Epoch[289](7496/26): Loss -0.1108, Sem 0.1229, dir -0.6049, norm 0.3711, swav 0.0000 LR: 2.877e-02 Score 95.865 Data time: 0.1940, Forward time: 2.2648, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.8525 [2020-11-09 02:04:06,303][root][INFO] - ===> Epoch[289](7497/26): Loss -0.1709, Sem 0.1176, dir -0.6553, norm 0.3669, swav 0.0000 LR: 2.876e-02 Score 96.271 Data time: 0.2542, Forward time: 2.2649, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.5899 [2020-11-09 02:04:12,562][root][INFO] - ===> Epoch[289](7498/26): Loss -0.0793, Sem 0.1585, dir -0.5823, norm 0.3444, swav 0.0000 LR: 2.875e-02 Score 95.327 Data time: 0.2902, Forward time: 2.2650, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 6.1204 [2020-11-09 02:04:19,073][root][INFO] - ===> Epoch[289](7499/26): Loss -0.1374, Sem 0.1274, dir -0.6313, norm 0.3665, swav 0.0000 LR: 2.874e-02 Score 95.619 Data time: 0.2088, Forward time: 2.2649, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 6.3546 [2020-11-09 02:04:23,655][root][INFO] - ===> Epoch[289](7500/26): Loss -0.1394, Sem 0.1226, dir -0.6290, norm 0.3669, swav 0.0000 LR: 2.873e-02 Score 95.824 Data time: 0.2052, Forward time: 2.2649, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 4.5082 [2020-11-09 02:04:24,319][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 02:04:24,473][root][INFO] - ===> Start testing [2020-11-09 02:05:46,541][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.2430 Loss 0.350 (AVG: 0.538) Score 88.876 (AVG: 87.494) mIOU 65.217 mAP 73.572 mAcc 74.258 IOU: 81.764 95.694 62.239 78.434 88.364 89.073 69.966 56.855 42.305 65.376 29.650 37.884 57.126 72.858 40.698 58.067 92.554 55.847 74.469 55.107 mAP: 81.395 96.013 63.541 77.961 88.644 84.550 68.605 71.524 56.630 75.348 49.284 54.348 62.807 80.415 57.663 94.142 95.245 76.359 77.688 59.285 mAcc: 95.389 98.203 79.294 84.661 93.081 93.198 76.689 63.852 48.933 79.271 47.038 41.419 82.323 83.719 44.733 65.833 95.795 66.707 77.537 67.483 [2020-11-09 02:07:11,636][root][INFO] - 201/312: Data time: 0.0064, Iter time: 0.4047 Loss 0.276 (AVG: 0.536) Score 95.316 (AVG: 87.633) mIOU 65.820 mAP 73.207 mAcc 74.608 IOU: 82.095 96.135 58.898 77.151 88.785 85.102 70.315 54.291 50.910 67.396 26.687 37.193 59.254 70.658 41.621 61.784 91.770 63.701 81.236 51.426 mAP: 81.110 96.105 61.263 74.031 87.273 83.690 68.998 67.169 61.034 71.755 46.541 50.121 63.523 75.062 59.040 93.358 95.015 84.194 84.295 60.570 mAcc: 94.624 98.273 76.731 82.482 93.402 91.417 78.716 63.422 59.829 80.097 35.641 39.851 80.461 80.521 44.643 69.843 96.297 74.226 85.896 65.781 [2020-11-09 02:08:34,966][root][INFO] - 301/312: Data time: 0.0061, Iter time: 0.2186 Loss 0.557 (AVG: 0.570) Score 86.303 (AVG: 87.054) mIOU 65.070 mAP 72.516 mAcc 73.801 IOU: 81.622 96.007 56.907 77.661 88.691 81.614 68.757 54.383 50.601 70.609 23.755 39.501 58.383 66.058 43.492 56.620 90.244 64.704 82.500 49.285 mAP: 80.672 96.159 60.513 74.825 87.970 81.930 68.520 67.788 61.728 65.934 43.608 49.829 62.804 76.105 57.037 93.900 95.268 83.987 84.394 57.358 mAcc: 94.704 98.386 76.447 82.801 93.901 89.160 78.448 62.608 60.646 80.365 30.865 42.563 77.898 76.921 46.488 64.893 94.620 75.688 87.590 61.022 [2020-11-09 02:08:42,192][root][INFO] - 312/312: Data time: 0.0025, Iter time: 0.1521 Loss 0.186 (AVG: 0.568) Score 92.952 (AVG: 87.102) mIOU 65.095 mAP 72.388 mAcc 73.788 IOU: 81.680 95.978 56.721 77.409 88.865 81.393 68.380 54.194 50.643 71.733 24.015 39.271 58.874 65.789 42.901 56.619 90.286 65.318 82.500 49.334 mAP: 80.793 96.224 60.067 73.637 88.040 80.918 68.529 67.763 61.991 66.497 43.349 49.169 63.534 75.785 55.900 93.900 95.348 84.233 84.394 57.685 mAcc: 94.718 98.382 76.299 82.549 94.009 89.250 78.103 62.354 61.011 81.069 31.096 42.288 77.892 76.597 45.826 64.893 94.675 76.011 87.590 61.155 [2020-11-09 02:08:42,192][root][INFO] - Finished test. Elapsed time: 257.7182 [2020-11-09 02:08:56,394][root][INFO] - [2020-11-09 02:08:56,395][root][INFO] - ################################################################ [2020-11-09 02:08:56,395][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 02:08:56,395][root][INFO] - ################################################################ [2020-11-09 02:08:56,395][root][INFO] - cabinet : 0.102 0.241 0.519 [2020-11-09 02:08:56,395][root][INFO] - bed : 0.311 0.706 0.805 [2020-11-09 02:08:56,395][root][INFO] - chair : 0.386 0.574 0.707 [2020-11-09 02:08:56,395][root][INFO] - sofa : 0.356 0.639 0.832 [2020-11-09 02:08:56,395][root][INFO] - table : 0.235 0.446 0.567 [2020-11-09 02:08:56,395][root][INFO] - door : 0.165 0.323 0.443 [2020-11-09 02:08:56,395][root][INFO] - window : 0.052 0.142 0.363 [2020-11-09 02:08:56,395][root][INFO] - bookshelf : 0.129 0.380 0.621 [2020-11-09 02:08:56,395][root][INFO] - picture : 0.070 0.157 0.307 [2020-11-09 02:08:56,395][root][INFO] - counter : 0.000 0.002 0.223 [2020-11-09 02:08:56,395][root][INFO] - desk : 0.025 0.107 0.482 [2020-11-09 02:08:56,395][root][INFO] - curtain : 0.202 0.358 0.545 [2020-11-09 02:08:56,396][root][INFO] - refrigerator : 0.196 0.337 0.379 [2020-11-09 02:08:56,396][root][INFO] - shower curtain : 0.365 0.592 0.662 [2020-11-09 02:08:56,396][root][INFO] - toilet : 0.761 0.960 0.960 [2020-11-09 02:08:56,396][root][INFO] - sink : 0.169 0.453 0.683 [2020-11-09 02:08:56,396][root][INFO] - bathtub : 0.350 0.528 0.824 [2020-11-09 02:08:56,396][root][INFO] - otherfurniture : 0.259 0.412 0.606 [2020-11-09 02:08:56,396][root][INFO] - ---------------------------------------------------------------- [2020-11-09 02:08:56,396][root][INFO] - average : 0.230 0.409 0.585 [2020-11-09 02:08:56,396][root][INFO] - [2020-11-09 02:08:56,573][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 02:08:56,574][root][INFO] - Current best mIoU: 65.738 at iter 7000 [2020-11-09 02:09:00,692][root][INFO] - ===> Epoch[289](7501/26): Loss -0.1178, Sem 0.1198, dir -0.6215, norm 0.3839, swav 0.0000 LR: 2.871e-02 Score 96.722 Data time: 0.1640, Forward time: 2.2649, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 4.1120 [2020-11-09 02:09:06,720][root][INFO] - ===> Epoch[289](7502/26): Loss -0.1210, Sem 0.1198, dir -0.5943, norm 0.3535, swav 0.0000 LR: 2.870e-02 Score 95.947 Data time: 0.2272, Forward time: 2.2649, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.9192 [2020-11-09 02:09:12,039][root][INFO] - ===> Epoch[289](7503/26): Loss -0.0711, Sem 0.1565, dir -0.5996, norm 0.3720, swav 0.0000 LR: 2.869e-02 Score 95.152 Data time: 0.1650, Forward time: 2.2648, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.1980 [2020-11-09 02:09:18,037][root][INFO] - ===> Epoch[289](7504/26): Loss -0.1290, Sem 0.1242, dir -0.6468, norm 0.3936, swav 0.0000 LR: 2.868e-02 Score 95.547 Data time: 0.2262, Forward time: 2.2648, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.9065 [2020-11-09 02:09:23,885][root][INFO] - ===> Epoch[289](7505/26): Loss -0.1489, Sem 0.1120, dir -0.6202, norm 0.3593, swav 0.0000 LR: 2.867e-02 Score 96.330 Data time: 0.2172, Forward time: 2.2649, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.7224 [2020-11-09 02:09:29,218][root][INFO] - ===> Epoch[289](7506/26): Loss -0.1305, Sem 0.1085, dir -0.6095, norm 0.3705, swav 0.0000 LR: 2.866e-02 Score 96.575 Data time: 0.1668, Forward time: 2.2648, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.1999 [2020-11-09 02:09:34,445][root][INFO] - ===> Epoch[289](7507/26): Loss -0.1028, Sem 0.1417, dir -0.6078, norm 0.3634, swav 0.0000 LR: 2.865e-02 Score 95.151 Data time: 0.2134, Forward time: 2.2648, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.1223 [2020-11-09 02:09:41,308][root][INFO] - ===> Epoch[289](7508/26): Loss -0.0927, Sem 0.1456, dir -0.6072, norm 0.3690, swav 0.0000 LR: 2.864e-02 Score 95.707 Data time: 0.2173, Forward time: 2.2648, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 6.7471 [2020-11-09 02:09:46,156][root][INFO] - ===> Epoch[289](7509/26): Loss -0.1987, Sem 0.1551, dir -0.6698, norm 0.3160, swav 0.0000 LR: 2.863e-02 Score 94.817 Data time: 0.2116, Forward time: 2.2648, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 4.7227 [2020-11-09 02:09:51,279][root][INFO] - ===> Epoch[289](7510/26): Loss -0.1454, Sem 0.1276, dir -0.6159, norm 0.3429, swav 0.0000 LR: 2.862e-02 Score 95.282 Data time: 0.2405, Forward time: 2.2647, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.0317 [2020-11-09 02:09:57,363][root][INFO] - ===> Epoch[289](7511/26): Loss -0.1750, Sem 0.1201, dir -0.6336, norm 0.3385, swav 0.0000 LR: 2.861e-02 Score 95.756 Data time: 0.2154, Forward time: 2.2647, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.9627 [2020-11-09 02:10:02,151][root][INFO] - ===> Epoch[289](7512/26): Loss -0.1373, Sem 0.1269, dir -0.6312, norm 0.3670, swav 0.0000 LR: 2.860e-02 Score 95.731 Data time: 0.2371, Forward time: 2.2647, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 4.6597 [2020-11-09 02:10:07,699][root][INFO] - ===> Epoch[289](7513/26): Loss -0.1196, Sem 0.1050, dir -0.6095, norm 0.3849, swav 0.0000 LR: 2.859e-02 Score 96.541 Data time: 0.2160, Forward time: 2.2648, Backward time: 3.0766, DDP time: 0.0049, Total iter time: 5.4258 [2020-11-09 02:10:14,643][root][INFO] - ===> Epoch[289](7514/26): Loss -0.0988, Sem 0.1339, dir -0.6088, norm 0.3761, swav 0.0000 LR: 2.858e-02 Score 95.397 Data time: 0.2552, Forward time: 2.2648, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 6.8015 [2020-11-09 02:10:19,998][root][INFO] - ===> Epoch[290](7515/26): Loss -0.0736, Sem 0.1028, dir -0.5885, norm 0.4121, swav 0.0000 LR: 2.857e-02 Score 96.654 Data time: 0.1879, Forward time: 2.2648, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 5.2076 [2020-11-09 02:10:24,208][root][INFO] - ===> Epoch[290](7516/26): Loss -0.2115, Sem 0.1136, dir -0.6678, norm 0.3426, swav 0.0000 LR: 2.856e-02 Score 95.784 Data time: 0.2085, Forward time: 2.2648, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 4.0806 [2020-11-09 02:10:29,705][root][INFO] - ===> Epoch[290](7517/26): Loss -0.0511, Sem 0.1874, dir -0.6028, norm 0.3643, swav 0.0000 LR: 2.855e-02 Score 94.255 Data time: 0.2385, Forward time: 2.2648, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.3825 [2020-11-09 02:10:34,791][root][INFO] - ===> Epoch[290](7518/26): Loss -0.1294, Sem 0.1270, dir -0.6092, norm 0.3528, swav 0.0000 LR: 2.854e-02 Score 95.980 Data time: 0.1418, Forward time: 2.2647, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 4.9498 [2020-11-09 02:10:41,252][root][INFO] - ===> Epoch[290](7519/26): Loss -0.1460, Sem 0.1376, dir -0.6218, norm 0.3383, swav 0.0000 LR: 2.853e-02 Score 95.751 Data time: 0.1816, Forward time: 2.2647, Backward time: 3.0766, DDP time: 0.0049, Total iter time: 6.3228 [2020-11-09 02:10:46,569][root][INFO] - ===> Epoch[290](7520/26): Loss -0.1124, Sem 0.1273, dir -0.6112, norm 0.3714, swav 0.0000 LR: 2.852e-02 Score 96.048 Data time: 0.2285, Forward time: 2.2646, Backward time: 3.0766, DDP time: 0.0049, Total iter time: 5.1984 [2020-11-09 02:10:51,913][root][INFO] - ===> Epoch[290](7521/26): Loss -0.0598, Sem 0.1601, dir -0.6333, norm 0.4134, swav 0.0000 LR: 2.851e-02 Score 94.707 Data time: 0.2647, Forward time: 2.2647, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.2098 [2020-11-09 02:10:58,023][root][INFO] - ===> Epoch[290](7522/26): Loss -0.1671, Sem 0.1395, dir -0.6598, norm 0.3532, swav 0.0000 LR: 2.850e-02 Score 95.480 Data time: 0.2502, Forward time: 2.2647, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 5.9833 [2020-11-09 02:11:03,271][root][INFO] - ===> Epoch[290](7523/26): Loss -0.1439, Sem 0.1086, dir -0.6318, norm 0.3793, swav 0.0000 LR: 2.849e-02 Score 96.433 Data time: 0.1708, Forward time: 2.2647, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.1123 [2020-11-09 02:11:09,493][root][INFO] - ===> Epoch[290](7524/26): Loss -0.0796, Sem 0.1414, dir -0.6083, norm 0.3873, swav 0.0000 LR: 2.848e-02 Score 95.436 Data time: 0.3207, Forward time: 2.2648, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 6.1262 [2020-11-09 02:11:14,724][root][INFO] - ===> Epoch[290](7525/26): Loss -0.1419, Sem 0.1571, dir -0.6727, norm 0.3737, swav 0.0000 LR: 2.847e-02 Score 94.866 Data time: 0.1959, Forward time: 2.2648, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.0871 [2020-11-09 02:11:20,122][root][INFO] - ===> Epoch[290](7526/26): Loss -0.0979, Sem 0.1392, dir -0.6204, norm 0.3832, swav 0.0000 LR: 2.846e-02 Score 94.709 Data time: 0.2035, Forward time: 2.2648, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.3015 [2020-11-09 02:11:27,323][root][INFO] - ===> Epoch[290](7527/26): Loss -0.2051, Sem 0.1211, dir -0.6676, norm 0.3415, swav 0.0000 LR: 2.845e-02 Score 96.209 Data time: 0.1666, Forward time: 2.2647, Backward time: 3.0766, DDP time: 0.0049, Total iter time: 7.0932 [2020-11-09 02:11:33,052][root][INFO] - ===> Epoch[290](7528/26): Loss -0.2011, Sem 0.1081, dir -0.6569, norm 0.3477, swav 0.0000 LR: 2.844e-02 Score 96.038 Data time: 0.2763, Forward time: 2.2648, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.6396 [2020-11-09 02:11:38,187][root][INFO] - ===> Epoch[290](7529/26): Loss -0.1545, Sem 0.0815, dir -0.5723, norm 0.3363, swav 0.0000 LR: 2.843e-02 Score 97.365 Data time: 0.2496, Forward time: 2.2648, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.0021 [2020-11-09 02:11:44,252][root][INFO] - ===> Epoch[290](7530/26): Loss -0.1143, Sem 0.1408, dir -0.6341, norm 0.3790, swav 0.0000 LR: 2.841e-02 Score 95.526 Data time: 0.1781, Forward time: 2.2648, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 5.9519 [2020-11-09 02:11:50,619][root][INFO] - ===> Epoch[290](7531/26): Loss -0.0363, Sem 0.1223, dir -0.5889, norm 0.4302, swav 0.0000 LR: 2.840e-02 Score 95.955 Data time: 0.3317, Forward time: 2.2649, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 6.2495 [2020-11-09 02:11:57,519][root][INFO] - ===> Epoch[290](7532/26): Loss -0.0915, Sem 0.1360, dir -0.6033, norm 0.3759, swav 0.0000 LR: 2.839e-02 Score 95.728 Data time: 0.2087, Forward time: 2.2649, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 6.7743 [2020-11-09 02:12:02,947][root][INFO] - ===> Epoch[290](7533/26): Loss -0.0642, Sem 0.1391, dir -0.6057, norm 0.4025, swav 0.0000 LR: 2.838e-02 Score 95.253 Data time: 0.1826, Forward time: 2.2648, Backward time: 3.0766, DDP time: 0.0049, Total iter time: 5.3026 [2020-11-09 02:12:08,355][root][INFO] - ===> Epoch[290](7534/26): Loss -0.0174, Sem 0.1625, dir -0.5854, norm 0.4056, swav 0.0000 LR: 2.837e-02 Score 94.398 Data time: 0.2595, Forward time: 2.2649, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.3197 [2020-11-09 02:12:13,545][root][INFO] - ===> Epoch[290](7535/26): Loss -0.1576, Sem 0.1104, dir -0.6191, norm 0.3511, swav 0.0000 LR: 2.836e-02 Score 96.694 Data time: 0.2507, Forward time: 2.2649, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.0538 [2020-11-09 02:12:19,852][root][INFO] - ===> Epoch[290](7536/26): Loss -0.0949, Sem 0.1383, dir -0.6057, norm 0.3726, swav 0.0000 LR: 2.835e-02 Score 95.279 Data time: 0.2611, Forward time: 2.2650, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 6.1632 [2020-11-09 02:12:25,155][root][INFO] - ===> Epoch[290](7537/26): Loss -0.1498, Sem 0.1241, dir -0.6484, norm 0.3745, swav 0.0000 LR: 2.834e-02 Score 95.850 Data time: 0.2036, Forward time: 2.2650, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.1478 [2020-11-09 02:12:30,010][root][INFO] - ===> Epoch[290](7538/26): Loss -0.1185, Sem 0.1163, dir -0.6413, norm 0.4065, swav 0.0000 LR: 2.833e-02 Score 96.231 Data time: 0.2464, Forward time: 2.2650, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 4.7404 [2020-11-09 02:12:36,003][root][INFO] - ===> Epoch[290](7539/26): Loss -0.1365, Sem 0.1218, dir -0.6261, norm 0.3678, swav 0.0000 LR: 2.832e-02 Score 95.823 Data time: 0.2065, Forward time: 2.2650, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 5.8913 [2020-11-09 02:12:42,156][root][INFO] - ===> Epoch[290](7540/26): Loss -0.1573, Sem 0.1157, dir -0.6419, norm 0.3689, swav 0.0000 LR: 2.831e-02 Score 95.796 Data time: 0.1998, Forward time: 2.2650, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 6.0309 [2020-11-09 02:12:47,311][root][INFO] - ===> Epoch[291](7541/26): Loss -0.1464, Sem 0.1368, dir -0.6713, norm 0.3882, swav 0.0000 LR: 2.830e-02 Score 95.514 Data time: 0.2379, Forward time: 2.2650, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 5.0550 [2020-11-09 02:12:53,646][root][INFO] - ===> Epoch[291](7542/26): Loss -0.0992, Sem 0.1555, dir -0.6296, norm 0.3750, swav 0.0000 LR: 2.829e-02 Score 95.195 Data time: 0.3000, Forward time: 2.2651, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 6.2101 [2020-11-09 02:12:59,524][root][INFO] - ===> Epoch[291](7543/26): Loss -0.1133, Sem 0.1111, dir -0.6153, norm 0.3909, swav 0.0000 LR: 2.828e-02 Score 96.207 Data time: 0.2659, Forward time: 2.2652, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.7412 [2020-11-09 02:13:05,728][root][INFO] - ===> Epoch[291](7544/26): Loss -0.1157, Sem 0.1200, dir -0.6216, norm 0.3858, swav 0.0000 LR: 2.827e-02 Score 95.830 Data time: 0.1805, Forward time: 2.2652, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 6.0681 [2020-11-09 02:13:12,701][root][INFO] - ===> Epoch[291](7545/26): Loss -0.1589, Sem 0.1317, dir -0.6455, norm 0.3550, swav 0.0000 LR: 2.826e-02 Score 95.770 Data time: 0.3313, Forward time: 2.2653, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 6.8677 [2020-11-09 02:13:18,951][root][INFO] - ===> Epoch[291](7546/26): Loss -0.1419, Sem 0.1233, dir -0.6210, norm 0.3558, swav 0.0000 LR: 2.825e-02 Score 95.737 Data time: 0.1863, Forward time: 2.2653, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 6.1096 [2020-11-09 02:13:25,532][root][INFO] - ===> Epoch[291](7547/26): Loss -0.1432, Sem 0.1337, dir -0.6223, norm 0.3454, swav 0.0000 LR: 2.824e-02 Score 96.142 Data time: 0.1397, Forward time: 2.2652, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 6.4758 [2020-11-09 02:13:30,788][root][INFO] - ===> Epoch[291](7548/26): Loss -0.1167, Sem 0.1457, dir -0.6211, norm 0.3587, swav 0.0000 LR: 2.823e-02 Score 95.392 Data time: 0.1630, Forward time: 2.2652, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 5.2016 [2020-11-09 02:13:36,379][root][INFO] - ===> Epoch[291](7549/26): Loss -0.0795, Sem 0.1471, dir -0.6074, norm 0.3809, swav 0.0000 LR: 2.822e-02 Score 95.054 Data time: 0.1622, Forward time: 2.2651, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.5097 [2020-11-09 02:13:42,805][root][INFO] - ===> Epoch[291](7550/26): Loss -0.0875, Sem 0.1535, dir -0.6135, norm 0.3726, swav 0.0000 LR: 2.821e-02 Score 94.723 Data time: 0.1874, Forward time: 2.2650, Backward time: 3.0766, DDP time: 0.0049, Total iter time: 6.3509 [2020-11-09 02:13:48,523][root][INFO] - ===> Epoch[291](7551/26): Loss -0.2049, Sem 0.1041, dir -0.6792, norm 0.3702, swav 0.0000 LR: 2.820e-02 Score 96.496 Data time: 0.2418, Forward time: 2.2651, Backward time: 3.0766, DDP time: 0.0049, Total iter time: 5.6238 [2020-11-09 02:13:53,695][root][INFO] - ===> Epoch[291](7552/26): Loss -0.1687, Sem 0.1313, dir -0.6399, norm 0.3399, swav 0.0000 LR: 2.819e-02 Score 95.219 Data time: 0.2349, Forward time: 2.2651, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.0535 [2020-11-09 02:13:58,542][root][INFO] - ===> Epoch[291](7553/26): Loss -0.0777, Sem 0.1414, dir -0.5925, norm 0.3734, swav 0.0000 LR: 2.818e-02 Score 95.544 Data time: 0.2074, Forward time: 2.2651, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 4.7418 [2020-11-09 02:14:04,238][root][INFO] - ===> Epoch[291](7554/26): Loss -0.0634, Sem 0.1534, dir -0.5949, norm 0.3780, swav 0.0000 LR: 2.817e-02 Score 94.874 Data time: 0.2547, Forward time: 2.2651, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 5.5719 [2020-11-09 02:14:11,326][root][INFO] - ===> Epoch[291](7555/26): Loss -0.1294, Sem 0.1208, dir -0.6159, norm 0.3657, swav 0.0000 LR: 2.816e-02 Score 95.915 Data time: 0.2476, Forward time: 2.2651, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 6.9659 [2020-11-09 02:14:16,829][root][INFO] - ===> Epoch[291](7556/26): Loss -0.0742, Sem 0.1347, dir -0.6171, norm 0.4082, swav 0.0000 LR: 2.815e-02 Score 95.496 Data time: 0.2189, Forward time: 2.2651, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.3624 [2020-11-09 02:14:23,309][root][INFO] - ===> Epoch[291](7557/26): Loss -0.1454, Sem 0.1545, dir -0.6554, norm 0.3555, swav 0.0000 LR: 2.814e-02 Score 95.004 Data time: 0.2703, Forward time: 2.2652, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 6.3518 [2020-11-09 02:14:28,716][root][INFO] - ===> Epoch[291](7558/26): Loss -0.1453, Sem 0.1302, dir -0.6422, norm 0.3667, swav 0.0000 LR: 2.812e-02 Score 95.982 Data time: 0.1997, Forward time: 2.2652, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 5.2760 [2020-11-09 02:14:34,951][root][INFO] - ===> Epoch[291](7559/26): Loss -0.1545, Sem 0.1027, dir -0.5918, norm 0.3346, swav 0.0000 LR: 2.811e-02 Score 96.314 Data time: 0.2371, Forward time: 2.2652, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 6.1055 [2020-11-09 02:14:40,922][root][INFO] - ===> Epoch[291](7560/26): Loss -0.1276, Sem 0.1302, dir -0.6098, norm 0.3519, swav 0.0000 LR: 2.810e-02 Score 95.684 Data time: 0.2008, Forward time: 2.2652, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.8484 [2020-11-09 02:14:49,541][root][INFO] - ===> Epoch[291](7561/26): Loss -0.0450, Sem 0.1327, dir -0.5738, norm 0.3962, swav 0.0000 LR: 2.809e-02 Score 96.634 Data time: 0.2309, Forward time: 2.2652, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 8.5009 [2020-11-09 02:14:55,953][root][INFO] - ===> Epoch[291](7562/26): Loss -0.1273, Sem 0.1265, dir -0.6348, norm 0.3810, swav 0.0000 LR: 2.808e-02 Score 95.568 Data time: 0.2293, Forward time: 2.2652, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 6.2839 [2020-11-09 02:15:01,380][root][INFO] - ===> Epoch[291](7563/26): Loss -0.1188, Sem 0.1145, dir -0.6260, norm 0.3928, swav 0.0000 LR: 2.807e-02 Score 95.897 Data time: 0.2569, Forward time: 2.2653, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.2919 [2020-11-09 02:15:06,398][root][INFO] - ===> Epoch[291](7564/26): Loss -0.1807, Sem 0.1030, dir -0.6415, norm 0.3578, swav 0.0000 LR: 2.806e-02 Score 96.372 Data time: 0.1373, Forward time: 2.2652, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 4.9021 [2020-11-09 02:15:11,348][root][INFO] - ===> Epoch[291](7565/26): Loss -0.1234, Sem 0.1549, dir -0.6442, norm 0.3659, swav 0.0000 LR: 2.805e-02 Score 95.015 Data time: 0.1875, Forward time: 2.2652, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 4.8718 [2020-11-09 02:15:17,197][root][INFO] - ===> Epoch[291](7566/26): Loss -0.0101, Sem 0.1965, dir -0.6080, norm 0.4014, swav 0.0000 LR: 2.804e-02 Score 94.056 Data time: 0.1636, Forward time: 2.2651, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.7314 [2020-11-09 02:15:22,483][root][INFO] - ===> Epoch[292](7567/26): Loss -0.1669, Sem 0.1232, dir -0.6336, norm 0.3435, swav 0.0000 LR: 2.803e-02 Score 95.606 Data time: 0.1701, Forward time: 2.2651, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.2195 [2020-11-09 02:15:28,314][root][INFO] - ===> Epoch[292](7568/26): Loss -0.1453, Sem 0.1275, dir -0.6255, norm 0.3527, swav 0.0000 LR: 2.802e-02 Score 95.558 Data time: 0.1898, Forward time: 2.2650, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 5.7056 [2020-11-09 02:15:33,310][root][INFO] - ===> Epoch[292](7569/26): Loss -0.0942, Sem 0.1846, dir -0.6569, norm 0.3781, swav 0.0000 LR: 2.801e-02 Score 94.066 Data time: 0.2358, Forward time: 2.2650, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 4.8905 [2020-11-09 02:15:39,060][root][INFO] - ===> Epoch[292](7570/26): Loss -0.1446, Sem 0.1265, dir -0.6526, norm 0.3815, swav 0.0000 LR: 2.800e-02 Score 95.454 Data time: 0.1906, Forward time: 2.2650, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.6401 [2020-11-09 02:15:45,497][root][INFO] - ===> Epoch[292](7571/26): Loss -0.0987, Sem 0.1586, dir -0.6191, norm 0.3617, swav 0.0000 LR: 2.799e-02 Score 94.419 Data time: 0.2690, Forward time: 2.2651, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 6.3224 [2020-11-09 02:15:51,971][root][INFO] - ===> Epoch[292](7572/26): Loss -0.0561, Sem 0.1274, dir -0.5881, norm 0.4046, swav 0.0000 LR: 2.798e-02 Score 95.638 Data time: 0.2275, Forward time: 2.2651, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 6.3440 [2020-11-09 02:15:58,234][root][INFO] - ===> Epoch[292](7573/26): Loss -0.1076, Sem 0.1163, dir -0.6101, norm 0.3862, swav 0.0000 LR: 2.797e-02 Score 96.254 Data time: 0.1854, Forward time: 2.2651, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 6.1398 [2020-11-09 02:16:04,020][root][INFO] - ===> Epoch[292](7574/26): Loss -0.1395, Sem 0.1172, dir -0.6119, norm 0.3552, swav 0.0000 LR: 2.796e-02 Score 96.031 Data time: 0.2569, Forward time: 2.2651, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 5.6855 [2020-11-09 02:16:09,532][root][INFO] - ===> Epoch[292](7575/26): Loss -0.1577, Sem 0.1263, dir -0.6334, norm 0.3493, swav 0.0000 LR: 2.795e-02 Score 96.093 Data time: 0.1914, Forward time: 2.2651, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 5.3924 [2020-11-09 02:16:15,164][root][INFO] - ===> Epoch[292](7576/26): Loss -0.1670, Sem 0.1151, dir -0.6413, norm 0.3592, swav 0.0000 LR: 2.794e-02 Score 95.909 Data time: 0.1482, Forward time: 2.2650, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.5327 [2020-11-09 02:16:21,079][root][INFO] - ===> Epoch[292](7577/26): Loss -0.1027, Sem 0.1382, dir -0.6120, norm 0.3711, swav 0.0000 LR: 2.793e-02 Score 95.244 Data time: 0.2728, Forward time: 2.2650, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.8336 [2020-11-09 02:16:27,879][root][INFO] - ===> Epoch[292](7578/26): Loss -0.1312, Sem 0.1241, dir -0.6233, norm 0.3680, swav 0.0000 LR: 2.792e-02 Score 96.126 Data time: 0.3130, Forward time: 2.2652, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 6.6622 [2020-11-09 02:16:33,709][root][INFO] - ===> Epoch[292](7579/26): Loss -0.0866, Sem 0.1314, dir -0.6017, norm 0.3838, swav 0.0000 LR: 2.791e-02 Score 95.867 Data time: 0.2520, Forward time: 2.2652, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.6814 [2020-11-09 02:16:39,321][root][INFO] - ===> Epoch[292](7580/26): Loss -0.1342, Sem 0.1230, dir -0.6179, norm 0.3607, swav 0.0000 LR: 2.790e-02 Score 95.899 Data time: 0.1997, Forward time: 2.2652, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.4857 [2020-11-09 02:16:45,056][root][INFO] - ===> Epoch[292](7581/26): Loss -0.1095, Sem 0.1770, dir -0.6356, norm 0.3491, swav 0.0000 LR: 2.789e-02 Score 94.207 Data time: 0.1535, Forward time: 2.2651, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 5.6279 [2020-11-09 02:16:49,885][root][INFO] - ===> Epoch[292](7582/26): Loss -0.1441, Sem 0.1436, dir -0.6576, norm 0.3699, swav 0.0000 LR: 2.788e-02 Score 95.829 Data time: 0.2133, Forward time: 2.2651, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 4.7367 [2020-11-09 02:16:56,272][root][INFO] - ===> Epoch[292](7583/26): Loss -0.1829, Sem 0.1032, dir -0.6469, norm 0.3607, swav 0.0000 LR: 2.787e-02 Score 96.768 Data time: 0.3105, Forward time: 2.2652, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 6.2936 [2020-11-09 02:17:01,754][root][INFO] - ===> Epoch[292](7584/26): Loss -0.1009, Sem 0.1222, dir -0.5663, norm 0.3432, swav 0.0000 LR: 2.786e-02 Score 96.041 Data time: 0.2430, Forward time: 2.2652, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.3482 [2020-11-09 02:17:07,483][root][INFO] - ===> Epoch[292](7585/26): Loss -0.1751, Sem 0.0908, dir -0.6219, norm 0.3560, swav 0.0000 LR: 2.785e-02 Score 96.799 Data time: 0.2718, Forward time: 2.2653, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 5.6109 [2020-11-09 02:17:12,482][root][INFO] - ===> Epoch[292](7586/26): Loss -0.1377, Sem 0.1192, dir -0.6203, norm 0.3634, swav 0.0000 LR: 2.783e-02 Score 96.552 Data time: 0.1468, Forward time: 2.2652, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 4.8672 [2020-11-09 02:17:19,228][root][INFO] - ===> Epoch[292](7587/26): Loss -0.1194, Sem 0.1196, dir -0.6337, norm 0.3947, swav 0.0000 LR: 2.782e-02 Score 95.697 Data time: 0.2609, Forward time: 2.2653, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 6.6706 [2020-11-09 02:17:24,115][root][INFO] - ===> Epoch[292](7588/26): Loss -0.1218, Sem 0.1180, dir -0.5925, norm 0.3527, swav 0.0000 LR: 2.781e-02 Score 95.983 Data time: 0.2314, Forward time: 2.2653, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 4.7553 [2020-11-09 02:17:31,124][root][INFO] - ===> Epoch[292](7589/26): Loss -0.0889, Sem 0.1349, dir -0.6054, norm 0.3815, swav 0.0000 LR: 2.780e-02 Score 95.615 Data time: 0.2135, Forward time: 2.2654, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 6.9009 [2020-11-09 02:17:36,227][root][INFO] - ===> Epoch[292](7590/26): Loss -0.2047, Sem 0.1121, dir -0.6773, norm 0.3605, swav 0.0000 LR: 2.779e-02 Score 96.019 Data time: 0.1919, Forward time: 2.2653, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 4.9659 [2020-11-09 02:17:41,908][root][INFO] - ===> Epoch[292](7591/26): Loss -0.1201, Sem 0.1180, dir -0.5959, norm 0.3578, swav 0.0000 LR: 2.778e-02 Score 95.863 Data time: 0.2876, Forward time: 2.2654, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 5.5888 [2020-11-09 02:17:48,812][root][INFO] - ===> Epoch[292](7592/26): Loss -0.0917, Sem 0.1288, dir -0.5729, norm 0.3525, swav 0.0000 LR: 2.777e-02 Score 96.384 Data time: 0.2227, Forward time: 2.2654, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 6.7702 [2020-11-09 02:17:53,762][root][INFO] - ===> Epoch[293](7593/26): Loss -0.0791, Sem 0.1474, dir -0.5889, norm 0.3625, swav 0.0000 LR: 2.776e-02 Score 94.683 Data time: 0.1531, Forward time: 2.2653, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 4.8249 [2020-11-09 02:18:00,850][root][INFO] - ===> Epoch[293](7594/26): Loss -0.1906, Sem 0.0960, dir -0.6600, norm 0.3734, swav 0.0000 LR: 2.775e-02 Score 97.232 Data time: 0.1724, Forward time: 2.2653, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 6.9805 [2020-11-09 02:18:07,342][root][INFO] - ===> Epoch[293](7595/26): Loss -0.0946, Sem 0.1341, dir -0.5978, norm 0.3691, swav 0.0000 LR: 2.774e-02 Score 95.948 Data time: 0.2985, Forward time: 2.2654, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 6.3958 [2020-11-09 02:18:12,918][root][INFO] - ===> Epoch[293](7596/26): Loss -0.1684, Sem 0.1134, dir -0.6157, norm 0.3339, swav 0.0000 LR: 2.773e-02 Score 96.199 Data time: 0.1693, Forward time: 2.2653, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.4371 [2020-11-09 02:18:17,735][root][INFO] - ===> Epoch[293](7597/26): Loss -0.1103, Sem 0.1226, dir -0.6192, norm 0.3863, swav 0.0000 LR: 2.772e-02 Score 95.990 Data time: 0.1951, Forward time: 2.2653, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 4.7147 [2020-11-09 02:18:22,701][root][INFO] - ===> Epoch[293](7598/26): Loss -0.0566, Sem 0.1698, dir -0.6328, norm 0.4063, swav 0.0000 LR: 2.771e-02 Score 94.780 Data time: 0.1683, Forward time: 2.2652, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 4.8658 [2020-11-09 02:18:29,771][root][INFO] - ===> Epoch[293](7599/26): Loss -0.1245, Sem 0.1223, dir -0.6292, norm 0.3824, swav 0.0000 LR: 2.770e-02 Score 96.103 Data time: 0.1935, Forward time: 2.2652, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 6.9678 [2020-11-09 02:18:35,930][root][INFO] - ===> Epoch[293](7600/26): Loss -0.0683, Sem 0.1383, dir -0.6333, norm 0.4267, swav 0.0000 LR: 2.769e-02 Score 95.772 Data time: 0.2932, Forward time: 2.2653, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 6.0531 [2020-11-09 02:18:41,861][root][INFO] - ===> Epoch[293](7601/26): Loss -0.0681, Sem 0.1344, dir -0.5807, norm 0.3782, swav 0.0000 LR: 2.768e-02 Score 95.818 Data time: 0.2037, Forward time: 2.2653, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 5.8054 [2020-11-09 02:18:48,624][root][INFO] - ===> Epoch[293](7602/26): Loss -0.1052, Sem 0.1339, dir -0.6098, norm 0.3707, swav 0.0000 LR: 2.767e-02 Score 95.372 Data time: 0.1985, Forward time: 2.2652, Backward time: 3.0773, DDP time: 0.0049, Total iter time: 6.6409 [2020-11-09 02:18:54,810][root][INFO] - ===> Epoch[293](7603/26): Loss -0.1248, Sem 0.1302, dir -0.6172, norm 0.3622, swav 0.0000 LR: 2.766e-02 Score 95.646 Data time: 0.2987, Forward time: 2.2654, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 6.0818 [2020-11-09 02:18:59,500][root][INFO] - ===> Epoch[293](7604/26): Loss -0.1851, Sem 0.1050, dir -0.6389, norm 0.3488, swav 0.0000 LR: 2.765e-02 Score 96.843 Data time: 0.1399, Forward time: 2.2653, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 4.5634 [2020-11-09 02:19:04,909][root][INFO] - ===> Epoch[293](7605/26): Loss -0.1929, Sem 0.1158, dir -0.6652, norm 0.3564, swav 0.0000 LR: 2.764e-02 Score 95.945 Data time: 0.1891, Forward time: 2.2652, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 5.2960 [2020-11-09 02:19:10,880][root][INFO] - ===> Epoch[293](7606/26): Loss -0.0884, Sem 0.1279, dir -0.5938, norm 0.3775, swav 0.0000 LR: 2.763e-02 Score 95.639 Data time: 0.2450, Forward time: 2.2652, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 5.8640 [2020-11-09 02:19:17,087][root][INFO] - ===> Epoch[293](7607/26): Loss -0.1124, Sem 0.1190, dir -0.5991, norm 0.3676, swav 0.0000 LR: 2.762e-02 Score 95.920 Data time: 0.2958, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 6.0596 [2020-11-09 02:19:22,479][root][INFO] - ===> Epoch[293](7608/26): Loss -0.1527, Sem 0.1265, dir -0.6458, norm 0.3666, swav 0.0000 LR: 2.761e-02 Score 95.702 Data time: 0.2361, Forward time: 2.2654, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.2772 [2020-11-09 02:19:28,715][root][INFO] - ===> Epoch[293](7609/26): Loss -0.0341, Sem 0.1449, dir -0.5738, norm 0.3948, swav 0.0000 LR: 2.760e-02 Score 95.608 Data time: 0.1547, Forward time: 2.2653, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 6.1194 [2020-11-09 02:19:34,169][root][INFO] - ===> Epoch[293](7610/26): Loss -0.1239, Sem 0.1235, dir -0.6122, norm 0.3648, swav 0.0000 LR: 2.759e-02 Score 95.735 Data time: 0.1782, Forward time: 2.2653, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 5.4162 [2020-11-09 02:19:40,838][root][INFO] - ===> Epoch[293](7611/26): Loss -0.1226, Sem 0.1107, dir -0.6154, norm 0.3821, swav 0.0000 LR: 2.758e-02 Score 96.404 Data time: 0.3101, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 6.5892 [2020-11-09 02:19:45,958][root][INFO] - ===> Epoch[293](7612/26): Loss -0.0836, Sem 0.1524, dir -0.6090, norm 0.3730, swav 0.0000 LR: 2.756e-02 Score 95.578 Data time: 0.1998, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 4.9941 [2020-11-09 02:19:51,509][root][INFO] - ===> Epoch[293](7613/26): Loss -0.1104, Sem 0.1361, dir -0.6206, norm 0.3741, swav 0.0000 LR: 2.755e-02 Score 95.278 Data time: 0.2507, Forward time: 2.2654, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.4359 [2020-11-09 02:19:58,395][root][INFO] - ===> Epoch[293](7614/26): Loss -0.1838, Sem 0.0940, dir -0.6108, norm 0.3330, swav 0.0000 LR: 2.754e-02 Score 97.215 Data time: 0.2135, Forward time: 2.2655, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 6.7728 [2020-11-09 02:20:03,768][root][INFO] - ===> Epoch[293](7615/26): Loss -0.1374, Sem 0.1192, dir -0.6082, norm 0.3516, swav 0.0000 LR: 2.753e-02 Score 95.511 Data time: 0.1935, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 5.2392 [2020-11-09 02:20:09,351][root][INFO] - ===> Epoch[293](7616/26): Loss -0.1350, Sem 0.1316, dir -0.6487, norm 0.3822, swav 0.0000 LR: 2.752e-02 Score 95.719 Data time: 0.1871, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 5.4851 [2020-11-09 02:20:15,039][root][INFO] - ===> Epoch[293](7617/26): Loss -0.1413, Sem 0.1279, dir -0.6088, norm 0.3396, swav 0.0000 LR: 2.751e-02 Score 96.081 Data time: 0.1521, Forward time: 2.2653, Backward time: 3.0772, DDP time: 0.0049, Total iter time: 5.5699 [2020-11-09 02:20:20,537][root][INFO] - ===> Epoch[293](7618/26): Loss -0.1792, Sem 0.1174, dir -0.6485, norm 0.3520, swav 0.0000 LR: 2.750e-02 Score 95.642 Data time: 0.3029, Forward time: 2.2654, Backward time: 3.0771, DDP time: 0.0049, Total iter time: 5.4290 [2020-11-09 02:20:25,745][root][INFO] - ===> Epoch[294](7619/26): Loss -0.1198, Sem 0.1214, dir -0.6106, norm 0.3694, swav 0.0000 LR: 2.749e-02 Score 96.156 Data time: 0.2501, Forward time: 2.2654, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.0990 [2020-11-09 02:20:31,795][root][INFO] - ===> Epoch[294](7620/26): Loss -0.0926, Sem 0.1286, dir -0.5958, norm 0.3747, swav 0.0000 LR: 2.748e-02 Score 96.379 Data time: 0.2898, Forward time: 2.2655, Backward time: 3.0770, DDP time: 0.0049, Total iter time: 5.9435 [2020-11-09 02:20:36,610][root][INFO] - ===> Epoch[294](7621/26): Loss -0.1339, Sem 0.1434, dir -0.6227, norm 0.3454, swav 0.0000 LR: 2.747e-02 Score 94.814 Data time: 0.2248, Forward time: 2.2655, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 4.6804 [2020-11-09 02:20:41,260][root][INFO] - ===> Epoch[294](7622/26): Loss -0.1724, Sem 0.1084, dir -0.6415, norm 0.3607, swav 0.0000 LR: 2.746e-02 Score 96.284 Data time: 0.2169, Forward time: 2.2655, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 4.5220 [2020-11-09 02:20:47,703][root][INFO] - ===> Epoch[294](7623/26): Loss -0.1451, Sem 0.1215, dir -0.6236, norm 0.3570, swav 0.0000 LR: 2.745e-02 Score 96.064 Data time: 0.2171, Forward time: 2.2655, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 6.3288 [2020-11-09 02:20:53,246][root][INFO] - ===> Epoch[294](7624/26): Loss -0.1328, Sem 0.1355, dir -0.6392, norm 0.3710, swav 0.0000 LR: 2.744e-02 Score 94.987 Data time: 0.2056, Forward time: 2.2655, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 5.4322 [2020-11-09 02:20:59,607][root][INFO] - ===> Epoch[294](7625/26): Loss -0.1686, Sem 0.1124, dir -0.6339, norm 0.3529, swav 0.0000 LR: 2.743e-02 Score 96.590 Data time: 0.1882, Forward time: 2.2655, Backward time: 3.0769, DDP time: 0.0049, Total iter time: 6.2478 [2020-11-09 02:21:04,653][root][INFO] - ===> Epoch[294](7626/26): Loss -0.1049, Sem 0.1723, dir -0.6242, norm 0.3470, swav 0.0000 LR: 2.742e-02 Score 94.666 Data time: 0.1982, Forward time: 2.2654, Backward time: 3.0768, DDP time: 0.0049, Total iter time: 4.9425 [2020-11-09 02:21:09,128][root][INFO] - ===> Epoch[294](7627/26): Loss -0.1950, Sem 0.1102, dir -0.6488, norm 0.3437, swav 0.0000 LR: 2.741e-02 Score 96.615 Data time: 0.2099, Forward time: 2.2654, Backward time: 3.0767, DDP time: 0.0049, Total iter time: 4.3696 [2020-11-09 02:21:14,238][root][INFO] - ===> Epoch[294](7628/26): Loss -0.1401, Sem 0.1289, dir -0.6389, norm 0.3699, swav 0.0000 LR: 2.740e-02 Score 95.847 Data time: 0.2573, Forward time: 2.2654, Backward time: 3.0766, DDP time: 0.0049, Total iter time: 5.0221 [2020-11-09 02:21:20,581][root][INFO] - ===> Epoch[294](7629/26): Loss -0.1339, Sem 0.1029, dir -0.6148, norm 0.3780, swav 0.0000 LR: 2.739e-02 Score 96.700 Data time: 0.2512, Forward time: 2.2654, Backward time: 3.0766, DDP time: 0.0049, Total iter time: 6.2009 [2020-11-09 02:21:26,759][root][INFO] - ===> Epoch[294](7630/26): Loss -0.1286, Sem 0.1175, dir -0.5899, norm 0.3438, swav 0.0000 LR: 2.738e-02 Score 96.118 Data time: 0.3060, Forward time: 2.2656, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 6.0675 [2020-11-09 02:21:32,507][root][INFO] - ===> Epoch[294](7631/26): Loss -0.1569, Sem 0.1076, dir -0.6209, norm 0.3564, swav 0.0000 LR: 2.737e-02 Score 96.592 Data time: 0.3005, Forward time: 2.2657, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 5.6139 [2020-11-09 02:21:39,138][root][INFO] - ===> Epoch[294](7632/26): Loss -0.1058, Sem 0.1126, dir -0.5834, norm 0.3651, swav 0.0000 LR: 2.736e-02 Score 96.127 Data time: 0.2776, Forward time: 2.2658, Backward time: 3.0765, DDP time: 0.0049, Total iter time: 6.5155 [2020-11-09 02:21:43,629][root][INFO] - ===> Epoch[294](7633/26): Loss -0.1804, Sem 0.1267, dir -0.6541, norm 0.3469, swav 0.0000 LR: 2.735e-02 Score 95.580 Data time: 0.2376, Forward time: 2.2657, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 4.3342 [2020-11-09 02:21:48,676][root][INFO] - ===> Epoch[294](7634/26): Loss -0.1727, Sem 0.1201, dir -0.6749, norm 0.3820, swav 0.0000 LR: 2.734e-02 Score 96.099 Data time: 0.1828, Forward time: 2.2657, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 4.9411 [2020-11-09 02:21:55,077][root][INFO] - ===> Epoch[294](7635/26): Loss -0.1073, Sem 0.1265, dir -0.6485, norm 0.4146, swav 0.0000 LR: 2.733e-02 Score 95.755 Data time: 0.3374, Forward time: 2.2658, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 6.2966 [2020-11-09 02:22:01,195][root][INFO] - ===> Epoch[294](7636/26): Loss -0.1512, Sem 0.1159, dir -0.6058, norm 0.3387, swav 0.0000 LR: 2.732e-02 Score 96.344 Data time: 0.1935, Forward time: 2.2658, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.9811 [2020-11-09 02:22:07,570][root][INFO] - ===> Epoch[294](7637/26): Loss -0.0590, Sem 0.1625, dir -0.6300, norm 0.4085, swav 0.0000 LR: 2.731e-02 Score 94.536 Data time: 0.2630, Forward time: 2.2658, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 6.2530 [2020-11-09 02:22:13,753][root][INFO] - ===> Epoch[294](7638/26): Loss -0.1915, Sem 0.1279, dir -0.6370, norm 0.3177, swav 0.0000 LR: 2.729e-02 Score 95.411 Data time: 0.2224, Forward time: 2.2659, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 6.0295 [2020-11-09 02:22:19,782][root][INFO] - ===> Epoch[294](7639/26): Loss -0.1353, Sem 0.1245, dir -0.6042, norm 0.3443, swav 0.0000 LR: 2.728e-02 Score 95.764 Data time: 0.2813, Forward time: 2.2659, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.8985 [2020-11-09 02:22:26,004][root][INFO] - ===> Epoch[294](7640/26): Loss -0.1694, Sem 0.1055, dir -0.6299, norm 0.3550, swav 0.0000 LR: 2.727e-02 Score 96.851 Data time: 0.2851, Forward time: 2.2660, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 6.0989 [2020-11-09 02:22:30,963][root][INFO] - ===> Epoch[294](7641/26): Loss -0.1569, Sem 0.1139, dir -0.6067, norm 0.3358, swav 0.0000 LR: 2.726e-02 Score 95.930 Data time: 0.1862, Forward time: 2.2660, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 4.8130 [2020-11-09 02:22:36,073][root][INFO] - ===> Epoch[294](7642/26): Loss -0.1772, Sem 0.0976, dir -0.6343, norm 0.3594, swav 0.0000 LR: 2.725e-02 Score 96.440 Data time: 0.2207, Forward time: 2.2660, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 4.9964 [2020-11-09 02:22:41,170][root][INFO] - ===> Epoch[294](7643/26): Loss -0.0714, Sem 0.1136, dir -0.5528, norm 0.3677, swav 0.0000 LR: 2.724e-02 Score 96.142 Data time: 0.2069, Forward time: 2.2660, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.9854 [2020-11-09 02:22:46,388][root][INFO] - ===> Epoch[294](7644/26): Loss -0.1608, Sem 0.1218, dir -0.6513, norm 0.3688, swav 0.0000 LR: 2.723e-02 Score 95.908 Data time: 0.2198, Forward time: 2.2660, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.0775 [2020-11-09 02:22:51,595][root][INFO] - ===> Epoch[295](7645/26): Loss -0.1648, Sem 0.1354, dir -0.6326, norm 0.3323, swav 0.0000 LR: 2.722e-02 Score 96.101 Data time: 0.1900, Forward time: 2.2660, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.0846 [2020-11-09 02:22:57,628][root][INFO] - ===> Epoch[295](7646/26): Loss -0.2429, Sem 0.1022, dir -0.6928, norm 0.3477, swav 0.0000 LR: 2.721e-02 Score 96.631 Data time: 0.2126, Forward time: 2.2660, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.9237 [2020-11-09 02:23:02,068][root][INFO] - ===> Epoch[295](7647/26): Loss -0.0362, Sem 0.1497, dir -0.6293, norm 0.4434, swav 0.0000 LR: 2.720e-02 Score 95.249 Data time: 0.2158, Forward time: 2.2659, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 4.3396 [2020-11-09 02:23:08,028][root][INFO] - ===> Epoch[295](7648/26): Loss -0.0712, Sem 0.1284, dir -0.6001, norm 0.4005, swav 0.0000 LR: 2.719e-02 Score 96.455 Data time: 0.2512, Forward time: 2.2660, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.8592 [2020-11-09 02:23:14,398][root][INFO] - ===> Epoch[295](7649/26): Loss -0.0951, Sem 0.1452, dir -0.6148, norm 0.3745, swav 0.0000 LR: 2.718e-02 Score 95.103 Data time: 0.2583, Forward time: 2.2660, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 6.2165 [2020-11-09 02:23:19,052][root][INFO] - ===> Epoch[295](7650/26): Loss -0.1329, Sem 0.1242, dir -0.6083, norm 0.3513, swav 0.0000 LR: 2.717e-02 Score 96.057 Data time: 0.2091, Forward time: 2.2660, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 4.5273 [2020-11-09 02:23:25,511][root][INFO] - ===> Epoch[295](7651/26): Loss -0.1013, Sem 0.1570, dir -0.6167, norm 0.3584, swav 0.0000 LR: 2.716e-02 Score 94.838 Data time: 0.2548, Forward time: 2.2661, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.3388 [2020-11-09 02:23:30,174][root][INFO] - ===> Epoch[295](7652/26): Loss -0.1905, Sem 0.1046, dir -0.6606, norm 0.3654, swav 0.0000 LR: 2.715e-02 Score 96.818 Data time: 0.2207, Forward time: 2.2661, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 4.5404 [2020-11-09 02:23:36,013][root][INFO] - ===> Epoch[295](7653/26): Loss -0.1455, Sem 0.1109, dir -0.6242, norm 0.3678, swav 0.0000 LR: 2.714e-02 Score 96.093 Data time: 0.2626, Forward time: 2.2662, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.7412 [2020-11-09 02:23:43,338][root][INFO] - ===> Epoch[295](7654/26): Loss -0.1263, Sem 0.1047, dir -0.6211, norm 0.3900, swav 0.0000 LR: 2.713e-02 Score 96.345 Data time: 0.1655, Forward time: 2.2661, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 7.1925 [2020-11-09 02:23:49,363][root][INFO] - ===> Epoch[295](7655/26): Loss -0.0786, Sem 0.1576, dir -0.6174, norm 0.3812, swav 0.0000 LR: 2.712e-02 Score 95.117 Data time: 0.1986, Forward time: 2.2661, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.9232 [2020-11-09 02:23:53,914][root][INFO] - ===> Epoch[295](7656/26): Loss -0.1959, Sem 0.1090, dir -0.6372, norm 0.3323, swav 0.0000 LR: 2.711e-02 Score 96.799 Data time: 0.2190, Forward time: 2.2661, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 4.4357 [2020-11-09 02:23:58,488][root][INFO] - ===> Epoch[295](7657/26): Loss -0.1845, Sem 0.1149, dir -0.6605, norm 0.3611, swav 0.0000 LR: 2.710e-02 Score 96.166 Data time: 0.1776, Forward time: 2.2660, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 4.4435 [2020-11-09 02:24:03,642][root][INFO] - ===> Epoch[295](7658/26): Loss -0.1656, Sem 0.1288, dir -0.6469, norm 0.3525, swav 0.0000 LR: 2.709e-02 Score 95.615 Data time: 0.1123, Forward time: 2.2659, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.0534 [2020-11-09 02:24:08,690][root][INFO] - ===> Epoch[295](7659/26): Loss -0.1151, Sem 0.1138, dir -0.5872, norm 0.3583, swav 0.0000 LR: 2.708e-02 Score 95.859 Data time: 0.1468, Forward time: 2.2658, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 4.9694 [2020-11-09 02:24:13,692][root][INFO] - ===> Epoch[295](7660/26): Loss -0.1202, Sem 0.1211, dir -0.5820, norm 0.3406, swav 0.0000 LR: 2.707e-02 Score 96.056 Data time: 0.2457, Forward time: 2.2658, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 4.9096 [2020-11-09 02:24:18,561][root][INFO] - ===> Epoch[295](7661/26): Loss -0.1566, Sem 0.1231, dir -0.6393, norm 0.3596, swav 0.0000 LR: 2.706e-02 Score 95.258 Data time: 0.2225, Forward time: 2.2658, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 4.7394 [2020-11-09 02:24:24,415][root][INFO] - ===> Epoch[295](7662/26): Loss -0.0655, Sem 0.1434, dir -0.5572, norm 0.3483, swav 0.0000 LR: 2.705e-02 Score 95.199 Data time: 0.2817, Forward time: 2.2659, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.7204 [2020-11-09 02:24:31,051][root][INFO] - ===> Epoch[295](7663/26): Loss -0.1396, Sem 0.1197, dir -0.6225, norm 0.3632, swav 0.0000 LR: 2.703e-02 Score 96.226 Data time: 0.2064, Forward time: 2.2659, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.4963 [2020-11-09 02:24:37,237][root][INFO] - ===> Epoch[295](7664/26): Loss -0.1461, Sem 0.1287, dir -0.6220, norm 0.3471, swav 0.0000 LR: 2.702e-02 Score 95.380 Data time: 0.2597, Forward time: 2.2660, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.0655 [2020-11-09 02:24:42,743][root][INFO] - ===> Epoch[295](7665/26): Loss -0.1495, Sem 0.1092, dir -0.6760, norm 0.4173, swav 0.0000 LR: 2.701e-02 Score 96.790 Data time: 0.2372, Forward time: 2.2660, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.3797 [2020-11-09 02:24:49,067][root][INFO] - ===> Epoch[295](7666/26): Loss -0.1390, Sem 0.1413, dir -0.6197, norm 0.3394, swav 0.0000 LR: 2.700e-02 Score 95.527 Data time: 0.1639, Forward time: 2.2659, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.2179 [2020-11-09 02:24:54,853][root][INFO] - ===> Epoch[295](7667/26): Loss -0.1228, Sem 0.1292, dir -0.6285, norm 0.3766, swav 0.0000 LR: 2.699e-02 Score 95.786 Data time: 0.2240, Forward time: 2.2660, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.6984 [2020-11-09 02:25:00,586][root][INFO] - ===> Epoch[295](7668/26): Loss -0.1538, Sem 0.1123, dir -0.6214, norm 0.3553, swav 0.0000 LR: 2.698e-02 Score 95.932 Data time: 0.1862, Forward time: 2.2660, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.6228 [2020-11-09 02:25:07,569][root][INFO] - ===> Epoch[295](7669/26): Loss -0.1734, Sem 0.1047, dir -0.6349, norm 0.3567, swav 0.0000 LR: 2.697e-02 Score 96.143 Data time: 0.1524, Forward time: 2.2659, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 6.9063 [2020-11-09 02:25:12,526][root][INFO] - ===> Epoch[295](7670/26): Loss 0.0075, Sem 0.1712, dir -0.5835, norm 0.4198, swav 0.0000 LR: 2.696e-02 Score 95.025 Data time: 0.2094, Forward time: 2.2659, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 4.8928 [2020-11-09 02:25:18,596][root][INFO] - ===> Epoch[296](7671/26): Loss -0.1989, Sem 0.0958, dir -0.6579, norm 0.3632, swav 0.0000 LR: 2.695e-02 Score 96.425 Data time: 0.2281, Forward time: 2.2659, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.9704 [2020-11-09 02:25:24,277][root][INFO] - ===> Epoch[296](7672/26): Loss -0.1054, Sem 0.1666, dir -0.6312, norm 0.3592, swav 0.0000 LR: 2.694e-02 Score 95.772 Data time: 0.1642, Forward time: 2.2658, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.5657 [2020-11-09 02:25:30,697][root][INFO] - ===> Epoch[296](7673/26): Loss -0.1010, Sem 0.1537, dir -0.6279, norm 0.3732, swav 0.0000 LR: 2.693e-02 Score 94.939 Data time: 0.2386, Forward time: 2.2659, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 6.3360 [2020-11-09 02:25:36,342][root][INFO] - ===> Epoch[296](7674/26): Loss -0.0787, Sem 0.1153, dir -0.5725, norm 0.3785, swav 0.0000 LR: 2.692e-02 Score 96.101 Data time: 0.1994, Forward time: 2.2659, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.5235 [2020-11-09 02:25:42,071][root][INFO] - ===> Epoch[296](7675/26): Loss -0.1045, Sem 0.1364, dir -0.6262, norm 0.3854, swav 0.0000 LR: 2.691e-02 Score 95.554 Data time: 0.2429, Forward time: 2.2659, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.6227 [2020-11-09 02:25:48,005][root][INFO] - ===> Epoch[296](7676/26): Loss -0.1068, Sem 0.1317, dir -0.5983, norm 0.3598, swav 0.0000 LR: 2.690e-02 Score 95.991 Data time: 0.2655, Forward time: 2.2660, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.7961 [2020-11-09 02:25:53,138][root][INFO] - ===> Epoch[296](7677/26): Loss -0.1834, Sem 0.1004, dir -0.6440, norm 0.3601, swav 0.0000 LR: 2.689e-02 Score 96.611 Data time: 0.1593, Forward time: 2.2660, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 4.9960 [2020-11-09 02:25:58,990][root][INFO] - ===> Epoch[296](7678/26): Loss -0.1763, Sem 0.0906, dir -0.6159, norm 0.3491, swav 0.0000 LR: 2.688e-02 Score 97.083 Data time: 0.2278, Forward time: 2.2659, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.7322 [2020-11-09 02:26:05,150][root][INFO] - ===> Epoch[296](7679/26): Loss -0.1447, Sem 0.1094, dir -0.6148, norm 0.3607, swav 0.0000 LR: 2.687e-02 Score 96.913 Data time: 0.1803, Forward time: 2.2659, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 6.0354 [2020-11-09 02:26:10,689][root][INFO] - ===> Epoch[296](7680/26): Loss -0.1553, Sem 0.1205, dir -0.6239, norm 0.3481, swav 0.0000 LR: 2.686e-02 Score 95.910 Data time: 0.1462, Forward time: 2.2658, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.4319 [2020-11-09 02:26:15,985][root][INFO] - ===> Epoch[296](7681/26): Loss -0.1287, Sem 0.1486, dir -0.6645, norm 0.3871, swav 0.0000 LR: 2.685e-02 Score 95.174 Data time: 0.2224, Forward time: 2.2658, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.2190 [2020-11-09 02:26:21,513][root][INFO] - ===> Epoch[296](7682/26): Loss -0.0746, Sem 0.1326, dir -0.5928, norm 0.3855, swav 0.0000 LR: 2.684e-02 Score 95.625 Data time: 0.2081, Forward time: 2.2658, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.3958 [2020-11-09 02:26:26,688][root][INFO] - ===> Epoch[296](7683/26): Loss -0.1232, Sem 0.1220, dir -0.6141, norm 0.3688, swav 0.0000 LR: 2.683e-02 Score 95.802 Data time: 0.2430, Forward time: 2.2659, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.0545 [2020-11-09 02:26:32,819][root][INFO] - ===> Epoch[296](7684/26): Loss -0.2194, Sem 0.0920, dir -0.6794, norm 0.3680, swav 0.0000 LR: 2.682e-02 Score 97.305 Data time: 0.1807, Forward time: 2.2658, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.0109 [2020-11-09 02:26:39,167][root][INFO] - ===> Epoch[296](7685/26): Loss -0.1059, Sem 0.1532, dir -0.6234, norm 0.3643, swav 0.0000 LR: 2.681e-02 Score 94.574 Data time: 0.2461, Forward time: 2.2659, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.2469 [2020-11-09 02:26:44,751][root][INFO] - ===> Epoch[296](7686/26): Loss -0.1780, Sem 0.1144, dir -0.6411, norm 0.3487, swav 0.0000 LR: 2.680e-02 Score 96.359 Data time: 0.1932, Forward time: 2.2659, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.4513 [2020-11-09 02:26:51,111][root][INFO] - ===> Epoch[296](7687/26): Loss -0.0567, Sem 0.1274, dir -0.5812, norm 0.3970, swav 0.0000 LR: 2.678e-02 Score 95.758 Data time: 0.2337, Forward time: 2.2659, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.2576 [2020-11-09 02:26:57,202][root][INFO] - ===> Epoch[296](7688/26): Loss -0.1416, Sem 0.1359, dir -0.6361, norm 0.3587, swav 0.0000 LR: 2.677e-02 Score 96.163 Data time: 0.2725, Forward time: 2.2660, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.9552 [2020-11-09 02:27:02,694][root][INFO] - ===> Epoch[296](7689/26): Loss -0.0679, Sem 0.1610, dir -0.5876, norm 0.3587, swav 0.0000 LR: 2.676e-02 Score 94.763 Data time: 0.2463, Forward time: 2.2661, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.3587 [2020-11-09 02:27:07,970][root][INFO] - ===> Epoch[296](7690/26): Loss -0.1780, Sem 0.1222, dir -0.6621, norm 0.3619, swav 0.0000 LR: 2.675e-02 Score 95.772 Data time: 0.2156, Forward time: 2.2661, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.1384 [2020-11-09 02:27:14,074][root][INFO] - ===> Epoch[296](7691/26): Loss -0.1608, Sem 0.1118, dir -0.5950, norm 0.3225, swav 0.0000 LR: 2.674e-02 Score 96.320 Data time: 0.2527, Forward time: 2.2661, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.0070 [2020-11-09 02:27:19,072][root][INFO] - ===> Epoch[296](7692/26): Loss -0.1332, Sem 0.1124, dir -0.6258, norm 0.3801, swav 0.0000 LR: 2.673e-02 Score 96.147 Data time: 0.2024, Forward time: 2.2661, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 4.8601 [2020-11-09 02:27:25,244][root][INFO] - ===> Epoch[296](7693/26): Loss -0.0878, Sem 0.1547, dir -0.6322, norm 0.3897, swav 0.0000 LR: 2.672e-02 Score 95.314 Data time: 0.2338, Forward time: 2.2661, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.0652 [2020-11-09 02:27:31,504][root][INFO] - ===> Epoch[296](7694/26): Loss -0.1353, Sem 0.1278, dir -0.5969, norm 0.3338, swav 0.0000 LR: 2.671e-02 Score 95.743 Data time: 0.1828, Forward time: 2.2661, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 6.1363 [2020-11-09 02:27:36,643][root][INFO] - ===> Epoch[296](7695/26): Loss -0.2399, Sem 0.0752, dir -0.6653, norm 0.3502, swav 0.0000 LR: 2.670e-02 Score 97.679 Data time: 0.1993, Forward time: 2.2661, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.0660 [2020-11-09 02:27:42,681][root][INFO] - ===> Epoch[296](7696/26): Loss -0.0924, Sem 0.1223, dir -0.5845, norm 0.3699, swav 0.0000 LR: 2.669e-02 Score 95.351 Data time: 0.1783, Forward time: 2.2661, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.9337 [2020-11-09 02:27:47,585][root][INFO] - ===> Epoch[297](7697/26): Loss -0.1342, Sem 0.1280, dir -0.6160, norm 0.3538, swav 0.0000 LR: 2.668e-02 Score 95.875 Data time: 0.1844, Forward time: 2.2660, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 4.8182 [2020-11-09 02:27:52,914][root][INFO] - ===> Epoch[297](7698/26): Loss -0.1053, Sem 0.1085, dir -0.6064, norm 0.3927, swav 0.0000 LR: 2.667e-02 Score 96.133 Data time: 0.2452, Forward time: 2.2661, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.2360 [2020-11-09 02:27:58,321][root][INFO] - ===> Epoch[297](7699/26): Loss -0.1502, Sem 0.1162, dir -0.6055, norm 0.3390, swav 0.0000 LR: 2.666e-02 Score 95.948 Data time: 0.2601, Forward time: 2.2661, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.2816 [2020-11-09 02:28:03,986][root][INFO] - ===> Epoch[297](7700/26): Loss -0.1269, Sem 0.1329, dir -0.6167, norm 0.3569, swav 0.0000 LR: 2.665e-02 Score 95.668 Data time: 0.2472, Forward time: 2.2662, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.5402 [2020-11-09 02:28:09,690][root][INFO] - ===> Epoch[297](7701/26): Loss -0.0227, Sem 0.1696, dir -0.5708, norm 0.3784, swav 0.0000 LR: 2.664e-02 Score 94.988 Data time: 0.2290, Forward time: 2.2662, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.5934 [2020-11-09 02:28:15,282][root][INFO] - ===> Epoch[297](7702/26): Loss -0.0940, Sem 0.1030, dir -0.5475, norm 0.3505, swav 0.0000 LR: 2.663e-02 Score 96.175 Data time: 0.1918, Forward time: 2.2662, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.4749 [2020-11-09 02:28:22,222][root][INFO] - ===> Epoch[297](7703/26): Loss -0.1062, Sem 0.1313, dir -0.6229, norm 0.3854, swav 0.0000 LR: 2.662e-02 Score 95.995 Data time: 0.2315, Forward time: 2.2662, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 6.8152 [2020-11-09 02:28:27,706][root][INFO] - ===> Epoch[297](7704/26): Loss -0.1393, Sem 0.1385, dir -0.6276, norm 0.3498, swav 0.0000 LR: 2.661e-02 Score 95.329 Data time: 0.2538, Forward time: 2.2663, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.3419 [2020-11-09 02:28:32,443][root][INFO] - ===> Epoch[297](7705/26): Loss -0.2242, Sem 0.1053, dir -0.6837, norm 0.3542, swav 0.0000 LR: 2.660e-02 Score 96.553 Data time: 0.1688, Forward time: 2.2663, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.6081 [2020-11-09 02:28:37,468][root][INFO] - ===> Epoch[297](7706/26): Loss -0.2073, Sem 0.0876, dir -0.6361, norm 0.3412, swav 0.0000 LR: 2.659e-02 Score 97.027 Data time: 0.1654, Forward time: 2.2662, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 4.9209 [2020-11-09 02:28:43,028][root][INFO] - ===> Epoch[297](7707/26): Loss -0.0711, Sem 0.1111, dir -0.5704, norm 0.3882, swav 0.0000 LR: 2.658e-02 Score 96.632 Data time: 0.2437, Forward time: 2.2662, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.4828 [2020-11-09 02:28:47,891][root][INFO] - ===> Epoch[297](7708/26): Loss -0.1096, Sem 0.1508, dir -0.6262, norm 0.3657, swav 0.0000 LR: 2.657e-02 Score 94.965 Data time: 0.1710, Forward time: 2.2662, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 4.7427 [2020-11-09 02:28:53,431][root][INFO] - ===> Epoch[297](7709/26): Loss -0.1133, Sem 0.1263, dir -0.5856, norm 0.3459, swav 0.0000 LR: 2.656e-02 Score 95.434 Data time: 0.2070, Forward time: 2.2662, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 5.4588 [2020-11-09 02:28:59,058][root][INFO] - ===> Epoch[297](7710/26): Loss -0.1684, Sem 0.1121, dir -0.6219, norm 0.3414, swav 0.0000 LR: 2.655e-02 Score 96.175 Data time: 0.2097, Forward time: 2.2662, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 5.5118 [2020-11-09 02:29:04,208][root][INFO] - ===> Epoch[297](7711/26): Loss -0.0761, Sem 0.1309, dir -0.5409, norm 0.3339, swav 0.0000 LR: 2.653e-02 Score 95.199 Data time: 0.1350, Forward time: 2.2661, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 5.0433 [2020-11-09 02:29:10,251][root][INFO] - ===> Epoch[297](7712/26): Loss -0.1054, Sem 0.1340, dir -0.6454, norm 0.4060, swav 0.0000 LR: 2.652e-02 Score 95.698 Data time: 0.1888, Forward time: 2.2660, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.9491 [2020-11-09 02:29:17,519][root][INFO] - ===> Epoch[297](7713/26): Loss -0.2031, Sem 0.1247, dir -0.6673, norm 0.3395, swav 0.0000 LR: 2.651e-02 Score 95.797 Data time: 0.2224, Forward time: 2.2660, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 7.2041 [2020-11-09 02:29:23,939][root][INFO] - ===> Epoch[297](7714/26): Loss -0.1274, Sem 0.1340, dir -0.6396, norm 0.3782, swav 0.0000 LR: 2.650e-02 Score 96.038 Data time: 0.2437, Forward time: 2.2661, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 6.3027 [2020-11-09 02:29:29,261][root][INFO] - ===> Epoch[297](7715/26): Loss -0.1605, Sem 0.1148, dir -0.6358, norm 0.3606, swav 0.0000 LR: 2.649e-02 Score 96.395 Data time: 0.2039, Forward time: 2.2661, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.1925 [2020-11-09 02:29:34,738][root][INFO] - ===> Epoch[297](7716/26): Loss -0.1053, Sem 0.1440, dir -0.6002, norm 0.3509, swav 0.0000 LR: 2.648e-02 Score 95.416 Data time: 0.2521, Forward time: 2.2661, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.3755 [2020-11-09 02:29:40,332][root][INFO] - ===> Epoch[297](7717/26): Loss -0.1341, Sem 0.1273, dir -0.6305, norm 0.3692, swav 0.0000 LR: 2.647e-02 Score 95.729 Data time: 0.2387, Forward time: 2.2661, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.4568 [2020-11-09 02:29:46,668][root][INFO] - ===> Epoch[297](7718/26): Loss -0.1615, Sem 0.1154, dir -0.6280, norm 0.3511, swav 0.0000 LR: 2.646e-02 Score 96.138 Data time: 0.1951, Forward time: 2.2661, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 6.2219 [2020-11-09 02:29:53,317][root][INFO] - ===> Epoch[297](7719/26): Loss -0.1227, Sem 0.1390, dir -0.6430, norm 0.3813, swav 0.0000 LR: 2.645e-02 Score 94.984 Data time: 0.2106, Forward time: 2.2661, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 6.5527 [2020-11-09 02:29:58,853][root][INFO] - ===> Epoch[297](7720/26): Loss -0.1607, Sem 0.1237, dir -0.6460, norm 0.3616, swav 0.0000 LR: 2.644e-02 Score 95.795 Data time: 0.2131, Forward time: 2.2661, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.4111 [2020-11-09 02:30:05,566][root][INFO] - ===> Epoch[297](7721/26): Loss -0.0863, Sem 0.1429, dir -0.6358, norm 0.4066, swav 0.0000 LR: 2.643e-02 Score 95.517 Data time: 0.2091, Forward time: 2.2661, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.6087 [2020-11-09 02:30:11,429][root][INFO] - ===> Epoch[297](7722/26): Loss -0.1590, Sem 0.1141, dir -0.6185, norm 0.3454, swav 0.0000 LR: 2.642e-02 Score 95.968 Data time: 0.1864, Forward time: 2.2661, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.7324 [2020-11-09 02:30:17,985][root][INFO] - ===> Epoch[298](7723/26): Loss -0.1337, Sem 0.1240, dir -0.6597, norm 0.4019, swav 0.0000 LR: 2.641e-02 Score 95.232 Data time: 0.2001, Forward time: 2.2660, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.4498 [2020-11-09 02:30:23,275][root][INFO] - ===> Epoch[298](7724/26): Loss -0.1164, Sem 0.1598, dir -0.6564, norm 0.3803, swav 0.0000 LR: 2.640e-02 Score 94.514 Data time: 0.2121, Forward time: 2.2660, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.2124 [2020-11-09 02:30:28,267][root][INFO] - ===> Epoch[298](7725/26): Loss -0.1885, Sem 0.1115, dir -0.6599, norm 0.3599, swav 0.0000 LR: 2.639e-02 Score 96.014 Data time: 0.1507, Forward time: 2.2660, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 4.8621 [2020-11-09 02:30:33,616][root][INFO] - ===> Epoch[298](7726/26): Loss -0.1307, Sem 0.1217, dir -0.6162, norm 0.3638, swav 0.0000 LR: 2.638e-02 Score 96.128 Data time: 0.2329, Forward time: 2.2659, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.2354 [2020-11-09 02:30:38,373][root][INFO] - ===> Epoch[298](7727/26): Loss -0.1557, Sem 0.1162, dir -0.6308, norm 0.3589, swav 0.0000 LR: 2.637e-02 Score 96.133 Data time: 0.1889, Forward time: 2.2659, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 4.6350 [2020-11-09 02:30:43,181][root][INFO] - ===> Epoch[298](7728/26): Loss -0.0950, Sem 0.1526, dir -0.6043, norm 0.3567, swav 0.0000 LR: 2.636e-02 Score 95.216 Data time: 0.1690, Forward time: 2.2659, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 4.6642 [2020-11-09 02:30:48,369][root][INFO] - ===> Epoch[298](7729/26): Loss -0.1251, Sem 0.1277, dir -0.6189, norm 0.3661, swav 0.0000 LR: 2.635e-02 Score 96.070 Data time: 0.1985, Forward time: 2.2659, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.0477 [2020-11-09 02:30:53,403][root][INFO] - ===> Epoch[298](7730/26): Loss -0.1488, Sem 0.1150, dir -0.6425, norm 0.3787, swav 0.0000 LR: 2.634e-02 Score 96.308 Data time: 0.2046, Forward time: 2.2659, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.9083 [2020-11-09 02:30:58,628][root][INFO] - ===> Epoch[298](7731/26): Loss -0.1899, Sem 0.0932, dir -0.6301, norm 0.3470, swav 0.0000 LR: 2.633e-02 Score 96.949 Data time: 0.1723, Forward time: 2.2658, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.1032 [2020-11-09 02:31:05,172][root][INFO] - ===> Epoch[298](7732/26): Loss -0.1187, Sem 0.1310, dir -0.6164, norm 0.3667, swav 0.0000 LR: 2.632e-02 Score 95.550 Data time: 0.1686, Forward time: 2.2658, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 6.4311 [2020-11-09 02:31:11,431][root][INFO] - ===> Epoch[298](7733/26): Loss -0.1326, Sem 0.1140, dir -0.6023, norm 0.3556, swav 0.0000 LR: 2.631e-02 Score 96.276 Data time: 0.1442, Forward time: 2.2657, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.1459 [2020-11-09 02:31:16,754][root][INFO] - ===> Epoch[298](7734/26): Loss -0.1650, Sem 0.1344, dir -0.6621, norm 0.3627, swav 0.0000 LR: 2.629e-02 Score 95.948 Data time: 0.1699, Forward time: 2.2656, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.2489 [2020-11-09 02:31:21,751][root][INFO] - ===> Epoch[298](7735/26): Loss -0.1346, Sem 0.1207, dir -0.6237, norm 0.3684, swav 0.0000 LR: 2.628e-02 Score 95.679 Data time: 0.1726, Forward time: 2.2655, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 4.8835 [2020-11-09 02:31:27,239][root][INFO] - ===> Epoch[298](7736/26): Loss -0.0837, Sem 0.1288, dir -0.5869, norm 0.3744, swav 0.0000 LR: 2.627e-02 Score 96.096 Data time: 0.1867, Forward time: 2.2655, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.4195 [2020-11-09 02:31:32,392][root][INFO] - ===> Epoch[298](7737/26): Loss -0.1938, Sem 0.0923, dir -0.6270, norm 0.3408, swav 0.0000 LR: 2.626e-02 Score 96.684 Data time: 0.1939, Forward time: 2.2655, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.0277 [2020-11-09 02:31:39,202][root][INFO] - ===> Epoch[298](7738/26): Loss -0.1039, Sem 0.1056, dir -0.6041, norm 0.3946, swav 0.0000 LR: 2.625e-02 Score 96.445 Data time: 0.3109, Forward time: 2.2656, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.6867 [2020-11-09 02:31:45,659][root][INFO] - ===> Epoch[298](7739/26): Loss -0.1551, Sem 0.0905, dir -0.5946, norm 0.3491, swav 0.0000 LR: 2.624e-02 Score 96.450 Data time: 0.1607, Forward time: 2.2655, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 6.3074 [2020-11-09 02:31:52,052][root][INFO] - ===> Epoch[298](7740/26): Loss -0.1778, Sem 0.1241, dir -0.6493, norm 0.3474, swav 0.0000 LR: 2.623e-02 Score 95.828 Data time: 0.2939, Forward time: 2.2657, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 6.2905 [2020-11-09 02:31:57,798][root][INFO] - ===> Epoch[298](7741/26): Loss -0.1200, Sem 0.1471, dir -0.6476, norm 0.3806, swav 0.0000 LR: 2.622e-02 Score 95.085 Data time: 0.1493, Forward time: 2.2656, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.6228 [2020-11-09 02:32:02,866][root][INFO] - ===> Epoch[298](7742/26): Loss -0.1627, Sem 0.1124, dir -0.6570, norm 0.3819, swav 0.0000 LR: 2.621e-02 Score 96.201 Data time: 0.2140, Forward time: 2.2656, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 4.9816 [2020-11-09 02:32:08,095][root][INFO] - ===> Epoch[298](7743/26): Loss -0.0908, Sem 0.1277, dir -0.5970, norm 0.3785, swav 0.0000 LR: 2.620e-02 Score 96.047 Data time: 0.2420, Forward time: 2.2656, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.1107 [2020-11-09 02:32:13,436][root][INFO] - ===> Epoch[298](7744/26): Loss -0.1315, Sem 0.1160, dir -0.5934, norm 0.3459, swav 0.0000 LR: 2.619e-02 Score 95.815 Data time: 0.1754, Forward time: 2.2656, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.2013 [2020-11-09 02:32:19,348][root][INFO] - ===> Epoch[298](7745/26): Loss -0.1083, Sem 0.1145, dir -0.5947, norm 0.3718, swav 0.0000 LR: 2.618e-02 Score 95.498 Data time: 0.2010, Forward time: 2.2655, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.8160 [2020-11-09 02:32:25,921][root][INFO] - ===> Epoch[298](7746/26): Loss -0.1369, Sem 0.1047, dir -0.6159, norm 0.3743, swav 0.0000 LR: 2.617e-02 Score 96.198 Data time: 0.1903, Forward time: 2.2655, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.4694 [2020-11-09 02:32:32,437][root][INFO] - ===> Epoch[298](7747/26): Loss -0.1502, Sem 0.1279, dir -0.6236, norm 0.3455, swav 0.0000 LR: 2.616e-02 Score 95.627 Data time: 0.2192, Forward time: 2.2655, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.4008 [2020-11-09 02:32:37,720][root][INFO] - ===> Epoch[298](7748/26): Loss -0.0835, Sem 0.1858, dir -0.6495, norm 0.3802, swav 0.0000 LR: 2.615e-02 Score 94.384 Data time: 0.1526, Forward time: 2.2655, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.1416 [2020-11-09 02:32:44,068][root][INFO] - ===> Epoch[299](7749/26): Loss -0.1004, Sem 0.1272, dir -0.5954, norm 0.3677, swav 0.0000 LR: 2.614e-02 Score 95.894 Data time: 0.2057, Forward time: 2.2655, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 6.2629 [2020-11-09 02:32:49,543][root][INFO] - ===> Epoch[299](7750/26): Loss -0.0748, Sem 0.1233, dir -0.5991, norm 0.4010, swav 0.0000 LR: 2.613e-02 Score 96.970 Data time: 0.2048, Forward time: 2.2655, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.3572 [2020-11-09 02:32:54,872][root][INFO] - ===> Epoch[299](7751/26): Loss -0.0760, Sem 0.1802, dir -0.6081, norm 0.3519, swav 0.0000 LR: 2.612e-02 Score 94.290 Data time: 0.2566, Forward time: 2.2655, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.2047 [2020-11-09 02:33:01,793][root][INFO] - ===> Epoch[299](7752/26): Loss -0.1413, Sem 0.1320, dir -0.6322, norm 0.3589, swav 0.0000 LR: 2.611e-02 Score 95.221 Data time: 0.2542, Forward time: 2.2655, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 6.7883 [2020-11-09 02:33:06,969][root][INFO] - ===> Epoch[299](7753/26): Loss -0.1146, Sem 0.1296, dir -0.5828, norm 0.3386, swav 0.0000 LR: 2.610e-02 Score 95.566 Data time: 0.1602, Forward time: 2.2655, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.0492 [2020-11-09 02:33:12,084][root][INFO] - ===> Epoch[299](7754/26): Loss -0.2136, Sem 0.1136, dir -0.6451, norm 0.3179, swav 0.0000 LR: 2.609e-02 Score 96.376 Data time: 0.1832, Forward time: 2.2654, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 4.9978 [2020-11-09 02:33:18,260][root][INFO] - ===> Epoch[299](7755/26): Loss -0.1026, Sem 0.1221, dir -0.5761, norm 0.3514, swav 0.0000 LR: 2.608e-02 Score 95.909 Data time: 0.2124, Forward time: 2.2654, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 6.0865 [2020-11-09 02:33:24,249][root][INFO] - ===> Epoch[299](7756/26): Loss -0.1116, Sem 0.1409, dir -0.6137, norm 0.3612, swav 0.0000 LR: 2.606e-02 Score 96.273 Data time: 0.2437, Forward time: 2.2654, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.8653 [2020-11-09 02:33:29,337][root][INFO] - ===> Epoch[299](7757/26): Loss -0.1171, Sem 0.1205, dir -0.6008, norm 0.3632, swav 0.0000 LR: 2.605e-02 Score 96.042 Data time: 0.1966, Forward time: 2.2654, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 4.9525 [2020-11-09 02:33:34,472][root][INFO] - ===> Epoch[299](7758/26): Loss -0.1305, Sem 0.1005, dir -0.5984, norm 0.3673, swav 0.0000 LR: 2.604e-02 Score 96.571 Data time: 0.2384, Forward time: 2.2654, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.0364 [2020-11-09 02:33:39,723][root][INFO] - ===> Epoch[299](7759/26): Loss -0.1634, Sem 0.1086, dir -0.6403, norm 0.3683, swav 0.0000 LR: 2.603e-02 Score 96.280 Data time: 0.2014, Forward time: 2.2654, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.1348 [2020-11-09 02:33:44,897][root][INFO] - ===> Epoch[299](7760/26): Loss -0.0858, Sem 0.1430, dir -0.5766, norm 0.3478, swav 0.0000 LR: 2.602e-02 Score 95.521 Data time: 0.2581, Forward time: 2.2655, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.0648 [2020-11-09 02:33:49,581][root][INFO] - ===> Epoch[299](7761/26): Loss -0.1324, Sem 0.1213, dir -0.6389, norm 0.3852, swav 0.0000 LR: 2.601e-02 Score 96.235 Data time: 0.1602, Forward time: 2.2654, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 4.5507 [2020-11-09 02:33:54,676][root][INFO] - ===> Epoch[299](7762/26): Loss -0.1041, Sem 0.1563, dir -0.6201, norm 0.3598, swav 0.0000 LR: 2.600e-02 Score 95.222 Data time: 0.2391, Forward time: 2.2655, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.0178 [2020-11-09 02:34:00,009][root][INFO] - ===> Epoch[299](7763/26): Loss -0.0938, Sem 0.1235, dir -0.6037, norm 0.3864, swav 0.0000 LR: 2.599e-02 Score 96.210 Data time: 0.1670, Forward time: 2.2654, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.1878 [2020-11-09 02:34:05,145][root][INFO] - ===> Epoch[299](7764/26): Loss -0.1891, Sem 0.1178, dir -0.6510, norm 0.3442, swav 0.0000 LR: 2.598e-02 Score 96.550 Data time: 0.1938, Forward time: 2.2654, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.0516 [2020-11-09 02:34:10,365][root][INFO] - ===> Epoch[299](7765/26): Loss -0.1829, Sem 0.1200, dir -0.6512, norm 0.3483, swav 0.0000 LR: 2.597e-02 Score 96.290 Data time: 0.1749, Forward time: 2.2653, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.0981 [2020-11-09 02:34:14,775][root][INFO] - ===> Epoch[299](7766/26): Loss -0.1814, Sem 0.1228, dir -0.6620, norm 0.3577, swav 0.0000 LR: 2.596e-02 Score 95.505 Data time: 0.1673, Forward time: 2.2653, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.3217 [2020-11-09 02:34:20,374][root][INFO] - ===> Epoch[299](7767/26): Loss -0.0877, Sem 0.1320, dir -0.5886, norm 0.3689, swav 0.0000 LR: 2.595e-02 Score 95.932 Data time: 0.2022, Forward time: 2.2652, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.5040 [2020-11-09 02:34:25,949][root][INFO] - ===> Epoch[299](7768/26): Loss -0.1047, Sem 0.1420, dir -0.6141, norm 0.3674, swav 0.0000 LR: 2.594e-02 Score 95.725 Data time: 0.2514, Forward time: 2.2653, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.4512 [2020-11-09 02:34:32,026][root][INFO] - ===> Epoch[299](7769/26): Loss -0.1530, Sem 0.1001, dir -0.6075, norm 0.3544, swav 0.0000 LR: 2.593e-02 Score 96.481 Data time: 0.2734, Forward time: 2.2653, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.9155 [2020-11-09 02:34:39,951][root][INFO] - ===> Epoch[299](7770/26): Loss -0.1648, Sem 0.1230, dir -0.6591, norm 0.3713, swav 0.0000 LR: 2.592e-02 Score 95.785 Data time: 0.1928, Forward time: 2.2653, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 7.7693 [2020-11-09 02:34:47,251][root][INFO] - ===> Epoch[299](7771/26): Loss -0.1605, Sem 0.1286, dir -0.6484, norm 0.3592, swav 0.0000 LR: 2.591e-02 Score 95.964 Data time: 0.1698, Forward time: 2.2653, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 7.1792 [2020-11-09 02:34:53,450][root][INFO] - ===> Epoch[299](7772/26): Loss -0.0670, Sem 0.1355, dir -0.5694, norm 0.3668, swav 0.0000 LR: 2.590e-02 Score 95.422 Data time: 0.2094, Forward time: 2.2653, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 6.0984 [2020-11-09 02:34:59,574][root][INFO] - ===> Epoch[299](7773/26): Loss -0.0930, Sem 0.1434, dir -0.6013, norm 0.3649, swav 0.0000 LR: 2.589e-02 Score 95.553 Data time: 0.1452, Forward time: 2.2652, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.9885 [2020-11-09 02:35:05,750][root][INFO] - ===> Epoch[299](7774/26): Loss -0.1497, Sem 0.1214, dir -0.5972, norm 0.3262, swav 0.0000 LR: 2.588e-02 Score 96.082 Data time: 0.1680, Forward time: 2.2651, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 6.0563 [2020-11-09 02:35:10,428][root][INFO] - ===> Epoch[300](7775/26): Loss -0.2109, Sem 0.1393, dir -0.6844, norm 0.3342, swav 0.0000 LR: 2.587e-02 Score 95.191 Data time: 0.1807, Forward time: 2.2651, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 4.5726 [2020-11-09 02:35:15,691][root][INFO] - ===> Epoch[300](7776/26): Loss -0.1276, Sem 0.1155, dir -0.6171, norm 0.3740, swav 0.0000 LR: 2.586e-02 Score 95.857 Data time: 0.1856, Forward time: 2.2651, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.1427 [2020-11-09 02:35:21,566][root][INFO] - ===> Epoch[300](7777/26): Loss -0.1501, Sem 0.1336, dir -0.6688, norm 0.3851, swav 0.0000 LR: 2.585e-02 Score 95.177 Data time: 0.2002, Forward time: 2.2650, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.7486 [2020-11-09 02:35:26,628][root][INFO] - ===> Epoch[300](7778/26): Loss -0.1271, Sem 0.1030, dir -0.5694, norm 0.3392, swav 0.0000 LR: 2.583e-02 Score 96.620 Data time: 0.2261, Forward time: 2.2651, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 4.9223 [2020-11-09 02:35:32,973][root][INFO] - ===> Epoch[300](7779/26): Loss -0.0850, Sem 0.1102, dir -0.5840, norm 0.3888, swav 0.0000 LR: 2.582e-02 Score 96.862 Data time: 0.1798, Forward time: 2.2650, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 6.2204 [2020-11-09 02:35:39,261][root][INFO] - ===> Epoch[300](7780/26): Loss -0.0898, Sem 0.1399, dir -0.5825, norm 0.3528, swav 0.0000 LR: 2.581e-02 Score 95.482 Data time: 0.2941, Forward time: 2.2651, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 6.1664 [2020-11-09 02:35:44,358][root][INFO] - ===> Epoch[300](7781/26): Loss -0.1615, Sem 0.1000, dir -0.6101, norm 0.3486, swav 0.0000 LR: 2.580e-02 Score 96.882 Data time: 0.2131, Forward time: 2.2651, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 4.9573 [2020-11-09 02:35:49,070][root][INFO] - ===> Epoch[300](7782/26): Loss -0.1526, Sem 0.1267, dir -0.6325, norm 0.3532, swav 0.0000 LR: 2.579e-02 Score 95.578 Data time: 0.2187, Forward time: 2.2651, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 4.5879 [2020-11-09 02:35:55,168][root][INFO] - ===> Epoch[300](7783/26): Loss -0.2108, Sem 0.1146, dir -0.6739, norm 0.3484, swav 0.0000 LR: 2.578e-02 Score 96.373 Data time: 0.2017, Forward time: 2.2651, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.9647 [2020-11-09 02:36:01,349][root][INFO] - ===> Epoch[300](7784/26): Loss -0.0706, Sem 0.1221, dir -0.6153, norm 0.4225, swav 0.0000 LR: 2.577e-02 Score 95.939 Data time: 0.2747, Forward time: 2.2652, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 6.0802 [2020-11-09 02:36:07,234][root][INFO] - ===> Epoch[300](7785/26): Loss -0.0997, Sem 0.1166, dir -0.6161, norm 0.3998, swav 0.0000 LR: 2.576e-02 Score 95.961 Data time: 0.1757, Forward time: 2.2652, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.7627 [2020-11-09 02:36:13,594][root][INFO] - ===> Epoch[300](7786/26): Loss -0.1022, Sem 0.1339, dir -0.5902, norm 0.3540, swav 0.0000 LR: 2.575e-02 Score 95.638 Data time: 0.1829, Forward time: 2.2652, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.2288 [2020-11-09 02:36:19,381][root][INFO] - ===> Epoch[300](7787/26): Loss -0.1495, Sem 0.1249, dir -0.6457, norm 0.3712, swav 0.0000 LR: 2.574e-02 Score 95.927 Data time: 0.2111, Forward time: 2.2651, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.6746 [2020-11-09 02:36:23,689][root][INFO] - ===> Epoch[300](7788/26): Loss -0.1417, Sem 0.1348, dir -0.6532, norm 0.3767, swav 0.0000 LR: 2.573e-02 Score 95.521 Data time: 0.2019, Forward time: 2.2651, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 4.2008 [2020-11-09 02:36:27,794][root][INFO] - ===> Epoch[300](7789/26): Loss -0.1958, Sem 0.1304, dir -0.6755, norm 0.3492, swav 0.0000 LR: 2.572e-02 Score 95.768 Data time: 0.1672, Forward time: 2.2650, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 4.0005 [2020-11-09 02:36:32,870][root][INFO] - ===> Epoch[300](7790/26): Loss -0.1934, Sem 0.1158, dir -0.6864, norm 0.3772, swav 0.0000 LR: 2.571e-02 Score 95.967 Data time: 0.2231, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 4.9787 [2020-11-09 02:36:37,857][root][INFO] - ===> Epoch[300](7791/26): Loss -0.1223, Sem 0.1529, dir -0.6301, norm 0.3550, swav 0.0000 LR: 2.570e-02 Score 94.944 Data time: 0.2518, Forward time: 2.2650, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 4.8597 [2020-11-09 02:36:43,775][root][INFO] - ===> Epoch[300](7792/26): Loss -0.1560, Sem 0.1357, dir -0.6414, norm 0.3497, swav 0.0000 LR: 2.569e-02 Score 96.005 Data time: 0.2616, Forward time: 2.2651, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.8039 [2020-11-09 02:36:50,235][root][INFO] - ===> Epoch[300](7793/26): Loss -0.1373, Sem 0.1040, dir -0.5830, norm 0.3417, swav 0.0000 LR: 2.568e-02 Score 96.813 Data time: 0.1843, Forward time: 2.2651, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 6.3572 [2020-11-09 02:36:56,004][root][INFO] - ===> Epoch[300](7794/26): Loss -0.1774, Sem 0.1299, dir -0.6517, norm 0.3444, swav 0.0000 LR: 2.567e-02 Score 95.773 Data time: 0.1930, Forward time: 2.2651, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.6425 [2020-11-09 02:37:02,376][root][INFO] - ===> Epoch[300](7795/26): Loss -0.1415, Sem 0.1299, dir -0.6099, norm 0.3385, swav 0.0000 LR: 2.566e-02 Score 95.757 Data time: 0.2191, Forward time: 2.2651, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.2488 [2020-11-09 02:37:07,795][root][INFO] - ===> Epoch[300](7796/26): Loss -0.1352, Sem 0.1470, dir -0.6670, norm 0.3847, swav 0.0000 LR: 2.565e-02 Score 95.084 Data time: 0.1697, Forward time: 2.2650, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.3029 [2020-11-09 02:37:13,366][root][INFO] - ===> Epoch[300](7797/26): Loss -0.1251, Sem 0.0952, dir -0.6025, norm 0.3822, swav 0.0000 LR: 2.564e-02 Score 96.876 Data time: 0.2105, Forward time: 2.2650, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.4746 [2020-11-09 02:37:19,207][root][INFO] - ===> Epoch[300](7798/26): Loss -0.1433, Sem 0.1084, dir -0.6523, norm 0.4005, swav 0.0000 LR: 2.563e-02 Score 96.175 Data time: 0.2024, Forward time: 2.2650, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.7423 [2020-11-09 02:37:25,755][root][INFO] - ===> Epoch[300](7799/26): Loss -0.1106, Sem 0.1167, dir -0.5647, norm 0.3375, swav 0.0000 LR: 2.562e-02 Score 96.320 Data time: 0.2237, Forward time: 2.2650, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 6.4101 [2020-11-09 02:37:30,984][root][INFO] - ===> Epoch[300](7800/26): Loss -0.2152, Sem 0.1016, dir -0.6510, norm 0.3342, swav 0.0000 LR: 2.560e-02 Score 96.513 Data time: 0.2586, Forward time: 2.2650, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.1005 [2020-11-09 02:37:35,381][root][INFO] - ===> Epoch[301](7801/26): Loss -0.1493, Sem 0.1307, dir -0.6443, norm 0.3643, swav 0.0000 LR: 2.559e-02 Score 95.877 Data time: 0.2210, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 4.2787 [2020-11-09 02:37:41,426][root][INFO] - ===> Epoch[301](7802/26): Loss -0.1356, Sem 0.1040, dir -0.6093, norm 0.3697, swav 0.0000 LR: 2.558e-02 Score 96.388 Data time: 0.1933, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.9459 [2020-11-09 02:37:46,962][root][INFO] - ===> Epoch[301](7803/26): Loss -0.1263, Sem 0.1071, dir -0.6102, norm 0.3768, swav 0.0000 LR: 2.557e-02 Score 97.049 Data time: 0.2018, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.4250 [2020-11-09 02:37:52,908][root][INFO] - ===> Epoch[301](7804/26): Loss -0.1563, Sem 0.1030, dir -0.6087, norm 0.3493, swav 0.0000 LR: 2.556e-02 Score 96.579 Data time: 0.1950, Forward time: 2.2649, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.8017 [2020-11-09 02:38:00,055][root][INFO] - ===> Epoch[301](7805/26): Loss -0.2035, Sem 0.1060, dir -0.6664, norm 0.3569, swav 0.0000 LR: 2.555e-02 Score 96.720 Data time: 0.1625, Forward time: 2.2648, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 7.0318 [2020-11-09 02:38:05,801][root][INFO] - ===> Epoch[301](7806/26): Loss -0.1076, Sem 0.1210, dir -0.5903, norm 0.3616, swav 0.0000 LR: 2.554e-02 Score 95.861 Data time: 0.1740, Forward time: 2.2648, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.6555 [2020-11-09 02:38:11,632][root][INFO] - ===> Epoch[301](7807/26): Loss -0.2054, Sem 0.1154, dir -0.6563, norm 0.3354, swav 0.0000 LR: 2.553e-02 Score 95.778 Data time: 0.1344, Forward time: 2.2647, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.6924 [2020-11-09 02:38:17,563][root][INFO] - ===> Epoch[301](7808/26): Loss -0.1449, Sem 0.1127, dir -0.6396, norm 0.3820, swav 0.0000 LR: 2.552e-02 Score 95.823 Data time: 0.2445, Forward time: 2.2647, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.8587 [2020-11-09 02:38:23,611][root][INFO] - ===> Epoch[301](7809/26): Loss -0.1292, Sem 0.1051, dir -0.6239, norm 0.3896, swav 0.0000 LR: 2.551e-02 Score 96.256 Data time: 0.2916, Forward time: 2.2648, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.9443 [2020-11-09 02:38:30,605][root][INFO] - ===> Epoch[301](7810/26): Loss -0.1233, Sem 0.1174, dir -0.6167, norm 0.3760, swav 0.0000 LR: 2.550e-02 Score 95.878 Data time: 0.1646, Forward time: 2.2647, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 6.8498 [2020-11-09 02:38:36,472][root][INFO] - ===> Epoch[301](7811/26): Loss -0.1642, Sem 0.1272, dir -0.6377, norm 0.3464, swav 0.0000 LR: 2.549e-02 Score 95.242 Data time: 0.1740, Forward time: 2.2647, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.7638 [2020-11-09 02:38:42,357][root][INFO] - ===> Epoch[301](7812/26): Loss -0.1836, Sem 0.1022, dir -0.6369, norm 0.3511, swav 0.0000 LR: 2.548e-02 Score 96.355 Data time: 0.1896, Forward time: 2.2646, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 5.7731 [2020-11-09 02:38:47,725][root][INFO] - ===> Epoch[301](7813/26): Loss -0.1747, Sem 0.1155, dir -0.6348, norm 0.3445, swav 0.0000 LR: 2.547e-02 Score 96.215 Data time: 0.2474, Forward time: 2.2647, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.2065 [2020-11-09 02:38:52,914][root][INFO] - ===> Epoch[301](7814/26): Loss -0.1061, Sem 0.1349, dir -0.6300, norm 0.3890, swav 0.0000 LR: 2.546e-02 Score 95.839 Data time: 0.1573, Forward time: 2.2646, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.0526 [2020-11-09 02:38:58,851][root][INFO] - ===> Epoch[301](7815/26): Loss -0.1383, Sem 0.1085, dir -0.6071, norm 0.3603, swav 0.0000 LR: 2.545e-02 Score 95.979 Data time: 0.1876, Forward time: 2.2646, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.8172 [2020-11-09 02:39:04,174][root][INFO] - ===> Epoch[301](7816/26): Loss -0.1724, Sem 0.1154, dir -0.6364, norm 0.3487, swav 0.0000 LR: 2.544e-02 Score 96.340 Data time: 0.1936, Forward time: 2.2646, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.2132 [2020-11-09 02:39:09,658][root][INFO] - ===> Epoch[301](7817/26): Loss -0.1038, Sem 0.1218, dir -0.6183, norm 0.3926, swav 0.0000 LR: 2.543e-02 Score 95.757 Data time: 0.2004, Forward time: 2.2646, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.3996 [2020-11-09 02:39:15,891][root][INFO] - ===> Epoch[301](7818/26): Loss -0.1533, Sem 0.1035, dir -0.6171, norm 0.3602, swav 0.0000 LR: 2.542e-02 Score 96.209 Data time: 0.1973, Forward time: 2.2645, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 6.0630 [2020-11-09 02:39:20,706][root][INFO] - ===> Epoch[301](7819/26): Loss -0.1815, Sem 0.1160, dir -0.6233, norm 0.3257, swav 0.0000 LR: 2.541e-02 Score 96.935 Data time: 0.1985, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 4.7095 [2020-11-09 02:39:26,388][root][INFO] - ===> Epoch[301](7820/26): Loss -0.0449, Sem 0.1310, dir -0.6059, norm 0.4300, swav 0.0000 LR: 2.540e-02 Score 95.438 Data time: 0.2491, Forward time: 2.2646, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.5656 [2020-11-09 02:39:31,253][root][INFO] - ===> Epoch[301](7821/26): Loss -0.1931, Sem 0.1351, dir -0.6765, norm 0.3483, swav 0.0000 LR: 2.538e-02 Score 95.375 Data time: 0.1833, Forward time: 2.2646, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 4.7234 [2020-11-09 02:39:36,586][root][INFO] - ===> Epoch[301](7822/26): Loss -0.1007, Sem 0.1263, dir -0.5724, norm 0.3453, swav 0.0000 LR: 2.537e-02 Score 96.029 Data time: 0.2603, Forward time: 2.2646, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.2164 [2020-11-09 02:39:42,641][root][INFO] - ===> Epoch[301](7823/26): Loss -0.1950, Sem 0.1301, dir -0.6496, norm 0.3245, swav 0.0000 LR: 2.536e-02 Score 95.634 Data time: 0.1606, Forward time: 2.2646, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.9415 [2020-11-09 02:39:49,756][root][INFO] - ===> Epoch[301](7824/26): Loss -0.0986, Sem 0.1418, dir -0.6269, norm 0.3864, swav 0.0000 LR: 2.535e-02 Score 94.742 Data time: 0.1452, Forward time: 2.2644, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 7.0061 [2020-11-09 02:39:56,190][root][INFO] - ===> Epoch[301](7825/26): Loss -0.1479, Sem 0.1257, dir -0.6306, norm 0.3570, swav 0.0000 LR: 2.534e-02 Score 96.219 Data time: 0.2102, Forward time: 2.2644, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 6.3498 [2020-11-09 02:40:01,179][root][INFO] - ===> Epoch[301](7826/26): Loss -0.1427, Sem 0.1019, dir -0.6333, norm 0.3887, swav 0.0000 LR: 2.533e-02 Score 96.595 Data time: 0.2119, Forward time: 2.2644, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 4.8774 [2020-11-09 02:40:05,854][root][INFO] - ===> Epoch[302](7827/26): Loss -0.1474, Sem 0.1143, dir -0.6289, norm 0.3671, swav 0.0000 LR: 2.532e-02 Score 96.136 Data time: 0.1855, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 4.5496 [2020-11-09 02:40:11,428][root][INFO] - ===> Epoch[302](7828/26): Loss -0.1010, Sem 0.1205, dir -0.5789, norm 0.3575, swav 0.0000 LR: 2.531e-02 Score 96.498 Data time: 0.2179, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.4655 [2020-11-09 02:40:17,962][root][INFO] - ===> Epoch[302](7829/26): Loss -0.1373, Sem 0.1084, dir -0.5999, norm 0.3542, swav 0.0000 LR: 2.530e-02 Score 96.849 Data time: 0.2642, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 6.3982 [2020-11-09 02:40:24,148][root][INFO] - ===> Epoch[302](7830/26): Loss -0.1712, Sem 0.1224, dir -0.6464, norm 0.3528, swav 0.0000 LR: 2.529e-02 Score 95.942 Data time: 0.1487, Forward time: 2.2644, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 6.0340 [2020-11-09 02:40:29,354][root][INFO] - ===> Epoch[302](7831/26): Loss -0.1064, Sem 0.1498, dir -0.6083, norm 0.3521, swav 0.0000 LR: 2.528e-02 Score 94.453 Data time: 0.2223, Forward time: 2.2644, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 5.1212 [2020-11-09 02:40:34,512][root][INFO] - ===> Epoch[302](7832/26): Loss -0.1443, Sem 0.1194, dir -0.6128, norm 0.3491, swav 0.0000 LR: 2.527e-02 Score 96.163 Data time: 0.2588, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.0574 [2020-11-09 02:40:39,087][root][INFO] - ===> Epoch[302](7833/26): Loss -0.1934, Sem 0.1047, dir -0.6308, norm 0.3328, swav 0.0000 LR: 2.526e-02 Score 96.126 Data time: 0.2051, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.4501 [2020-11-09 02:40:46,620][root][INFO] - ===> Epoch[302](7834/26): Loss -0.1542, Sem 0.1103, dir -0.6192, norm 0.3547, swav 0.0000 LR: 2.525e-02 Score 96.298 Data time: 0.3664, Forward time: 2.2646, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 7.4360 [2020-11-09 02:40:52,419][root][INFO] - ===> Epoch[302](7835/26): Loss -0.1582, Sem 0.1172, dir -0.6351, norm 0.3597, swav 0.0000 LR: 2.524e-02 Score 95.996 Data time: 0.2619, Forward time: 2.2647, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.6603 [2020-11-09 02:40:57,616][root][INFO] - ===> Epoch[302](7836/26): Loss -0.1452, Sem 0.1454, dir -0.6155, norm 0.3249, swav 0.0000 LR: 2.523e-02 Score 95.761 Data time: 0.1893, Forward time: 2.2646, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.0795 [2020-11-09 02:41:03,266][root][INFO] - ===> Epoch[302](7837/26): Loss -0.1529, Sem 0.1233, dir -0.6279, norm 0.3518, swav 0.0000 LR: 2.522e-02 Score 95.108 Data time: 0.2103, Forward time: 2.2646, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.5413 [2020-11-09 02:41:08,699][root][INFO] - ===> Epoch[302](7838/26): Loss -0.1111, Sem 0.1269, dir -0.5625, norm 0.3246, swav 0.0000 LR: 2.521e-02 Score 95.546 Data time: 0.1740, Forward time: 2.2646, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.3153 [2020-11-09 02:41:13,787][root][INFO] - ===> Epoch[302](7839/26): Loss -0.1643, Sem 0.1640, dir -0.6621, norm 0.3338, swav 0.0000 LR: 2.520e-02 Score 94.631 Data time: 0.2133, Forward time: 2.2646, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 4.9819 [2020-11-09 02:41:19,306][root][INFO] - ===> Epoch[302](7840/26): Loss -0.1297, Sem 0.1488, dir -0.6695, norm 0.3910, swav 0.0000 LR: 2.519e-02 Score 95.474 Data time: 0.1562, Forward time: 2.2645, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.4010 [2020-11-09 02:41:25,118][root][INFO] - ===> Epoch[302](7841/26): Loss -0.1479, Sem 0.1185, dir -0.6488, norm 0.3824, swav 0.0000 LR: 2.517e-02 Score 95.950 Data time: 0.2123, Forward time: 2.2646, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.7126 [2020-11-09 02:41:31,433][root][INFO] - ===> Epoch[302](7842/26): Loss -0.0983, Sem 0.1395, dir -0.6041, norm 0.3663, swav 0.0000 LR: 2.516e-02 Score 95.865 Data time: 0.2241, Forward time: 2.2646, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 6.1828 [2020-11-09 02:41:37,583][root][INFO] - ===> Epoch[302](7843/26): Loss -0.0989, Sem 0.1096, dir -0.6033, norm 0.3948, swav 0.0000 LR: 2.515e-02 Score 96.819 Data time: 0.1789, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 6.0061 [2020-11-09 02:41:44,326][root][INFO] - ===> Epoch[302](7844/26): Loss -0.1314, Sem 0.1486, dir -0.6463, norm 0.3662, swav 0.0000 LR: 2.514e-02 Score 95.352 Data time: 0.2677, Forward time: 2.2646, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 6.6464 [2020-11-09 02:41:50,698][root][INFO] - ===> Epoch[302](7845/26): Loss -0.1351, Sem 0.1087, dir -0.6077, norm 0.3639, swav 0.0000 LR: 2.513e-02 Score 96.621 Data time: 0.1711, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 6.2110 [2020-11-09 02:41:55,883][root][INFO] - ===> Epoch[302](7846/26): Loss -0.0648, Sem 0.1529, dir -0.6121, norm 0.3944, swav 0.0000 LR: 2.512e-02 Score 95.007 Data time: 0.2312, Forward time: 2.2646, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.0945 [2020-11-09 02:42:03,405][root][INFO] - ===> Epoch[302](7847/26): Loss -0.1260, Sem 0.1112, dir -0.5818, norm 0.3446, swav 0.0000 LR: 2.511e-02 Score 96.158 Data time: 0.2123, Forward time: 2.2646, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 7.3957 [2020-11-09 02:42:08,833][root][INFO] - ===> Epoch[302](7848/26): Loss -0.1730, Sem 0.1223, dir -0.6487, norm 0.3534, swav 0.0000 LR: 2.510e-02 Score 95.880 Data time: 0.1802, Forward time: 2.2645, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.3028 [2020-11-09 02:42:15,056][root][INFO] - ===> Epoch[302](7849/26): Loss -0.1092, Sem 0.1350, dir -0.5943, norm 0.3501, swav 0.0000 LR: 2.509e-02 Score 95.309 Data time: 0.2973, Forward time: 2.2646, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 6.1294 [2020-11-09 02:42:19,691][root][INFO] - ===> Epoch[302](7850/26): Loss -0.1582, Sem 0.1132, dir -0.6148, norm 0.3433, swav 0.0000 LR: 2.508e-02 Score 95.983 Data time: 0.1865, Forward time: 2.2646, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 4.4847 [2020-11-09 02:42:24,699][root][INFO] - ===> Epoch[302](7851/26): Loss -0.1262, Sem 0.1226, dir -0.6461, norm 0.3973, swav 0.0000 LR: 2.507e-02 Score 95.920 Data time: 0.2483, Forward time: 2.2646, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.9087 [2020-11-09 02:42:29,960][root][INFO] - ===> Epoch[302](7852/26): Loss -0.1504, Sem 0.1189, dir -0.6314, norm 0.3620, swav 0.0000 LR: 2.506e-02 Score 95.834 Data time: 0.1849, Forward time: 2.2646, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.1436 [2020-11-09 02:42:37,263][root][INFO] - ===> Epoch[303](7853/26): Loss -0.0905, Sem 0.0988, dir -0.5623, norm 0.3730, swav 0.0000 LR: 2.505e-02 Score 96.704 Data time: 0.1859, Forward time: 2.2645, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 7.2032 [2020-11-09 02:42:43,779][root][INFO] - ===> Epoch[303](7854/26): Loss -0.1203, Sem 0.1315, dir -0.6021, norm 0.3503, swav 0.0000 LR: 2.504e-02 Score 95.520 Data time: 0.2252, Forward time: 2.2646, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 6.4157 [2020-11-09 02:42:48,814][root][INFO] - ===> Epoch[303](7855/26): Loss -0.1436, Sem 0.1172, dir -0.6055, norm 0.3446, swav 0.0000 LR: 2.503e-02 Score 96.033 Data time: 0.2351, Forward time: 2.2646, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 4.9002 [2020-11-09 02:42:53,540][root][INFO] - ===> Epoch[303](7856/26): Loss -0.2226, Sem 0.1252, dir -0.6816, norm 0.3339, swav 0.0000 LR: 2.502e-02 Score 95.426 Data time: 0.1492, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 4.6011 [2020-11-09 02:42:58,684][root][INFO] - ===> Epoch[303](7857/26): Loss -0.0697, Sem 0.1268, dir -0.6130, norm 0.4165, swav 0.0000 LR: 2.501e-02 Score 95.749 Data time: 0.1269, Forward time: 2.2644, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 5.0593 [2020-11-09 02:43:04,907][root][INFO] - ===> Epoch[303](7858/26): Loss -0.1408, Sem 0.1251, dir -0.6159, norm 0.3500, swav 0.0000 LR: 2.500e-02 Score 96.102 Data time: 0.2946, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 6.1239 [2020-11-09 02:43:09,590][root][INFO] - ===> Epoch[303](7859/26): Loss -0.1677, Sem 0.0963, dir -0.6151, norm 0.3511, swav 0.0000 LR: 2.499e-02 Score 96.218 Data time: 0.1864, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.5494 [2020-11-09 02:43:15,065][root][INFO] - ===> Epoch[303](7860/26): Loss -0.1729, Sem 0.1085, dir -0.6204, norm 0.3389, swav 0.0000 LR: 2.498e-02 Score 96.354 Data time: 0.1600, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.3523 [2020-11-09 02:43:21,198][root][INFO] - ===> Epoch[303](7861/26): Loss -0.1201, Sem 0.1196, dir -0.6222, norm 0.3826, swav 0.0000 LR: 2.497e-02 Score 96.408 Data time: 0.1752, Forward time: 2.2644, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 6.0383 [2020-11-09 02:43:26,297][root][INFO] - ===> Epoch[303](7862/26): Loss -0.1334, Sem 0.1027, dir -0.6027, norm 0.3665, swav 0.0000 LR: 2.495e-02 Score 96.454 Data time: 0.2100, Forward time: 2.2643, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 4.9913 [2020-11-09 02:43:32,150][root][INFO] - ===> Epoch[303](7863/26): Loss -0.2275, Sem 0.1229, dir -0.6965, norm 0.3462, swav 0.0000 LR: 2.494e-02 Score 95.570 Data time: 0.2870, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.7470 [2020-11-09 02:43:37,849][root][INFO] - ===> Epoch[303](7864/26): Loss -0.1041, Sem 0.1210, dir -0.6204, norm 0.3953, swav 0.0000 LR: 2.493e-02 Score 96.171 Data time: 0.2546, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.5734 [2020-11-09 02:43:45,127][root][INFO] - ===> Epoch[303](7865/26): Loss -0.0859, Sem 0.1237, dir -0.5682, norm 0.3585, swav 0.0000 LR: 2.492e-02 Score 96.070 Data time: 0.2269, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 7.1418 [2020-11-09 02:43:52,021][root][INFO] - ===> Epoch[303](7866/26): Loss -0.1602, Sem 0.1006, dir -0.6065, norm 0.3457, swav 0.0000 LR: 2.491e-02 Score 96.811 Data time: 0.1936, Forward time: 2.2645, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 6.7673 [2020-11-09 02:43:57,984][root][INFO] - ===> Epoch[303](7867/26): Loss -0.1899, Sem 0.1246, dir -0.6802, norm 0.3656, swav 0.0000 LR: 2.490e-02 Score 96.323 Data time: 0.2054, Forward time: 2.2645, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.8413 [2020-11-09 02:44:03,147][root][INFO] - ===> Epoch[303](7868/26): Loss -0.0954, Sem 0.1084, dir -0.6044, norm 0.4007, swav 0.0000 LR: 2.489e-02 Score 96.238 Data time: 0.1983, Forward time: 2.2645, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 5.0412 [2020-11-09 02:44:09,663][root][INFO] - ===> Epoch[303](7869/26): Loss -0.1579, Sem 0.1331, dir -0.6155, norm 0.3245, swav 0.0000 LR: 2.488e-02 Score 95.557 Data time: 0.1693, Forward time: 2.2644, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 6.3832 [2020-11-09 02:44:15,152][root][INFO] - ===> Epoch[303](7870/26): Loss -0.1419, Sem 0.1027, dir -0.6201, norm 0.3756, swav 0.0000 LR: 2.487e-02 Score 96.449 Data time: 0.1996, Forward time: 2.2644, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 5.4097 [2020-11-09 02:44:19,845][root][INFO] - ===> Epoch[303](7871/26): Loss -0.1858, Sem 0.0978, dir -0.6163, norm 0.3327, swav 0.0000 LR: 2.486e-02 Score 96.384 Data time: 0.1597, Forward time: 2.2643, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 4.5767 [2020-11-09 02:44:26,292][root][INFO] - ===> Epoch[303](7872/26): Loss -0.1436, Sem 0.1213, dir -0.6298, norm 0.3648, swav 0.0000 LR: 2.485e-02 Score 96.178 Data time: 0.2226, Forward time: 2.2643, Backward time: 3.0764, DDP time: 0.0049, Total iter time: 6.3585 [2020-11-09 02:44:31,188][root][INFO] - ===> Epoch[303](7873/26): Loss -0.1604, Sem 0.1047, dir -0.6220, norm 0.3570, swav 0.0000 LR: 2.484e-02 Score 96.422 Data time: 0.2319, Forward time: 2.2643, Backward time: 3.0763, DDP time: 0.0049, Total iter time: 4.7373 [2020-11-09 02:44:36,071][root][INFO] - ===> Epoch[303](7874/26): Loss -0.1102, Sem 0.1296, dir -0.6090, norm 0.3692, swav 0.0000 LR: 2.483e-02 Score 95.127 Data time: 0.2442, Forward time: 2.2644, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 4.7674 [2020-11-09 02:44:41,181][root][INFO] - ===> Epoch[303](7875/26): Loss -0.1777, Sem 0.1088, dir -0.6527, norm 0.3663, swav 0.0000 LR: 2.482e-02 Score 95.990 Data time: 0.2292, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.9682 [2020-11-09 02:44:47,582][root][INFO] - ===> Epoch[303](7876/26): Loss -0.1557, Sem 0.1351, dir -0.6783, norm 0.3874, swav 0.0000 LR: 2.481e-02 Score 95.379 Data time: 0.2348, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 6.2660 [2020-11-09 02:44:53,040][root][INFO] - ===> Epoch[303](7877/26): Loss -0.1367, Sem 0.1214, dir -0.6136, norm 0.3555, swav 0.0000 LR: 2.480e-02 Score 96.060 Data time: 0.2484, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.3362 [2020-11-09 02:44:58,637][root][INFO] - ===> Epoch[303](7878/26): Loss -0.1226, Sem 0.1322, dir -0.6276, norm 0.3728, swav 0.0000 LR: 2.479e-02 Score 95.967 Data time: 0.2655, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.4830 [2020-11-09 02:45:05,011][root][INFO] - ===> Epoch[304](7879/26): Loss -0.1094, Sem 0.1197, dir -0.5968, norm 0.3678, swav 0.0000 LR: 2.478e-02 Score 95.882 Data time: 0.1996, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 6.2338 [2020-11-09 02:45:10,856][root][INFO] - ===> Epoch[304](7880/26): Loss -0.1524, Sem 0.1155, dir -0.6141, norm 0.3462, swav 0.0000 LR: 2.477e-02 Score 95.412 Data time: 0.2038, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.7387 [2020-11-09 02:45:16,473][root][INFO] - ===> Epoch[304](7881/26): Loss -0.1327, Sem 0.1185, dir -0.6005, norm 0.3493, swav 0.0000 LR: 2.476e-02 Score 96.300 Data time: 0.1866, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.4902 [2020-11-09 02:45:21,321][root][INFO] - ===> Epoch[304](7882/26): Loss -0.1330, Sem 0.1185, dir -0.6533, norm 0.4018, swav 0.0000 LR: 2.474e-02 Score 95.839 Data time: 0.2134, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.7464 [2020-11-09 02:45:27,323][root][INFO] - ===> Epoch[304](7883/26): Loss -0.1353, Sem 0.1132, dir -0.5712, norm 0.3227, swav 0.0000 LR: 2.473e-02 Score 95.940 Data time: 0.1683, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.8905 [2020-11-09 02:45:32,196][root][INFO] - ===> Epoch[304](7884/26): Loss -0.1896, Sem 0.1015, dir -0.6162, norm 0.3250, swav 0.0000 LR: 2.472e-02 Score 96.069 Data time: 0.2254, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.7789 [2020-11-09 02:45:37,119][root][INFO] - ===> Epoch[304](7885/26): Loss -0.1042, Sem 0.1015, dir -0.5802, norm 0.3744, swav 0.0000 LR: 2.471e-02 Score 97.107 Data time: 0.2192, Forward time: 2.2644, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 4.8127 [2020-11-09 02:45:42,871][root][INFO] - ===> Epoch[304](7886/26): Loss -0.1307, Sem 0.1283, dir -0.6320, norm 0.3731, swav 0.0000 LR: 2.470e-02 Score 95.910 Data time: 0.1935, Forward time: 2.2643, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.6199 [2020-11-09 02:45:48,869][root][INFO] - ===> Epoch[304](7887/26): Loss -0.1852, Sem 0.1165, dir -0.6473, norm 0.3456, swav 0.0000 LR: 2.469e-02 Score 96.224 Data time: 0.2227, Forward time: 2.2644, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.8845 [2020-11-09 02:45:53,945][root][INFO] - ===> Epoch[304](7888/26): Loss -0.1231, Sem 0.1181, dir -0.6206, norm 0.3794, swav 0.0000 LR: 2.468e-02 Score 96.200 Data time: 0.2151, Forward time: 2.2644, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 4.9556 [2020-11-09 02:46:00,361][root][INFO] - ===> Epoch[304](7889/26): Loss -0.1357, Sem 0.1173, dir -0.6498, norm 0.3967, swav 0.0000 LR: 2.467e-02 Score 95.755 Data time: 0.1651, Forward time: 2.2643, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 6.3049 [2020-11-09 02:46:05,917][root][INFO] - ===> Epoch[304](7890/26): Loss -0.1576, Sem 0.1510, dir -0.6692, norm 0.3607, swav 0.0000 LR: 2.466e-02 Score 95.904 Data time: 0.2215, Forward time: 2.2643, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.4452 [2020-11-09 02:46:11,474][root][INFO] - ===> Epoch[304](7891/26): Loss -0.1440, Sem 0.0918, dir -0.5941, norm 0.3582, swav 0.0000 LR: 2.465e-02 Score 96.591 Data time: 0.2663, Forward time: 2.2643, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.4170 [2020-11-09 02:46:17,361][root][INFO] - ===> Epoch[304](7892/26): Loss -0.1223, Sem 0.1243, dir -0.5740, norm 0.3274, swav 0.0000 LR: 2.464e-02 Score 95.419 Data time: 0.1946, Forward time: 2.2643, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.7790 [2020-11-09 02:46:23,278][root][INFO] - ===> Epoch[304](7893/26): Loss -0.0966, Sem 0.1339, dir -0.5747, norm 0.3441, swav 0.0000 LR: 2.463e-02 Score 95.696 Data time: 0.2694, Forward time: 2.2644, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.8023 [2020-11-09 02:46:29,289][root][INFO] - ===> Epoch[304](7894/26): Loss -0.1261, Sem 0.1140, dir -0.6046, norm 0.3645, swav 0.0000 LR: 2.462e-02 Score 95.947 Data time: 0.2802, Forward time: 2.2645, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.8775 [2020-11-09 02:46:35,602][root][INFO] - ===> Epoch[304](7895/26): Loss -0.1650, Sem 0.1009, dir -0.6107, norm 0.3449, swav 0.0000 LR: 2.461e-02 Score 96.702 Data time: 0.2211, Forward time: 2.2645, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 6.1526 [2020-11-09 02:46:41,778][root][INFO] - ===> Epoch[304](7896/26): Loss -0.1457, Sem 0.1182, dir -0.6252, norm 0.3612, swav 0.0000 LR: 2.460e-02 Score 95.797 Data time: 0.1774, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 6.0417 [2020-11-09 02:46:47,750][root][INFO] - ===> Epoch[304](7897/26): Loss -0.1282, Sem 0.1065, dir -0.6063, norm 0.3717, swav 0.0000 LR: 2.459e-02 Score 96.734 Data time: 0.2317, Forward time: 2.2645, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.8854 [2020-11-09 02:46:52,369][root][INFO] - ===> Epoch[304](7898/26): Loss -0.1766, Sem 0.1091, dir -0.6334, norm 0.3477, swav 0.0000 LR: 2.458e-02 Score 96.645 Data time: 0.1957, Forward time: 2.2645, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 4.4808 [2020-11-09 02:46:59,533][root][INFO] - ===> Epoch[304](7899/26): Loss -0.1011, Sem 0.1186, dir -0.5793, norm 0.3596, swav 0.0000 LR: 2.457e-02 Score 95.994 Data time: 0.1825, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 7.0605 [2020-11-09 02:47:06,619][root][INFO] - ===> Epoch[304](7900/26): Loss -0.0669, Sem 0.1502, dir -0.5828, norm 0.3657, swav 0.0000 LR: 2.456e-02 Score 94.814 Data time: 0.3279, Forward time: 2.2646, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 6.9441 [2020-11-09 02:47:13,008][root][INFO] - ===> Epoch[304](7901/26): Loss -0.1327, Sem 0.1132, dir -0.5950, norm 0.3491, swav 0.0000 LR: 2.454e-02 Score 95.567 Data time: 0.1480, Forward time: 2.2646, Backward time: 3.0762, DDP time: 0.0049, Total iter time: 6.2689 [2020-11-09 02:47:17,834][root][INFO] - ===> Epoch[304](7902/26): Loss -0.1789, Sem 0.1161, dir -0.6561, norm 0.3611, swav 0.0000 LR: 2.453e-02 Score 95.983 Data time: 0.1784, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 4.7149 [2020-11-09 02:47:23,249][root][INFO] - ===> Epoch[304](7903/26): Loss -0.0898, Sem 0.1332, dir -0.6250, norm 0.4020, swav 0.0000 LR: 2.452e-02 Score 95.733 Data time: 0.1939, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.2959 [2020-11-09 02:47:28,220][root][INFO] - ===> Epoch[304](7904/26): Loss -0.1606, Sem 0.1145, dir -0.6553, norm 0.3801, swav 0.0000 LR: 2.451e-02 Score 96.274 Data time: 0.1697, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.8480 [2020-11-09 02:47:32,759][root][INFO] - ===> Epoch[305](7905/26): Loss -0.0901, Sem 0.1499, dir -0.6220, norm 0.3820, swav 0.0000 LR: 2.450e-02 Score 95.196 Data time: 0.1838, Forward time: 2.2644, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 4.4186 [2020-11-09 02:47:38,377][root][INFO] - ===> Epoch[305](7906/26): Loss -0.1388, Sem 0.1040, dir -0.6032, norm 0.3605, swav 0.0000 LR: 2.449e-02 Score 96.634 Data time: 0.2105, Forward time: 2.2644, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.5043 [2020-11-09 02:47:44,767][root][INFO] - ===> Epoch[305](7907/26): Loss -0.1317, Sem 0.1107, dir -0.5984, norm 0.3560, swav 0.0000 LR: 2.448e-02 Score 96.452 Data time: 0.2646, Forward time: 2.2644, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 6.2570 [2020-11-09 02:47:50,680][root][INFO] - ===> Epoch[305](7908/26): Loss -0.1352, Sem 0.1046, dir -0.5870, norm 0.3473, swav 0.0000 LR: 2.447e-02 Score 97.031 Data time: 0.2078, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.7761 [2020-11-09 02:47:56,012][root][INFO] - ===> Epoch[305](7909/26): Loss -0.0937, Sem 0.1379, dir -0.5787, norm 0.3471, swav 0.0000 LR: 2.446e-02 Score 95.516 Data time: 0.1815, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.1885 [2020-11-09 02:48:01,351][root][INFO] - ===> Epoch[305](7910/26): Loss -0.1427, Sem 0.1253, dir -0.6128, norm 0.3448, swav 0.0000 LR: 2.445e-02 Score 96.065 Data time: 0.2216, Forward time: 2.2644, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.2200 [2020-11-09 02:48:07,095][root][INFO] - ===> Epoch[305](7911/26): Loss -0.2075, Sem 0.1007, dir -0.6403, norm 0.3320, swav 0.0000 LR: 2.444e-02 Score 96.614 Data time: 0.1750, Forward time: 2.2644, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.6342 [2020-11-09 02:48:13,616][root][INFO] - ===> Epoch[305](7912/26): Loss -0.1494, Sem 0.1254, dir -0.6203, norm 0.3455, swav 0.0000 LR: 2.443e-02 Score 95.685 Data time: 0.2448, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 6.4307 [2020-11-09 02:48:19,373][root][INFO] - ===> Epoch[305](7913/26): Loss -0.1589, Sem 0.1210, dir -0.6321, norm 0.3523, swav 0.0000 LR: 2.442e-02 Score 95.469 Data time: 0.1924, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.6172 [2020-11-09 02:48:25,195][root][INFO] - ===> Epoch[305](7914/26): Loss -0.1553, Sem 0.1491, dir -0.6382, norm 0.3339, swav 0.0000 LR: 2.441e-02 Score 94.702 Data time: 0.1866, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.7166 [2020-11-09 02:48:30,561][root][INFO] - ===> Epoch[305](7915/26): Loss -0.0119, Sem 0.1530, dir -0.5771, norm 0.4121, swav 0.0000 LR: 2.440e-02 Score 94.721 Data time: 0.2185, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.2587 [2020-11-09 02:48:35,579][root][INFO] - ===> Epoch[305](7916/26): Loss -0.1783, Sem 0.1167, dir -0.6413, norm 0.3463, swav 0.0000 LR: 2.439e-02 Score 96.198 Data time: 0.1739, Forward time: 2.2643, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.8972 [2020-11-09 02:48:43,181][root][INFO] - ===> Epoch[305](7917/26): Loss -0.1593, Sem 0.0978, dir -0.6077, norm 0.3506, swav 0.0000 LR: 2.438e-02 Score 96.814 Data time: 0.3621, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 7.5244 [2020-11-09 02:48:48,325][root][INFO] - ===> Epoch[305](7918/26): Loss -0.0897, Sem 0.1765, dir -0.6568, norm 0.3905, swav 0.0000 LR: 2.437e-02 Score 94.626 Data time: 0.2066, Forward time: 2.2645, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.0131 [2020-11-09 02:48:53,688][root][INFO] - ===> Epoch[305](7919/26): Loss -0.1128, Sem 0.1120, dir -0.6173, norm 0.3925, swav 0.0000 LR: 2.436e-02 Score 96.110 Data time: 0.2152, Forward time: 2.2645, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.2095 [2020-11-09 02:48:59,968][root][INFO] - ===> Epoch[305](7920/26): Loss -0.1349, Sem 0.1191, dir -0.6275, norm 0.3736, swav 0.0000 LR: 2.434e-02 Score 95.815 Data time: 0.2528, Forward time: 2.2646, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 6.1592 [2020-11-09 02:49:05,366][root][INFO] - ===> Epoch[305](7921/26): Loss -0.1424, Sem 0.1403, dir -0.6387, norm 0.3560, swav 0.0000 LR: 2.433e-02 Score 95.470 Data time: 0.2509, Forward time: 2.2646, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.2406 [2020-11-09 02:49:10,261][root][INFO] - ===> Epoch[305](7922/26): Loss -0.1092, Sem 0.1425, dir -0.6379, norm 0.3862, swav 0.0000 LR: 2.432e-02 Score 95.620 Data time: 0.2328, Forward time: 2.2647, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 4.7787 [2020-11-09 02:49:16,200][root][INFO] - ===> Epoch[305](7923/26): Loss -0.1817, Sem 0.1393, dir -0.6912, norm 0.3702, swav 0.0000 LR: 2.431e-02 Score 95.697 Data time: 0.1696, Forward time: 2.2646, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.8107 [2020-11-09 02:49:22,053][root][INFO] - ===> Epoch[305](7924/26): Loss -0.1839, Sem 0.0958, dir -0.6593, norm 0.3796, swav 0.0000 LR: 2.430e-02 Score 96.847 Data time: 0.2237, Forward time: 2.2646, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.7682 [2020-11-09 02:49:28,052][root][INFO] - ===> Epoch[305](7925/26): Loss -0.1068, Sem 0.1314, dir -0.5887, norm 0.3506, swav 0.0000 LR: 2.429e-02 Score 95.411 Data time: 0.2206, Forward time: 2.2646, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.8638 [2020-11-09 02:49:34,865][root][INFO] - ===> Epoch[305](7926/26): Loss -0.1032, Sem 0.1216, dir -0.6217, norm 0.3969, swav 0.0000 LR: 2.428e-02 Score 95.908 Data time: 0.2437, Forward time: 2.2647, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 6.6983 [2020-11-09 02:49:42,127][root][INFO] - ===> Epoch[305](7927/26): Loss -0.1414, Sem 0.1025, dir -0.5949, norm 0.3510, swav 0.0000 LR: 2.427e-02 Score 96.689 Data time: 0.1328, Forward time: 2.2646, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 7.1343 [2020-11-09 02:49:47,406][root][INFO] - ===> Epoch[305](7928/26): Loss -0.1557, Sem 0.1242, dir -0.6487, norm 0.3688, swav 0.0000 LR: 2.426e-02 Score 96.065 Data time: 0.1802, Forward time: 2.2645, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.1772 [2020-11-09 02:49:52,462][root][INFO] - ===> Epoch[305](7929/26): Loss -0.1861, Sem 0.1197, dir -0.6525, norm 0.3466, swav 0.0000 LR: 2.425e-02 Score 96.090 Data time: 0.1999, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.9583 [2020-11-09 02:49:58,127][root][INFO] - ===> Epoch[305](7930/26): Loss -0.0903, Sem 0.1433, dir -0.6003, norm 0.3668, swav 0.0000 LR: 2.424e-02 Score 95.481 Data time: 0.1436, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.5492 [2020-11-09 02:50:03,231][root][INFO] - ===> Epoch[306](7931/26): Loss -0.0669, Sem 0.1272, dir -0.6218, norm 0.4277, swav 0.0000 LR: 2.423e-02 Score 95.694 Data time: 0.1515, Forward time: 2.2644, Backward time: 3.0761, DDP time: 0.0049, Total iter time: 5.0073 [2020-11-09 02:50:08,309][root][INFO] - ===> Epoch[306](7932/26): Loss -0.1388, Sem 0.1056, dir -0.6139, norm 0.3694, swav 0.0000 LR: 2.422e-02 Score 96.109 Data time: 0.2228, Forward time: 2.2644, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 4.9854 [2020-11-09 02:50:14,600][root][INFO] - ===> Epoch[306](7933/26): Loss -0.0964, Sem 0.1338, dir -0.5957, norm 0.3655, swav 0.0000 LR: 2.421e-02 Score 95.928 Data time: 0.3129, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 6.1691 [2020-11-09 02:50:20,499][root][INFO] - ===> Epoch[306](7934/26): Loss -0.0437, Sem 0.1686, dir -0.5903, norm 0.3780, swav 0.0000 LR: 2.420e-02 Score 94.262 Data time: 0.2312, Forward time: 2.2645, Backward time: 3.0760, DDP time: 0.0049, Total iter time: 5.7764 [2020-11-09 02:50:25,921][root][INFO] - ===> Epoch[306](7935/26): Loss -0.1019, Sem 0.1273, dir -0.5668, norm 0.3375, swav 0.0000 LR: 2.419e-02 Score 95.810 Data time: 0.2294, Forward time: 2.2646, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.2860 [2020-11-09 02:50:31,760][root][INFO] - ===> Epoch[306](7936/26): Loss -0.1911, Sem 0.0908, dir -0.6131, norm 0.3312, swav 0.0000 LR: 2.418e-02 Score 96.790 Data time: 0.2363, Forward time: 2.2646, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 5.7238 [2020-11-09 02:50:37,934][root][INFO] - ===> Epoch[306](7937/26): Loss -0.1070, Sem 0.1147, dir -0.6107, norm 0.3891, swav 0.0000 LR: 2.417e-02 Score 96.580 Data time: 0.2667, Forward time: 2.2646, Backward time: 3.0759, DDP time: 0.0049, Total iter time: 6.0505 [2020-11-09 02:50:43,349][root][INFO] - ===> Epoch[306](7938/26): Loss -0.0853, Sem 0.1366, dir -0.6175, norm 0.3956, swav 0.0000 LR: 2.416e-02 Score 95.558 Data time: 0.2671, Forward time: 2.2646, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.2998 [2020-11-09 02:50:50,634][root][INFO] - ===> Epoch[306](7939/26): Loss -0.0689, Sem 0.1235, dir -0.5819, norm 0.3895, swav 0.0000 LR: 2.414e-02 Score 95.648 Data time: 0.3448, Forward time: 2.2648, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 7.1823 [2020-11-09 02:50:56,080][root][INFO] - ===> Epoch[306](7940/26): Loss -0.2131, Sem 0.1003, dir -0.6543, norm 0.3410, swav 0.0000 LR: 2.413e-02 Score 97.097 Data time: 0.2081, Forward time: 2.2648, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.3095 [2020-11-09 02:51:01,661][root][INFO] - ===> Epoch[306](7941/26): Loss -0.1419, Sem 0.1132, dir -0.6259, norm 0.3708, swav 0.0000 LR: 2.412e-02 Score 96.041 Data time: 0.1948, Forward time: 2.2648, Backward time: 3.0758, DDP time: 0.0049, Total iter time: 5.4491 [2020-11-09 02:51:07,488][root][INFO] - ===> Epoch[306](7942/26): Loss -0.1659, Sem 0.0981, dir -0.6234, norm 0.3593, swav 0.0000 LR: 2.411e-02 Score 96.532 Data time: 0.2774, Forward time: 2.2649, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.7297 [2020-11-09 02:51:13,240][root][INFO] - ===> Epoch[306](7943/26): Loss -0.1459, Sem 0.1084, dir -0.6219, norm 0.3676, swav 0.0000 LR: 2.410e-02 Score 96.506 Data time: 0.2419, Forward time: 2.2649, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.6195 [2020-11-09 02:51:19,091][root][INFO] - ===> Epoch[306](7944/26): Loss -0.1092, Sem 0.1298, dir -0.6276, norm 0.3885, swav 0.0000 LR: 2.409e-02 Score 95.053 Data time: 0.2153, Forward time: 2.2650, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.7089 [2020-11-09 02:51:25,251][root][INFO] - ===> Epoch[306](7945/26): Loss -0.1505, Sem 0.1173, dir -0.6118, norm 0.3440, swav 0.0000 LR: 2.408e-02 Score 96.168 Data time: 0.2004, Forward time: 2.2650, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.0447 [2020-11-09 02:51:30,668][root][INFO] - ===> Epoch[306](7946/26): Loss -0.1603, Sem 0.1172, dir -0.6337, norm 0.3562, swav 0.0000 LR: 2.407e-02 Score 95.595 Data time: 0.2178, Forward time: 2.2650, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.3312 [2020-11-09 02:51:35,904][root][INFO] - ===> Epoch[306](7947/26): Loss -0.1659, Sem 0.1174, dir -0.6401, norm 0.3568, swav 0.0000 LR: 2.406e-02 Score 96.151 Data time: 0.1696, Forward time: 2.2649, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 5.1176 [2020-11-09 02:51:40,824][root][INFO] - ===> Epoch[306](7948/26): Loss -0.1432, Sem 0.1144, dir -0.5880, norm 0.3305, swav 0.0000 LR: 2.405e-02 Score 96.553 Data time: 0.1868, Forward time: 2.2649, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 4.8400 [2020-11-09 02:51:45,888][root][INFO] - ===> Epoch[306](7949/26): Loss -0.1400, Sem 0.1177, dir -0.6139, norm 0.3562, swav 0.0000 LR: 2.404e-02 Score 96.241 Data time: 0.2119, Forward time: 2.2649, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 4.9713 [2020-11-09 02:51:52,136][root][INFO] - ===> Epoch[306](7950/26): Loss -0.0718, Sem 0.1601, dir -0.5869, norm 0.3550, swav 0.0000 LR: 2.403e-02 Score 95.105 Data time: 0.2895, Forward time: 2.2650, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.1426 [2020-11-09 02:51:57,655][root][INFO] - ===> Epoch[306](7951/26): Loss -0.0995, Sem 0.1649, dir -0.6193, norm 0.3549, swav 0.0000 LR: 2.402e-02 Score 94.775 Data time: 0.2307, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.3941 [2020-11-09 02:52:03,233][root][INFO] - ===> Epoch[306](7952/26): Loss -0.1737, Sem 0.1298, dir -0.6578, norm 0.3543, swav 0.0000 LR: 2.401e-02 Score 95.623 Data time: 0.1510, Forward time: 2.2650, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.4679 [2020-11-09 02:52:08,499][root][INFO] - ===> Epoch[306](7953/26): Loss -0.1507, Sem 0.1223, dir -0.6377, norm 0.3647, swav 0.0000 LR: 2.400e-02 Score 95.721 Data time: 0.2457, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.1853 [2020-11-09 02:52:13,890][root][INFO] - ===> Epoch[306](7954/26): Loss -0.1585, Sem 0.1298, dir -0.6379, norm 0.3497, swav 0.0000 LR: 2.399e-02 Score 95.314 Data time: 0.1666, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.2788 [2020-11-09 02:52:19,821][root][INFO] - ===> Epoch[306](7955/26): Loss -0.1418, Sem 0.1497, dir -0.6485, norm 0.3571, swav 0.0000 LR: 2.398e-02 Score 95.830 Data time: 0.1860, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.8474 [2020-11-09 02:52:25,280][root][INFO] - ===> Epoch[306](7956/26): Loss -0.0892, Sem 0.1431, dir -0.6342, norm 0.4019, swav 0.0000 LR: 2.397e-02 Score 95.102 Data time: 0.2327, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.3703 [2020-11-09 02:52:32,036][root][INFO] - ===> Epoch[307](7957/26): Loss -0.1764, Sem 0.1176, dir -0.6582, norm 0.3642, swav 0.0000 LR: 2.395e-02 Score 96.288 Data time: 0.2739, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 6.6425 [2020-11-09 02:52:37,682][root][INFO] - ===> Epoch[307](7958/26): Loss -0.1318, Sem 0.1236, dir -0.6236, norm 0.3682, swav 0.0000 LR: 2.394e-02 Score 96.355 Data time: 0.2895, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.5417 [2020-11-09 02:52:44,380][root][INFO] - ===> Epoch[307](7959/26): Loss -0.1029, Sem 0.1312, dir -0.6045, norm 0.3703, swav 0.0000 LR: 2.393e-02 Score 95.337 Data time: 0.2092, Forward time: 2.2650, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.5630 [2020-11-09 02:52:50,200][root][INFO] - ===> Epoch[307](7960/26): Loss -0.1534, Sem 0.1279, dir -0.6387, norm 0.3574, swav 0.0000 LR: 2.392e-02 Score 95.734 Data time: 0.2764, Forward time: 2.2651, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.7142 [2020-11-09 02:52:55,100][root][INFO] - ===> Epoch[307](7961/26): Loss -0.1701, Sem 0.1242, dir -0.6498, norm 0.3555, swav 0.0000 LR: 2.391e-02 Score 96.370 Data time: 0.2432, Forward time: 2.2651, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 4.7484 [2020-11-09 02:53:01,056][root][INFO] - ===> Epoch[307](7962/26): Loss -0.1450, Sem 0.1064, dir -0.6185, norm 0.3671, swav 0.0000 LR: 2.390e-02 Score 96.106 Data time: 0.1759, Forward time: 2.2651, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.8470 [2020-11-09 02:53:06,840][root][INFO] - ===> Epoch[307](7963/26): Loss -0.1780, Sem 0.1113, dir -0.6210, norm 0.3316, swav 0.0000 LR: 2.389e-02 Score 96.962 Data time: 0.2260, Forward time: 2.2651, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.6896 [2020-11-09 02:53:11,659][root][INFO] - ===> Epoch[307](7964/26): Loss -0.1407, Sem 0.1138, dir -0.6344, norm 0.3799, swav 0.0000 LR: 2.388e-02 Score 96.311 Data time: 0.2116, Forward time: 2.2650, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 4.7068 [2020-11-09 02:53:16,531][root][INFO] - ===> Epoch[307](7965/26): Loss -0.1286, Sem 0.1199, dir -0.6216, norm 0.3731, swav 0.0000 LR: 2.387e-02 Score 95.625 Data time: 0.2340, Forward time: 2.2651, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 4.7444 [2020-11-09 02:53:23,355][root][INFO] - ===> Epoch[307](7966/26): Loss -0.1794, Sem 0.1186, dir -0.6261, norm 0.3282, swav 0.0000 LR: 2.386e-02 Score 96.394 Data time: 0.3560, Forward time: 2.2652, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 6.7111 [2020-11-09 02:53:29,358][root][INFO] - ===> Epoch[307](7967/26): Loss -0.1215, Sem 0.1371, dir -0.6532, norm 0.3946, swav 0.0000 LR: 2.385e-02 Score 95.626 Data time: 0.2101, Forward time: 2.2652, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.8628 [2020-11-09 02:53:35,004][root][INFO] - ===> Epoch[307](7968/26): Loss -0.1688, Sem 0.0917, dir -0.6000, norm 0.3395, swav 0.0000 LR: 2.384e-02 Score 96.980 Data time: 0.1775, Forward time: 2.2652, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.5374 [2020-11-09 02:53:40,247][root][INFO] - ===> Epoch[307](7969/26): Loss -0.1036, Sem 0.1218, dir -0.6221, norm 0.3967, swav 0.0000 LR: 2.383e-02 Score 96.739 Data time: 0.1660, Forward time: 2.2652, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.1517 [2020-11-09 02:53:45,608][root][INFO] - ===> Epoch[307](7970/26): Loss -0.1227, Sem 0.1196, dir -0.6112, norm 0.3689, swav 0.0000 LR: 2.382e-02 Score 96.239 Data time: 0.2312, Forward time: 2.2651, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.2428 [2020-11-09 02:53:51,260][root][INFO] - ===> Epoch[307](7971/26): Loss -0.1422, Sem 0.1020, dir -0.6320, norm 0.3879, swav 0.0000 LR: 2.381e-02 Score 96.805 Data time: 0.2562, Forward time: 2.2652, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 5.5209 [2020-11-09 02:53:56,163][root][INFO] - ===> Epoch[307](7972/26): Loss -0.1798, Sem 0.1150, dir -0.6558, norm 0.3610, swav 0.0000 LR: 2.380e-02 Score 96.086 Data time: 0.1849, Forward time: 2.2652, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 4.7761 [2020-11-09 02:54:02,872][root][INFO] - ===> Epoch[307](7973/26): Loss -0.1463, Sem 0.1039, dir -0.6105, norm 0.3603, swav 0.0000 LR: 2.379e-02 Score 96.572 Data time: 0.1718, Forward time: 2.2651, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 6.5897 [2020-11-09 02:54:10,264][root][INFO] - ===> Epoch[307](7974/26): Loss -0.1731, Sem 0.1235, dir -0.6481, norm 0.3516, swav 0.0000 LR: 2.378e-02 Score 96.060 Data time: 0.1584, Forward time: 2.2651, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 7.2808 [2020-11-09 02:54:15,417][root][INFO] - ===> Epoch[307](7975/26): Loss -0.2150, Sem 0.1174, dir -0.6764, norm 0.3441, swav 0.0000 LR: 2.376e-02 Score 95.781 Data time: 0.1908, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.0489 [2020-11-09 02:54:20,592][root][INFO] - ===> Epoch[307](7976/26): Loss -0.1104, Sem 0.1206, dir -0.5499, norm 0.3189, swav 0.0000 LR: 2.375e-02 Score 96.019 Data time: 0.2250, Forward time: 2.2650, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.0885 [2020-11-09 02:54:25,925][root][INFO] - ===> Epoch[307](7977/26): Loss -0.1815, Sem 0.1067, dir -0.6351, norm 0.3469, swav 0.0000 LR: 2.374e-02 Score 96.385 Data time: 0.1892, Forward time: 2.2650, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.2087 [2020-11-09 02:54:30,737][root][INFO] - ===> Epoch[307](7978/26): Loss -0.1291, Sem 0.1022, dir -0.5769, norm 0.3456, swav 0.0000 LR: 2.373e-02 Score 96.308 Data time: 0.1494, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 4.7075 [2020-11-09 02:54:37,359][root][INFO] - ===> Epoch[307](7979/26): Loss -0.0989, Sem 0.1214, dir -0.6045, norm 0.3841, swav 0.0000 LR: 2.372e-02 Score 95.732 Data time: 0.3234, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 6.5450 [2020-11-09 02:54:42,058][root][INFO] - ===> Epoch[307](7980/26): Loss -0.1643, Sem 0.0890, dir -0.6262, norm 0.3729, swav 0.0000 LR: 2.371e-02 Score 97.385 Data time: 0.1468, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.5444 [2020-11-09 02:54:48,672][root][INFO] - ===> Epoch[307](7981/26): Loss -0.0897, Sem 0.1309, dir -0.6040, norm 0.3834, swav 0.0000 LR: 2.370e-02 Score 95.918 Data time: 0.1988, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 6.5091 [2020-11-09 02:54:54,542][root][INFO] - ===> Epoch[307](7982/26): Loss -0.1221, Sem 0.1122, dir -0.5968, norm 0.3625, swav 0.0000 LR: 2.369e-02 Score 96.366 Data time: 0.2750, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.7443 [2020-11-09 02:54:59,241][root][INFO] - ===> Epoch[308](7983/26): Loss -0.1615, Sem 0.1169, dir -0.6209, norm 0.3425, swav 0.0000 LR: 2.368e-02 Score 96.181 Data time: 0.1691, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.5746 [2020-11-09 02:55:05,773][root][INFO] - ===> Epoch[308](7984/26): Loss -0.0292, Sem 0.1406, dir -0.5549, norm 0.3852, swav 0.0000 LR: 2.367e-02 Score 95.237 Data time: 0.1711, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 6.4443 [2020-11-09 02:55:11,467][root][INFO] - ===> Epoch[308](7985/26): Loss -0.1459, Sem 0.1102, dir -0.6289, norm 0.3728, swav 0.0000 LR: 2.366e-02 Score 96.278 Data time: 0.2298, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.6082 [2020-11-09 02:55:16,199][root][INFO] - ===> Epoch[308](7986/26): Loss -0.1596, Sem 0.1165, dir -0.6376, norm 0.3614, swav 0.0000 LR: 2.365e-02 Score 95.873 Data time: 0.1759, Forward time: 2.2649, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.6175 [2020-11-09 02:55:22,539][root][INFO] - ===> Epoch[308](7987/26): Loss -0.1837, Sem 0.0972, dir -0.6522, norm 0.3712, swav 0.0000 LR: 2.364e-02 Score 96.680 Data time: 0.2001, Forward time: 2.2648, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 6.2265 [2020-11-09 02:55:28,461][root][INFO] - ===> Epoch[308](7988/26): Loss -0.0642, Sem 0.1417, dir -0.5734, norm 0.3675, swav 0.0000 LR: 2.363e-02 Score 94.907 Data time: 0.1889, Forward time: 2.2648, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.7770 [2020-11-09 02:55:34,840][root][INFO] - ===> Epoch[308](7989/26): Loss -0.1838, Sem 0.0986, dir -0.6529, norm 0.3705, swav 0.0000 LR: 2.362e-02 Score 96.627 Data time: 0.1802, Forward time: 2.2648, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.2709 [2020-11-09 02:55:40,558][root][INFO] - ===> Epoch[308](7990/26): Loss -0.0725, Sem 0.1191, dir -0.5740, norm 0.3824, swav 0.0000 LR: 2.361e-02 Score 95.919 Data time: 0.2386, Forward time: 2.2648, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.6217 [2020-11-09 02:55:45,760][root][INFO] - ===> Epoch[308](7991/26): Loss -0.1867, Sem 0.1358, dir -0.6576, norm 0.3350, swav 0.0000 LR: 2.360e-02 Score 95.497 Data time: 0.1929, Forward time: 2.2648, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.0789 [2020-11-09 02:55:50,735][root][INFO] - ===> Epoch[308](7992/26): Loss -0.1297, Sem 0.1305, dir -0.6310, norm 0.3708, swav 0.0000 LR: 2.359e-02 Score 95.674 Data time: 0.2289, Forward time: 2.2648, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 4.8505 [2020-11-09 02:55:57,084][root][INFO] - ===> Epoch[308](7993/26): Loss -0.1196, Sem 0.1240, dir -0.5973, norm 0.3537, swav 0.0000 LR: 2.357e-02 Score 96.333 Data time: 0.1956, Forward time: 2.2648, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 6.2371 [2020-11-09 02:56:03,568][root][INFO] - ===> Epoch[308](7994/26): Loss -0.1445, Sem 0.1090, dir -0.5992, norm 0.3457, swav 0.0000 LR: 2.356e-02 Score 95.794 Data time: 0.1685, Forward time: 2.2648, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.3845 [2020-11-09 02:56:10,373][root][INFO] - ===> Epoch[308](7995/26): Loss -0.0974, Sem 0.1413, dir -0.5838, norm 0.3452, swav 0.0000 LR: 2.355e-02 Score 95.532 Data time: 0.2037, Forward time: 2.2647, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.6857 [2020-11-09 02:56:16,563][root][INFO] - ===> Epoch[308](7996/26): Loss -0.1642, Sem 0.1151, dir -0.6329, norm 0.3536, swav 0.0000 LR: 2.354e-02 Score 96.307 Data time: 0.2317, Forward time: 2.2647, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 6.0976 [2020-11-09 02:56:22,420][root][INFO] - ===> Epoch[308](7997/26): Loss -0.1209, Sem 0.1044, dir -0.6017, norm 0.3765, swav 0.0000 LR: 2.353e-02 Score 96.364 Data time: 0.2443, Forward time: 2.2648, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.7150 [2020-11-09 02:56:28,272][root][INFO] - ===> Epoch[308](7998/26): Loss -0.1493, Sem 0.1234, dir -0.6276, norm 0.3549, swav 0.0000 LR: 2.352e-02 Score 96.395 Data time: 0.1735, Forward time: 2.2647, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.7160 [2020-11-09 02:56:34,224][root][INFO] - ===> Epoch[308](7999/26): Loss -0.1370, Sem 0.1151, dir -0.6290, norm 0.3769, swav 0.0000 LR: 2.351e-02 Score 95.952 Data time: 0.2763, Forward time: 2.2648, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.8573 [2020-11-09 02:56:39,697][root][INFO] - ===> Epoch[308](8000/26): Loss -0.1939, Sem 0.1062, dir -0.6519, norm 0.3518, swav 0.0000 LR: 2.350e-02 Score 96.297 Data time: 0.2509, Forward time: 2.2648, Backward time: 3.0757, DDP time: 0.0049, Total iter time: 5.3357 [2020-11-09 02:56:40,382][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 02:56:40,530][root][INFO] - ===> Start testing [2020-11-09 02:58:03,320][root][INFO] - 101/312: Data time: 0.0062, Iter time: 0.2111 Loss 0.261 (AVG: 0.559) Score 91.215 (AVG: 87.723) mIOU 67.563 mAP 73.929 mAcc 77.078 IOU: 82.783 96.096 58.214 74.861 91.396 89.518 74.068 56.129 56.519 70.110 19.526 61.975 61.545 67.740 61.311 46.108 87.933 64.088 80.685 50.654 mAP: 82.950 95.818 61.390 69.976 88.444 78.159 73.273 72.376 62.915 70.669 43.238 63.507 68.234 83.696 64.700 91.888 95.723 82.721 73.017 55.881 mAcc: 94.055 98.390 77.335 78.345 95.242 93.001 82.553 66.609 68.977 88.221 25.745 80.138 82.838 81.298 70.325 51.643 90.732 71.067 86.779 58.271 [2020-11-09 02:59:25,808][root][INFO] - 201/312: Data time: 0.0104, Iter time: 0.5891 Loss 0.238 (AVG: 0.580) Score 92.515 (AVG: 87.298) mIOU 67.369 mAP 73.613 mAcc 76.861 IOU: 81.340 96.128 57.533 76.801 89.605 85.144 73.246 55.864 51.913 78.209 21.208 59.668 60.368 67.543 60.124 51.822 90.194 62.059 78.524 50.093 mAP: 80.472 95.768 61.090 75.372 89.617 79.109 69.914 66.953 62.193 73.305 40.911 56.710 69.031 76.684 69.568 91.662 95.642 83.077 78.766 56.424 mAcc: 93.382 98.371 78.265 83.643 94.031 92.159 80.488 67.126 63.762 89.898 26.635 75.458 81.681 78.247 72.850 59.328 92.508 69.020 83.162 57.201 [2020-11-09 03:00:47,511][root][INFO] - 301/312: Data time: 0.0066, Iter time: 0.4176 Loss 0.168 (AVG: 0.582) Score 95.471 (AVG: 87.418) mIOU 66.505 mAP 72.731 mAcc 76.058 IOU: 81.978 95.951 57.641 76.482 89.505 82.482 70.732 54.068 52.089 74.929 24.470 59.165 58.882 65.399 52.609 56.245 89.121 61.436 80.163 46.762 mAP: 80.511 95.776 59.992 72.913 89.120 79.998 67.819 66.835 62.014 71.314 40.944 55.307 67.303 76.119 65.612 90.241 94.004 81.646 80.364 56.781 mAcc: 93.863 98.358 77.994 83.064 94.436 90.650 77.948 64.013 64.204 86.999 30.998 73.449 81.628 77.630 63.146 63.152 91.389 68.422 85.317 54.498 [2020-11-09 03:00:55,875][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.3456 Loss 0.372 (AVG: 0.583) Score 89.919 (AVG: 87.404) mIOU 66.572 mAP 72.889 mAcc 76.054 IOU: 81.890 95.989 57.549 76.991 89.369 82.506 69.940 54.375 51.459 74.947 23.798 59.975 58.505 66.115 52.812 56.230 89.337 62.801 80.163 46.695 mAP: 80.466 95.837 60.035 73.037 89.098 80.279 67.550 66.877 62.067 71.352 41.445 56.191 67.323 76.480 65.841 90.241 94.181 81.937 80.364 57.188 mAcc: 93.883 98.352 77.723 83.481 94.410 90.686 77.626 64.663 63.032 86.736 29.839 74.009 81.033 78.294 63.240 63.152 91.587 69.684 85.317 54.333 [2020-11-09 03:00:55,875][root][INFO] - Finished test. Elapsed time: 255.3446 [2020-11-09 03:01:07,652][root][INFO] - [2020-11-09 03:01:07,653][root][INFO] - ################################################################ [2020-11-09 03:01:07,653][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 03:01:07,653][root][INFO] - ################################################################ [2020-11-09 03:01:07,653][root][INFO] - cabinet : 0.113 0.282 0.556 [2020-11-09 03:01:07,653][root][INFO] - bed : 0.366 0.710 0.810 [2020-11-09 03:01:07,653][root][INFO] - chair : 0.433 0.625 0.741 [2020-11-09 03:01:07,653][root][INFO] - sofa : 0.338 0.565 0.809 [2020-11-09 03:01:07,654][root][INFO] - table : 0.277 0.496 0.600 [2020-11-09 03:01:07,654][root][INFO] - door : 0.155 0.324 0.498 [2020-11-09 03:01:07,654][root][INFO] - window : 0.050 0.134 0.351 [2020-11-09 03:01:07,654][root][INFO] - bookshelf : 0.188 0.483 0.679 [2020-11-09 03:01:07,654][root][INFO] - picture : 0.067 0.149 0.294 [2020-11-09 03:01:07,654][root][INFO] - counter : 0.026 0.116 0.549 [2020-11-09 03:01:07,654][root][INFO] - desk : 0.027 0.122 0.472 [2020-11-09 03:01:07,654][root][INFO] - curtain : 0.171 0.349 0.572 [2020-11-09 03:01:07,654][root][INFO] - refrigerator : 0.247 0.440 0.516 [2020-11-09 03:01:07,654][root][INFO] - shower curtain : 0.377 0.646 0.670 [2020-11-09 03:01:07,654][root][INFO] - toilet : 0.759 0.939 0.969 [2020-11-09 03:01:07,654][root][INFO] - sink : 0.145 0.414 0.617 [2020-11-09 03:01:07,654][root][INFO] - bathtub : 0.402 0.551 0.737 [2020-11-09 03:01:07,654][root][INFO] - otherfurniture : 0.258 0.418 0.591 [2020-11-09 03:01:07,654][root][INFO] - ---------------------------------------------------------------- [2020-11-09 03:01:07,654][root][INFO] - average : 0.244 0.431 0.613 [2020-11-09 03:01:07,654][root][INFO] - [2020-11-09 03:01:07,815][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 03:01:08,421][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 03:01:08,552][root][INFO] - Current best mIoU: 66.572 at iter 8000 [2020-11-09 03:01:11,633][root][INFO] - ===> Epoch[308](8001/26): Loss -0.1770, Sem 0.1328, dir -0.6598, norm 0.3500, swav 0.0000 LR: 2.349e-02 Score 95.511 Data time: 0.1196, Forward time: 2.2646, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 3.0734 [2020-11-09 03:01:18,059][root][INFO] - ===> Epoch[308](8002/26): Loss -0.1204, Sem 0.1157, dir -0.6022, norm 0.3661, swav 0.0000 LR: 2.348e-02 Score 95.824 Data time: 0.2976, Forward time: 2.2648, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.3511 [2020-11-09 03:01:23,252][root][INFO] - ===> Epoch[308](8003/26): Loss -0.1868, Sem 0.1147, dir -0.6471, norm 0.3456, swav 0.0000 LR: 2.347e-02 Score 96.292 Data time: 0.2390, Forward time: 2.2648, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.0590 [2020-11-09 03:01:29,189][root][INFO] - ===> Epoch[308](8004/26): Loss -0.1569, Sem 0.1248, dir -0.6307, norm 0.3490, swav 0.0000 LR: 2.346e-02 Score 95.778 Data time: 0.2340, Forward time: 2.2648, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.8040 [2020-11-09 03:01:35,716][root][INFO] - ===> Epoch[308](8005/26): Loss -0.1827, Sem 0.0952, dir -0.6378, norm 0.3600, swav 0.0000 LR: 2.345e-02 Score 96.410 Data time: 0.2410, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 6.4156 [2020-11-09 03:01:41,486][root][INFO] - ===> Epoch[308](8006/26): Loss -0.0993, Sem 0.1135, dir -0.5845, norm 0.3716, swav 0.0000 LR: 2.344e-02 Score 96.276 Data time: 0.2215, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.6568 [2020-11-09 03:01:46,804][root][INFO] - ===> Epoch[308](8007/26): Loss -0.1519, Sem 0.1182, dir -0.6268, norm 0.3568, swav 0.0000 LR: 2.343e-02 Score 95.935 Data time: 0.2439, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.2196 [2020-11-09 03:01:52,171][root][INFO] - ===> Epoch[308](8008/26): Loss -0.1487, Sem 0.1267, dir -0.6475, norm 0.3721, swav 0.0000 LR: 2.342e-02 Score 95.847 Data time: 0.1913, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.2607 [2020-11-09 03:01:58,747][root][INFO] - ===> Epoch[309](8009/26): Loss -0.1384, Sem 0.0961, dir -0.6084, norm 0.3739, swav 0.0000 LR: 2.341e-02 Score 96.818 Data time: 0.1876, Forward time: 2.2648, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.4746 [2020-11-09 03:02:04,222][root][INFO] - ===> Epoch[309](8010/26): Loss -0.0886, Sem 0.1045, dir -0.5887, norm 0.3956, swav 0.0000 LR: 2.340e-02 Score 96.525 Data time: 0.2596, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.3724 [2020-11-09 03:02:09,919][root][INFO] - ===> Epoch[309](8011/26): Loss -0.1416, Sem 0.1482, dir -0.6743, norm 0.3845, swav 0.0000 LR: 2.338e-02 Score 95.746 Data time: 0.2139, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.5854 [2020-11-09 03:02:15,278][root][INFO] - ===> Epoch[309](8012/26): Loss -0.1419, Sem 0.1344, dir -0.6132, norm 0.3369, swav 0.0000 LR: 2.337e-02 Score 95.639 Data time: 0.1976, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.2362 [2020-11-09 03:02:21,468][root][INFO] - ===> Epoch[309](8013/26): Loss -0.1114, Sem 0.1492, dir -0.6205, norm 0.3600, swav 0.0000 LR: 2.336e-02 Score 95.165 Data time: 0.1902, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 6.0803 [2020-11-09 03:02:26,864][root][INFO] - ===> Epoch[309](8014/26): Loss -0.1346, Sem 0.1196, dir -0.6158, norm 0.3616, swav 0.0000 LR: 2.335e-02 Score 96.055 Data time: 0.1427, Forward time: 2.2648, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.2699 [2020-11-09 03:02:32,285][root][INFO] - ===> Epoch[309](8015/26): Loss -0.1742, Sem 0.1242, dir -0.6752, norm 0.3768, swav 0.0000 LR: 2.334e-02 Score 95.814 Data time: 0.1528, Forward time: 2.2647, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.3571 [2020-11-09 03:02:39,042][root][INFO] - ===> Epoch[309](8016/26): Loss -0.1655, Sem 0.1107, dir -0.6141, norm 0.3380, swav 0.0000 LR: 2.333e-02 Score 96.437 Data time: 0.2445, Forward time: 2.2647, Backward time: 3.0756, DDP time: 0.0049, Total iter time: 6.6477 [2020-11-09 03:02:44,950][root][INFO] - ===> Epoch[309](8017/26): Loss -0.1535, Sem 0.1069, dir -0.6373, norm 0.3769, swav 0.0000 LR: 2.332e-02 Score 96.611 Data time: 0.2694, Forward time: 2.2648, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.7946 [2020-11-09 03:02:49,834][root][INFO] - ===> Epoch[309](8018/26): Loss -0.1516, Sem 0.1187, dir -0.6033, norm 0.3330, swav 0.0000 LR: 2.331e-02 Score 96.088 Data time: 0.1723, Forward time: 2.2648, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 4.7600 [2020-11-09 03:02:55,565][root][INFO] - ===> Epoch[309](8019/26): Loss -0.1004, Sem 0.1178, dir -0.5729, norm 0.3547, swav 0.0000 LR: 2.330e-02 Score 95.502 Data time: 0.1672, Forward time: 2.2647, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 5.6350 [2020-11-09 03:03:01,766][root][INFO] - ===> Epoch[309](8020/26): Loss -0.1217, Sem 0.1302, dir -0.6365, norm 0.3846, swav 0.0000 LR: 2.329e-02 Score 95.836 Data time: 0.3018, Forward time: 2.2648, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.1170 [2020-11-09 03:03:07,631][root][INFO] - ===> Epoch[309](8021/26): Loss -0.1062, Sem 0.1296, dir -0.5950, norm 0.3592, swav 0.0000 LR: 2.328e-02 Score 95.618 Data time: 0.2787, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.7261 [2020-11-09 03:03:12,629][root][INFO] - ===> Epoch[309](8022/26): Loss -0.2140, Sem 0.0913, dir -0.6582, norm 0.3529, swav 0.0000 LR: 2.327e-02 Score 96.829 Data time: 0.2125, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 4.8631 [2020-11-09 03:03:18,480][root][INFO] - ===> Epoch[309](8023/26): Loss -0.1871, Sem 0.0990, dir -0.6252, norm 0.3391, swav 0.0000 LR: 2.326e-02 Score 97.162 Data time: 0.2452, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.7180 [2020-11-09 03:03:24,549][root][INFO] - ===> Epoch[309](8024/26): Loss -0.1113, Sem 0.1099, dir -0.5781, norm 0.3569, swav 0.0000 LR: 2.325e-02 Score 95.832 Data time: 0.1651, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.9216 [2020-11-09 03:03:31,112][root][INFO] - ===> Epoch[309](8025/26): Loss -0.1403, Sem 0.1131, dir -0.5962, norm 0.3428, swav 0.0000 LR: 2.324e-02 Score 95.975 Data time: 0.2432, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 6.4781 [2020-11-09 03:03:36,396][root][INFO] - ===> Epoch[309](8026/26): Loss -0.1589, Sem 0.1177, dir -0.6121, norm 0.3355, swav 0.0000 LR: 2.323e-02 Score 95.897 Data time: 0.2225, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.1593 [2020-11-09 03:03:41,775][root][INFO] - ===> Epoch[309](8027/26): Loss -0.1856, Sem 0.1105, dir -0.6422, norm 0.3461, swav 0.0000 LR: 2.322e-02 Score 96.175 Data time: 0.2121, Forward time: 2.2650, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.2724 [2020-11-09 03:03:47,250][root][INFO] - ===> Epoch[309](8028/26): Loss -0.1264, Sem 0.1692, dir -0.6873, norm 0.3918, swav 0.0000 LR: 2.320e-02 Score 94.689 Data time: 0.2281, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.3765 [2020-11-09 03:03:53,036][root][INFO] - ===> Epoch[309](8029/26): Loss -0.1604, Sem 0.1156, dir -0.6354, norm 0.3594, swav 0.0000 LR: 2.319e-02 Score 96.524 Data time: 0.1843, Forward time: 2.2650, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.6387 [2020-11-09 03:03:58,242][root][INFO] - ===> Epoch[309](8030/26): Loss -0.1448, Sem 0.1073, dir -0.6125, norm 0.3603, swav 0.0000 LR: 2.318e-02 Score 96.579 Data time: 0.1998, Forward time: 2.2649, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.1437 [2020-11-09 03:04:04,221][root][INFO] - ===> Epoch[309](8031/26): Loss -0.1366, Sem 0.1214, dir -0.6325, norm 0.3745, swav 0.0000 LR: 2.317e-02 Score 96.186 Data time: 0.1792, Forward time: 2.2649, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.8642 [2020-11-09 03:04:10,963][root][INFO] - ===> Epoch[309](8032/26): Loss -0.1220, Sem 0.1408, dir -0.6200, norm 0.3573, swav 0.0000 LR: 2.316e-02 Score 95.650 Data time: 0.2340, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 6.6434 [2020-11-09 03:04:16,934][root][INFO] - ===> Epoch[309](8033/26): Loss -0.1583, Sem 0.1152, dir -0.6295, norm 0.3559, swav 0.0000 LR: 2.315e-02 Score 95.718 Data time: 0.1756, Forward time: 2.2649, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.8427 [2020-11-09 03:04:23,491][root][INFO] - ===> Epoch[309](8034/26): Loss -0.2177, Sem 0.0995, dir -0.6839, norm 0.3667, swav 0.0000 LR: 2.314e-02 Score 96.608 Data time: 0.2861, Forward time: 2.2649, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.4800 [2020-11-09 03:04:30,381][root][INFO] - ===> Epoch[310](8035/26): Loss -0.0762, Sem 0.1318, dir -0.5928, norm 0.3847, swav 0.0000 LR: 2.313e-02 Score 96.304 Data time: 0.3424, Forward time: 2.2651, Backward time: 3.0755, DDP time: 0.0049, Total iter time: 6.7593 [2020-11-09 03:04:35,784][root][INFO] - ===> Epoch[310](8036/26): Loss -0.1712, Sem 0.1106, dir -0.6173, norm 0.3355, swav 0.0000 LR: 2.312e-02 Score 96.046 Data time: 0.2277, Forward time: 2.2651, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.2491 [2020-11-09 03:04:41,016][root][INFO] - ===> Epoch[310](8037/26): Loss -0.1593, Sem 0.1159, dir -0.6288, norm 0.3536, swav 0.0000 LR: 2.311e-02 Score 96.234 Data time: 0.1804, Forward time: 2.2651, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.1023 [2020-11-09 03:04:46,405][root][INFO] - ===> Epoch[310](8038/26): Loss -0.1782, Sem 0.1250, dir -0.6438, norm 0.3407, swav 0.0000 LR: 2.310e-02 Score 96.073 Data time: 0.2022, Forward time: 2.2650, Backward time: 3.0754, DDP time: 0.0049, Total iter time: 5.3286 [2020-11-09 03:04:51,760][root][INFO] - ===> Epoch[310](8039/26): Loss -0.1921, Sem 0.1079, dir -0.6633, norm 0.3633, swav 0.0000 LR: 2.309e-02 Score 96.723 Data time: 0.2424, Forward time: 2.2651, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.2592 [2020-11-09 03:04:56,466][root][INFO] - ===> Epoch[310](8040/26): Loss -0.1813, Sem 0.1028, dir -0.6473, norm 0.3631, swav 0.0000 LR: 2.308e-02 Score 96.833 Data time: 0.2121, Forward time: 2.2651, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.5953 [2020-11-09 03:05:01,407][root][INFO] - ===> Epoch[310](8041/26): Loss -0.1930, Sem 0.0776, dir -0.6359, norm 0.3652, swav 0.0000 LR: 2.307e-02 Score 97.401 Data time: 0.1278, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.8406 [2020-11-09 03:05:06,469][root][INFO] - ===> Epoch[310](8042/26): Loss -0.2309, Sem 0.1028, dir -0.6725, norm 0.3387, swav 0.0000 LR: 2.306e-02 Score 96.947 Data time: 0.1675, Forward time: 2.2649, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.9811 [2020-11-09 03:05:12,305][root][INFO] - ===> Epoch[310](8043/26): Loss -0.1936, Sem 0.1114, dir -0.6500, norm 0.3450, swav 0.0000 LR: 2.305e-02 Score 95.565 Data time: 0.2401, Forward time: 2.2649, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.7696 [2020-11-09 03:05:17,190][root][INFO] - ===> Epoch[310](8044/26): Loss -0.0973, Sem 0.1407, dir -0.6144, norm 0.3765, swav 0.0000 LR: 2.304e-02 Score 95.616 Data time: 0.2073, Forward time: 2.2649, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 4.7751 [2020-11-09 03:05:23,808][root][INFO] - ===> Epoch[310](8045/26): Loss -0.1046, Sem 0.1112, dir -0.5886, norm 0.3728, swav 0.0000 LR: 2.302e-02 Score 96.698 Data time: 0.2626, Forward time: 2.2650, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 6.5006 [2020-11-09 03:05:29,940][root][INFO] - ===> Epoch[310](8046/26): Loss -0.1076, Sem 0.1045, dir -0.5868, norm 0.3746, swav 0.0000 LR: 2.301e-02 Score 96.646 Data time: 0.2876, Forward time: 2.2651, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 5.9759 [2020-11-09 03:05:35,036][root][INFO] - ===> Epoch[310](8047/26): Loss -0.1816, Sem 0.1085, dir -0.6422, norm 0.3521, swav 0.0000 LR: 2.300e-02 Score 96.407 Data time: 0.1905, Forward time: 2.2651, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 4.9661 [2020-11-09 03:05:40,630][root][INFO] - ===> Epoch[310](8048/26): Loss -0.1151, Sem 0.1429, dir -0.6179, norm 0.3599, swav 0.0000 LR: 2.299e-02 Score 95.322 Data time: 0.2606, Forward time: 2.2651, Backward time: 3.0749, DDP time: 0.0049, Total iter time: 5.4828 [2020-11-09 03:05:45,887][root][INFO] - ===> Epoch[310](8049/26): Loss -0.1319, Sem 0.1015, dir -0.6204, norm 0.3870, swav 0.0000 LR: 2.298e-02 Score 96.601 Data time: 0.2082, Forward time: 2.2651, Backward time: 3.0748, DDP time: 0.0049, Total iter time: 5.1240 [2020-11-09 03:05:51,419][root][INFO] - ===> Epoch[310](8050/26): Loss -0.1410, Sem 0.1145, dir -0.6002, norm 0.3447, swav 0.0000 LR: 2.297e-02 Score 96.028 Data time: 0.1782, Forward time: 2.2651, Backward time: 3.0749, DDP time: 0.0049, Total iter time: 5.3964 [2020-11-09 03:05:57,828][root][INFO] - ===> Epoch[310](8051/26): Loss -0.1279, Sem 0.1285, dir -0.6155, norm 0.3591, swav 0.0000 LR: 2.296e-02 Score 96.222 Data time: 0.2138, Forward time: 2.2651, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 6.3084 [2020-11-09 03:06:04,541][root][INFO] - ===> Epoch[310](8052/26): Loss -0.1211, Sem 0.1182, dir -0.5864, norm 0.3472, swav 0.0000 LR: 2.295e-02 Score 96.017 Data time: 0.1778, Forward time: 2.2650, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 6.6099 [2020-11-09 03:06:10,408][root][INFO] - ===> Epoch[310](8053/26): Loss -0.1350, Sem 0.1308, dir -0.6412, norm 0.3753, swav 0.0000 LR: 2.294e-02 Score 95.453 Data time: 0.1988, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.7664 [2020-11-09 03:06:16,063][root][INFO] - ===> Epoch[310](8054/26): Loss -0.1515, Sem 0.1087, dir -0.6050, norm 0.3448, swav 0.0000 LR: 2.293e-02 Score 96.325 Data time: 0.1925, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.5298 [2020-11-09 03:06:22,496][root][INFO] - ===> Epoch[310](8055/26): Loss -0.1271, Sem 0.1264, dir -0.6208, norm 0.3672, swav 0.0000 LR: 2.292e-02 Score 95.198 Data time: 0.2354, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 6.3278 [2020-11-09 03:06:27,578][root][INFO] - ===> Epoch[310](8056/26): Loss -0.1992, Sem 0.0869, dir -0.6203, norm 0.3342, swav 0.0000 LR: 2.291e-02 Score 96.933 Data time: 0.1995, Forward time: 2.2650, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 4.9414 [2020-11-09 03:06:33,000][root][INFO] - ===> Epoch[310](8057/26): Loss -0.0673, Sem 0.1212, dir -0.5674, norm 0.3789, swav 0.0000 LR: 2.290e-02 Score 96.160 Data time: 0.2115, Forward time: 2.2650, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.3098 [2020-11-09 03:06:39,248][root][INFO] - ===> Epoch[310](8058/26): Loss -0.1229, Sem 0.1277, dir -0.6051, norm 0.3544, swav 0.0000 LR: 2.289e-02 Score 95.873 Data time: 0.3223, Forward time: 2.2651, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 6.1228 [2020-11-09 03:06:44,932][root][INFO] - ===> Epoch[310](8059/26): Loss -0.1916, Sem 0.1191, dir -0.6615, norm 0.3508, swav 0.0000 LR: 2.288e-02 Score 96.340 Data time: 0.2145, Forward time: 2.2651, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 5.5368 [2020-11-09 03:06:50,878][root][INFO] - ===> Epoch[310](8060/26): Loss -0.0988, Sem 0.1339, dir -0.5868, norm 0.3541, swav 0.0000 LR: 2.287e-02 Score 96.095 Data time: 0.1716, Forward time: 2.2651, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.8261 [2020-11-09 03:06:56,284][root][INFO] - ===> Epoch[311](8061/26): Loss -0.1055, Sem 0.1277, dir -0.5926, norm 0.3594, swav 0.0000 LR: 2.286e-02 Score 96.099 Data time: 0.2433, Forward time: 2.2651, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.3300 [2020-11-09 03:07:01,391][root][INFO] - ===> Epoch[311](8062/26): Loss -0.0929, Sem 0.1158, dir -0.5850, norm 0.3763, swav 0.0000 LR: 2.284e-02 Score 96.035 Data time: 0.2267, Forward time: 2.2651, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 4.9802 [2020-11-09 03:07:08,031][root][INFO] - ===> Epoch[311](8063/26): Loss -0.1703, Sem 0.1046, dir -0.6526, norm 0.3776, swav 0.0000 LR: 2.283e-02 Score 96.372 Data time: 0.1342, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 6.5354 [2020-11-09 03:07:12,871][root][INFO] - ===> Epoch[311](8064/26): Loss -0.1512, Sem 0.1425, dir -0.6501, norm 0.3564, swav 0.0000 LR: 2.282e-02 Score 95.203 Data time: 0.1616, Forward time: 2.2649, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.7620 [2020-11-09 03:07:19,813][root][INFO] - ===> Epoch[311](8065/26): Loss -0.1943, Sem 0.1063, dir -0.6487, norm 0.3480, swav 0.0000 LR: 2.281e-02 Score 97.037 Data time: 0.3192, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 6.8556 [2020-11-09 03:07:25,549][root][INFO] - ===> Epoch[311](8066/26): Loss -0.1437, Sem 0.0987, dir -0.6396, norm 0.3972, swav 0.0000 LR: 2.280e-02 Score 96.413 Data time: 0.1466, Forward time: 2.2650, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 5.6124 [2020-11-09 03:07:31,327][root][INFO] - ===> Epoch[311](8067/26): Loss -0.1476, Sem 0.1068, dir -0.6199, norm 0.3655, swav 0.0000 LR: 2.279e-02 Score 96.017 Data time: 0.3236, Forward time: 2.2650, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.6754 [2020-11-09 03:07:37,130][root][INFO] - ===> Epoch[311](8068/26): Loss -0.1595, Sem 0.1108, dir -0.6349, norm 0.3646, swav 0.0000 LR: 2.278e-02 Score 96.445 Data time: 0.2186, Forward time: 2.2651, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 5.6784 [2020-11-09 03:07:42,585][root][INFO] - ===> Epoch[311](8069/26): Loss -0.1562, Sem 0.1166, dir -0.6004, norm 0.3276, swav 0.0000 LR: 2.277e-02 Score 96.180 Data time: 0.2183, Forward time: 2.2651, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.3439 [2020-11-09 03:07:48,881][root][INFO] - ===> Epoch[311](8070/26): Loss -0.2001, Sem 0.1000, dir -0.6645, norm 0.3644, swav 0.0000 LR: 2.276e-02 Score 96.619 Data time: 0.3107, Forward time: 2.2652, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 6.1633 [2020-11-09 03:07:55,379][root][INFO] - ===> Epoch[311](8071/26): Loss -0.1360, Sem 0.1081, dir -0.6319, norm 0.3878, swav 0.0000 LR: 2.275e-02 Score 96.384 Data time: 0.1475, Forward time: 2.2651, Backward time: 3.0753, DDP time: 0.0049, Total iter time: 6.3691 [2020-11-09 03:08:00,354][root][INFO] - ===> Epoch[311](8072/26): Loss -0.1571, Sem 0.1298, dir -0.6591, norm 0.3722, swav 0.0000 LR: 2.274e-02 Score 95.609 Data time: 0.2520, Forward time: 2.2651, Backward time: 3.0752, DDP time: 0.0049, Total iter time: 4.8716 [2020-11-09 03:08:05,579][root][INFO] - ===> Epoch[311](8073/26): Loss -0.1584, Sem 0.1253, dir -0.6344, norm 0.3507, swav 0.0000 LR: 2.273e-02 Score 95.602 Data time: 0.2350, Forward time: 2.2651, Backward time: 3.0751, DDP time: 0.0049, Total iter time: 5.1126 [2020-11-09 03:08:11,566][root][INFO] - ===> Epoch[311](8074/26): Loss -0.2187, Sem 0.0875, dir -0.6392, norm 0.3330, swav 0.0000 LR: 2.272e-02 Score 97.315 Data time: 0.2821, Forward time: 2.2652, Backward time: 3.0750, DDP time: 0.0049, Total iter time: 5.8739 [2020-11-09 03:08:17,027][root][INFO] - ===> Epoch[311](8075/26): Loss -0.1552, Sem 0.1341, dir -0.6432, norm 0.3539, swav 0.0000 LR: 2.271e-02 Score 95.574 Data time: 0.2356, Forward time: 2.2653, Backward time: 3.0749, DDP time: 0.0049, Total iter time: 5.3115 [2020-11-09 03:08:22,662][root][INFO] - ===> Epoch[311](8076/26): Loss -0.1279, Sem 0.1112, dir -0.6010, norm 0.3619, swav 0.0000 LR: 2.270e-02 Score 96.290 Data time: 0.2302, Forward time: 2.2653, Backward time: 3.0749, DDP time: 0.0049, Total iter time: 5.5351 [2020-11-09 03:08:29,125][root][INFO] - ===> Epoch[311](8077/26): Loss -0.1154, Sem 0.1316, dir -0.6083, norm 0.3612, swav 0.0000 LR: 2.269e-02 Score 95.945 Data time: 0.2568, Forward time: 2.2654, Backward time: 3.0749, DDP time: 0.0049, Total iter time: 6.3433 [2020-11-09 03:08:34,286][root][INFO] - ===> Epoch[311](8078/26): Loss -0.1617, Sem 0.0911, dir -0.6377, norm 0.3849, swav 0.0000 LR: 2.267e-02 Score 96.918 Data time: 0.2452, Forward time: 2.2654, Backward time: 3.0748, DDP time: 0.0049, Total iter time: 5.0281 [2020-11-09 03:08:39,713][root][INFO] - ===> Epoch[311](8079/26): Loss -0.1771, Sem 0.0973, dir -0.6166, norm 0.3422, swav 0.0000 LR: 2.266e-02 Score 96.631 Data time: 0.2061, Forward time: 2.2654, Backward time: 3.0747, DDP time: 0.0049, Total iter time: 5.3115 [2020-11-09 03:08:44,715][root][INFO] - ===> Epoch[311](8080/26): Loss -0.2049, Sem 0.1228, dir -0.6607, norm 0.3330, swav 0.0000 LR: 2.265e-02 Score 96.233 Data time: 0.1920, Forward time: 2.2654, Backward time: 3.0747, DDP time: 0.0049, Total iter time: 4.8804 [2020-11-09 03:08:51,327][root][INFO] - ===> Epoch[311](8081/26): Loss -0.1463, Sem 0.0980, dir -0.5920, norm 0.3477, swav 0.0000 LR: 2.264e-02 Score 96.826 Data time: 0.1732, Forward time: 2.2653, Backward time: 3.0748, DDP time: 0.0049, Total iter time: 6.4771 [2020-11-09 03:08:57,720][root][INFO] - ===> Epoch[311](8082/26): Loss -0.1437, Sem 0.1217, dir -0.6247, norm 0.3593, swav 0.0000 LR: 2.263e-02 Score 96.004 Data time: 0.2420, Forward time: 2.2654, Backward time: 3.0749, DDP time: 0.0049, Total iter time: 6.3165 [2020-11-09 03:09:03,606][root][INFO] - ===> Epoch[311](8083/26): Loss -0.1419, Sem 0.1125, dir -0.6172, norm 0.3628, swav 0.0000 LR: 2.262e-02 Score 96.212 Data time: 0.2766, Forward time: 2.2655, Backward time: 3.0748, DDP time: 0.0049, Total iter time: 5.7471 [2020-11-09 03:09:09,948][root][INFO] - ===> Epoch[311](8084/26): Loss -0.1746, Sem 0.1296, dir -0.6479, norm 0.3437, swav 0.0000 LR: 2.261e-02 Score 95.975 Data time: 0.3107, Forward time: 2.2656, Backward time: 3.0748, DDP time: 0.0049, Total iter time: 6.1789 [2020-11-09 03:09:14,599][root][INFO] - ===> Epoch[311](8085/26): Loss -0.1882, Sem 0.1045, dir -0.6527, norm 0.3600, swav 0.0000 LR: 2.260e-02 Score 96.924 Data time: 0.2044, Forward time: 2.2656, Backward time: 3.0746, DDP time: 0.0049, Total iter time: 4.5205 [2020-11-09 03:09:20,526][root][INFO] - ===> Epoch[311](8086/26): Loss -0.2177, Sem 0.1023, dir -0.6671, norm 0.3471, swav 0.0000 LR: 2.259e-02 Score 96.428 Data time: 0.2072, Forward time: 2.2656, Backward time: 3.0746, DDP time: 0.0049, Total iter time: 5.8249 [2020-11-09 03:09:25,224][root][INFO] - ===> Epoch[312](8087/26): Loss -0.1507, Sem 0.1133, dir -0.6301, norm 0.3661, swav 0.0000 LR: 2.258e-02 Score 96.167 Data time: 0.1470, Forward time: 2.2655, Backward time: 3.0746, DDP time: 0.0049, Total iter time: 4.5889 [2020-11-09 03:09:30,315][root][INFO] - ===> Epoch[312](8088/26): Loss -0.1332, Sem 0.1365, dir -0.6458, norm 0.3761, swav 0.0000 LR: 2.257e-02 Score 95.566 Data time: 0.1500, Forward time: 2.2654, Backward time: 3.0746, DDP time: 0.0049, Total iter time: 5.0056 [2020-11-09 03:09:35,776][root][INFO] - ===> Epoch[312](8089/26): Loss -0.1577, Sem 0.1277, dir -0.6336, norm 0.3482, swav 0.0000 LR: 2.256e-02 Score 95.699 Data time: 0.1220, Forward time: 2.2653, Backward time: 3.0747, DDP time: 0.0049, Total iter time: 5.3657 [2020-11-09 03:09:40,613][root][INFO] - ===> Epoch[312](8090/26): Loss -0.1586, Sem 0.1185, dir -0.5969, norm 0.3197, swav 0.0000 LR: 2.255e-02 Score 95.657 Data time: 0.1906, Forward time: 2.2652, Backward time: 3.0747, DDP time: 0.0049, Total iter time: 4.7582 [2020-11-09 03:09:45,398][root][INFO] - ===> Epoch[312](8091/26): Loss -0.1776, Sem 0.0923, dir -0.6045, norm 0.3346, swav 0.0000 LR: 2.254e-02 Score 96.770 Data time: 0.2841, Forward time: 2.2652, Backward time: 3.0745, DDP time: 0.0049, Total iter time: 4.7078 [2020-11-09 03:09:50,972][root][INFO] - ===> Epoch[312](8092/26): Loss -0.1203, Sem 0.1083, dir -0.6155, norm 0.3869, swav 0.0000 LR: 2.253e-02 Score 96.138 Data time: 0.2546, Forward time: 2.2653, Backward time: 3.0744, DDP time: 0.0049, Total iter time: 5.4604 [2020-11-09 03:09:56,639][root][INFO] - ===> Epoch[312](8093/26): Loss -0.1804, Sem 0.1001, dir -0.6384, norm 0.3579, swav 0.0000 LR: 2.252e-02 Score 96.615 Data time: 0.1898, Forward time: 2.2653, Backward time: 3.0745, DDP time: 0.0049, Total iter time: 5.5180 [2020-11-09 03:10:01,943][root][INFO] - ===> Epoch[312](8094/26): Loss -0.0694, Sem 0.1144, dir -0.5832, norm 0.3994, swav 0.0000 LR: 2.250e-02 Score 96.050 Data time: 0.2036, Forward time: 2.2653, Backward time: 3.0744, DDP time: 0.0049, Total iter time: 5.1928 [2020-11-09 03:10:06,039][root][INFO] - ===> Epoch[312](8095/26): Loss -0.1698, Sem 0.1292, dir -0.6463, norm 0.3473, swav 0.0000 LR: 2.249e-02 Score 96.151 Data time: 0.1728, Forward time: 2.2652, Backward time: 3.0743, DDP time: 0.0049, Total iter time: 3.9570 [2020-11-09 03:10:11,336][root][INFO] - ===> Epoch[312](8096/26): Loss -0.1352, Sem 0.1234, dir -0.6211, norm 0.3626, swav 0.0000 LR: 2.248e-02 Score 96.013 Data time: 0.2455, Forward time: 2.2652, Backward time: 3.0742, DDP time: 0.0049, Total iter time: 5.1961 [2020-11-09 03:10:16,582][root][INFO] - ===> Epoch[312](8097/26): Loss -0.0799, Sem 0.1183, dir -0.5649, norm 0.3667, swav 0.0000 LR: 2.247e-02 Score 96.192 Data time: 0.2265, Forward time: 2.2653, Backward time: 3.0741, DDP time: 0.0049, Total iter time: 5.0998 [2020-11-09 03:10:21,604][root][INFO] - ===> Epoch[312](8098/26): Loss -0.1538, Sem 0.1128, dir -0.6397, norm 0.3731, swav 0.0000 LR: 2.246e-02 Score 95.985 Data time: 0.2386, Forward time: 2.2653, Backward time: 3.0740, DDP time: 0.0049, Total iter time: 4.9001 [2020-11-09 03:10:27,165][root][INFO] - ===> Epoch[312](8099/26): Loss -0.1832, Sem 0.1104, dir -0.6454, norm 0.3518, swav 0.0000 LR: 2.245e-02 Score 96.168 Data time: 0.2221, Forward time: 2.2653, Backward time: 3.0740, DDP time: 0.0049, Total iter time: 5.4237 [2020-11-09 03:10:33,139][root][INFO] - ===> Epoch[312](8100/26): Loss -0.1226, Sem 0.1300, dir -0.5839, norm 0.3313, swav 0.0000 LR: 2.244e-02 Score 95.735 Data time: 0.2461, Forward time: 2.2653, Backward time: 3.0740, DDP time: 0.0049, Total iter time: 5.8531 [2020-11-09 03:10:38,325][root][INFO] - ===> Epoch[312](8101/26): Loss -0.1821, Sem 0.1176, dir -0.6687, norm 0.3689, swav 0.0000 LR: 2.243e-02 Score 95.907 Data time: 0.2303, Forward time: 2.2654, Backward time: 3.0738, DDP time: 0.0049, Total iter time: 5.0567 [2020-11-09 03:10:44,076][root][INFO] - ===> Epoch[312](8102/26): Loss -0.1546, Sem 0.1350, dir -0.6414, norm 0.3517, swav 0.0000 LR: 2.242e-02 Score 96.196 Data time: 0.1711, Forward time: 2.2653, Backward time: 3.0739, DDP time: 0.0049, Total iter time: 5.6337 [2020-11-09 03:10:50,699][root][INFO] - ===> Epoch[312](8103/26): Loss -0.1255, Sem 0.1080, dir -0.5785, norm 0.3450, swav 0.0000 LR: 2.241e-02 Score 96.187 Data time: 0.3107, Forward time: 2.2654, Backward time: 3.0739, DDP time: 0.0049, Total iter time: 6.5361 [2020-11-09 03:10:56,957][root][INFO] - ===> Epoch[312](8104/26): Loss -0.0714, Sem 0.1287, dir -0.5677, norm 0.3676, swav 0.0000 LR: 2.240e-02 Score 95.777 Data time: 0.2890, Forward time: 2.2656, Backward time: 3.0738, DDP time: 0.0049, Total iter time: 6.1188 [2020-11-09 03:11:03,366][root][INFO] - ===> Epoch[312](8105/26): Loss -0.1538, Sem 0.1060, dir -0.6078, norm 0.3480, swav 0.0000 LR: 2.239e-02 Score 96.178 Data time: 0.2540, Forward time: 2.2656, Backward time: 3.0738, DDP time: 0.0049, Total iter time: 6.2835 [2020-11-09 03:11:09,322][root][INFO] - ===> Epoch[312](8106/26): Loss -0.1843, Sem 0.1207, dir -0.6560, norm 0.3509, swav 0.0000 LR: 2.238e-02 Score 96.279 Data time: 0.2865, Forward time: 2.2657, Backward time: 3.0738, DDP time: 0.0049, Total iter time: 5.8173 [2020-11-09 03:11:14,496][root][INFO] - ===> Epoch[312](8107/26): Loss -0.1197, Sem 0.1114, dir -0.6016, norm 0.3705, swav 0.0000 LR: 2.237e-02 Score 95.895 Data time: 0.2258, Forward time: 2.2657, Backward time: 3.0737, DDP time: 0.0049, Total iter time: 5.0460 [2020-11-09 03:11:19,959][root][INFO] - ===> Epoch[312](8108/26): Loss -0.1730, Sem 0.1064, dir -0.6434, norm 0.3641, swav 0.0000 LR: 2.236e-02 Score 96.296 Data time: 0.2301, Forward time: 2.2657, Backward time: 3.0736, DDP time: 0.0049, Total iter time: 5.3582 [2020-11-09 03:11:24,388][root][INFO] - ===> Epoch[312](8109/26): Loss -0.1525, Sem 0.1270, dir -0.6242, norm 0.3447, swav 0.0000 LR: 2.235e-02 Score 95.614 Data time: 0.2126, Forward time: 2.2657, Backward time: 3.0735, DDP time: 0.0049, Total iter time: 4.3330 [2020-11-09 03:11:31,230][root][INFO] - ===> Epoch[312](8110/26): Loss -0.2247, Sem 0.0799, dir -0.6437, norm 0.3391, swav 0.0000 LR: 2.233e-02 Score 97.747 Data time: 0.2359, Forward time: 2.2658, Backward time: 3.0736, DDP time: 0.0049, Total iter time: 6.7385 [2020-11-09 03:11:37,455][root][INFO] - ===> Epoch[312](8111/26): Loss -0.1932, Sem 0.0965, dir -0.6751, norm 0.3854, swav 0.0000 LR: 2.232e-02 Score 96.633 Data time: 0.3158, Forward time: 2.2659, Backward time: 3.0735, DDP time: 0.0049, Total iter time: 6.0966 [2020-11-09 03:11:42,598][root][INFO] - ===> Epoch[312](8112/26): Loss -0.1641, Sem 0.1147, dir -0.6447, norm 0.3660, swav 0.0000 LR: 2.231e-02 Score 96.171 Data time: 0.2558, Forward time: 2.2659, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 5.0160 [2020-11-09 03:11:47,859][root][INFO] - ===> Epoch[313](8113/26): Loss -0.1766, Sem 0.0990, dir -0.6364, norm 0.3607, swav 0.0000 LR: 2.230e-02 Score 96.218 Data time: 0.2604, Forward time: 2.2660, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 5.1428 [2020-11-09 03:11:54,223][root][INFO] - ===> Epoch[313](8114/26): Loss -0.1718, Sem 0.1249, dir -0.6489, norm 0.3521, swav 0.0000 LR: 2.229e-02 Score 95.828 Data time: 0.2622, Forward time: 2.2660, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 6.2324 [2020-11-09 03:12:00,637][root][INFO] - ===> Epoch[313](8115/26): Loss -0.1282, Sem 0.1193, dir -0.5992, norm 0.3517, swav 0.0000 LR: 2.228e-02 Score 96.560 Data time: 0.2591, Forward time: 2.2661, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 6.3017 [2020-11-09 03:12:07,577][root][INFO] - ===> Epoch[313](8116/26): Loss -0.0807, Sem 0.1320, dir -0.5826, norm 0.3699, swav 0.0000 LR: 2.227e-02 Score 95.765 Data time: 0.2371, Forward time: 2.2661, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 6.8161 [2020-11-09 03:12:12,225][root][INFO] - ===> Epoch[313](8117/26): Loss -0.2049, Sem 0.1078, dir -0.6695, norm 0.3569, swav 0.0000 LR: 2.226e-02 Score 96.302 Data time: 0.2093, Forward time: 2.2661, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 4.5342 [2020-11-09 03:12:18,231][root][INFO] - ===> Epoch[313](8118/26): Loss -0.1909, Sem 0.1055, dir -0.6414, norm 0.3451, swav 0.0000 LR: 2.225e-02 Score 96.601 Data time: 0.1963, Forward time: 2.2661, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 5.9035 [2020-11-09 03:12:23,998][root][INFO] - ===> Epoch[313](8119/26): Loss -0.1417, Sem 0.1058, dir -0.5906, norm 0.3431, swav 0.0000 LR: 2.224e-02 Score 96.630 Data time: 0.2221, Forward time: 2.2661, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 5.6882 [2020-11-09 03:12:28,498][root][INFO] - ===> Epoch[313](8120/26): Loss -0.1230, Sem 0.1141, dir -0.5861, norm 0.3490, swav 0.0000 LR: 2.223e-02 Score 96.420 Data time: 0.1914, Forward time: 2.2661, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 4.3648 [2020-11-09 03:12:34,412][root][INFO] - ===> Epoch[313](8121/26): Loss -0.0839, Sem 0.1390, dir -0.6125, norm 0.3895, swav 0.0000 LR: 2.222e-02 Score 95.077 Data time: 0.2519, Forward time: 2.2661, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 5.8133 [2020-11-09 03:12:40,244][root][INFO] - ===> Epoch[313](8122/26): Loss -0.2011, Sem 0.0976, dir -0.6618, norm 0.3632, swav 0.0000 LR: 2.221e-02 Score 96.692 Data time: 0.2169, Forward time: 2.2662, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 5.6749 [2020-11-09 03:12:45,349][root][INFO] - ===> Epoch[313](8123/26): Loss -0.1631, Sem 0.1279, dir -0.6301, norm 0.3391, swav 0.0000 LR: 2.220e-02 Score 96.640 Data time: 0.1991, Forward time: 2.2661, Backward time: 3.0731, DDP time: 0.0049, Total iter time: 4.9863 [2020-11-09 03:12:51,193][root][INFO] - ===> Epoch[313](8124/26): Loss -0.1693, Sem 0.1404, dir -0.6591, norm 0.3493, swav 0.0000 LR: 2.219e-02 Score 95.381 Data time: 0.1372, Forward time: 2.2661, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 5.7426 [2020-11-09 03:12:57,063][root][INFO] - ===> Epoch[313](8125/26): Loss -0.1886, Sem 0.1202, dir -0.6673, norm 0.3584, swav 0.0000 LR: 2.218e-02 Score 95.865 Data time: 0.1844, Forward time: 2.2660, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 5.8141 [2020-11-09 03:13:03,670][root][INFO] - ===> Epoch[313](8126/26): Loss -0.1624, Sem 0.1082, dir -0.6170, norm 0.3465, swav 0.0000 LR: 2.216e-02 Score 96.288 Data time: 0.2381, Forward time: 2.2660, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 6.5048 [2020-11-09 03:13:08,524][root][INFO] - ===> Epoch[313](8127/26): Loss -0.2082, Sem 0.1155, dir -0.6594, norm 0.3356, swav 0.0000 LR: 2.215e-02 Score 96.394 Data time: 0.1561, Forward time: 2.2660, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 4.7372 [2020-11-09 03:13:13,645][root][INFO] - ===> Epoch[313](8128/26): Loss -0.1804, Sem 0.0963, dir -0.6293, norm 0.3526, swav 0.0000 LR: 2.214e-02 Score 96.717 Data time: 0.1962, Forward time: 2.2659, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 5.0356 [2020-11-09 03:13:19,708][root][INFO] - ===> Epoch[313](8129/26): Loss -0.0930, Sem 0.1126, dir -0.5913, norm 0.3857, swav 0.0000 LR: 2.213e-02 Score 96.648 Data time: 0.2398, Forward time: 2.2659, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 5.9789 [2020-11-09 03:13:24,586][root][INFO] - ===> Epoch[313](8130/26): Loss -0.1623, Sem 0.1054, dir -0.6216, norm 0.3539, swav 0.0000 LR: 2.212e-02 Score 96.245 Data time: 0.1962, Forward time: 2.2659, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 4.7496 [2020-11-09 03:13:30,413][root][INFO] - ===> Epoch[313](8131/26): Loss -0.1509, Sem 0.1089, dir -0.6417, norm 0.3819, swav 0.0000 LR: 2.211e-02 Score 96.126 Data time: 0.1660, Forward time: 2.2659, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 5.7096 [2020-11-09 03:13:36,737][root][INFO] - ===> Epoch[313](8132/26): Loss -0.1276, Sem 0.1110, dir -0.5840, norm 0.3454, swav 0.0000 LR: 2.210e-02 Score 95.836 Data time: 0.1760, Forward time: 2.2658, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 6.2481 [2020-11-09 03:13:42,307][root][INFO] - ===> Epoch[313](8133/26): Loss -0.1839, Sem 0.1045, dir -0.6420, norm 0.3536, swav 0.0000 LR: 2.209e-02 Score 96.679 Data time: 0.1978, Forward time: 2.2658, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 5.4362 [2020-11-09 03:13:49,218][root][INFO] - ===> Epoch[313](8134/26): Loss -0.1188, Sem 0.1406, dir -0.6390, norm 0.3796, swav 0.0000 LR: 2.208e-02 Score 95.609 Data time: 0.3112, Forward time: 2.2659, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 6.8221 [2020-11-09 03:13:55,155][root][INFO] - ===> Epoch[313](8135/26): Loss -0.1169, Sem 0.1435, dir -0.6369, norm 0.3765, swav 0.0000 LR: 2.207e-02 Score 95.113 Data time: 0.1400, Forward time: 2.2659, Backward time: 3.0735, DDP time: 0.0049, Total iter time: 5.7945 [2020-11-09 03:14:02,471][root][INFO] - ===> Epoch[313](8136/26): Loss -0.1263, Sem 0.1189, dir -0.6292, norm 0.3840, swav 0.0000 LR: 2.206e-02 Score 95.607 Data time: 0.2186, Forward time: 2.2659, Backward time: 3.0737, DDP time: 0.0049, Total iter time: 7.2471 [2020-11-09 03:14:07,720][root][INFO] - ===> Epoch[313](8137/26): Loss -0.2263, Sem 0.1030, dir -0.6625, norm 0.3332, swav 0.0000 LR: 2.205e-02 Score 96.682 Data time: 0.1458, Forward time: 2.2658, Backward time: 3.0737, DDP time: 0.0049, Total iter time: 5.0944 [2020-11-09 03:14:14,769][root][INFO] - ===> Epoch[313](8138/26): Loss -0.2012, Sem 0.0875, dir -0.6483, norm 0.3596, swav 0.0000 LR: 2.204e-02 Score 97.494 Data time: 0.2281, Forward time: 2.2658, Backward time: 3.0739, DDP time: 0.0049, Total iter time: 6.9807 [2020-11-09 03:14:20,241][root][INFO] - ===> Epoch[314](8139/26): Loss -0.1892, Sem 0.0922, dir -0.6144, norm 0.3330, swav 0.0000 LR: 2.203e-02 Score 97.289 Data time: 0.2255, Forward time: 2.2658, Backward time: 3.0738, DDP time: 0.0049, Total iter time: 5.3641 [2020-11-09 03:14:24,820][root][INFO] - ===> Epoch[314](8140/26): Loss -0.1777, Sem 0.1117, dir -0.6563, norm 0.3669, swav 0.0000 LR: 2.202e-02 Score 96.116 Data time: 0.1710, Forward time: 2.2658, Backward time: 3.0737, DDP time: 0.0049, Total iter time: 4.4577 [2020-11-09 03:14:30,420][root][INFO] - ===> Epoch[314](8141/26): Loss -0.1591, Sem 0.1177, dir -0.6120, norm 0.3352, swav 0.0000 LR: 2.201e-02 Score 96.206 Data time: 0.2192, Forward time: 2.2658, Backward time: 3.0737, DDP time: 0.0049, Total iter time: 5.5056 [2020-11-09 03:14:35,423][root][INFO] - ===> Epoch[314](8142/26): Loss -0.1798, Sem 0.1233, dir -0.6412, norm 0.3381, swav 0.0000 LR: 2.199e-02 Score 95.992 Data time: 0.1777, Forward time: 2.2657, Backward time: 3.0737, DDP time: 0.0049, Total iter time: 4.8815 [2020-11-09 03:14:41,450][root][INFO] - ===> Epoch[314](8143/26): Loss -0.2101, Sem 0.1051, dir -0.6461, norm 0.3309, swav 0.0000 LR: 2.198e-02 Score 96.608 Data time: 0.2563, Forward time: 2.2658, Backward time: 3.0736, DDP time: 0.0049, Total iter time: 5.9359 [2020-11-09 03:14:47,018][root][INFO] - ===> Epoch[314](8144/26): Loss -0.1530, Sem 0.1106, dir -0.6453, norm 0.3817, swav 0.0000 LR: 2.197e-02 Score 96.533 Data time: 0.2305, Forward time: 2.2658, Backward time: 3.0736, DDP time: 0.0049, Total iter time: 5.4410 [2020-11-09 03:14:52,588][root][INFO] - ===> Epoch[314](8145/26): Loss -0.1879, Sem 0.0995, dir -0.6464, norm 0.3590, swav 0.0000 LR: 2.196e-02 Score 97.256 Data time: 0.1893, Forward time: 2.2658, Backward time: 3.0736, DDP time: 0.0049, Total iter time: 5.4435 [2020-11-09 03:14:58,342][root][INFO] - ===> Epoch[314](8146/26): Loss -0.1446, Sem 0.1303, dir -0.6377, norm 0.3629, swav 0.0000 LR: 2.195e-02 Score 96.343 Data time: 0.1577, Forward time: 2.2657, Backward time: 3.0737, DDP time: 0.0049, Total iter time: 5.6620 [2020-11-09 03:15:03,297][root][INFO] - ===> Epoch[314](8147/26): Loss -0.1942, Sem 0.1105, dir -0.6567, norm 0.3520, swav 0.0000 LR: 2.194e-02 Score 96.607 Data time: 0.1738, Forward time: 2.2657, Backward time: 3.0736, DDP time: 0.0049, Total iter time: 4.8711 [2020-11-09 03:15:08,834][root][INFO] - ===> Epoch[314](8148/26): Loss -0.1311, Sem 0.1111, dir -0.6027, norm 0.3605, swav 0.0000 LR: 2.193e-02 Score 96.045 Data time: 0.2619, Forward time: 2.2657, Backward time: 3.0736, DDP time: 0.0049, Total iter time: 5.4583 [2020-11-09 03:15:14,881][root][INFO] - ===> Epoch[314](8149/26): Loss -0.1937, Sem 0.1104, dir -0.6352, norm 0.3310, swav 0.0000 LR: 2.192e-02 Score 96.450 Data time: 0.2808, Forward time: 2.2658, Backward time: 3.0735, DDP time: 0.0049, Total iter time: 5.9179 [2020-11-09 03:15:19,720][root][INFO] - ===> Epoch[314](8150/26): Loss -0.1767, Sem 0.0844, dir -0.6161, norm 0.3549, swav 0.0000 LR: 2.191e-02 Score 97.032 Data time: 0.1829, Forward time: 2.2657, Backward time: 3.0735, DDP time: 0.0049, Total iter time: 4.7108 [2020-11-09 03:15:24,928][root][INFO] - ===> Epoch[314](8151/26): Loss -0.2488, Sem 0.1009, dir -0.6776, norm 0.3279, swav 0.0000 LR: 2.190e-02 Score 96.433 Data time: 0.2954, Forward time: 2.2658, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 5.1144 [2020-11-09 03:15:30,895][root][INFO] - ===> Epoch[314](8152/26): Loss -0.0630, Sem 0.1111, dir -0.5365, norm 0.3624, swav 0.0000 LR: 2.189e-02 Score 96.307 Data time: 0.2360, Forward time: 2.2657, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 5.8577 [2020-11-09 03:15:35,781][root][INFO] - ===> Epoch[314](8153/26): Loss -0.1396, Sem 0.1338, dir -0.6085, norm 0.3350, swav 0.0000 LR: 2.188e-02 Score 95.390 Data time: 0.1859, Forward time: 2.2657, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 4.7692 [2020-11-09 03:15:41,419][root][INFO] - ===> Epoch[314](8154/26): Loss -0.1496, Sem 0.1114, dir -0.6421, norm 0.3811, swav 0.0000 LR: 2.187e-02 Score 96.670 Data time: 0.2412, Forward time: 2.2658, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 5.5481 [2020-11-09 03:15:46,478][root][INFO] - ===> Epoch[314](8155/26): Loss -0.1641, Sem 0.1155, dir -0.6160, norm 0.3365, swav 0.0000 LR: 2.186e-02 Score 96.288 Data time: 0.2420, Forward time: 2.2658, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 4.9318 [2020-11-09 03:15:53,166][root][INFO] - ===> Epoch[314](8156/26): Loss -0.1861, Sem 0.1107, dir -0.6325, norm 0.3357, swav 0.0000 LR: 2.185e-02 Score 96.263 Data time: 0.2089, Forward time: 2.2658, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 6.5771 [2020-11-09 03:15:58,320][root][INFO] - ===> Epoch[314](8157/26): Loss -0.1556, Sem 0.1027, dir -0.6407, norm 0.3824, swav 0.0000 LR: 2.183e-02 Score 96.680 Data time: 0.2077, Forward time: 2.2658, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 5.0190 [2020-11-09 03:16:04,233][root][INFO] - ===> Epoch[314](8158/26): Loss -0.1925, Sem 0.1044, dir -0.6543, norm 0.3574, swav 0.0000 LR: 2.182e-02 Score 96.767 Data time: 0.2330, Forward time: 2.2658, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 5.7714 [2020-11-09 03:16:09,476][root][INFO] - ===> Epoch[314](8159/26): Loss -0.1757, Sem 0.1208, dir -0.6406, norm 0.3442, swav 0.0000 LR: 2.181e-02 Score 96.389 Data time: 0.2370, Forward time: 2.2658, Backward time: 3.0731, DDP time: 0.0049, Total iter time: 5.1027 [2020-11-09 03:16:15,831][root][INFO] - ===> Epoch[314](8160/26): Loss -0.1500, Sem 0.1159, dir -0.6409, norm 0.3751, swav 0.0000 LR: 2.180e-02 Score 96.108 Data time: 0.2427, Forward time: 2.2659, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 6.2275 [2020-11-09 03:16:22,204][root][INFO] - ===> Epoch[314](8161/26): Loss -0.2096, Sem 0.0918, dir -0.6258, norm 0.3244, swav 0.0000 LR: 2.179e-02 Score 96.832 Data time: 0.2271, Forward time: 2.2659, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 6.2311 [2020-11-09 03:16:28,197][root][INFO] - ===> Epoch[314](8162/26): Loss -0.1738, Sem 0.0971, dir -0.6483, norm 0.3774, swav 0.0000 LR: 2.178e-02 Score 96.842 Data time: 0.2281, Forward time: 2.2659, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 5.8809 [2020-11-09 03:16:34,854][root][INFO] - ===> Epoch[314](8163/26): Loss -0.1300, Sem 0.1199, dir -0.5813, norm 0.3314, swav 0.0000 LR: 2.177e-02 Score 96.074 Data time: 0.1628, Forward time: 2.2659, Backward time: 3.0734, DDP time: 0.0049, Total iter time: 6.5440 [2020-11-09 03:16:39,416][root][INFO] - ===> Epoch[314](8164/26): Loss -0.1281, Sem 0.1290, dir -0.6290, norm 0.3719, swav 0.0000 LR: 2.176e-02 Score 95.834 Data time: 0.2069, Forward time: 2.2658, Backward time: 3.0733, DDP time: 0.0049, Total iter time: 4.4743 [2020-11-09 03:16:44,974][root][INFO] - ===> Epoch[315](8165/26): Loss -0.1409, Sem 0.1035, dir -0.6091, norm 0.3647, swav 0.0000 LR: 2.175e-02 Score 96.529 Data time: 0.2519, Forward time: 2.2659, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 5.4690 [2020-11-09 03:16:50,498][root][INFO] - ===> Epoch[315](8166/26): Loss -0.1722, Sem 0.0947, dir -0.6088, norm 0.3419, swav 0.0000 LR: 2.174e-02 Score 96.957 Data time: 0.2303, Forward time: 2.2659, Backward time: 3.0732, DDP time: 0.0049, Total iter time: 5.3871 [2020-11-09 03:16:55,977][root][INFO] - ===> Epoch[315](8167/26): Loss -0.1521, Sem 0.1147, dir -0.6170, norm 0.3502, swav 0.0000 LR: 2.173e-02 Score 96.526 Data time: 0.2417, Forward time: 2.2659, Backward time: 3.0731, DDP time: 0.0049, Total iter time: 5.3641 [2020-11-09 03:17:00,448][root][INFO] - ===> Epoch[315](8168/26): Loss -0.1873, Sem 0.0842, dir -0.6236, norm 0.3521, swav 0.0000 LR: 2.172e-02 Score 97.324 Data time: 0.2193, Forward time: 2.2659, Backward time: 3.0730, DDP time: 0.0049, Total iter time: 4.3542 [2020-11-09 03:17:05,787][root][INFO] - ===> Epoch[315](8169/26): Loss -0.1932, Sem 0.1035, dir -0.6480, norm 0.3513, swav 0.0000 LR: 2.171e-02 Score 96.620 Data time: 0.1630, Forward time: 2.2658, Backward time: 3.0730, DDP time: 0.0049, Total iter time: 5.2462 [2020-11-09 03:17:10,946][root][INFO] - ===> Epoch[315](8170/26): Loss -0.1346, Sem 0.1192, dir -0.6184, norm 0.3646, swav 0.0000 LR: 2.170e-02 Score 96.007 Data time: 0.2805, Forward time: 2.2659, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 5.0608 [2020-11-09 03:17:16,476][root][INFO] - ===> Epoch[315](8171/26): Loss -0.1398, Sem 0.1125, dir -0.6023, norm 0.3500, swav 0.0000 LR: 2.169e-02 Score 96.348 Data time: 0.1746, Forward time: 2.2658, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 5.4103 [2020-11-09 03:17:22,137][root][INFO] - ===> Epoch[315](8172/26): Loss -0.0846, Sem 0.1571, dir -0.6328, norm 0.3911, swav 0.0000 LR: 2.167e-02 Score 94.694 Data time: 0.2251, Forward time: 2.2658, Backward time: 3.0730, DDP time: 0.0049, Total iter time: 5.5608 [2020-11-09 03:17:26,356][root][INFO] - ===> Epoch[315](8173/26): Loss -0.1379, Sem 0.1045, dir -0.5917, norm 0.3493, swav 0.0000 LR: 2.166e-02 Score 96.207 Data time: 0.1897, Forward time: 2.2657, Backward time: 3.0728, DDP time: 0.0049, Total iter time: 4.1138 [2020-11-09 03:17:32,609][root][INFO] - ===> Epoch[315](8174/26): Loss -0.1377, Sem 0.1391, dir -0.6292, norm 0.3524, swav 0.0000 LR: 2.165e-02 Score 95.269 Data time: 0.1294, Forward time: 2.2656, Backward time: 3.0730, DDP time: 0.0049, Total iter time: 6.1271 [2020-11-09 03:17:38,989][root][INFO] - ===> Epoch[315](8175/26): Loss -0.1169, Sem 0.1144, dir -0.6090, norm 0.3776, swav 0.0000 LR: 2.164e-02 Score 96.117 Data time: 0.2190, Forward time: 2.2656, Backward time: 3.0731, DDP time: 0.0049, Total iter time: 6.3103 [2020-11-09 03:17:44,463][root][INFO] - ===> Epoch[315](8176/26): Loss -0.1512, Sem 0.1239, dir -0.5863, norm 0.3112, swav 0.0000 LR: 2.163e-02 Score 95.794 Data time: 0.2261, Forward time: 2.2656, Backward time: 3.0730, DDP time: 0.0049, Total iter time: 5.3295 [2020-11-09 03:17:49,770][root][INFO] - ===> Epoch[315](8177/26): Loss -0.1879, Sem 0.1140, dir -0.6642, norm 0.3624, swav 0.0000 LR: 2.162e-02 Score 96.461 Data time: 0.2048, Forward time: 2.2656, Backward time: 3.0730, DDP time: 0.0049, Total iter time: 5.1968 [2020-11-09 03:17:54,734][root][INFO] - ===> Epoch[315](8178/26): Loss -0.0937, Sem 0.1337, dir -0.5969, norm 0.3695, swav 0.0000 LR: 2.161e-02 Score 95.419 Data time: 0.2344, Forward time: 2.2657, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 4.8561 [2020-11-09 03:18:00,529][root][INFO] - ===> Epoch[315](8179/26): Loss -0.1635, Sem 0.0906, dir -0.5950, norm 0.3409, swav 0.0000 LR: 2.160e-02 Score 96.995 Data time: 0.2280, Forward time: 2.2657, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 5.6841 [2020-11-09 03:18:06,408][root][INFO] - ===> Epoch[315](8180/26): Loss -0.1546, Sem 0.1023, dir -0.5969, norm 0.3400, swav 0.0000 LR: 2.159e-02 Score 96.617 Data time: 0.1811, Forward time: 2.2657, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 5.7581 [2020-11-09 03:18:12,237][root][INFO] - ===> Epoch[315](8181/26): Loss -0.0883, Sem 0.1526, dir -0.5939, norm 0.3530, swav 0.0000 LR: 2.158e-02 Score 95.102 Data time: 0.2084, Forward time: 2.2657, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 5.7094 [2020-11-09 03:18:17,087][root][INFO] - ===> Epoch[315](8182/26): Loss -0.1434, Sem 0.0925, dir -0.5848, norm 0.3489, swav 0.0000 LR: 2.157e-02 Score 96.864 Data time: 0.2275, Forward time: 2.2657, Backward time: 3.0728, DDP time: 0.0049, Total iter time: 4.7052 [2020-11-09 03:18:22,675][root][INFO] - ===> Epoch[315](8183/26): Loss -0.1481, Sem 0.1034, dir -0.6298, norm 0.3783, swav 0.0000 LR: 2.156e-02 Score 96.628 Data time: 0.1794, Forward time: 2.2656, Backward time: 3.0728, DDP time: 0.0049, Total iter time: 5.4490 [2020-11-09 03:18:28,188][root][INFO] - ===> Epoch[315](8184/26): Loss -0.1916, Sem 0.1099, dir -0.6505, norm 0.3491, swav 0.0000 LR: 2.155e-02 Score 96.161 Data time: 0.2176, Forward time: 2.2656, Backward time: 3.0728, DDP time: 0.0049, Total iter time: 5.3901 [2020-11-09 03:18:33,679][root][INFO] - ===> Epoch[315](8185/26): Loss -0.1628, Sem 0.0820, dir -0.6126, norm 0.3679, swav 0.0000 LR: 2.154e-02 Score 97.638 Data time: 0.2596, Forward time: 2.2656, Backward time: 3.0727, DDP time: 0.0049, Total iter time: 5.3861 [2020-11-09 03:18:40,510][root][INFO] - ===> Epoch[315](8186/26): Loss -0.0988, Sem 0.1309, dir -0.6065, norm 0.3768, swav 0.0000 LR: 2.153e-02 Score 95.294 Data time: 0.1800, Forward time: 2.2656, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 6.6852 [2020-11-09 03:18:46,184][root][INFO] - ===> Epoch[315](8187/26): Loss -0.1567, Sem 0.1167, dir -0.6159, norm 0.3424, swav 0.0000 LR: 2.151e-02 Score 96.172 Data time: 0.2832, Forward time: 2.2656, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 5.5686 [2020-11-09 03:18:51,626][root][INFO] - ===> Epoch[315](8188/26): Loss -0.2002, Sem 0.1105, dir -0.6667, norm 0.3560, swav 0.0000 LR: 2.150e-02 Score 96.375 Data time: 0.1618, Forward time: 2.2656, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 5.3088 [2020-11-09 03:18:58,048][root][INFO] - ===> Epoch[315](8189/26): Loss -0.1451, Sem 0.1202, dir -0.6274, norm 0.3621, swav 0.0000 LR: 2.149e-02 Score 96.235 Data time: 0.1879, Forward time: 2.2656, Backward time: 3.0730, DDP time: 0.0049, Total iter time: 6.3103 [2020-11-09 03:19:03,636][root][INFO] - ===> Epoch[315](8190/26): Loss -0.1179, Sem 0.1041, dir -0.6232, norm 0.4013, swav 0.0000 LR: 2.148e-02 Score 96.373 Data time: 0.2220, Forward time: 2.2656, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 5.4641 [2020-11-09 03:19:10,183][root][INFO] - ===> Epoch[316](8191/26): Loss -0.1577, Sem 0.1088, dir -0.6179, norm 0.3514, swav 0.0000 LR: 2.147e-02 Score 96.709 Data time: 0.1984, Forward time: 2.2656, Backward time: 3.0731, DDP time: 0.0049, Total iter time: 6.4218 [2020-11-09 03:19:15,515][root][INFO] - ===> Epoch[316](8192/26): Loss -0.1196, Sem 0.1078, dir -0.6030, norm 0.3756, swav 0.0000 LR: 2.146e-02 Score 95.905 Data time: 0.1516, Forward time: 2.2655, Backward time: 3.0731, DDP time: 0.0049, Total iter time: 5.2182 [2020-11-09 03:19:20,263][root][INFO] - ===> Epoch[316](8193/26): Loss -0.1262, Sem 0.1525, dir -0.6307, norm 0.3520, swav 0.0000 LR: 2.145e-02 Score 95.275 Data time: 0.1517, Forward time: 2.2654, Backward time: 3.0730, DDP time: 0.0049, Total iter time: 4.6656 [2020-11-09 03:19:25,339][root][INFO] - ===> Epoch[316](8194/26): Loss -0.1482, Sem 0.1028, dir -0.6053, norm 0.3543, swav 0.0000 LR: 2.144e-02 Score 96.763 Data time: 0.1868, Forward time: 2.2654, Backward time: 3.0730, DDP time: 0.0049, Total iter time: 4.9889 [2020-11-09 03:19:30,333][root][INFO] - ===> Epoch[316](8195/26): Loss -0.1681, Sem 0.1210, dir -0.6495, norm 0.3603, swav 0.0000 LR: 2.143e-02 Score 95.745 Data time: 0.2463, Forward time: 2.2654, Backward time: 3.0729, DDP time: 0.0049, Total iter time: 4.9017 [2020-11-09 03:19:35,280][root][INFO] - ===> Epoch[316](8196/26): Loss -0.1522, Sem 0.0937, dir -0.6063, norm 0.3605, swav 0.0000 LR: 2.142e-02 Score 96.832 Data time: 0.2382, Forward time: 2.2654, Backward time: 3.0728, DDP time: 0.0049, Total iter time: 4.8223 [2020-11-09 03:19:40,589][root][INFO] - ===> Epoch[316](8197/26): Loss -0.1565, Sem 0.1041, dir -0.6010, norm 0.3405, swav 0.0000 LR: 2.141e-02 Score 96.518 Data time: 0.2072, Forward time: 2.2654, Backward time: 3.0727, DDP time: 0.0049, Total iter time: 5.1765 [2020-11-09 03:19:45,381][root][INFO] - ===> Epoch[316](8198/26): Loss -0.1455, Sem 0.1233, dir -0.6032, norm 0.3344, swav 0.0000 LR: 2.140e-02 Score 96.247 Data time: 0.2146, Forward time: 2.2654, Backward time: 3.0726, DDP time: 0.0049, Total iter time: 4.6671 [2020-11-09 03:19:50,603][root][INFO] - ===> Epoch[316](8199/26): Loss -0.1361, Sem 0.1025, dir -0.6063, norm 0.3676, swav 0.0000 LR: 2.139e-02 Score 96.756 Data time: 0.2430, Forward time: 2.2655, Backward time: 3.0725, DDP time: 0.0049, Total iter time: 5.1166 [2020-11-09 03:19:56,157][root][INFO] - ===> Epoch[316](8200/26): Loss -0.1579, Sem 0.1145, dir -0.6587, norm 0.3863, swav 0.0000 LR: 2.138e-02 Score 96.351 Data time: 0.2537, Forward time: 2.2655, Backward time: 3.0724, DDP time: 0.0049, Total iter time: 5.4315 [2020-11-09 03:20:01,570][root][INFO] - ===> Epoch[316](8201/26): Loss -0.1312, Sem 0.1469, dir -0.6579, norm 0.3798, swav 0.0000 LR: 2.137e-02 Score 94.981 Data time: 0.1794, Forward time: 2.2655, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 5.2658 [2020-11-09 03:20:06,400][root][INFO] - ===> Epoch[316](8202/26): Loss -0.1679, Sem 0.1016, dir -0.6271, norm 0.3576, swav 0.0000 LR: 2.135e-02 Score 96.647 Data time: 0.2580, Forward time: 2.2655, Backward time: 3.0723, DDP time: 0.0049, Total iter time: 4.7392 [2020-11-09 03:20:12,544][root][INFO] - ===> Epoch[316](8203/26): Loss -0.1847, Sem 0.1036, dir -0.6646, norm 0.3763, swav 0.0000 LR: 2.134e-02 Score 96.863 Data time: 0.1591, Forward time: 2.2655, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 6.0278 [2020-11-09 03:20:17,389][root][INFO] - ===> Epoch[316](8204/26): Loss -0.1568, Sem 0.0890, dir -0.6191, norm 0.3733, swav 0.0000 LR: 2.133e-02 Score 96.689 Data time: 0.1717, Forward time: 2.2654, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 4.7526 [2020-11-09 03:20:23,606][root][INFO] - ===> Epoch[316](8205/26): Loss -0.1883, Sem 0.0988, dir -0.6176, norm 0.3305, swav 0.0000 LR: 2.132e-02 Score 96.403 Data time: 0.2011, Forward time: 2.2654, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 6.1159 [2020-11-09 03:20:30,098][root][INFO] - ===> Epoch[316](8206/26): Loss -0.1522, Sem 0.1107, dir -0.6313, norm 0.3683, swav 0.0000 LR: 2.131e-02 Score 96.209 Data time: 0.2169, Forward time: 2.2654, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 6.3754 [2020-11-09 03:20:35,656][root][INFO] - ===> Epoch[316](8207/26): Loss -0.1416, Sem 0.1245, dir -0.6231, norm 0.3569, swav 0.0000 LR: 2.130e-02 Score 95.705 Data time: 0.1923, Forward time: 2.2654, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 5.4255 [2020-11-09 03:20:40,304][root][INFO] - ===> Epoch[316](8208/26): Loss -0.1726, Sem 0.0918, dir -0.6359, norm 0.3715, swav 0.0000 LR: 2.129e-02 Score 96.652 Data time: 0.1872, Forward time: 2.2653, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 4.5136 [2020-11-09 03:20:45,614][root][INFO] - ===> Epoch[316](8209/26): Loss -0.1290, Sem 0.1222, dir -0.6022, norm 0.3511, swav 0.0000 LR: 2.128e-02 Score 96.315 Data time: 0.1912, Forward time: 2.2653, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 5.2060 [2020-11-09 03:20:51,378][root][INFO] - ===> Epoch[316](8210/26): Loss -0.1054, Sem 0.1290, dir -0.6158, norm 0.3813, swav 0.0000 LR: 2.127e-02 Score 95.829 Data time: 0.2119, Forward time: 2.2653, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 5.6368 [2020-11-09 03:20:57,049][root][INFO] - ===> Epoch[316](8211/26): Loss -0.0826, Sem 0.1154, dir -0.5983, norm 0.4003, swav 0.0000 LR: 2.126e-02 Score 95.689 Data time: 0.2294, Forward time: 2.2653, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 5.5783 [2020-11-09 03:21:02,306][root][INFO] - ===> Epoch[316](8212/26): Loss -0.1320, Sem 0.1263, dir -0.6308, norm 0.3726, swav 0.0000 LR: 2.125e-02 Score 95.809 Data time: 0.2257, Forward time: 2.2653, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.1358 [2020-11-09 03:21:08,357][root][INFO] - ===> Epoch[316](8213/26): Loss -0.1745, Sem 0.0973, dir -0.6264, norm 0.3546, swav 0.0000 LR: 2.124e-02 Score 96.735 Data time: 0.2167, Forward time: 2.2653, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.9348 [2020-11-09 03:21:14,043][root][INFO] - ===> Epoch[316](8214/26): Loss -0.1199, Sem 0.1044, dir -0.5903, norm 0.3660, swav 0.0000 LR: 2.123e-02 Score 96.485 Data time: 0.1999, Forward time: 2.2653, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 5.5599 [2020-11-09 03:21:19,475][root][INFO] - ===> Epoch[316](8215/26): Loss -0.1769, Sem 0.0981, dir -0.6282, norm 0.3533, swav 0.0000 LR: 2.122e-02 Score 96.517 Data time: 0.2952, Forward time: 2.2653, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.3298 [2020-11-09 03:21:25,755][root][INFO] - ===> Epoch[316](8216/26): Loss -0.1527, Sem 0.1111, dir -0.6004, norm 0.3366, swav 0.0000 LR: 2.120e-02 Score 96.250 Data time: 0.2815, Forward time: 2.2654, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 6.1463 [2020-11-09 03:21:31,818][root][INFO] - ===> Epoch[317](8217/26): Loss -0.1330, Sem 0.1300, dir -0.6204, norm 0.3574, swav 0.0000 LR: 2.119e-02 Score 95.706 Data time: 0.1608, Forward time: 2.2654, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.9104 [2020-11-09 03:21:38,997][root][INFO] - ===> Epoch[317](8218/26): Loss -0.1727, Sem 0.1033, dir -0.6316, norm 0.3556, swav 0.0000 LR: 2.118e-02 Score 96.590 Data time: 0.2262, Forward time: 2.2654, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 7.0758 [2020-11-09 03:21:43,544][root][INFO] - ===> Epoch[317](8219/26): Loss -0.1374, Sem 0.0888, dir -0.5919, norm 0.3658, swav 0.0000 LR: 2.117e-02 Score 97.197 Data time: 0.2111, Forward time: 2.2654, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 4.4326 [2020-11-09 03:21:48,353][root][INFO] - ===> Epoch[317](8220/26): Loss -0.1875, Sem 0.1044, dir -0.6159, norm 0.3240, swav 0.0000 LR: 2.116e-02 Score 96.068 Data time: 0.1876, Forward time: 2.2654, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 4.6929 [2020-11-09 03:21:53,213][root][INFO] - ===> Epoch[317](8221/26): Loss -0.1618, Sem 0.1260, dir -0.6403, norm 0.3525, swav 0.0000 LR: 2.115e-02 Score 95.698 Data time: 0.1717, Forward time: 2.2653, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 4.7664 [2020-11-09 03:21:59,190][root][INFO] - ===> Epoch[317](8222/26): Loss -0.2088, Sem 0.0921, dir -0.6851, norm 0.3842, swav 0.0000 LR: 2.114e-02 Score 97.086 Data time: 0.2185, Forward time: 2.2653, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.8808 [2020-11-09 03:22:04,905][root][INFO] - ===> Epoch[317](8223/26): Loss -0.1423, Sem 0.1080, dir -0.6074, norm 0.3571, swav 0.0000 LR: 2.113e-02 Score 96.343 Data time: 0.2702, Forward time: 2.2654, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.5677 [2020-11-09 03:22:10,819][root][INFO] - ===> Epoch[317](8224/26): Loss -0.1739, Sem 0.1110, dir -0.6175, norm 0.3326, swav 0.0000 LR: 2.112e-02 Score 96.057 Data time: 0.2123, Forward time: 2.2654, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.7876 [2020-11-09 03:22:17,073][root][INFO] - ===> Epoch[317](8225/26): Loss -0.1804, Sem 0.1182, dir -0.6581, norm 0.3595, swav 0.0000 LR: 2.111e-02 Score 95.933 Data time: 0.3010, Forward time: 2.2655, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 6.1516 [2020-11-09 03:22:22,746][root][INFO] - ===> Epoch[317](8226/26): Loss -0.1831, Sem 0.1124, dir -0.6441, norm 0.3486, swav 0.0000 LR: 2.110e-02 Score 95.931 Data time: 0.2532, Forward time: 2.2656, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.5225 [2020-11-09 03:22:27,662][root][INFO] - ===> Epoch[317](8227/26): Loss -0.1851, Sem 0.1133, dir -0.6599, norm 0.3615, swav 0.0000 LR: 2.109e-02 Score 96.045 Data time: 0.2291, Forward time: 2.2656, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 4.7872 [2020-11-09 03:22:32,941][root][INFO] - ===> Epoch[317](8228/26): Loss -0.1630, Sem 0.1127, dir -0.6287, norm 0.3530, swav 0.0000 LR: 2.108e-02 Score 95.819 Data time: 0.2297, Forward time: 2.2656, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.1681 [2020-11-09 03:22:38,506][root][INFO] - ===> Epoch[317](8229/26): Loss -0.1569, Sem 0.1234, dir -0.6155, norm 0.3352, swav 0.0000 LR: 2.107e-02 Score 95.807 Data time: 0.2840, Forward time: 2.2657, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.4446 [2020-11-09 03:22:43,105][root][INFO] - ===> Epoch[317](8230/26): Loss -0.2121, Sem 0.0927, dir -0.6333, norm 0.3285, swav 0.0000 LR: 2.106e-02 Score 96.666 Data time: 0.1871, Forward time: 2.2657, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 4.4766 [2020-11-09 03:22:48,777][root][INFO] - ===> Epoch[317](8231/26): Loss -0.1434, Sem 0.1237, dir -0.6459, norm 0.3788, swav 0.0000 LR: 2.104e-02 Score 95.899 Data time: 0.1896, Forward time: 2.2656, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.5689 [2020-11-09 03:22:54,450][root][INFO] - ===> Epoch[317](8232/26): Loss -0.1571, Sem 0.0935, dir -0.6388, norm 0.3882, swav 0.0000 LR: 2.103e-02 Score 96.538 Data time: 0.1422, Forward time: 2.2655, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.5590 [2020-11-09 03:22:59,566][root][INFO] - ===> Epoch[317](8233/26): Loss -0.1325, Sem 0.1209, dir -0.6276, norm 0.3743, swav 0.0000 LR: 2.102e-02 Score 95.871 Data time: 0.1591, Forward time: 2.2655, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.0385 [2020-11-09 03:23:04,572][root][INFO] - ===> Epoch[317](8234/26): Loss -0.2409, Sem 0.1033, dir -0.6920, norm 0.3478, swav 0.0000 LR: 2.101e-02 Score 96.639 Data time: 0.1981, Forward time: 2.2654, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 4.9108 [2020-11-09 03:23:10,446][root][INFO] - ===> Epoch[317](8235/26): Loss -0.1892, Sem 0.1078, dir -0.6255, norm 0.3285, swav 0.0000 LR: 2.100e-02 Score 96.612 Data time: 0.1836, Forward time: 2.2654, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.7553 [2020-11-09 03:23:15,281][root][INFO] - ===> Epoch[317](8236/26): Loss -0.1613, Sem 0.1079, dir -0.6306, norm 0.3614, swav 0.0000 LR: 2.099e-02 Score 96.485 Data time: 0.1993, Forward time: 2.2654, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 4.7117 [2020-11-09 03:23:22,701][root][INFO] - ===> Epoch[317](8237/26): Loss -0.1887, Sem 0.0978, dir -0.6388, norm 0.3523, swav 0.0000 LR: 2.098e-02 Score 96.612 Data time: 0.2635, Forward time: 2.2655, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 7.2849 [2020-11-09 03:23:27,925][root][INFO] - ===> Epoch[317](8238/26): Loss -0.0451, Sem 0.1395, dir -0.5384, norm 0.3538, swav 0.0000 LR: 2.097e-02 Score 94.927 Data time: 0.1852, Forward time: 2.2655, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.0996 [2020-11-09 03:23:34,358][root][INFO] - ===> Epoch[317](8239/26): Loss -0.0824, Sem 0.1412, dir -0.6155, norm 0.3919, swav 0.0000 LR: 2.096e-02 Score 94.897 Data time: 0.1274, Forward time: 2.2654, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.3111 [2020-11-09 03:23:40,828][root][INFO] - ===> Epoch[317](8240/26): Loss -0.1757, Sem 0.1120, dir -0.6276, norm 0.3399, swav 0.0000 LR: 2.095e-02 Score 95.986 Data time: 0.1389, Forward time: 2.2652, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 6.3890 [2020-11-09 03:23:46,406][root][INFO] - ===> Epoch[317](8241/26): Loss -0.1513, Sem 0.1110, dir -0.5849, norm 0.3226, swav 0.0000 LR: 2.094e-02 Score 96.318 Data time: 0.2577, Forward time: 2.2653, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.4890 [2020-11-09 03:23:51,794][root][INFO] - ===> Epoch[317](8242/26): Loss -0.1431, Sem 0.1140, dir -0.6359, norm 0.3789, swav 0.0000 LR: 2.093e-02 Score 96.464 Data time: 0.2280, Forward time: 2.2653, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.2386 [2020-11-09 03:23:57,572][root][INFO] - ===> Epoch[318](8243/26): Loss -0.1305, Sem 0.1054, dir -0.5941, norm 0.3582, swav 0.0000 LR: 2.092e-02 Score 96.404 Data time: 0.2382, Forward time: 2.2654, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.6285 [2020-11-09 03:24:03,419][root][INFO] - ===> Epoch[318](8244/26): Loss -0.1550, Sem 0.1245, dir -0.6368, norm 0.3573, swav 0.0000 LR: 2.091e-02 Score 95.660 Data time: 0.2596, Forward time: 2.2654, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.7011 [2020-11-09 03:24:09,406][root][INFO] - ===> Epoch[318](8245/26): Loss -0.1468, Sem 0.1182, dir -0.5850, norm 0.3200, swav 0.0000 LR: 2.089e-02 Score 96.125 Data time: 0.1939, Forward time: 2.2654, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.8523 [2020-11-09 03:24:14,304][root][INFO] - ===> Epoch[318](8246/26): Loss -0.1972, Sem 0.0844, dir -0.6284, norm 0.3468, swav 0.0000 LR: 2.088e-02 Score 97.208 Data time: 0.2135, Forward time: 2.2654, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 4.7817 [2020-11-09 03:24:20,133][root][INFO] - ===> Epoch[318](8247/26): Loss -0.1197, Sem 0.0955, dir -0.5771, norm 0.3618, swav 0.0000 LR: 2.087e-02 Score 96.889 Data time: 0.2396, Forward time: 2.2654, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.7104 [2020-11-09 03:24:25,668][root][INFO] - ===> Epoch[318](8248/26): Loss -0.0588, Sem 0.1421, dir -0.5728, norm 0.3719, swav 0.0000 LR: 2.086e-02 Score 95.332 Data time: 0.2353, Forward time: 2.2655, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.3930 [2020-11-09 03:24:33,437][root][INFO] - ===> Epoch[318](8249/26): Loss -0.1929, Sem 0.0926, dir -0.6378, norm 0.3523, swav 0.0000 LR: 2.085e-02 Score 96.828 Data time: 0.1949, Forward time: 2.2655, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 7.6319 [2020-11-09 03:24:39,064][root][INFO] - ===> Epoch[318](8250/26): Loss -0.1392, Sem 0.1272, dir -0.6145, norm 0.3480, swav 0.0000 LR: 2.084e-02 Score 95.669 Data time: 0.2219, Forward time: 2.2655, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.5235 [2020-11-09 03:24:45,546][root][INFO] - ===> Epoch[318](8251/26): Loss -0.1375, Sem 0.1346, dir -0.6160, norm 0.3440, swav 0.0000 LR: 2.083e-02 Score 95.722 Data time: 0.2231, Forward time: 2.2655, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 6.3501 [2020-11-09 03:24:50,179][root][INFO] - ===> Epoch[318](8252/26): Loss -0.1451, Sem 0.1123, dir -0.6343, norm 0.3769, swav 0.0000 LR: 2.082e-02 Score 96.139 Data time: 0.2152, Forward time: 2.2655, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 4.5239 [2020-11-09 03:24:55,653][root][INFO] - ===> Epoch[318](8253/26): Loss -0.1341, Sem 0.1265, dir -0.6470, norm 0.3864, swav 0.0000 LR: 2.081e-02 Score 95.874 Data time: 0.1729, Forward time: 2.2654, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.3562 [2020-11-09 03:25:00,917][root][INFO] - ===> Epoch[318](8254/26): Loss -0.1925, Sem 0.1299, dir -0.6552, norm 0.3328, swav 0.0000 LR: 2.080e-02 Score 95.731 Data time: 0.2424, Forward time: 2.2654, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.2008 [2020-11-09 03:25:06,862][root][INFO] - ===> Epoch[318](8255/26): Loss -0.1344, Sem 0.1183, dir -0.6273, norm 0.3746, swav 0.0000 LR: 2.079e-02 Score 96.020 Data time: 0.2999, Forward time: 2.2655, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.8456 [2020-11-09 03:25:12,148][root][INFO] - ===> Epoch[318](8256/26): Loss -0.1355, Sem 0.1110, dir -0.6115, norm 0.3650, swav 0.0000 LR: 2.078e-02 Score 96.074 Data time: 0.2062, Forward time: 2.2655, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.1503 [2020-11-09 03:25:18,771][root][INFO] - ===> Epoch[318](8257/26): Loss -0.1412, Sem 0.1318, dir -0.6185, norm 0.3454, swav 0.0000 LR: 2.077e-02 Score 95.601 Data time: 0.2044, Forward time: 2.2655, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.5132 [2020-11-09 03:25:24,111][root][INFO] - ===> Epoch[318](8258/26): Loss -0.1748, Sem 0.1112, dir -0.6304, norm 0.3443, swav 0.0000 LR: 2.076e-02 Score 95.465 Data time: 0.1930, Forward time: 2.2655, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.2115 [2020-11-09 03:25:30,041][root][INFO] - ===> Epoch[318](8259/26): Loss -0.1586, Sem 0.1000, dir -0.6185, norm 0.3599, swav 0.0000 LR: 2.074e-02 Score 96.781 Data time: 0.2513, Forward time: 2.2655, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.8287 [2020-11-09 03:25:35,596][root][INFO] - ===> Epoch[318](8260/26): Loss -0.1811, Sem 0.0924, dir -0.6124, norm 0.3390, swav 0.0000 LR: 2.073e-02 Score 96.802 Data time: 0.1513, Forward time: 2.2655, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.4117 [2020-11-09 03:25:40,767][root][INFO] - ===> Epoch[318](8261/26): Loss -0.1438, Sem 0.1182, dir -0.6491, norm 0.3871, swav 0.0000 LR: 2.072e-02 Score 96.041 Data time: 0.1992, Forward time: 2.2655, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.0724 [2020-11-09 03:25:47,106][root][INFO] - ===> Epoch[318](8262/26): Loss -0.1679, Sem 0.1064, dir -0.6235, norm 0.3492, swav 0.0000 LR: 2.071e-02 Score 96.484 Data time: 0.2195, Forward time: 2.2655, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.2172 [2020-11-09 03:25:51,223][root][INFO] - ===> Epoch[318](8263/26): Loss -0.1965, Sem 0.0887, dir -0.6447, norm 0.3595, swav 0.0000 LR: 2.070e-02 Score 96.872 Data time: 0.1549, Forward time: 2.2654, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 4.0007 [2020-11-09 03:25:57,023][root][INFO] - ===> Epoch[318](8264/26): Loss -0.0820, Sem 0.1361, dir -0.6160, norm 0.3979, swav 0.0000 LR: 2.069e-02 Score 94.932 Data time: 0.2356, Forward time: 2.2654, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.7232 [2020-11-09 03:26:02,275][root][INFO] - ===> Epoch[318](8265/26): Loss -0.1472, Sem 0.1081, dir -0.6235, norm 0.3682, swav 0.0000 LR: 2.068e-02 Score 96.845 Data time: 0.2396, Forward time: 2.2654, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.1323 [2020-11-09 03:26:08,700][root][INFO] - ===> Epoch[318](8266/26): Loss -0.1416, Sem 0.1057, dir -0.6025, norm 0.3553, swav 0.0000 LR: 2.067e-02 Score 96.172 Data time: 0.2270, Forward time: 2.2655, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 6.3043 [2020-11-09 03:26:14,119][root][INFO] - ===> Epoch[318](8267/26): Loss -0.0777, Sem 0.1322, dir -0.5558, norm 0.3459, swav 0.0000 LR: 2.066e-02 Score 95.840 Data time: 0.2777, Forward time: 2.2655, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.3072 [2020-11-09 03:26:19,460][root][INFO] - ===> Epoch[318](8268/26): Loss -0.0873, Sem 0.1276, dir -0.5861, norm 0.3712, swav 0.0000 LR: 2.065e-02 Score 95.886 Data time: 0.1846, Forward time: 2.2655, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.2120 [2020-11-09 03:26:25,549][root][INFO] - ===> Epoch[319](8269/26): Loss -0.1803, Sem 0.0866, dir -0.6012, norm 0.3343, swav 0.0000 LR: 2.064e-02 Score 96.900 Data time: 0.2245, Forward time: 2.2655, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.9743 [2020-11-09 03:26:30,547][root][INFO] - ===> Epoch[319](8270/26): Loss -0.2265, Sem 0.1074, dir -0.7028, norm 0.3690, swav 0.0000 LR: 2.063e-02 Score 95.981 Data time: 0.1562, Forward time: 2.2655, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 4.8717 [2020-11-09 03:26:35,921][root][INFO] - ===> Epoch[319](8271/26): Loss -0.1438, Sem 0.0851, dir -0.5983, norm 0.3693, swav 0.0000 LR: 2.062e-02 Score 97.192 Data time: 0.1854, Forward time: 2.2654, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.2482 [2020-11-09 03:26:42,498][root][INFO] - ===> Epoch[319](8272/26): Loss -0.2152, Sem 0.0911, dir -0.6501, norm 0.3438, swav 0.0000 LR: 2.061e-02 Score 97.100 Data time: 0.2329, Forward time: 2.2654, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 6.4526 [2020-11-09 03:26:47,924][root][INFO] - ===> Epoch[319](8273/26): Loss -0.1978, Sem 0.1050, dir -0.6334, norm 0.3305, swav 0.0000 LR: 2.059e-02 Score 96.118 Data time: 0.2515, Forward time: 2.2655, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.2811 [2020-11-09 03:26:52,782][root][INFO] - ===> Epoch[319](8274/26): Loss -0.1432, Sem 0.1381, dir -0.6172, norm 0.3359, swav 0.0000 LR: 2.058e-02 Score 95.149 Data time: 0.2259, Forward time: 2.2655, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 4.7156 [2020-11-09 03:26:58,326][root][INFO] - ===> Epoch[319](8275/26): Loss -0.2421, Sem 0.1114, dir -0.7092, norm 0.3558, swav 0.0000 LR: 2.057e-02 Score 96.424 Data time: 0.1954, Forward time: 2.2655, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.4280 [2020-11-09 03:27:04,190][root][INFO] - ===> Epoch[319](8276/26): Loss -0.1769, Sem 0.0871, dir -0.6225, norm 0.3585, swav 0.0000 LR: 2.056e-02 Score 96.960 Data time: 0.2042, Forward time: 2.2655, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 5.7630 [2020-11-09 03:27:09,699][root][INFO] - ===> Epoch[319](8277/26): Loss -0.1468, Sem 0.1070, dir -0.6010, norm 0.3471, swav 0.0000 LR: 2.055e-02 Score 96.631 Data time: 0.2335, Forward time: 2.2655, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.3718 [2020-11-09 03:27:15,749][root][INFO] - ===> Epoch[319](8278/26): Loss -0.1094, Sem 0.0929, dir -0.5742, norm 0.3720, swav 0.0000 LR: 2.054e-02 Score 96.743 Data time: 0.2191, Forward time: 2.2655, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.9243 [2020-11-09 03:27:21,003][root][INFO] - ===> Epoch[319](8279/26): Loss -0.2218, Sem 0.1070, dir -0.6601, norm 0.3314, swav 0.0000 LR: 2.053e-02 Score 96.566 Data time: 0.1531, Forward time: 2.2654, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.1075 [2020-11-09 03:27:26,109][root][INFO] - ===> Epoch[319](8280/26): Loss -0.1862, Sem 0.1163, dir -0.6454, norm 0.3430, swav 0.0000 LR: 2.052e-02 Score 95.738 Data time: 0.2375, Forward time: 2.2654, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.0265 [2020-11-09 03:27:32,002][root][INFO] - ===> Epoch[319](8281/26): Loss -0.0739, Sem 0.1262, dir -0.5752, norm 0.3751, swav 0.0000 LR: 2.051e-02 Score 95.434 Data time: 0.2375, Forward time: 2.2654, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.7800 [2020-11-09 03:27:36,908][root][INFO] - ===> Epoch[319](8282/26): Loss -0.2087, Sem 0.1101, dir -0.6586, norm 0.3398, swav 0.0000 LR: 2.050e-02 Score 96.417 Data time: 0.1972, Forward time: 2.2654, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 4.7640 [2020-11-09 03:27:44,185][root][INFO] - ===> Epoch[319](8283/26): Loss -0.1403, Sem 0.1392, dir -0.6417, norm 0.3622, swav 0.0000 LR: 2.049e-02 Score 95.219 Data time: 0.2300, Forward time: 2.2654, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 7.1584 [2020-11-09 03:27:51,705][root][INFO] - ===> Epoch[319](8284/26): Loss -0.1966, Sem 0.1082, dir -0.6235, norm 0.3187, swav 0.0000 LR: 2.048e-02 Score 96.296 Data time: 0.2561, Forward time: 2.2655, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 7.3868 [2020-11-09 03:27:56,067][root][INFO] - ===> Epoch[319](8285/26): Loss -0.1712, Sem 0.1113, dir -0.6156, norm 0.3331, swav 0.0000 LR: 2.047e-02 Score 95.932 Data time: 0.1636, Forward time: 2.2654, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 4.2269 [2020-11-09 03:28:01,907][root][INFO] - ===> Epoch[319](8286/26): Loss -0.0860, Sem 0.1115, dir -0.5730, norm 0.3755, swav 0.0000 LR: 2.045e-02 Score 96.037 Data time: 0.1581, Forward time: 2.2654, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.7644 [2020-11-09 03:28:08,200][root][INFO] - ===> Epoch[319](8287/26): Loss -0.2275, Sem 0.1235, dir -0.6801, norm 0.3291, swav 0.0000 LR: 2.044e-02 Score 95.721 Data time: 0.1800, Forward time: 2.2653, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 6.2406 [2020-11-09 03:28:13,167][root][INFO] - ===> Epoch[319](8288/26): Loss -0.1770, Sem 0.0809, dir -0.6267, norm 0.3688, swav 0.0000 LR: 2.043e-02 Score 97.197 Data time: 0.2257, Forward time: 2.2654, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 4.8466 [2020-11-09 03:28:19,572][root][INFO] - ===> Epoch[319](8289/26): Loss -0.1560, Sem 0.0884, dir -0.6124, norm 0.3680, swav 0.0000 LR: 2.042e-02 Score 96.570 Data time: 0.1917, Forward time: 2.2653, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 6.2771 [2020-11-09 03:28:25,498][root][INFO] - ===> Epoch[319](8290/26): Loss -0.1186, Sem 0.1218, dir -0.5956, norm 0.3552, swav 0.0000 LR: 2.041e-02 Score 96.193 Data time: 0.2984, Forward time: 2.2654, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.8269 [2020-11-09 03:28:31,727][root][INFO] - ===> Epoch[319](8291/26): Loss -0.1586, Sem 0.1039, dir -0.6072, norm 0.3447, swav 0.0000 LR: 2.040e-02 Score 96.673 Data time: 0.2989, Forward time: 2.2655, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 6.0955 [2020-11-09 03:28:36,980][root][INFO] - ===> Epoch[319](8292/26): Loss -0.1202, Sem 0.1176, dir -0.5886, norm 0.3507, swav 0.0000 LR: 2.039e-02 Score 96.059 Data time: 0.2561, Forward time: 2.2655, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 5.0951 [2020-11-09 03:28:44,543][root][INFO] - ===> Epoch[319](8293/26): Loss -0.1462, Sem 0.1110, dir -0.6286, norm 0.3714, swav 0.0000 LR: 2.038e-02 Score 96.120 Data time: 0.2791, Forward time: 2.2656, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 7.4572 [2020-11-09 03:28:49,695][root][INFO] - ===> Epoch[319](8294/26): Loss -0.1631, Sem 0.1231, dir -0.6446, norm 0.3584, swav 0.0000 LR: 2.037e-02 Score 95.924 Data time: 0.1909, Forward time: 2.2656, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 4.9900 [2020-11-09 03:28:54,457][root][INFO] - ===> Epoch[320](8295/26): Loss -0.1637, Sem 0.1042, dir -0.6209, norm 0.3530, swav 0.0000 LR: 2.036e-02 Score 96.249 Data time: 0.1907, Forward time: 2.2655, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 4.6597 [2020-11-09 03:28:59,651][root][INFO] - ===> Epoch[320](8296/26): Loss -0.1460, Sem 0.1168, dir -0.6066, norm 0.3438, swav 0.0000 LR: 2.035e-02 Score 96.428 Data time: 0.2197, Forward time: 2.2655, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.0962 [2020-11-09 03:29:04,127][root][INFO] - ===> Epoch[320](8297/26): Loss -0.2010, Sem 0.1060, dir -0.6457, norm 0.3387, swav 0.0000 LR: 2.034e-02 Score 95.913 Data time: 0.1844, Forward time: 2.2655, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 4.3363 [2020-11-09 03:29:10,361][root][INFO] - ===> Epoch[320](8298/26): Loss -0.0935, Sem 0.1117, dir -0.5987, norm 0.3935, swav 0.0000 LR: 2.033e-02 Score 95.627 Data time: 0.2865, Forward time: 2.2655, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 6.1224 [2020-11-09 03:29:16,042][root][INFO] - ===> Epoch[320](8299/26): Loss -0.1958, Sem 0.1070, dir -0.6331, norm 0.3302, swav 0.0000 LR: 2.032e-02 Score 96.325 Data time: 0.2624, Forward time: 2.2656, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.5482 [2020-11-09 03:29:23,356][root][INFO] - ===> Epoch[320](8300/26): Loss -0.1405, Sem 0.1036, dir -0.6263, norm 0.3822, swav 0.0000 LR: 2.030e-02 Score 96.609 Data time: 0.2765, Forward time: 2.2657, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 7.1802 [2020-11-09 03:29:29,189][root][INFO] - ===> Epoch[320](8301/26): Loss -0.1480, Sem 0.1138, dir -0.6373, norm 0.3755, swav 0.0000 LR: 2.029e-02 Score 96.637 Data time: 0.1979, Forward time: 2.2657, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.7161 [2020-11-09 03:29:34,419][root][INFO] - ===> Epoch[320](8302/26): Loss -0.1732, Sem 0.1270, dir -0.6571, norm 0.3570, swav 0.0000 LR: 2.028e-02 Score 95.249 Data time: 0.1918, Forward time: 2.2656, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.1216 [2020-11-09 03:29:39,387][root][INFO] - ===> Epoch[320](8303/26): Loss -0.1395, Sem 0.1093, dir -0.6348, norm 0.3859, swav 0.0000 LR: 2.027e-02 Score 96.520 Data time: 0.2176, Forward time: 2.2657, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 4.8761 [2020-11-09 03:29:44,267][root][INFO] - ===> Epoch[320](8304/26): Loss -0.1864, Sem 0.1137, dir -0.6390, norm 0.3389, swav 0.0000 LR: 2.026e-02 Score 96.031 Data time: 0.1636, Forward time: 2.2656, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 4.7520 [2020-11-09 03:29:50,133][root][INFO] - ===> Epoch[320](8305/26): Loss -0.1459, Sem 0.1166, dir -0.6242, norm 0.3618, swav 0.0000 LR: 2.025e-02 Score 96.439 Data time: 0.1938, Forward time: 2.2656, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.8011 [2020-11-09 03:29:54,480][root][INFO] - ===> Epoch[320](8306/26): Loss -0.1919, Sem 0.1058, dir -0.6257, norm 0.3281, swav 0.0000 LR: 2.024e-02 Score 95.953 Data time: 0.2032, Forward time: 2.2656, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 4.2366 [2020-11-09 03:30:00,345][root][INFO] - ===> Epoch[320](8307/26): Loss -0.1408, Sem 0.1335, dir -0.6488, norm 0.3745, swav 0.0000 LR: 2.023e-02 Score 96.018 Data time: 0.1752, Forward time: 2.2655, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.7580 [2020-11-09 03:30:07,724][root][INFO] - ===> Epoch[320](8308/26): Loss -0.1024, Sem 0.1182, dir -0.6113, norm 0.3907, swav 0.0000 LR: 2.022e-02 Score 95.764 Data time: 0.2123, Forward time: 2.2656, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 7.2647 [2020-11-09 03:30:14,580][root][INFO] - ===> Epoch[320](8309/26): Loss -0.1662, Sem 0.1018, dir -0.5979, norm 0.3299, swav 0.0000 LR: 2.021e-02 Score 96.296 Data time: 0.2220, Forward time: 2.2656, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 6.7155 [2020-11-09 03:30:20,226][root][INFO] - ===> Epoch[320](8310/26): Loss -0.1436, Sem 0.1137, dir -0.6164, norm 0.3592, swav 0.0000 LR: 2.020e-02 Score 96.185 Data time: 0.2066, Forward time: 2.2656, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.5073 [2020-11-09 03:30:25,779][root][INFO] - ===> Epoch[320](8311/26): Loss -0.1063, Sem 0.1053, dir -0.5705, norm 0.3589, swav 0.0000 LR: 2.019e-02 Score 96.776 Data time: 0.2122, Forward time: 2.2656, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.4253 [2020-11-09 03:30:31,122][root][INFO] - ===> Epoch[320](8312/26): Loss -0.2121, Sem 0.0912, dir -0.6554, norm 0.3522, swav 0.0000 LR: 2.018e-02 Score 97.078 Data time: 0.2294, Forward time: 2.2656, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.2210 [2020-11-09 03:30:37,046][root][INFO] - ===> Epoch[320](8313/26): Loss -0.1380, Sem 0.0923, dir -0.5985, norm 0.3681, swav 0.0000 LR: 2.016e-02 Score 97.130 Data time: 0.2705, Forward time: 2.2656, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.8131 [2020-11-09 03:30:42,371][root][INFO] - ===> Epoch[320](8314/26): Loss -0.0980, Sem 0.1062, dir -0.6253, norm 0.4211, swav 0.0000 LR: 2.015e-02 Score 97.158 Data time: 0.1979, Forward time: 2.2656, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.1758 [2020-11-09 03:30:47,624][root][INFO] - ===> Epoch[320](8315/26): Loss -0.1322, Sem 0.1466, dir -0.6260, norm 0.3472, swav 0.0000 LR: 2.014e-02 Score 95.080 Data time: 0.2345, Forward time: 2.2656, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.1254 [2020-11-09 03:30:52,580][root][INFO] - ===> Epoch[320](8316/26): Loss -0.1288, Sem 0.1223, dir -0.6129, norm 0.3619, swav 0.0000 LR: 2.013e-02 Score 95.412 Data time: 0.2219, Forward time: 2.2656, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 4.8362 [2020-11-09 03:30:59,266][root][INFO] - ===> Epoch[320](8317/26): Loss -0.1563, Sem 0.1171, dir -0.6042, norm 0.3308, swav 0.0000 LR: 2.012e-02 Score 96.255 Data time: 0.1832, Forward time: 2.2655, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 6.5688 [2020-11-09 03:31:04,413][root][INFO] - ===> Epoch[320](8318/26): Loss -0.1747, Sem 0.1254, dir -0.6925, norm 0.3924, swav 0.0000 LR: 2.011e-02 Score 95.847 Data time: 0.2016, Forward time: 2.2655, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.0399 [2020-11-09 03:31:10,374][root][INFO] - ===> Epoch[320](8319/26): Loss -0.1788, Sem 0.1023, dir -0.6269, norm 0.3457, swav 0.0000 LR: 2.010e-02 Score 96.982 Data time: 0.2462, Forward time: 2.2656, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.8390 [2020-11-09 03:31:14,858][root][INFO] - ===> Epoch[320](8320/26): Loss -0.1872, Sem 0.1111, dir -0.6492, norm 0.3509, swav 0.0000 LR: 2.009e-02 Score 96.149 Data time: 0.2167, Forward time: 2.2656, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 4.3329 [2020-11-09 03:31:20,134][root][INFO] - ===> Epoch[321](8321/26): Loss -0.2000, Sem 0.1151, dir -0.6390, norm 0.3239, swav 0.0000 LR: 2.008e-02 Score 95.365 Data time: 0.2016, Forward time: 2.2655, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 5.1621 [2020-11-09 03:31:25,274][root][INFO] - ===> Epoch[321](8322/26): Loss -0.1741, Sem 0.1252, dir -0.6406, norm 0.3414, swav 0.0000 LR: 2.007e-02 Score 96.017 Data time: 0.1718, Forward time: 2.2655, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 5.0326 [2020-11-09 03:31:30,044][root][INFO] - ===> Epoch[321](8323/26): Loss -0.1613, Sem 0.1229, dir -0.6288, norm 0.3447, swav 0.0000 LR: 2.006e-02 Score 96.291 Data time: 0.2146, Forward time: 2.2655, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 4.7001 [2020-11-09 03:31:35,379][root][INFO] - ===> Epoch[321](8324/26): Loss -0.1833, Sem 0.0825, dir -0.6438, norm 0.3780, swav 0.0000 LR: 2.005e-02 Score 97.132 Data time: 0.1965, Forward time: 2.2655, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 5.2261 [2020-11-09 03:31:42,346][root][INFO] - ===> Epoch[321](8325/26): Loss -0.1808, Sem 0.1171, dir -0.6549, norm 0.3569, swav 0.0000 LR: 2.004e-02 Score 95.985 Data time: 0.1849, Forward time: 2.2654, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 6.8677 [2020-11-09 03:31:48,101][root][INFO] - ===> Epoch[321](8326/26): Loss -0.1670, Sem 0.1186, dir -0.6008, norm 0.3152, swav 0.0000 LR: 2.003e-02 Score 96.166 Data time: 0.1744, Forward time: 2.2654, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.6606 [2020-11-09 03:31:53,541][root][INFO] - ===> Epoch[321](8327/26): Loss -0.1431, Sem 0.1154, dir -0.6368, norm 0.3783, swav 0.0000 LR: 2.001e-02 Score 95.970 Data time: 0.1866, Forward time: 2.2654, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.3544 [2020-11-09 03:31:59,487][root][INFO] - ===> Epoch[321](8328/26): Loss -0.1275, Sem 0.1388, dir -0.6290, norm 0.3628, swav 0.0000 LR: 2.000e-02 Score 96.252 Data time: 0.1834, Forward time: 2.2653, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.8127 [2020-11-09 03:32:05,335][root][INFO] - ===> Epoch[321](8329/26): Loss -0.1702, Sem 0.1021, dir -0.6418, norm 0.3695, swav 0.0000 LR: 1.999e-02 Score 96.602 Data time: 0.2189, Forward time: 2.2653, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.7146 [2020-11-09 03:32:11,122][root][INFO] - ===> Epoch[321](8330/26): Loss -0.1414, Sem 0.1054, dir -0.6088, norm 0.3619, swav 0.0000 LR: 1.998e-02 Score 96.448 Data time: 0.2778, Forward time: 2.2653, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.6618 [2020-11-09 03:32:16,417][root][INFO] - ===> Epoch[321](8331/26): Loss -0.1951, Sem 0.1110, dir -0.6603, norm 0.3543, swav 0.0000 LR: 1.997e-02 Score 96.352 Data time: 0.2423, Forward time: 2.2654, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.1533 [2020-11-09 03:32:23,711][root][INFO] - ===> Epoch[321](8332/26): Loss -0.2282, Sem 0.0794, dir -0.6396, norm 0.3320, swav 0.0000 LR: 1.996e-02 Score 97.392 Data time: 0.1807, Forward time: 2.2653, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 7.1852 [2020-11-09 03:32:29,021][root][INFO] - ===> Epoch[321](8333/26): Loss -0.1617, Sem 0.0955, dir -0.5985, norm 0.3412, swav 0.0000 LR: 1.995e-02 Score 96.884 Data time: 0.2310, Forward time: 2.2654, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.1893 [2020-11-09 03:32:35,452][root][INFO] - ===> Epoch[321](8334/26): Loss -0.2096, Sem 0.0887, dir -0.6374, norm 0.3391, swav 0.0000 LR: 1.994e-02 Score 96.750 Data time: 0.2974, Forward time: 2.2654, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 6.3064 [2020-11-09 03:32:41,420][root][INFO] - ===> Epoch[321](8335/26): Loss -0.1544, Sem 0.1113, dir -0.6007, norm 0.3350, swav 0.0000 LR: 1.993e-02 Score 96.168 Data time: 0.1716, Forward time: 2.2654, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.8413 [2020-11-09 03:32:47,778][root][INFO] - ===> Epoch[321](8336/26): Loss -0.1441, Sem 0.1177, dir -0.6330, norm 0.3712, swav 0.0000 LR: 1.992e-02 Score 95.987 Data time: 0.1629, Forward time: 2.2653, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 6.2624 [2020-11-09 03:32:53,229][root][INFO] - ===> Epoch[321](8337/26): Loss -0.1915, Sem 0.1018, dir -0.6535, norm 0.3603, swav 0.0000 LR: 1.991e-02 Score 96.527 Data time: 0.2266, Forward time: 2.2654, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.3676 [2020-11-09 03:32:59,535][root][INFO] - ===> Epoch[321](8338/26): Loss -0.1861, Sem 0.0960, dir -0.6466, norm 0.3645, swav 0.0000 LR: 1.990e-02 Score 96.367 Data time: 0.1479, Forward time: 2.2653, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 6.1652 [2020-11-09 03:33:05,865][root][INFO] - ===> Epoch[321](8339/26): Loss -0.2417, Sem 0.0863, dir -0.6819, norm 0.3539, swav 0.0000 LR: 1.989e-02 Score 96.451 Data time: 0.1834, Forward time: 2.2653, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 6.2195 [2020-11-09 03:33:12,139][root][INFO] - ===> Epoch[321](8340/26): Loss -0.1523, Sem 0.0939, dir -0.6339, norm 0.3878, swav 0.0000 LR: 1.987e-02 Score 96.719 Data time: 0.1409, Forward time: 2.2652, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 6.1476 [2020-11-09 03:33:16,837][root][INFO] - ===> Epoch[321](8341/26): Loss -0.1802, Sem 0.1074, dir -0.6221, norm 0.3346, swav 0.0000 LR: 1.986e-02 Score 96.061 Data time: 0.1450, Forward time: 2.2651, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 4.6075 [2020-11-09 03:33:23,184][root][INFO] - ===> Epoch[321](8342/26): Loss -0.1894, Sem 0.1006, dir -0.6164, norm 0.3264, swav 0.0000 LR: 1.985e-02 Score 96.689 Data time: 0.2393, Forward time: 2.2651, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.2410 [2020-11-09 03:33:29,674][root][INFO] - ===> Epoch[321](8343/26): Loss -0.1714, Sem 0.0880, dir -0.5895, norm 0.3301, swav 0.0000 LR: 1.984e-02 Score 97.391 Data time: 0.2813, Forward time: 2.2652, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.3493 [2020-11-09 03:33:34,998][root][INFO] - ===> Epoch[321](8344/26): Loss -0.2039, Sem 0.1002, dir -0.6420, norm 0.3378, swav 0.0000 LR: 1.983e-02 Score 96.896 Data time: 0.1796, Forward time: 2.2651, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.1799 [2020-11-09 03:33:40,256][root][INFO] - ===> Epoch[321](8345/26): Loss -0.1823, Sem 0.1093, dir -0.6336, norm 0.3420, swav 0.0000 LR: 1.982e-02 Score 96.326 Data time: 0.2629, Forward time: 2.2651, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.1601 [2020-11-09 03:33:46,795][root][INFO] - ===> Epoch[321](8346/26): Loss -0.1578, Sem 0.0950, dir -0.5981, norm 0.3453, swav 0.0000 LR: 1.981e-02 Score 96.798 Data time: 0.2438, Forward time: 2.2652, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.4170 [2020-11-09 03:33:51,635][root][INFO] - ===> Epoch[322](8347/26): Loss -0.2053, Sem 0.1013, dir -0.6621, norm 0.3554, swav 0.0000 LR: 1.980e-02 Score 97.143 Data time: 0.2647, Forward time: 2.2652, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 4.6774 [2020-11-09 03:33:57,446][root][INFO] - ===> Epoch[322](8348/26): Loss -0.1173, Sem 0.1094, dir -0.6144, norm 0.3877, swav 0.0000 LR: 1.979e-02 Score 96.643 Data time: 0.2399, Forward time: 2.2652, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.7068 [2020-11-09 03:34:03,260][root][INFO] - ===> Epoch[322](8349/26): Loss -0.2204, Sem 0.0855, dir -0.6321, norm 0.3262, swav 0.0000 LR: 1.978e-02 Score 97.004 Data time: 0.2645, Forward time: 2.2653, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.6855 [2020-11-09 03:34:07,542][root][INFO] - ===> Epoch[322](8350/26): Loss -0.1247, Sem 0.1098, dir -0.6226, norm 0.3881, swav 0.0000 LR: 1.977e-02 Score 96.980 Data time: 0.2031, Forward time: 2.2653, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 4.1477 [2020-11-09 03:34:13,364][root][INFO] - ===> Epoch[322](8351/26): Loss -0.1340, Sem 0.1189, dir -0.6302, norm 0.3773, swav 0.0000 LR: 1.976e-02 Score 95.817 Data time: 0.1732, Forward time: 2.2652, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.7205 [2020-11-09 03:34:19,006][root][INFO] - ===> Epoch[322](8352/26): Loss -0.1666, Sem 0.0978, dir -0.6002, norm 0.3358, swav 0.0000 LR: 1.975e-02 Score 96.723 Data time: 0.2131, Forward time: 2.2652, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.5241 [2020-11-09 03:34:24,641][root][INFO] - ===> Epoch[322](8353/26): Loss -0.1458, Sem 0.0994, dir -0.6291, norm 0.3839, swav 0.0000 LR: 1.973e-02 Score 96.634 Data time: 0.1426, Forward time: 2.2652, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 5.4966 [2020-11-09 03:34:31,242][root][INFO] - ===> Epoch[322](8354/26): Loss -0.1963, Sem 0.1040, dir -0.6514, norm 0.3511, swav 0.0000 LR: 1.972e-02 Score 96.944 Data time: 0.1347, Forward time: 2.2651, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 6.5089 [2020-11-09 03:34:37,815][root][INFO] - ===> Epoch[322](8355/26): Loss -0.1164, Sem 0.1517, dir -0.6333, norm 0.3652, swav 0.0000 LR: 1.971e-02 Score 95.686 Data time: 0.2041, Forward time: 2.2650, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.5202 [2020-11-09 03:34:43,346][root][INFO] - ===> Epoch[322](8356/26): Loss -0.1240, Sem 0.1179, dir -0.6201, norm 0.3782, swav 0.0000 LR: 1.970e-02 Score 96.228 Data time: 0.2451, Forward time: 2.2651, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.4167 [2020-11-09 03:34:49,488][root][INFO] - ===> Epoch[322](8357/26): Loss -0.2624, Sem 0.0705, dir -0.6557, norm 0.3227, swav 0.0000 LR: 1.969e-02 Score 97.705 Data time: 0.2206, Forward time: 2.2651, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.0110 [2020-11-09 03:34:54,933][root][INFO] - ===> Epoch[322](8358/26): Loss -0.2129, Sem 0.0709, dir -0.6494, norm 0.3657, swav 0.0000 LR: 1.968e-02 Score 98.078 Data time: 0.2712, Forward time: 2.2652, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.3282 [2020-11-09 03:35:01,109][root][INFO] - ===> Epoch[322](8359/26): Loss -0.1610, Sem 0.1113, dir -0.6204, norm 0.3481, swav 0.0000 LR: 1.967e-02 Score 95.995 Data time: 0.2512, Forward time: 2.2652, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 6.0426 [2020-11-09 03:35:06,504][root][INFO] - ===> Epoch[322](8360/26): Loss -0.1380, Sem 0.1134, dir -0.6007, norm 0.3493, swav 0.0000 LR: 1.966e-02 Score 96.136 Data time: 0.1402, Forward time: 2.2651, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.2648 [2020-11-09 03:35:12,413][root][INFO] - ===> Epoch[322](8361/26): Loss -0.1523, Sem 0.1159, dir -0.6221, norm 0.3540, swav 0.0000 LR: 1.965e-02 Score 96.214 Data time: 0.1933, Forward time: 2.2651, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.8484 [2020-11-09 03:35:18,267][root][INFO] - ===> Epoch[322](8362/26): Loss -0.2155, Sem 0.1187, dir -0.6564, norm 0.3222, swav 0.0000 LR: 1.964e-02 Score 95.599 Data time: 0.1599, Forward time: 2.2651, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.7642 [2020-11-09 03:35:24,135][root][INFO] - ===> Epoch[322](8363/26): Loss -0.1901, Sem 0.0833, dir -0.6106, norm 0.3372, swav 0.0000 LR: 1.963e-02 Score 97.126 Data time: 0.1932, Forward time: 2.2650, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.7948 [2020-11-09 03:35:29,467][root][INFO] - ===> Epoch[322](8364/26): Loss -0.1867, Sem 0.1057, dir -0.6297, norm 0.3372, swav 0.0000 LR: 1.962e-02 Score 96.450 Data time: 0.1987, Forward time: 2.2650, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.2022 [2020-11-09 03:35:34,467][root][INFO] - ===> Epoch[322](8365/26): Loss -0.1872, Sem 0.0906, dir -0.5993, norm 0.3215, swav 0.0000 LR: 1.960e-02 Score 96.910 Data time: 0.1618, Forward time: 2.2650, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 4.9214 [2020-11-09 03:35:39,042][root][INFO] - ===> Epoch[322](8366/26): Loss -0.2029, Sem 0.1100, dir -0.6653, norm 0.3523, swav 0.0000 LR: 1.959e-02 Score 96.455 Data time: 0.1953, Forward time: 2.2650, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 4.4852 [2020-11-09 03:35:44,991][root][INFO] - ===> Epoch[322](8367/26): Loss -0.1046, Sem 0.1243, dir -0.6225, norm 0.3936, swav 0.0000 LR: 1.958e-02 Score 96.109 Data time: 0.2033, Forward time: 2.2649, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.8359 [2020-11-09 03:35:51,442][root][INFO] - ===> Epoch[322](8368/26): Loss -0.1491, Sem 0.1032, dir -0.6473, norm 0.3949, swav 0.0000 LR: 1.957e-02 Score 96.172 Data time: 0.1966, Forward time: 2.2649, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.3310 [2020-11-09 03:35:58,077][root][INFO] - ===> Epoch[322](8369/26): Loss -0.0982, Sem 0.1250, dir -0.5961, norm 0.3729, swav 0.0000 LR: 1.956e-02 Score 96.138 Data time: 0.1071, Forward time: 2.2648, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 6.4991 [2020-11-09 03:36:02,633][root][INFO] - ===> Epoch[322](8370/26): Loss -0.1365, Sem 0.1057, dir -0.5919, norm 0.3497, swav 0.0000 LR: 1.955e-02 Score 96.784 Data time: 0.1900, Forward time: 2.2648, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 4.4705 [2020-11-09 03:36:08,048][root][INFO] - ===> Epoch[322](8371/26): Loss -0.1866, Sem 0.1133, dir -0.6436, norm 0.3438, swav 0.0000 LR: 1.954e-02 Score 96.055 Data time: 0.1842, Forward time: 2.2647, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.2930 [2020-11-09 03:36:13,171][root][INFO] - ===> Epoch[322](8372/26): Loss -0.1786, Sem 0.1164, dir -0.6350, norm 0.3400, swav 0.0000 LR: 1.953e-02 Score 96.196 Data time: 0.2152, Forward time: 2.2647, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.0141 [2020-11-09 03:36:19,526][root][INFO] - ===> Epoch[323](8373/26): Loss -0.1496, Sem 0.1200, dir -0.6462, norm 0.3766, swav 0.0000 LR: 1.952e-02 Score 96.307 Data time: 0.2648, Forward time: 2.2648, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.2212 [2020-11-09 03:36:25,068][root][INFO] - ===> Epoch[323](8374/26): Loss -0.1501, Sem 0.0997, dir -0.6113, norm 0.3614, swav 0.0000 LR: 1.951e-02 Score 96.805 Data time: 0.2493, Forward time: 2.2648, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.3980 [2020-11-09 03:36:30,682][root][INFO] - ===> Epoch[323](8375/26): Loss -0.1959, Sem 0.1097, dir -0.6831, norm 0.3775, swav 0.0000 LR: 1.950e-02 Score 96.296 Data time: 0.1617, Forward time: 2.2648, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.4643 [2020-11-09 03:36:35,457][root][INFO] - ===> Epoch[323](8376/26): Loss -0.1762, Sem 0.0983, dir -0.6225, norm 0.3480, swav 0.0000 LR: 1.949e-02 Score 96.410 Data time: 0.2005, Forward time: 2.2648, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 4.6800 [2020-11-09 03:36:42,239][root][INFO] - ===> Epoch[323](8377/26): Loss -0.2010, Sem 0.0812, dir -0.6212, norm 0.3390, swav 0.0000 LR: 1.948e-02 Score 97.162 Data time: 0.2453, Forward time: 2.2648, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.6745 [2020-11-09 03:36:47,951][root][INFO] - ===> Epoch[323](8378/26): Loss -0.1638, Sem 0.1115, dir -0.6164, norm 0.3410, swav 0.0000 LR: 1.946e-02 Score 96.074 Data time: 0.1354, Forward time: 2.2647, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.5810 [2020-11-09 03:36:53,658][root][INFO] - ===> Epoch[323](8379/26): Loss -0.1073, Sem 0.1176, dir -0.6088, norm 0.3839, swav 0.0000 LR: 1.945e-02 Score 96.130 Data time: 0.2533, Forward time: 2.2648, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.6267 [2020-11-09 03:37:00,053][root][INFO] - ===> Epoch[323](8380/26): Loss -0.1360, Sem 0.1003, dir -0.6269, norm 0.3906, swav 0.0000 LR: 1.944e-02 Score 96.507 Data time: 0.2095, Forward time: 2.2648, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 6.2678 [2020-11-09 03:37:05,721][root][INFO] - ===> Epoch[323](8381/26): Loss -0.1614, Sem 0.1126, dir -0.6414, norm 0.3675, swav 0.0000 LR: 1.943e-02 Score 96.090 Data time: 0.1799, Forward time: 2.2648, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.5014 [2020-11-09 03:37:11,470][root][INFO] - ===> Epoch[323](8382/26): Loss -0.1215, Sem 0.1004, dir -0.5746, norm 0.3526, swav 0.0000 LR: 1.942e-02 Score 96.408 Data time: 0.2007, Forward time: 2.2648, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.6445 [2020-11-09 03:37:18,061][root][INFO] - ===> Epoch[323](8383/26): Loss -0.1529, Sem 0.1060, dir -0.5991, norm 0.3402, swav 0.0000 LR: 1.941e-02 Score 96.393 Data time: 0.1792, Forward time: 2.2647, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 6.4718 [2020-11-09 03:37:23,521][root][INFO] - ===> Epoch[323](8384/26): Loss -0.2073, Sem 0.1034, dir -0.6574, norm 0.3467, swav 0.0000 LR: 1.940e-02 Score 96.439 Data time: 0.1787, Forward time: 2.2647, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.3542 [2020-11-09 03:37:28,836][root][INFO] - ===> Epoch[323](8385/26): Loss -0.1991, Sem 0.1094, dir -0.6309, norm 0.3225, swav 0.0000 LR: 1.939e-02 Score 96.743 Data time: 0.1898, Forward time: 2.2646, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.2083 [2020-11-09 03:37:34,907][root][INFO] - ===> Epoch[323](8386/26): Loss -0.1271, Sem 0.1221, dir -0.6169, norm 0.3677, swav 0.0000 LR: 1.938e-02 Score 96.045 Data time: 0.2232, Forward time: 2.2647, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.9508 [2020-11-09 03:37:40,510][root][INFO] - ===> Epoch[323](8387/26): Loss -0.1689, Sem 0.1223, dir -0.6194, norm 0.3282, swav 0.0000 LR: 1.937e-02 Score 95.856 Data time: 0.2035, Forward time: 2.2647, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.4663 [2020-11-09 03:37:45,949][root][INFO] - ===> Epoch[323](8388/26): Loss -0.2268, Sem 0.0785, dir -0.6534, norm 0.3481, swav 0.0000 LR: 1.936e-02 Score 97.468 Data time: 0.1611, Forward time: 2.2646, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.2881 [2020-11-09 03:37:51,834][root][INFO] - ===> Epoch[323](8389/26): Loss -0.2621, Sem 0.1101, dir -0.7130, norm 0.3408, swav 0.0000 LR: 1.935e-02 Score 96.506 Data time: 0.1586, Forward time: 2.2645, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.7796 [2020-11-09 03:37:57,574][root][INFO] - ===> Epoch[323](8390/26): Loss -0.1551, Sem 0.1107, dir -0.6152, norm 0.3493, swav 0.0000 LR: 1.934e-02 Score 96.330 Data time: 0.2326, Forward time: 2.2645, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.6482 [2020-11-09 03:38:02,574][root][INFO] - ===> Epoch[323](8391/26): Loss -0.1543, Sem 0.1320, dir -0.6393, norm 0.3530, swav 0.0000 LR: 1.932e-02 Score 95.621 Data time: 0.2022, Forward time: 2.2645, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 4.8654 [2020-11-09 03:38:08,130][root][INFO] - ===> Epoch[323](8392/26): Loss -0.2115, Sem 0.1126, dir -0.6913, norm 0.3672, swav 0.0000 LR: 1.931e-02 Score 96.239 Data time: 0.2756, Forward time: 2.2646, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.4289 [2020-11-09 03:38:13,641][root][INFO] - ===> Epoch[323](8393/26): Loss -0.1571, Sem 0.0995, dir -0.6072, norm 0.3506, swav 0.0000 LR: 1.930e-02 Score 96.467 Data time: 0.2508, Forward time: 2.2646, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.3714 [2020-11-09 03:38:20,668][root][INFO] - ===> Epoch[323](8394/26): Loss -0.1494, Sem 0.1441, dir -0.6575, norm 0.3640, swav 0.0000 LR: 1.929e-02 Score 95.357 Data time: 0.1881, Forward time: 2.2646, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 6.9054 [2020-11-09 03:38:25,795][root][INFO] - ===> Epoch[323](8395/26): Loss -0.1779, Sem 0.1168, dir -0.6434, norm 0.3487, swav 0.0000 LR: 1.928e-02 Score 95.441 Data time: 0.2070, Forward time: 2.2646, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.0016 [2020-11-09 03:38:33,133][root][INFO] - ===> Epoch[323](8396/26): Loss -0.1513, Sem 0.1031, dir -0.6329, norm 0.3785, swav 0.0000 LR: 1.927e-02 Score 96.831 Data time: 0.2020, Forward time: 2.2646, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 7.2068 [2020-11-09 03:38:40,442][root][INFO] - ===> Epoch[323](8397/26): Loss -0.1366, Sem 0.1289, dir -0.6259, norm 0.3604, swav 0.0000 LR: 1.926e-02 Score 96.090 Data time: 0.2055, Forward time: 2.2646, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 7.2060 [2020-11-09 03:38:46,787][root][INFO] - ===> Epoch[323](8398/26): Loss -0.2029, Sem 0.1250, dir -0.6663, norm 0.3385, swav 0.0000 LR: 1.925e-02 Score 96.109 Data time: 0.2391, Forward time: 2.2647, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 6.2324 [2020-11-09 03:38:51,893][root][INFO] - ===> Epoch[324](8399/26): Loss -0.2157, Sem 0.0777, dir -0.6163, norm 0.3229, swav 0.0000 LR: 1.924e-02 Score 97.314 Data time: 0.1424, Forward time: 2.2646, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 4.9666 [2020-11-09 03:38:57,880][root][INFO] - ===> Epoch[324](8400/26): Loss -0.2071, Sem 0.1059, dir -0.6429, norm 0.3298, swav 0.0000 LR: 1.923e-02 Score 96.241 Data time: 0.2111, Forward time: 2.2646, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 5.8881 [2020-11-09 03:39:03,491][root][INFO] - ===> Epoch[324](8401/26): Loss -0.1236, Sem 0.1151, dir -0.6120, norm 0.3733, swav 0.0000 LR: 1.922e-02 Score 96.088 Data time: 0.1679, Forward time: 2.2645, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 5.4948 [2020-11-09 03:39:09,321][root][INFO] - ===> Epoch[324](8402/26): Loss -0.2231, Sem 0.0836, dir -0.6645, norm 0.3578, swav 0.0000 LR: 1.921e-02 Score 97.109 Data time: 0.2766, Forward time: 2.2646, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 5.7337 [2020-11-09 03:39:14,462][root][INFO] - ===> Epoch[324](8403/26): Loss -0.1335, Sem 0.1214, dir -0.6294, norm 0.3745, swav 0.0000 LR: 1.919e-02 Score 96.260 Data time: 0.2083, Forward time: 2.2646, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 5.0059 [2020-11-09 03:39:21,172][root][INFO] - ===> Epoch[324](8404/26): Loss -0.1981, Sem 0.0912, dir -0.6242, norm 0.3349, swav 0.0000 LR: 1.918e-02 Score 96.970 Data time: 0.1612, Forward time: 2.2646, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 6.5867 [2020-11-09 03:39:26,217][root][INFO] - ===> Epoch[324](8405/26): Loss -0.1721, Sem 0.1308, dir -0.6423, norm 0.3393, swav 0.0000 LR: 1.917e-02 Score 95.702 Data time: 0.1849, Forward time: 2.2645, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 4.9170 [2020-11-09 03:39:31,268][root][INFO] - ===> Epoch[324](8406/26): Loss -0.1420, Sem 0.1286, dir -0.6270, norm 0.3564, swav 0.0000 LR: 1.916e-02 Score 95.809 Data time: 0.1615, Forward time: 2.2645, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 4.9325 [2020-11-09 03:39:37,070][root][INFO] - ===> Epoch[324](8407/26): Loss -0.1520, Sem 0.1086, dir -0.6280, norm 0.3675, swav 0.0000 LR: 1.915e-02 Score 96.477 Data time: 0.1744, Forward time: 2.2644, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 5.6862 [2020-11-09 03:39:42,174][root][INFO] - ===> Epoch[324](8408/26): Loss -0.1907, Sem 0.0925, dir -0.6225, norm 0.3392, swav 0.0000 LR: 1.914e-02 Score 96.898 Data time: 0.2100, Forward time: 2.2644, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 5.0240 [2020-11-09 03:39:48,200][root][INFO] - ===> Epoch[324](8409/26): Loss -0.1518, Sem 0.1099, dir -0.6359, norm 0.3743, swav 0.0000 LR: 1.913e-02 Score 96.495 Data time: 0.2341, Forward time: 2.2644, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 5.9196 [2020-11-09 03:39:54,113][root][INFO] - ===> Epoch[324](8410/26): Loss -0.1472, Sem 0.1251, dir -0.6389, norm 0.3666, swav 0.0000 LR: 1.912e-02 Score 96.001 Data time: 0.2839, Forward time: 2.2645, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 5.7857 [2020-11-09 03:39:59,999][root][INFO] - ===> Epoch[324](8411/26): Loss -0.1794, Sem 0.1155, dir -0.6336, norm 0.3387, swav 0.0000 LR: 1.911e-02 Score 96.215 Data time: 0.2068, Forward time: 2.2645, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 5.7424 [2020-11-09 03:40:05,183][root][INFO] - ===> Epoch[324](8412/26): Loss -0.1677, Sem 0.1159, dir -0.6021, norm 0.3185, swav 0.0000 LR: 1.910e-02 Score 96.094 Data time: 0.1671, Forward time: 2.2645, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 5.0754 [2020-11-09 03:40:10,795][root][INFO] - ===> Epoch[324](8413/26): Loss -0.1332, Sem 0.1122, dir -0.6251, norm 0.3797, swav 0.0000 LR: 1.909e-02 Score 95.844 Data time: 0.1997, Forward time: 2.2645, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 5.5360 [2020-11-09 03:40:15,648][root][INFO] - ===> Epoch[324](8414/26): Loss -0.2045, Sem 0.1277, dir -0.6898, norm 0.3577, swav 0.0000 LR: 1.908e-02 Score 96.167 Data time: 0.2064, Forward time: 2.2644, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 4.7359 [2020-11-09 03:40:21,995][root][INFO] - ===> Epoch[324](8415/26): Loss -0.1679, Sem 0.0960, dir -0.5803, norm 0.3164, swav 0.0000 LR: 1.906e-02 Score 97.123 Data time: 0.3119, Forward time: 2.2645, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 6.2441 [2020-11-09 03:40:27,696][root][INFO] - ===> Epoch[324](8416/26): Loss -0.1165, Sem 0.1331, dir -0.6292, norm 0.3795, swav 0.0000 LR: 1.905e-02 Score 95.006 Data time: 0.3030, Forward time: 2.2646, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.5646 [2020-11-09 03:40:32,412][root][INFO] - ===> Epoch[324](8417/26): Loss -0.2113, Sem 0.1210, dir -0.6787, norm 0.3463, swav 0.0000 LR: 1.904e-02 Score 96.858 Data time: 0.1759, Forward time: 2.2646, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 4.5830 [2020-11-09 03:40:37,795][root][INFO] - ===> Epoch[324](8418/26): Loss -0.0939, Sem 0.1226, dir -0.5704, norm 0.3539, swav 0.0000 LR: 1.903e-02 Score 96.549 Data time: 0.2050, Forward time: 2.2645, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.2841 [2020-11-09 03:40:44,342][root][INFO] - ===> Epoch[324](8419/26): Loss -0.1749, Sem 0.1264, dir -0.6355, norm 0.3341, swav 0.0000 LR: 1.902e-02 Score 95.406 Data time: 0.1762, Forward time: 2.2645, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 6.4168 [2020-11-09 03:40:49,382][root][INFO] - ===> Epoch[324](8420/26): Loss -0.2156, Sem 0.0869, dir -0.6464, norm 0.3438, swav 0.0000 LR: 1.901e-02 Score 97.131 Data time: 0.2078, Forward time: 2.2644, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 4.9524 [2020-11-09 03:40:55,055][root][INFO] - ===> Epoch[324](8421/26): Loss -0.2060, Sem 0.0976, dir -0.6506, norm 0.3471, swav 0.0000 LR: 1.900e-02 Score 96.917 Data time: 0.2170, Forward time: 2.2644, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.5910 [2020-11-09 03:41:00,894][root][INFO] - ===> Epoch[324](8422/26): Loss -0.1492, Sem 0.0989, dir -0.5936, norm 0.3455, swav 0.0000 LR: 1.899e-02 Score 96.872 Data time: 0.2800, Forward time: 2.2645, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.7305 [2020-11-09 03:41:05,794][root][INFO] - ===> Epoch[324](8423/26): Loss -0.1581, Sem 0.1296, dir -0.6249, norm 0.3373, swav 0.0000 LR: 1.898e-02 Score 95.804 Data time: 0.1916, Forward time: 2.2645, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 4.7654 [2020-11-09 03:41:11,702][root][INFO] - ===> Epoch[324](8424/26): Loss -0.1190, Sem 0.1175, dir -0.5990, norm 0.3625, swav 0.0000 LR: 1.897e-02 Score 96.470 Data time: 0.2616, Forward time: 2.2645, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.7960 [2020-11-09 03:41:18,169][root][INFO] - ===> Epoch[325](8425/26): Loss -0.1702, Sem 0.0818, dir -0.6351, norm 0.3831, swav 0.0000 LR: 1.896e-02 Score 97.312 Data time: 0.2313, Forward time: 2.2645, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 6.3199 [2020-11-09 03:41:23,268][root][INFO] - ===> Epoch[325](8426/26): Loss -0.2692, Sem 0.0930, dir -0.6810, norm 0.3188, swav 0.0000 LR: 1.895e-02 Score 96.666 Data time: 0.1714, Forward time: 2.2645, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 4.9835 [2020-11-09 03:41:29,081][root][INFO] - ===> Epoch[325](8427/26): Loss -0.1224, Sem 0.1404, dir -0.6454, norm 0.3825, swav 0.0000 LR: 1.893e-02 Score 95.600 Data time: 0.1733, Forward time: 2.2645, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.7175 [2020-11-09 03:41:34,685][root][INFO] - ===> Epoch[325](8428/26): Loss -0.0623, Sem 0.1295, dir -0.5920, norm 0.4002, swav 0.0000 LR: 1.892e-02 Score 95.443 Data time: 0.2051, Forward time: 2.2644, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.4927 [2020-11-09 03:41:41,362][root][INFO] - ===> Epoch[325](8429/26): Loss -0.1474, Sem 0.1155, dir -0.6148, norm 0.3520, swav 0.0000 LR: 1.891e-02 Score 96.311 Data time: 0.2000, Forward time: 2.2644, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 6.5499 [2020-11-09 03:41:46,350][root][INFO] - ===> Epoch[325](8430/26): Loss -0.1009, Sem 0.1290, dir -0.6021, norm 0.3722, swav 0.0000 LR: 1.890e-02 Score 95.600 Data time: 0.2242, Forward time: 2.2645, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 4.8729 [2020-11-09 03:41:53,353][root][INFO] - ===> Epoch[325](8431/26): Loss -0.1731, Sem 0.1142, dir -0.6321, norm 0.3448, swav 0.0000 LR: 1.889e-02 Score 96.111 Data time: 0.2051, Forward time: 2.2645, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 6.8806 [2020-11-09 03:41:59,941][root][INFO] - ===> Epoch[325](8432/26): Loss -0.1953, Sem 0.1090, dir -0.6575, norm 0.3532, swav 0.0000 LR: 1.888e-02 Score 96.576 Data time: 0.2508, Forward time: 2.2645, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 6.4585 [2020-11-09 03:42:06,779][root][INFO] - ===> Epoch[325](8433/26): Loss -0.1915, Sem 0.1052, dir -0.6671, norm 0.3704, swav 0.0000 LR: 1.887e-02 Score 96.532 Data time: 0.1755, Forward time: 2.2645, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 6.7206 [2020-11-09 03:42:12,851][root][INFO] - ===> Epoch[325](8434/26): Loss -0.1694, Sem 0.1208, dir -0.6423, norm 0.3521, swav 0.0000 LR: 1.886e-02 Score 96.517 Data time: 0.2205, Forward time: 2.2645, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 5.9580 [2020-11-09 03:42:17,898][root][INFO] - ===> Epoch[325](8435/26): Loss -0.2114, Sem 0.1017, dir -0.6728, norm 0.3597, swav 0.0000 LR: 1.885e-02 Score 96.739 Data time: 0.1981, Forward time: 2.2645, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 4.9037 [2020-11-09 03:42:22,631][root][INFO] - ===> Epoch[325](8436/26): Loss -0.1985, Sem 0.0910, dir -0.6012, norm 0.3117, swav 0.0000 LR: 1.884e-02 Score 97.012 Data time: 0.2063, Forward time: 2.2645, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 4.6220 [2020-11-09 03:42:30,017][root][INFO] - ===> Epoch[325](8437/26): Loss -0.1506, Sem 0.0991, dir -0.6452, norm 0.3955, swav 0.0000 LR: 1.883e-02 Score 96.764 Data time: 0.2140, Forward time: 2.2645, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 7.2687 [2020-11-09 03:42:35,159][root][INFO] - ===> Epoch[325](8438/26): Loss -0.1048, Sem 0.1187, dir -0.5812, norm 0.3577, swav 0.0000 LR: 1.882e-02 Score 95.983 Data time: 0.1964, Forward time: 2.2644, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 5.0115 [2020-11-09 03:42:41,098][root][INFO] - ===> Epoch[325](8439/26): Loss -0.1848, Sem 0.1088, dir -0.6335, norm 0.3399, swav 0.0000 LR: 1.881e-02 Score 96.218 Data time: 0.2069, Forward time: 2.2644, Backward time: 3.0726, DDP time: 0.0050, Total iter time: 5.8371 [2020-11-09 03:42:46,279][root][INFO] - ===> Epoch[325](8440/26): Loss -0.1519, Sem 0.1177, dir -0.6084, norm 0.3388, swav 0.0000 LR: 1.879e-02 Score 96.447 Data time: 0.2265, Forward time: 2.2644, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 5.0620 [2020-11-09 03:42:51,665][root][INFO] - ===> Epoch[325](8441/26): Loss -0.1199, Sem 0.1485, dir -0.6189, norm 0.3505, swav 0.0000 LR: 1.878e-02 Score 94.811 Data time: 0.2464, Forward time: 2.2645, Backward time: 3.0725, DDP time: 0.0050, Total iter time: 5.2632 [2020-11-09 03:42:56,491][root][INFO] - ===> Epoch[325](8442/26): Loss -0.1824, Sem 0.0972, dir -0.6100, norm 0.3303, swav 0.0000 LR: 1.877e-02 Score 96.917 Data time: 0.2260, Forward time: 2.2645, Backward time: 3.0724, DDP time: 0.0050, Total iter time: 4.6946 [2020-11-09 03:43:02,191][root][INFO] - ===> Epoch[325](8443/26): Loss -0.1697, Sem 0.1158, dir -0.6668, norm 0.3813, swav 0.0000 LR: 1.876e-02 Score 95.798 Data time: 0.2788, Forward time: 2.2646, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.5884 [2020-11-09 03:43:07,232][root][INFO] - ===> Epoch[325](8444/26): Loss -0.1819, Sem 0.0704, dir -0.6285, norm 0.3762, swav 0.0000 LR: 1.875e-02 Score 97.721 Data time: 0.2399, Forward time: 2.2646, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 4.8999 [2020-11-09 03:43:13,491][root][INFO] - ===> Epoch[325](8445/26): Loss -0.1894, Sem 0.1204, dir -0.6488, norm 0.3389, swav 0.0000 LR: 1.874e-02 Score 96.027 Data time: 0.2543, Forward time: 2.2647, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 6.1436 [2020-11-09 03:43:18,331][root][INFO] - ===> Epoch[325](8446/26): Loss -0.1717, Sem 0.0930, dir -0.5946, norm 0.3298, swav 0.0000 LR: 1.873e-02 Score 97.285 Data time: 0.1824, Forward time: 2.2646, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 4.7061 [2020-11-09 03:43:23,592][root][INFO] - ===> Epoch[325](8447/26): Loss -0.1384, Sem 0.1031, dir -0.5996, norm 0.3581, swav 0.0000 LR: 1.872e-02 Score 96.141 Data time: 0.2413, Forward time: 2.2647, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.1463 [2020-11-09 03:43:28,636][root][INFO] - ===> Epoch[325](8448/26): Loss -0.1418, Sem 0.1067, dir -0.6064, norm 0.3579, swav 0.0000 LR: 1.871e-02 Score 96.134 Data time: 0.2121, Forward time: 2.2647, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 4.9197 [2020-11-09 03:43:34,378][root][INFO] - ===> Epoch[325](8449/26): Loss -0.1177, Sem 0.1005, dir -0.6066, norm 0.3884, swav 0.0000 LR: 1.870e-02 Score 96.917 Data time: 0.2683, Forward time: 2.2647, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.6245 [2020-11-09 03:43:39,562][root][INFO] - ===> Epoch[325](8450/26): Loss -0.1582, Sem 0.1146, dir -0.6026, norm 0.3298, swav 0.0000 LR: 1.869e-02 Score 96.539 Data time: 0.2355, Forward time: 2.2647, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.0611 [2020-11-09 03:43:45,722][root][INFO] - ===> Epoch[326](8451/26): Loss -0.2068, Sem 0.1199, dir -0.6622, norm 0.3355, swav 0.0000 LR: 1.867e-02 Score 95.978 Data time: 0.1726, Forward time: 2.2646, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.0525 [2020-11-09 03:43:50,830][root][INFO] - ===> Epoch[326](8452/26): Loss -0.1526, Sem 0.0961, dir -0.6008, norm 0.3521, swav 0.0000 LR: 1.866e-02 Score 96.312 Data time: 0.2088, Forward time: 2.2646, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.0188 [2020-11-09 03:43:56,415][root][INFO] - ===> Epoch[326](8453/26): Loss -0.1512, Sem 0.1027, dir -0.5774, norm 0.3236, swav 0.0000 LR: 1.865e-02 Score 96.886 Data time: 0.2823, Forward time: 2.2647, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.4688 [2020-11-09 03:44:01,874][root][INFO] - ===> Epoch[326](8454/26): Loss -0.1578, Sem 0.1433, dir -0.7043, norm 0.4033, swav 0.0000 LR: 1.864e-02 Score 95.396 Data time: 0.1836, Forward time: 2.2647, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.3370 [2020-11-09 03:44:08,366][root][INFO] - ===> Epoch[326](8455/26): Loss -0.2117, Sem 0.1088, dir -0.6621, norm 0.3415, swav 0.0000 LR: 1.863e-02 Score 96.698 Data time: 0.1843, Forward time: 2.2646, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.3848 [2020-11-09 03:44:13,886][root][INFO] - ===> Epoch[326](8456/26): Loss -0.1526, Sem 0.0966, dir -0.5879, norm 0.3388, swav 0.0000 LR: 1.862e-02 Score 96.586 Data time: 0.2015, Forward time: 2.2646, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.4547 [2020-11-09 03:44:19,131][root][INFO] - ===> Epoch[326](8457/26): Loss -0.1832, Sem 0.0849, dir -0.6203, norm 0.3522, swav 0.0000 LR: 1.861e-02 Score 97.085 Data time: 0.2422, Forward time: 2.2647, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.1170 [2020-11-09 03:44:24,261][root][INFO] - ===> Epoch[326](8458/26): Loss -0.2273, Sem 0.0984, dir -0.6542, norm 0.3285, swav 0.0000 LR: 1.860e-02 Score 96.526 Data time: 0.2133, Forward time: 2.2647, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.0179 [2020-11-09 03:44:30,772][root][INFO] - ===> Epoch[326](8459/26): Loss -0.1159, Sem 0.1173, dir -0.6487, norm 0.4156, swav 0.0000 LR: 1.859e-02 Score 96.360 Data time: 0.2445, Forward time: 2.2647, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.4015 [2020-11-09 03:44:36,036][root][INFO] - ===> Epoch[326](8460/26): Loss -0.1567, Sem 0.1104, dir -0.6264, norm 0.3593, swav 0.0000 LR: 1.858e-02 Score 96.660 Data time: 0.1849, Forward time: 2.2647, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.1387 [2020-11-09 03:44:41,780][root][INFO] - ===> Epoch[326](8461/26): Loss -0.1504, Sem 0.0930, dir -0.5568, norm 0.3135, swav 0.0000 LR: 1.857e-02 Score 97.365 Data time: 0.2557, Forward time: 2.2647, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.6453 [2020-11-09 03:44:46,458][root][INFO] - ===> Epoch[326](8462/26): Loss -0.1494, Sem 0.0942, dir -0.6149, norm 0.3713, swav 0.0000 LR: 1.856e-02 Score 96.490 Data time: 0.1670, Forward time: 2.2647, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 4.5428 [2020-11-09 03:44:52,123][root][INFO] - ===> Epoch[326](8463/26): Loss -0.0956, Sem 0.1260, dir -0.5923, norm 0.3707, swav 0.0000 LR: 1.854e-02 Score 96.003 Data time: 0.2603, Forward time: 2.2647, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.5753 [2020-11-09 03:44:58,721][root][INFO] - ===> Epoch[326](8464/26): Loss -0.1651, Sem 0.0917, dir -0.6190, norm 0.3622, swav 0.0000 LR: 1.853e-02 Score 96.947 Data time: 0.2579, Forward time: 2.2648, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 6.4712 [2020-11-09 03:45:03,865][root][INFO] - ===> Epoch[326](8465/26): Loss -0.1573, Sem 0.1097, dir -0.6342, norm 0.3672, swav 0.0000 LR: 1.852e-02 Score 95.920 Data time: 0.1382, Forward time: 2.2646, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.0111 [2020-11-09 03:45:08,519][root][INFO] - ===> Epoch[326](8466/26): Loss -0.1962, Sem 0.1029, dir -0.6446, norm 0.3454, swav 0.0000 LR: 1.851e-02 Score 96.796 Data time: 0.1428, Forward time: 2.2646, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 4.5815 [2020-11-09 03:45:15,292][root][INFO] - ===> Epoch[326](8467/26): Loss -0.1636, Sem 0.1407, dir -0.6573, norm 0.3530, swav 0.0000 LR: 1.850e-02 Score 95.250 Data time: 0.2139, Forward time: 2.2645, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.6875 [2020-11-09 03:45:20,733][root][INFO] - ===> Epoch[326](8468/26): Loss -0.1343, Sem 0.1078, dir -0.5917, norm 0.3496, swav 0.0000 LR: 1.849e-02 Score 96.068 Data time: 0.1757, Forward time: 2.2645, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.3306 [2020-11-09 03:45:26,306][root][INFO] - ===> Epoch[326](8469/26): Loss -0.1376, Sem 0.0950, dir -0.6272, norm 0.3946, swav 0.0000 LR: 1.848e-02 Score 96.975 Data time: 0.2175, Forward time: 2.2645, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.4793 [2020-11-09 03:45:33,434][root][INFO] - ===> Epoch[326](8470/26): Loss -0.1216, Sem 0.1272, dir -0.6613, norm 0.4125, swav 0.0000 LR: 1.847e-02 Score 96.144 Data time: 0.2197, Forward time: 2.2645, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 7.0104 [2020-11-09 03:45:38,736][root][INFO] - ===> Epoch[326](8471/26): Loss -0.1873, Sem 0.1121, dir -0.6319, norm 0.3325, swav 0.0000 LR: 1.846e-02 Score 96.612 Data time: 0.2074, Forward time: 2.2645, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.1930 [2020-11-09 03:45:43,996][root][INFO] - ===> Epoch[326](8472/26): Loss -0.1179, Sem 0.1484, dir -0.6556, norm 0.3894, swav 0.0000 LR: 1.845e-02 Score 95.316 Data time: 0.2334, Forward time: 2.2645, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.1439 [2020-11-09 03:45:50,003][root][INFO] - ===> Epoch[326](8473/26): Loss -0.1859, Sem 0.1152, dir -0.6367, norm 0.3355, swav 0.0000 LR: 1.844e-02 Score 95.938 Data time: 0.2408, Forward time: 2.2645, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.9149 [2020-11-09 03:45:56,067][root][INFO] - ===> Epoch[326](8474/26): Loss -0.1637, Sem 0.0896, dir -0.6308, norm 0.3776, swav 0.0000 LR: 1.843e-02 Score 97.417 Data time: 0.2206, Forward time: 2.2645, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.9397 [2020-11-09 03:46:01,441][root][INFO] - ===> Epoch[326](8475/26): Loss -0.1369, Sem 0.1209, dir -0.5989, norm 0.3412, swav 0.0000 LR: 1.841e-02 Score 96.061 Data time: 0.2443, Forward time: 2.2646, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.2644 [2020-11-09 03:46:07,293][root][INFO] - ===> Epoch[326](8476/26): Loss -0.1917, Sem 0.1124, dir -0.6544, norm 0.3503, swav 0.0000 LR: 1.840e-02 Score 96.107 Data time: 0.2244, Forward time: 2.2646, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.7400 [2020-11-09 03:46:15,185][root][INFO] - ===> Epoch[327](8477/26): Loss -0.2392, Sem 0.0974, dir -0.6563, norm 0.3198, swav 0.0000 LR: 1.839e-02 Score 96.310 Data time: 0.1835, Forward time: 2.2646, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 7.7782 [2020-11-09 03:46:20,901][root][INFO] - ===> Epoch[327](8478/26): Loss -0.2195, Sem 0.0931, dir -0.6364, norm 0.3239, swav 0.0000 LR: 1.838e-02 Score 96.397 Data time: 0.2030, Forward time: 2.2646, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.6121 [2020-11-09 03:46:26,469][root][INFO] - ===> Epoch[327](8479/26): Loss -0.1391, Sem 0.1217, dir -0.6084, norm 0.3476, swav 0.0000 LR: 1.837e-02 Score 95.835 Data time: 0.1606, Forward time: 2.2645, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.4585 [2020-11-09 03:46:31,179][root][INFO] - ===> Epoch[327](8480/26): Loss -0.1645, Sem 0.1127, dir -0.6342, norm 0.3571, swav 0.0000 LR: 1.836e-02 Score 96.219 Data time: 0.1973, Forward time: 2.2645, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 4.6571 [2020-11-09 03:46:36,061][root][INFO] - ===> Epoch[327](8481/26): Loss -0.1328, Sem 0.0941, dir -0.5649, norm 0.3381, swav 0.0000 LR: 1.835e-02 Score 97.159 Data time: 0.1881, Forward time: 2.2645, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 4.7726 [2020-11-09 03:46:41,974][root][INFO] - ===> Epoch[327](8482/26): Loss -0.1748, Sem 0.1015, dir -0.6351, norm 0.3587, swav 0.0000 LR: 1.834e-02 Score 96.674 Data time: 0.2243, Forward time: 2.2645, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.8181 [2020-11-09 03:46:47,015][root][INFO] - ===> Epoch[327](8483/26): Loss -0.1160, Sem 0.1226, dir -0.5883, norm 0.3497, swav 0.0000 LR: 1.833e-02 Score 96.050 Data time: 0.1723, Forward time: 2.2645, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 4.9153 [2020-11-09 03:46:52,920][root][INFO] - ===> Epoch[327](8484/26): Loss -0.1760, Sem 0.0927, dir -0.6358, norm 0.3670, swav 0.0000 LR: 1.832e-02 Score 96.893 Data time: 0.2237, Forward time: 2.2645, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.8108 [2020-11-09 03:46:58,206][root][INFO] - ===> Epoch[327](8485/26): Loss -0.2077, Sem 0.1065, dir -0.6557, norm 0.3415, swav 0.0000 LR: 1.831e-02 Score 95.978 Data time: 0.1565, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.1627 [2020-11-09 03:47:03,849][root][INFO] - ===> Epoch[327](8486/26): Loss -0.2420, Sem 0.1001, dir -0.6828, norm 0.3408, swav 0.0000 LR: 1.829e-02 Score 96.957 Data time: 0.2033, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.5467 [2020-11-09 03:47:10,707][root][INFO] - ===> Epoch[327](8487/26): Loss -0.1925, Sem 0.0964, dir -0.6272, norm 0.3383, swav 0.0000 LR: 1.828e-02 Score 96.934 Data time: 0.2320, Forward time: 2.2645, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 6.7603 [2020-11-09 03:47:16,811][root][INFO] - ===> Epoch[327](8488/26): Loss -0.1781, Sem 0.0901, dir -0.6037, norm 0.3355, swav 0.0000 LR: 1.827e-02 Score 97.107 Data time: 0.1849, Forward time: 2.2644, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.9741 [2020-11-09 03:47:22,018][root][INFO] - ===> Epoch[327](8489/26): Loss -0.1299, Sem 0.0910, dir -0.5438, norm 0.3229, swav 0.0000 LR: 1.826e-02 Score 96.583 Data time: 0.2431, Forward time: 2.2645, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.1188 [2020-11-09 03:47:27,465][root][INFO] - ===> Epoch[327](8490/26): Loss -0.1649, Sem 0.1072, dir -0.6412, norm 0.3691, swav 0.0000 LR: 1.825e-02 Score 96.233 Data time: 0.1632, Forward time: 2.2644, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.3268 [2020-11-09 03:47:33,919][root][INFO] - ===> Epoch[327](8491/26): Loss -0.1434, Sem 0.1021, dir -0.5935, norm 0.3479, swav 0.0000 LR: 1.824e-02 Score 96.795 Data time: 0.1923, Forward time: 2.2644, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 6.3519 [2020-11-09 03:47:39,137][root][INFO] - ===> Epoch[327](8492/26): Loss -0.1651, Sem 0.0971, dir -0.6181, norm 0.3559, swav 0.0000 LR: 1.823e-02 Score 97.150 Data time: 0.2497, Forward time: 2.2644, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.1057 [2020-11-09 03:47:44,550][root][INFO] - ===> Epoch[327](8493/26): Loss -0.1669, Sem 0.1026, dir -0.6177, norm 0.3482, swav 0.0000 LR: 1.822e-02 Score 96.339 Data time: 0.1842, Forward time: 2.2644, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.2820 [2020-11-09 03:47:50,805][root][INFO] - ===> Epoch[327](8494/26): Loss -0.1855, Sem 0.0946, dir -0.6596, norm 0.3795, swav 0.0000 LR: 1.821e-02 Score 97.093 Data time: 0.1870, Forward time: 2.2643, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 6.1500 [2020-11-09 03:47:57,420][root][INFO] - ===> Epoch[327](8495/26): Loss -0.1162, Sem 0.1144, dir -0.5955, norm 0.3649, swav 0.0000 LR: 1.820e-02 Score 96.116 Data time: 0.2707, Forward time: 2.2644, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 6.4991 [2020-11-09 03:48:03,517][root][INFO] - ===> Epoch[327](8496/26): Loss -0.1333, Sem 0.1167, dir -0.6301, norm 0.3802, swav 0.0000 LR: 1.819e-02 Score 95.946 Data time: 0.2202, Forward time: 2.2644, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.9618 [2020-11-09 03:48:10,314][root][INFO] - ===> Epoch[327](8497/26): Loss -0.1301, Sem 0.1039, dir -0.6134, norm 0.3794, swav 0.0000 LR: 1.818e-02 Score 96.844 Data time: 0.2338, Forward time: 2.2644, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 6.6759 [2020-11-09 03:48:16,298][root][INFO] - ===> Epoch[327](8498/26): Loss -0.2126, Sem 0.0934, dir -0.6395, norm 0.3335, swav 0.0000 LR: 1.816e-02 Score 96.849 Data time: 0.2034, Forward time: 2.2644, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.8559 [2020-11-09 03:48:21,502][root][INFO] - ===> Epoch[327](8499/26): Loss -0.2016, Sem 0.1189, dir -0.6554, norm 0.3349, swav 0.0000 LR: 1.815e-02 Score 96.781 Data time: 0.1547, Forward time: 2.2644, Backward time: 3.0723, DDP time: 0.0050, Total iter time: 5.0805 [2020-11-09 03:48:26,142][root][INFO] - ===> Epoch[327](8500/26): Loss -0.2051, Sem 0.0887, dir -0.6483, norm 0.3544, swav 0.0000 LR: 1.814e-02 Score 96.829 Data time: 0.1955, Forward time: 2.2643, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 4.5717 [2020-11-09 03:48:26,762][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 03:48:26,894][root][INFO] - ===> Start testing [2020-11-09 03:49:47,683][root][INFO] - 101/312: Data time: 0.0095, Iter time: 0.4276 Loss 0.301 (AVG: 0.573) Score 88.355 (AVG: 87.606) mIOU 68.208 mAP 74.019 mAcc 77.795 IOU: 82.319 95.937 57.268 73.901 88.944 88.236 70.035 59.598 52.278 66.614 33.774 71.727 54.807 67.944 41.428 72.199 92.319 57.064 92.660 45.105 mAP: 80.350 96.607 56.733 72.488 89.104 83.245 68.412 70.358 63.916 70.412 51.690 57.176 60.381 75.333 63.478 88.344 96.735 74.846 97.100 63.665 mAcc: 93.744 98.404 70.900 76.371 92.835 95.212 83.467 70.285 64.499 83.761 54.980 83.648 72.847 77.076 56.146 75.080 94.730 62.425 96.482 53.005 [2020-11-09 03:51:08,532][root][INFO] - 201/312: Data time: 0.0042, Iter time: 0.1699 Loss 0.409 (AVG: 0.584) Score 89.506 (AVG: 87.493) mIOU 67.218 mAP 73.499 mAcc 76.765 IOU: 81.741 96.134 58.575 77.619 89.714 81.778 69.553 55.532 51.939 67.675 30.082 66.841 57.029 66.711 46.890 65.502 92.379 59.498 83.775 45.395 mAP: 80.915 96.600 57.349 73.063 88.809 81.352 69.179 67.508 64.759 69.921 47.681 57.019 64.619 77.691 60.430 90.926 97.085 77.216 88.513 59.343 mAcc: 93.722 98.548 73.136 80.793 93.822 91.792 82.235 65.990 64.507 83.434 41.822 76.971 76.490 74.948 57.628 78.962 94.723 64.948 87.209 53.625 [2020-11-09 03:52:31,551][root][INFO] - 301/312: Data time: 0.0043, Iter time: 0.1622 Loss 0.341 (AVG: 0.594) Score 92.044 (AVG: 87.366) mIOU 66.293 mAP 72.322 mAcc 75.397 IOU: 81.404 95.959 57.455 78.549 89.416 82.744 69.971 55.704 51.585 74.317 28.153 62.562 56.272 64.610 46.337 50.303 91.330 60.588 80.543 48.050 mAP: 81.082 96.181 59.826 72.110 88.282 81.315 67.182 66.755 63.393 71.633 46.004 53.543 64.181 75.090 57.378 90.544 94.852 79.090 79.389 58.615 mAcc: 93.524 98.480 72.839 81.743 93.629 91.685 82.672 67.122 65.332 86.391 37.561 76.095 75.846 75.003 54.865 55.956 93.399 64.981 84.637 56.178 [2020-11-09 03:52:41,883][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.1320 Loss 0.660 (AVG: 0.597) Score 85.433 (AVG: 87.307) mIOU 66.219 mAP 72.173 mAcc 75.344 IOU: 81.583 95.923 57.007 78.031 89.424 82.024 69.342 55.373 51.793 74.046 27.750 61.877 58.294 64.667 45.444 51.312 91.518 60.759 80.161 48.058 mAP: 81.349 96.170 59.444 71.113 88.487 80.382 67.156 67.213 63.504 70.127 46.101 53.443 64.364 75.424 56.136 90.830 94.728 79.527 79.129 58.825 mAcc: 93.544 98.476 72.638 81.696 93.673 91.199 82.957 66.438 66.444 86.016 37.243 75.309 76.819 74.815 53.727 57.074 93.564 65.231 84.061 55.963 [2020-11-09 03:52:41,884][root][INFO] - Finished test. Elapsed time: 254.9884 [2020-11-09 03:52:53,592][root][INFO] - [2020-11-09 03:52:53,592][root][INFO] - ################################################################ [2020-11-09 03:52:53,593][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 03:52:53,593][root][INFO] - ################################################################ [2020-11-09 03:52:53,593][root][INFO] - cabinet : 0.088 0.216 0.531 [2020-11-09 03:52:53,593][root][INFO] - bed : 0.354 0.724 0.812 [2020-11-09 03:52:53,593][root][INFO] - chair : 0.424 0.638 0.764 [2020-11-09 03:52:53,593][root][INFO] - sofa : 0.368 0.613 0.833 [2020-11-09 03:52:53,593][root][INFO] - table : 0.288 0.526 0.662 [2020-11-09 03:52:53,593][root][INFO] - door : 0.187 0.372 0.527 [2020-11-09 03:52:53,593][root][INFO] - window : 0.066 0.179 0.389 [2020-11-09 03:52:53,593][root][INFO] - bookshelf : 0.171 0.446 0.679 [2020-11-09 03:52:53,593][root][INFO] - picture : 0.104 0.217 0.349 [2020-11-09 03:52:53,593][root][INFO] - counter : 0.027 0.099 0.527 [2020-11-09 03:52:53,593][root][INFO] - desk : 0.029 0.128 0.444 [2020-11-09 03:52:53,593][root][INFO] - curtain : 0.192 0.383 0.538 [2020-11-09 03:52:53,593][root][INFO] - refrigerator : 0.208 0.423 0.456 [2020-11-09 03:52:53,593][root][INFO] - shower curtain : 0.430 0.629 0.629 [2020-11-09 03:52:53,593][root][INFO] - toilet : 0.827 0.975 0.975 [2020-11-09 03:52:53,594][root][INFO] - sink : 0.145 0.331 0.576 [2020-11-09 03:52:53,594][root][INFO] - bathtub : 0.382 0.518 0.719 [2020-11-09 03:52:53,594][root][INFO] - otherfurniture : 0.258 0.402 0.583 [2020-11-09 03:52:53,594][root][INFO] - ---------------------------------------------------------------- [2020-11-09 03:52:53,594][root][INFO] - average : 0.253 0.434 0.611 [2020-11-09 03:52:53,594][root][INFO] - [2020-11-09 03:52:53,751][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 03:52:53,753][root][INFO] - Current best mIoU: 66.572 at iter 8000 [2020-11-09 03:52:59,180][root][INFO] - ===> Epoch[327](8501/26): Loss -0.2136, Sem 0.0996, dir -0.6615, norm 0.3484, swav 0.0000 LR: 1.813e-02 Score 96.750 Data time: 0.2370, Forward time: 2.2644, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.4213 [2020-11-09 03:53:04,250][root][INFO] - ===> Epoch[327](8502/26): Loss -0.1519, Sem 0.0943, dir -0.6047, norm 0.3585, swav 0.0000 LR: 1.812e-02 Score 96.817 Data time: 0.1546, Forward time: 2.2643, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 4.9167 [2020-11-09 03:53:10,032][root][INFO] - ===> Epoch[328](8503/26): Loss -0.1829, Sem 0.1450, dir -0.6575, norm 0.3296, swav 0.0000 LR: 1.811e-02 Score 96.028 Data time: 0.1935, Forward time: 2.2643, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.6781 [2020-11-09 03:53:15,668][root][INFO] - ===> Epoch[328](8504/26): Loss -0.1692, Sem 0.1204, dir -0.6456, norm 0.3559, swav 0.0000 LR: 1.810e-02 Score 96.443 Data time: 0.1996, Forward time: 2.2643, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 5.5345 [2020-11-09 03:53:20,173][root][INFO] - ===> Epoch[328](8505/26): Loss -0.2337, Sem 0.0785, dir -0.6427, norm 0.3306, swav 0.0000 LR: 1.809e-02 Score 97.538 Data time: 0.2175, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 4.3830 [2020-11-09 03:53:25,335][root][INFO] - ===> Epoch[328](8506/26): Loss -0.1906, Sem 0.0967, dir -0.6276, norm 0.3404, swav 0.0000 LR: 1.808e-02 Score 96.754 Data time: 0.1813, Forward time: 2.2642, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.0670 [2020-11-09 03:53:31,306][root][INFO] - ===> Epoch[328](8507/26): Loss -0.1887, Sem 0.0952, dir -0.6331, norm 0.3491, swav 0.0000 LR: 1.807e-02 Score 96.672 Data time: 0.2786, Forward time: 2.2643, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.8522 [2020-11-09 03:53:36,313][root][INFO] - ===> Epoch[328](8508/26): Loss -0.2211, Sem 0.0986, dir -0.6508, norm 0.3311, swav 0.0000 LR: 1.806e-02 Score 96.782 Data time: 0.1763, Forward time: 2.2643, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 4.8838 [2020-11-09 03:53:43,150][root][INFO] - ===> Epoch[328](8509/26): Loss -0.1323, Sem 0.1071, dir -0.6325, norm 0.3931, swav 0.0000 LR: 1.804e-02 Score 96.408 Data time: 0.1963, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 6.7156 [2020-11-09 03:53:48,746][root][INFO] - ===> Epoch[328](8510/26): Loss -0.1642, Sem 0.0874, dir -0.5959, norm 0.3443, swav 0.0000 LR: 1.803e-02 Score 96.873 Data time: 0.2360, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.4674 [2020-11-09 03:53:54,728][root][INFO] - ===> Epoch[328](8511/26): Loss -0.1645, Sem 0.1273, dir -0.6344, norm 0.3426, swav 0.0000 LR: 1.802e-02 Score 96.072 Data time: 0.2228, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.8519 [2020-11-09 03:54:00,174][root][INFO] - ===> Epoch[328](8512/26): Loss -0.2366, Sem 0.0716, dir -0.6565, norm 0.3483, swav 0.0000 LR: 1.801e-02 Score 97.798 Data time: 0.1964, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.3120 [2020-11-09 03:54:05,710][root][INFO] - ===> Epoch[328](8513/26): Loss -0.1723, Sem 0.0907, dir -0.6155, norm 0.3524, swav 0.0000 LR: 1.800e-02 Score 96.924 Data time: 0.1850, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.4183 [2020-11-09 03:54:11,331][root][INFO] - ===> Epoch[328](8514/26): Loss -0.1319, Sem 0.1067, dir -0.6030, norm 0.3645, swav 0.0000 LR: 1.799e-02 Score 96.099 Data time: 0.2024, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.5183 [2020-11-09 03:54:17,933][root][INFO] - ===> Epoch[328](8515/26): Loss -0.2163, Sem 0.0945, dir -0.6726, norm 0.3619, swav 0.0000 LR: 1.798e-02 Score 96.542 Data time: 0.1505, Forward time: 2.2642, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 6.4548 [2020-11-09 03:54:24,043][root][INFO] - ===> Epoch[328](8516/26): Loss -0.1827, Sem 0.0986, dir -0.6326, norm 0.3512, swav 0.0000 LR: 1.797e-02 Score 96.690 Data time: 0.2293, Forward time: 2.2642, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 6.0258 [2020-11-09 03:54:29,212][root][INFO] - ===> Epoch[328](8517/26): Loss -0.1162, Sem 0.1310, dir -0.6038, norm 0.3566, swav 0.0000 LR: 1.796e-02 Score 95.722 Data time: 0.2244, Forward time: 2.2642, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.0464 [2020-11-09 03:54:34,763][root][INFO] - ===> Epoch[328](8518/26): Loss -0.1893, Sem 0.0832, dir -0.6407, norm 0.3682, swav 0.0000 LR: 1.795e-02 Score 96.840 Data time: 0.2434, Forward time: 2.2642, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.4243 [2020-11-09 03:54:40,975][root][INFO] - ===> Epoch[328](8519/26): Loss -0.1311, Sem 0.1265, dir -0.6146, norm 0.3570, swav 0.0000 LR: 1.794e-02 Score 95.905 Data time: 0.3050, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 6.0812 [2020-11-09 03:54:48,926][root][INFO] - ===> Epoch[328](8520/26): Loss -0.1439, Sem 0.1183, dir -0.5992, norm 0.3371, swav 0.0000 LR: 1.793e-02 Score 95.920 Data time: 0.2674, Forward time: 2.2644, Backward time: 3.0722, DDP time: 0.0050, Total iter time: 7.8058 [2020-11-09 03:54:54,860][root][INFO] - ===> Epoch[328](8521/26): Loss -0.1762, Sem 0.1223, dir -0.6461, norm 0.3476, swav 0.0000 LR: 1.791e-02 Score 96.350 Data time: 0.2537, Forward time: 2.2645, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.7935 [2020-11-09 03:54:59,781][root][INFO] - ===> Epoch[328](8522/26): Loss -0.2212, Sem 0.0834, dir -0.6420, norm 0.3373, swav 0.0000 LR: 1.790e-02 Score 97.085 Data time: 0.1693, Forward time: 2.2644, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 4.8025 [2020-11-09 03:55:04,883][root][INFO] - ===> Epoch[328](8523/26): Loss -0.2187, Sem 0.0963, dir -0.6403, norm 0.3254, swav 0.0000 LR: 1.789e-02 Score 96.908 Data time: 0.2081, Forward time: 2.2644, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.0120 [2020-11-09 03:55:10,576][root][INFO] - ===> Epoch[328](8524/26): Loss -0.1969, Sem 0.0956, dir -0.6451, norm 0.3526, swav 0.0000 LR: 1.788e-02 Score 96.865 Data time: 0.1337, Forward time: 2.2643, Backward time: 3.0721, DDP time: 0.0050, Total iter time: 5.5604 [2020-11-09 03:55:15,414][root][INFO] - ===> Epoch[328](8525/26): Loss -0.1883, Sem 0.1110, dir -0.6341, norm 0.3348, swav 0.0000 LR: 1.787e-02 Score 95.720 Data time: 0.1991, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 4.7291 [2020-11-09 03:55:20,559][root][INFO] - ===> Epoch[328](8526/26): Loss -0.1085, Sem 0.1123, dir -0.5671, norm 0.3462, swav 0.0000 LR: 1.786e-02 Score 96.111 Data time: 0.2579, Forward time: 2.2643, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.0402 [2020-11-09 03:55:27,051][root][INFO] - ===> Epoch[328](8527/26): Loss -0.2144, Sem 0.0955, dir -0.6593, norm 0.3494, swav 0.0000 LR: 1.785e-02 Score 96.655 Data time: 0.2932, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.3756 [2020-11-09 03:55:32,496][root][INFO] - ===> Epoch[328](8528/26): Loss -0.0833, Sem 0.0995, dir -0.5846, norm 0.4017, swav 0.0000 LR: 1.784e-02 Score 96.789 Data time: 0.1855, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.3076 [2020-11-09 03:55:39,058][root][INFO] - ===> Epoch[329](8529/26): Loss -0.1275, Sem 0.1314, dir -0.6272, norm 0.3683, swav 0.0000 LR: 1.783e-02 Score 95.759 Data time: 0.1767, Forward time: 2.2644, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 6.4460 [2020-11-09 03:55:43,944][root][INFO] - ===> Epoch[329](8530/26): Loss -0.1408, Sem 0.1030, dir -0.5916, norm 0.3479, swav 0.0000 LR: 1.782e-02 Score 96.238 Data time: 0.1834, Forward time: 2.2643, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 4.7769 [2020-11-09 03:55:49,371][root][INFO] - ===> Epoch[329](8531/26): Loss -0.1798, Sem 0.0997, dir -0.6480, norm 0.3685, swav 0.0000 LR: 1.781e-02 Score 96.742 Data time: 0.1926, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 5.3179 [2020-11-09 03:55:54,257][root][INFO] - ===> Epoch[329](8532/26): Loss -0.1556, Sem 0.1054, dir -0.5994, norm 0.3384, swav 0.0000 LR: 1.779e-02 Score 95.895 Data time: 0.2627, Forward time: 2.2643, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 4.7964 [2020-11-09 03:56:00,969][root][INFO] - ===> Epoch[329](8533/26): Loss -0.2184, Sem 0.0835, dir -0.6649, norm 0.3630, swav 0.0000 LR: 1.778e-02 Score 97.089 Data time: 0.2424, Forward time: 2.2643, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.5979 [2020-11-09 03:56:06,251][root][INFO] - ===> Epoch[329](8534/26): Loss -0.2234, Sem 0.0959, dir -0.6564, norm 0.3371, swav 0.0000 LR: 1.777e-02 Score 96.449 Data time: 0.1535, Forward time: 2.2643, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.1424 [2020-11-09 03:56:11,461][root][INFO] - ===> Epoch[329](8535/26): Loss -0.0702, Sem 0.1353, dir -0.6144, norm 0.4089, swav 0.0000 LR: 1.776e-02 Score 95.669 Data time: 0.1728, Forward time: 2.2642, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.1038 [2020-11-09 03:56:17,951][root][INFO] - ===> Epoch[329](8536/26): Loss -0.1881, Sem 0.0863, dir -0.6110, norm 0.3366, swav 0.0000 LR: 1.775e-02 Score 97.393 Data time: 0.2619, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0050, Total iter time: 6.3660 [2020-11-09 03:56:23,170][root][INFO] - ===> Epoch[329](8537/26): Loss -0.1033, Sem 0.0953, dir -0.5942, norm 0.3956, swav 0.0000 LR: 1.774e-02 Score 97.027 Data time: 0.2287, Forward time: 2.2643, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.0945 [2020-11-09 03:56:30,311][root][INFO] - ===> Epoch[329](8538/26): Loss -0.1948, Sem 0.1144, dir -0.6698, norm 0.3606, swav 0.0000 LR: 1.773e-02 Score 96.018 Data time: 0.3844, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 7.0102 [2020-11-09 03:56:35,325][root][INFO] - ===> Epoch[329](8539/26): Loss -0.1935, Sem 0.0794, dir -0.6198, norm 0.3469, swav 0.0000 LR: 1.772e-02 Score 97.747 Data time: 0.2512, Forward time: 2.2645, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 4.8864 [2020-11-09 03:56:41,930][root][INFO] - ===> Epoch[329](8540/26): Loss -0.2183, Sem 0.1027, dir -0.6823, norm 0.3613, swav 0.0000 LR: 1.771e-02 Score 96.462 Data time: 0.2153, Forward time: 2.2645, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.4899 [2020-11-09 03:56:47,223][root][INFO] - ===> Epoch[329](8541/26): Loss -0.2083, Sem 0.0930, dir -0.6285, norm 0.3272, swav 0.0000 LR: 1.770e-02 Score 96.854 Data time: 0.1664, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.1773 [2020-11-09 03:56:52,415][root][INFO] - ===> Epoch[329](8542/26): Loss -0.1813, Sem 0.1086, dir -0.6252, norm 0.3354, swav 0.0000 LR: 1.769e-02 Score 95.907 Data time: 0.2007, Forward time: 2.2644, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.0961 [2020-11-09 03:56:57,796][root][INFO] - ===> Epoch[329](8543/26): Loss -0.1905, Sem 0.0899, dir -0.6502, norm 0.3697, swav 0.0000 LR: 1.767e-02 Score 97.401 Data time: 0.2261, Forward time: 2.2644, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.2653 [2020-11-09 03:57:03,534][root][INFO] - ===> Epoch[329](8544/26): Loss -0.1405, Sem 0.1088, dir -0.6274, norm 0.3782, swav 0.0000 LR: 1.766e-02 Score 96.657 Data time: 0.1950, Forward time: 2.2644, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.6288 [2020-11-09 03:57:09,329][root][INFO] - ===> Epoch[329](8545/26): Loss -0.1820, Sem 0.0973, dir -0.6370, norm 0.3577, swav 0.0000 LR: 1.765e-02 Score 96.783 Data time: 0.2400, Forward time: 2.2644, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.6708 [2020-11-09 03:57:14,807][root][INFO] - ===> Epoch[329](8546/26): Loss -0.1707, Sem 0.0959, dir -0.6128, norm 0.3462, swav 0.0000 LR: 1.764e-02 Score 97.164 Data time: 0.2171, Forward time: 2.2644, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.3539 [2020-11-09 03:57:21,209][root][INFO] - ===> Epoch[329](8547/26): Loss -0.1192, Sem 0.1217, dir -0.5990, norm 0.3580, swav 0.0000 LR: 1.763e-02 Score 96.460 Data time: 0.2224, Forward time: 2.2644, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.2759 [2020-11-09 03:57:27,465][root][INFO] - ===> Epoch[329](8548/26): Loss -0.1485, Sem 0.1307, dir -0.6387, norm 0.3595, swav 0.0000 LR: 1.762e-02 Score 95.587 Data time: 0.2191, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.1368 [2020-11-09 03:57:32,228][root][INFO] - ===> Epoch[329](8549/26): Loss -0.2078, Sem 0.1055, dir -0.6519, norm 0.3387, swav 0.0000 LR: 1.761e-02 Score 96.648 Data time: 0.2007, Forward time: 2.2644, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 4.6529 [2020-11-09 03:57:38,064][root][INFO] - ===> Epoch[329](8550/26): Loss -0.1417, Sem 0.1151, dir -0.5962, norm 0.3395, swav 0.0000 LR: 1.760e-02 Score 96.144 Data time: 0.2845, Forward time: 2.2645, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.7262 [2020-11-09 03:57:43,289][root][INFO] - ===> Epoch[329](8551/26): Loss -0.2033, Sem 0.0912, dir -0.6234, norm 0.3289, swav 0.0000 LR: 1.759e-02 Score 97.410 Data time: 0.2030, Forward time: 2.2645, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.1043 [2020-11-09 03:57:49,281][root][INFO] - ===> Epoch[329](8552/26): Loss -0.1338, Sem 0.0930, dir -0.5701, norm 0.3434, swav 0.0000 LR: 1.758e-02 Score 96.974 Data time: 0.2068, Forward time: 2.2645, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.8706 [2020-11-09 03:57:56,179][root][INFO] - ===> Epoch[329](8553/26): Loss -0.1602, Sem 0.0908, dir -0.6051, norm 0.3541, swav 0.0000 LR: 1.757e-02 Score 96.954 Data time: 0.1566, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.7679 [2020-11-09 03:58:00,913][root][INFO] - ===> Epoch[329](8554/26): Loss -0.1852, Sem 0.0961, dir -0.6160, norm 0.3347, swav 0.0000 LR: 1.755e-02 Score 96.974 Data time: 0.2611, Forward time: 2.2644, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 4.6663 [2020-11-09 03:58:07,076][root][INFO] - ===> Epoch[330](8555/26): Loss -0.1610, Sem 0.1099, dir -0.6210, norm 0.3501, swav 0.0000 LR: 1.754e-02 Score 95.979 Data time: 0.2773, Forward time: 2.2645, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 6.0562 [2020-11-09 03:58:12,487][root][INFO] - ===> Epoch[330](8556/26): Loss -0.2047, Sem 0.0991, dir -0.6361, norm 0.3324, swav 0.0000 LR: 1.753e-02 Score 96.989 Data time: 0.2087, Forward time: 2.2645, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.2685 [2020-11-09 03:58:18,203][root][INFO] - ===> Epoch[330](8557/26): Loss -0.1692, Sem 0.1174, dir -0.6452, norm 0.3585, swav 0.0000 LR: 1.752e-02 Score 95.949 Data time: 0.2824, Forward time: 2.2646, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.6046 [2020-11-09 03:58:24,021][root][INFO] - ===> Epoch[330](8558/26): Loss -0.1863, Sem 0.0921, dir -0.6260, norm 0.3475, swav 0.0000 LR: 1.751e-02 Score 97.036 Data time: 0.2509, Forward time: 2.2646, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.6876 [2020-11-09 03:58:29,777][root][INFO] - ===> Epoch[330](8559/26): Loss -0.2195, Sem 0.1081, dir -0.6628, norm 0.3353, swav 0.0000 LR: 1.750e-02 Score 96.266 Data time: 0.2295, Forward time: 2.2646, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 5.6174 [2020-11-09 03:58:35,543][root][INFO] - ===> Epoch[330](8560/26): Loss -0.1291, Sem 0.1383, dir -0.6154, norm 0.3479, swav 0.0000 LR: 1.749e-02 Score 96.088 Data time: 0.2572, Forward time: 2.2647, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 5.6666 [2020-11-09 03:58:40,128][root][INFO] - ===> Epoch[330](8561/26): Loss -0.2036, Sem 0.0950, dir -0.6294, norm 0.3309, swav 0.0000 LR: 1.748e-02 Score 96.674 Data time: 0.2587, Forward time: 2.2647, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 4.4707 [2020-11-09 03:58:45,732][root][INFO] - ===> Epoch[330](8562/26): Loss -0.1668, Sem 0.1161, dir -0.6363, norm 0.3534, swav 0.0000 LR: 1.747e-02 Score 96.783 Data time: 0.2636, Forward time: 2.2647, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.4977 [2020-11-09 03:58:51,832][root][INFO] - ===> Epoch[330](8563/26): Loss -0.2071, Sem 0.0897, dir -0.6335, norm 0.3368, swav 0.0000 LR: 1.746e-02 Score 97.271 Data time: 0.1792, Forward time: 2.2647, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.9597 [2020-11-09 03:58:57,141][root][INFO] - ===> Epoch[330](8564/26): Loss -0.1944, Sem 0.1135, dir -0.6650, norm 0.3571, swav 0.0000 LR: 1.745e-02 Score 96.340 Data time: 0.1925, Forward time: 2.2647, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.2133 [2020-11-09 03:59:03,222][root][INFO] - ===> Epoch[330](8565/26): Loss -0.1943, Sem 0.0974, dir -0.6480, norm 0.3564, swav 0.0000 LR: 1.743e-02 Score 96.419 Data time: 0.2077, Forward time: 2.2647, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 5.9697 [2020-11-09 03:59:08,962][root][INFO] - ===> Epoch[330](8566/26): Loss -0.2515, Sem 0.0936, dir -0.6710, norm 0.3259, swav 0.0000 LR: 1.742e-02 Score 96.771 Data time: 0.2759, Forward time: 2.2647, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.6222 [2020-11-09 03:59:13,582][root][INFO] - ===> Epoch[330](8567/26): Loss -0.1783, Sem 0.0912, dir -0.6207, norm 0.3512, swav 0.0000 LR: 1.741e-02 Score 96.783 Data time: 0.2125, Forward time: 2.2647, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 4.5154 [2020-11-09 03:59:18,719][root][INFO] - ===> Epoch[330](8568/26): Loss -0.1919, Sem 0.0931, dir -0.6271, norm 0.3422, swav 0.0000 LR: 1.740e-02 Score 96.857 Data time: 0.1790, Forward time: 2.2647, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.0230 [2020-11-09 03:59:23,912][root][INFO] - ===> Epoch[330](8569/26): Loss -0.1540, Sem 0.1298, dir -0.6516, norm 0.3678, swav 0.0000 LR: 1.739e-02 Score 95.876 Data time: 0.2528, Forward time: 2.2647, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.0783 [2020-11-09 03:59:29,701][root][INFO] - ===> Epoch[330](8570/26): Loss -0.1791, Sem 0.1179, dir -0.6610, norm 0.3640, swav 0.0000 LR: 1.738e-02 Score 96.091 Data time: 0.2423, Forward time: 2.2647, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.6619 [2020-11-09 03:59:35,701][root][INFO] - ===> Epoch[330](8571/26): Loss -0.1204, Sem 0.1187, dir -0.6023, norm 0.3632, swav 0.0000 LR: 1.737e-02 Score 96.341 Data time: 0.2117, Forward time: 2.2647, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.8850 [2020-11-09 03:59:40,621][root][INFO] - ===> Epoch[330](8572/26): Loss -0.2601, Sem 0.0805, dir -0.6553, norm 0.3147, swav 0.0000 LR: 1.736e-02 Score 97.542 Data time: 0.1747, Forward time: 2.2647, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 4.8140 [2020-11-09 03:59:46,902][root][INFO] - ===> Epoch[330](8573/26): Loss -0.1991, Sem 0.0793, dir -0.6132, norm 0.3348, swav 0.0000 LR: 1.735e-02 Score 97.238 Data time: 0.2239, Forward time: 2.2647, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 6.1709 [2020-11-09 03:59:52,207][root][INFO] - ===> Epoch[330](8574/26): Loss -0.1386, Sem 0.0959, dir -0.5831, norm 0.3485, swav 0.0000 LR: 1.734e-02 Score 96.421 Data time: 0.1705, Forward time: 2.2646, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.1812 [2020-11-09 03:59:57,839][root][INFO] - ===> Epoch[330](8575/26): Loss -0.1620, Sem 0.1074, dir -0.6218, norm 0.3524, swav 0.0000 LR: 1.732e-02 Score 96.384 Data time: 0.1912, Forward time: 2.2646, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.5468 [2020-11-09 04:00:03,147][root][INFO] - ===> Epoch[330](8576/26): Loss -0.0985, Sem 0.1419, dir -0.5977, norm 0.3573, swav 0.0000 LR: 1.731e-02 Score 94.876 Data time: 0.2254, Forward time: 2.2646, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.2095 [2020-11-09 04:00:09,195][root][INFO] - ===> Epoch[330](8577/26): Loss -0.1618, Sem 0.1122, dir -0.6335, norm 0.3594, swav 0.0000 LR: 1.730e-02 Score 95.835 Data time: 0.2009, Forward time: 2.2645, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.9452 [2020-11-09 04:00:14,269][root][INFO] - ===> Epoch[330](8578/26): Loss -0.1728, Sem 0.1020, dir -0.6303, norm 0.3555, swav 0.0000 LR: 1.729e-02 Score 96.137 Data time: 0.1843, Forward time: 2.2645, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 4.9697 [2020-11-09 04:00:19,558][root][INFO] - ===> Epoch[330](8579/26): Loss -0.0958, Sem 0.1187, dir -0.5781, norm 0.3637, swav 0.0000 LR: 1.728e-02 Score 96.071 Data time: 0.2480, Forward time: 2.2645, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.1885 [2020-11-09 04:00:24,616][root][INFO] - ===> Epoch[330](8580/26): Loss -0.1784, Sem 0.1209, dir -0.6588, norm 0.3595, swav 0.0000 LR: 1.727e-02 Score 95.831 Data time: 0.2182, Forward time: 2.2645, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 4.9358 [2020-11-09 04:00:31,210][root][INFO] - ===> Epoch[331](8581/26): Loss -0.0854, Sem 0.1270, dir -0.5407, norm 0.3284, swav 0.0000 LR: 1.726e-02 Score 96.032 Data time: 0.2034, Forward time: 2.2645, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 6.4818 [2020-11-09 04:00:37,267][root][INFO] - ===> Epoch[331](8582/26): Loss -0.1274, Sem 0.0907, dir -0.6160, norm 0.3979, swav 0.0000 LR: 1.725e-02 Score 96.851 Data time: 0.2261, Forward time: 2.2645, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.9107 [2020-11-09 04:00:44,469][root][INFO] - ===> Epoch[331](8583/26): Loss -0.2295, Sem 0.0835, dir -0.6283, norm 0.3153, swav 0.0000 LR: 1.724e-02 Score 97.160 Data time: 0.2081, Forward time: 2.2645, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 7.0630 [2020-11-09 04:00:49,746][root][INFO] - ===> Epoch[331](8584/26): Loss -0.1894, Sem 0.1000, dir -0.6420, norm 0.3526, swav 0.0000 LR: 1.723e-02 Score 97.033 Data time: 0.1709, Forward time: 2.2645, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.1589 [2020-11-09 04:00:54,452][root][INFO] - ===> Epoch[331](8585/26): Loss -0.1697, Sem 0.0972, dir -0.6082, norm 0.3413, swav 0.0000 LR: 1.722e-02 Score 96.643 Data time: 0.2250, Forward time: 2.2645, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 4.5960 [2020-11-09 04:01:00,139][root][INFO] - ===> Epoch[331](8586/26): Loss -0.1837, Sem 0.0959, dir -0.6042, norm 0.3246, swav 0.0000 LR: 1.720e-02 Score 96.778 Data time: 0.2235, Forward time: 2.2645, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.5711 [2020-11-09 04:01:05,616][root][INFO] - ===> Epoch[331](8587/26): Loss -0.1477, Sem 0.1128, dir -0.6610, norm 0.4006, swav 0.0000 LR: 1.719e-02 Score 96.214 Data time: 0.2361, Forward time: 2.2645, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.3238 [2020-11-09 04:01:12,317][root][INFO] - ===> Epoch[331](8588/26): Loss -0.1990, Sem 0.1024, dir -0.6545, norm 0.3531, swav 0.0000 LR: 1.718e-02 Score 96.515 Data time: 0.1447, Forward time: 2.2644, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 6.5730 [2020-11-09 04:01:17,880][root][INFO] - ===> Epoch[331](8589/26): Loss -0.1153, Sem 0.1192, dir -0.6177, norm 0.3832, swav 0.0000 LR: 1.717e-02 Score 96.077 Data time: 0.2105, Forward time: 2.2644, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.4721 [2020-11-09 04:01:24,655][root][INFO] - ===> Epoch[331](8590/26): Loss -0.1176, Sem 0.0959, dir -0.5691, norm 0.3556, swav 0.0000 LR: 1.716e-02 Score 96.860 Data time: 0.2010, Forward time: 2.2644, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 6.6601 [2020-11-09 04:01:32,069][root][INFO] - ===> Epoch[331](8591/26): Loss -0.1352, Sem 0.0822, dir -0.5882, norm 0.3709, swav 0.0000 LR: 1.715e-02 Score 97.542 Data time: 0.2161, Forward time: 2.2644, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 7.2919 [2020-11-09 04:01:38,318][root][INFO] - ===> Epoch[331](8592/26): Loss -0.1842, Sem 0.1139, dir -0.6361, norm 0.3381, swav 0.0000 LR: 1.714e-02 Score 96.104 Data time: 0.1476, Forward time: 2.2644, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 6.1119 [2020-11-09 04:01:43,573][root][INFO] - ===> Epoch[331](8593/26): Loss -0.2118, Sem 0.1056, dir -0.6592, norm 0.3418, swav 0.0000 LR: 1.713e-02 Score 95.949 Data time: 0.1584, Forward time: 2.2643, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.1749 [2020-11-09 04:01:50,069][root][INFO] - ===> Epoch[331](8594/26): Loss -0.1556, Sem 0.0883, dir -0.5969, norm 0.3530, swav 0.0000 LR: 1.712e-02 Score 96.760 Data time: 0.1557, Forward time: 2.2642, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 6.3935 [2020-11-09 04:01:54,983][root][INFO] - ===> Epoch[331](8595/26): Loss -0.1849, Sem 0.1292, dir -0.6568, norm 0.3427, swav 0.0000 LR: 1.711e-02 Score 95.649 Data time: 0.2046, Forward time: 2.2642, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 4.8289 [2020-11-09 04:02:01,016][root][INFO] - ===> Epoch[331](8596/26): Loss -0.2082, Sem 0.1001, dir -0.6464, norm 0.3381, swav 0.0000 LR: 1.710e-02 Score 96.772 Data time: 0.2663, Forward time: 2.2643, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.9114 [2020-11-09 04:02:06,990][root][INFO] - ===> Epoch[331](8597/26): Loss -0.1826, Sem 0.0848, dir -0.6244, norm 0.3570, swav 0.0000 LR: 1.708e-02 Score 97.239 Data time: 0.2352, Forward time: 2.2643, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.8623 [2020-11-09 04:02:14,430][root][INFO] - ===> Epoch[331](8598/26): Loss -0.1093, Sem 0.1539, dir -0.6368, norm 0.3736, swav 0.0000 LR: 1.707e-02 Score 95.541 Data time: 0.2745, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 7.2991 [2020-11-09 04:02:20,212][root][INFO] - ===> Epoch[331](8599/26): Loss -0.1324, Sem 0.1069, dir -0.6072, norm 0.3679, swav 0.0000 LR: 1.706e-02 Score 96.325 Data time: 0.1727, Forward time: 2.2644, Backward time: 3.0719, DDP time: 0.0050, Total iter time: 5.6257 [2020-11-09 04:02:25,326][root][INFO] - ===> Epoch[331](8600/26): Loss -0.2150, Sem 0.1095, dir -0.6547, norm 0.3302, swav 0.0000 LR: 1.705e-02 Score 96.284 Data time: 0.2302, Forward time: 2.2644, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 4.9948 [2020-11-09 04:02:30,073][root][INFO] - ===> Epoch[331](8601/26): Loss -0.1885, Sem 0.0837, dir -0.5992, norm 0.3271, swav 0.0000 LR: 1.704e-02 Score 97.670 Data time: 0.2214, Forward time: 2.2644, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 4.6271 [2020-11-09 04:02:36,878][root][INFO] - ===> Epoch[331](8602/26): Loss -0.1702, Sem 0.1087, dir -0.6463, norm 0.3675, swav 0.0000 LR: 1.703e-02 Score 96.361 Data time: 0.2588, Forward time: 2.2644, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 6.7051 [2020-11-09 04:02:42,541][root][INFO] - ===> Epoch[331](8603/26): Loss -0.1715, Sem 0.1036, dir -0.6281, norm 0.3531, swav 0.0000 LR: 1.702e-02 Score 96.466 Data time: 0.2264, Forward time: 2.2644, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 5.5415 [2020-11-09 04:02:47,514][root][INFO] - ===> Epoch[331](8604/26): Loss -0.1675, Sem 0.1196, dir -0.6296, norm 0.3425, swav 0.0000 LR: 1.701e-02 Score 96.502 Data time: 0.1453, Forward time: 2.2643, Backward time: 3.0718, DDP time: 0.0050, Total iter time: 4.8326 [2020-11-09 04:02:52,625][root][INFO] - ===> Epoch[331](8605/26): Loss -0.2316, Sem 0.1049, dir -0.6776, norm 0.3410, swav 0.0000 LR: 1.700e-02 Score 96.648 Data time: 0.2510, Forward time: 2.2644, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.0390 [2020-11-09 04:02:58,052][root][INFO] - ===> Epoch[331](8606/26): Loss -0.1605, Sem 0.0991, dir -0.6316, norm 0.3720, swav 0.0000 LR: 1.699e-02 Score 96.843 Data time: 0.1820, Forward time: 2.2643, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 5.2963 [2020-11-09 04:03:04,933][root][INFO] - ===> Epoch[332](8607/26): Loss -0.1537, Sem 0.1336, dir -0.6475, norm 0.3601, swav 0.0000 LR: 1.697e-02 Score 95.496 Data time: 0.2775, Forward time: 2.2644, Backward time: 3.0717, DDP time: 0.0050, Total iter time: 6.7902 [2020-11-09 04:03:09,993][root][INFO] - ===> Epoch[332](8608/26): Loss -0.1211, Sem 0.1162, dir -0.6106, norm 0.3733, swav 0.0000 LR: 1.696e-02 Score 96.438 Data time: 0.2347, Forward time: 2.2644, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 4.9186 [2020-11-09 04:03:15,620][root][INFO] - ===> Epoch[332](8609/26): Loss -0.1589, Sem 0.1083, dir -0.6671, norm 0.4000, swav 0.0000 LR: 1.695e-02 Score 96.229 Data time: 0.2327, Forward time: 2.2644, Backward time: 3.0716, DDP time: 0.0050, Total iter time: 5.4985 [2020-11-09 04:03:21,763][root][INFO] - ===> Epoch[332](8610/26): Loss -0.1195, Sem 0.0947, dir -0.5956, norm 0.3814, swav 0.0000 LR: 1.694e-02 Score 97.242 Data time: 0.2956, Forward time: 2.2645, Backward time: 3.0715, DDP time: 0.0050, Total iter time: 6.0275 [2020-11-09 04:03:26,653][root][INFO] - ===> Epoch[332](8611/26): Loss -0.2428, Sem 0.0950, dir -0.6713, norm 0.3336, swav 0.0000 LR: 1.693e-02 Score 96.867 Data time: 0.2026, Forward time: 2.2645, Backward time: 3.0714, DDP time: 0.0050, Total iter time: 4.7560 [2020-11-09 04:03:31,517][root][INFO] - ===> Epoch[332](8612/26): Loss -0.1645, Sem 0.1096, dir -0.6326, norm 0.3584, swav 0.0000 LR: 1.692e-02 Score 96.586 Data time: 0.2403, Forward time: 2.2646, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 4.7579 [2020-11-09 04:03:37,246][root][INFO] - ===> Epoch[332](8613/26): Loss -0.1400, Sem 0.1028, dir -0.6064, norm 0.3636, swav 0.0000 LR: 1.691e-02 Score 96.413 Data time: 0.2399, Forward time: 2.2646, Backward time: 3.0712, DDP time: 0.0050, Total iter time: 5.6035 [2020-11-09 04:03:43,232][root][INFO] - ===> Epoch[332](8614/26): Loss -0.1710, Sem 0.1068, dir -0.6329, norm 0.3551, swav 0.0000 LR: 1.690e-02 Score 96.299 Data time: 0.2110, Forward time: 2.2646, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 5.8541 [2020-11-09 04:03:49,567][root][INFO] - ===> Epoch[332](8615/26): Loss -0.1835, Sem 0.0936, dir -0.6330, norm 0.3560, swav 0.0000 LR: 1.689e-02 Score 96.875 Data time: 0.2392, Forward time: 2.2647, Backward time: 3.0713, DDP time: 0.0050, Total iter time: 6.2166 [2020-11-09 04:03:54,009][root][INFO] - ===> Epoch[332](8616/26): Loss -0.1971, Sem 0.0803, dir -0.6231, norm 0.3457, swav 0.0000 LR: 1.688e-02 Score 97.468 Data time: 0.2091, Forward time: 2.2647, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 4.3071 [2020-11-09 04:03:59,323][root][INFO] - ===> Epoch[332](8617/26): Loss -0.1108, Sem 0.0848, dir -0.5748, norm 0.3792, swav 0.0000 LR: 1.686e-02 Score 97.014 Data time: 0.2191, Forward time: 2.2647, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.1956 [2020-11-09 04:04:04,545][root][INFO] - ===> Epoch[332](8618/26): Loss -0.1589, Sem 0.1039, dir -0.6147, norm 0.3519, swav 0.0000 LR: 1.685e-02 Score 96.908 Data time: 0.2068, Forward time: 2.2647, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 5.0882 [2020-11-09 04:04:09,955][root][INFO] - ===> Epoch[332](8619/26): Loss -0.1714, Sem 0.0897, dir -0.6016, norm 0.3405, swav 0.0000 LR: 1.684e-02 Score 96.878 Data time: 0.2293, Forward time: 2.2647, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 5.2833 [2020-11-09 04:04:15,328][root][INFO] - ===> Epoch[332](8620/26): Loss -0.1858, Sem 0.0805, dir -0.5988, norm 0.3325, swav 0.0000 LR: 1.683e-02 Score 97.419 Data time: 0.2185, Forward time: 2.2647, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 5.2359 [2020-11-09 04:04:20,565][root][INFO] - ===> Epoch[332](8621/26): Loss -0.2073, Sem 0.0874, dir -0.6327, norm 0.3380, swav 0.0000 LR: 1.682e-02 Score 97.012 Data time: 0.1481, Forward time: 2.2647, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 5.1352 [2020-11-09 04:04:26,153][root][INFO] - ===> Epoch[332](8622/26): Loss -0.1120, Sem 0.1313, dir -0.6154, norm 0.3721, swav 0.0000 LR: 1.681e-02 Score 95.158 Data time: 0.1846, Forward time: 2.2646, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 5.4987 [2020-11-09 04:04:30,940][root][INFO] - ===> Epoch[332](8623/26): Loss -0.2459, Sem 0.0807, dir -0.6374, norm 0.3108, swav 0.0000 LR: 1.680e-02 Score 97.697 Data time: 0.1639, Forward time: 2.2646, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 4.6694 [2020-11-09 04:04:35,699][root][INFO] - ===> Epoch[332](8624/26): Loss -0.1401, Sem 0.1086, dir -0.6093, norm 0.3606, swav 0.0000 LR: 1.679e-02 Score 96.246 Data time: 0.1925, Forward time: 2.2645, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 4.6822 [2020-11-09 04:04:40,744][root][INFO] - ===> Epoch[332](8625/26): Loss -0.1960, Sem 0.0911, dir -0.6395, norm 0.3524, swav 0.0000 LR: 1.678e-02 Score 97.205 Data time: 0.1905, Forward time: 2.2645, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 4.9286 [2020-11-09 04:04:45,561][root][INFO] - ===> Epoch[332](8626/26): Loss -0.1244, Sem 0.1076, dir -0.5836, norm 0.3517, swav 0.0000 LR: 1.677e-02 Score 96.334 Data time: 0.2086, Forward time: 2.2645, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 4.7178 [2020-11-09 04:04:50,893][root][INFO] - ===> Epoch[332](8627/26): Loss -0.2046, Sem 0.0873, dir -0.6310, norm 0.3391, swav 0.0000 LR: 1.676e-02 Score 96.841 Data time: 0.1629, Forward time: 2.2644, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.2048 [2020-11-09 04:04:58,054][root][INFO] - ===> Epoch[332](8628/26): Loss -0.1417, Sem 0.1047, dir -0.5943, norm 0.3479, swav 0.0000 LR: 1.674e-02 Score 96.519 Data time: 0.2160, Forward time: 2.2645, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 7.0672 [2020-11-09 04:05:02,958][root][INFO] - ===> Epoch[332](8629/26): Loss -0.1928, Sem 0.0916, dir -0.6270, norm 0.3426, swav 0.0000 LR: 1.673e-02 Score 96.389 Data time: 0.2079, Forward time: 2.2644, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 4.7410 [2020-11-09 04:05:08,451][root][INFO] - ===> Epoch[332](8630/26): Loss -0.1744, Sem 0.1168, dir -0.6267, norm 0.3355, swav 0.0000 LR: 1.672e-02 Score 96.294 Data time: 0.2643, Forward time: 2.2645, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.3901 [2020-11-09 04:05:13,707][root][INFO] - ===> Epoch[332](8631/26): Loss -0.1935, Sem 0.1022, dir -0.6274, norm 0.3317, swav 0.0000 LR: 1.671e-02 Score 96.494 Data time: 0.2255, Forward time: 2.2645, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.1176 [2020-11-09 04:05:19,535][root][INFO] - ===> Epoch[332](8632/26): Loss -0.1216, Sem 0.1376, dir -0.6561, norm 0.3969, swav 0.0000 LR: 1.670e-02 Score 95.490 Data time: 0.2396, Forward time: 2.2645, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.7118 [2020-11-09 04:05:25,084][root][INFO] - ===> Epoch[333](8633/26): Loss -0.1970, Sem 0.1316, dir -0.6576, norm 0.3290, swav 0.0000 LR: 1.669e-02 Score 95.422 Data time: 0.1692, Forward time: 2.2644, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.4349 [2020-11-09 04:05:30,989][root][INFO] - ===> Epoch[333](8634/26): Loss -0.1864, Sem 0.1024, dir -0.6357, norm 0.3468, swav 0.0000 LR: 1.668e-02 Score 96.945 Data time: 0.1718, Forward time: 2.2644, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.7992 [2020-11-09 04:05:37,356][root][INFO] - ===> Epoch[333](8635/26): Loss -0.1914, Sem 0.0711, dir -0.6250, norm 0.3625, swav 0.0000 LR: 1.667e-02 Score 97.429 Data time: 0.3112, Forward time: 2.2644, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 6.2805 [2020-11-09 04:05:43,148][root][INFO] - ===> Epoch[333](8636/26): Loss -0.1353, Sem 0.1134, dir -0.6317, norm 0.3830, swav 0.0000 LR: 1.666e-02 Score 95.932 Data time: 0.2581, Forward time: 2.2645, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.6500 [2020-11-09 04:05:48,428][root][INFO] - ===> Epoch[333](8637/26): Loss -0.1745, Sem 0.1004, dir -0.6258, norm 0.3509, swav 0.0000 LR: 1.665e-02 Score 96.287 Data time: 0.1936, Forward time: 2.2645, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.1622 [2020-11-09 04:05:54,311][root][INFO] - ===> Epoch[333](8638/26): Loss -0.1761, Sem 0.1127, dir -0.6518, norm 0.3630, swav 0.0000 LR: 1.663e-02 Score 96.141 Data time: 0.1996, Forward time: 2.2645, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.7697 [2020-11-09 04:06:00,169][root][INFO] - ===> Epoch[333](8639/26): Loss -0.1267, Sem 0.1079, dir -0.5622, norm 0.3276, swav 0.0000 LR: 1.662e-02 Score 96.983 Data time: 0.1584, Forward time: 2.2644, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.7384 [2020-11-09 04:06:06,750][root][INFO] - ===> Epoch[333](8640/26): Loss -0.1202, Sem 0.1350, dir -0.6288, norm 0.3736, swav 0.0000 LR: 1.661e-02 Score 96.195 Data time: 0.2559, Forward time: 2.2645, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 6.4779 [2020-11-09 04:06:11,798][root][INFO] - ===> Epoch[333](8641/26): Loss -0.2400, Sem 0.0948, dir -0.6723, norm 0.3375, swav 0.0000 LR: 1.660e-02 Score 97.004 Data time: 0.2039, Forward time: 2.2644, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 4.9153 [2020-11-09 04:06:17,521][root][INFO] - ===> Epoch[333](8642/26): Loss -0.1339, Sem 0.1150, dir -0.6395, norm 0.3905, swav 0.0000 LR: 1.659e-02 Score 96.674 Data time: 0.1964, Forward time: 2.2644, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.6023 [2020-11-09 04:06:24,502][root][INFO] - ===> Epoch[333](8643/26): Loss -0.1852, Sem 0.1072, dir -0.6275, norm 0.3351, swav 0.0000 LR: 1.658e-02 Score 96.110 Data time: 0.3480, Forward time: 2.2645, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 6.8654 [2020-11-09 04:06:29,919][root][INFO] - ===> Epoch[333](8644/26): Loss -0.2002, Sem 0.1079, dir -0.6340, norm 0.3259, swav 0.0000 LR: 1.657e-02 Score 95.980 Data time: 0.2734, Forward time: 2.2646, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.2717 [2020-11-09 04:06:36,341][root][INFO] - ===> Epoch[333](8645/26): Loss -0.2013, Sem 0.0863, dir -0.6139, norm 0.3263, swav 0.0000 LR: 1.656e-02 Score 97.262 Data time: 0.3051, Forward time: 2.2647, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.3082 [2020-11-09 04:06:41,422][root][INFO] - ===> Epoch[333](8646/26): Loss -0.1768, Sem 0.0957, dir -0.6376, norm 0.3651, swav 0.0000 LR: 1.655e-02 Score 96.679 Data time: 0.1983, Forward time: 2.2647, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.9357 [2020-11-09 04:06:46,359][root][INFO] - ===> Epoch[333](8647/26): Loss -0.2699, Sem 0.0958, dir -0.6705, norm 0.3048, swav 0.0000 LR: 1.654e-02 Score 96.379 Data time: 0.2359, Forward time: 2.2647, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.8274 [2020-11-09 04:06:51,637][root][INFO] - ===> Epoch[333](8648/26): Loss -0.1629, Sem 0.0976, dir -0.6260, norm 0.3655, swav 0.0000 LR: 1.652e-02 Score 97.072 Data time: 0.1952, Forward time: 2.2647, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.1605 [2020-11-09 04:06:56,588][root][INFO] - ===> Epoch[333](8649/26): Loss -0.1540, Sem 0.1003, dir -0.6226, norm 0.3683, swav 0.0000 LR: 1.651e-02 Score 96.639 Data time: 0.2127, Forward time: 2.2647, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.8357 [2020-11-09 04:07:01,614][root][INFO] - ===> Epoch[333](8650/26): Loss -0.1956, Sem 0.1052, dir -0.6579, norm 0.3571, swav 0.0000 LR: 1.650e-02 Score 96.295 Data time: 0.2038, Forward time: 2.2647, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.9089 [2020-11-09 04:07:07,986][root][INFO] - ===> Epoch[333](8651/26): Loss -0.1428, Sem 0.1098, dir -0.6049, norm 0.3523, swav 0.0000 LR: 1.649e-02 Score 96.524 Data time: 0.3580, Forward time: 2.2648, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.2400 [2020-11-09 04:07:13,983][root][INFO] - ===> Epoch[333](8652/26): Loss -0.1990, Sem 0.1201, dir -0.6564, norm 0.3373, swav 0.0000 LR: 1.648e-02 Score 95.646 Data time: 0.2862, Forward time: 2.2649, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.8604 [2020-11-09 04:07:19,868][root][INFO] - ===> Epoch[333](8653/26): Loss -0.1293, Sem 0.1137, dir -0.6251, norm 0.3821, swav 0.0000 LR: 1.647e-02 Score 96.569 Data time: 0.1525, Forward time: 2.2648, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.7381 [2020-11-09 04:07:24,698][root][INFO] - ===> Epoch[333](8654/26): Loss -0.1996, Sem 0.1058, dir -0.6466, norm 0.3411, swav 0.0000 LR: 1.646e-02 Score 96.554 Data time: 0.1766, Forward time: 2.2647, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.7140 [2020-11-09 04:07:30,475][root][INFO] - ===> Epoch[333](8655/26): Loss -0.1513, Sem 0.1196, dir -0.5987, norm 0.3278, swav 0.0000 LR: 1.645e-02 Score 96.136 Data time: 0.1902, Forward time: 2.2647, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.6903 [2020-11-09 04:07:35,614][root][INFO] - ===> Epoch[333](8656/26): Loss -0.1951, Sem 0.0740, dir -0.5848, norm 0.3157, swav 0.0000 LR: 1.644e-02 Score 97.618 Data time: 0.2114, Forward time: 2.2647, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.0334 [2020-11-09 04:07:40,117][root][INFO] - ===> Epoch[333](8657/26): Loss -0.1709, Sem 0.1103, dir -0.6387, norm 0.3576, swav 0.0000 LR: 1.643e-02 Score 96.150 Data time: 0.1415, Forward time: 2.2646, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 4.4031 [2020-11-09 04:07:46,600][root][INFO] - ===> Epoch[333](8658/26): Loss -0.2277, Sem 0.0809, dir -0.6547, norm 0.3461, swav 0.0000 LR: 1.641e-02 Score 97.145 Data time: 0.1788, Forward time: 2.2646, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.4032 [2020-11-09 04:07:52,265][root][INFO] - ===> Epoch[334](8659/26): Loss -0.2157, Sem 0.0984, dir -0.6453, norm 0.3312, swav 0.0000 LR: 1.640e-02 Score 96.728 Data time: 0.1714, Forward time: 2.2645, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.5538 [2020-11-09 04:07:58,661][root][INFO] - ===> Epoch[334](8660/26): Loss -0.2140, Sem 0.0990, dir -0.6709, norm 0.3578, swav 0.0000 LR: 1.639e-02 Score 96.862 Data time: 0.1899, Forward time: 2.2645, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.3140 [2020-11-09 04:08:04,012][root][INFO] - ===> Epoch[334](8661/26): Loss -0.2584, Sem 0.0912, dir -0.6838, norm 0.3342, swav 0.0000 LR: 1.638e-02 Score 96.873 Data time: 0.2476, Forward time: 2.2645, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.2374 [2020-11-09 04:08:09,229][root][INFO] - ===> Epoch[334](8662/26): Loss -0.2075, Sem 0.0916, dir -0.6370, norm 0.3379, swav 0.0000 LR: 1.637e-02 Score 97.250 Data time: 0.2315, Forward time: 2.2646, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.0808 [2020-11-09 04:08:17,399][root][INFO] - ===> Epoch[334](8663/26): Loss -0.0777, Sem 0.1059, dir -0.5410, norm 0.3575, swav 0.0000 LR: 1.636e-02 Score 96.762 Data time: 0.2691, Forward time: 2.2646, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 8.0577 [2020-11-09 04:08:22,446][root][INFO] - ===> Epoch[334](8664/26): Loss -0.1722, Sem 0.1048, dir -0.6223, norm 0.3454, swav 0.0000 LR: 1.635e-02 Score 96.983 Data time: 0.2214, Forward time: 2.2647, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.9023 [2020-11-09 04:08:27,958][root][INFO] - ===> Epoch[334](8665/26): Loss -0.1042, Sem 0.1271, dir -0.6316, norm 0.4003, swav 0.0000 LR: 1.634e-02 Score 95.862 Data time: 0.1910, Forward time: 2.2646, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.3735 [2020-11-09 04:08:34,060][root][INFO] - ===> Epoch[334](8666/26): Loss -0.1864, Sem 0.0852, dir -0.6015, norm 0.3299, swav 0.0000 LR: 1.633e-02 Score 96.778 Data time: 0.1615, Forward time: 2.2646, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.9927 [2020-11-09 04:08:39,738][root][INFO] - ===> Epoch[334](8667/26): Loss -0.1999, Sem 0.0873, dir -0.6387, norm 0.3514, swav 0.0000 LR: 1.632e-02 Score 96.953 Data time: 0.1756, Forward time: 2.2645, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.5722 [2020-11-09 04:08:44,437][root][INFO] - ===> Epoch[334](8668/26): Loss -0.1557, Sem 0.1163, dir -0.6225, norm 0.3506, swav 0.0000 LR: 1.630e-02 Score 96.077 Data time: 0.1708, Forward time: 2.2645, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.5921 [2020-11-09 04:08:50,418][root][INFO] - ===> Epoch[334](8669/26): Loss -0.1798, Sem 0.1201, dir -0.7001, norm 0.4001, swav 0.0000 LR: 1.629e-02 Score 96.414 Data time: 0.2179, Forward time: 2.2645, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.8879 [2020-11-09 04:08:56,097][root][INFO] - ===> Epoch[334](8670/26): Loss -0.1841, Sem 0.1133, dir -0.6502, norm 0.3529, swav 0.0000 LR: 1.628e-02 Score 96.140 Data time: 0.2035, Forward time: 2.2644, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.5548 [2020-11-09 04:09:01,908][root][INFO] - ===> Epoch[334](8671/26): Loss -0.1830, Sem 0.0921, dir -0.6219, norm 0.3468, swav 0.0000 LR: 1.627e-02 Score 96.646 Data time: 0.2141, Forward time: 2.2645, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.7068 [2020-11-09 04:09:06,591][root][INFO] - ===> Epoch[334](8672/26): Loss -0.1598, Sem 0.0781, dir -0.5852, norm 0.3472, swav 0.0000 LR: 1.626e-02 Score 97.493 Data time: 0.2081, Forward time: 2.2645, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.5577 [2020-11-09 04:09:11,439][root][INFO] - ===> Epoch[334](8673/26): Loss -0.1614, Sem 0.0740, dir -0.5861, norm 0.3507, swav 0.0000 LR: 1.625e-02 Score 97.445 Data time: 0.1461, Forward time: 2.2644, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.7256 [2020-11-09 04:09:17,941][root][INFO] - ===> Epoch[334](8674/26): Loss -0.2105, Sem 0.0907, dir -0.6543, norm 0.3532, swav 0.0000 LR: 1.624e-02 Score 97.121 Data time: 0.1808, Forward time: 2.2643, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.4139 [2020-11-09 04:09:24,159][root][INFO] - ===> Epoch[334](8675/26): Loss -0.1288, Sem 0.0990, dir -0.5903, norm 0.3625, swav 0.0000 LR: 1.623e-02 Score 96.790 Data time: 0.2001, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.1270 [2020-11-09 04:09:30,058][root][INFO] - ===> Epoch[334](8676/26): Loss -0.1978, Sem 0.0953, dir -0.6046, norm 0.3115, swav 0.0000 LR: 1.622e-02 Score 97.088 Data time: 0.2212, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.7787 [2020-11-09 04:09:35,436][root][INFO] - ===> Epoch[334](8677/26): Loss -0.2116, Sem 0.1012, dir -0.6606, norm 0.3478, swav 0.0000 LR: 1.621e-02 Score 96.595 Data time: 0.1805, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.2353 [2020-11-09 04:09:41,664][root][INFO] - ===> Epoch[334](8678/26): Loss -0.2260, Sem 0.0962, dir -0.6577, norm 0.3356, swav 0.0000 LR: 1.619e-02 Score 96.926 Data time: 0.1658, Forward time: 2.2642, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.0967 [2020-11-09 04:09:47,349][root][INFO] - ===> Epoch[334](8679/26): Loss -0.1314, Sem 0.1148, dir -0.5853, norm 0.3392, swav 0.0000 LR: 1.618e-02 Score 95.966 Data time: 0.2141, Forward time: 2.2642, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.6042 [2020-11-09 04:09:52,817][root][INFO] - ===> Epoch[334](8680/26): Loss -0.1321, Sem 0.1138, dir -0.6054, norm 0.3595, swav 0.0000 LR: 1.617e-02 Score 96.607 Data time: 0.2676, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.3709 [2020-11-09 04:09:57,567][root][INFO] - ===> Epoch[334](8681/26): Loss -0.2146, Sem 0.1004, dir -0.6549, norm 0.3399, swav 0.0000 LR: 1.616e-02 Score 96.484 Data time: 0.1831, Forward time: 2.2643, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.6116 [2020-11-09 04:10:03,370][root][INFO] - ===> Epoch[334](8682/26): Loss -0.1990, Sem 0.0892, dir -0.6615, norm 0.3733, swav 0.0000 LR: 1.615e-02 Score 96.881 Data time: 0.1814, Forward time: 2.2642, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.7043 [2020-11-09 04:10:08,109][root][INFO] - ===> Epoch[334](8683/26): Loss -0.1753, Sem 0.1003, dir -0.6090, norm 0.3333, swav 0.0000 LR: 1.614e-02 Score 97.149 Data time: 0.2152, Forward time: 2.2643, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.6632 [2020-11-09 04:10:13,088][root][INFO] - ===> Epoch[334](8684/26): Loss -0.1867, Sem 0.1203, dir -0.6762, norm 0.3691, swav 0.0000 LR: 1.613e-02 Score 95.740 Data time: 0.2113, Forward time: 2.2642, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.8679 [2020-11-09 04:10:19,256][root][INFO] - ===> Epoch[335](8685/26): Loss -0.1888, Sem 0.0814, dir -0.6025, norm 0.3323, swav 0.0000 LR: 1.612e-02 Score 97.252 Data time: 0.2749, Forward time: 2.2643, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.0577 [2020-11-09 04:10:25,447][root][INFO] - ===> Epoch[335](8686/26): Loss -0.1655, Sem 0.0999, dir -0.6008, norm 0.3354, swav 0.0000 LR: 1.611e-02 Score 97.174 Data time: 0.1898, Forward time: 2.2643, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.0506 [2020-11-09 04:10:31,443][root][INFO] - ===> Epoch[335](8687/26): Loss -0.2004, Sem 0.0784, dir -0.6236, norm 0.3448, swav 0.0000 LR: 1.610e-02 Score 97.800 Data time: 0.2134, Forward time: 2.2643, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.8989 [2020-11-09 04:10:37,176][root][INFO] - ===> Epoch[335](8688/26): Loss -0.1469, Sem 0.0950, dir -0.5763, norm 0.3345, swav 0.0000 LR: 1.608e-02 Score 96.802 Data time: 0.1687, Forward time: 2.2642, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.6091 [2020-11-09 04:10:42,654][root][INFO] - ===> Epoch[335](8689/26): Loss -0.1498, Sem 0.1341, dir -0.6224, norm 0.3385, swav 0.0000 LR: 1.607e-02 Score 96.055 Data time: 0.1917, Forward time: 2.2642, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.3782 [2020-11-09 04:10:47,429][root][INFO] - ===> Epoch[335](8690/26): Loss -0.2273, Sem 0.0804, dir -0.6561, norm 0.3484, swav 0.0000 LR: 1.606e-02 Score 97.393 Data time: 0.1627, Forward time: 2.2642, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.6435 [2020-11-09 04:10:52,295][root][INFO] - ===> Epoch[335](8691/26): Loss -0.2212, Sem 0.1052, dir -0.6452, norm 0.3188, swav 0.0000 LR: 1.605e-02 Score 95.903 Data time: 0.1799, Forward time: 2.2641, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.7703 [2020-11-09 04:10:56,843][root][INFO] - ===> Epoch[335](8692/26): Loss -0.2214, Sem 0.0832, dir -0.6144, norm 0.3098, swav 0.0000 LR: 1.604e-02 Score 97.170 Data time: 0.2134, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.4283 [2020-11-09 04:11:03,847][root][INFO] - ===> Epoch[335](8693/26): Loss -0.1698, Sem 0.1059, dir -0.6154, norm 0.3397, swav 0.0000 LR: 1.603e-02 Score 96.100 Data time: 0.2291, Forward time: 2.2641, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.8673 [2020-11-09 04:11:09,494][root][INFO] - ===> Epoch[335](8694/26): Loss -0.1228, Sem 0.1183, dir -0.5917, norm 0.3506, swav 0.0000 LR: 1.602e-02 Score 96.032 Data time: 0.2393, Forward time: 2.2641, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.5524 [2020-11-09 04:11:14,707][root][INFO] - ===> Epoch[335](8695/26): Loss -0.1475, Sem 0.1058, dir -0.6238, norm 0.3705, swav 0.0000 LR: 1.601e-02 Score 96.403 Data time: 0.2491, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.0856 [2020-11-09 04:11:21,429][root][INFO] - ===> Epoch[335](8696/26): Loss -0.1493, Sem 0.1063, dir -0.6013, norm 0.3457, swav 0.0000 LR: 1.600e-02 Score 96.234 Data time: 0.2337, Forward time: 2.2641, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.5905 [2020-11-09 04:11:26,317][root][INFO] - ===> Epoch[335](8697/26): Loss -0.1434, Sem 0.1170, dir -0.6450, norm 0.3846, swav 0.0000 LR: 1.598e-02 Score 95.833 Data time: 0.2115, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.7697 [2020-11-09 04:11:31,294][root][INFO] - ===> Epoch[335](8698/26): Loss -0.1946, Sem 0.0857, dir -0.6287, norm 0.3484, swav 0.0000 LR: 1.597e-02 Score 97.121 Data time: 0.1910, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.8561 [2020-11-09 04:11:36,897][root][INFO] - ===> Epoch[335](8699/26): Loss -0.1376, Sem 0.1145, dir -0.5875, norm 0.3354, swav 0.0000 LR: 1.596e-02 Score 96.065 Data time: 0.2276, Forward time: 2.2641, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.5039 [2020-11-09 04:11:42,771][root][INFO] - ===> Epoch[335](8700/26): Loss -0.2515, Sem 0.0712, dir -0.6931, norm 0.3704, swav 0.0000 LR: 1.595e-02 Score 97.472 Data time: 0.2040, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.7405 [2020-11-09 04:11:48,264][root][INFO] - ===> Epoch[335](8701/26): Loss -0.2111, Sem 0.0785, dir -0.6402, norm 0.3506, swav 0.0000 LR: 1.594e-02 Score 97.332 Data time: 0.1961, Forward time: 2.2640, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.3940 [2020-11-09 04:11:54,018][root][INFO] - ===> Epoch[335](8702/26): Loss -0.1650, Sem 0.0950, dir -0.6294, norm 0.3693, swav 0.0000 LR: 1.593e-02 Score 97.064 Data time: 0.2266, Forward time: 2.2640, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.6572 [2020-11-09 04:12:00,145][root][INFO] - ===> Epoch[335](8703/26): Loss -0.1504, Sem 0.0775, dir -0.5701, norm 0.3423, swav 0.0000 LR: 1.592e-02 Score 97.042 Data time: 0.2555, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.9915 [2020-11-09 04:12:06,750][root][INFO] - ===> Epoch[335](8704/26): Loss -0.1604, Sem 0.1167, dir -0.6416, norm 0.3645, swav 0.0000 LR: 1.591e-02 Score 96.023 Data time: 0.3052, Forward time: 2.2642, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.4657 [2020-11-09 04:12:12,831][root][INFO] - ===> Epoch[335](8705/26): Loss -0.2057, Sem 0.0969, dir -0.6545, norm 0.3519, swav 0.0000 LR: 1.590e-02 Score 96.662 Data time: 0.1744, Forward time: 2.2642, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.9379 [2020-11-09 04:12:18,338][root][INFO] - ===> Epoch[335](8706/26): Loss -0.2258, Sem 0.0859, dir -0.6696, norm 0.3579, swav 0.0000 LR: 1.589e-02 Score 97.530 Data time: 0.1761, Forward time: 2.2641, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.3916 [2020-11-09 04:12:24,541][root][INFO] - ===> Epoch[335](8707/26): Loss -0.1317, Sem 0.1061, dir -0.6208, norm 0.3831, swav 0.0000 LR: 1.587e-02 Score 96.671 Data time: 0.1786, Forward time: 2.2641, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.0839 [2020-11-09 04:12:30,439][root][INFO] - ===> Epoch[335](8708/26): Loss -0.2028, Sem 0.1015, dir -0.6323, norm 0.3281, swav 0.0000 LR: 1.586e-02 Score 96.735 Data time: 0.2504, Forward time: 2.2641, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.7999 [2020-11-09 04:12:35,780][root][INFO] - ===> Epoch[335](8709/26): Loss -0.1806, Sem 0.1071, dir -0.6113, norm 0.3236, swav 0.0000 LR: 1.585e-02 Score 96.525 Data time: 0.2195, Forward time: 2.2642, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.2024 [2020-11-09 04:12:41,760][root][INFO] - ===> Epoch[335](8710/26): Loss -0.0895, Sem 0.1187, dir -0.5872, norm 0.3790, swav 0.0000 LR: 1.584e-02 Score 95.923 Data time: 0.2067, Forward time: 2.2642, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.8540 [2020-11-09 04:12:46,710][root][INFO] - ===> Epoch[336](8711/26): Loss -0.0744, Sem 0.1201, dir -0.5417, norm 0.3472, swav 0.0000 LR: 1.583e-02 Score 96.258 Data time: 0.2558, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 4.8172 [2020-11-09 04:12:52,491][root][INFO] - ===> Epoch[336](8712/26): Loss -0.1981, Sem 0.1065, dir -0.6488, norm 0.3442, swav 0.0000 LR: 1.582e-02 Score 96.383 Data time: 0.2573, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.6611 [2020-11-09 04:12:57,538][root][INFO] - ===> Epoch[336](8713/26): Loss -0.2570, Sem 0.0956, dir -0.6697, norm 0.3171, swav 0.0000 LR: 1.581e-02 Score 96.339 Data time: 0.1642, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 4.9219 [2020-11-09 04:13:02,954][root][INFO] - ===> Epoch[336](8714/26): Loss -0.1815, Sem 0.1005, dir -0.6568, norm 0.3747, swav 0.0000 LR: 1.580e-02 Score 96.766 Data time: 0.1913, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.3111 [2020-11-09 04:13:07,558][root][INFO] - ===> Epoch[336](8715/26): Loss -0.2084, Sem 0.0890, dir -0.6307, norm 0.3334, swav 0.0000 LR: 1.579e-02 Score 97.144 Data time: 0.2650, Forward time: 2.2642, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 4.4773 [2020-11-09 04:13:13,484][root][INFO] - ===> Epoch[336](8716/26): Loss -0.1582, Sem 0.0804, dir -0.6170, norm 0.3783, swav 0.0000 LR: 1.578e-02 Score 97.838 Data time: 0.2437, Forward time: 2.2642, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.8198 [2020-11-09 04:13:18,510][root][INFO] - ===> Epoch[336](8717/26): Loss -0.2087, Sem 0.1015, dir -0.6592, norm 0.3490, swav 0.0000 LR: 1.576e-02 Score 96.318 Data time: 0.1837, Forward time: 2.2642, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 4.8799 [2020-11-09 04:13:23,241][root][INFO] - ===> Epoch[336](8718/26): Loss -0.1341, Sem 0.1064, dir -0.5968, norm 0.3563, swav 0.0000 LR: 1.575e-02 Score 96.612 Data time: 0.1985, Forward time: 2.2642, Backward time: 3.0698, DDP time: 0.0050, Total iter time: 4.6326 [2020-11-09 04:13:29,781][root][INFO] - ===> Epoch[336](8719/26): Loss -0.2224, Sem 0.0799, dir -0.6443, norm 0.3420, swav 0.0000 LR: 1.574e-02 Score 96.906 Data time: 0.2520, Forward time: 2.2642, Backward time: 3.0698, DDP time: 0.0050, Total iter time: 6.3951 [2020-11-09 04:13:34,814][root][INFO] - ===> Epoch[336](8720/26): Loss -0.1728, Sem 0.1101, dir -0.6293, norm 0.3464, swav 0.0000 LR: 1.573e-02 Score 96.285 Data time: 0.1858, Forward time: 2.2642, Backward time: 3.0698, DDP time: 0.0050, Total iter time: 4.8863 [2020-11-09 04:13:40,123][root][INFO] - ===> Epoch[336](8721/26): Loss -0.2000, Sem 0.0756, dir -0.6579, norm 0.3823, swav 0.0000 LR: 1.572e-02 Score 97.643 Data time: 0.2424, Forward time: 2.2642, Backward time: 3.0697, DDP time: 0.0050, Total iter time: 5.1915 [2020-11-09 04:13:45,291][root][INFO] - ===> Epoch[336](8722/26): Loss -0.2726, Sem 0.0880, dir -0.6686, norm 0.3081, swav 0.0000 LR: 1.571e-02 Score 97.170 Data time: 0.2280, Forward time: 2.2642, Backward time: 3.0696, DDP time: 0.0050, Total iter time: 5.0448 [2020-11-09 04:13:51,195][root][INFO] - ===> Epoch[336](8723/26): Loss -0.1604, Sem 0.0854, dir -0.5857, norm 0.3399, swav 0.0000 LR: 1.570e-02 Score 97.250 Data time: 0.2524, Forward time: 2.2642, Backward time: 3.0696, DDP time: 0.0050, Total iter time: 5.7497 [2020-11-09 04:13:57,547][root][INFO] - ===> Epoch[336](8724/26): Loss -0.1808, Sem 0.1003, dir -0.6302, norm 0.3491, swav 0.0000 LR: 1.569e-02 Score 96.739 Data time: 0.2793, Forward time: 2.2643, Backward time: 3.0696, DDP time: 0.0050, Total iter time: 6.2064 [2020-11-09 04:14:02,683][root][INFO] - ===> Epoch[336](8725/26): Loss -0.2128, Sem 0.0902, dir -0.6391, norm 0.3361, swav 0.0000 LR: 1.568e-02 Score 96.936 Data time: 0.2095, Forward time: 2.2643, Backward time: 3.0695, DDP time: 0.0050, Total iter time: 5.0036 [2020-11-09 04:14:08,346][root][INFO] - ===> Epoch[336](8726/26): Loss -0.1838, Sem 0.1057, dir -0.6377, norm 0.3482, swav 0.0000 LR: 1.566e-02 Score 96.156 Data time: 0.2549, Forward time: 2.2644, Backward time: 3.0695, DDP time: 0.0050, Total iter time: 5.5587 [2020-11-09 04:14:15,151][root][INFO] - ===> Epoch[336](8727/26): Loss -0.1921, Sem 0.0777, dir -0.6291, norm 0.3594, swav 0.0000 LR: 1.565e-02 Score 97.565 Data time: 0.2283, Forward time: 2.2644, Backward time: 3.0696, DDP time: 0.0050, Total iter time: 6.6975 [2020-11-09 04:14:20,850][root][INFO] - ===> Epoch[336](8728/26): Loss -0.1623, Sem 0.1140, dir -0.6405, norm 0.3643, swav 0.0000 LR: 1.564e-02 Score 96.510 Data time: 0.2415, Forward time: 2.2644, Backward time: 3.0695, DDP time: 0.0050, Total iter time: 5.5845 [2020-11-09 04:14:27,864][root][INFO] - ===> Epoch[336](8729/26): Loss -0.1802, Sem 0.0943, dir -0.6192, norm 0.3446, swav 0.0000 LR: 1.563e-02 Score 96.721 Data time: 0.1939, Forward time: 2.2644, Backward time: 3.0697, DDP time: 0.0050, Total iter time: 6.8841 [2020-11-09 04:14:34,429][root][INFO] - ===> Epoch[336](8730/26): Loss -0.1794, Sem 0.1029, dir -0.6260, norm 0.3438, swav 0.0000 LR: 1.562e-02 Score 96.474 Data time: 0.2598, Forward time: 2.2644, Backward time: 3.0697, DDP time: 0.0050, Total iter time: 6.4595 [2020-11-09 04:14:40,226][root][INFO] - ===> Epoch[336](8731/26): Loss -0.2479, Sem 0.0860, dir -0.6524, norm 0.3185, swav 0.0000 LR: 1.561e-02 Score 97.195 Data time: 0.3124, Forward time: 2.2645, Backward time: 3.0697, DDP time: 0.0050, Total iter time: 5.6592 [2020-11-09 04:14:44,785][root][INFO] - ===> Epoch[336](8732/26): Loss -0.2349, Sem 0.0814, dir -0.6299, norm 0.3137, swav 0.0000 LR: 1.560e-02 Score 96.984 Data time: 0.1941, Forward time: 2.2645, Backward time: 3.0695, DDP time: 0.0050, Total iter time: 4.4327 [2020-11-09 04:14:49,819][root][INFO] - ===> Epoch[336](8733/26): Loss -0.1721, Sem 0.0870, dir -0.5942, norm 0.3351, swav 0.0000 LR: 1.559e-02 Score 96.863 Data time: 0.2247, Forward time: 2.2645, Backward time: 3.0695, DDP time: 0.0050, Total iter time: 4.9237 [2020-11-09 04:14:56,435][root][INFO] - ===> Epoch[336](8734/26): Loss -0.2163, Sem 0.0943, dir -0.6575, norm 0.3469, swav 0.0000 LR: 1.558e-02 Score 96.944 Data time: 0.1613, Forward time: 2.2644, Backward time: 3.0696, DDP time: 0.0050, Total iter time: 6.4884 [2020-11-09 04:15:01,357][root][INFO] - ===> Epoch[336](8735/26): Loss -0.2128, Sem 0.1225, dir -0.6774, norm 0.3420, swav 0.0000 LR: 1.557e-02 Score 95.733 Data time: 0.1820, Forward time: 2.2644, Backward time: 3.0696, DDP time: 0.0050, Total iter time: 4.8137 [2020-11-09 04:15:07,343][root][INFO] - ===> Epoch[336](8736/26): Loss -0.1900, Sem 0.1039, dir -0.6562, norm 0.3624, swav 0.0000 LR: 1.555e-02 Score 96.281 Data time: 0.1833, Forward time: 2.2644, Backward time: 3.0696, DDP time: 0.0050, Total iter time: 5.8727 [2020-11-09 04:15:12,792][root][INFO] - ===> Epoch[337](8737/26): Loss -0.1708, Sem 0.1352, dir -0.6712, norm 0.3653, swav 0.0000 LR: 1.554e-02 Score 95.384 Data time: 0.1855, Forward time: 2.2643, Backward time: 3.0696, DDP time: 0.0050, Total iter time: 5.3412 [2020-11-09 04:15:18,213][root][INFO] - ===> Epoch[337](8738/26): Loss -0.1771, Sem 0.1027, dir -0.6327, norm 0.3528, swav 0.0000 LR: 1.553e-02 Score 96.750 Data time: 0.1621, Forward time: 2.2643, Backward time: 3.0697, DDP time: 0.0050, Total iter time: 5.2972 [2020-11-09 04:15:25,926][root][INFO] - ===> Epoch[337](8739/26): Loss -0.2168, Sem 0.0902, dir -0.6425, norm 0.3355, swav 0.0000 LR: 1.552e-02 Score 96.350 Data time: 0.1842, Forward time: 2.2643, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 7.6064 [2020-11-09 04:15:32,204][root][INFO] - ===> Epoch[337](8740/26): Loss -0.2046, Sem 0.1061, dir -0.6515, norm 0.3408, swav 0.0000 LR: 1.551e-02 Score 96.137 Data time: 0.1365, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.1781 [2020-11-09 04:15:38,200][root][INFO] - ===> Epoch[337](8741/26): Loss -0.1963, Sem 0.1008, dir -0.6209, norm 0.3239, swav 0.0000 LR: 1.550e-02 Score 96.435 Data time: 0.2855, Forward time: 2.2642, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.9231 [2020-11-09 04:15:44,101][root][INFO] - ===> Epoch[337](8742/26): Loss -0.1192, Sem 0.1088, dir -0.5932, norm 0.3652, swav 0.0000 LR: 1.549e-02 Score 96.451 Data time: 0.2398, Forward time: 2.2643, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.7668 [2020-11-09 04:15:49,856][root][INFO] - ===> Epoch[337](8743/26): Loss -0.0965, Sem 0.0984, dir -0.5817, norm 0.3868, swav 0.0000 LR: 1.548e-02 Score 97.106 Data time: 0.2709, Forward time: 2.2643, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.6231 [2020-11-09 04:15:55,705][root][INFO] - ===> Epoch[337](8744/26): Loss -0.1886, Sem 0.1029, dir -0.6184, norm 0.3268, swav 0.0000 LR: 1.547e-02 Score 96.229 Data time: 0.1858, Forward time: 2.2643, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.7214 [2020-11-09 04:16:01,433][root][INFO] - ===> Epoch[337](8745/26): Loss -0.1844, Sem 0.0986, dir -0.6041, norm 0.3211, swav 0.0000 LR: 1.545e-02 Score 96.479 Data time: 0.1892, Forward time: 2.2643, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.6086 [2020-11-09 04:16:06,574][root][INFO] - ===> Epoch[337](8746/26): Loss -0.1863, Sem 0.1033, dir -0.6348, norm 0.3452, swav 0.0000 LR: 1.544e-02 Score 96.894 Data time: 0.1544, Forward time: 2.2642, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.0156 [2020-11-09 04:16:12,458][root][INFO] - ===> Epoch[337](8747/26): Loss -0.2512, Sem 0.0842, dir -0.6646, norm 0.3292, swav 0.0000 LR: 1.543e-02 Score 96.904 Data time: 0.1759, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.7899 [2020-11-09 04:16:18,184][root][INFO] - ===> Epoch[337](8748/26): Loss -0.1896, Sem 0.0936, dir -0.6331, norm 0.3499, swav 0.0000 LR: 1.542e-02 Score 96.832 Data time: 0.2239, Forward time: 2.2642, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.6198 [2020-11-09 04:16:22,445][root][INFO] - ===> Epoch[337](8749/26): Loss -0.1860, Sem 0.1523, dir -0.6889, norm 0.3506, swav 0.0000 LR: 1.541e-02 Score 94.684 Data time: 0.1745, Forward time: 2.2641, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 4.1308 [2020-11-09 04:16:27,844][root][INFO] - ===> Epoch[337](8750/26): Loss -0.1953, Sem 0.1214, dir -0.6325, norm 0.3158, swav 0.0000 LR: 1.540e-02 Score 96.403 Data time: 0.2312, Forward time: 2.2641, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.3039 [2020-11-09 04:16:34,597][root][INFO] - ===> Epoch[337](8751/26): Loss -0.2190, Sem 0.1056, dir -0.7028, norm 0.3782, swav 0.0000 LR: 1.539e-02 Score 96.250 Data time: 0.3035, Forward time: 2.2642, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 6.6526 [2020-11-09 04:16:41,001][root][INFO] - ===> Epoch[337](8752/26): Loss -0.1578, Sem 0.0876, dir -0.6178, norm 0.3724, swav 0.0000 LR: 1.538e-02 Score 96.924 Data time: 0.3179, Forward time: 2.2643, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 6.2747 [2020-11-09 04:16:47,067][root][INFO] - ===> Epoch[337](8753/26): Loss -0.2425, Sem 0.0814, dir -0.6524, norm 0.3284, swav 0.0000 LR: 1.537e-02 Score 97.767 Data time: 0.2000, Forward time: 2.2643, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.9143 [2020-11-09 04:16:54,238][root][INFO] - ===> Epoch[337](8754/26): Loss -0.1078, Sem 0.0910, dir -0.5722, norm 0.3734, swav 0.0000 LR: 1.535e-02 Score 96.968 Data time: 0.2187, Forward time: 2.2643, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 7.0635 [2020-11-09 04:17:00,379][root][INFO] - ===> Epoch[337](8755/26): Loss -0.1470, Sem 0.1320, dir -0.6305, norm 0.3515, swav 0.0000 LR: 1.534e-02 Score 96.110 Data time: 0.2118, Forward time: 2.2643, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.0197 [2020-11-09 04:17:05,797][root][INFO] - ===> Epoch[337](8756/26): Loss -0.2105, Sem 0.0936, dir -0.6623, norm 0.3582, swav 0.0000 LR: 1.533e-02 Score 96.419 Data time: 0.1753, Forward time: 2.2643, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.2874 [2020-11-09 04:17:12,227][root][INFO] - ===> Epoch[337](8757/26): Loss -0.1965, Sem 0.0875, dir -0.6378, norm 0.3538, swav 0.0000 LR: 1.532e-02 Score 97.076 Data time: 0.1891, Forward time: 2.2643, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.3304 [2020-11-09 04:17:18,804][root][INFO] - ===> Epoch[337](8758/26): Loss -0.1228, Sem 0.1210, dir -0.6262, norm 0.3825, swav 0.0000 LR: 1.531e-02 Score 95.567 Data time: 0.1994, Forward time: 2.2642, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.4436 [2020-11-09 04:17:24,976][root][INFO] - ===> Epoch[337](8759/26): Loss -0.1531, Sem 0.0824, dir -0.5716, norm 0.3361, swav 0.0000 LR: 1.530e-02 Score 97.042 Data time: 0.2935, Forward time: 2.2643, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.0705 [2020-11-09 04:17:32,436][root][INFO] - ===> Epoch[337](8760/26): Loss -0.2079, Sem 0.1041, dir -0.6369, norm 0.3250, swav 0.0000 LR: 1.529e-02 Score 96.770 Data time: 0.1870, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 7.3240 [2020-11-09 04:17:38,294][root][INFO] - ===> Epoch[337](8761/26): Loss -0.1775, Sem 0.0861, dir -0.6515, norm 0.3880, swav 0.0000 LR: 1.528e-02 Score 96.956 Data time: 0.2061, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.7343 [2020-11-09 04:17:43,307][root][INFO] - ===> Epoch[337](8762/26): Loss -0.2397, Sem 0.0936, dir -0.6814, norm 0.3480, swav 0.0000 LR: 1.527e-02 Score 96.869 Data time: 0.1861, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.8926 [2020-11-09 04:17:47,693][root][INFO] - ===> Epoch[338](8763/26): Loss -0.1556, Sem 0.0856, dir -0.6067, norm 0.3656, swav 0.0000 LR: 1.525e-02 Score 97.151 Data time: 0.2020, Forward time: 2.2643, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.2874 [2020-11-09 04:17:53,287][root][INFO] - ===> Epoch[338](8764/26): Loss -0.2655, Sem 0.0806, dir -0.6606, norm 0.3145, swav 0.0000 LR: 1.524e-02 Score 97.215 Data time: 0.2085, Forward time: 2.2643, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.4874 [2020-11-09 04:17:57,975][root][INFO] - ===> Epoch[338](8765/26): Loss -0.2037, Sem 0.0953, dir -0.6525, norm 0.3535, swav 0.0000 LR: 1.523e-02 Score 96.930 Data time: 0.1869, Forward time: 2.2642, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.5741 [2020-11-09 04:18:02,992][root][INFO] - ===> Epoch[338](8766/26): Loss -0.1815, Sem 0.0861, dir -0.6070, norm 0.3394, swav 0.0000 LR: 1.522e-02 Score 97.039 Data time: 0.1508, Forward time: 2.2642, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.9007 [2020-11-09 04:18:08,629][root][INFO] - ===> Epoch[338](8767/26): Loss -0.1642, Sem 0.1010, dir -0.6132, norm 0.3479, swav 0.0000 LR: 1.521e-02 Score 96.108 Data time: 0.2224, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.5310 [2020-11-09 04:18:14,240][root][INFO] - ===> Epoch[338](8768/26): Loss -0.1512, Sem 0.1179, dir -0.6087, norm 0.3396, swav 0.0000 LR: 1.520e-02 Score 95.746 Data time: 0.1585, Forward time: 2.2641, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.5040 [2020-11-09 04:18:18,885][root][INFO] - ===> Epoch[338](8769/26): Loss -0.1187, Sem 0.1157, dir -0.6025, norm 0.3681, swav 0.0000 LR: 1.519e-02 Score 96.548 Data time: 0.2046, Forward time: 2.2640, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.5678 [2020-11-09 04:18:23,922][root][INFO] - ===> Epoch[338](8770/26): Loss -0.1730, Sem 0.1149, dir -0.6262, norm 0.3382, swav 0.0000 LR: 1.518e-02 Score 96.144 Data time: 0.2133, Forward time: 2.2640, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 4.9259 [2020-11-09 04:18:28,915][root][INFO] - ===> Epoch[338](8771/26): Loss -0.1970, Sem 0.1103, dir -0.6897, norm 0.3824, swav 0.0000 LR: 1.517e-02 Score 96.757 Data time: 0.2326, Forward time: 2.2641, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 4.8533 [2020-11-09 04:18:34,051][root][INFO] - ===> Epoch[338](8772/26): Loss -0.2427, Sem 0.1035, dir -0.6768, norm 0.3306, swav 0.0000 LR: 1.516e-02 Score 96.429 Data time: 0.2010, Forward time: 2.2641, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.0001 [2020-11-09 04:18:39,883][root][INFO] - ===> Epoch[338](8773/26): Loss -0.2055, Sem 0.0813, dir -0.6468, norm 0.3601, swav 0.0000 LR: 1.514e-02 Score 97.555 Data time: 0.1855, Forward time: 2.2640, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.6855 [2020-11-09 04:18:45,317][root][INFO] - ===> Epoch[338](8774/26): Loss -0.1627, Sem 0.0950, dir -0.6078, norm 0.3500, swav 0.0000 LR: 1.513e-02 Score 96.801 Data time: 0.2065, Forward time: 2.2640, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.2983 [2020-11-09 04:18:50,960][root][INFO] - ===> Epoch[338](8775/26): Loss -0.1854, Sem 0.0906, dir -0.6204, norm 0.3443, swav 0.0000 LR: 1.512e-02 Score 96.747 Data time: 0.3123, Forward time: 2.2641, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.5212 [2020-11-09 04:18:55,770][root][INFO] - ===> Epoch[338](8776/26): Loss -0.1842, Sem 0.0903, dir -0.6120, norm 0.3375, swav 0.0000 LR: 1.511e-02 Score 96.848 Data time: 0.1968, Forward time: 2.2641, Backward time: 3.0698, DDP time: 0.0050, Total iter time: 4.6622 [2020-11-09 04:19:01,861][root][INFO] - ===> Epoch[338](8777/26): Loss -0.1455, Sem 0.0923, dir -0.5972, norm 0.3595, swav 0.0000 LR: 1.510e-02 Score 97.091 Data time: 0.2366, Forward time: 2.2641, Backward time: 3.0698, DDP time: 0.0050, Total iter time: 5.9691 [2020-11-09 04:19:08,354][root][INFO] - ===> Epoch[338](8778/26): Loss -0.1912, Sem 0.0921, dir -0.5979, norm 0.3146, swav 0.0000 LR: 1.509e-02 Score 97.085 Data time: 0.1695, Forward time: 2.2641, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 6.3558 [2020-11-09 04:19:14,841][root][INFO] - ===> Epoch[338](8779/26): Loss -0.1309, Sem 0.1018, dir -0.5908, norm 0.3581, swav 0.0000 LR: 1.508e-02 Score 96.011 Data time: 0.1874, Forward time: 2.2640, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 6.3946 [2020-11-09 04:19:21,226][root][INFO] - ===> Epoch[338](8780/26): Loss -0.1384, Sem 0.1052, dir -0.6032, norm 0.3596, swav 0.0000 LR: 1.507e-02 Score 96.725 Data time: 0.1979, Forward time: 2.2640, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.2622 [2020-11-09 04:19:28,279][root][INFO] - ===> Epoch[338](8781/26): Loss -0.1571, Sem 0.0986, dir -0.6351, norm 0.3794, swav 0.0000 LR: 1.506e-02 Score 96.374 Data time: 0.1811, Forward time: 2.2640, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.9511 [2020-11-09 04:19:33,971][root][INFO] - ===> Epoch[338](8782/26): Loss -0.1649, Sem 0.1272, dir -0.6293, norm 0.3372, swav 0.0000 LR: 1.504e-02 Score 95.975 Data time: 0.2585, Forward time: 2.2640, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.5805 [2020-11-09 04:19:39,852][root][INFO] - ===> Epoch[338](8783/26): Loss -0.1534, Sem 0.0858, dir -0.5617, norm 0.3225, swav 0.0000 LR: 1.503e-02 Score 97.138 Data time: 0.1719, Forward time: 2.2640, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.7550 [2020-11-09 04:19:45,493][root][INFO] - ===> Epoch[338](8784/26): Loss -0.1455, Sem 0.0962, dir -0.5804, norm 0.3387, swav 0.0000 LR: 1.502e-02 Score 96.182 Data time: 0.1761, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.5281 [2020-11-09 04:19:52,723][root][INFO] - ===> Epoch[338](8785/26): Loss -0.2112, Sem 0.1015, dir -0.6524, norm 0.3397, swav 0.0000 LR: 1.501e-02 Score 96.530 Data time: 0.1970, Forward time: 2.2639, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 7.1290 [2020-11-09 04:19:57,954][root][INFO] - ===> Epoch[338](8786/26): Loss -0.2492, Sem 0.0832, dir -0.6570, norm 0.3245, swav 0.0000 LR: 1.500e-02 Score 97.185 Data time: 0.2605, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.1046 [2020-11-09 04:20:03,314][root][INFO] - ===> Epoch[338](8787/26): Loss -0.2104, Sem 0.0947, dir -0.6595, norm 0.3544, swav 0.0000 LR: 1.499e-02 Score 96.754 Data time: 0.2672, Forward time: 2.2640, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.2303 [2020-11-09 04:20:08,395][root][INFO] - ===> Epoch[338](8788/26): Loss -0.1558, Sem 0.1024, dir -0.6075, norm 0.3493, swav 0.0000 LR: 1.498e-02 Score 96.934 Data time: 0.1696, Forward time: 2.2639, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.9552 [2020-11-09 04:20:13,734][root][INFO] - ===> Epoch[339](8789/26): Loss -0.1947, Sem 0.0903, dir -0.6290, norm 0.3439, swav 0.0000 LR: 1.497e-02 Score 97.053 Data time: 0.2071, Forward time: 2.2639, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.2409 [2020-11-09 04:20:20,075][root][INFO] - ===> Epoch[339](8790/26): Loss -0.1755, Sem 0.0936, dir -0.5987, norm 0.3296, swav 0.0000 LR: 1.496e-02 Score 96.384 Data time: 0.2079, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.2189 [2020-11-09 04:20:26,059][root][INFO] - ===> Epoch[339](8791/26): Loss -0.1738, Sem 0.1058, dir -0.6261, norm 0.3465, swav 0.0000 LR: 1.494e-02 Score 96.483 Data time: 0.1669, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.8791 [2020-11-09 04:20:32,155][root][INFO] - ===> Epoch[339](8792/26): Loss -0.1988, Sem 0.0810, dir -0.6201, norm 0.3403, swav 0.0000 LR: 1.493e-02 Score 97.069 Data time: 0.1596, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.0103 [2020-11-09 04:20:37,489][root][INFO] - ===> Epoch[339](8793/26): Loss -0.1518, Sem 0.1243, dir -0.6479, norm 0.3718, swav 0.0000 LR: 1.492e-02 Score 95.924 Data time: 0.2308, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.2597 [2020-11-09 04:20:43,010][root][INFO] - ===> Epoch[339](8794/26): Loss -0.1602, Sem 0.0915, dir -0.6288, norm 0.3771, swav 0.0000 LR: 1.491e-02 Score 97.058 Data time: 0.2210, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.4003 [2020-11-09 04:20:48,683][root][INFO] - ===> Epoch[339](8795/26): Loss -0.2206, Sem 0.0921, dir -0.6692, norm 0.3565, swav 0.0000 LR: 1.490e-02 Score 96.712 Data time: 0.2246, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.5402 [2020-11-09 04:20:54,296][root][INFO] - ===> Epoch[339](8796/26): Loss -0.1418, Sem 0.0964, dir -0.6022, norm 0.3639, swav 0.0000 LR: 1.489e-02 Score 96.944 Data time: 0.2722, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.4882 [2020-11-09 04:20:59,604][root][INFO] - ===> Epoch[339](8797/26): Loss -0.1719, Sem 0.0934, dir -0.6060, norm 0.3407, swav 0.0000 LR: 1.488e-02 Score 96.669 Data time: 0.2077, Forward time: 2.2639, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.1796 [2020-11-09 04:21:06,470][root][INFO] - ===> Epoch[339](8798/26): Loss -0.2023, Sem 0.0939, dir -0.6359, norm 0.3397, swav 0.0000 LR: 1.487e-02 Score 97.084 Data time: 0.1846, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.7430 [2020-11-09 04:21:11,654][root][INFO] - ===> Epoch[339](8799/26): Loss -0.1151, Sem 0.1540, dir -0.6603, norm 0.3913, swav 0.0000 LR: 1.486e-02 Score 95.060 Data time: 0.1374, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.0712 [2020-11-09 04:21:17,423][root][INFO] - ===> Epoch[339](8800/26): Loss -0.1576, Sem 0.0973, dir -0.5995, norm 0.3445, swav 0.0000 LR: 1.484e-02 Score 96.972 Data time: 0.2311, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.7102 [2020-11-09 04:21:23,684][root][INFO] - ===> Epoch[339](8801/26): Loss -0.2294, Sem 0.1094, dir -0.6623, norm 0.3235, swav 0.0000 LR: 1.483e-02 Score 96.083 Data time: 0.1738, Forward time: 2.2638, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.1454 [2020-11-09 04:21:30,619][root][INFO] - ===> Epoch[339](8802/26): Loss -0.1823, Sem 0.1067, dir -0.6408, norm 0.3518, swav 0.0000 LR: 1.482e-02 Score 96.062 Data time: 0.2043, Forward time: 2.2638, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 6.8392 [2020-11-09 04:21:36,404][root][INFO] - ===> Epoch[339](8803/26): Loss -0.2076, Sem 0.0773, dir -0.6143, norm 0.3294, swav 0.0000 LR: 1.481e-02 Score 97.553 Data time: 0.2002, Forward time: 2.2638, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.6470 [2020-11-09 04:21:42,334][root][INFO] - ===> Epoch[339](8804/26): Loss -0.2088, Sem 0.1021, dir -0.6518, norm 0.3409, swav 0.0000 LR: 1.480e-02 Score 96.671 Data time: 0.1838, Forward time: 2.2638, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 5.8044 [2020-11-09 04:21:47,909][root][INFO] - ===> Epoch[339](8805/26): Loss -0.1325, Sem 0.1130, dir -0.6326, norm 0.3870, swav 0.0000 LR: 1.479e-02 Score 95.955 Data time: 0.1760, Forward time: 2.2637, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 5.4568 [2020-11-09 04:21:53,837][root][INFO] - ===> Epoch[339](8806/26): Loss -0.1764, Sem 0.1226, dir -0.6259, norm 0.3269, swav 0.0000 LR: 1.478e-02 Score 96.054 Data time: 0.2315, Forward time: 2.2637, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 5.7963 [2020-11-09 04:21:59,170][root][INFO] - ===> Epoch[339](8807/26): Loss -0.1988, Sem 0.0986, dir -0.6230, norm 0.3255, swav 0.0000 LR: 1.477e-02 Score 96.982 Data time: 0.1277, Forward time: 2.2636, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 5.2084 [2020-11-09 04:22:04,236][root][INFO] - ===> Epoch[339](8808/26): Loss -0.1919, Sem 0.0865, dir -0.6314, norm 0.3530, swav 0.0000 LR: 1.475e-02 Score 96.903 Data time: 0.2044, Forward time: 2.2636, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 4.9895 [2020-11-09 04:22:11,077][root][INFO] - ===> Epoch[339](8809/26): Loss -0.2028, Sem 0.1055, dir -0.6326, norm 0.3243, swav 0.0000 LR: 1.474e-02 Score 96.540 Data time: 0.2279, Forward time: 2.2636, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 6.7073 [2020-11-09 04:22:17,430][root][INFO] - ===> Epoch[339](8810/26): Loss -0.2719, Sem 0.0797, dir -0.6745, norm 0.3228, swav 0.0000 LR: 1.473e-02 Score 97.110 Data time: 0.2279, Forward time: 2.2637, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 6.2130 [2020-11-09 04:22:23,117][root][INFO] - ===> Epoch[339](8811/26): Loss -0.2147, Sem 0.0865, dir -0.6664, norm 0.3652, swav 0.0000 LR: 1.472e-02 Score 97.097 Data time: 0.2731, Forward time: 2.2637, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 5.5610 [2020-11-09 04:22:27,698][root][INFO] - ===> Epoch[339](8812/26): Loss -0.2307, Sem 0.0855, dir -0.6707, norm 0.3545, swav 0.0000 LR: 1.471e-02 Score 97.306 Data time: 0.1828, Forward time: 2.2637, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 4.4549 [2020-11-09 04:22:33,119][root][INFO] - ===> Epoch[339](8813/26): Loss -0.1597, Sem 0.0753, dir -0.5871, norm 0.3521, swav 0.0000 LR: 1.470e-02 Score 97.581 Data time: 0.2218, Forward time: 2.2637, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 5.3164 [2020-11-09 04:22:39,836][root][INFO] - ===> Epoch[339](8814/26): Loss -0.1690, Sem 0.1241, dir -0.6308, norm 0.3377, swav 0.0000 LR: 1.469e-02 Score 95.676 Data time: 0.2477, Forward time: 2.2637, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 6.5681 [2020-11-09 04:22:46,264][root][INFO] - ===> Epoch[340](8815/26): Loss -0.2164, Sem 0.0915, dir -0.6324, norm 0.3245, swav 0.0000 LR: 1.468e-02 Score 96.846 Data time: 0.2622, Forward time: 2.2638, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 6.2888 [2020-11-09 04:22:51,698][root][INFO] - ===> Epoch[340](8816/26): Loss -0.2253, Sem 0.0889, dir -0.6619, norm 0.3478, swav 0.0000 LR: 1.467e-02 Score 97.038 Data time: 0.2507, Forward time: 2.2639, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.2983 [2020-11-09 04:22:56,019][root][INFO] - ===> Epoch[340](8817/26): Loss -0.2046, Sem 0.0922, dir -0.6622, norm 0.3655, swav 0.0000 LR: 1.465e-02 Score 96.413 Data time: 0.1985, Forward time: 2.2639, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 4.1804 [2020-11-09 04:23:00,956][root][INFO] - ===> Epoch[340](8818/26): Loss -0.1610, Sem 0.1195, dir -0.5967, norm 0.3162, swav 0.0000 LR: 1.464e-02 Score 95.663 Data time: 0.1803, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.8324 [2020-11-09 04:23:05,791][root][INFO] - ===> Epoch[340](8819/26): Loss -0.1752, Sem 0.1148, dir -0.6132, norm 0.3232, swav 0.0000 LR: 1.463e-02 Score 96.249 Data time: 0.1998, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.7434 [2020-11-09 04:23:12,029][root][INFO] - ===> Epoch[340](8820/26): Loss -0.1721, Sem 0.1102, dir -0.6248, norm 0.3425, swav 0.0000 LR: 1.462e-02 Score 96.415 Data time: 0.3265, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.1276 [2020-11-09 04:23:17,847][root][INFO] - ===> Epoch[340](8821/26): Loss -0.1945, Sem 0.0933, dir -0.6270, norm 0.3392, swav 0.0000 LR: 1.461e-02 Score 96.730 Data time: 0.2564, Forward time: 2.2640, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.6720 [2020-11-09 04:23:23,043][root][INFO] - ===> Epoch[340](8822/26): Loss -0.2047, Sem 0.1080, dir -0.6757, norm 0.3631, swav 0.0000 LR: 1.460e-02 Score 96.623 Data time: 0.2492, Forward time: 2.2640, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.0652 [2020-11-09 04:23:28,933][root][INFO] - ===> Epoch[340](8823/26): Loss -0.1690, Sem 0.1044, dir -0.6285, norm 0.3551, swav 0.0000 LR: 1.459e-02 Score 96.321 Data time: 0.2363, Forward time: 2.2640, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.7628 [2020-11-09 04:23:35,052][root][INFO] - ===> Epoch[340](8824/26): Loss -0.1793, Sem 0.0916, dir -0.6154, norm 0.3444, swav 0.0000 LR: 1.458e-02 Score 96.978 Data time: 0.3068, Forward time: 2.2641, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.9706 [2020-11-09 04:23:40,687][root][INFO] - ===> Epoch[340](8825/26): Loss -0.2112, Sem 0.1116, dir -0.6476, norm 0.3248, swav 0.0000 LR: 1.457e-02 Score 96.338 Data time: 0.1915, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.5099 [2020-11-09 04:23:46,964][root][INFO] - ===> Epoch[340](8826/26): Loss -0.1031, Sem 0.0988, dir -0.5721, norm 0.3702, swav 0.0000 LR: 1.455e-02 Score 96.904 Data time: 0.3001, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.1753 [2020-11-09 04:23:52,498][root][INFO] - ===> Epoch[340](8827/26): Loss -0.2302, Sem 0.1007, dir -0.6549, norm 0.3241, swav 0.0000 LR: 1.454e-02 Score 96.275 Data time: 0.1901, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.3949 [2020-11-09 04:23:57,840][root][INFO] - ===> Epoch[340](8828/26): Loss -0.1976, Sem 0.1131, dir -0.6503, norm 0.3396, swav 0.0000 LR: 1.453e-02 Score 96.544 Data time: 0.1939, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.2394 [2020-11-09 04:24:03,156][root][INFO] - ===> Epoch[340](8829/26): Loss -0.2122, Sem 0.0805, dir -0.6465, norm 0.3537, swav 0.0000 LR: 1.452e-02 Score 97.360 Data time: 0.2640, Forward time: 2.2642, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.2059 [2020-11-09 04:24:09,944][root][INFO] - ===> Epoch[340](8830/26): Loss -0.1633, Sem 0.1099, dir -0.6356, norm 0.3624, swav 0.0000 LR: 1.451e-02 Score 96.367 Data time: 0.2485, Forward time: 2.2643, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 6.6699 [2020-11-09 04:24:16,253][root][INFO] - ===> Epoch[340](8831/26): Loss -0.1591, Sem 0.1143, dir -0.6256, norm 0.3522, swav 0.0000 LR: 1.450e-02 Score 95.755 Data time: 0.2277, Forward time: 2.2643, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.1860 [2020-11-09 04:24:22,341][root][INFO] - ===> Epoch[340](8832/26): Loss -0.1301, Sem 0.1100, dir -0.5961, norm 0.3560, swav 0.0000 LR: 1.449e-02 Score 96.793 Data time: 0.2895, Forward time: 2.2644, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.9618 [2020-11-09 04:24:28,229][root][INFO] - ===> Epoch[340](8833/26): Loss -0.2018, Sem 0.1239, dir -0.6798, norm 0.3541, swav 0.0000 LR: 1.448e-02 Score 96.064 Data time: 0.2778, Forward time: 2.2645, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.7576 [2020-11-09 04:24:34,456][root][INFO] - ===> Epoch[340](8834/26): Loss -0.1728, Sem 0.1164, dir -0.6519, norm 0.3628, swav 0.0000 LR: 1.447e-02 Score 96.287 Data time: 0.3020, Forward time: 2.2646, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 6.1088 [2020-11-09 04:24:39,409][root][INFO] - ===> Epoch[340](8835/26): Loss -0.1674, Sem 0.1237, dir -0.6639, norm 0.3728, swav 0.0000 LR: 1.445e-02 Score 95.502 Data time: 0.1336, Forward time: 2.2645, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 4.8314 [2020-11-09 04:24:43,795][root][INFO] - ===> Epoch[340](8836/26): Loss -0.2628, Sem 0.0911, dir -0.6962, norm 0.3423, swav 0.0000 LR: 1.444e-02 Score 96.744 Data time: 0.2142, Forward time: 2.2645, Backward time: 3.0698, DDP time: 0.0050, Total iter time: 4.3484 [2020-11-09 04:24:50,545][root][INFO] - ===> Epoch[340](8837/26): Loss -0.2131, Sem 0.1002, dir -0.6426, norm 0.3293, swav 0.0000 LR: 1.443e-02 Score 96.689 Data time: 0.1725, Forward time: 2.2644, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 6.6667 [2020-11-09 04:24:56,855][root][INFO] - ===> Epoch[340](8838/26): Loss -0.1383, Sem 0.0954, dir -0.6193, norm 0.3855, swav 0.0000 LR: 1.442e-02 Score 96.419 Data time: 0.2162, Forward time: 2.2644, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 6.2284 [2020-11-09 04:25:02,318][root][INFO] - ===> Epoch[340](8839/26): Loss -0.1609, Sem 0.1263, dir -0.6371, norm 0.3499, swav 0.0000 LR: 1.441e-02 Score 96.763 Data time: 0.2332, Forward time: 2.2644, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.3414 [2020-11-09 04:25:08,044][root][INFO] - ===> Epoch[340](8840/26): Loss -0.1886, Sem 0.0995, dir -0.6369, norm 0.3488, swav 0.0000 LR: 1.440e-02 Score 96.781 Data time: 0.2770, Forward time: 2.2645, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.5990 [2020-11-09 04:25:14,922][root][INFO] - ===> Epoch[341](8841/26): Loss -0.2093, Sem 0.0892, dir -0.6198, norm 0.3213, swav 0.0000 LR: 1.439e-02 Score 97.055 Data time: 0.2314, Forward time: 2.2645, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 6.7716 [2020-11-09 04:25:20,112][root][INFO] - ===> Epoch[341](8842/26): Loss -0.2152, Sem 0.0949, dir -0.6571, norm 0.3470, swav 0.0000 LR: 1.438e-02 Score 97.367 Data time: 0.1730, Forward time: 2.2645, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.0682 [2020-11-09 04:25:26,637][root][INFO] - ===> Epoch[341](8843/26): Loss -0.0955, Sem 0.1165, dir -0.6186, norm 0.4066, swav 0.0000 LR: 1.436e-02 Score 95.876 Data time: 0.2272, Forward time: 2.2645, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.4365 [2020-11-09 04:25:32,980][root][INFO] - ===> Epoch[341](8844/26): Loss -0.1360, Sem 0.1022, dir -0.6423, norm 0.4042, swav 0.0000 LR: 1.435e-02 Score 96.127 Data time: 0.2270, Forward time: 2.2645, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.2316 [2020-11-09 04:25:37,709][root][INFO] - ===> Epoch[341](8845/26): Loss -0.1830, Sem 0.0653, dir -0.5803, norm 0.3321, swav 0.0000 LR: 1.434e-02 Score 97.566 Data time: 0.1745, Forward time: 2.2645, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 4.6069 [2020-11-09 04:25:43,675][root][INFO] - ===> Epoch[341](8846/26): Loss -0.2011, Sem 0.1215, dir -0.6530, norm 0.3305, swav 0.0000 LR: 1.433e-02 Score 96.217 Data time: 0.2607, Forward time: 2.2646, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.8767 [2020-11-09 04:25:50,834][root][INFO] - ===> Epoch[341](8847/26): Loss -0.2088, Sem 0.0902, dir -0.6479, norm 0.3489, swav 0.0000 LR: 1.432e-02 Score 97.025 Data time: 0.1647, Forward time: 2.2645, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 7.0399 [2020-11-09 04:25:56,999][root][INFO] - ===> Epoch[341](8848/26): Loss -0.1813, Sem 0.0892, dir -0.6288, norm 0.3583, swav 0.0000 LR: 1.431e-02 Score 97.157 Data time: 0.2057, Forward time: 2.2645, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.0393 [2020-11-09 04:26:02,636][root][INFO] - ===> Epoch[341](8849/26): Loss -0.1665, Sem 0.0731, dir -0.5732, norm 0.3335, swav 0.0000 LR: 1.430e-02 Score 97.612 Data time: 0.1939, Forward time: 2.2645, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.4958 [2020-11-09 04:26:08,335][root][INFO] - ===> Epoch[341](8850/26): Loss -0.1813, Sem 0.0932, dir -0.6314, norm 0.3569, swav 0.0000 LR: 1.429e-02 Score 96.779 Data time: 0.2229, Forward time: 2.2645, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.5988 [2020-11-09 04:26:13,925][root][INFO] - ===> Epoch[341](8851/26): Loss -0.2164, Sem 0.0863, dir -0.6372, norm 0.3345, swav 0.0000 LR: 1.428e-02 Score 96.876 Data time: 0.1649, Forward time: 2.2644, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.4706 [2020-11-09 04:26:18,932][root][INFO] - ===> Epoch[341](8852/26): Loss -0.2151, Sem 0.0897, dir -0.6262, norm 0.3214, swav 0.0000 LR: 1.426e-02 Score 96.692 Data time: 0.2235, Forward time: 2.2644, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.9175 [2020-11-09 04:26:23,903][root][INFO] - ===> Epoch[341](8853/26): Loss -0.1788, Sem 0.0882, dir -0.6085, norm 0.3415, swav 0.0000 LR: 1.425e-02 Score 96.839 Data time: 0.2375, Forward time: 2.2644, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 4.8737 [2020-11-09 04:26:29,208][root][INFO] - ===> Epoch[341](8854/26): Loss -0.2016, Sem 0.0846, dir -0.6442, norm 0.3580, swav 0.0000 LR: 1.424e-02 Score 97.031 Data time: 0.2302, Forward time: 2.2645, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.1885 [2020-11-09 04:26:35,254][root][INFO] - ===> Epoch[341](8855/26): Loss -0.1699, Sem 0.0817, dir -0.5906, norm 0.3390, swav 0.0000 LR: 1.423e-02 Score 97.517 Data time: 0.1667, Forward time: 2.2644, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.9122 [2020-11-09 04:26:41,776][root][INFO] - ===> Epoch[341](8856/26): Loss -0.1522, Sem 0.1282, dir -0.6392, norm 0.3587, swav 0.0000 LR: 1.422e-02 Score 95.266 Data time: 0.1575, Forward time: 2.2644, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.4320 [2020-11-09 04:26:47,989][root][INFO] - ===> Epoch[341](8857/26): Loss -0.1949, Sem 0.0860, dir -0.6035, norm 0.3227, swav 0.0000 LR: 1.421e-02 Score 97.496 Data time: 0.2532, Forward time: 2.2644, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.1220 [2020-11-09 04:26:53,594][root][INFO] - ===> Epoch[341](8858/26): Loss -0.2306, Sem 0.0858, dir -0.6508, norm 0.3344, swav 0.0000 LR: 1.420e-02 Score 97.211 Data time: 0.2189, Forward time: 2.2644, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.4653 [2020-11-09 04:27:00,211][root][INFO] - ===> Epoch[341](8859/26): Loss -0.1880, Sem 0.0816, dir -0.6241, norm 0.3545, swav 0.0000 LR: 1.419e-02 Score 97.252 Data time: 0.2414, Forward time: 2.2645, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.4996 [2020-11-09 04:27:06,737][root][INFO] - ===> Epoch[341](8860/26): Loss -0.1891, Sem 0.0891, dir -0.6232, norm 0.3450, swav 0.0000 LR: 1.417e-02 Score 96.897 Data time: 0.2212, Forward time: 2.2645, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.3934 [2020-11-09 04:27:12,114][root][INFO] - ===> Epoch[341](8861/26): Loss -0.2154, Sem 0.0976, dir -0.6398, norm 0.3269, swav 0.0000 LR: 1.416e-02 Score 97.305 Data time: 0.1282, Forward time: 2.2644, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.2579 [2020-11-09 04:27:18,584][root][INFO] - ===> Epoch[341](8862/26): Loss -0.2269, Sem 0.0837, dir -0.6661, norm 0.3556, swav 0.0000 LR: 1.415e-02 Score 97.149 Data time: 0.1763, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.3942 [2020-11-09 04:27:24,451][root][INFO] - ===> Epoch[341](8863/26): Loss -0.1679, Sem 0.1038, dir -0.6240, norm 0.3522, swav 0.0000 LR: 1.414e-02 Score 96.795 Data time: 0.2883, Forward time: 2.2644, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.7688 [2020-11-09 04:27:30,432][root][INFO] - ===> Epoch[341](8864/26): Loss -0.2423, Sem 0.0642, dir -0.6658, norm 0.3592, swav 0.0000 LR: 1.413e-02 Score 97.623 Data time: 0.2796, Forward time: 2.2645, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.8043 [2020-11-09 04:27:35,756][root][INFO] - ===> Epoch[341](8865/26): Loss -0.2064, Sem 0.0997, dir -0.6695, norm 0.3633, swav 0.0000 LR: 1.412e-02 Score 96.110 Data time: 0.1481, Forward time: 2.2644, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.2085 [2020-11-09 04:27:41,432][root][INFO] - ===> Epoch[341](8866/26): Loss -0.1427, Sem 0.0975, dir -0.6007, norm 0.3605, swav 0.0000 LR: 1.411e-02 Score 96.663 Data time: 0.1832, Forward time: 2.2644, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.5966 [2020-11-09 04:27:47,376][root][INFO] - ===> Epoch[342](8867/26): Loss -0.2218, Sem 0.0918, dir -0.6566, norm 0.3430, swav 0.0000 LR: 1.410e-02 Score 96.906 Data time: 0.1970, Forward time: 2.2644, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.8556 [2020-11-09 04:27:53,162][root][INFO] - ===> Epoch[342](8868/26): Loss -0.1666, Sem 0.1123, dir -0.6007, norm 0.3218, swav 0.0000 LR: 1.409e-02 Score 96.310 Data time: 0.2830, Forward time: 2.2644, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.6979 [2020-11-09 04:27:57,806][root][INFO] - ===> Epoch[342](8869/26): Loss -0.1639, Sem 0.1022, dir -0.6102, norm 0.3441, swav 0.0000 LR: 1.407e-02 Score 96.866 Data time: 0.1899, Forward time: 2.2644, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.5178 [2020-11-09 04:28:03,117][root][INFO] - ===> Epoch[342](8870/26): Loss -0.1960, Sem 0.0912, dir -0.6271, norm 0.3398, swav 0.0000 LR: 1.406e-02 Score 97.064 Data time: 0.2362, Forward time: 2.2644, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.2077 [2020-11-09 04:28:07,327][root][INFO] - ===> Epoch[342](8871/26): Loss -0.1849, Sem 0.0894, dir -0.6034, norm 0.3291, swav 0.0000 LR: 1.405e-02 Score 97.324 Data time: 0.1917, Forward time: 2.2644, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.0962 [2020-11-09 04:28:13,833][root][INFO] - ===> Epoch[342](8872/26): Loss -0.1583, Sem 0.0966, dir -0.6147, norm 0.3598, swav 0.0000 LR: 1.404e-02 Score 96.765 Data time: 0.2371, Forward time: 2.2644, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.4105 [2020-11-09 04:28:19,387][root][INFO] - ===> Epoch[342](8873/26): Loss -0.2099, Sem 0.1051, dir -0.6611, norm 0.3461, swav 0.0000 LR: 1.403e-02 Score 96.534 Data time: 0.1961, Forward time: 2.2644, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.4392 [2020-11-09 04:28:26,160][root][INFO] - ===> Epoch[342](8874/26): Loss -0.1606, Sem 0.1007, dir -0.5752, norm 0.3138, swav 0.0000 LR: 1.402e-02 Score 96.904 Data time: 0.2002, Forward time: 2.2644, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.6685 [2020-11-09 04:28:31,578][root][INFO] - ===> Epoch[342](8875/26): Loss -0.2072, Sem 0.0963, dir -0.6858, norm 0.3823, swav 0.0000 LR: 1.401e-02 Score 96.874 Data time: 0.2090, Forward time: 2.2644, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.2792 [2020-11-09 04:28:38,512][root][INFO] - ===> Epoch[342](8876/26): Loss -0.1337, Sem 0.1016, dir -0.5818, norm 0.3464, swav 0.0000 LR: 1.400e-02 Score 97.222 Data time: 0.3275, Forward time: 2.2645, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.7964 [2020-11-09 04:28:43,312][root][INFO] - ===> Epoch[342](8877/26): Loss -0.1658, Sem 0.0997, dir -0.6126, norm 0.3471, swav 0.0000 LR: 1.398e-02 Score 96.693 Data time: 0.2106, Forward time: 2.2645, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.6310 [2020-11-09 04:28:48,461][root][INFO] - ===> Epoch[342](8878/26): Loss -0.2549, Sem 0.0834, dir -0.6605, norm 0.3221, swav 0.0000 LR: 1.397e-02 Score 97.855 Data time: 0.2426, Forward time: 2.2645, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.0134 [2020-11-09 04:28:54,165][root][INFO] - ===> Epoch[342](8879/26): Loss -0.2273, Sem 0.0798, dir -0.6167, norm 0.3097, swav 0.0000 LR: 1.396e-02 Score 97.389 Data time: 0.1858, Forward time: 2.2645, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.6000 [2020-11-09 04:29:00,318][root][INFO] - ===> Epoch[342](8880/26): Loss -0.1911, Sem 0.1341, dir -0.6843, norm 0.3590, swav 0.0000 LR: 1.395e-02 Score 95.269 Data time: 0.1616, Forward time: 2.2645, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.0388 [2020-11-09 04:29:05,723][root][INFO] - ===> Epoch[342](8881/26): Loss -0.1712, Sem 0.0870, dir -0.6234, norm 0.3651, swav 0.0000 LR: 1.394e-02 Score 97.098 Data time: 0.2594, Forward time: 2.2645, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.3393 [2020-11-09 04:29:11,193][root][INFO] - ===> Epoch[342](8882/26): Loss -0.1775, Sem 0.0857, dir -0.5805, norm 0.3173, swav 0.0000 LR: 1.393e-02 Score 97.184 Data time: 0.2102, Forward time: 2.2645, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.3295 [2020-11-09 04:29:16,801][root][INFO] - ===> Epoch[342](8883/26): Loss -0.1889, Sem 0.0923, dir -0.6375, norm 0.3562, swav 0.0000 LR: 1.392e-02 Score 96.579 Data time: 0.2035, Forward time: 2.2645, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.5184 [2020-11-09 04:29:21,628][root][INFO] - ===> Epoch[342](8884/26): Loss -0.1620, Sem 0.1168, dir -0.6431, norm 0.3644, swav 0.0000 LR: 1.391e-02 Score 96.119 Data time: 0.1725, Forward time: 2.2644, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 4.7116 [2020-11-09 04:29:28,144][root][INFO] - ===> Epoch[342](8885/26): Loss -0.2166, Sem 0.0989, dir -0.6613, norm 0.3459, swav 0.0000 LR: 1.390e-02 Score 97.142 Data time: 0.2948, Forward time: 2.2645, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.4205 [2020-11-09 04:29:33,884][root][INFO] - ===> Epoch[342](8886/26): Loss -0.1590, Sem 0.1235, dir -0.6233, norm 0.3408, swav 0.0000 LR: 1.388e-02 Score 96.222 Data time: 0.2490, Forward time: 2.2646, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.5966 [2020-11-09 04:29:40,116][root][INFO] - ===> Epoch[342](8887/26): Loss -0.2132, Sem 0.0728, dir -0.6254, norm 0.3394, swav 0.0000 LR: 1.387e-02 Score 97.262 Data time: 0.2772, Forward time: 2.2647, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 6.0915 [2020-11-09 04:29:45,405][root][INFO] - ===> Epoch[342](8888/26): Loss -0.1945, Sem 0.0872, dir -0.6293, norm 0.3476, swav 0.0000 LR: 1.386e-02 Score 97.195 Data time: 0.2032, Forward time: 2.2647, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.1748 [2020-11-09 04:29:51,968][root][INFO] - ===> Epoch[342](8889/26): Loss -0.1843, Sem 0.0860, dir -0.6307, norm 0.3604, swav 0.0000 LR: 1.385e-02 Score 97.039 Data time: 0.1974, Forward time: 2.2647, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.4367 [2020-11-09 04:29:58,104][root][INFO] - ===> Epoch[342](8890/26): Loss -0.1926, Sem 0.1138, dir -0.6244, norm 0.3180, swav 0.0000 LR: 1.384e-02 Score 96.256 Data time: 0.1699, Forward time: 2.2646, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.0277 [2020-11-09 04:30:03,449][root][INFO] - ===> Epoch[342](8891/26): Loss -0.1721, Sem 0.0818, dir -0.5996, norm 0.3456, swav 0.0000 LR: 1.383e-02 Score 97.071 Data time: 0.2505, Forward time: 2.2646, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.2532 [2020-11-09 04:30:08,946][root][INFO] - ===> Epoch[342](8892/26): Loss -0.1484, Sem 0.1055, dir -0.6369, norm 0.3829, swav 0.0000 LR: 1.382e-02 Score 97.389 Data time: 0.2352, Forward time: 2.2647, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.3894 [2020-11-09 04:30:14,179][root][INFO] - ===> Epoch[343](8893/26): Loss -0.2176, Sem 0.0970, dir -0.6563, norm 0.3417, swav 0.0000 LR: 1.381e-02 Score 96.504 Data time: 0.2020, Forward time: 2.2647, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.0984 [2020-11-09 04:30:19,896][root][INFO] - ===> Epoch[343](8894/26): Loss -0.2016, Sem 0.0791, dir -0.6140, norm 0.3334, swav 0.0000 LR: 1.379e-02 Score 97.458 Data time: 0.1714, Forward time: 2.2646, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 5.6002 [2020-11-09 04:30:27,693][root][INFO] - ===> Epoch[343](8895/26): Loss -0.2373, Sem 0.0925, dir -0.6734, norm 0.3436, swav 0.0000 LR: 1.378e-02 Score 96.890 Data time: 0.1635, Forward time: 2.2645, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 7.6761 [2020-11-09 04:30:33,004][root][INFO] - ===> Epoch[343](8896/26): Loss -0.1715, Sem 0.1017, dir -0.6212, norm 0.3481, swav 0.0000 LR: 1.377e-02 Score 97.038 Data time: 0.1573, Forward time: 2.2645, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.2186 [2020-11-09 04:30:39,248][root][INFO] - ===> Epoch[343](8897/26): Loss -0.1931, Sem 0.1153, dir -0.6497, norm 0.3413, swav 0.0000 LR: 1.376e-02 Score 96.185 Data time: 0.1506, Forward time: 2.2644, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.1263 [2020-11-09 04:30:44,558][root][INFO] - ===> Epoch[343](8898/26): Loss -0.1748, Sem 0.0838, dir -0.5857, norm 0.3270, swav 0.0000 LR: 1.375e-02 Score 97.376 Data time: 0.2131, Forward time: 2.2644, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.1944 [2020-11-09 04:30:50,316][root][INFO] - ===> Epoch[343](8899/26): Loss -0.1565, Sem 0.1018, dir -0.5946, norm 0.3363, swav 0.0000 LR: 1.374e-02 Score 96.428 Data time: 0.1880, Forward time: 2.2644, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.6373 [2020-11-09 04:30:55,616][root][INFO] - ===> Epoch[343](8900/26): Loss -0.2212, Sem 0.0988, dir -0.6335, norm 0.3135, swav 0.0000 LR: 1.373e-02 Score 96.624 Data time: 0.1144, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.1710 [2020-11-09 04:31:01,370][root][INFO] - ===> Epoch[343](8901/26): Loss -0.2635, Sem 0.0774, dir -0.6574, norm 0.3166, swav 0.0000 LR: 1.372e-02 Score 97.274 Data time: 0.2536, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.6901 [2020-11-09 04:31:06,602][root][INFO] - ===> Epoch[343](8902/26): Loss -0.1810, Sem 0.0823, dir -0.5998, norm 0.3365, swav 0.0000 LR: 1.370e-02 Score 97.185 Data time: 0.1756, Forward time: 2.2642, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.1264 [2020-11-09 04:31:11,995][root][INFO] - ===> Epoch[343](8903/26): Loss -0.2083, Sem 0.0874, dir -0.6647, norm 0.3689, swav 0.0000 LR: 1.369e-02 Score 96.908 Data time: 0.2520, Forward time: 2.2643, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.2889 [2020-11-09 04:31:17,077][root][INFO] - ===> Epoch[343](8904/26): Loss -0.2146, Sem 0.0969, dir -0.6374, norm 0.3259, swav 0.0000 LR: 1.368e-02 Score 96.707 Data time: 0.2240, Forward time: 2.2643, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.9704 [2020-11-09 04:31:22,591][root][INFO] - ===> Epoch[343](8905/26): Loss -0.1989, Sem 0.0908, dir -0.6374, norm 0.3477, swav 0.0000 LR: 1.367e-02 Score 96.951 Data time: 0.2415, Forward time: 2.2643, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.3823 [2020-11-09 04:31:28,171][root][INFO] - ===> Epoch[343](8906/26): Loss -0.1289, Sem 0.1227, dir -0.5920, norm 0.3404, swav 0.0000 LR: 1.366e-02 Score 96.006 Data time: 0.2248, Forward time: 2.2643, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.4679 [2020-11-09 04:31:33,937][root][INFO] - ===> Epoch[343](8907/26): Loss -0.2280, Sem 0.0976, dir -0.6540, norm 0.3283, swav 0.0000 LR: 1.365e-02 Score 96.647 Data time: 0.2467, Forward time: 2.2644, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.6476 [2020-11-09 04:31:39,307][root][INFO] - ===> Epoch[343](8908/26): Loss -0.2201, Sem 0.0822, dir -0.6390, norm 0.3367, swav 0.0000 LR: 1.364e-02 Score 97.447 Data time: 0.2082, Forward time: 2.2644, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.2569 [2020-11-09 04:31:44,769][root][INFO] - ===> Epoch[343](8909/26): Loss -0.1762, Sem 0.1166, dir -0.6302, norm 0.3374, swav 0.0000 LR: 1.363e-02 Score 96.074 Data time: 0.1596, Forward time: 2.2643, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.3473 [2020-11-09 04:31:50,960][root][INFO] - ===> Epoch[343](8910/26): Loss -0.1848, Sem 0.0885, dir -0.6274, norm 0.3541, swav 0.0000 LR: 1.361e-02 Score 97.407 Data time: 0.1617, Forward time: 2.2643, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.1291 [2020-11-09 04:31:55,686][root][INFO] - ===> Epoch[343](8911/26): Loss -0.2076, Sem 0.0973, dir -0.6527, norm 0.3478, swav 0.0000 LR: 1.360e-02 Score 96.369 Data time: 0.1718, Forward time: 2.2642, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.6448 [2020-11-09 04:32:00,207][root][INFO] - ===> Epoch[343](8912/26): Loss -0.2305, Sem 0.0830, dir -0.6404, norm 0.3269, swav 0.0000 LR: 1.359e-02 Score 96.968 Data time: 0.1962, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 4.4337 [2020-11-09 04:32:05,140][root][INFO] - ===> Epoch[343](8913/26): Loss -0.2331, Sem 0.0879, dir -0.6554, norm 0.3344, swav 0.0000 LR: 1.358e-02 Score 97.117 Data time: 0.1633, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 4.8245 [2020-11-09 04:32:10,615][root][INFO] - ===> Epoch[343](8914/26): Loss -0.1574, Sem 0.0952, dir -0.6270, norm 0.3743, swav 0.0000 LR: 1.357e-02 Score 96.159 Data time: 0.2512, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.3649 [2020-11-09 04:32:17,429][root][INFO] - ===> Epoch[343](8915/26): Loss -0.1962, Sem 0.0797, dir -0.6055, norm 0.3296, swav 0.0000 LR: 1.356e-02 Score 97.003 Data time: 0.2506, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.6685 [2020-11-09 04:32:22,920][root][INFO] - ===> Epoch[343](8916/26): Loss -0.1471, Sem 0.0815, dir -0.5874, norm 0.3588, swav 0.0000 LR: 1.355e-02 Score 97.486 Data time: 0.2137, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.3459 [2020-11-09 04:32:28,595][root][INFO] - ===> Epoch[343](8917/26): Loss -0.2241, Sem 0.0972, dir -0.6708, norm 0.3495, swav 0.0000 LR: 1.354e-02 Score 96.639 Data time: 0.1849, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.5342 [2020-11-09 04:32:34,240][root][INFO] - ===> Epoch[343](8918/26): Loss -0.2147, Sem 0.0875, dir -0.6518, norm 0.3496, swav 0.0000 LR: 1.352e-02 Score 97.370 Data time: 0.1983, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.5328 [2020-11-09 04:32:39,072][root][INFO] - ===> Epoch[344](8919/26): Loss -0.2359, Sem 0.0917, dir -0.6734, norm 0.3458, swav 0.0000 LR: 1.351e-02 Score 96.646 Data time: 0.2231, Forward time: 2.2642, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 4.7220 [2020-11-09 04:32:45,777][root][INFO] - ===> Epoch[344](8920/26): Loss -0.1502, Sem 0.0994, dir -0.6176, norm 0.3679, swav 0.0000 LR: 1.350e-02 Score 96.545 Data time: 0.2680, Forward time: 2.2642, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 6.5916 [2020-11-09 04:32:52,226][root][INFO] - ===> Epoch[344](8921/26): Loss -0.1546, Sem 0.1072, dir -0.6043, norm 0.3424, swav 0.0000 LR: 1.349e-02 Score 96.412 Data time: 0.1655, Forward time: 2.2642, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.3030 [2020-11-09 04:32:57,590][root][INFO] - ===> Epoch[344](8922/26): Loss -0.1571, Sem 0.1059, dir -0.5928, norm 0.3298, swav 0.0000 LR: 1.348e-02 Score 96.033 Data time: 0.1555, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.2545 [2020-11-09 04:33:02,292][root][INFO] - ===> Epoch[344](8923/26): Loss -0.1560, Sem 0.1095, dir -0.6282, norm 0.3627, swav 0.0000 LR: 1.347e-02 Score 97.020 Data time: 0.1913, Forward time: 2.2641, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 4.6082 [2020-11-09 04:33:07,551][root][INFO] - ===> Epoch[344](8924/26): Loss -0.1815, Sem 0.0894, dir -0.6270, norm 0.3562, swav 0.0000 LR: 1.346e-02 Score 96.675 Data time: 0.1780, Forward time: 2.2640, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.1437 [2020-11-09 04:33:14,248][root][INFO] - ===> Epoch[344](8925/26): Loss -0.1377, Sem 0.1056, dir -0.6021, norm 0.3588, swav 0.0000 LR: 1.345e-02 Score 96.645 Data time: 0.2345, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.5677 [2020-11-09 04:33:20,807][root][INFO] - ===> Epoch[344](8926/26): Loss -0.1189, Sem 0.1101, dir -0.6068, norm 0.3778, swav 0.0000 LR: 1.343e-02 Score 96.746 Data time: 0.1600, Forward time: 2.2640, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.4226 [2020-11-09 04:33:26,829][root][INFO] - ===> Epoch[344](8927/26): Loss -0.1587, Sem 0.1248, dir -0.5976, norm 0.3142, swav 0.0000 LR: 1.342e-02 Score 96.450 Data time: 0.1823, Forward time: 2.2640, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.9438 [2020-11-09 04:33:32,175][root][INFO] - ===> Epoch[344](8928/26): Loss -0.1455, Sem 0.1043, dir -0.5871, norm 0.3373, swav 0.0000 LR: 1.341e-02 Score 96.638 Data time: 0.2234, Forward time: 2.2640, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.2191 [2020-11-09 04:33:37,925][root][INFO] - ===> Epoch[344](8929/26): Loss -0.1830, Sem 0.0944, dir -0.6183, norm 0.3408, swav 0.0000 LR: 1.340e-02 Score 96.581 Data time: 0.2672, Forward time: 2.2641, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.6165 [2020-11-09 04:33:43,516][root][INFO] - ===> Epoch[344](8930/26): Loss -0.1747, Sem 0.1363, dir -0.6710, norm 0.3600, swav 0.0000 LR: 1.339e-02 Score 95.404 Data time: 0.2597, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.4838 [2020-11-09 04:33:49,475][root][INFO] - ===> Epoch[344](8931/26): Loss -0.2645, Sem 0.0798, dir -0.6598, norm 0.3156, swav 0.0000 LR: 1.338e-02 Score 97.018 Data time: 0.2125, Forward time: 2.2642, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.8371 [2020-11-09 04:33:55,203][root][INFO] - ===> Epoch[344](8932/26): Loss -0.2472, Sem 0.0915, dir -0.6715, norm 0.3327, swav 0.0000 LR: 1.337e-02 Score 97.178 Data time: 0.1666, Forward time: 2.2641, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.5932 [2020-11-09 04:34:00,557][root][INFO] - ===> Epoch[344](8933/26): Loss -0.1944, Sem 0.1077, dir -0.6593, norm 0.3573, swav 0.0000 LR: 1.336e-02 Score 96.365 Data time: 0.1780, Forward time: 2.2641, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.2472 [2020-11-09 04:34:07,590][root][INFO] - ===> Epoch[344](8934/26): Loss -0.2441, Sem 0.0715, dir -0.6480, norm 0.3325, swav 0.0000 LR: 1.334e-02 Score 97.512 Data time: 0.2096, Forward time: 2.2641, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.9227 [2020-11-09 04:34:12,748][root][INFO] - ===> Epoch[344](8935/26): Loss -0.2261, Sem 0.0916, dir -0.6700, norm 0.3523, swav 0.0000 LR: 1.333e-02 Score 96.722 Data time: 0.1630, Forward time: 2.2640, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.0432 [2020-11-09 04:34:17,808][root][INFO] - ===> Epoch[344](8936/26): Loss -0.2208, Sem 0.0949, dir -0.6531, norm 0.3374, swav 0.0000 LR: 1.332e-02 Score 96.513 Data time: 0.1805, Forward time: 2.2640, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.9671 [2020-11-09 04:34:23,225][root][INFO] - ===> Epoch[344](8937/26): Loss -0.2001, Sem 0.0922, dir -0.6260, norm 0.3337, swav 0.0000 LR: 1.331e-02 Score 96.521 Data time: 0.1740, Forward time: 2.2640, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.2810 [2020-11-09 04:34:28,242][root][INFO] - ===> Epoch[344](8938/26): Loss -0.2284, Sem 0.0819, dir -0.6255, norm 0.3153, swav 0.0000 LR: 1.330e-02 Score 97.004 Data time: 0.1780, Forward time: 2.2639, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.9356 [2020-11-09 04:34:33,185][root][INFO] - ===> Epoch[344](8939/26): Loss -0.2588, Sem 0.0764, dir -0.6485, norm 0.3133, swav 0.0000 LR: 1.329e-02 Score 96.983 Data time: 0.2231, Forward time: 2.2639, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.8567 [2020-11-09 04:34:39,419][root][INFO] - ===> Epoch[344](8940/26): Loss -0.1725, Sem 0.0799, dir -0.5874, norm 0.3351, swav 0.0000 LR: 1.328e-02 Score 97.173 Data time: 0.2080, Forward time: 2.2639, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.1163 [2020-11-09 04:34:45,182][root][INFO] - ===> Epoch[344](8941/26): Loss -0.2238, Sem 0.0971, dir -0.6554, norm 0.3345, swav 0.0000 LR: 1.327e-02 Score 96.405 Data time: 0.2618, Forward time: 2.2640, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.6618 [2020-11-09 04:34:50,831][root][INFO] - ===> Epoch[344](8942/26): Loss -0.1562, Sem 0.0770, dir -0.5796, norm 0.3464, swav 0.0000 LR: 1.325e-02 Score 97.540 Data time: 0.1772, Forward time: 2.2640, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.5234 [2020-11-09 04:34:56,736][root][INFO] - ===> Epoch[344](8943/26): Loss -0.1727, Sem 0.0921, dir -0.6004, norm 0.3356, swav 0.0000 LR: 1.324e-02 Score 97.020 Data time: 0.1748, Forward time: 2.2639, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.8123 [2020-11-09 04:35:03,295][root][INFO] - ===> Epoch[344](8944/26): Loss -0.1907, Sem 0.0983, dir -0.6289, norm 0.3399, swav 0.0000 LR: 1.323e-02 Score 96.792 Data time: 0.1885, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.4447 [2020-11-09 04:35:08,601][root][INFO] - ===> Epoch[345](8945/26): Loss -0.2305, Sem 0.0968, dir -0.6473, norm 0.3199, swav 0.0000 LR: 1.322e-02 Score 96.486 Data time: 0.2355, Forward time: 2.2639, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.2090 [2020-11-09 04:35:13,590][root][INFO] - ===> Epoch[345](8946/26): Loss -0.1610, Sem 0.1112, dir -0.6203, norm 0.3482, swav 0.0000 LR: 1.321e-02 Score 96.520 Data time: 0.1585, Forward time: 2.2638, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.8600 [2020-11-09 04:35:18,690][root][INFO] - ===> Epoch[345](8947/26): Loss -0.1977, Sem 0.1016, dir -0.6761, norm 0.3768, swav 0.0000 LR: 1.320e-02 Score 96.742 Data time: 0.1874, Forward time: 2.2638, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.0118 [2020-11-09 04:35:25,668][root][INFO] - ===> Epoch[345](8948/26): Loss -0.1968, Sem 0.0830, dir -0.6492, norm 0.3694, swav 0.0000 LR: 1.319e-02 Score 97.255 Data time: 0.2484, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.8500 [2020-11-09 04:35:32,072][root][INFO] - ===> Epoch[345](8949/26): Loss -0.1687, Sem 0.0978, dir -0.5969, norm 0.3304, swav 0.0000 LR: 1.318e-02 Score 96.922 Data time: 0.2162, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.2623 [2020-11-09 04:35:37,510][root][INFO] - ===> Epoch[345](8950/26): Loss -0.2183, Sem 0.0835, dir -0.6330, norm 0.3312, swav 0.0000 LR: 1.316e-02 Score 97.354 Data time: 0.2086, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.3079 [2020-11-09 04:35:43,232][root][INFO] - ===> Epoch[345](8951/26): Loss -0.1395, Sem 0.1249, dir -0.6385, norm 0.3740, swav 0.0000 LR: 1.315e-02 Score 95.872 Data time: 0.1527, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.5962 [2020-11-09 04:35:47,954][root][INFO] - ===> Epoch[345](8952/26): Loss -0.1888, Sem 0.0829, dir -0.6150, norm 0.3434, swav 0.0000 LR: 1.314e-02 Score 97.047 Data time: 0.1671, Forward time: 2.2637, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.6313 [2020-11-09 04:35:52,949][root][INFO] - ===> Epoch[345](8953/26): Loss -0.2421, Sem 0.0867, dir -0.6769, norm 0.3480, swav 0.0000 LR: 1.313e-02 Score 96.986 Data time: 0.1858, Forward time: 2.2637, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.8860 [2020-11-09 04:35:59,923][root][INFO] - ===> Epoch[345](8954/26): Loss -0.1119, Sem 0.1323, dir -0.6164, norm 0.3722, swav 0.0000 LR: 1.312e-02 Score 95.293 Data time: 0.2246, Forward time: 2.2637, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.8636 [2020-11-09 04:36:04,720][root][INFO] - ===> Epoch[345](8955/26): Loss -0.2171, Sem 0.0763, dir -0.6181, norm 0.3247, swav 0.0000 LR: 1.311e-02 Score 97.390 Data time: 0.2224, Forward time: 2.2637, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.6427 [2020-11-09 04:36:09,825][root][INFO] - ===> Epoch[345](8956/26): Loss -0.2405, Sem 0.0976, dir -0.6821, norm 0.3440, swav 0.0000 LR: 1.310e-02 Score 96.874 Data time: 0.2427, Forward time: 2.2637, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.9580 [2020-11-09 04:36:15,312][root][INFO] - ===> Epoch[345](8957/26): Loss -0.1811, Sem 0.1126, dir -0.6458, norm 0.3521, swav 0.0000 LR: 1.309e-02 Score 95.899 Data time: 0.2632, Forward time: 2.2638, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.3523 [2020-11-09 04:36:20,645][root][INFO] - ===> Epoch[345](8958/26): Loss -0.1689, Sem 0.1082, dir -0.6346, norm 0.3575, swav 0.0000 LR: 1.307e-02 Score 95.954 Data time: 0.2142, Forward time: 2.2638, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.2002 [2020-11-09 04:36:27,732][root][INFO] - ===> Epoch[345](8959/26): Loss -0.1382, Sem 0.1289, dir -0.6492, norm 0.3822, swav 0.0000 LR: 1.306e-02 Score 95.918 Data time: 0.2656, Forward time: 2.2639, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 6.9694 [2020-11-09 04:36:34,682][root][INFO] - ===> Epoch[345](8960/26): Loss -0.2314, Sem 0.0720, dir -0.6290, norm 0.3257, swav 0.0000 LR: 1.305e-02 Score 97.294 Data time: 0.1709, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.8088 [2020-11-09 04:36:40,420][root][INFO] - ===> Epoch[345](8961/26): Loss -0.2292, Sem 0.0902, dir -0.6462, norm 0.3268, swav 0.0000 LR: 1.304e-02 Score 97.001 Data time: 0.2159, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.6376 [2020-11-09 04:36:47,791][root][INFO] - ===> Epoch[345](8962/26): Loss -0.2279, Sem 0.0874, dir -0.6286, norm 0.3134, swav 0.0000 LR: 1.303e-02 Score 97.072 Data time: 0.2079, Forward time: 2.2638, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 7.2614 [2020-11-09 04:36:54,038][root][INFO] - ===> Epoch[345](8963/26): Loss -0.1684, Sem 0.1097, dir -0.6241, norm 0.3460, swav 0.0000 LR: 1.302e-02 Score 96.278 Data time: 0.2182, Forward time: 2.2638, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 6.1386 [2020-11-09 04:36:59,258][root][INFO] - ===> Epoch[345](8964/26): Loss -0.2558, Sem 0.0934, dir -0.6659, norm 0.3167, swav 0.0000 LR: 1.301e-02 Score 96.272 Data time: 0.1981, Forward time: 2.2638, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.0996 [2020-11-09 04:37:05,093][root][INFO] - ===> Epoch[345](8965/26): Loss -0.1779, Sem 0.0868, dir -0.6009, norm 0.3362, swav 0.0000 LR: 1.300e-02 Score 97.327 Data time: 0.2687, Forward time: 2.2638, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.7265 [2020-11-09 04:37:11,272][root][INFO] - ===> Epoch[345](8966/26): Loss -0.0993, Sem 0.1263, dir -0.6215, norm 0.3960, swav 0.0000 LR: 1.298e-02 Score 95.979 Data time: 0.2164, Forward time: 2.2639, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.0378 [2020-11-09 04:37:16,207][root][INFO] - ===> Epoch[345](8967/26): Loss -0.2276, Sem 0.0989, dir -0.6508, norm 0.3242, swav 0.0000 LR: 1.297e-02 Score 97.018 Data time: 0.1642, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.8216 [2020-11-09 04:37:21,839][root][INFO] - ===> Epoch[345](8968/26): Loss -0.2323, Sem 0.0974, dir -0.6756, norm 0.3459, swav 0.0000 LR: 1.296e-02 Score 97.125 Data time: 0.1787, Forward time: 2.2638, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.5601 [2020-11-09 04:37:27,237][root][INFO] - ===> Epoch[345](8969/26): Loss -0.2257, Sem 0.0804, dir -0.6486, norm 0.3426, swav 0.0000 LR: 1.295e-02 Score 97.324 Data time: 0.2052, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.3018 [2020-11-09 04:37:32,989][root][INFO] - ===> Epoch[345](8970/26): Loss -0.2050, Sem 0.1141, dir -0.6608, norm 0.3418, swav 0.0000 LR: 1.294e-02 Score 96.543 Data time: 0.1615, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.6477 [2020-11-09 04:37:38,797][root][INFO] - ===> Epoch[346](8971/26): Loss -0.1171, Sem 0.1140, dir -0.5766, norm 0.3455, swav 0.0000 LR: 1.293e-02 Score 95.994 Data time: 0.2040, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.7250 [2020-11-09 04:37:42,973][root][INFO] - ===> Epoch[346](8972/26): Loss -0.2552, Sem 0.0915, dir -0.6632, norm 0.3165, swav 0.0000 LR: 1.292e-02 Score 96.823 Data time: 0.1763, Forward time: 2.2637, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.0637 [2020-11-09 04:37:47,745][root][INFO] - ===> Epoch[346](8973/26): Loss -0.2083, Sem 0.1109, dir -0.6320, norm 0.3127, swav 0.0000 LR: 1.290e-02 Score 96.174 Data time: 0.2628, Forward time: 2.2637, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.6857 [2020-11-09 04:37:52,613][root][INFO] - ===> Epoch[346](8974/26): Loss -0.2456, Sem 0.0886, dir -0.6689, norm 0.3347, swav 0.0000 LR: 1.289e-02 Score 97.199 Data time: 0.2269, Forward time: 2.2637, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.7608 [2020-11-09 04:37:59,532][root][INFO] - ===> Epoch[346](8975/26): Loss -0.1648, Sem 0.0821, dir -0.6101, norm 0.3631, swav 0.0000 LR: 1.288e-02 Score 96.797 Data time: 0.3251, Forward time: 2.2638, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.8034 [2020-11-09 04:38:05,841][root][INFO] - ===> Epoch[346](8976/26): Loss -0.1827, Sem 0.1012, dir -0.6317, norm 0.3477, swav 0.0000 LR: 1.287e-02 Score 96.934 Data time: 0.1950, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.1720 [2020-11-09 04:38:11,959][root][INFO] - ===> Epoch[346](8977/26): Loss -0.1880, Sem 0.0889, dir -0.5942, norm 0.3173, swav 0.0000 LR: 1.286e-02 Score 97.172 Data time: 0.3044, Forward time: 2.2639, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.9879 [2020-11-09 04:38:17,586][root][INFO] - ===> Epoch[346](8978/26): Loss -0.1694, Sem 0.1024, dir -0.6151, norm 0.3433, swav 0.0000 LR: 1.285e-02 Score 96.136 Data time: 0.1995, Forward time: 2.2639, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.4900 [2020-11-09 04:38:24,049][root][INFO] - ===> Epoch[346](8979/26): Loss -0.1358, Sem 0.0930, dir -0.5822, norm 0.3535, swav 0.0000 LR: 1.284e-02 Score 97.169 Data time: 0.2051, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.3365 [2020-11-09 04:38:29,799][root][INFO] - ===> Epoch[346](8980/26): Loss -0.2141, Sem 0.0908, dir -0.6487, norm 0.3438, swav 0.0000 LR: 1.283e-02 Score 96.812 Data time: 0.2299, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.6380 [2020-11-09 04:38:35,592][root][INFO] - ===> Epoch[346](8981/26): Loss -0.1546, Sem 0.1257, dir -0.6305, norm 0.3502, swav 0.0000 LR: 1.281e-02 Score 95.596 Data time: 0.1747, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.6605 [2020-11-09 04:38:40,083][root][INFO] - ===> Epoch[346](8982/26): Loss -0.1615, Sem 0.1044, dir -0.6193, norm 0.3535, swav 0.0000 LR: 1.280e-02 Score 96.543 Data time: 0.2011, Forward time: 2.2638, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.4107 [2020-11-09 04:38:46,458][root][INFO] - ===> Epoch[346](8983/26): Loss -0.2335, Sem 0.0900, dir -0.6495, norm 0.3260, swav 0.0000 LR: 1.279e-02 Score 96.913 Data time: 0.2871, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.2635 [2020-11-09 04:38:51,999][root][INFO] - ===> Epoch[346](8984/26): Loss -0.2059, Sem 0.0857, dir -0.6326, norm 0.3410, swav 0.0000 LR: 1.278e-02 Score 97.429 Data time: 0.2214, Forward time: 2.2638, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.4115 [2020-11-09 04:38:59,019][root][INFO] - ===> Epoch[346](8985/26): Loss -0.1501, Sem 0.1088, dir -0.6226, norm 0.3637, swav 0.0000 LR: 1.277e-02 Score 96.597 Data time: 0.2815, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.9034 [2020-11-09 04:39:04,926][root][INFO] - ===> Epoch[346](8986/26): Loss -0.2005, Sem 0.0773, dir -0.6311, norm 0.3533, swav 0.0000 LR: 1.276e-02 Score 97.251 Data time: 0.1904, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.7902 [2020-11-09 04:39:09,910][root][INFO] - ===> Epoch[346](8987/26): Loss -0.1833, Sem 0.1062, dir -0.6378, norm 0.3483, swav 0.0000 LR: 1.275e-02 Score 96.300 Data time: 0.1984, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.8813 [2020-11-09 04:39:14,622][root][INFO] - ===> Epoch[346](8988/26): Loss -0.2149, Sem 0.0857, dir -0.6221, norm 0.3215, swav 0.0000 LR: 1.274e-02 Score 97.061 Data time: 0.2200, Forward time: 2.2638, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.5987 [2020-11-09 04:39:21,504][root][INFO] - ===> Epoch[346](8989/26): Loss -0.1926, Sem 0.1070, dir -0.6439, norm 0.3443, swav 0.0000 LR: 1.272e-02 Score 96.551 Data time: 0.2133, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.7664 [2020-11-09 04:39:27,944][root][INFO] - ===> Epoch[346](8990/26): Loss -0.1798, Sem 0.0812, dir -0.6257, norm 0.3646, swav 0.0000 LR: 1.271e-02 Score 97.205 Data time: 0.1941, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.3309 [2020-11-09 04:39:33,584][root][INFO] - ===> Epoch[346](8991/26): Loss -0.2069, Sem 0.0893, dir -0.6155, norm 0.3193, swav 0.0000 LR: 1.270e-02 Score 96.974 Data time: 0.2112, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.5272 [2020-11-09 04:39:39,439][root][INFO] - ===> Epoch[346](8992/26): Loss -0.1730, Sem 0.0949, dir -0.6249, norm 0.3570, swav 0.0000 LR: 1.269e-02 Score 97.213 Data time: 0.2596, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.7453 [2020-11-09 04:39:44,822][root][INFO] - ===> Epoch[346](8993/26): Loss -0.2853, Sem 0.0886, dir -0.6947, norm 0.3208, swav 0.0000 LR: 1.268e-02 Score 96.897 Data time: 0.2683, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.2537 [2020-11-09 04:39:51,545][root][INFO] - ===> Epoch[346](8994/26): Loss -0.1867, Sem 0.0946, dir -0.6127, norm 0.3315, swav 0.0000 LR: 1.267e-02 Score 97.022 Data time: 0.2100, Forward time: 2.2639, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.5957 [2020-11-09 04:39:58,743][root][INFO] - ===> Epoch[346](8995/26): Loss -0.2330, Sem 0.0783, dir -0.6487, norm 0.3374, swav 0.0000 LR: 1.266e-02 Score 97.781 Data time: 0.1584, Forward time: 2.2638, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 7.0795 [2020-11-09 04:40:04,878][root][INFO] - ===> Epoch[346](8996/26): Loss -0.2230, Sem 0.0871, dir -0.6311, norm 0.3211, swav 0.0000 LR: 1.264e-02 Score 96.959 Data time: 0.1585, Forward time: 2.2638, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 6.0066 [2020-11-09 04:40:10,136][root][INFO] - ===> Epoch[347](8997/26): Loss -0.1366, Sem 0.1084, dir -0.6291, norm 0.3842, swav 0.0000 LR: 1.263e-02 Score 95.839 Data time: 0.1591, Forward time: 2.2637, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 5.1505 [2020-11-09 04:40:15,391][root][INFO] - ===> Epoch[347](8998/26): Loss -0.1909, Sem 0.0880, dir -0.6108, norm 0.3319, swav 0.0000 LR: 1.262e-02 Score 97.194 Data time: 0.2084, Forward time: 2.2637, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 5.1781 [2020-11-09 04:40:21,244][root][INFO] - ===> Epoch[347](8999/26): Loss -0.2029, Sem 0.0765, dir -0.6107, norm 0.3313, swav 0.0000 LR: 1.261e-02 Score 97.099 Data time: 0.2487, Forward time: 2.2637, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 5.7288 [2020-11-09 04:40:26,063][root][INFO] - ===> Epoch[347](9000/26): Loss -0.2212, Sem 0.0896, dir -0.6628, norm 0.3520, swav 0.0000 LR: 1.260e-02 Score 96.675 Data time: 0.2182, Forward time: 2.2637, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 4.6896 [2020-11-09 04:40:26,700][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 04:40:26,855][root][INFO] - ===> Start testing [2020-11-09 04:41:52,120][root][INFO] - 101/312: Data time: 0.0058, Iter time: 0.1460 Loss 0.083 (AVG: 0.615) Score 98.159 (AVG: 87.086) mIOU 65.028 mAP 71.684 mAcc 74.317 IOU: 80.896 96.212 52.940 78.169 90.008 83.134 74.543 59.819 47.639 70.705 18.864 51.712 56.594 59.254 46.641 46.475 92.550 66.894 81.788 45.728 mAP: 79.272 96.529 52.361 68.420 89.107 89.143 76.439 69.493 60.969 70.369 35.601 45.998 57.476 79.753 55.067 92.689 98.079 81.518 78.919 56.482 mAcc: 93.767 98.319 66.395 83.381 95.211 95.216 88.797 70.846 61.042 86.727 25.009 69.445 71.019 66.331 50.371 54.659 94.209 78.015 86.456 51.122 [2020-11-09 04:43:10,740][root][INFO] - 201/312: Data time: 0.0076, Iter time: 0.3826 Loss 0.219 (AVG: 0.588) Score 93.517 (AVG: 87.693) mIOU 66.294 mAP 72.573 mAcc 75.038 IOU: 81.701 96.315 53.493 78.509 90.410 81.938 72.604 57.447 50.553 74.800 22.823 60.502 55.128 68.992 42.989 50.537 90.521 67.011 79.594 50.004 mAP: 80.654 96.342 56.820 70.211 90.042 81.605 72.147 70.013 61.075 71.909 45.784 51.297 63.882 80.847 49.418 91.813 94.768 83.449 80.163 59.230 mAcc: 94.117 98.547 68.505 82.643 94.504 92.334 85.598 68.626 64.727 86.664 28.023 73.196 75.127 76.400 48.732 56.131 92.552 74.867 82.940 56.524 [2020-11-09 04:44:35,175][root][INFO] - 301/312: Data time: 0.0078, Iter time: 0.3973 Loss 1.715 (AVG: 0.613) Score 72.659 (AVG: 87.467) mIOU 66.060 mAP 72.227 mAcc 74.736 IOU: 82.024 95.938 57.651 78.398 89.393 80.962 69.889 55.837 52.223 72.587 21.731 63.819 57.611 63.948 43.628 52.539 90.826 62.511 80.699 48.983 mAP: 81.209 95.959 58.954 71.901 88.949 81.282 68.989 67.136 62.603 69.420 41.877 55.507 63.200 74.781 53.727 91.120 95.134 83.249 81.078 58.464 mAcc: 93.975 98.510 71.788 81.577 93.843 89.951 83.921 68.433 66.127 86.074 26.937 75.415 76.253 70.968 48.649 58.542 93.146 69.658 84.042 56.909 [2020-11-09 04:44:44,123][root][INFO] - 312/312: Data time: 0.0029, Iter time: 0.1886 Loss 0.076 (AVG: 0.608) Score 97.153 (AVG: 87.542) mIOU 66.447 mAP 72.349 mAcc 75.164 IOU: 81.982 95.950 57.944 78.502 89.496 81.694 69.801 56.304 52.333 72.612 21.544 61.802 57.857 64.627 46.037 54.799 90.788 62.148 81.237 51.490 mAP: 81.217 96.064 58.834 72.087 89.119 81.487 68.717 67.879 62.443 69.043 41.841 55.829 63.275 75.224 54.611 91.570 94.986 82.002 81.561 59.187 mAcc: 94.038 98.511 71.475 81.727 93.938 90.421 83.658 68.974 65.729 86.277 26.638 75.735 76.421 71.690 51.305 60.937 92.986 69.033 84.566 59.216 [2020-11-09 04:44:44,124][root][INFO] - Finished test. Elapsed time: 257.2683 [2020-11-09 04:44:56,126][root][INFO] - [2020-11-09 04:44:56,127][root][INFO] - ################################################################ [2020-11-09 04:44:56,127][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 04:44:56,127][root][INFO] - ################################################################ [2020-11-09 04:44:56,127][root][INFO] - cabinet : 0.111 0.257 0.532 [2020-11-09 04:44:56,127][root][INFO] - bed : 0.362 0.739 0.811 [2020-11-09 04:44:56,127][root][INFO] - chair : 0.393 0.601 0.734 [2020-11-09 04:44:56,127][root][INFO] - sofa : 0.365 0.611 0.817 [2020-11-09 04:44:56,127][root][INFO] - table : 0.323 0.564 0.670 [2020-11-09 04:44:56,127][root][INFO] - door : 0.144 0.291 0.468 [2020-11-09 04:44:56,128][root][INFO] - window : 0.064 0.181 0.366 [2020-11-09 04:44:56,128][root][INFO] - bookshelf : 0.160 0.445 0.692 [2020-11-09 04:44:56,128][root][INFO] - picture : 0.052 0.123 0.255 [2020-11-09 04:44:56,128][root][INFO] - counter : 0.026 0.105 0.566 [2020-11-09 04:44:56,128][root][INFO] - desk : 0.030 0.138 0.468 [2020-11-09 04:44:56,128][root][INFO] - curtain : 0.181 0.350 0.523 [2020-11-09 04:44:56,128][root][INFO] - refrigerator : 0.218 0.389 0.411 [2020-11-09 04:44:56,128][root][INFO] - shower curtain : 0.438 0.659 0.659 [2020-11-09 04:44:56,128][root][INFO] - toilet : 0.809 0.962 0.978 [2020-11-09 04:44:56,128][root][INFO] - sink : 0.160 0.385 0.709 [2020-11-09 04:44:56,128][root][INFO] - bathtub : 0.402 0.540 0.740 [2020-11-09 04:44:56,128][root][INFO] - otherfurniture : 0.260 0.406 0.592 [2020-11-09 04:44:56,128][root][INFO] - ---------------------------------------------------------------- [2020-11-09 04:44:56,128][root][INFO] - average : 0.250 0.430 0.611 [2020-11-09 04:44:56,128][root][INFO] - [2020-11-09 04:44:56,285][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 04:44:56,286][root][INFO] - Current best mIoU: 66.572 at iter 8000 [2020-11-09 04:45:01,613][root][INFO] - ===> Epoch[347](9001/26): Loss -0.1554, Sem 0.1097, dir -0.5968, norm 0.3318, swav 0.0000 LR: 1.259e-02 Score 96.156 Data time: 0.2365, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.3195 [2020-11-09 04:45:08,236][root][INFO] - ===> Epoch[347](9002/26): Loss -0.2272, Sem 0.0638, dir -0.6451, norm 0.3540, swav 0.0000 LR: 1.258e-02 Score 97.868 Data time: 0.2068, Forward time: 2.2637, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 6.4974 [2020-11-09 04:45:12,737][root][INFO] - ===> Epoch[347](9003/26): Loss -0.2380, Sem 0.0872, dir -0.6831, norm 0.3579, swav 0.0000 LR: 1.257e-02 Score 97.344 Data time: 0.1809, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 4.4008 [2020-11-09 04:45:18,400][root][INFO] - ===> Epoch[347](9004/26): Loss -0.1124, Sem 0.1050, dir -0.5741, norm 0.3568, swav 0.0000 LR: 1.255e-02 Score 96.305 Data time: 0.1826, Forward time: 2.2636, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.5728 [2020-11-09 04:45:24,211][root][INFO] - ===> Epoch[347](9005/26): Loss -0.1493, Sem 0.1052, dir -0.5872, norm 0.3327, swav 0.0000 LR: 1.254e-02 Score 96.409 Data time: 0.2993, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.7329 [2020-11-09 04:45:29,047][root][INFO] - ===> Epoch[347](9006/26): Loss -0.2568, Sem 0.0840, dir -0.6712, norm 0.3304, swav 0.0000 LR: 1.253e-02 Score 97.206 Data time: 0.2184, Forward time: 2.2637, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.7092 [2020-11-09 04:45:35,441][root][INFO] - ===> Epoch[347](9007/26): Loss -0.1935, Sem 0.0993, dir -0.6293, norm 0.3365, swav 0.0000 LR: 1.252e-02 Score 97.060 Data time: 0.2032, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.2891 [2020-11-09 04:45:40,034][root][INFO] - ===> Epoch[347](9008/26): Loss -0.1605, Sem 0.1086, dir -0.6238, norm 0.3547, swav 0.0000 LR: 1.251e-02 Score 96.567 Data time: 0.1641, Forward time: 2.2636, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 4.5176 [2020-11-09 04:45:46,002][root][INFO] - ===> Epoch[347](9009/26): Loss -0.2342, Sem 0.0663, dir -0.6235, norm 0.3230, swav 0.0000 LR: 1.250e-02 Score 98.073 Data time: 0.2756, Forward time: 2.2636, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.8763 [2020-11-09 04:45:52,559][root][INFO] - ===> Epoch[347](9010/26): Loss -0.2018, Sem 0.1063, dir -0.6389, norm 0.3308, swav 0.0000 LR: 1.249e-02 Score 96.549 Data time: 0.2255, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.4376 [2020-11-09 04:45:57,528][root][INFO] - ===> Epoch[347](9011/26): Loss -0.1508, Sem 0.0990, dir -0.5950, norm 0.3452, swav 0.0000 LR: 1.247e-02 Score 96.587 Data time: 0.1996, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 4.8493 [2020-11-09 04:46:02,985][root][INFO] - ===> Epoch[347](9012/26): Loss -0.2230, Sem 0.0837, dir -0.6223, norm 0.3156, swav 0.0000 LR: 1.246e-02 Score 97.002 Data time: 0.2463, Forward time: 2.2637, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.3246 [2020-11-09 04:46:09,664][root][INFO] - ===> Epoch[347](9013/26): Loss -0.1981, Sem 0.0815, dir -0.6439, norm 0.3642, swav 0.0000 LR: 1.245e-02 Score 97.174 Data time: 0.2546, Forward time: 2.2637, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.5607 [2020-11-09 04:46:15,436][root][INFO] - ===> Epoch[347](9014/26): Loss -0.1373, Sem 0.1140, dir -0.6292, norm 0.3778, swav 0.0000 LR: 1.244e-02 Score 96.390 Data time: 0.2433, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.6300 [2020-11-09 04:46:20,553][root][INFO] - ===> Epoch[347](9015/26): Loss -0.2379, Sem 0.0885, dir -0.6418, norm 0.3153, swav 0.0000 LR: 1.243e-02 Score 96.929 Data time: 0.1743, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.9707 [2020-11-09 04:46:25,942][root][INFO] - ===> Epoch[347](9016/26): Loss -0.1593, Sem 0.1102, dir -0.6342, norm 0.3647, swav 0.0000 LR: 1.242e-02 Score 96.704 Data time: 0.2549, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.3133 [2020-11-09 04:46:32,846][root][INFO] - ===> Epoch[347](9017/26): Loss -0.1702, Sem 0.0782, dir -0.6036, norm 0.3552, swav 0.0000 LR: 1.241e-02 Score 97.233 Data time: 0.2191, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.7937 [2020-11-09 04:46:38,693][root][INFO] - ===> Epoch[347](9018/26): Loss -0.2373, Sem 0.0776, dir -0.6646, norm 0.3497, swav 0.0000 LR: 1.240e-02 Score 97.228 Data time: 0.2625, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.7272 [2020-11-09 04:46:44,186][root][INFO] - ===> Epoch[347](9019/26): Loss -0.1417, Sem 0.1045, dir -0.6312, norm 0.3850, swav 0.0000 LR: 1.238e-02 Score 95.954 Data time: 0.2252, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.3657 [2020-11-09 04:46:51,188][root][INFO] - ===> Epoch[347](9020/26): Loss -0.1500, Sem 0.0900, dir -0.5897, norm 0.3497, swav 0.0000 LR: 1.237e-02 Score 97.276 Data time: 0.2641, Forward time: 2.2639, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.9019 [2020-11-09 04:46:57,229][root][INFO] - ===> Epoch[347](9021/26): Loss -0.2292, Sem 0.0722, dir -0.6443, norm 0.3429, swav 0.0000 LR: 1.236e-02 Score 97.594 Data time: 0.2748, Forward time: 2.2640, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.9105 [2020-11-09 04:47:01,903][root][INFO] - ===> Epoch[347](9022/26): Loss -0.2118, Sem 0.1212, dir -0.6689, norm 0.3359, swav 0.0000 LR: 1.235e-02 Score 96.075 Data time: 0.1085, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.5449 [2020-11-09 04:47:08,969][root][INFO] - ===> Epoch[348](9023/26): Loss -0.2150, Sem 0.0806, dir -0.6383, norm 0.3426, swav 0.0000 LR: 1.234e-02 Score 97.641 Data time: 0.2297, Forward time: 2.2639, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.9765 [2020-11-09 04:47:16,057][root][INFO] - ===> Epoch[348](9024/26): Loss -0.2052, Sem 0.0831, dir -0.6187, norm 0.3305, swav 0.0000 LR: 1.233e-02 Score 97.182 Data time: 0.3739, Forward time: 2.2640, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.9728 [2020-11-09 04:47:23,085][root][INFO] - ===> Epoch[348](9025/26): Loss -0.1933, Sem 0.1056, dir -0.6342, norm 0.3353, swav 0.0000 LR: 1.232e-02 Score 95.824 Data time: 0.1775, Forward time: 2.2640, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 6.8974 [2020-11-09 04:47:27,985][root][INFO] - ===> Epoch[348](9026/26): Loss -0.2623, Sem 0.0900, dir -0.6829, norm 0.3306, swav 0.0000 LR: 1.230e-02 Score 97.183 Data time: 0.1476, Forward time: 2.2639, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 4.7890 [2020-11-09 04:47:33,036][root][INFO] - ===> Epoch[348](9027/26): Loss -0.1304, Sem 0.1096, dir -0.6062, norm 0.3663, swav 0.0000 LR: 1.229e-02 Score 96.393 Data time: 0.2237, Forward time: 2.2639, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.0067 [2020-11-09 04:47:38,929][root][INFO] - ===> Epoch[348](9028/26): Loss -0.1762, Sem 0.0917, dir -0.6592, norm 0.3913, swav 0.0000 LR: 1.228e-02 Score 97.056 Data time: 0.2158, Forward time: 2.2639, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.7942 [2020-11-09 04:47:44,996][root][INFO] - ===> Epoch[348](9029/26): Loss -0.2062, Sem 0.0964, dir -0.6277, norm 0.3252, swav 0.0000 LR: 1.227e-02 Score 96.921 Data time: 0.2812, Forward time: 2.2640, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.9734 [2020-11-09 04:47:50,559][root][INFO] - ===> Epoch[348](9030/26): Loss -0.2436, Sem 0.0778, dir -0.6741, norm 0.3527, swav 0.0000 LR: 1.226e-02 Score 97.186 Data time: 0.1949, Forward time: 2.2640, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.4353 [2020-11-09 04:47:55,904][root][INFO] - ===> Epoch[348](9031/26): Loss -0.1342, Sem 0.0920, dir -0.5864, norm 0.3602, swav 0.0000 LR: 1.225e-02 Score 96.628 Data time: 0.2292, Forward time: 2.2640, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.2361 [2020-11-09 04:48:00,945][root][INFO] - ===> Epoch[348](9032/26): Loss -0.2075, Sem 0.0860, dir -0.6362, norm 0.3428, swav 0.0000 LR: 1.224e-02 Score 96.728 Data time: 0.2231, Forward time: 2.2640, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.9235 [2020-11-09 04:48:05,458][root][INFO] - ===> Epoch[348](9033/26): Loss -0.1930, Sem 0.1056, dir -0.6343, norm 0.3356, swav 0.0000 LR: 1.222e-02 Score 96.385 Data time: 0.2003, Forward time: 2.2640, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.3868 [2020-11-09 04:48:10,883][root][INFO] - ===> Epoch[348](9034/26): Loss -0.2023, Sem 0.0835, dir -0.6174, norm 0.3315, swav 0.0000 LR: 1.221e-02 Score 97.116 Data time: 0.1118, Forward time: 2.2639, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.3007 [2020-11-09 04:48:15,499][root][INFO] - ===> Epoch[348](9035/26): Loss -0.2493, Sem 0.0901, dir -0.6498, norm 0.3104, swav 0.0000 LR: 1.220e-02 Score 97.092 Data time: 0.1837, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.5670 [2020-11-09 04:48:21,374][root][INFO] - ===> Epoch[348](9036/26): Loss -0.2080, Sem 0.0995, dir -0.6392, norm 0.3318, swav 0.0000 LR: 1.219e-02 Score 96.731 Data time: 0.1945, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.7695 [2020-11-09 04:48:26,528][root][INFO] - ===> Epoch[348](9037/26): Loss -0.2702, Sem 0.0834, dir -0.6794, norm 0.3257, swav 0.0000 LR: 1.218e-02 Score 96.984 Data time: 0.2246, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.0600 [2020-11-09 04:48:31,918][root][INFO] - ===> Epoch[348](9038/26): Loss -0.2108, Sem 0.0821, dir -0.6444, norm 0.3514, swav 0.0000 LR: 1.217e-02 Score 96.881 Data time: 0.1585, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.2607 [2020-11-09 04:48:37,569][root][INFO] - ===> Epoch[348](9039/26): Loss -0.2292, Sem 0.0871, dir -0.6610, norm 0.3447, swav 0.0000 LR: 1.216e-02 Score 97.332 Data time: 0.1698, Forward time: 2.2637, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.5530 [2020-11-09 04:48:43,389][root][INFO] - ===> Epoch[348](9040/26): Loss -0.2033, Sem 0.0923, dir -0.6150, norm 0.3194, swav 0.0000 LR: 1.215e-02 Score 96.634 Data time: 0.2655, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.7018 [2020-11-09 04:48:49,392][root][INFO] - ===> Epoch[348](9041/26): Loss -0.1879, Sem 0.1130, dir -0.6500, norm 0.3491, swav 0.0000 LR: 1.213e-02 Score 96.499 Data time: 0.2431, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.8875 [2020-11-09 04:48:55,162][root][INFO] - ===> Epoch[348](9042/26): Loss -0.1528, Sem 0.0840, dir -0.5746, norm 0.3379, swav 0.0000 LR: 1.212e-02 Score 97.128 Data time: 0.2272, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.6358 [2020-11-09 04:48:59,661][root][INFO] - ===> Epoch[348](9043/26): Loss -0.2106, Sem 0.1024, dir -0.6326, norm 0.3196, swav 0.0000 LR: 1.211e-02 Score 96.501 Data time: 0.1220, Forward time: 2.2637, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.3827 [2020-11-09 04:49:05,182][root][INFO] - ===> Epoch[348](9044/26): Loss -0.1714, Sem 0.1032, dir -0.6017, norm 0.3271, swav 0.0000 LR: 1.210e-02 Score 96.016 Data time: 0.1607, Forward time: 2.2637, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.4598 [2020-11-09 04:49:10,072][root][INFO] - ===> Epoch[348](9045/26): Loss -0.2149, Sem 0.0949, dir -0.6514, norm 0.3415, swav 0.0000 LR: 1.209e-02 Score 96.549 Data time: 0.1367, Forward time: 2.2636, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.7616 [2020-11-09 04:49:16,344][root][INFO] - ===> Epoch[348](9046/26): Loss -0.2056, Sem 0.1026, dir -0.6673, norm 0.3591, swav 0.0000 LR: 1.208e-02 Score 95.904 Data time: 0.2135, Forward time: 2.2636, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.1850 [2020-11-09 04:49:22,208][root][INFO] - ===> Epoch[348](9047/26): Loss -0.2192, Sem 0.0794, dir -0.6302, norm 0.3316, swav 0.0000 LR: 1.207e-02 Score 97.163 Data time: 0.1741, Forward time: 2.2635, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.7409 [2020-11-09 04:49:27,721][root][INFO] - ===> Epoch[348](9048/26): Loss -0.1472, Sem 0.1126, dir -0.5986, norm 0.3387, swav 0.0000 LR: 1.205e-02 Score 96.108 Data time: 0.2672, Forward time: 2.2636, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.4140 [2020-11-09 04:49:33,353][root][INFO] - ===> Epoch[349](9049/26): Loss -0.2513, Sem 0.0801, dir -0.6763, norm 0.3449, swav 0.0000 LR: 1.204e-02 Score 97.191 Data time: 0.2107, Forward time: 2.2636, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.4919 [2020-11-09 04:49:40,643][root][INFO] - ===> Epoch[349](9050/26): Loss -0.1732, Sem 0.0965, dir -0.6257, norm 0.3560, swav 0.0000 LR: 1.203e-02 Score 97.217 Data time: 0.2696, Forward time: 2.2636, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 7.1455 [2020-11-09 04:49:47,166][root][INFO] - ===> Epoch[349](9051/26): Loss -0.2045, Sem 0.0715, dir -0.6318, norm 0.3558, swav 0.0000 LR: 1.202e-02 Score 97.902 Data time: 0.2944, Forward time: 2.2637, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.3788 [2020-11-09 04:49:53,684][root][INFO] - ===> Epoch[349](9052/26): Loss -0.2479, Sem 0.0764, dir -0.6324, norm 0.3081, swav 0.0000 LR: 1.201e-02 Score 97.813 Data time: 0.3434, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.3605 [2020-11-09 04:49:59,086][root][INFO] - ===> Epoch[349](9053/26): Loss -0.2087, Sem 0.0883, dir -0.6596, norm 0.3625, swav 0.0000 LR: 1.200e-02 Score 97.006 Data time: 0.1941, Forward time: 2.2639, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.2789 [2020-11-09 04:50:04,646][root][INFO] - ===> Epoch[349](9054/26): Loss -0.2710, Sem 0.0925, dir -0.6962, norm 0.3326, swav 0.0000 LR: 1.199e-02 Score 97.226 Data time: 0.1744, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.4544 [2020-11-09 04:50:09,652][root][INFO] - ===> Epoch[349](9055/26): Loss -0.2011, Sem 0.0887, dir -0.6350, norm 0.3452, swav 0.0000 LR: 1.197e-02 Score 96.379 Data time: 0.1916, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 4.9184 [2020-11-09 04:50:15,676][root][INFO] - ===> Epoch[349](9056/26): Loss -0.1517, Sem 0.0865, dir -0.5876, norm 0.3494, swav 0.0000 LR: 1.196e-02 Score 97.531 Data time: 0.1636, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.9068 [2020-11-09 04:50:21,110][root][INFO] - ===> Epoch[349](9057/26): Loss -0.0959, Sem 0.1012, dir -0.5833, norm 0.3862, swav 0.0000 LR: 1.195e-02 Score 95.988 Data time: 0.2116, Forward time: 2.2638, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.3219 [2020-11-09 04:50:26,941][root][INFO] - ===> Epoch[349](9058/26): Loss -0.1611, Sem 0.0968, dir -0.6330, norm 0.3752, swav 0.0000 LR: 1.194e-02 Score 96.859 Data time: 0.2143, Forward time: 2.2638, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.7138 [2020-11-09 04:50:33,888][root][INFO] - ===> Epoch[349](9059/26): Loss -0.1759, Sem 0.0791, dir -0.6023, norm 0.3473, swav 0.0000 LR: 1.193e-02 Score 96.870 Data time: 0.1686, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.7966 [2020-11-09 04:50:39,863][root][INFO] - ===> Epoch[349](9060/26): Loss -0.1817, Sem 0.1006, dir -0.6247, norm 0.3424, swav 0.0000 LR: 1.192e-02 Score 96.805 Data time: 0.2986, Forward time: 2.2638, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.9067 [2020-11-09 04:50:46,701][root][INFO] - ===> Epoch[349](9061/26): Loss -0.1628, Sem 0.0863, dir -0.5881, norm 0.3390, swav 0.0000 LR: 1.191e-02 Score 97.160 Data time: 0.2108, Forward time: 2.2638, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 6.6950 [2020-11-09 04:50:51,408][root][INFO] - ===> Epoch[349](9062/26): Loss -0.2633, Sem 0.0736, dir -0.6496, norm 0.3126, swav 0.0000 LR: 1.189e-02 Score 97.535 Data time: 0.1065, Forward time: 2.2637, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 4.5603 [2020-11-09 04:50:55,889][root][INFO] - ===> Epoch[349](9063/26): Loss -0.2278, Sem 0.0724, dir -0.6651, norm 0.3650, swav 0.0000 LR: 1.188e-02 Score 97.514 Data time: 0.2122, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 4.3991 [2020-11-09 04:51:02,454][root][INFO] - ===> Epoch[349](9064/26): Loss -0.1749, Sem 0.1003, dir -0.6508, norm 0.3756, swav 0.0000 LR: 1.187e-02 Score 96.220 Data time: 0.2616, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.4530 [2020-11-09 04:51:07,631][root][INFO] - ===> Epoch[349](9065/26): Loss -0.2763, Sem 0.0911, dir -0.6890, norm 0.3216, swav 0.0000 LR: 1.186e-02 Score 97.009 Data time: 0.1632, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.0516 [2020-11-09 04:51:13,287][root][INFO] - ===> Epoch[349](9066/26): Loss -0.1405, Sem 0.0781, dir -0.6099, norm 0.3912, swav 0.0000 LR: 1.185e-02 Score 97.349 Data time: 0.2631, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.5670 [2020-11-09 04:51:19,888][root][INFO] - ===> Epoch[349](9067/26): Loss -0.2536, Sem 0.0869, dir -0.6736, norm 0.3331, swav 0.0000 LR: 1.184e-02 Score 96.956 Data time: 0.1812, Forward time: 2.2637, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 6.4784 [2020-11-09 04:51:24,942][root][INFO] - ===> Epoch[349](9068/26): Loss -0.1495, Sem 0.0780, dir -0.5751, norm 0.3476, swav 0.0000 LR: 1.183e-02 Score 97.363 Data time: 0.1271, Forward time: 2.2636, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 4.9392 [2020-11-09 04:51:30,717][root][INFO] - ===> Epoch[349](9069/26): Loss -0.1852, Sem 0.0848, dir -0.6227, norm 0.3527, swav 0.0000 LR: 1.182e-02 Score 97.107 Data time: 0.2484, Forward time: 2.2637, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.7174 [2020-11-09 04:51:37,537][root][INFO] - ===> Epoch[349](9070/26): Loss -0.1713, Sem 0.0956, dir -0.5962, norm 0.3292, swav 0.0000 LR: 1.180e-02 Score 96.649 Data time: 0.2220, Forward time: 2.2637, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 6.6876 [2020-11-09 04:51:43,437][root][INFO] - ===> Epoch[349](9071/26): Loss -0.1914, Sem 0.0998, dir -0.6471, norm 0.3559, swav 0.0000 LR: 1.179e-02 Score 96.537 Data time: 0.2743, Forward time: 2.2637, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.7578 [2020-11-09 04:51:49,039][root][INFO] - ===> Epoch[349](9072/26): Loss -0.2288, Sem 0.0747, dir -0.6502, norm 0.3466, swav 0.0000 LR: 1.178e-02 Score 97.248 Data time: 0.2045, Forward time: 2.2637, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.4599 [2020-11-09 04:51:53,488][root][INFO] - ===> Epoch[349](9073/26): Loss -0.1940, Sem 0.1014, dir -0.6124, norm 0.3170, swav 0.0000 LR: 1.177e-02 Score 96.830 Data time: 0.2095, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 4.3226 [2020-11-09 04:51:58,053][root][INFO] - ===> Epoch[349](9074/26): Loss -0.1877, Sem 0.1031, dir -0.6075, norm 0.3167, swav 0.0000 LR: 1.176e-02 Score 97.191 Data time: 0.1602, Forward time: 2.2637, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.4550 [2020-11-09 04:52:04,117][root][INFO] - ===> Epoch[350](9075/26): Loss -0.1463, Sem 0.1004, dir -0.6300, norm 0.3832, swav 0.0000 LR: 1.175e-02 Score 97.375 Data time: 0.2176, Forward time: 2.2637, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.9693 [2020-11-09 04:52:09,592][root][INFO] - ===> Epoch[350](9076/26): Loss -0.1592, Sem 0.0881, dir -0.6185, norm 0.3712, swav 0.0000 LR: 1.174e-02 Score 96.757 Data time: 0.1599, Forward time: 2.2636, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.3524 [2020-11-09 04:52:15,018][root][INFO] - ===> Epoch[350](9077/26): Loss -0.1680, Sem 0.0998, dir -0.6099, norm 0.3420, swav 0.0000 LR: 1.172e-02 Score 96.691 Data time: 0.2122, Forward time: 2.2636, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.3296 [2020-11-09 04:52:20,191][root][INFO] - ===> Epoch[350](9078/26): Loss -0.1891, Sem 0.1010, dir -0.6697, norm 0.3796, swav 0.0000 LR: 1.171e-02 Score 96.774 Data time: 0.2245, Forward time: 2.2636, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 5.0478 [2020-11-09 04:52:26,393][root][INFO] - ===> Epoch[350](9079/26): Loss -0.1162, Sem 0.1146, dir -0.5800, norm 0.3492, swav 0.0000 LR: 1.170e-02 Score 96.155 Data time: 0.2296, Forward time: 2.2636, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.0872 [2020-11-09 04:52:31,266][root][INFO] - ===> Epoch[350](9080/26): Loss -0.2452, Sem 0.0863, dir -0.6363, norm 0.3049, swav 0.0000 LR: 1.169e-02 Score 97.319 Data time: 0.1793, Forward time: 2.2636, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.7134 [2020-11-09 04:52:39,402][root][INFO] - ===> Epoch[350](9081/26): Loss -0.2420, Sem 0.0936, dir -0.6824, norm 0.3467, swav 0.0000 LR: 1.168e-02 Score 96.191 Data time: 0.2112, Forward time: 2.2636, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 8.0195 [2020-11-09 04:52:44,952][root][INFO] - ===> Epoch[350](9082/26): Loss -0.2284, Sem 0.0923, dir -0.6603, norm 0.3396, swav 0.0000 LR: 1.167e-02 Score 96.404 Data time: 0.1491, Forward time: 2.2635, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 5.4163 [2020-11-09 04:52:49,755][root][INFO] - ===> Epoch[350](9083/26): Loss -0.1703, Sem 0.1074, dir -0.6011, norm 0.3235, swav 0.0000 LR: 1.166e-02 Score 96.675 Data time: 0.1836, Forward time: 2.2635, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 4.7100 [2020-11-09 04:52:54,976][root][INFO] - ===> Epoch[350](9084/26): Loss -0.1717, Sem 0.0854, dir -0.6153, norm 0.3582, swav 0.0000 LR: 1.164e-02 Score 97.066 Data time: 0.1415, Forward time: 2.2634, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.0944 [2020-11-09 04:53:00,939][root][INFO] - ===> Epoch[350](9085/26): Loss -0.1375, Sem 0.1025, dir -0.6128, norm 0.3728, swav 0.0000 LR: 1.163e-02 Score 96.131 Data time: 0.2317, Forward time: 2.2634, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.8934 [2020-11-09 04:53:06,816][root][INFO] - ===> Epoch[350](9086/26): Loss -0.2275, Sem 0.0837, dir -0.6233, norm 0.3121, swav 0.0000 LR: 1.162e-02 Score 97.392 Data time: 0.2343, Forward time: 2.2635, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.7473 [2020-11-09 04:53:12,568][root][INFO] - ===> Epoch[350](9087/26): Loss -0.1622, Sem 0.1003, dir -0.6323, norm 0.3698, swav 0.0000 LR: 1.161e-02 Score 96.712 Data time: 0.2150, Forward time: 2.2635, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 5.5897 [2020-11-09 04:53:17,673][root][INFO] - ===> Epoch[350](9088/26): Loss -0.2172, Sem 0.1081, dir -0.6775, norm 0.3522, swav 0.0000 LR: 1.160e-02 Score 96.565 Data time: 0.1737, Forward time: 2.2634, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 4.9742 [2020-11-09 04:53:22,764][root][INFO] - ===> Epoch[350](9089/26): Loss -0.2345, Sem 0.0779, dir -0.6504, norm 0.3380, swav 0.0000 LR: 1.159e-02 Score 97.429 Data time: 0.2329, Forward time: 2.2634, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 4.9954 [2020-11-09 04:53:27,861][root][INFO] - ===> Epoch[350](9090/26): Loss -0.1755, Sem 0.1212, dir -0.6314, norm 0.3347, swav 0.0000 LR: 1.158e-02 Score 96.322 Data time: 0.1522, Forward time: 2.2634, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 4.9557 [2020-11-09 04:53:32,732][root][INFO] - ===> Epoch[350](9091/26): Loss -0.2125, Sem 0.0837, dir -0.6106, norm 0.3144, swav 0.0000 LR: 1.156e-02 Score 97.460 Data time: 0.2375, Forward time: 2.2634, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 4.7753 [2020-11-09 04:53:38,898][root][INFO] - ===> Epoch[350](9092/26): Loss -0.1985, Sem 0.0898, dir -0.6285, norm 0.3402, swav 0.0000 LR: 1.155e-02 Score 97.072 Data time: 0.3133, Forward time: 2.2634, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.0475 [2020-11-09 04:53:44,121][root][INFO] - ===> Epoch[350](9093/26): Loss -0.1807, Sem 0.0931, dir -0.6306, norm 0.3567, swav 0.0000 LR: 1.154e-02 Score 97.060 Data time: 0.2446, Forward time: 2.2635, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.0693 [2020-11-09 04:53:50,058][root][INFO] - ===> Epoch[350](9094/26): Loss -0.1786, Sem 0.1220, dir -0.6638, norm 0.3632, swav 0.0000 LR: 1.153e-02 Score 95.926 Data time: 0.1817, Forward time: 2.2635, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.8068 [2020-11-09 04:53:55,230][root][INFO] - ===> Epoch[350](9095/26): Loss -0.2192, Sem 0.0734, dir -0.6315, norm 0.3389, swav 0.0000 LR: 1.152e-02 Score 97.819 Data time: 0.2036, Forward time: 2.2634, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.0739 [2020-11-09 04:54:01,696][root][INFO] - ===> Epoch[350](9096/26): Loss -0.2105, Sem 0.0947, dir -0.6222, norm 0.3169, swav 0.0000 LR: 1.151e-02 Score 96.759 Data time: 0.3025, Forward time: 2.2635, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 6.3377 [2020-11-09 04:54:07,628][root][INFO] - ===> Epoch[350](9097/26): Loss -0.2380, Sem 0.0857, dir -0.6674, norm 0.3437, swav 0.0000 LR: 1.150e-02 Score 97.256 Data time: 0.2660, Forward time: 2.2636, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.7948 [2020-11-09 04:54:12,230][root][INFO] - ===> Epoch[350](9098/26): Loss -0.2259, Sem 0.0991, dir -0.6750, norm 0.3500, swav 0.0000 LR: 1.148e-02 Score 96.888 Data time: 0.2029, Forward time: 2.2636, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 4.4692 [2020-11-09 04:54:17,987][root][INFO] - ===> Epoch[350](9099/26): Loss -0.1717, Sem 0.1099, dir -0.6375, norm 0.3559, swav 0.0000 LR: 1.147e-02 Score 96.626 Data time: 0.2630, Forward time: 2.2637, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.6505 [2020-11-09 04:54:23,788][root][INFO] - ===> Epoch[350](9100/26): Loss -0.2129, Sem 0.0825, dir -0.6490, norm 0.3536, swav 0.0000 LR: 1.146e-02 Score 97.514 Data time: 0.1735, Forward time: 2.2636, Backward time: 3.0702, DDP time: 0.0050, Total iter time: 5.6896 [2020-11-09 04:54:28,950][root][INFO] - ===> Epoch[351](9101/26): Loss -0.2286, Sem 0.0782, dir -0.6464, norm 0.3396, swav 0.0000 LR: 1.145e-02 Score 97.388 Data time: 0.2399, Forward time: 2.2637, Backward time: 3.0701, DDP time: 0.0050, Total iter time: 5.0617 [2020-11-09 04:54:33,875][root][INFO] - ===> Epoch[351](9102/26): Loss -0.2133, Sem 0.0786, dir -0.6324, norm 0.3405, swav 0.0000 LR: 1.144e-02 Score 97.181 Data time: 0.1763, Forward time: 2.2636, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 4.8036 [2020-11-09 04:54:38,967][root][INFO] - ===> Epoch[351](9103/26): Loss -0.2431, Sem 0.0912, dir -0.6685, norm 0.3343, swav 0.0000 LR: 1.143e-02 Score 97.167 Data time: 0.1877, Forward time: 2.2636, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 4.9903 [2020-11-09 04:54:44,842][root][INFO] - ===> Epoch[351](9104/26): Loss -0.2382, Sem 0.1035, dir -0.6493, norm 0.3076, swav 0.0000 LR: 1.141e-02 Score 96.505 Data time: 0.3203, Forward time: 2.2637, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.7433 [2020-11-09 04:54:50,751][root][INFO] - ===> Epoch[351](9105/26): Loss -0.2480, Sem 0.0949, dir -0.6698, norm 0.3269, swav 0.0000 LR: 1.140e-02 Score 96.921 Data time: 0.2283, Forward time: 2.2637, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.7467 [2020-11-09 04:54:56,115][root][INFO] - ===> Epoch[351](9106/26): Loss -0.2250, Sem 0.0776, dir -0.6463, norm 0.3437, swav 0.0000 LR: 1.139e-02 Score 97.399 Data time: 0.2067, Forward time: 2.2637, Backward time: 3.0699, DDP time: 0.0050, Total iter time: 5.2514 [2020-11-09 04:55:02,750][root][INFO] - ===> Epoch[351](9107/26): Loss -0.2209, Sem 0.0940, dir -0.6446, norm 0.3297, swav 0.0000 LR: 1.138e-02 Score 96.902 Data time: 0.1559, Forward time: 2.2636, Backward time: 3.0700, DDP time: 0.0050, Total iter time: 6.5110 [2020-11-09 04:55:10,266][root][INFO] - ===> Epoch[351](9108/26): Loss -0.1609, Sem 0.0974, dir -0.6133, norm 0.3550, swav 0.0000 LR: 1.137e-02 Score 96.856 Data time: 0.1390, Forward time: 2.2636, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 7.4646 [2020-11-09 04:55:16,327][root][INFO] - ===> Epoch[351](9109/26): Loss -0.2214, Sem 0.0771, dir -0.6349, norm 0.3364, swav 0.0000 LR: 1.136e-02 Score 97.748 Data time: 0.1440, Forward time: 2.2635, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.9976 [2020-11-09 04:55:22,424][root][INFO] - ===> Epoch[351](9110/26): Loss -0.1878, Sem 0.0817, dir -0.6193, norm 0.3498, swav 0.0000 LR: 1.135e-02 Score 97.064 Data time: 0.2738, Forward time: 2.2636, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.0511 [2020-11-09 04:55:28,198][root][INFO] - ===> Epoch[351](9111/26): Loss -0.1290, Sem 0.0931, dir -0.5626, norm 0.3405, swav 0.0000 LR: 1.133e-02 Score 97.297 Data time: 0.2034, Forward time: 2.2636, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.6505 [2020-11-09 04:55:32,868][root][INFO] - ===> Epoch[351](9112/26): Loss -0.1648, Sem 0.0799, dir -0.6302, norm 0.3856, swav 0.0000 LR: 1.132e-02 Score 97.527 Data time: 0.1831, Forward time: 2.2635, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.5388 [2020-11-09 04:55:39,228][root][INFO] - ===> Epoch[351](9113/26): Loss -0.1151, Sem 0.1037, dir -0.6110, norm 0.3922, swav 0.0000 LR: 1.131e-02 Score 96.507 Data time: 0.1800, Forward time: 2.2635, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.2630 [2020-11-09 04:55:44,575][root][INFO] - ===> Epoch[351](9114/26): Loss -0.2361, Sem 0.0834, dir -0.6631, norm 0.3436, swav 0.0000 LR: 1.130e-02 Score 97.186 Data time: 0.2038, Forward time: 2.2635, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.2411 [2020-11-09 04:55:49,423][root][INFO] - ===> Epoch[351](9115/26): Loss -0.1859, Sem 0.1049, dir -0.6105, norm 0.3196, swav 0.0000 LR: 1.129e-02 Score 96.472 Data time: 0.1880, Forward time: 2.2634, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.7285 [2020-11-09 04:55:55,169][root][INFO] - ===> Epoch[351](9116/26): Loss -0.2678, Sem 0.0873, dir -0.6743, norm 0.3192, swav 0.0000 LR: 1.128e-02 Score 96.852 Data time: 0.1713, Forward time: 2.2634, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.6400 [2020-11-09 04:56:00,045][root][INFO] - ===> Epoch[351](9117/26): Loss -0.1315, Sem 0.0964, dir -0.5869, norm 0.3590, swav 0.0000 LR: 1.127e-02 Score 97.153 Data time: 0.1878, Forward time: 2.2633, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.7834 [2020-11-09 04:56:06,138][root][INFO] - ===> Epoch[351](9118/26): Loss -0.2154, Sem 0.0782, dir -0.6132, norm 0.3195, swav 0.0000 LR: 1.125e-02 Score 97.611 Data time: 0.3036, Forward time: 2.2634, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.9636 [2020-11-09 04:56:13,753][root][INFO] - ===> Epoch[351](9119/26): Loss -0.1913, Sem 0.0938, dir -0.6372, norm 0.3522, swav 0.0000 LR: 1.124e-02 Score 96.400 Data time: 0.4030, Forward time: 2.2635, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 7.4896 [2020-11-09 04:56:19,457][root][INFO] - ===> Epoch[351](9120/26): Loss -0.2206, Sem 0.0832, dir -0.6390, norm 0.3352, swav 0.0000 LR: 1.123e-02 Score 97.414 Data time: 0.2107, Forward time: 2.2636, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 5.5792 [2020-11-09 04:56:24,133][root][INFO] - ===> Epoch[351](9121/26): Loss -0.2124, Sem 0.0828, dir -0.6461, norm 0.3509, swav 0.0000 LR: 1.122e-02 Score 97.049 Data time: 0.2050, Forward time: 2.2635, Backward time: 3.0703, DDP time: 0.0050, Total iter time: 4.5333 [2020-11-09 04:56:30,713][root][INFO] - ===> Epoch[351](9122/26): Loss -0.1581, Sem 0.0904, dir -0.5821, norm 0.3337, swav 0.0000 LR: 1.121e-02 Score 97.413 Data time: 0.1846, Forward time: 2.2635, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 6.4901 [2020-11-09 04:56:36,121][root][INFO] - ===> Epoch[351](9123/26): Loss -0.2974, Sem 0.0740, dir -0.7009, norm 0.3295, swav 0.0000 LR: 1.120e-02 Score 97.684 Data time: 0.1939, Forward time: 2.2635, Backward time: 3.0704, DDP time: 0.0050, Total iter time: 5.2911 [2020-11-09 04:56:43,103][root][INFO] - ===> Epoch[351](9124/26): Loss -0.2154, Sem 0.0986, dir -0.6748, norm 0.3608, swav 0.0000 LR: 1.119e-02 Score 96.243 Data time: 0.1958, Forward time: 2.2634, Backward time: 3.0705, DDP time: 0.0050, Total iter time: 6.8836 [2020-11-09 04:56:49,524][root][INFO] - ===> Epoch[351](9125/26): Loss -0.2582, Sem 0.0808, dir -0.6618, norm 0.3228, swav 0.0000 LR: 1.117e-02 Score 96.969 Data time: 0.2450, Forward time: 2.2634, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 6.3311 [2020-11-09 04:56:56,332][root][INFO] - ===> Epoch[351](9126/26): Loss -0.2241, Sem 0.0900, dir -0.6470, norm 0.3329, swav 0.0000 LR: 1.116e-02 Score 96.830 Data time: 0.2477, Forward time: 2.2635, Backward time: 3.0707, DDP time: 0.0050, Total iter time: 6.6874 [2020-11-09 04:57:02,222][root][INFO] - ===> Epoch[352](9127/26): Loss -0.1820, Sem 0.0908, dir -0.6048, norm 0.3320, swav 0.0000 LR: 1.115e-02 Score 97.056 Data time: 0.2602, Forward time: 2.2635, Backward time: 3.0706, DDP time: 0.0050, Total iter time: 5.7638 [2020-11-09 04:57:09,341][root][INFO] - ===> Epoch[352](9128/26): Loss -0.2446, Sem 0.0704, dir -0.6510, norm 0.3361, swav 0.0000 LR: 1.114e-02 Score 97.758 Data time: 0.1642, Forward time: 2.2635, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 6.9753 [2020-11-09 04:57:14,751][root][INFO] - ===> Epoch[352](9129/26): Loss -0.1826, Sem 0.0995, dir -0.6163, norm 0.3341, swav 0.0000 LR: 1.113e-02 Score 96.846 Data time: 0.2246, Forward time: 2.2635, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 5.2824 [2020-11-09 04:57:21,322][root][INFO] - ===> Epoch[352](9130/26): Loss -0.1327, Sem 0.1000, dir -0.6142, norm 0.3815, swav 0.0000 LR: 1.112e-02 Score 96.934 Data time: 0.2167, Forward time: 2.2635, Backward time: 3.0708, DDP time: 0.0050, Total iter time: 6.4370 [2020-11-09 04:57:28,272][root][INFO] - ===> Epoch[352](9131/26): Loss -0.2075, Sem 0.0776, dir -0.6152, norm 0.3300, swav 0.0000 LR: 1.111e-02 Score 97.046 Data time: 0.1867, Forward time: 2.2635, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 6.8165 [2020-11-09 04:57:33,671][root][INFO] - ===> Epoch[352](9132/26): Loss -0.2814, Sem 0.0760, dir -0.6618, norm 0.3044, swav 0.0000 LR: 1.109e-02 Score 97.767 Data time: 0.2081, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 5.2890 [2020-11-09 04:57:39,336][root][INFO] - ===> Epoch[352](9133/26): Loss -0.1717, Sem 0.0967, dir -0.6305, norm 0.3621, swav 0.0000 LR: 1.108e-02 Score 96.810 Data time: 0.1904, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 5.5806 [2020-11-09 04:57:44,740][root][INFO] - ===> Epoch[352](9134/26): Loss -0.2118, Sem 0.1084, dir -0.6617, norm 0.3415, swav 0.0000 LR: 1.107e-02 Score 95.763 Data time: 0.2598, Forward time: 2.2635, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 5.2779 [2020-11-09 04:57:50,924][root][INFO] - ===> Epoch[352](9135/26): Loss -0.1949, Sem 0.0898, dir -0.6387, norm 0.3540, swav 0.0000 LR: 1.106e-02 Score 97.093 Data time: 0.3007, Forward time: 2.2635, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 6.0477 [2020-11-09 04:57:56,901][root][INFO] - ===> Epoch[352](9136/26): Loss -0.1982, Sem 0.0776, dir -0.6058, norm 0.3300, swav 0.0000 LR: 1.105e-02 Score 97.237 Data time: 0.2818, Forward time: 2.2636, Backward time: 3.0709, DDP time: 0.0050, Total iter time: 5.8468 [2020-11-09 04:58:03,958][root][INFO] - ===> Epoch[352](9137/26): Loss -0.1703, Sem 0.0910, dir -0.6293, norm 0.3680, swav 0.0000 LR: 1.104e-02 Score 96.514 Data time: 0.1677, Forward time: 2.2635, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 6.9234 [2020-11-09 04:58:10,029][root][INFO] - ===> Epoch[352](9138/26): Loss -0.1739, Sem 0.1062, dir -0.6445, norm 0.3644, swav 0.0000 LR: 1.102e-02 Score 96.421 Data time: 0.2209, Forward time: 2.2635, Backward time: 3.0711, DDP time: 0.0050, Total iter time: 5.9668 [2020-11-09 04:58:15,559][root][INFO] - ===> Epoch[352](9139/26): Loss -0.1905, Sem 0.0803, dir -0.5974, norm 0.3266, swav 0.0000 LR: 1.101e-02 Score 97.832 Data time: 0.2542, Forward time: 2.2636, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 5.4040 [2020-11-09 04:58:22,347][root][INFO] - ===> Epoch[352](9140/26): Loss -0.2123, Sem 0.0823, dir -0.6311, norm 0.3365, swav 0.0000 LR: 1.100e-02 Score 97.094 Data time: 0.3312, Forward time: 2.2637, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 6.6587 [2020-11-09 04:58:28,212][root][INFO] - ===> Epoch[352](9141/26): Loss -0.1792, Sem 0.0698, dir -0.6015, norm 0.3525, swav 0.0000 LR: 1.099e-02 Score 97.705 Data time: 0.2449, Forward time: 2.2638, Backward time: 3.0710, DDP time: 0.0050, Total iter time: 5.7245 [2020-11-09 04:58:33,601][root][INFO] - ===> Epoch[352](9142/26): Loss -0.2243, Sem 0.0986, dir -0.6537, norm 0.3308, swav 0.0000 LR: 1.098e-02 Score 96.583 Data time: 0.2549, Forward time: 2.2638, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.2593 [2020-11-09 04:58:38,920][root][INFO] - ===> Epoch[352](9143/26): Loss -0.1907, Sem 0.0805, dir -0.6091, norm 0.3379, swav 0.0000 LR: 1.097e-02 Score 97.033 Data time: 0.1988, Forward time: 2.2638, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.2151 [2020-11-09 04:58:45,042][root][INFO] - ===> Epoch[352](9144/26): Loss -0.1755, Sem 0.1179, dir -0.6632, norm 0.3699, swav 0.0000 LR: 1.096e-02 Score 96.526 Data time: 0.2150, Forward time: 2.2638, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.0230 [2020-11-09 04:58:50,623][root][INFO] - ===> Epoch[352](9145/26): Loss -0.2387, Sem 0.0808, dir -0.6552, norm 0.3357, swav 0.0000 LR: 1.094e-02 Score 97.485 Data time: 0.1977, Forward time: 2.2638, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.4572 [2020-11-09 04:58:55,976][root][INFO] - ===> Epoch[352](9146/26): Loss -0.1842, Sem 0.0895, dir -0.6387, norm 0.3650, swav 0.0000 LR: 1.093e-02 Score 97.097 Data time: 0.2432, Forward time: 2.2638, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.2552 [2020-11-09 04:59:01,173][root][INFO] - ===> Epoch[352](9147/26): Loss -0.1593, Sem 0.1121, dir -0.6034, norm 0.3320, swav 0.0000 LR: 1.092e-02 Score 96.194 Data time: 0.2078, Forward time: 2.2638, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.0837 [2020-11-09 04:59:06,763][root][INFO] - ===> Epoch[352](9148/26): Loss -0.2638, Sem 0.0785, dir -0.6675, norm 0.3252, swav 0.0000 LR: 1.091e-02 Score 97.482 Data time: 0.1334, Forward time: 2.2637, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.4743 [2020-11-09 04:59:12,732][root][INFO] - ===> Epoch[352](9149/26): Loss -0.1369, Sem 0.1174, dir -0.5923, norm 0.3380, swav 0.0000 LR: 1.090e-02 Score 96.917 Data time: 0.1575, Forward time: 2.2637, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.8850 [2020-11-09 04:59:19,055][root][INFO] - ===> Epoch[352](9150/26): Loss -0.2469, Sem 0.0961, dir -0.6610, norm 0.3181, swav 0.0000 LR: 1.089e-02 Score 96.858 Data time: 0.1812, Forward time: 2.2636, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.2364 [2020-11-09 04:59:26,186][root][INFO] - ===> Epoch[352](9151/26): Loss -0.1952, Sem 0.1025, dir -0.6423, norm 0.3446, swav 0.0000 LR: 1.088e-02 Score 96.831 Data time: 0.1789, Forward time: 2.2636, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 7.0276 [2020-11-09 04:59:32,735][root][INFO] - ===> Epoch[352](9152/26): Loss -0.1890, Sem 0.0779, dir -0.6200, norm 0.3532, swav 0.0000 LR: 1.086e-02 Score 97.636 Data time: 0.2406, Forward time: 2.2636, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 6.4241 [2020-11-09 04:59:37,878][root][INFO] - ===> Epoch[353](9153/26): Loss -0.2487, Sem 0.0737, dir -0.6463, norm 0.3239, swav 0.0000 LR: 1.085e-02 Score 97.191 Data time: 0.1304, Forward time: 2.2635, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.9971 [2020-11-09 04:59:42,725][root][INFO] - ===> Epoch[353](9154/26): Loss -0.2220, Sem 0.0926, dir -0.6488, norm 0.3343, swav 0.0000 LR: 1.084e-02 Score 96.967 Data time: 0.1918, Forward time: 2.2635, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.7594 [2020-11-09 04:59:47,892][root][INFO] - ===> Epoch[353](9155/26): Loss -0.2489, Sem 0.0848, dir -0.6676, norm 0.3340, swav 0.0000 LR: 1.083e-02 Score 97.055 Data time: 0.2003, Forward time: 2.2634, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.0610 [2020-11-09 04:59:52,768][root][INFO] - ===> Epoch[353](9156/26): Loss -0.2013, Sem 0.0790, dir -0.6278, norm 0.3476, swav 0.0000 LR: 1.082e-02 Score 97.327 Data time: 0.2034, Forward time: 2.2634, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.7560 [2020-11-09 04:59:58,239][root][INFO] - ===> Epoch[353](9157/26): Loss -0.1430, Sem 0.0887, dir -0.6077, norm 0.3760, swav 0.0000 LR: 1.081e-02 Score 97.150 Data time: 0.1744, Forward time: 2.2634, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.3498 [2020-11-09 05:00:04,078][root][INFO] - ===> Epoch[353](9158/26): Loss -0.2266, Sem 0.0943, dir -0.6464, norm 0.3255, swav 0.0000 LR: 1.079e-02 Score 97.271 Data time: 0.1729, Forward time: 2.2634, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.7446 [2020-11-09 05:00:09,138][root][INFO] - ===> Epoch[353](9159/26): Loss -0.1914, Sem 0.0925, dir -0.6195, norm 0.3356, swav 0.0000 LR: 1.078e-02 Score 97.224 Data time: 0.2449, Forward time: 2.2634, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.9643 [2020-11-09 05:00:13,614][root][INFO] - ===> Epoch[353](9160/26): Loss -0.1895, Sem 0.1020, dir -0.6390, norm 0.3475, swav 0.0000 LR: 1.077e-02 Score 96.500 Data time: 0.1798, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.3497 [2020-11-09 05:00:20,063][root][INFO] - ===> Epoch[353](9161/26): Loss -0.1887, Sem 0.1001, dir -0.6571, norm 0.3682, swav 0.0000 LR: 1.076e-02 Score 96.143 Data time: 0.1769, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.3511 [2020-11-09 05:00:25,029][root][INFO] - ===> Epoch[353](9162/26): Loss -0.1567, Sem 0.0885, dir -0.6024, norm 0.3572, swav 0.0000 LR: 1.075e-02 Score 96.837 Data time: 0.1731, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.8470 [2020-11-09 05:00:30,569][root][INFO] - ===> Epoch[353](9163/26): Loss -0.1664, Sem 0.1166, dir -0.6351, norm 0.3521, swav 0.0000 LR: 1.074e-02 Score 96.441 Data time: 0.2255, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.4475 [2020-11-09 05:00:36,962][root][INFO] - ===> Epoch[353](9164/26): Loss -0.1431, Sem 0.0887, dir -0.6273, norm 0.3955, swav 0.0000 LR: 1.073e-02 Score 97.062 Data time: 0.1908, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.2627 [2020-11-09 05:00:42,895][root][INFO] - ===> Epoch[353](9165/26): Loss -0.1716, Sem 0.0923, dir -0.5981, norm 0.3342, swav 0.0000 LR: 1.071e-02 Score 97.101 Data time: 0.1867, Forward time: 2.2633, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.7932 [2020-11-09 05:00:47,712][root][INFO] - ===> Epoch[353](9166/26): Loss -0.2190, Sem 0.0802, dir -0.6155, norm 0.3163, swav 0.0000 LR: 1.070e-02 Score 97.375 Data time: 0.2287, Forward time: 2.2632, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.6905 [2020-11-09 05:00:54,098][root][INFO] - ===> Epoch[353](9167/26): Loss -0.2385, Sem 0.0848, dir -0.6552, norm 0.3319, swav 0.0000 LR: 1.069e-02 Score 97.243 Data time: 0.2171, Forward time: 2.2632, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.2775 [2020-11-09 05:00:59,767][root][INFO] - ===> Epoch[353](9168/26): Loss -0.2443, Sem 0.0837, dir -0.6649, norm 0.3368, swav 0.0000 LR: 1.068e-02 Score 97.447 Data time: 0.2314, Forward time: 2.2632, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.5311 [2020-11-09 05:01:05,090][root][INFO] - ===> Epoch[353](9169/26): Loss -0.2309, Sem 0.0899, dir -0.6643, norm 0.3435, swav 0.0000 LR: 1.067e-02 Score 96.837 Data time: 0.2189, Forward time: 2.2632, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.1927 [2020-11-09 05:01:10,130][root][INFO] - ===> Epoch[353](9170/26): Loss -0.2055, Sem 0.0741, dir -0.6280, norm 0.3485, swav 0.0000 LR: 1.066e-02 Score 98.077 Data time: 0.2067, Forward time: 2.2632, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.8948 [2020-11-09 05:01:16,648][root][INFO] - ===> Epoch[353](9171/26): Loss -0.2156, Sem 0.1052, dir -0.6571, norm 0.3363, swav 0.0000 LR: 1.064e-02 Score 96.940 Data time: 0.3292, Forward time: 2.2633, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.4198 [2020-11-09 05:01:23,005][root][INFO] - ===> Epoch[353](9172/26): Loss -0.2079, Sem 0.0820, dir -0.6424, norm 0.3525, swav 0.0000 LR: 1.063e-02 Score 97.109 Data time: 0.2309, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.2133 [2020-11-09 05:01:27,935][root][INFO] - ===> Epoch[353](9173/26): Loss -0.2394, Sem 0.1121, dir -0.6690, norm 0.3175, swav 0.0000 LR: 1.062e-02 Score 95.918 Data time: 0.1820, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.7937 [2020-11-09 05:01:33,631][root][INFO] - ===> Epoch[353](9174/26): Loss -0.2407, Sem 0.0835, dir -0.6453, norm 0.3211, swav 0.0000 LR: 1.061e-02 Score 97.220 Data time: 0.1416, Forward time: 2.2633, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.5919 [2020-11-09 05:01:38,772][root][INFO] - ===> Epoch[353](9175/26): Loss -0.2175, Sem 0.0837, dir -0.6176, norm 0.3163, swav 0.0000 LR: 1.060e-02 Score 96.551 Data time: 0.1868, Forward time: 2.2633, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.0613 [2020-11-09 05:01:44,139][root][INFO] - ===> Epoch[353](9176/26): Loss -0.2505, Sem 0.0891, dir -0.6701, norm 0.3305, swav 0.0000 LR: 1.059e-02 Score 96.937 Data time: 0.2353, Forward time: 2.2632, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.2570 [2020-11-09 05:01:49,605][root][INFO] - ===> Epoch[353](9177/26): Loss -0.2242, Sem 0.0992, dir -0.6261, norm 0.3027, swav 0.0000 LR: 1.058e-02 Score 95.854 Data time: 0.1798, Forward time: 2.2632, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.3404 [2020-11-09 05:01:54,913][root][INFO] - ===> Epoch[353](9178/26): Loss -0.2137, Sem 0.0864, dir -0.6174, norm 0.3173, swav 0.0000 LR: 1.056e-02 Score 96.863 Data time: 0.1925, Forward time: 2.2632, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.2005 [2020-11-09 05:02:01,597][root][INFO] - ===> Epoch[354](9179/26): Loss -0.2275, Sem 0.0928, dir -0.6514, norm 0.3311, swav 0.0000 LR: 1.055e-02 Score 97.399 Data time: 0.2122, Forward time: 2.2632, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.5782 [2020-11-09 05:02:08,501][root][INFO] - ===> Epoch[354](9180/26): Loss -0.2237, Sem 0.0942, dir -0.6299, norm 0.3120, swav 0.0000 LR: 1.054e-02 Score 97.038 Data time: 0.2175, Forward time: 2.2632, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.7879 [2020-11-09 05:02:13,318][root][INFO] - ===> Epoch[354](9181/26): Loss -0.1540, Sem 0.1194, dir -0.6097, norm 0.3363, swav 0.0000 LR: 1.053e-02 Score 95.712 Data time: 0.2266, Forward time: 2.2632, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.6998 [2020-11-09 05:02:18,832][root][INFO] - ===> Epoch[354](9182/26): Loss -0.2450, Sem 0.0631, dir -0.6465, norm 0.3384, swav 0.0000 LR: 1.052e-02 Score 97.823 Data time: 0.1724, Forward time: 2.2631, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.3888 [2020-11-09 05:02:23,784][root][INFO] - ===> Epoch[354](9183/26): Loss -0.2103, Sem 0.0845, dir -0.6420, norm 0.3472, swav 0.0000 LR: 1.051e-02 Score 97.263 Data time: 0.1923, Forward time: 2.2631, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.8858 [2020-11-09 05:02:29,607][root][INFO] - ===> Epoch[354](9184/26): Loss -0.1699, Sem 0.1012, dir -0.6433, norm 0.3722, swav 0.0000 LR: 1.049e-02 Score 96.558 Data time: 0.1763, Forward time: 2.2631, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.6941 [2020-11-09 05:02:35,223][root][INFO] - ===> Epoch[354](9185/26): Loss -0.2053, Sem 0.1188, dir -0.6550, norm 0.3310, swav 0.0000 LR: 1.048e-02 Score 96.394 Data time: 0.2202, Forward time: 2.2631, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.5238 [2020-11-09 05:02:41,941][root][INFO] - ===> Epoch[354](9186/26): Loss -0.1593, Sem 0.0982, dir -0.6045, norm 0.3471, swav 0.0000 LR: 1.047e-02 Score 96.717 Data time: 0.3179, Forward time: 2.2632, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.5874 [2020-11-09 05:02:47,540][root][INFO] - ===> Epoch[354](9187/26): Loss -0.2290, Sem 0.0964, dir -0.6569, norm 0.3316, swav 0.0000 LR: 1.046e-02 Score 96.984 Data time: 0.2472, Forward time: 2.2632, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.4548 [2020-11-09 05:02:54,466][root][INFO] - ===> Epoch[354](9188/26): Loss -0.2744, Sem 0.0697, dir -0.6706, norm 0.3264, swav 0.0000 LR: 1.045e-02 Score 97.447 Data time: 0.1440, Forward time: 2.2632, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.7850 [2020-11-09 05:03:01,270][root][INFO] - ===> Epoch[354](9189/26): Loss -0.2056, Sem 0.0919, dir -0.6539, norm 0.3564, swav 0.0000 LR: 1.044e-02 Score 97.078 Data time: 0.1800, Forward time: 2.2631, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 6.6839 [2020-11-09 05:03:07,347][root][INFO] - ===> Epoch[354](9190/26): Loss -0.2006, Sem 0.0932, dir -0.6407, norm 0.3468, swav 0.0000 LR: 1.043e-02 Score 96.882 Data time: 0.2669, Forward time: 2.2632, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 6.0033 [2020-11-09 05:03:13,867][root][INFO] - ===> Epoch[354](9191/26): Loss -0.2134, Sem 0.0837, dir -0.6216, norm 0.3245, swav 0.0000 LR: 1.041e-02 Score 97.156 Data time: 0.3002, Forward time: 2.2633, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 6.3966 [2020-11-09 05:03:19,141][root][INFO] - ===> Epoch[354](9192/26): Loss -0.1754, Sem 0.1128, dir -0.6278, norm 0.3396, swav 0.0000 LR: 1.040e-02 Score 96.218 Data time: 0.2449, Forward time: 2.2633, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.1616 [2020-11-09 05:03:24,514][root][INFO] - ===> Epoch[354](9193/26): Loss -0.2374, Sem 0.0855, dir -0.6560, norm 0.3331, swav 0.0000 LR: 1.039e-02 Score 97.093 Data time: 0.2584, Forward time: 2.2633, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.2474 [2020-11-09 05:03:30,243][root][INFO] - ===> Epoch[354](9194/26): Loss -0.1934, Sem 0.0983, dir -0.6439, norm 0.3522, swav 0.0000 LR: 1.038e-02 Score 96.463 Data time: 0.1778, Forward time: 2.2633, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.5946 [2020-11-09 05:03:36,596][root][INFO] - ===> Epoch[354](9195/26): Loss -0.1540, Sem 0.1032, dir -0.6162, norm 0.3589, swav 0.0000 LR: 1.037e-02 Score 96.227 Data time: 0.1605, Forward time: 2.2632, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 6.2354 [2020-11-09 05:03:42,551][root][INFO] - ===> Epoch[354](9196/26): Loss -0.1349, Sem 0.0986, dir -0.6039, norm 0.3703, swav 0.0000 LR: 1.036e-02 Score 96.665 Data time: 0.2034, Forward time: 2.2632, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.9114 [2020-11-09 05:03:48,731][root][INFO] - ===> Epoch[354](9197/26): Loss -0.1880, Sem 0.0778, dir -0.6141, norm 0.3483, swav 0.0000 LR: 1.034e-02 Score 97.341 Data time: 0.2589, Forward time: 2.2633, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 6.0641 [2020-11-09 05:03:53,924][root][INFO] - ===> Epoch[354](9198/26): Loss -0.1811, Sem 0.0978, dir -0.6335, norm 0.3545, swav 0.0000 LR: 1.033e-02 Score 96.503 Data time: 0.2094, Forward time: 2.2633, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.0418 [2020-11-09 05:03:59,019][root][INFO] - ===> Epoch[354](9199/26): Loss -0.1798, Sem 0.0736, dir -0.5817, norm 0.3283, swav 0.0000 LR: 1.032e-02 Score 97.993 Data time: 0.1965, Forward time: 2.2633, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.9698 [2020-11-09 05:04:04,587][root][INFO] - ===> Epoch[354](9200/26): Loss -0.2112, Sem 0.0759, dir -0.6105, norm 0.3233, swav 0.0000 LR: 1.031e-02 Score 97.355 Data time: 0.1950, Forward time: 2.2632, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.4688 [2020-11-09 05:04:10,923][root][INFO] - ===> Epoch[354](9201/26): Loss -0.1779, Sem 0.0921, dir -0.6084, norm 0.3384, swav 0.0000 LR: 1.030e-02 Score 97.474 Data time: 0.1639, Forward time: 2.2632, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 6.2149 [2020-11-09 05:04:16,300][root][INFO] - ===> Epoch[354](9202/26): Loss -0.2606, Sem 0.0684, dir -0.6539, norm 0.3248, swav 0.0000 LR: 1.029e-02 Score 97.625 Data time: 0.1671, Forward time: 2.2631, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.2598 [2020-11-09 05:04:23,936][root][INFO] - ===> Epoch[354](9203/26): Loss -0.1892, Sem 0.1005, dir -0.6556, norm 0.3658, swav 0.0000 LR: 1.027e-02 Score 96.620 Data time: 0.2605, Forward time: 2.2632, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 7.5242 [2020-11-09 05:04:31,138][root][INFO] - ===> Epoch[354](9204/26): Loss -0.1707, Sem 0.0994, dir -0.6219, norm 0.3518, swav 0.0000 LR: 1.026e-02 Score 96.672 Data time: 0.3159, Forward time: 2.2633, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 7.0724 [2020-11-09 05:04:36,774][root][INFO] - ===> Epoch[355](9205/26): Loss -0.2424, Sem 0.0985, dir -0.6480, norm 0.3070, swav 0.0000 LR: 1.025e-02 Score 96.652 Data time: 0.1938, Forward time: 2.2633, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.4969 [2020-11-09 05:04:42,020][root][INFO] - ===> Epoch[355](9206/26): Loss -0.2386, Sem 0.0831, dir -0.6454, norm 0.3236, swav 0.0000 LR: 1.024e-02 Score 97.454 Data time: 0.2388, Forward time: 2.2633, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 5.1414 [2020-11-09 05:04:46,530][root][INFO] - ===> Epoch[355](9207/26): Loss -0.2303, Sem 0.1034, dir -0.7014, norm 0.3676, swav 0.0000 LR: 1.023e-02 Score 96.636 Data time: 0.1907, Forward time: 2.2633, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 4.3737 [2020-11-09 05:04:52,153][root][INFO] - ===> Epoch[355](9208/26): Loss -0.1870, Sem 0.1108, dir -0.6502, norm 0.3524, swav 0.0000 LR: 1.022e-02 Score 96.347 Data time: 0.2774, Forward time: 2.2633, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.5159 [2020-11-09 05:04:57,188][root][INFO] - ===> Epoch[355](9209/26): Loss -0.2369, Sem 0.0815, dir -0.6556, norm 0.3372, swav 0.0000 LR: 1.021e-02 Score 96.995 Data time: 0.1919, Forward time: 2.2633, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.8980 [2020-11-09 05:05:01,954][root][INFO] - ===> Epoch[355](9210/26): Loss -0.2164, Sem 0.0939, dir -0.6236, norm 0.3133, swav 0.0000 LR: 1.019e-02 Score 97.132 Data time: 0.1494, Forward time: 2.2632, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.6601 [2020-11-09 05:05:07,709][root][INFO] - ===> Epoch[355](9211/26): Loss -0.1673, Sem 0.0980, dir -0.6415, norm 0.3762, swav 0.0000 LR: 1.018e-02 Score 96.689 Data time: 0.2424, Forward time: 2.2632, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.6870 [2020-11-09 05:05:14,397][root][INFO] - ===> Epoch[355](9212/26): Loss -0.1685, Sem 0.0852, dir -0.5838, norm 0.3301, swav 0.0000 LR: 1.017e-02 Score 96.983 Data time: 0.2393, Forward time: 2.2632, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 6.5650 [2020-11-09 05:05:20,358][root][INFO] - ===> Epoch[355](9213/26): Loss -0.2279, Sem 0.0953, dir -0.6417, norm 0.3185, swav 0.0000 LR: 1.016e-02 Score 97.145 Data time: 0.1915, Forward time: 2.2632, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.8283 [2020-11-09 05:05:26,439][root][INFO] - ===> Epoch[355](9214/26): Loss -0.2366, Sem 0.0834, dir -0.6530, norm 0.3329, swav 0.0000 LR: 1.015e-02 Score 97.273 Data time: 0.3014, Forward time: 2.2633, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.9639 [2020-11-09 05:05:33,055][root][INFO] - ===> Epoch[355](9215/26): Loss -0.1408, Sem 0.1092, dir -0.6010, norm 0.3511, swav 0.0000 LR: 1.014e-02 Score 95.973 Data time: 0.3138, Forward time: 2.2634, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 6.4887 [2020-11-09 05:05:37,983][root][INFO] - ===> Epoch[355](9216/26): Loss -0.1937, Sem 0.0981, dir -0.6230, norm 0.3312, swav 0.0000 LR: 1.012e-02 Score 96.814 Data time: 0.2083, Forward time: 2.2634, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.7895 [2020-11-09 05:05:43,480][root][INFO] - ===> Epoch[355](9217/26): Loss -0.2284, Sem 0.0866, dir -0.6545, norm 0.3395, swav 0.0000 LR: 1.011e-02 Score 96.723 Data time: 0.2700, Forward time: 2.2634, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.3584 [2020-11-09 05:05:48,116][root][INFO] - ===> Epoch[355](9218/26): Loss -0.2288, Sem 0.0818, dir -0.6242, norm 0.3137, swav 0.0000 LR: 1.010e-02 Score 97.041 Data time: 0.1927, Forward time: 2.2634, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.4978 [2020-11-09 05:05:52,814][root][INFO] - ===> Epoch[355](9219/26): Loss -0.2489, Sem 0.1034, dir -0.6691, norm 0.3168, swav 0.0000 LR: 1.009e-02 Score 96.580 Data time: 0.1611, Forward time: 2.2634, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.5786 [2020-11-09 05:05:59,192][root][INFO] - ===> Epoch[355](9220/26): Loss -0.2433, Sem 0.0746, dir -0.6463, norm 0.3283, swav 0.0000 LR: 1.008e-02 Score 97.341 Data time: 0.1825, Forward time: 2.2633, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.2796 [2020-11-09 05:06:03,769][root][INFO] - ===> Epoch[355](9221/26): Loss -0.2069, Sem 0.0965, dir -0.6127, norm 0.3093, swav 0.0000 LR: 1.007e-02 Score 96.603 Data time: 0.2054, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.4955 [2020-11-09 05:06:09,381][root][INFO] - ===> Epoch[355](9222/26): Loss -0.2208, Sem 0.0876, dir -0.6551, norm 0.3467, swav 0.0000 LR: 1.005e-02 Score 96.960 Data time: 0.1936, Forward time: 2.2632, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.4920 [2020-11-09 05:06:15,046][root][INFO] - ===> Epoch[355](9223/26): Loss -0.2094, Sem 0.0769, dir -0.6326, norm 0.3464, swav 0.0000 LR: 1.004e-02 Score 97.407 Data time: 0.2681, Forward time: 2.2633, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.5511 [2020-11-09 05:06:20,105][root][INFO] - ===> Epoch[355](9224/26): Loss -0.2480, Sem 0.0869, dir -0.6700, norm 0.3350, swav 0.0000 LR: 1.003e-02 Score 96.682 Data time: 0.2077, Forward time: 2.2633, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.9240 [2020-11-09 05:06:25,637][root][INFO] - ===> Epoch[355](9225/26): Loss -0.2128, Sem 0.0877, dir -0.6387, norm 0.3381, swav 0.0000 LR: 1.002e-02 Score 96.868 Data time: 0.2474, Forward time: 2.2633, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.4087 [2020-11-09 05:06:31,932][root][INFO] - ===> Epoch[355](9226/26): Loss -0.1947, Sem 0.0825, dir -0.6452, norm 0.3679, swav 0.0000 LR: 1.001e-02 Score 97.461 Data time: 0.2996, Forward time: 2.2634, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.1708 [2020-11-09 05:06:38,139][root][INFO] - ===> Epoch[355](9227/26): Loss -0.1618, Sem 0.0978, dir -0.6189, norm 0.3592, swav 0.0000 LR: 9.996e-03 Score 97.238 Data time: 0.2120, Forward time: 2.2634, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.0882 [2020-11-09 05:06:44,427][root][INFO] - ===> Epoch[355](9228/26): Loss -0.1435, Sem 0.0774, dir -0.5509, norm 0.3301, swav 0.0000 LR: 9.984e-03 Score 97.049 Data time: 0.1958, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.1806 [2020-11-09 05:06:50,851][root][INFO] - ===> Epoch[355](9229/26): Loss -0.2546, Sem 0.0669, dir -0.6521, norm 0.3307, swav 0.0000 LR: 9.973e-03 Score 97.895 Data time: 0.1747, Forward time: 2.2634, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.3326 [2020-11-09 05:06:56,335][root][INFO] - ===> Epoch[355](9230/26): Loss -0.1983, Sem 0.0755, dir -0.6393, norm 0.3655, swav 0.0000 LR: 9.961e-03 Score 97.473 Data time: 0.1863, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.3977 [2020-11-09 05:07:02,398][root][INFO] - ===> Epoch[356](9231/26): Loss -0.2043, Sem 0.0720, dir -0.6512, norm 0.3749, swav 0.0000 LR: 9.950e-03 Score 97.325 Data time: 0.1870, Forward time: 2.2633, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.9598 [2020-11-09 05:07:07,356][root][INFO] - ===> Epoch[356](9232/26): Loss -0.1420, Sem 0.1128, dir -0.5924, norm 0.3376, swav 0.0000 LR: 9.938e-03 Score 95.886 Data time: 0.2045, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.8818 [2020-11-09 05:07:12,701][root][INFO] - ===> Epoch[356](9233/26): Loss -0.1868, Sem 0.0916, dir -0.6164, norm 0.3380, swav 0.0000 LR: 9.926e-03 Score 96.744 Data time: 0.1909, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.2229 [2020-11-09 05:07:18,607][root][INFO] - ===> Epoch[356](9234/26): Loss -0.2186, Sem 0.0840, dir -0.6413, norm 0.3387, swav 0.0000 LR: 9.915e-03 Score 97.096 Data time: 0.2438, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.7868 [2020-11-09 05:07:25,163][root][INFO] - ===> Epoch[356](9235/26): Loss -0.1678, Sem 0.0906, dir -0.6437, norm 0.3853, swav 0.0000 LR: 9.903e-03 Score 96.865 Data time: 0.3446, Forward time: 2.2634, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.4329 [2020-11-09 05:07:30,224][root][INFO] - ===> Epoch[356](9236/26): Loss -0.2589, Sem 0.1151, dir -0.6879, norm 0.3140, swav 0.0000 LR: 9.891e-03 Score 96.238 Data time: 0.2181, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.9056 [2020-11-09 05:07:36,876][root][INFO] - ===> Epoch[356](9237/26): Loss -0.1517, Sem 0.0779, dir -0.6054, norm 0.3758, swav 0.0000 LR: 9.880e-03 Score 96.903 Data time: 0.2047, Forward time: 2.2634, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.5304 [2020-11-09 05:07:43,397][root][INFO] - ===> Epoch[356](9238/26): Loss -0.2059, Sem 0.0818, dir -0.6248, norm 0.3371, swav 0.0000 LR: 9.868e-03 Score 97.201 Data time: 0.2651, Forward time: 2.2634, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.3909 [2020-11-09 05:07:47,954][root][INFO] - ===> Epoch[356](9239/26): Loss -0.2067, Sem 0.1170, dir -0.6460, norm 0.3222, swav 0.0000 LR: 9.856e-03 Score 95.806 Data time: 0.2189, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.4226 [2020-11-09 05:07:54,171][root][INFO] - ===> Epoch[356](9240/26): Loss -0.1687, Sem 0.0990, dir -0.6063, norm 0.3386, swav 0.0000 LR: 9.845e-03 Score 96.904 Data time: 0.1852, Forward time: 2.2634, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.1007 [2020-11-09 05:07:58,438][root][INFO] - ===> Epoch[356](9241/26): Loss -0.1822, Sem 0.1096, dir -0.6165, norm 0.3246, swav 0.0000 LR: 9.833e-03 Score 96.119 Data time: 0.1554, Forward time: 2.2633, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.1441 [2020-11-09 05:08:03,672][root][INFO] - ===> Epoch[356](9242/26): Loss -0.2441, Sem 0.0746, dir -0.6589, norm 0.3403, swav 0.0000 LR: 9.822e-03 Score 97.154 Data time: 0.1818, Forward time: 2.2633, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.1334 [2020-11-09 05:08:08,700][root][INFO] - ===> Epoch[356](9243/26): Loss -0.2181, Sem 0.0956, dir -0.6325, norm 0.3189, swav 0.0000 LR: 9.810e-03 Score 96.513 Data time: 0.1970, Forward time: 2.2633, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.9045 [2020-11-09 05:08:13,349][root][INFO] - ===> Epoch[356](9244/26): Loss -0.1967, Sem 0.0744, dir -0.6253, norm 0.3543, swav 0.0000 LR: 9.798e-03 Score 97.501 Data time: 0.2102, Forward time: 2.2633, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.5335 [2020-11-09 05:08:19,005][root][INFO] - ===> Epoch[356](9245/26): Loss -0.2250, Sem 0.0756, dir -0.6488, norm 0.3481, swav 0.0000 LR: 9.787e-03 Score 97.285 Data time: 0.2079, Forward time: 2.2633, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.5364 [2020-11-09 05:08:25,527][root][INFO] - ===> Epoch[356](9246/26): Loss -0.1873, Sem 0.0708, dir -0.6261, norm 0.3679, swav 0.0000 LR: 9.775e-03 Score 98.004 Data time: 0.3132, Forward time: 2.2634, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.4056 [2020-11-09 05:08:30,503][root][INFO] - ===> Epoch[356](9247/26): Loss -0.1927, Sem 0.1145, dir -0.6731, norm 0.3659, swav 0.0000 LR: 9.763e-03 Score 95.686 Data time: 0.1522, Forward time: 2.2633, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.8070 [2020-11-09 05:08:35,595][root][INFO] - ===> Epoch[356](9248/26): Loss -0.2695, Sem 0.0814, dir -0.6625, norm 0.3116, swav 0.0000 LR: 9.752e-03 Score 97.261 Data time: 0.1659, Forward time: 2.2633, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.9947 [2020-11-09 05:08:41,845][root][INFO] - ===> Epoch[356](9249/26): Loss -0.2443, Sem 0.0859, dir -0.6761, norm 0.3459, swav 0.0000 LR: 9.740e-03 Score 97.095 Data time: 0.2118, Forward time: 2.2632, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.1495 [2020-11-09 05:08:46,544][root][INFO] - ===> Epoch[356](9250/26): Loss -0.2167, Sem 0.1057, dir -0.6572, norm 0.3348, swav 0.0000 LR: 9.728e-03 Score 96.436 Data time: 0.2245, Forward time: 2.2633, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.6010 [2020-11-09 05:08:52,835][root][INFO] - ===> Epoch[356](9251/26): Loss -0.2227, Sem 0.0969, dir -0.6454, norm 0.3259, swav 0.0000 LR: 9.717e-03 Score 96.619 Data time: 0.2852, Forward time: 2.2633, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.1803 [2020-11-09 05:08:59,385][root][INFO] - ===> Epoch[356](9252/26): Loss -0.2472, Sem 0.0794, dir -0.6655, norm 0.3389, swav 0.0000 LR: 9.705e-03 Score 96.926 Data time: 0.1898, Forward time: 2.2633, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.4123 [2020-11-09 05:09:05,934][root][INFO] - ===> Epoch[356](9253/26): Loss -0.2313, Sem 0.0811, dir -0.6293, norm 0.3169, swav 0.0000 LR: 9.693e-03 Score 97.291 Data time: 0.3118, Forward time: 2.2634, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.4293 [2020-11-09 05:09:13,507][root][INFO] - ===> Epoch[356](9254/26): Loss -0.1509, Sem 0.0819, dir -0.5919, norm 0.3591, swav 0.0000 LR: 9.682e-03 Score 96.998 Data time: 0.3631, Forward time: 2.2636, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 7.4092 [2020-11-09 05:09:19,597][root][INFO] - ===> Epoch[356](9255/26): Loss -0.1580, Sem 0.0945, dir -0.5821, norm 0.3297, swav 0.0000 LR: 9.670e-03 Score 96.490 Data time: 0.2159, Forward time: 2.2636, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.9411 [2020-11-09 05:09:26,054][root][INFO] - ===> Epoch[356](9256/26): Loss -0.1829, Sem 0.0908, dir -0.6252, norm 0.3514, swav 0.0000 LR: 9.658e-03 Score 96.996 Data time: 0.1920, Forward time: 2.2635, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.3335 [2020-11-09 05:09:31,410][root][INFO] - ===> Epoch[357](9257/26): Loss -0.1946, Sem 0.0768, dir -0.6113, norm 0.3399, swav 0.0000 LR: 9.647e-03 Score 97.393 Data time: 0.2367, Forward time: 2.2636, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.2737 [2020-11-09 05:09:37,775][root][INFO] - ===> Epoch[357](9258/26): Loss -0.2286, Sem 0.0675, dir -0.6563, norm 0.3602, swav 0.0000 LR: 9.635e-03 Score 97.788 Data time: 0.1386, Forward time: 2.2635, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.2355 [2020-11-09 05:09:43,471][root][INFO] - ===> Epoch[357](9259/26): Loss -0.2148, Sem 0.0872, dir -0.6462, norm 0.3441, swav 0.0000 LR: 9.623e-03 Score 97.341 Data time: 0.1638, Forward time: 2.2635, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.6322 [2020-11-09 05:09:48,640][root][INFO] - ===> Epoch[357](9260/26): Loss -0.2312, Sem 0.0845, dir -0.6477, norm 0.3320, swav 0.0000 LR: 9.612e-03 Score 96.999 Data time: 0.1788, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.0707 [2020-11-09 05:09:53,657][root][INFO] - ===> Epoch[357](9261/26): Loss -0.2590, Sem 0.0823, dir -0.6569, norm 0.3156, swav 0.0000 LR: 9.600e-03 Score 97.589 Data time: 0.1674, Forward time: 2.2634, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.9185 [2020-11-09 05:09:59,870][root][INFO] - ===> Epoch[357](9262/26): Loss -0.2597, Sem 0.0774, dir -0.6519, norm 0.3148, swav 0.0000 LR: 9.588e-03 Score 96.976 Data time: 0.1606, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.1345 [2020-11-09 05:10:04,958][root][INFO] - ===> Epoch[357](9263/26): Loss -0.2734, Sem 0.0976, dir -0.7079, norm 0.3369, swav 0.0000 LR: 9.577e-03 Score 97.108 Data time: 0.1886, Forward time: 2.2633, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.9930 [2020-11-09 05:10:10,046][root][INFO] - ===> Epoch[357](9264/26): Loss -0.1892, Sem 0.1074, dir -0.6636, norm 0.3670, swav 0.0000 LR: 9.565e-03 Score 95.731 Data time: 0.1879, Forward time: 2.2632, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.9869 [2020-11-09 05:10:14,733][root][INFO] - ===> Epoch[357](9265/26): Loss -0.2480, Sem 0.0754, dir -0.6294, norm 0.3060, swav 0.0000 LR: 9.553e-03 Score 97.405 Data time: 0.2319, Forward time: 2.2633, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.6068 [2020-11-09 05:10:20,023][root][INFO] - ===> Epoch[357](9266/26): Loss -0.1713, Sem 0.0914, dir -0.5861, norm 0.3233, swav 0.0000 LR: 9.542e-03 Score 96.303 Data time: 0.2445, Forward time: 2.2633, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.1898 [2020-11-09 05:10:25,414][root][INFO] - ===> Epoch[357](9267/26): Loss -0.2053, Sem 0.1103, dir -0.6565, norm 0.3409, swav 0.0000 LR: 9.530e-03 Score 96.504 Data time: 0.1310, Forward time: 2.2632, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.2693 [2020-11-09 05:10:29,827][root][INFO] - ===> Epoch[357](9268/26): Loss -0.1609, Sem 0.1060, dir -0.5917, norm 0.3248, swav 0.0000 LR: 9.518e-03 Score 96.498 Data time: 0.2222, Forward time: 2.2632, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.3473 [2020-11-09 05:10:35,995][root][INFO] - ===> Epoch[357](9269/26): Loss -0.2122, Sem 0.1015, dir -0.6228, norm 0.3090, swav 0.0000 LR: 9.507e-03 Score 96.843 Data time: 0.2912, Forward time: 2.2632, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.0641 [2020-11-09 05:10:41,244][root][INFO] - ===> Epoch[357](9270/26): Loss -0.1994, Sem 0.0896, dir -0.6667, norm 0.3778, swav 0.0000 LR: 9.495e-03 Score 96.274 Data time: 0.1909, Forward time: 2.2632, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.1151 [2020-11-09 05:10:47,001][root][INFO] - ===> Epoch[357](9271/26): Loss -0.1650, Sem 0.0700, dir -0.5760, norm 0.3409, swav 0.0000 LR: 9.483e-03 Score 97.515 Data time: 0.2054, Forward time: 2.2632, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.6512 [2020-11-09 05:10:53,228][root][INFO] - ===> Epoch[357](9272/26): Loss -0.2192, Sem 0.0794, dir -0.6074, norm 0.3087, swav 0.0000 LR: 9.471e-03 Score 97.252 Data time: 0.1840, Forward time: 2.2632, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.0834 [2020-11-09 05:10:58,404][root][INFO] - ===> Epoch[357](9273/26): Loss -0.2190, Sem 0.0725, dir -0.6465, norm 0.3550, swav 0.0000 LR: 9.460e-03 Score 97.632 Data time: 0.1857, Forward time: 2.2632, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.0568 [2020-11-09 05:11:02,763][root][INFO] - ===> Epoch[357](9274/26): Loss -0.2715, Sem 0.0821, dir -0.6841, norm 0.3305, swav 0.0000 LR: 9.448e-03 Score 96.982 Data time: 0.1704, Forward time: 2.2631, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.2447 [2020-11-09 05:11:09,425][root][INFO] - ===> Epoch[357](9275/26): Loss -0.2163, Sem 0.0855, dir -0.6809, norm 0.3791, swav 0.0000 LR: 9.436e-03 Score 96.965 Data time: 0.2502, Forward time: 2.2632, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.5508 [2020-11-09 05:11:14,906][root][INFO] - ===> Epoch[357](9276/26): Loss -0.1936, Sem 0.0912, dir -0.6715, norm 0.3867, swav 0.0000 LR: 9.425e-03 Score 97.034 Data time: 0.2168, Forward time: 2.2632, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.3289 [2020-11-09 05:11:20,733][root][INFO] - ===> Epoch[357](9277/26): Loss -0.1992, Sem 0.1043, dir -0.6327, norm 0.3292, swav 0.0000 LR: 9.413e-03 Score 96.692 Data time: 0.2162, Forward time: 2.2632, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.6885 [2020-11-09 05:11:25,243][root][INFO] - ===> Epoch[357](9278/26): Loss -0.1802, Sem 0.0941, dir -0.5870, norm 0.3127, swav 0.0000 LR: 9.401e-03 Score 96.481 Data time: 0.2307, Forward time: 2.2632, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 4.3917 [2020-11-09 05:11:30,952][root][INFO] - ===> Epoch[357](9279/26): Loss -0.2468, Sem 0.0666, dir -0.6437, norm 0.3303, swav 0.0000 LR: 9.390e-03 Score 97.519 Data time: 0.2697, Forward time: 2.2632, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.6062 [2020-11-09 05:11:37,415][root][INFO] - ===> Epoch[357](9280/26): Loss -0.2120, Sem 0.0811, dir -0.6302, norm 0.3371, swav 0.0000 LR: 9.378e-03 Score 97.100 Data time: 0.2173, Forward time: 2.2632, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.3338 [2020-11-09 05:11:44,243][root][INFO] - ===> Epoch[357](9281/26): Loss -0.2465, Sem 0.0997, dir -0.6586, norm 0.3123, swav 0.0000 LR: 9.366e-03 Score 96.584 Data time: 0.3507, Forward time: 2.2633, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.7110 [2020-11-09 05:11:50,880][root][INFO] - ===> Epoch[357](9282/26): Loss -0.1360, Sem 0.0983, dir -0.5935, norm 0.3591, swav 0.0000 LR: 9.354e-03 Score 96.843 Data time: 0.1743, Forward time: 2.2633, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.5142 [2020-11-09 05:11:56,642][root][INFO] - ===> Epoch[358](9283/26): Loss -0.2355, Sem 0.0825, dir -0.6438, norm 0.3257, swav 0.0000 LR: 9.343e-03 Score 97.308 Data time: 0.1980, Forward time: 2.2633, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.6537 [2020-11-09 05:12:02,068][root][INFO] - ===> Epoch[358](9284/26): Loss -0.2193, Sem 0.0865, dir -0.6404, norm 0.3346, swav 0.0000 LR: 9.331e-03 Score 96.811 Data time: 0.1798, Forward time: 2.2632, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.2948 [2020-11-09 05:12:06,782][root][INFO] - ===> Epoch[358](9285/26): Loss -0.2162, Sem 0.1007, dir -0.6501, norm 0.3332, swav 0.0000 LR: 9.319e-03 Score 96.130 Data time: 0.2486, Forward time: 2.2632, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.6037 [2020-11-09 05:12:12,940][root][INFO] - ===> Epoch[358](9286/26): Loss -0.1949, Sem 0.0781, dir -0.6321, norm 0.3592, swav 0.0000 LR: 9.308e-03 Score 97.257 Data time: 0.2648, Forward time: 2.2633, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.0399 [2020-11-09 05:12:20,188][root][INFO] - ===> Epoch[358](9287/26): Loss -0.1860, Sem 0.0954, dir -0.6442, norm 0.3628, swav 0.0000 LR: 9.296e-03 Score 96.929 Data time: 0.2064, Forward time: 2.2633, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 7.0927 [2020-11-09 05:12:26,666][root][INFO] - ===> Epoch[358](9288/26): Loss -0.1616, Sem 0.1027, dir -0.5988, norm 0.3345, swav 0.0000 LR: 9.284e-03 Score 95.949 Data time: 0.1910, Forward time: 2.2633, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.3619 [2020-11-09 05:12:33,121][root][INFO] - ===> Epoch[358](9289/26): Loss -0.2321, Sem 0.0799, dir -0.6257, norm 0.3137, swav 0.0000 LR: 9.272e-03 Score 97.169 Data time: 0.1607, Forward time: 2.2632, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.3435 [2020-11-09 05:12:38,558][root][INFO] - ===> Epoch[358](9290/26): Loss -0.1656, Sem 0.1041, dir -0.6168, norm 0.3471, swav 0.0000 LR: 9.261e-03 Score 96.477 Data time: 0.1612, Forward time: 2.2631, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.3446 [2020-11-09 05:12:44,981][root][INFO] - ===> Epoch[358](9291/26): Loss -0.2522, Sem 0.0581, dir -0.6238, norm 0.3135, swav 0.0000 LR: 9.249e-03 Score 98.424 Data time: 0.2073, Forward time: 2.2631, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.3395 [2020-11-09 05:12:50,328][root][INFO] - ===> Epoch[358](9292/26): Loss -0.2054, Sem 0.0968, dir -0.6359, norm 0.3338, swav 0.0000 LR: 9.237e-03 Score 96.407 Data time: 0.1503, Forward time: 2.2631, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.1957 [2020-11-09 05:12:56,079][root][INFO] - ===> Epoch[358](9293/26): Loss -0.2015, Sem 0.0822, dir -0.6255, norm 0.3418, swav 0.0000 LR: 9.226e-03 Score 97.313 Data time: 0.2050, Forward time: 2.2631, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.6673 [2020-11-09 05:13:01,253][root][INFO] - ===> Epoch[358](9294/26): Loss -0.2080, Sem 0.0847, dir -0.6136, norm 0.3209, swav 0.0000 LR: 9.214e-03 Score 96.825 Data time: 0.1761, Forward time: 2.2630, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.0530 [2020-11-09 05:13:08,530][root][INFO] - ===> Epoch[358](9295/26): Loss -0.2237, Sem 0.0923, dir -0.6683, norm 0.3523, swav 0.0000 LR: 9.202e-03 Score 96.895 Data time: 0.1734, Forward time: 2.2630, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 7.1732 [2020-11-09 05:13:13,030][root][INFO] - ===> Epoch[358](9296/26): Loss -0.1831, Sem 0.0700, dir -0.6033, norm 0.3503, swav 0.0000 LR: 9.190e-03 Score 98.082 Data time: 0.1748, Forward time: 2.2629, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.3852 [2020-11-09 05:13:18,901][root][INFO] - ===> Epoch[358](9297/26): Loss -0.2579, Sem 0.0700, dir -0.6631, norm 0.3352, swav 0.0000 LR: 9.179e-03 Score 97.368 Data time: 0.1756, Forward time: 2.2629, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.7655 [2020-11-09 05:13:24,940][root][INFO] - ===> Epoch[358](9298/26): Loss -0.2435, Sem 0.0764, dir -0.6411, norm 0.3213, swav 0.0000 LR: 9.167e-03 Score 97.400 Data time: 0.2202, Forward time: 2.2629, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.9189 [2020-11-09 05:13:30,273][root][INFO] - ===> Epoch[358](9299/26): Loss -0.1795, Sem 0.0999, dir -0.6485, norm 0.3691, swav 0.0000 LR: 9.155e-03 Score 96.823 Data time: 0.2984, Forward time: 2.2629, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.2179 [2020-11-09 05:13:35,845][root][INFO] - ===> Epoch[358](9300/26): Loss -0.1522, Sem 0.1082, dir -0.6013, norm 0.3409, swav 0.0000 LR: 9.143e-03 Score 96.038 Data time: 0.2624, Forward time: 2.2630, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.4624 [2020-11-09 05:13:40,934][root][INFO] - ===> Epoch[358](9301/26): Loss -0.1970, Sem 0.0689, dir -0.6287, norm 0.3628, swav 0.0000 LR: 9.132e-03 Score 97.891 Data time: 0.1935, Forward time: 2.2629, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.9456 [2020-11-09 05:13:46,594][root][INFO] - ===> Epoch[358](9302/26): Loss -0.1768, Sem 0.0900, dir -0.6076, norm 0.3408, swav 0.0000 LR: 9.120e-03 Score 97.460 Data time: 0.2052, Forward time: 2.2629, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.5487 [2020-11-09 05:13:52,304][root][INFO] - ===> Epoch[358](9303/26): Loss -0.2344, Sem 0.0799, dir -0.6174, norm 0.3031, swav 0.0000 LR: 9.108e-03 Score 96.966 Data time: 0.2643, Forward time: 2.2630, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.5966 [2020-11-09 05:13:58,808][root][INFO] - ===> Epoch[358](9304/26): Loss -0.1825, Sem 0.0869, dir -0.5986, norm 0.3292, swav 0.0000 LR: 9.096e-03 Score 96.989 Data time: 0.2713, Forward time: 2.2630, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.3926 [2020-11-09 05:14:04,523][root][INFO] - ===> Epoch[358](9305/26): Loss -0.1983, Sem 0.0828, dir -0.6203, norm 0.3393, swav 0.0000 LR: 9.085e-03 Score 97.048 Data time: 0.1741, Forward time: 2.2630, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.5693 [2020-11-09 05:14:11,947][root][INFO] - ===> Epoch[358](9306/26): Loss -0.2439, Sem 0.0834, dir -0.6729, norm 0.3456, swav 0.0000 LR: 9.073e-03 Score 97.192 Data time: 0.1944, Forward time: 2.2630, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 7.3156 [2020-11-09 05:14:16,371][root][INFO] - ===> Epoch[358](9307/26): Loss -0.1636, Sem 0.1251, dir -0.6376, norm 0.3488, swav 0.0000 LR: 9.061e-03 Score 95.993 Data time: 0.1858, Forward time: 2.2629, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.2863 [2020-11-09 05:14:22,260][root][INFO] - ===> Epoch[358](9308/26): Loss -0.2037, Sem 0.0934, dir -0.6461, norm 0.3490, swav 0.0000 LR: 9.049e-03 Score 96.403 Data time: 0.2298, Forward time: 2.2630, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.7873 [2020-11-09 05:14:27,945][root][INFO] - ===> Epoch[359](9309/26): Loss -0.2826, Sem 0.0816, dir -0.6712, norm 0.3070, swav 0.0000 LR: 9.038e-03 Score 97.352 Data time: 0.1420, Forward time: 2.2629, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.5299 [2020-11-09 05:14:33,045][root][INFO] - ===> Epoch[359](9310/26): Loss -0.2015, Sem 0.1051, dir -0.6672, norm 0.3606, swav 0.0000 LR: 9.026e-03 Score 96.706 Data time: 0.2687, Forward time: 2.2629, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.0147 [2020-11-09 05:14:38,851][root][INFO] - ===> Epoch[359](9311/26): Loss -0.1616, Sem 0.1072, dir -0.5945, norm 0.3256, swav 0.0000 LR: 9.014e-03 Score 96.613 Data time: 0.2106, Forward time: 2.2629, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.6875 [2020-11-09 05:14:45,485][root][INFO] - ===> Epoch[359](9312/26): Loss -0.2398, Sem 0.0891, dir -0.6579, norm 0.3290, swav 0.0000 LR: 9.002e-03 Score 97.235 Data time: 0.2243, Forward time: 2.2630, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 6.5015 [2020-11-09 05:14:50,674][root][INFO] - ===> Epoch[359](9313/26): Loss -0.1989, Sem 0.0743, dir -0.6226, norm 0.3494, swav 0.0000 LR: 8.991e-03 Score 97.606 Data time: 0.1735, Forward time: 2.2629, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.0426 [2020-11-09 05:14:55,729][root][INFO] - ===> Epoch[359](9314/26): Loss -0.1836, Sem 0.0833, dir -0.6223, norm 0.3555, swav 0.0000 LR: 8.979e-03 Score 97.001 Data time: 0.1782, Forward time: 2.2629, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.9691 [2020-11-09 05:15:00,717][root][INFO] - ===> Epoch[359](9315/26): Loss -0.2545, Sem 0.0811, dir -0.6766, norm 0.3410, swav 0.0000 LR: 8.967e-03 Score 97.321 Data time: 0.2314, Forward time: 2.2629, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.8929 [2020-11-09 05:15:06,752][root][INFO] - ===> Epoch[359](9316/26): Loss -0.1364, Sem 0.1054, dir -0.5881, norm 0.3463, swav 0.0000 LR: 8.955e-03 Score 96.449 Data time: 0.2406, Forward time: 2.2629, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.9138 [2020-11-09 05:15:11,982][root][INFO] - ===> Epoch[359](9317/26): Loss -0.2031, Sem 0.0774, dir -0.6482, norm 0.3677, swav 0.0000 LR: 8.944e-03 Score 97.253 Data time: 0.1700, Forward time: 2.2628, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.1085 [2020-11-09 05:15:17,620][root][INFO] - ===> Epoch[359](9318/26): Loss -0.1914, Sem 0.0817, dir -0.6394, norm 0.3662, swav 0.0000 LR: 8.932e-03 Score 97.204 Data time: 0.1979, Forward time: 2.2628, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.5285 [2020-11-09 05:15:22,911][root][INFO] - ===> Epoch[359](9319/26): Loss -0.2102, Sem 0.0920, dir -0.6374, norm 0.3352, swav 0.0000 LR: 8.920e-03 Score 96.928 Data time: 0.1597, Forward time: 2.2628, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.1542 [2020-11-09 05:15:28,779][root][INFO] - ===> Epoch[359](9320/26): Loss -0.2088, Sem 0.0848, dir -0.6100, norm 0.3164, swav 0.0000 LR: 8.908e-03 Score 96.521 Data time: 0.1655, Forward time: 2.2627, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.7525 [2020-11-09 05:15:36,442][root][INFO] - ===> Epoch[359](9321/26): Loss -0.2381, Sem 0.0804, dir -0.6559, norm 0.3374, swav 0.0000 LR: 8.896e-03 Score 97.540 Data time: 0.2023, Forward time: 2.2627, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 7.5797 [2020-11-09 05:15:42,393][root][INFO] - ===> Epoch[359](9322/26): Loss -0.2953, Sem 0.0794, dir -0.6986, norm 0.3239, swav 0.0000 LR: 8.885e-03 Score 96.883 Data time: 0.1494, Forward time: 2.2626, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.8211 [2020-11-09 05:15:48,401][root][INFO] - ===> Epoch[359](9323/26): Loss -0.2225, Sem 0.0873, dir -0.6563, norm 0.3465, swav 0.0000 LR: 8.873e-03 Score 96.882 Data time: 0.2019, Forward time: 2.2626, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.9228 [2020-11-09 05:15:54,284][root][INFO] - ===> Epoch[359](9324/26): Loss -0.1792, Sem 0.0858, dir -0.6090, norm 0.3440, swav 0.0000 LR: 8.861e-03 Score 96.933 Data time: 0.1975, Forward time: 2.2626, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 5.7650 [2020-11-09 05:15:59,454][root][INFO] - ===> Epoch[359](9325/26): Loss -0.2196, Sem 0.0810, dir -0.6133, norm 0.3127, swav 0.0000 LR: 8.849e-03 Score 96.944 Data time: 0.2333, Forward time: 2.2626, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.0434 [2020-11-09 05:16:04,581][root][INFO] - ===> Epoch[359](9326/26): Loss -0.2328, Sem 0.0915, dir -0.6617, norm 0.3374, swav 0.0000 LR: 8.838e-03 Score 96.605 Data time: 0.1941, Forward time: 2.2626, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 4.9994 [2020-11-09 05:16:09,585][root][INFO] - ===> Epoch[359](9327/26): Loss -0.2754, Sem 0.0716, dir -0.6897, norm 0.3427, swav 0.0000 LR: 8.826e-03 Score 97.667 Data time: 0.1766, Forward time: 2.2626, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 4.8933 [2020-11-09 05:16:14,541][root][INFO] - ===> Epoch[359](9328/26): Loss -0.2213, Sem 0.0971, dir -0.6530, norm 0.3346, swav 0.0000 LR: 8.814e-03 Score 96.465 Data time: 0.1849, Forward time: 2.2625, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 4.8538 [2020-11-09 05:16:19,826][root][INFO] - ===> Epoch[359](9329/26): Loss -0.1850, Sem 0.0993, dir -0.6331, norm 0.3488, swav 0.0000 LR: 8.802e-03 Score 96.553 Data time: 0.2484, Forward time: 2.2626, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.1653 [2020-11-09 05:16:25,416][root][INFO] - ===> Epoch[359](9330/26): Loss -0.1692, Sem 0.0612, dir -0.5849, norm 0.3546, swav 0.0000 LR: 8.790e-03 Score 97.889 Data time: 0.1512, Forward time: 2.2625, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.4483 [2020-11-09 05:16:31,046][root][INFO] - ===> Epoch[359](9331/26): Loss -0.2132, Sem 0.0840, dir -0.6255, norm 0.3283, swav 0.0000 LR: 8.779e-03 Score 96.600 Data time: 0.1780, Forward time: 2.2624, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.5164 [2020-11-09 05:16:36,752][root][INFO] - ===> Epoch[359](9332/26): Loss -0.2201, Sem 0.0871, dir -0.6460, norm 0.3389, swav 0.0000 LR: 8.767e-03 Score 97.013 Data time: 0.1675, Forward time: 2.2624, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 5.5955 [2020-11-09 05:16:42,099][root][INFO] - ===> Epoch[359](9333/26): Loss -0.1700, Sem 0.0787, dir -0.5996, norm 0.3509, swav 0.0000 LR: 8.755e-03 Score 97.616 Data time: 0.2469, Forward time: 2.2624, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.2592 [2020-11-09 05:16:48,854][root][INFO] - ===> Epoch[359](9334/26): Loss -0.2164, Sem 0.0649, dir -0.6162, norm 0.3349, swav 0.0000 LR: 8.743e-03 Score 97.829 Data time: 0.1717, Forward time: 2.2624, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 6.6207 [2020-11-09 05:16:54,452][root][INFO] - ===> Epoch[360](9335/26): Loss -0.1631, Sem 0.0839, dir -0.5947, norm 0.3477, swav 0.0000 LR: 8.731e-03 Score 97.714 Data time: 0.2319, Forward time: 2.2624, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 5.4759 [2020-11-09 05:17:00,570][root][INFO] - ===> Epoch[360](9336/26): Loss -0.1150, Sem 0.1177, dir -0.5828, norm 0.3502, swav 0.0000 LR: 8.720e-03 Score 96.107 Data time: 0.1374, Forward time: 2.2623, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.9970 [2020-11-09 05:17:07,293][root][INFO] - ===> Epoch[360](9337/26): Loss -0.2356, Sem 0.0956, dir -0.6845, norm 0.3534, swav 0.0000 LR: 8.708e-03 Score 96.677 Data time: 0.1486, Forward time: 2.2623, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 6.6144 [2020-11-09 05:17:13,254][root][INFO] - ===> Epoch[360](9338/26): Loss -0.2038, Sem 0.0664, dir -0.6037, norm 0.3334, swav 0.0000 LR: 8.696e-03 Score 97.756 Data time: 0.1748, Forward time: 2.2622, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 5.8359 [2020-11-09 05:17:18,787][root][INFO] - ===> Epoch[360](9339/26): Loss -0.2523, Sem 0.0663, dir -0.6674, norm 0.3489, swav 0.0000 LR: 8.684e-03 Score 97.472 Data time: 0.1994, Forward time: 2.2622, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 5.4175 [2020-11-09 05:17:24,490][root][INFO] - ===> Epoch[360](9340/26): Loss -0.1788, Sem 0.1012, dir -0.6204, norm 0.3404, swav 0.0000 LR: 8.672e-03 Score 96.715 Data time: 0.1854, Forward time: 2.2622, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 5.5672 [2020-11-09 05:17:29,714][root][INFO] - ===> Epoch[360](9341/26): Loss -0.2557, Sem 0.0947, dir -0.6978, norm 0.3474, swav 0.0000 LR: 8.661e-03 Score 96.723 Data time: 0.1394, Forward time: 2.2621, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 5.1084 [2020-11-09 05:17:35,417][root][INFO] - ===> Epoch[360](9342/26): Loss -0.1960, Sem 0.0897, dir -0.6196, norm 0.3339, swav 0.0000 LR: 8.649e-03 Score 96.788 Data time: 0.1972, Forward time: 2.2621, Backward time: 3.0720, DDP time: 0.0051, Total iter time: 5.5901 [2020-11-09 05:17:41,014][root][INFO] - ===> Epoch[360](9343/26): Loss -0.1919, Sem 0.0928, dir -0.6303, norm 0.3456, swav 0.0000 LR: 8.637e-03 Score 96.995 Data time: 0.2151, Forward time: 2.2621, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 5.4710 [2020-11-09 05:17:45,886][root][INFO] - ===> Epoch[360](9344/26): Loss -0.2599, Sem 0.0856, dir -0.6824, norm 0.3368, swav 0.0000 LR: 8.625e-03 Score 97.463 Data time: 0.1502, Forward time: 2.2620, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 4.7405 [2020-11-09 05:17:51,372][root][INFO] - ===> Epoch[360](9345/26): Loss -0.2181, Sem 0.0892, dir -0.6427, norm 0.3354, swav 0.0000 LR: 8.613e-03 Score 97.158 Data time: 0.1772, Forward time: 2.2620, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 5.3734 [2020-11-09 05:17:56,634][root][INFO] - ===> Epoch[360](9346/26): Loss -0.1436, Sem 0.1021, dir -0.5992, norm 0.3534, swav 0.0000 LR: 8.602e-03 Score 96.415 Data time: 0.2230, Forward time: 2.2620, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 5.1386 [2020-11-09 05:18:01,833][root][INFO] - ===> Epoch[360](9347/26): Loss -0.2720, Sem 0.0868, dir -0.6941, norm 0.3352, swav 0.0000 LR: 8.590e-03 Score 96.777 Data time: 0.2508, Forward time: 2.2620, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.0540 [2020-11-09 05:18:07,030][root][INFO] - ===> Epoch[360](9348/26): Loss -0.2300, Sem 0.0928, dir -0.6532, norm 0.3304, swav 0.0000 LR: 8.578e-03 Score 96.813 Data time: 0.1833, Forward time: 2.2619, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.0684 [2020-11-09 05:18:11,503][root][INFO] - ===> Epoch[360](9349/26): Loss -0.2709, Sem 0.0904, dir -0.6855, norm 0.3241, swav 0.0000 LR: 8.566e-03 Score 97.322 Data time: 0.2053, Forward time: 2.2619, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 4.3730 [2020-11-09 05:18:16,878][root][INFO] - ===> Epoch[360](9350/26): Loss -0.1877, Sem 0.0839, dir -0.5945, norm 0.3228, swav 0.0000 LR: 8.554e-03 Score 97.026 Data time: 0.1939, Forward time: 2.2619, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 5.2705 [2020-11-09 05:18:22,035][root][INFO] - ===> Epoch[360](9351/26): Loss -0.2067, Sem 0.0777, dir -0.6520, norm 0.3676, swav 0.0000 LR: 8.542e-03 Score 96.819 Data time: 0.2173, Forward time: 2.2619, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.0405 [2020-11-09 05:18:27,570][root][INFO] - ===> Epoch[360](9352/26): Loss -0.2197, Sem 0.0729, dir -0.6449, norm 0.3522, swav 0.0000 LR: 8.531e-03 Score 97.622 Data time: 0.1940, Forward time: 2.2619, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.4196 [2020-11-09 05:18:34,143][root][INFO] - ===> Epoch[360](9353/26): Loss -0.2307, Sem 0.0848, dir -0.6454, norm 0.3299, swav 0.0000 LR: 8.519e-03 Score 97.248 Data time: 0.2201, Forward time: 2.2619, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 6.4716 [2020-11-09 05:18:41,262][root][INFO] - ===> Epoch[360](9354/26): Loss -0.1695, Sem 0.0776, dir -0.6091, norm 0.3621, swav 0.0000 LR: 8.507e-03 Score 97.199 Data time: 0.1724, Forward time: 2.2618, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 6.9987 [2020-11-09 05:18:46,826][root][INFO] - ===> Epoch[360](9355/26): Loss -0.2092, Sem 0.0824, dir -0.6429, norm 0.3514, swav 0.0000 LR: 8.495e-03 Score 96.933 Data time: 0.2227, Forward time: 2.2618, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 5.4578 [2020-11-09 05:18:52,770][root][INFO] - ===> Epoch[360](9356/26): Loss -0.2307, Sem 0.0767, dir -0.6205, norm 0.3131, swav 0.0000 LR: 8.483e-03 Score 97.553 Data time: 0.2909, Forward time: 2.2619, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.8324 [2020-11-09 05:18:59,592][root][INFO] - ===> Epoch[360](9357/26): Loss -0.2401, Sem 0.0698, dir -0.6405, norm 0.3306, swav 0.0000 LR: 8.471e-03 Score 97.766 Data time: 0.2284, Forward time: 2.2619, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 6.6989 [2020-11-09 05:19:04,815][root][INFO] - ===> Epoch[360](9358/26): Loss -0.2221, Sem 0.0699, dir -0.6244, norm 0.3324, swav 0.0000 LR: 8.460e-03 Score 97.614 Data time: 0.2438, Forward time: 2.2620, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.0833 [2020-11-09 05:19:10,999][root][INFO] - ===> Epoch[360](9359/26): Loss -0.1459, Sem 0.1167, dir -0.6254, norm 0.3629, swav 0.0000 LR: 8.448e-03 Score 96.804 Data time: 0.2114, Forward time: 2.2620, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 6.0808 [2020-11-09 05:19:16,506][root][INFO] - ===> Epoch[360](9360/26): Loss -0.2217, Sem 0.0800, dir -0.6247, norm 0.3230, swav 0.0000 LR: 8.436e-03 Score 97.543 Data time: 0.1819, Forward time: 2.2619, Backward time: 3.0719, DDP time: 0.0051, Total iter time: 5.3872 [2020-11-09 05:19:22,372][root][INFO] - ===> Epoch[361](9361/26): Loss -0.2079, Sem 0.0938, dir -0.6416, norm 0.3399, swav 0.0000 LR: 8.424e-03 Score 96.740 Data time: 0.2605, Forward time: 2.2620, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.7612 [2020-11-09 05:19:27,900][root][INFO] - ===> Epoch[361](9362/26): Loss -0.1978, Sem 0.0724, dir -0.5842, norm 0.3139, swav 0.0000 LR: 8.412e-03 Score 97.498 Data time: 0.1549, Forward time: 2.2619, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.3848 [2020-11-09 05:19:33,562][root][INFO] - ===> Epoch[361](9363/26): Loss -0.2260, Sem 0.0913, dir -0.6550, norm 0.3377, swav 0.0000 LR: 8.400e-03 Score 97.504 Data time: 0.2255, Forward time: 2.2620, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.5382 [2020-11-09 05:19:38,700][root][INFO] - ===> Epoch[361](9364/26): Loss -0.1830, Sem 0.0987, dir -0.6387, norm 0.3570, swav 0.0000 LR: 8.389e-03 Score 96.277 Data time: 0.1783, Forward time: 2.2619, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.0105 [2020-11-09 05:19:43,874][root][INFO] - ===> Epoch[361](9365/26): Loss -0.2315, Sem 0.1117, dir -0.6615, norm 0.3183, swav 0.0000 LR: 8.377e-03 Score 96.644 Data time: 0.1348, Forward time: 2.2618, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.0576 [2020-11-09 05:19:49,179][root][INFO] - ===> Epoch[361](9366/26): Loss -0.1861, Sem 0.0964, dir -0.6228, norm 0.3402, swav 0.0000 LR: 8.365e-03 Score 96.681 Data time: 0.2305, Forward time: 2.2618, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 5.2353 [2020-11-09 05:19:55,528][root][INFO] - ===> Epoch[361](9367/26): Loss -0.1957, Sem 0.0969, dir -0.6603, norm 0.3677, swav 0.0000 LR: 8.353e-03 Score 96.398 Data time: 0.2819, Forward time: 2.2619, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 6.2211 [2020-11-09 05:20:00,475][root][INFO] - ===> Epoch[361](9368/26): Loss -0.1354, Sem 0.1131, dir -0.6183, norm 0.3698, swav 0.0000 LR: 8.341e-03 Score 96.188 Data time: 0.1880, Forward time: 2.2619, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 4.7890 [2020-11-09 05:20:05,337][root][INFO] - ===> Epoch[361](9369/26): Loss -0.1976, Sem 0.0947, dir -0.6097, norm 0.3174, swav 0.0000 LR: 8.329e-03 Score 96.574 Data time: 0.1911, Forward time: 2.2619, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 4.7433 [2020-11-09 05:20:11,506][root][INFO] - ===> Epoch[361](9370/26): Loss -0.1332, Sem 0.0837, dir -0.5833, norm 0.3664, swav 0.0000 LR: 8.317e-03 Score 97.073 Data time: 0.2746, Forward time: 2.2619, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 6.0621 [2020-11-09 05:20:16,742][root][INFO] - ===> Epoch[361](9371/26): Loss -0.1840, Sem 0.1117, dir -0.6395, norm 0.3438, swav 0.0000 LR: 8.306e-03 Score 96.307 Data time: 0.2542, Forward time: 2.2620, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 5.1008 [2020-11-09 05:20:21,621][root][INFO] - ===> Epoch[361](9372/26): Loss -0.2358, Sem 0.0806, dir -0.6430, norm 0.3266, swav 0.0000 LR: 8.294e-03 Score 97.047 Data time: 0.1829, Forward time: 2.2619, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 4.7676 [2020-11-09 05:20:26,775][root][INFO] - ===> Epoch[361](9373/26): Loss -0.2901, Sem 0.0743, dir -0.6551, norm 0.2907, swav 0.0000 LR: 8.282e-03 Score 97.193 Data time: 0.1420, Forward time: 2.2619, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 5.0602 [2020-11-09 05:20:33,614][root][INFO] - ===> Epoch[361](9374/26): Loss -0.1734, Sem 0.0856, dir -0.5885, norm 0.3295, swav 0.0000 LR: 8.270e-03 Score 96.949 Data time: 0.1761, Forward time: 2.2618, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 6.7700 [2020-11-09 05:20:39,854][root][INFO] - ===> Epoch[361](9375/26): Loss -0.2104, Sem 0.0925, dir -0.6346, norm 0.3317, swav 0.0000 LR: 8.258e-03 Score 96.828 Data time: 0.1239, Forward time: 2.2617, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 6.1394 [2020-11-09 05:20:44,744][root][INFO] - ===> Epoch[361](9376/26): Loss -0.2445, Sem 0.0756, dir -0.6530, norm 0.3330, swav 0.0000 LR: 8.246e-03 Score 97.648 Data time: 0.1950, Forward time: 2.2617, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 4.8128 [2020-11-09 05:20:50,890][root][INFO] - ===> Epoch[361](9377/26): Loss -0.2016, Sem 0.0781, dir -0.6250, norm 0.3454, swav 0.0000 LR: 8.234e-03 Score 97.712 Data time: 0.2820, Forward time: 2.2618, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 6.0195 [2020-11-09 05:20:56,015][root][INFO] - ===> Epoch[361](9378/26): Loss -0.2005, Sem 0.0773, dir -0.6345, norm 0.3567, swav 0.0000 LR: 8.222e-03 Score 97.112 Data time: 0.2372, Forward time: 2.2618, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 4.9784 [2020-11-09 05:21:02,658][root][INFO] - ===> Epoch[361](9379/26): Loss -0.1633, Sem 0.0838, dir -0.6238, norm 0.3767, swav 0.0000 LR: 8.211e-03 Score 97.187 Data time: 0.1961, Forward time: 2.2618, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 6.5208 [2020-11-09 05:21:07,633][root][INFO] - ===> Epoch[361](9380/26): Loss -0.2630, Sem 0.0910, dir -0.6849, norm 0.3309, swav 0.0000 LR: 8.199e-03 Score 96.817 Data time: 0.2217, Forward time: 2.2618, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 4.8441 [2020-11-09 05:21:13,115][root][INFO] - ===> Epoch[361](9381/26): Loss -0.2121, Sem 0.0957, dir -0.6271, norm 0.3193, swav 0.0000 LR: 8.187e-03 Score 96.487 Data time: 0.1920, Forward time: 2.2618, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.3409 [2020-11-09 05:21:20,436][root][INFO] - ===> Epoch[361](9382/26): Loss -0.1199, Sem 0.0825, dir -0.5734, norm 0.3711, swav 0.0000 LR: 8.175e-03 Score 97.240 Data time: 0.2313, Forward time: 2.2618, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 7.1956 [2020-11-09 05:21:27,244][root][INFO] - ===> Epoch[361](9383/26): Loss -0.2421, Sem 0.0749, dir -0.6515, norm 0.3346, swav 0.0000 LR: 8.163e-03 Score 97.189 Data time: 0.2432, Forward time: 2.2619, Backward time: 3.0718, DDP time: 0.0051, Total iter time: 6.6683 [2020-11-09 05:21:32,083][root][INFO] - ===> Epoch[361](9384/26): Loss -0.2045, Sem 0.0812, dir -0.5986, norm 0.3129, swav 0.0000 LR: 8.151e-03 Score 97.137 Data time: 0.2369, Forward time: 2.2619, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 4.6971 [2020-11-09 05:21:38,358][root][INFO] - ===> Epoch[361](9385/26): Loss -0.1957, Sem 0.0772, dir -0.6300, norm 0.3571, swav 0.0000 LR: 8.139e-03 Score 97.098 Data time: 0.2836, Forward time: 2.2619, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 6.1615 [2020-11-09 05:21:43,423][root][INFO] - ===> Epoch[361](9386/26): Loss -0.2125, Sem 0.0901, dir -0.6343, norm 0.3317, swav 0.0000 LR: 8.127e-03 Score 96.894 Data time: 0.1816, Forward time: 2.2619, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 4.9211 [2020-11-09 05:21:48,462][root][INFO] - ===> Epoch[362](9387/26): Loss -0.2168, Sem 0.0781, dir -0.6507, norm 0.3558, swav 0.0000 LR: 8.115e-03 Score 96.982 Data time: 0.1841, Forward time: 2.2618, Backward time: 3.0717, DDP time: 0.0051, Total iter time: 4.9385 [2020-11-09 05:21:53,283][root][INFO] - ===> Epoch[362](9388/26): Loss -0.2202, Sem 0.1089, dir -0.6504, norm 0.3213, swav 0.0000 LR: 8.104e-03 Score 95.984 Data time: 0.1695, Forward time: 2.2618, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 4.7149 [2020-11-09 05:21:58,714][root][INFO] - ===> Epoch[362](9389/26): Loss -0.1421, Sem 0.0981, dir -0.5947, norm 0.3545, swav 0.0000 LR: 8.092e-03 Score 97.046 Data time: 0.2389, Forward time: 2.2618, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.3275 [2020-11-09 05:22:04,371][root][INFO] - ===> Epoch[362](9390/26): Loss -0.2017, Sem 0.0823, dir -0.6420, norm 0.3580, swav 0.0000 LR: 8.080e-03 Score 97.338 Data time: 0.2048, Forward time: 2.2618, Backward time: 3.0716, DDP time: 0.0051, Total iter time: 5.5122 [2020-11-09 05:22:09,278][root][INFO] - ===> Epoch[362](9391/26): Loss -0.2826, Sem 0.0752, dir -0.6825, norm 0.3246, swav 0.0000 LR: 8.068e-03 Score 97.069 Data time: 0.2345, Forward time: 2.2618, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 4.7794 [2020-11-09 05:22:15,066][root][INFO] - ===> Epoch[362](9392/26): Loss -0.2435, Sem 0.0944, dir -0.6874, norm 0.3495, swav 0.0000 LR: 8.056e-03 Score 96.776 Data time: 0.2585, Forward time: 2.2618, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.6730 [2020-11-09 05:22:19,634][root][INFO] - ===> Epoch[362](9393/26): Loss -0.2602, Sem 0.0750, dir -0.6815, norm 0.3464, swav 0.0000 LR: 8.044e-03 Score 97.265 Data time: 0.2618, Forward time: 2.2619, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.4512 [2020-11-09 05:22:24,327][root][INFO] - ===> Epoch[362](9394/26): Loss -0.1188, Sem 0.1137, dir -0.6247, norm 0.3922, swav 0.0000 LR: 8.032e-03 Score 96.159 Data time: 0.2122, Forward time: 2.2619, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.5848 [2020-11-09 05:22:30,162][root][INFO] - ===> Epoch[362](9395/26): Loss -0.2029, Sem 0.0830, dir -0.6421, norm 0.3562, swav 0.0000 LR: 8.020e-03 Score 97.552 Data time: 0.2356, Forward time: 2.2619, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.7119 [2020-11-09 05:22:37,361][root][INFO] - ===> Epoch[362](9396/26): Loss -0.2186, Sem 0.0824, dir -0.6578, norm 0.3569, swav 0.0000 LR: 8.008e-03 Score 97.164 Data time: 0.2288, Forward time: 2.2619, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 7.0524 [2020-11-09 05:22:43,140][root][INFO] - ===> Epoch[362](9397/26): Loss -0.2126, Sem 0.0907, dir -0.6372, norm 0.3339, swav 0.0000 LR: 7.996e-03 Score 96.593 Data time: 0.1883, Forward time: 2.2619, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.6524 [2020-11-09 05:22:49,187][root][INFO] - ===> Epoch[362](9398/26): Loss -0.2085, Sem 0.0584, dir -0.5844, norm 0.3175, swav 0.0000 LR: 7.984e-03 Score 98.113 Data time: 0.3108, Forward time: 2.2620, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.9557 [2020-11-09 05:22:54,226][root][INFO] - ===> Epoch[362](9399/26): Loss -0.2388, Sem 0.0902, dir -0.6568, norm 0.3278, swav 0.0000 LR: 7.973e-03 Score 96.816 Data time: 0.1965, Forward time: 2.2620, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.9049 [2020-11-09 05:22:59,172][root][INFO] - ===> Epoch[362](9400/26): Loss -0.2537, Sem 0.0714, dir -0.6765, norm 0.3513, swav 0.0000 LR: 7.961e-03 Score 97.549 Data time: 0.2085, Forward time: 2.2620, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.8150 [2020-11-09 05:23:04,637][root][INFO] - ===> Epoch[362](9401/26): Loss -0.2258, Sem 0.0692, dir -0.6227, norm 0.3278, swav 0.0000 LR: 7.949e-03 Score 97.381 Data time: 0.1856, Forward time: 2.2619, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.3426 [2020-11-09 05:23:09,947][root][INFO] - ===> Epoch[362](9402/26): Loss -0.2275, Sem 0.0980, dir -0.6198, norm 0.2942, swav 0.0000 LR: 7.937e-03 Score 96.550 Data time: 0.1895, Forward time: 2.2619, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.1874 [2020-11-09 05:23:15,269][root][INFO] - ===> Epoch[362](9403/26): Loss -0.2181, Sem 0.1025, dir -0.6414, norm 0.3208, swav 0.0000 LR: 7.925e-03 Score 96.445 Data time: 0.2192, Forward time: 2.2619, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.2268 [2020-11-09 05:23:20,988][root][INFO] - ===> Epoch[362](9404/26): Loss -0.1956, Sem 0.1016, dir -0.6479, norm 0.3506, swav 0.0000 LR: 7.913e-03 Score 96.822 Data time: 0.1933, Forward time: 2.2619, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.5915 [2020-11-09 05:23:26,819][root][INFO] - ===> Epoch[362](9405/26): Loss -0.1950, Sem 0.0955, dir -0.6370, norm 0.3465, swav 0.0000 LR: 7.901e-03 Score 96.528 Data time: 0.2762, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.6962 [2020-11-09 05:23:34,216][root][INFO] - ===> Epoch[362](9406/26): Loss -0.2699, Sem 0.0980, dir -0.6863, norm 0.3184, swav 0.0000 LR: 7.889e-03 Score 96.726 Data time: 0.3178, Forward time: 2.2620, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 7.2538 [2020-11-09 05:23:40,729][root][INFO] - ===> Epoch[362](9407/26): Loss -0.2243, Sem 0.0837, dir -0.6341, norm 0.3261, swav 0.0000 LR: 7.877e-03 Score 97.304 Data time: 0.1859, Forward time: 2.2620, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.3906 [2020-11-09 05:23:46,680][root][INFO] - ===> Epoch[362](9408/26): Loss -0.1811, Sem 0.0811, dir -0.6220, norm 0.3599, swav 0.0000 LR: 7.865e-03 Score 97.171 Data time: 0.1942, Forward time: 2.2620, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.8370 [2020-11-09 05:23:52,722][root][INFO] - ===> Epoch[362](9409/26): Loss -0.1914, Sem 0.0735, dir -0.6126, norm 0.3477, swav 0.0000 LR: 7.853e-03 Score 97.386 Data time: 0.2543, Forward time: 2.2620, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.9284 [2020-11-09 05:23:58,539][root][INFO] - ===> Epoch[362](9410/26): Loss -0.2006, Sem 0.1041, dir -0.6674, norm 0.3627, swav 0.0000 LR: 7.841e-03 Score 96.540 Data time: 0.1908, Forward time: 2.2620, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.6964 [2020-11-09 05:24:03,483][root][INFO] - ===> Epoch[362](9411/26): Loss -0.2459, Sem 0.0844, dir -0.6575, norm 0.3272, swav 0.0000 LR: 7.829e-03 Score 97.360 Data time: 0.1935, Forward time: 2.2620, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.8358 [2020-11-09 05:24:08,591][root][INFO] - ===> Epoch[362](9412/26): Loss -0.2146, Sem 0.0639, dir -0.6343, norm 0.3557, swav 0.0000 LR: 7.817e-03 Score 97.658 Data time: 0.2338, Forward time: 2.2620, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.9986 [2020-11-09 05:24:14,137][root][INFO] - ===> Epoch[363](9413/26): Loss -0.1724, Sem 0.0945, dir -0.6102, norm 0.3433, swav 0.0000 LR: 7.805e-03 Score 96.953 Data time: 0.2589, Forward time: 2.2620, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.4258 [2020-11-09 05:24:19,047][root][INFO] - ===> Epoch[363](9414/26): Loss -0.2245, Sem 0.0810, dir -0.6249, norm 0.3195, swav 0.0000 LR: 7.794e-03 Score 97.119 Data time: 0.2305, Forward time: 2.2621, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.7446 [2020-11-09 05:24:25,217][root][INFO] - ===> Epoch[363](9415/26): Loss -0.2760, Sem 0.0663, dir -0.6669, norm 0.3246, swav 0.0000 LR: 7.782e-03 Score 97.866 Data time: 0.2480, Forward time: 2.2621, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.0484 [2020-11-09 05:24:30,825][root][INFO] - ===> Epoch[363](9416/26): Loss -0.2222, Sem 0.0719, dir -0.6468, norm 0.3527, swav 0.0000 LR: 7.770e-03 Score 97.192 Data time: 0.2922, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.4748 [2020-11-09 05:24:36,494][root][INFO] - ===> Epoch[363](9417/26): Loss -0.2117, Sem 0.0788, dir -0.6375, norm 0.3470, swav 0.0000 LR: 7.758e-03 Score 96.777 Data time: 0.2488, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.5316 [2020-11-09 05:24:42,387][root][INFO] - ===> Epoch[363](9418/26): Loss -0.1963, Sem 0.0721, dir -0.6224, norm 0.3540, swav 0.0000 LR: 7.746e-03 Score 97.667 Data time: 0.1801, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.7775 [2020-11-09 05:24:47,782][root][INFO] - ===> Epoch[363](9419/26): Loss -0.2075, Sem 0.0809, dir -0.6337, norm 0.3452, swav 0.0000 LR: 7.734e-03 Score 97.206 Data time: 0.1985, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.2828 [2020-11-09 05:24:52,192][root][INFO] - ===> Epoch[363](9420/26): Loss -0.2739, Sem 0.0732, dir -0.6960, norm 0.3488, swav 0.0000 LR: 7.722e-03 Score 97.153 Data time: 0.1647, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.2989 [2020-11-09 05:24:56,748][root][INFO] - ===> Epoch[363](9421/26): Loss -0.2299, Sem 0.0837, dir -0.6224, norm 0.3087, swav 0.0000 LR: 7.710e-03 Score 97.480 Data time: 0.2445, Forward time: 2.2621, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.4702 [2020-11-09 05:25:03,591][root][INFO] - ===> Epoch[363](9422/26): Loss -0.1869, Sem 0.0747, dir -0.6413, norm 0.3796, swav 0.0000 LR: 7.698e-03 Score 97.353 Data time: 0.3244, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.7303 [2020-11-09 05:25:09,376][root][INFO] - ===> Epoch[363](9423/26): Loss -0.2121, Sem 0.1093, dir -0.6575, norm 0.3361, swav 0.0000 LR: 7.686e-03 Score 96.625 Data time: 0.1403, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.6770 [2020-11-09 05:25:15,270][root][INFO] - ===> Epoch[363](9424/26): Loss -0.1534, Sem 0.1187, dir -0.6280, norm 0.3559, swav 0.0000 LR: 7.674e-03 Score 95.910 Data time: 0.2449, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.8078 [2020-11-09 05:25:21,949][root][INFO] - ===> Epoch[363](9425/26): Loss -0.1631, Sem 0.0840, dir -0.6064, norm 0.3593, swav 0.0000 LR: 7.662e-03 Score 97.146 Data time: 0.3158, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.5290 [2020-11-09 05:25:27,752][root][INFO] - ===> Epoch[363](9426/26): Loss -0.2169, Sem 0.0899, dir -0.6231, norm 0.3163, swav 0.0000 LR: 7.650e-03 Score 97.469 Data time: 0.1579, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.6486 [2020-11-09 05:25:33,211][root][INFO] - ===> Epoch[363](9427/26): Loss -0.1888, Sem 0.1134, dir -0.6381, norm 0.3359, swav 0.0000 LR: 7.638e-03 Score 95.928 Data time: 0.1633, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.3371 [2020-11-09 05:25:39,515][root][INFO] - ===> Epoch[363](9428/26): Loss -0.1914, Sem 0.1010, dir -0.6369, norm 0.3444, swav 0.0000 LR: 7.626e-03 Score 96.162 Data time: 0.2990, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.2396 [2020-11-09 05:25:45,069][root][INFO] - ===> Epoch[363](9429/26): Loss -0.1807, Sem 0.0952, dir -0.5876, norm 0.3117, swav 0.0000 LR: 7.614e-03 Score 96.782 Data time: 0.2498, Forward time: 2.2623, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.4138 [2020-11-09 05:25:50,416][root][INFO] - ===> Epoch[363](9430/26): Loss -0.1504, Sem 0.1056, dir -0.6153, norm 0.3593, swav 0.0000 LR: 7.602e-03 Score 97.358 Data time: 0.1466, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.2101 [2020-11-09 05:25:55,307][root][INFO] - ===> Epoch[363](9431/26): Loss -0.2868, Sem 0.0753, dir -0.6707, norm 0.3086, swav 0.0000 LR: 7.590e-03 Score 97.298 Data time: 0.1968, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.8238 [2020-11-09 05:26:00,995][root][INFO] - ===> Epoch[363](9432/26): Loss -0.2752, Sem 0.0743, dir -0.6643, norm 0.3149, swav 0.0000 LR: 7.578e-03 Score 97.118 Data time: 0.2260, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.5847 [2020-11-09 05:26:06,276][root][INFO] - ===> Epoch[363](9433/26): Loss -0.2417, Sem 0.0777, dir -0.6431, norm 0.3236, swav 0.0000 LR: 7.566e-03 Score 97.216 Data time: 0.2242, Forward time: 2.2622, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.1580 [2020-11-09 05:26:13,529][root][INFO] - ===> Epoch[363](9434/26): Loss -0.2400, Sem 0.0951, dir -0.6914, norm 0.3563, swav 0.0000 LR: 7.554e-03 Score 97.075 Data time: 0.1510, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 7.1081 [2020-11-09 05:26:19,915][root][INFO] - ===> Epoch[363](9435/26): Loss -0.2310, Sem 0.0731, dir -0.6546, norm 0.3505, swav 0.0000 LR: 7.542e-03 Score 97.641 Data time: 0.2775, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.3195 [2020-11-09 05:26:25,962][root][INFO] - ===> Epoch[363](9436/26): Loss -0.2179, Sem 0.0808, dir -0.6163, norm 0.3175, swav 0.0000 LR: 7.530e-03 Score 97.120 Data time: 0.2659, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.9249 [2020-11-09 05:26:31,612][root][INFO] - ===> Epoch[363](9437/26): Loss -0.2119, Sem 0.0866, dir -0.6571, norm 0.3587, swav 0.0000 LR: 7.518e-03 Score 97.217 Data time: 0.2724, Forward time: 2.2623, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.5284 [2020-11-09 05:26:37,102][root][INFO] - ===> Epoch[363](9438/26): Loss -0.2920, Sem 0.0842, dir -0.6985, norm 0.3222, swav 0.0000 LR: 7.506e-03 Score 96.862 Data time: 0.2492, Forward time: 2.2623, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.3632 [2020-11-09 05:26:42,233][root][INFO] - ===> Epoch[364](9439/26): Loss -0.1738, Sem 0.0990, dir -0.6308, norm 0.3580, swav 0.0000 LR: 7.494e-03 Score 96.932 Data time: 0.2064, Forward time: 2.2623, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.0297 [2020-11-09 05:26:49,018][root][INFO] - ===> Epoch[364](9440/26): Loss -0.2293, Sem 0.0884, dir -0.6514, norm 0.3338, swav 0.0000 LR: 7.482e-03 Score 97.320 Data time: 0.2166, Forward time: 2.2623, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.6607 [2020-11-09 05:26:55,060][root][INFO] - ===> Epoch[364](9441/26): Loss -0.2072, Sem 0.0863, dir -0.6135, norm 0.3200, swav 0.0000 LR: 7.470e-03 Score 96.684 Data time: 0.2319, Forward time: 2.2624, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.9207 [2020-11-09 05:27:00,205][root][INFO] - ===> Epoch[364](9442/26): Loss -0.2210, Sem 0.0875, dir -0.6472, norm 0.3387, swav 0.0000 LR: 7.458e-03 Score 97.076 Data time: 0.2084, Forward time: 2.2624, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.0258 [2020-11-09 05:27:06,659][root][INFO] - ===> Epoch[364](9443/26): Loss -0.2181, Sem 0.0776, dir -0.6303, norm 0.3346, swav 0.0000 LR: 7.446e-03 Score 97.016 Data time: 0.2453, Forward time: 2.2624, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.3451 [2020-11-09 05:27:13,323][root][INFO] - ===> Epoch[364](9444/26): Loss -0.1601, Sem 0.0930, dir -0.6118, norm 0.3587, swav 0.0000 LR: 7.434e-03 Score 96.505 Data time: 0.1848, Forward time: 2.2624, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.5394 [2020-11-09 05:27:18,278][root][INFO] - ===> Epoch[364](9445/26): Loss -0.2880, Sem 0.0788, dir -0.6681, norm 0.3013, swav 0.0000 LR: 7.422e-03 Score 97.332 Data time: 0.1966, Forward time: 2.2624, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.8545 [2020-11-09 05:27:24,120][root][INFO] - ===> Epoch[364](9446/26): Loss -0.2030, Sem 0.0950, dir -0.6572, norm 0.3591, swav 0.0000 LR: 7.410e-03 Score 96.636 Data time: 0.2422, Forward time: 2.2624, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.7321 [2020-11-09 05:27:29,609][root][INFO] - ===> Epoch[364](9447/26): Loss -0.2713, Sem 0.0573, dir -0.6547, norm 0.3261, swav 0.0000 LR: 7.398e-03 Score 98.100 Data time: 0.3021, Forward time: 2.2624, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.3636 [2020-11-09 05:27:35,734][root][INFO] - ===> Epoch[364](9448/26): Loss -0.2835, Sem 0.0787, dir -0.6795, norm 0.3173, swav 0.0000 LR: 7.386e-03 Score 97.675 Data time: 0.3233, Forward time: 2.2625, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.9986 [2020-11-09 05:27:40,247][root][INFO] - ===> Epoch[364](9449/26): Loss -0.2182, Sem 0.0958, dir -0.6525, norm 0.3386, swav 0.0000 LR: 7.374e-03 Score 96.301 Data time: 0.1949, Forward time: 2.2625, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 4.4013 [2020-11-09 05:27:45,404][root][INFO] - ===> Epoch[364](9450/26): Loss -0.1566, Sem 0.1246, dir -0.6268, norm 0.3456, swav 0.0000 LR: 7.362e-03 Score 96.403 Data time: 0.2231, Forward time: 2.2625, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.0561 [2020-11-09 05:27:50,902][root][INFO] - ===> Epoch[364](9451/26): Loss -0.2501, Sem 0.0831, dir -0.6543, norm 0.3210, swav 0.0000 LR: 7.350e-03 Score 97.579 Data time: 0.2232, Forward time: 2.2625, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.3665 [2020-11-09 05:27:56,795][root][INFO] - ===> Epoch[364](9452/26): Loss -0.1531, Sem 0.1096, dir -0.6330, norm 0.3703, swav 0.0000 LR: 7.338e-03 Score 96.756 Data time: 0.1927, Forward time: 2.2625, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.7921 [2020-11-09 05:28:03,577][root][INFO] - ===> Epoch[364](9453/26): Loss -0.2237, Sem 0.0804, dir -0.6534, norm 0.3494, swav 0.0000 LR: 7.326e-03 Score 96.966 Data time: 0.1607, Forward time: 2.2625, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.6695 [2020-11-09 05:28:09,304][root][INFO] - ===> Epoch[364](9454/26): Loss -0.1723, Sem 0.0816, dir -0.5949, norm 0.3410, swav 0.0000 LR: 7.314e-03 Score 97.343 Data time: 0.1795, Forward time: 2.2624, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.6223 [2020-11-09 05:28:15,391][root][INFO] - ===> Epoch[364](9455/26): Loss -0.2139, Sem 0.0838, dir -0.6169, norm 0.3192, swav 0.0000 LR: 7.302e-03 Score 96.979 Data time: 0.2177, Forward time: 2.2624, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.9704 [2020-11-09 05:28:20,737][root][INFO] - ===> Epoch[364](9456/26): Loss -0.1915, Sem 0.0718, dir -0.5848, norm 0.3215, swav 0.0000 LR: 7.290e-03 Score 97.248 Data time: 0.2468, Forward time: 2.2625, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.2411 [2020-11-09 05:28:27,612][root][INFO] - ===> Epoch[364](9457/26): Loss -0.1912, Sem 0.0873, dir -0.6447, norm 0.3661, swav 0.0000 LR: 7.278e-03 Score 97.002 Data time: 0.1530, Forward time: 2.2624, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.7631 [2020-11-09 05:28:33,542][root][INFO] - ===> Epoch[364](9458/26): Loss -0.2169, Sem 0.0869, dir -0.6393, norm 0.3355, swav 0.0000 LR: 7.266e-03 Score 97.345 Data time: 0.1933, Forward time: 2.2624, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.8415 [2020-11-09 05:28:38,947][root][INFO] - ===> Epoch[364](9459/26): Loss -0.2419, Sem 0.0905, dir -0.6575, norm 0.3251, swav 0.0000 LR: 7.254e-03 Score 96.916 Data time: 0.1482, Forward time: 2.2623, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.3015 [2020-11-09 05:28:45,348][root][INFO] - ===> Epoch[364](9460/26): Loss -0.2416, Sem 0.0818, dir -0.6418, norm 0.3184, swav 0.0000 LR: 7.242e-03 Score 97.052 Data time: 0.1458, Forward time: 2.2623, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.3347 [2020-11-09 05:28:50,721][root][INFO] - ===> Epoch[364](9461/26): Loss -0.1643, Sem 0.0974, dir -0.6073, norm 0.3456, swav 0.0000 LR: 7.230e-03 Score 96.312 Data time: 0.2002, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.2710 [2020-11-09 05:28:56,441][root][INFO] - ===> Epoch[364](9462/26): Loss -0.2191, Sem 0.0911, dir -0.6273, norm 0.3170, swav 0.0000 LR: 7.218e-03 Score 96.607 Data time: 0.1695, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.5987 [2020-11-09 05:29:02,663][root][INFO] - ===> Epoch[364](9463/26): Loss -0.2241, Sem 0.0761, dir -0.6304, norm 0.3302, swav 0.0000 LR: 7.206e-03 Score 97.126 Data time: 0.2079, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.1345 [2020-11-09 05:29:08,176][root][INFO] - ===> Epoch[364](9464/26): Loss -0.2271, Sem 0.0970, dir -0.6387, norm 0.3146, swav 0.0000 LR: 7.193e-03 Score 96.578 Data time: 0.1774, Forward time: 2.2621, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.3668 [2020-11-09 05:29:13,063][root][INFO] - ===> Epoch[365](9465/26): Loss -0.2536, Sem 0.0822, dir -0.6785, norm 0.3427, swav 0.0000 LR: 7.181e-03 Score 97.069 Data time: 0.1862, Forward time: 2.2621, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.7846 [2020-11-09 05:29:18,344][root][INFO] - ===> Epoch[365](9466/26): Loss -0.2114, Sem 0.0833, dir -0.6254, norm 0.3306, swav 0.0000 LR: 7.169e-03 Score 97.015 Data time: 0.2118, Forward time: 2.2621, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.1674 [2020-11-09 05:29:23,102][root][INFO] - ===> Epoch[365](9467/26): Loss -0.2454, Sem 0.0669, dir -0.6322, norm 0.3199, swav 0.0000 LR: 7.157e-03 Score 97.787 Data time: 0.1726, Forward time: 2.2621, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.6283 [2020-11-09 05:29:28,567][root][INFO] - ===> Epoch[365](9468/26): Loss -0.2204, Sem 0.0832, dir -0.6520, norm 0.3484, swav 0.0000 LR: 7.145e-03 Score 96.840 Data time: 0.2470, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.3611 [2020-11-09 05:29:35,071][root][INFO] - ===> Epoch[365](9469/26): Loss -0.1365, Sem 0.0939, dir -0.5705, norm 0.3401, swav 0.0000 LR: 7.133e-03 Score 96.365 Data time: 0.3083, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.3884 [2020-11-09 05:29:40,805][root][INFO] - ===> Epoch[365](9470/26): Loss -0.2070, Sem 0.0698, dir -0.6020, norm 0.3252, swav 0.0000 LR: 7.121e-03 Score 97.362 Data time: 0.2113, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.5800 [2020-11-09 05:29:46,043][root][INFO] - ===> Epoch[365](9471/26): Loss -0.1955, Sem 0.0915, dir -0.6416, norm 0.3545, swav 0.0000 LR: 7.109e-03 Score 96.892 Data time: 0.2170, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.1272 [2020-11-09 05:29:51,510][root][INFO] - ===> Epoch[365](9472/26): Loss -0.1141, Sem 0.0964, dir -0.5848, norm 0.3743, swav 0.0000 LR: 7.097e-03 Score 96.722 Data time: 0.1892, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.3521 [2020-11-09 05:29:58,403][root][INFO] - ===> Epoch[365](9473/26): Loss -0.1902, Sem 0.0902, dir -0.6312, norm 0.3507, swav 0.0000 LR: 7.085e-03 Score 96.617 Data time: 0.2569, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.7855 [2020-11-09 05:30:04,305][root][INFO] - ===> Epoch[365](9474/26): Loss -0.2076, Sem 0.0857, dir -0.6375, norm 0.3442, swav 0.0000 LR: 7.073e-03 Score 97.126 Data time: 0.2203, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.7764 [2020-11-09 05:30:11,870][root][INFO] - ===> Epoch[365](9475/26): Loss -0.2365, Sem 0.0972, dir -0.6865, norm 0.3528, swav 0.0000 LR: 7.061e-03 Score 96.974 Data time: 0.2260, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 7.4490 [2020-11-09 05:30:17,194][root][INFO] - ===> Epoch[365](9476/26): Loss -0.2137, Sem 0.0814, dir -0.6161, norm 0.3210, swav 0.0000 LR: 7.049e-03 Score 97.075 Data time: 0.2148, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.1867 [2020-11-09 05:30:21,821][root][INFO] - ===> Epoch[365](9477/26): Loss -0.2427, Sem 0.0800, dir -0.6455, norm 0.3228, swav 0.0000 LR: 7.037e-03 Score 97.456 Data time: 0.2311, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.5180 [2020-11-09 05:30:28,636][root][INFO] - ===> Epoch[365](9478/26): Loss -0.2512, Sem 0.0794, dir -0.6502, norm 0.3196, swav 0.0000 LR: 7.024e-03 Score 97.279 Data time: 0.2405, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.7036 [2020-11-09 05:30:34,725][root][INFO] - ===> Epoch[365](9479/26): Loss -0.1802, Sem 0.0965, dir -0.6265, norm 0.3497, swav 0.0000 LR: 7.012e-03 Score 96.567 Data time: 0.2446, Forward time: 2.2623, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.9582 [2020-11-09 05:30:39,437][root][INFO] - ===> Epoch[365](9480/26): Loss -0.2011, Sem 0.0810, dir -0.6131, norm 0.3310, swav 0.0000 LR: 7.000e-03 Score 96.643 Data time: 0.1744, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.5886 [2020-11-09 05:30:46,218][root][INFO] - ===> Epoch[365](9481/26): Loss -0.2280, Sem 0.0755, dir -0.6353, norm 0.3317, swav 0.0000 LR: 6.988e-03 Score 97.201 Data time: 0.2198, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.6796 [2020-11-09 05:30:50,914][root][INFO] - ===> Epoch[365](9482/26): Loss -0.2506, Sem 0.0777, dir -0.6732, norm 0.3450, swav 0.0000 LR: 6.976e-03 Score 97.391 Data time: 0.2005, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.5613 [2020-11-09 05:30:55,865][root][INFO] - ===> Epoch[365](9483/26): Loss -0.1712, Sem 0.1129, dir -0.6177, norm 0.3336, swav 0.0000 LR: 6.964e-03 Score 96.150 Data time: 0.1565, Forward time: 2.2621, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.8502 [2020-11-09 05:31:03,038][root][INFO] - ===> Epoch[365](9484/26): Loss -0.1356, Sem 0.0779, dir -0.5512, norm 0.3376, swav 0.0000 LR: 6.952e-03 Score 97.170 Data time: 0.2905, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 7.0800 [2020-11-09 05:31:08,446][root][INFO] - ===> Epoch[365](9485/26): Loss -0.2433, Sem 0.0631, dir -0.6648, norm 0.3584, swav 0.0000 LR: 6.940e-03 Score 97.864 Data time: 0.2436, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.2473 [2020-11-09 05:31:14,846][root][INFO] - ===> Epoch[365](9486/26): Loss -0.2394, Sem 0.0660, dir -0.6415, norm 0.3361, swav 0.0000 LR: 6.928e-03 Score 97.932 Data time: 0.1706, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.2798 [2020-11-09 05:31:21,116][root][INFO] - ===> Epoch[365](9487/26): Loss -0.2596, Sem 0.0706, dir -0.6597, norm 0.3295, swav 0.0000 LR: 6.916e-03 Score 97.742 Data time: 0.2237, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.1933 [2020-11-09 05:31:26,471][root][INFO] - ===> Epoch[365](9488/26): Loss -0.2757, Sem 0.0806, dir -0.6480, norm 0.2916, swav 0.0000 LR: 6.903e-03 Score 97.025 Data time: 0.1462, Forward time: 2.2621, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.2275 [2020-11-09 05:31:32,148][root][INFO] - ===> Epoch[365](9489/26): Loss -0.2362, Sem 0.0945, dir -0.6410, norm 0.3103, swav 0.0000 LR: 6.891e-03 Score 96.847 Data time: 0.1763, Forward time: 2.2620, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.5779 [2020-11-09 05:31:38,016][root][INFO] - ===> Epoch[365](9490/26): Loss -0.2166, Sem 0.1038, dir -0.6591, norm 0.3386, swav 0.0000 LR: 6.879e-03 Score 96.564 Data time: 0.2284, Forward time: 2.2621, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.7603 [2020-11-09 05:31:42,742][root][INFO] - ===> Epoch[366](9491/26): Loss -0.2312, Sem 0.0915, dir -0.6736, norm 0.3509, swav 0.0000 LR: 6.867e-03 Score 97.115 Data time: 0.1821, Forward time: 2.2620, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.5625 [2020-11-09 05:31:48,209][root][INFO] - ===> Epoch[366](9492/26): Loss -0.1705, Sem 0.0960, dir -0.6260, norm 0.3596, swav 0.0000 LR: 6.855e-03 Score 96.878 Data time: 0.2511, Forward time: 2.2621, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.3637 [2020-11-09 05:31:54,198][root][INFO] - ===> Epoch[366](9493/26): Loss -0.2234, Sem 0.0843, dir -0.6431, norm 0.3355, swav 0.0000 LR: 6.843e-03 Score 97.072 Data time: 0.1650, Forward time: 2.2620, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.8667 [2020-11-09 05:31:59,566][root][INFO] - ===> Epoch[366](9494/26): Loss -0.2483, Sem 0.0911, dir -0.6411, norm 0.3017, swav 0.0000 LR: 6.831e-03 Score 97.083 Data time: 0.2433, Forward time: 2.2620, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.2886 [2020-11-09 05:32:05,873][root][INFO] - ===> Epoch[366](9495/26): Loss -0.1470, Sem 0.0941, dir -0.6189, norm 0.3777, swav 0.0000 LR: 6.819e-03 Score 96.836 Data time: 0.1902, Forward time: 2.2620, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.1743 [2020-11-09 05:32:10,730][root][INFO] - ===> Epoch[366](9496/26): Loss -0.2495, Sem 0.0658, dir -0.6601, norm 0.3448, swav 0.0000 LR: 6.806e-03 Score 97.777 Data time: 0.2320, Forward time: 2.2620, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.7622 [2020-11-09 05:32:18,249][root][INFO] - ===> Epoch[366](9497/26): Loss -0.1798, Sem 0.0904, dir -0.6170, norm 0.3467, swav 0.0000 LR: 6.794e-03 Score 96.604 Data time: 0.3366, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 7.3854 [2020-11-09 05:32:24,429][root][INFO] - ===> Epoch[366](9498/26): Loss -0.1875, Sem 0.0908, dir -0.6195, norm 0.3412, swav 0.0000 LR: 6.782e-03 Score 96.939 Data time: 0.2341, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.0403 [2020-11-09 05:32:30,334][root][INFO] - ===> Epoch[366](9499/26): Loss -0.2197, Sem 0.0796, dir -0.6699, norm 0.3707, swav 0.0000 LR: 6.770e-03 Score 97.362 Data time: 0.2309, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.7616 [2020-11-09 05:32:37,197][root][INFO] - ===> Epoch[366](9500/26): Loss -0.2049, Sem 0.1000, dir -0.6232, norm 0.3183, swav 0.0000 LR: 6.758e-03 Score 96.379 Data time: 0.3396, Forward time: 2.2623, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.7333 [2020-11-09 05:32:37,844][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 05:32:37,985][root][INFO] - ===> Start testing [2020-11-09 05:34:01,283][root][INFO] - 101/312: Data time: 0.0081, Iter time: 0.6663 Loss 0.493 (AVG: 0.609) Score 88.538 (AVG: 87.798) mIOU 66.612 mAP 73.370 mAcc 75.568 IOU: 81.565 95.741 55.573 80.053 91.966 79.349 74.615 54.172 49.484 72.602 27.180 55.792 61.386 63.594 59.350 52.850 86.534 55.599 88.188 46.648 mAP: 81.692 95.562 66.116 76.595 90.767 78.363 75.009 68.720 62.226 68.517 48.359 52.179 64.941 70.922 62.982 91.086 91.805 85.668 79.063 56.835 mAcc: 94.165 98.278 69.269 84.805 96.117 89.341 87.290 66.149 58.838 84.311 34.372 71.635 80.957 73.366 64.184 57.696 89.959 65.153 90.710 54.765 [2020-11-09 05:35:26,764][root][INFO] - 201/312: Data time: 0.0091, Iter time: 0.2802 Loss 0.619 (AVG: 0.619) Score 90.387 (AVG: 87.440) mIOU 67.104 mAP 72.837 mAcc 76.574 IOU: 81.591 95.989 57.897 80.922 90.235 80.816 70.458 54.873 51.210 74.688 24.289 66.391 57.906 62.743 54.382 53.767 89.392 59.546 85.006 49.978 mAP: 81.210 95.662 59.945 80.513 90.212 77.545 65.829 66.012 61.636 69.660 43.303 59.081 62.949 75.179 57.527 91.836 94.235 82.342 82.888 59.177 mAcc: 93.657 98.353 71.907 86.196 94.938 90.466 81.770 66.438 63.570 87.361 31.178 81.957 80.576 72.578 61.411 60.863 92.293 69.985 88.991 56.988 [2020-11-09 05:36:43,740][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.3171 Loss 1.022 (AVG: 0.626) Score 78.682 (AVG: 87.303) mIOU 66.605 mAP 72.572 mAcc 76.061 IOU: 81.728 95.853 56.484 77.419 89.335 82.501 70.704 55.272 52.070 74.430 25.984 60.370 58.013 64.486 45.550 58.131 90.883 61.032 83.903 47.951 mAP: 80.693 95.992 58.793 71.781 88.498 80.061 66.955 67.124 63.349 70.692 44.230 54.791 63.607 77.645 54.764 92.675 95.003 81.793 84.576 58.418 mAcc: 93.652 98.405 71.820 82.176 94.110 90.987 82.114 66.881 66.069 87.768 34.646 74.419 79.301 74.642 50.877 66.026 93.656 71.291 87.389 54.991 [2020-11-09 05:36:54,952][root][INFO] - 312/312: Data time: 0.0046, Iter time: 0.5059 Loss 1.027 (AVG: 0.619) Score 81.118 (AVG: 87.431) mIOU 66.905 mAP 72.824 mAcc 76.299 IOU: 81.797 95.888 58.026 77.552 89.308 82.722 71.154 55.070 52.121 73.956 25.389 62.178 58.564 64.323 46.695 58.122 90.914 61.761 83.823 48.732 mAP: 80.894 96.063 59.495 71.983 88.584 80.534 67.423 66.856 63.217 70.692 44.240 55.634 64.147 77.645 56.562 92.675 95.075 81.392 84.576 58.798 mAcc: 93.654 98.409 72.905 82.318 94.120 91.130 82.157 66.752 66.075 87.768 33.125 75.594 79.761 74.642 52.645 66.026 93.690 71.961 87.389 55.851 [2020-11-09 05:36:54,953][root][INFO] - Finished test. Elapsed time: 256.9664 [2020-11-09 05:37:06,954][root][INFO] - [2020-11-09 05:37:06,955][root][INFO] - ################################################################ [2020-11-09 05:37:06,955][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 05:37:06,955][root][INFO] - ################################################################ [2020-11-09 05:37:06,955][root][INFO] - cabinet : 0.110 0.248 0.547 [2020-11-09 05:37:06,955][root][INFO] - bed : 0.346 0.739 0.826 [2020-11-09 05:37:06,955][root][INFO] - chair : 0.399 0.599 0.730 [2020-11-09 05:37:06,955][root][INFO] - sofa : 0.335 0.563 0.813 [2020-11-09 05:37:06,955][root][INFO] - table : 0.278 0.515 0.660 [2020-11-09 05:37:06,955][root][INFO] - door : 0.144 0.296 0.458 [2020-11-09 05:37:06,955][root][INFO] - window : 0.073 0.185 0.369 [2020-11-09 05:37:06,955][root][INFO] - bookshelf : 0.189 0.476 0.698 [2020-11-09 05:37:06,955][root][INFO] - picture : 0.102 0.206 0.327 [2020-11-09 05:37:06,955][root][INFO] - counter : 0.034 0.163 0.605 [2020-11-09 05:37:06,955][root][INFO] - desk : 0.025 0.121 0.424 [2020-11-09 05:37:06,955][root][INFO] - curtain : 0.185 0.329 0.544 [2020-11-09 05:37:06,956][root][INFO] - refrigerator : 0.215 0.365 0.436 [2020-11-09 05:37:06,956][root][INFO] - shower curtain : 0.374 0.666 0.666 [2020-11-09 05:37:06,956][root][INFO] - toilet : 0.803 0.958 0.974 [2020-11-09 05:37:06,956][root][INFO] - sink : 0.163 0.421 0.644 [2020-11-09 05:37:06,956][root][INFO] - bathtub : 0.412 0.537 0.778 [2020-11-09 05:37:06,956][root][INFO] - otherfurniture : 0.260 0.408 0.584 [2020-11-09 05:37:06,956][root][INFO] - ---------------------------------------------------------------- [2020-11-09 05:37:06,956][root][INFO] - average : 0.247 0.433 0.616 [2020-11-09 05:37:06,956][root][INFO] - [2020-11-09 05:37:07,140][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 05:37:07,803][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 05:37:07,935][root][INFO] - Current best mIoU: 66.905 at iter 9500 [2020-11-09 05:37:12,244][root][INFO] - ===> Epoch[366](9501/26): Loss -0.2116, Sem 0.0824, dir -0.6399, norm 0.3459, swav 0.0000 LR: 6.746e-03 Score 97.113 Data time: 0.1938, Forward time: 2.2623, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.3019 [2020-11-09 05:37:18,689][root][INFO] - ===> Epoch[366](9502/26): Loss -0.2688, Sem 0.0594, dir -0.6420, norm 0.3138, swav 0.0000 LR: 6.734e-03 Score 98.176 Data time: 0.1941, Forward time: 2.2623, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.3295 [2020-11-09 05:37:24,011][root][INFO] - ===> Epoch[366](9503/26): Loss -0.2078, Sem 0.0868, dir -0.6548, norm 0.3602, swav 0.0000 LR: 6.722e-03 Score 97.429 Data time: 0.2170, Forward time: 2.2623, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.2124 [2020-11-09 05:37:28,286][root][INFO] - ===> Epoch[366](9504/26): Loss -0.2610, Sem 0.0852, dir -0.6695, norm 0.3233, swav 0.0000 LR: 6.709e-03 Score 97.059 Data time: 0.1569, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.1639 [2020-11-09 05:37:33,575][root][INFO] - ===> Epoch[366](9505/26): Loss -0.2599, Sem 0.0654, dir -0.6627, norm 0.3375, swav 0.0000 LR: 6.697e-03 Score 97.968 Data time: 0.1620, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.2126 [2020-11-09 05:37:38,896][root][INFO] - ===> Epoch[366](9506/26): Loss -0.1983, Sem 0.1048, dir -0.6437, norm 0.3407, swav 0.0000 LR: 6.685e-03 Score 96.858 Data time: 0.1793, Forward time: 2.2621, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.2278 [2020-11-09 05:37:44,677][root][INFO] - ===> Epoch[366](9507/26): Loss -0.1961, Sem 0.0726, dir -0.6124, norm 0.3437, swav 0.0000 LR: 6.673e-03 Score 97.559 Data time: 0.2863, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.6842 [2020-11-09 05:37:51,105][root][INFO] - ===> Epoch[366](9508/26): Loss -0.2652, Sem 0.0548, dir -0.6650, norm 0.3450, swav 0.0000 LR: 6.661e-03 Score 98.076 Data time: 0.2022, Forward time: 2.2621, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.2742 [2020-11-09 05:37:57,472][root][INFO] - ===> Epoch[366](9509/26): Loss -0.1989, Sem 0.0703, dir -0.6111, norm 0.3419, swav 0.0000 LR: 6.649e-03 Score 97.382 Data time: 0.3135, Forward time: 2.2622, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.2643 [2020-11-09 05:38:03,730][root][INFO] - ===> Epoch[366](9510/26): Loss -0.2388, Sem 0.0656, dir -0.6349, norm 0.3306, swav 0.0000 LR: 6.636e-03 Score 97.580 Data time: 0.1931, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.1053 [2020-11-09 05:38:09,615][root][INFO] - ===> Epoch[366](9511/26): Loss -0.1892, Sem 0.0843, dir -0.6185, norm 0.3450, swav 0.0000 LR: 6.624e-03 Score 97.274 Data time: 0.2175, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.7643 [2020-11-09 05:38:16,011][root][INFO] - ===> Epoch[366](9512/26): Loss -0.1774, Sem 0.0897, dir -0.6081, norm 0.3410, swav 0.0000 LR: 6.612e-03 Score 97.162 Data time: 0.1828, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.2684 [2020-11-09 05:38:21,202][root][INFO] - ===> Epoch[366](9513/26): Loss -0.2147, Sem 0.0794, dir -0.6049, norm 0.3109, swav 0.0000 LR: 6.600e-03 Score 97.156 Data time: 0.1747, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.0624 [2020-11-09 05:38:27,800][root][INFO] - ===> Epoch[366](9514/26): Loss -0.2618, Sem 0.0828, dir -0.6777, norm 0.3331, swav 0.0000 LR: 6.588e-03 Score 96.995 Data time: 0.2098, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.5072 [2020-11-09 05:38:34,293][root][INFO] - ===> Epoch[366](9515/26): Loss -0.2930, Sem 0.0560, dir -0.6593, norm 0.3102, swav 0.0000 LR: 6.576e-03 Score 97.905 Data time: 0.2422, Forward time: 2.2622, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 6.3597 [2020-11-09 05:38:40,864][root][INFO] - ===> Epoch[366](9516/26): Loss -0.1603, Sem 0.0895, dir -0.6286, norm 0.3787, swav 0.0000 LR: 6.563e-03 Score 96.669 Data time: 0.1949, Forward time: 2.2622, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 6.4316 [2020-11-09 05:38:46,058][root][INFO] - ===> Epoch[367](9517/26): Loss -0.2111, Sem 0.0833, dir -0.6228, norm 0.3284, swav 0.0000 LR: 6.551e-03 Score 96.782 Data time: 0.2109, Forward time: 2.2622, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.0846 [2020-11-09 05:38:52,078][root][INFO] - ===> Epoch[367](9518/26): Loss -0.1679, Sem 0.0778, dir -0.5884, norm 0.3428, swav 0.0000 LR: 6.539e-03 Score 97.263 Data time: 0.2105, Forward time: 2.2622, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.9004 [2020-11-09 05:38:58,303][root][INFO] - ===> Epoch[367](9519/26): Loss -0.2496, Sem 0.0785, dir -0.6676, norm 0.3395, swav 0.0000 LR: 6.527e-03 Score 97.482 Data time: 0.1650, Forward time: 2.2622, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 6.0843 [2020-11-09 05:39:04,259][root][INFO] - ===> Epoch[367](9520/26): Loss -0.1691, Sem 0.1043, dir -0.6175, norm 0.3440, swav 0.0000 LR: 6.515e-03 Score 96.677 Data time: 0.2128, Forward time: 2.2622, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 5.8662 [2020-11-09 05:39:09,109][root][INFO] - ===> Epoch[367](9521/26): Loss -0.2275, Sem 0.0863, dir -0.6434, norm 0.3296, swav 0.0000 LR: 6.502e-03 Score 96.994 Data time: 0.2301, Forward time: 2.2622, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 4.6955 [2020-11-09 05:39:14,700][root][INFO] - ===> Epoch[367](9522/26): Loss -0.1945, Sem 0.0743, dir -0.6379, norm 0.3691, swav 0.0000 LR: 6.490e-03 Score 97.625 Data time: 0.2431, Forward time: 2.2622, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.4580 [2020-11-09 05:39:20,213][root][INFO] - ===> Epoch[367](9523/26): Loss -0.2306, Sem 0.0867, dir -0.6482, norm 0.3309, swav 0.0000 LR: 6.478e-03 Score 96.989 Data time: 0.2470, Forward time: 2.2622, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.3513 [2020-11-09 05:39:24,705][root][INFO] - ===> Epoch[367](9524/26): Loss -0.2233, Sem 0.0982, dir -0.6342, norm 0.3127, swav 0.0000 LR: 6.466e-03 Score 96.638 Data time: 0.1756, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.3538 [2020-11-09 05:39:30,088][root][INFO] - ===> Epoch[367](9525/26): Loss -0.2379, Sem 0.0803, dir -0.6705, norm 0.3523, swav 0.0000 LR: 6.454e-03 Score 97.104 Data time: 0.2148, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.2772 [2020-11-09 05:39:36,683][root][INFO] - ===> Epoch[367](9526/26): Loss -0.2229, Sem 0.0895, dir -0.6251, norm 0.3127, swav 0.0000 LR: 6.441e-03 Score 96.934 Data time: 0.2125, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.4806 [2020-11-09 05:39:42,624][root][INFO] - ===> Epoch[367](9527/26): Loss -0.1950, Sem 0.0745, dir -0.6133, norm 0.3438, swav 0.0000 LR: 6.429e-03 Score 97.494 Data time: 0.2251, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.8039 [2020-11-09 05:39:47,824][root][INFO] - ===> Epoch[367](9528/26): Loss -0.2103, Sem 0.0831, dir -0.6273, norm 0.3339, swav 0.0000 LR: 6.417e-03 Score 97.216 Data time: 0.1723, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.0515 [2020-11-09 05:39:55,211][root][INFO] - ===> Epoch[367](9529/26): Loss -0.2449, Sem 0.0865, dir -0.6419, norm 0.3105, swav 0.0000 LR: 6.405e-03 Score 96.878 Data time: 0.1646, Forward time: 2.2621, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 7.2785 [2020-11-09 05:40:01,922][root][INFO] - ===> Epoch[367](9530/26): Loss -0.2259, Sem 0.0670, dir -0.6202, norm 0.3273, swav 0.0000 LR: 6.393e-03 Score 97.736 Data time: 0.2213, Forward time: 2.2621, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 6.6139 [2020-11-09 05:40:07,550][root][INFO] - ===> Epoch[367](9531/26): Loss -0.2563, Sem 0.0889, dir -0.6716, norm 0.3264, swav 0.0000 LR: 6.380e-03 Score 96.797 Data time: 0.2184, Forward time: 2.2621, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 5.5090 [2020-11-09 05:40:12,976][root][INFO] - ===> Epoch[367](9532/26): Loss -0.2605, Sem 0.0827, dir -0.6619, norm 0.3187, swav 0.0000 LR: 6.368e-03 Score 97.154 Data time: 0.2504, Forward time: 2.2622, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.3183 [2020-11-09 05:40:18,572][root][INFO] - ===> Epoch[367](9533/26): Loss -0.1766, Sem 0.0961, dir -0.5956, norm 0.3228, swav 0.0000 LR: 6.356e-03 Score 96.774 Data time: 0.1697, Forward time: 2.2621, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.4846 [2020-11-09 05:40:23,507][root][INFO] - ===> Epoch[367](9534/26): Loss -0.2336, Sem 0.0730, dir -0.6322, norm 0.3256, swav 0.0000 LR: 6.344e-03 Score 97.506 Data time: 0.2049, Forward time: 2.2621, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 4.8328 [2020-11-09 05:40:29,526][root][INFO] - ===> Epoch[367](9535/26): Loss -0.2013, Sem 0.0766, dir -0.6195, norm 0.3415, swav 0.0000 LR: 6.332e-03 Score 97.227 Data time: 0.1737, Forward time: 2.2621, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.8962 [2020-11-09 05:40:34,318][root][INFO] - ===> Epoch[367](9536/26): Loss -0.2001, Sem 0.0957, dir -0.6276, norm 0.3318, swav 0.0000 LR: 6.319e-03 Score 96.926 Data time: 0.2323, Forward time: 2.2621, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.7248 [2020-11-09 05:40:39,382][root][INFO] - ===> Epoch[367](9537/26): Loss -0.2017, Sem 0.0770, dir -0.6345, norm 0.3557, swav 0.0000 LR: 6.307e-03 Score 97.247 Data time: 0.2513, Forward time: 2.2621, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.9423 [2020-11-09 05:40:44,624][root][INFO] - ===> Epoch[367](9538/26): Loss -0.2416, Sem 0.0888, dir -0.6569, norm 0.3265, swav 0.0000 LR: 6.295e-03 Score 96.872 Data time: 0.1827, Forward time: 2.2621, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.1132 [2020-11-09 05:40:50,811][root][INFO] - ===> Epoch[367](9539/26): Loss -0.1862, Sem 0.0870, dir -0.6102, norm 0.3370, swav 0.0000 LR: 6.283e-03 Score 97.289 Data time: 0.2093, Forward time: 2.2621, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 6.0927 [2020-11-09 05:40:56,615][root][INFO] - ===> Epoch[367](9540/26): Loss -0.1327, Sem 0.0872, dir -0.5762, norm 0.3563, swav 0.0000 LR: 6.270e-03 Score 97.157 Data time: 0.2618, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.7024 [2020-11-09 05:41:03,315][root][INFO] - ===> Epoch[367](9541/26): Loss -0.1535, Sem 0.0975, dir -0.6084, norm 0.3574, swav 0.0000 LR: 6.258e-03 Score 96.655 Data time: 0.2716, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.5642 [2020-11-09 05:41:07,922][root][INFO] - ===> Epoch[367](9542/26): Loss -0.2227, Sem 0.0807, dir -0.6583, norm 0.3550, swav 0.0000 LR: 6.246e-03 Score 97.558 Data time: 0.1834, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.4692 [2020-11-09 05:41:14,537][root][INFO] - ===> Epoch[368](9543/26): Loss -0.2030, Sem 0.0974, dir -0.6195, norm 0.3191, swav 0.0000 LR: 6.234e-03 Score 96.768 Data time: 0.1875, Forward time: 2.2622, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 6.5097 [2020-11-09 05:41:21,414][root][INFO] - ===> Epoch[368](9544/26): Loss -0.1849, Sem 0.0754, dir -0.5739, norm 0.3136, swav 0.0000 LR: 6.221e-03 Score 97.854 Data time: 0.2156, Forward time: 2.2622, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 6.7645 [2020-11-09 05:41:27,377][root][INFO] - ===> Epoch[368](9545/26): Loss -0.2551, Sem 0.0836, dir -0.6796, norm 0.3410, swav 0.0000 LR: 6.209e-03 Score 97.151 Data time: 0.1880, Forward time: 2.2622, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.8344 [2020-11-09 05:41:32,448][root][INFO] - ===> Epoch[368](9546/26): Loss -0.1996, Sem 0.1013, dir -0.6303, norm 0.3294, swav 0.0000 LR: 6.197e-03 Score 96.417 Data time: 0.2416, Forward time: 2.2622, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.9518 [2020-11-09 05:41:38,247][root][INFO] - ===> Epoch[368](9547/26): Loss -0.1826, Sem 0.0848, dir -0.6250, norm 0.3576, swav 0.0000 LR: 6.185e-03 Score 97.287 Data time: 0.2832, Forward time: 2.2623, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.6866 [2020-11-09 05:41:43,347][root][INFO] - ===> Epoch[368](9548/26): Loss -0.1949, Sem 0.1155, dir -0.6500, norm 0.3396, swav 0.0000 LR: 6.172e-03 Score 95.637 Data time: 0.2084, Forward time: 2.2623, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.9633 [2020-11-09 05:41:48,770][root][INFO] - ===> Epoch[368](9549/26): Loss -0.2324, Sem 0.0956, dir -0.6605, norm 0.3325, swav 0.0000 LR: 6.160e-03 Score 96.504 Data time: 0.1538, Forward time: 2.2622, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.3290 [2020-11-09 05:41:53,547][root][INFO] - ===> Epoch[368](9550/26): Loss -0.2880, Sem 0.0745, dir -0.6685, norm 0.3060, swav 0.0000 LR: 6.148e-03 Score 97.268 Data time: 0.2110, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.6610 [2020-11-09 05:41:58,267][root][INFO] - ===> Epoch[368](9551/26): Loss -0.2239, Sem 0.0780, dir -0.6420, norm 0.3401, swav 0.0000 LR: 6.136e-03 Score 97.568 Data time: 0.1701, Forward time: 2.2622, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.6214 [2020-11-09 05:42:03,118][root][INFO] - ===> Epoch[368](9552/26): Loss -0.2356, Sem 0.0768, dir -0.6186, norm 0.3062, swav 0.0000 LR: 6.123e-03 Score 97.491 Data time: 0.2410, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.7460 [2020-11-09 05:42:08,296][root][INFO] - ===> Epoch[368](9553/26): Loss -0.2443, Sem 0.0822, dir -0.6348, norm 0.3082, swav 0.0000 LR: 6.111e-03 Score 97.354 Data time: 0.1845, Forward time: 2.2622, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.0719 [2020-11-09 05:42:13,393][root][INFO] - ===> Epoch[368](9554/26): Loss -0.2089, Sem 0.0924, dir -0.6498, norm 0.3485, swav 0.0000 LR: 6.099e-03 Score 97.411 Data time: 0.1682, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.9789 [2020-11-09 05:42:18,286][root][INFO] - ===> Epoch[368](9555/26): Loss -0.2233, Sem 0.1128, dir -0.6647, norm 0.3286, swav 0.0000 LR: 6.086e-03 Score 95.298 Data time: 0.1948, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.8069 [2020-11-09 05:42:23,747][root][INFO] - ===> Epoch[368](9556/26): Loss -0.2581, Sem 0.0706, dir -0.6550, norm 0.3263, swav 0.0000 LR: 6.074e-03 Score 97.534 Data time: 0.2165, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.3422 [2020-11-09 05:42:29,268][root][INFO] - ===> Epoch[368](9557/26): Loss -0.2311, Sem 0.0770, dir -0.6706, norm 0.3625, swav 0.0000 LR: 6.062e-03 Score 97.335 Data time: 0.1903, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.4131 [2020-11-09 05:42:34,914][root][INFO] - ===> Epoch[368](9558/26): Loss -0.2650, Sem 0.0787, dir -0.6750, norm 0.3313, swav 0.0000 LR: 6.050e-03 Score 96.992 Data time: 0.2491, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.5410 [2020-11-09 05:42:40,505][root][INFO] - ===> Epoch[368](9559/26): Loss -0.2790, Sem 0.0866, dir -0.7014, norm 0.3358, swav 0.0000 LR: 6.037e-03 Score 97.143 Data time: 0.2057, Forward time: 2.2621, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.4547 [2020-11-09 05:42:46,388][root][INFO] - ===> Epoch[368](9560/26): Loss -0.2318, Sem 0.0758, dir -0.6541, norm 0.3464, swav 0.0000 LR: 6.025e-03 Score 97.313 Data time: 0.2543, Forward time: 2.2621, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.7551 [2020-11-09 05:42:51,940][root][INFO] - ===> Epoch[368](9561/26): Loss -0.2487, Sem 0.0734, dir -0.6375, norm 0.3154, swav 0.0000 LR: 6.013e-03 Score 97.614 Data time: 0.2613, Forward time: 2.2622, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.4026 [2020-11-09 05:42:57,199][root][INFO] - ===> Epoch[368](9562/26): Loss -0.1939, Sem 0.1004, dir -0.6194, norm 0.3251, swav 0.0000 LR: 6.000e-03 Score 96.336 Data time: 0.2095, Forward time: 2.2622, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.1367 [2020-11-09 05:43:03,383][root][INFO] - ===> Epoch[368](9563/26): Loss -0.2139, Sem 0.0962, dir -0.6485, norm 0.3383, swav 0.0000 LR: 5.988e-03 Score 97.122 Data time: 0.2408, Forward time: 2.2622, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.0677 [2020-11-09 05:43:09,698][root][INFO] - ===> Epoch[368](9564/26): Loss -0.2441, Sem 0.0816, dir -0.6458, norm 0.3201, swav 0.0000 LR: 5.976e-03 Score 96.972 Data time: 0.2582, Forward time: 2.2622, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.2060 [2020-11-09 05:43:15,668][root][INFO] - ===> Epoch[368](9565/26): Loss -0.2246, Sem 0.0933, dir -0.6387, norm 0.3208, swav 0.0000 LR: 5.963e-03 Score 96.644 Data time: 0.2829, Forward time: 2.2623, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.8383 [2020-11-09 05:43:21,052][root][INFO] - ===> Epoch[368](9566/26): Loss -0.2468, Sem 0.0816, dir -0.6589, norm 0.3305, swav 0.0000 LR: 5.951e-03 Score 97.362 Data time: 0.2154, Forward time: 2.2623, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.2600 [2020-11-09 05:43:26,930][root][INFO] - ===> Epoch[368](9567/26): Loss -0.2349, Sem 0.0778, dir -0.6340, norm 0.3214, swav 0.0000 LR: 5.939e-03 Score 97.543 Data time: 0.2253, Forward time: 2.2623, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.7562 [2020-11-09 05:43:34,071][root][INFO] - ===> Epoch[368](9568/26): Loss -0.1785, Sem 0.1114, dir -0.6435, norm 0.3536, swav 0.0000 LR: 5.927e-03 Score 96.047 Data time: 0.2556, Forward time: 2.2624, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 7.0157 [2020-11-09 05:43:39,940][root][INFO] - ===> Epoch[369](9569/26): Loss -0.2204, Sem 0.0724, dir -0.6430, norm 0.3502, swav 0.0000 LR: 5.914e-03 Score 97.653 Data time: 0.1555, Forward time: 2.2623, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.7403 [2020-11-09 05:43:44,433][root][INFO] - ===> Epoch[369](9570/26): Loss -0.2277, Sem 0.0704, dir -0.6423, norm 0.3442, swav 0.0000 LR: 5.902e-03 Score 97.775 Data time: 0.1759, Forward time: 2.2623, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 4.3859 [2020-11-09 05:43:49,053][root][INFO] - ===> Epoch[369](9571/26): Loss -0.2283, Sem 0.0696, dir -0.6352, norm 0.3373, swav 0.0000 LR: 5.890e-03 Score 97.374 Data time: 0.2141, Forward time: 2.2622, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 4.5295 [2020-11-09 05:43:54,320][root][INFO] - ===> Epoch[369](9572/26): Loss -0.2313, Sem 0.0842, dir -0.6340, norm 0.3186, swav 0.0000 LR: 5.877e-03 Score 97.040 Data time: 0.2608, Forward time: 2.2623, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.1837 [2020-11-09 05:43:59,761][root][INFO] - ===> Epoch[369](9573/26): Loss -0.2098, Sem 0.0701, dir -0.6323, norm 0.3524, swav 0.0000 LR: 5.865e-03 Score 97.607 Data time: 0.2568, Forward time: 2.2623, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 5.2750 [2020-11-09 05:44:06,036][root][INFO] - ===> Epoch[369](9574/26): Loss -0.2056, Sem 0.0687, dir -0.6165, norm 0.3422, swav 0.0000 LR: 5.853e-03 Score 97.406 Data time: 0.2248, Forward time: 2.2624, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 6.1585 [2020-11-09 05:44:12,104][root][INFO] - ===> Epoch[369](9575/26): Loss -0.2089, Sem 0.0727, dir -0.6022, norm 0.3206, swav 0.0000 LR: 5.840e-03 Score 97.629 Data time: 0.1850, Forward time: 2.2623, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.9532 [2020-11-09 05:44:18,414][root][INFO] - ===> Epoch[369](9576/26): Loss -0.2271, Sem 0.0778, dir -0.6497, norm 0.3448, swav 0.0000 LR: 5.828e-03 Score 97.123 Data time: 0.1722, Forward time: 2.2623, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 6.2137 [2020-11-09 05:44:24,890][root][INFO] - ===> Epoch[369](9577/26): Loss -0.1280, Sem 0.1176, dir -0.5577, norm 0.3120, swav 0.0000 LR: 5.816e-03 Score 96.585 Data time: 0.1803, Forward time: 2.2623, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.3764 [2020-11-09 05:44:30,424][root][INFO] - ===> Epoch[369](9578/26): Loss -0.2148, Sem 0.0800, dir -0.6565, norm 0.3617, swav 0.0000 LR: 5.803e-03 Score 97.323 Data time: 0.2255, Forward time: 2.2623, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.4478 [2020-11-09 05:44:36,103][root][INFO] - ===> Epoch[369](9579/26): Loss -0.1840, Sem 0.0876, dir -0.6200, norm 0.3485, swav 0.0000 LR: 5.791e-03 Score 97.382 Data time: 0.1512, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.5644 [2020-11-09 05:44:42,014][root][INFO] - ===> Epoch[369](9580/26): Loss -0.1990, Sem 0.0727, dir -0.5941, norm 0.3224, swav 0.0000 LR: 5.778e-03 Score 97.075 Data time: 0.2950, Forward time: 2.2623, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.8127 [2020-11-09 05:44:48,257][root][INFO] - ===> Epoch[369](9581/26): Loss -0.2273, Sem 0.1021, dir -0.6669, norm 0.3374, swav 0.0000 LR: 5.766e-03 Score 97.198 Data time: 0.3064, Forward time: 2.2624, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.1151 [2020-11-09 05:44:53,485][root][INFO] - ===> Epoch[369](9582/26): Loss -0.1927, Sem 0.0772, dir -0.6083, norm 0.3384, swav 0.0000 LR: 5.754e-03 Score 97.367 Data time: 0.2343, Forward time: 2.2624, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.1032 [2020-11-09 05:44:59,378][root][INFO] - ===> Epoch[369](9583/26): Loss -0.1609, Sem 0.0849, dir -0.5961, norm 0.3502, swav 0.0000 LR: 5.741e-03 Score 97.232 Data time: 0.2913, Forward time: 2.2625, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.7710 [2020-11-09 05:45:03,727][root][INFO] - ===> Epoch[369](9584/26): Loss -0.2522, Sem 0.0695, dir -0.6570, norm 0.3353, swav 0.0000 LR: 5.729e-03 Score 97.277 Data time: 0.1862, Forward time: 2.2625, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 4.2276 [2020-11-09 05:45:09,421][root][INFO] - ===> Epoch[369](9585/26): Loss -0.2355, Sem 0.0679, dir -0.6479, norm 0.3444, swav 0.0000 LR: 5.717e-03 Score 97.437 Data time: 0.1052, Forward time: 2.2623, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.5914 [2020-11-09 05:45:16,289][root][INFO] - ===> Epoch[369](9586/26): Loss -0.2491, Sem 0.0808, dir -0.6407, norm 0.3108, swav 0.0000 LR: 5.704e-03 Score 97.389 Data time: 0.1518, Forward time: 2.2623, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.8029 [2020-11-09 05:45:22,548][root][INFO] - ===> Epoch[369](9587/26): Loss -0.2096, Sem 0.0956, dir -0.6510, norm 0.3457, swav 0.0000 LR: 5.692e-03 Score 96.531 Data time: 0.1780, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.1659 [2020-11-09 05:45:28,848][root][INFO] - ===> Epoch[369](9588/26): Loss -0.2465, Sem 0.0905, dir -0.6844, norm 0.3475, swav 0.0000 LR: 5.680e-03 Score 96.295 Data time: 0.1930, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.1591 [2020-11-09 05:45:33,966][root][INFO] - ===> Epoch[369](9589/26): Loss -0.2262, Sem 0.0929, dir -0.6313, norm 0.3122, swav 0.0000 LR: 5.667e-03 Score 97.448 Data time: 0.1676, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.9919 [2020-11-09 05:45:39,607][root][INFO] - ===> Epoch[369](9590/26): Loss -0.1767, Sem 0.0637, dir -0.5972, norm 0.3568, swav 0.0000 LR: 5.655e-03 Score 97.778 Data time: 0.2003, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.5223 [2020-11-09 05:45:46,199][root][INFO] - ===> Epoch[369](9591/26): Loss -0.2254, Sem 0.1081, dir -0.6688, norm 0.3353, swav 0.0000 LR: 5.642e-03 Score 96.359 Data time: 0.1635, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.4573 [2020-11-09 05:45:51,935][root][INFO] - ===> Epoch[369](9592/26): Loss -0.2518, Sem 0.0707, dir -0.6355, norm 0.3130, swav 0.0000 LR: 5.630e-03 Score 97.508 Data time: 0.2082, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.6185 [2020-11-09 05:45:56,808][root][INFO] - ===> Epoch[369](9593/26): Loss -0.2120, Sem 0.0956, dir -0.6294, norm 0.3217, swav 0.0000 LR: 5.618e-03 Score 96.374 Data time: 0.1400, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.7429 [2020-11-09 05:46:03,658][root][INFO] - ===> Epoch[369](9594/26): Loss -0.2163, Sem 0.0791, dir -0.6292, norm 0.3338, swav 0.0000 LR: 5.605e-03 Score 97.091 Data time: 0.2809, Forward time: 2.2621, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.7393 [2020-11-09 05:46:09,655][root][INFO] - ===> Epoch[370](9595/26): Loss -0.2761, Sem 0.0748, dir -0.6709, norm 0.3199, swav 0.0000 LR: 5.593e-03 Score 97.420 Data time: 0.2466, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.8552 [2020-11-09 05:46:14,723][root][INFO] - ===> Epoch[370](9596/26): Loss -0.2159, Sem 0.0844, dir -0.6143, norm 0.3140, swav 0.0000 LR: 5.580e-03 Score 97.168 Data time: 0.2222, Forward time: 2.2622, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.9448 [2020-11-09 05:46:20,578][root][INFO] - ===> Epoch[370](9597/26): Loss -0.2386, Sem 0.0845, dir -0.6616, norm 0.3385, swav 0.0000 LR: 5.568e-03 Score 97.076 Data time: 0.1768, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.7428 [2020-11-09 05:46:26,936][root][INFO] - ===> Epoch[370](9598/26): Loss -0.2421, Sem 0.0746, dir -0.6349, norm 0.3181, swav 0.0000 LR: 5.556e-03 Score 97.584 Data time: 0.2507, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.2799 [2020-11-09 05:46:32,124][root][INFO] - ===> Epoch[370](9599/26): Loss -0.2359, Sem 0.0886, dir -0.6608, norm 0.3363, swav 0.0000 LR: 5.543e-03 Score 97.354 Data time: 0.1611, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.0606 [2020-11-09 05:46:37,037][root][INFO] - ===> Epoch[370](9600/26): Loss -0.2248, Sem 0.0674, dir -0.6173, norm 0.3251, swav 0.0000 LR: 5.531e-03 Score 97.336 Data time: 0.1982, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.8272 [2020-11-09 05:46:41,871][root][INFO] - ===> Epoch[370](9601/26): Loss -0.2741, Sem 0.0866, dir -0.6748, norm 0.3140, swav 0.0000 LR: 5.518e-03 Score 97.147 Data time: 0.2074, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.7198 [2020-11-09 05:46:47,893][root][INFO] - ===> Epoch[370](9602/26): Loss -0.1842, Sem 0.1097, dir -0.6787, norm 0.3849, swav 0.0000 LR: 5.506e-03 Score 96.415 Data time: 0.1737, Forward time: 2.2620, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.9149 [2020-11-09 05:46:53,427][root][INFO] - ===> Epoch[370](9603/26): Loss -0.2087, Sem 0.0802, dir -0.6206, norm 0.3317, swav 0.0000 LR: 5.494e-03 Score 97.378 Data time: 0.2268, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.4320 [2020-11-09 05:46:59,422][root][INFO] - ===> Epoch[370](9604/26): Loss -0.2643, Sem 0.0832, dir -0.6849, norm 0.3374, swav 0.0000 LR: 5.481e-03 Score 97.307 Data time: 0.2380, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.8939 [2020-11-09 05:47:05,511][root][INFO] - ===> Epoch[370](9605/26): Loss -0.2204, Sem 0.0865, dir -0.6374, norm 0.3305, swav 0.0000 LR: 5.469e-03 Score 96.847 Data time: 0.1453, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.9421 [2020-11-09 05:47:10,063][root][INFO] - ===> Epoch[370](9606/26): Loss -0.2809, Sem 0.0723, dir -0.6759, norm 0.3228, swav 0.0000 LR: 5.456e-03 Score 97.803 Data time: 0.1765, Forward time: 2.2620, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.4538 [2020-11-09 05:47:16,393][root][INFO] - ===> Epoch[370](9607/26): Loss -0.1356, Sem 0.0888, dir -0.5676, norm 0.3432, swav 0.0000 LR: 5.444e-03 Score 96.673 Data time: 0.1374, Forward time: 2.2619, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.2389 [2020-11-09 05:47:22,243][root][INFO] - ===> Epoch[370](9608/26): Loss -0.2135, Sem 0.0867, dir -0.6745, norm 0.3743, swav 0.0000 LR: 5.431e-03 Score 96.927 Data time: 0.2391, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.7792 [2020-11-09 05:47:27,612][root][INFO] - ===> Epoch[370](9609/26): Loss -0.2584, Sem 0.0792, dir -0.6703, norm 0.3327, swav 0.0000 LR: 5.419e-03 Score 97.239 Data time: 0.1963, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.2259 [2020-11-09 05:47:33,562][root][INFO] - ===> Epoch[370](9610/26): Loss -0.2344, Sem 0.0666, dir -0.6443, norm 0.3433, swav 0.0000 LR: 5.407e-03 Score 97.842 Data time: 0.2771, Forward time: 2.2619, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.8364 [2020-11-09 05:47:40,028][root][INFO] - ===> Epoch[370](9611/26): Loss -0.2078, Sem 0.0816, dir -0.6416, norm 0.3523, swav 0.0000 LR: 5.394e-03 Score 97.151 Data time: 0.1967, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.3517 [2020-11-09 05:47:46,091][root][INFO] - ===> Epoch[370](9612/26): Loss -0.1512, Sem 0.0708, dir -0.5692, norm 0.3472, swav 0.0000 LR: 5.382e-03 Score 97.937 Data time: 0.2675, Forward time: 2.2620, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.9290 [2020-11-09 05:47:52,029][root][INFO] - ===> Epoch[370](9613/26): Loss -0.2226, Sem 0.0835, dir -0.6414, norm 0.3353, swav 0.0000 LR: 5.369e-03 Score 97.180 Data time: 0.2684, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.8223 [2020-11-09 05:47:57,335][root][INFO] - ===> Epoch[370](9614/26): Loss -0.2510, Sem 0.0823, dir -0.6815, norm 0.3482, swav 0.0000 LR: 5.357e-03 Score 97.342 Data time: 0.2020, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.1657 [2020-11-09 05:48:03,002][root][INFO] - ===> Epoch[370](9615/26): Loss -0.2490, Sem 0.0720, dir -0.6358, norm 0.3147, swav 0.0000 LR: 5.344e-03 Score 97.567 Data time: 0.1983, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.5363 [2020-11-09 05:48:09,612][root][INFO] - ===> Epoch[370](9616/26): Loss -0.2217, Sem 0.0867, dir -0.6281, norm 0.3196, swav 0.0000 LR: 5.332e-03 Score 97.290 Data time: 0.2103, Forward time: 2.2620, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.5106 [2020-11-09 05:48:14,042][root][INFO] - ===> Epoch[370](9617/26): Loss -0.3015, Sem 0.0731, dir -0.6910, norm 0.3165, swav 0.0000 LR: 5.319e-03 Score 97.627 Data time: 0.2098, Forward time: 2.2620, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.3179 [2020-11-09 05:48:19,643][root][INFO] - ===> Epoch[370](9618/26): Loss -0.1909, Sem 0.0744, dir -0.5650, norm 0.2997, swav 0.0000 LR: 5.307e-03 Score 97.059 Data time: 0.2563, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.4963 [2020-11-09 05:48:25,541][root][INFO] - ===> Epoch[370](9619/26): Loss -0.1745, Sem 0.0805, dir -0.6029, norm 0.3479, swav 0.0000 LR: 5.294e-03 Score 97.260 Data time: 0.2104, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.7592 [2020-11-09 05:48:31,984][root][INFO] - ===> Epoch[370](9620/26): Loss -0.2045, Sem 0.0933, dir -0.6147, norm 0.3170, swav 0.0000 LR: 5.282e-03 Score 97.401 Data time: 0.2285, Forward time: 2.2621, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.2959 [2020-11-09 05:48:37,760][root][INFO] - ===> Epoch[371](9621/26): Loss -0.2439, Sem 0.0672, dir -0.6148, norm 0.3037, swav 0.0000 LR: 5.269e-03 Score 97.903 Data time: 0.2514, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.6521 [2020-11-09 05:48:42,539][root][INFO] - ===> Epoch[371](9622/26): Loss -0.2281, Sem 0.0809, dir -0.6239, norm 0.3150, swav 0.0000 LR: 5.257e-03 Score 96.833 Data time: 0.1939, Forward time: 2.2621, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.6365 [2020-11-09 05:48:48,713][root][INFO] - ===> Epoch[371](9623/26): Loss -0.2918, Sem 0.0701, dir -0.6808, norm 0.3189, swav 0.0000 LR: 5.244e-03 Score 97.855 Data time: 0.1708, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.0519 [2020-11-09 05:48:53,207][root][INFO] - ===> Epoch[371](9624/26): Loss -0.2409, Sem 0.0820, dir -0.6667, norm 0.3438, swav 0.0000 LR: 5.232e-03 Score 97.396 Data time: 0.1952, Forward time: 2.2621, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.3626 [2020-11-09 05:48:58,950][root][INFO] - ===> Epoch[371](9625/26): Loss -0.2844, Sem 0.0784, dir -0.6742, norm 0.3115, swav 0.0000 LR: 5.220e-03 Score 97.299 Data time: 0.1713, Forward time: 2.2620, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.6301 [2020-11-09 05:49:05,267][root][INFO] - ===> Epoch[371](9626/26): Loss -0.1854, Sem 0.0793, dir -0.6216, norm 0.3569, swav 0.0000 LR: 5.207e-03 Score 97.577 Data time: 0.1935, Forward time: 2.2620, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.2073 [2020-11-09 05:49:09,794][root][INFO] - ===> Epoch[371](9627/26): Loss -0.2079, Sem 0.0556, dir -0.6229, norm 0.3593, swav 0.0000 LR: 5.195e-03 Score 97.993 Data time: 0.2286, Forward time: 2.2620, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.3944 [2020-11-09 05:49:15,938][root][INFO] - ===> Epoch[371](9628/26): Loss -0.2118, Sem 0.0919, dir -0.6374, norm 0.3338, swav 0.0000 LR: 5.182e-03 Score 96.860 Data time: 0.2935, Forward time: 2.2621, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.0337 [2020-11-09 05:49:22,524][root][INFO] - ===> Epoch[371](9629/26): Loss -0.2115, Sem 0.0832, dir -0.6426, norm 0.3479, swav 0.0000 LR: 5.170e-03 Score 97.069 Data time: 0.3013, Forward time: 2.2622, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.4341 [2020-11-09 05:49:28,790][root][INFO] - ===> Epoch[371](9630/26): Loss -0.2109, Sem 0.0745, dir -0.6252, norm 0.3398, swav 0.0000 LR: 5.157e-03 Score 97.612 Data time: 0.1879, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.1204 [2020-11-09 05:49:34,527][root][INFO] - ===> Epoch[371](9631/26): Loss -0.2524, Sem 0.0696, dir -0.6609, norm 0.3389, swav 0.0000 LR: 5.144e-03 Score 97.440 Data time: 0.1727, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.6242 [2020-11-09 05:49:40,466][root][INFO] - ===> Epoch[371](9632/26): Loss -0.1640, Sem 0.0978, dir -0.6517, norm 0.3899, swav 0.0000 LR: 5.132e-03 Score 96.704 Data time: 0.2704, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.8398 [2020-11-09 05:49:45,399][root][INFO] - ===> Epoch[371](9633/26): Loss -0.2433, Sem 0.0899, dir -0.6397, norm 0.3065, swav 0.0000 LR: 5.119e-03 Score 96.700 Data time: 0.2310, Forward time: 2.2622, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 4.7837 [2020-11-09 05:49:52,230][root][INFO] - ===> Epoch[371](9634/26): Loss -0.2030, Sem 0.0769, dir -0.6130, norm 0.3331, swav 0.0000 LR: 5.107e-03 Score 97.368 Data time: 0.2190, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.7042 [2020-11-09 05:49:58,266][root][INFO] - ===> Epoch[371](9635/26): Loss -0.1850, Sem 0.0723, dir -0.5849, norm 0.3276, swav 0.0000 LR: 5.094e-03 Score 97.276 Data time: 0.2370, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.8992 [2020-11-09 05:50:03,848][root][INFO] - ===> Epoch[371](9636/26): Loss -0.2718, Sem 0.0804, dir -0.6791, norm 0.3269, swav 0.0000 LR: 5.082e-03 Score 97.442 Data time: 0.2377, Forward time: 2.2623, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.4427 [2020-11-09 05:50:09,142][root][INFO] - ===> Epoch[371](9637/26): Loss -0.2730, Sem 0.0924, dir -0.6866, norm 0.3212, swav 0.0000 LR: 5.069e-03 Score 97.020 Data time: 0.1613, Forward time: 2.2622, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.1685 [2020-11-09 05:50:14,589][root][INFO] - ===> Epoch[371](9638/26): Loss -0.2723, Sem 0.0676, dir -0.6723, norm 0.3325, swav 0.0000 LR: 5.057e-03 Score 97.858 Data time: 0.2697, Forward time: 2.2623, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.3482 [2020-11-09 05:50:20,022][root][INFO] - ===> Epoch[371](9639/26): Loss -0.2386, Sem 0.0604, dir -0.6136, norm 0.3147, swav 0.0000 LR: 5.044e-03 Score 98.243 Data time: 0.2338, Forward time: 2.2623, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.3194 [2020-11-09 05:50:26,392][root][INFO] - ===> Epoch[371](9640/26): Loss -0.2332, Sem 0.0739, dir -0.6507, norm 0.3435, swav 0.0000 LR: 5.032e-03 Score 97.612 Data time: 0.2483, Forward time: 2.2623, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.2590 [2020-11-09 05:50:31,702][root][INFO] - ===> Epoch[371](9641/26): Loss -0.2376, Sem 0.0706, dir -0.6469, norm 0.3387, swav 0.0000 LR: 5.019e-03 Score 97.940 Data time: 0.2173, Forward time: 2.2623, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.1750 [2020-11-09 05:50:38,016][root][INFO] - ===> Epoch[371](9642/26): Loss -0.1621, Sem 0.0911, dir -0.6083, norm 0.3551, swav 0.0000 LR: 5.007e-03 Score 97.031 Data time: 0.2944, Forward time: 2.2624, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 6.1910 [2020-11-09 05:50:43,935][root][INFO] - ===> Epoch[371](9643/26): Loss -0.1983, Sem 0.0947, dir -0.6636, norm 0.3707, swav 0.0000 LR: 4.994e-03 Score 96.643 Data time: 0.2341, Forward time: 2.2625, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.7880 [2020-11-09 05:50:49,539][root][INFO] - ===> Epoch[371](9644/26): Loss -0.2327, Sem 0.0788, dir -0.6313, norm 0.3198, swav 0.0000 LR: 4.982e-03 Score 97.715 Data time: 0.3081, Forward time: 2.2625, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.4739 [2020-11-09 05:50:56,066][root][INFO] - ===> Epoch[371](9645/26): Loss -0.2438, Sem 0.0800, dir -0.6534, norm 0.3296, swav 0.0000 LR: 4.969e-03 Score 97.179 Data time: 0.2610, Forward time: 2.2626, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 6.4264 [2020-11-09 05:51:02,038][root][INFO] - ===> Epoch[371](9646/26): Loss -0.2352, Sem 0.0725, dir -0.6624, norm 0.3547, swav 0.0000 LR: 4.956e-03 Score 97.373 Data time: 0.1901, Forward time: 2.2625, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.8517 [2020-11-09 05:51:08,864][root][INFO] - ===> Epoch[372](9647/26): Loss -0.1958, Sem 0.0750, dir -0.5857, norm 0.3149, swav 0.0000 LR: 4.944e-03 Score 97.571 Data time: 0.1450, Forward time: 2.2625, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.7351 [2020-11-09 05:51:14,720][root][INFO] - ===> Epoch[372](9648/26): Loss -0.2522, Sem 0.0878, dir -0.6555, norm 0.3156, swav 0.0000 LR: 4.931e-03 Score 97.071 Data time: 0.1770, Forward time: 2.2624, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.7931 [2020-11-09 05:51:20,061][root][INFO] - ===> Epoch[372](9649/26): Loss -0.2779, Sem 0.0882, dir -0.6755, norm 0.3094, swav 0.0000 LR: 4.919e-03 Score 96.730 Data time: 0.2375, Forward time: 2.2624, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.2502 [2020-11-09 05:51:25,821][root][INFO] - ===> Epoch[372](9650/26): Loss -0.2522, Sem 0.0875, dir -0.6835, norm 0.3438, swav 0.0000 LR: 4.906e-03 Score 97.272 Data time: 0.2750, Forward time: 2.2625, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.6501 [2020-11-09 05:51:31,383][root][INFO] - ===> Epoch[372](9651/26): Loss -0.2296, Sem 0.0934, dir -0.6408, norm 0.3178, swav 0.0000 LR: 4.894e-03 Score 96.958 Data time: 0.2110, Forward time: 2.2625, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.4315 [2020-11-09 05:51:37,311][root][INFO] - ===> Epoch[372](9652/26): Loss -0.2652, Sem 0.0788, dir -0.6675, norm 0.3235, swav 0.0000 LR: 4.881e-03 Score 97.330 Data time: 0.1944, Forward time: 2.2625, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.8203 [2020-11-09 05:51:42,425][root][INFO] - ===> Epoch[372](9653/26): Loss -0.2223, Sem 0.0621, dir -0.6105, norm 0.3260, swav 0.0000 LR: 4.868e-03 Score 97.975 Data time: 0.1978, Forward time: 2.2625, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.0138 [2020-11-09 05:51:47,218][root][INFO] - ===> Epoch[372](9654/26): Loss -0.2544, Sem 0.0602, dir -0.6392, norm 0.3247, swav 0.0000 LR: 4.856e-03 Score 98.053 Data time: 0.1814, Forward time: 2.2625, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 4.6655 [2020-11-09 05:51:52,534][root][INFO] - ===> Epoch[372](9655/26): Loss -0.2523, Sem 0.0922, dir -0.6424, norm 0.2979, swav 0.0000 LR: 4.843e-03 Score 96.552 Data time: 0.1792, Forward time: 2.2624, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.2029 [2020-11-09 05:51:57,885][root][INFO] - ===> Epoch[372](9656/26): Loss -0.2625, Sem 0.0862, dir -0.6551, norm 0.3064, swav 0.0000 LR: 4.831e-03 Score 96.872 Data time: 0.2454, Forward time: 2.2624, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.2481 [2020-11-09 05:52:04,293][root][INFO] - ===> Epoch[372](9657/26): Loss -0.2264, Sem 0.0744, dir -0.6601, norm 0.3593, swav 0.0000 LR: 4.818e-03 Score 97.813 Data time: 0.1535, Forward time: 2.2624, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 6.2793 [2020-11-09 05:52:10,377][root][INFO] - ===> Epoch[372](9658/26): Loss -0.2128, Sem 0.0892, dir -0.6162, norm 0.3141, swav 0.0000 LR: 4.805e-03 Score 97.167 Data time: 0.2457, Forward time: 2.2624, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 6.0061 [2020-11-09 05:52:17,230][root][INFO] - ===> Epoch[372](9659/26): Loss -0.1708, Sem 0.0850, dir -0.6044, norm 0.3486, swav 0.0000 LR: 4.793e-03 Score 97.077 Data time: 0.2076, Forward time: 2.2624, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.7198 [2020-11-09 05:52:23,464][root][INFO] - ===> Epoch[372](9660/26): Loss -0.2997, Sem 0.0665, dir -0.6688, norm 0.3027, swav 0.0000 LR: 4.780e-03 Score 97.794 Data time: 0.1757, Forward time: 2.2624, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.1078 [2020-11-09 05:52:28,319][root][INFO] - ===> Epoch[372](9661/26): Loss -0.2442, Sem 0.0694, dir -0.6486, norm 0.3350, swav 0.0000 LR: 4.768e-03 Score 97.253 Data time: 0.1870, Forward time: 2.2623, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.7327 [2020-11-09 05:52:33,877][root][INFO] - ===> Epoch[372](9662/26): Loss -0.2263, Sem 0.0850, dir -0.6505, norm 0.3392, swav 0.0000 LR: 4.755e-03 Score 96.962 Data time: 0.2154, Forward time: 2.2623, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.4456 [2020-11-09 05:52:38,190][root][INFO] - ===> Epoch[372](9663/26): Loss -0.2059, Sem 0.0871, dir -0.6479, norm 0.3549, swav 0.0000 LR: 4.742e-03 Score 96.916 Data time: 0.1836, Forward time: 2.2623, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 4.1945 [2020-11-09 05:52:44,096][root][INFO] - ===> Epoch[372](9664/26): Loss -0.2127, Sem 0.0760, dir -0.6149, norm 0.3262, swav 0.0000 LR: 4.730e-03 Score 97.494 Data time: 0.2370, Forward time: 2.2623, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.7796 [2020-11-09 05:52:49,272][root][INFO] - ===> Epoch[372](9665/26): Loss -0.2457, Sem 0.0685, dir -0.6245, norm 0.3102, swav 0.0000 LR: 4.717e-03 Score 97.571 Data time: 0.1967, Forward time: 2.2623, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.0264 [2020-11-09 05:52:54,788][root][INFO] - ===> Epoch[372](9666/26): Loss -0.1975, Sem 0.0873, dir -0.6550, norm 0.3702, swav 0.0000 LR: 4.704e-03 Score 96.699 Data time: 0.1689, Forward time: 2.2623, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.4058 [2020-11-09 05:53:00,030][root][INFO] - ===> Epoch[372](9667/26): Loss -0.2318, Sem 0.0699, dir -0.6288, norm 0.3271, swav 0.0000 LR: 4.692e-03 Score 97.371 Data time: 0.2400, Forward time: 2.2623, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.1385 [2020-11-09 05:53:05,024][root][INFO] - ===> Epoch[372](9668/26): Loss -0.2571, Sem 0.0835, dir -0.6695, norm 0.3288, swav 0.0000 LR: 4.679e-03 Score 96.711 Data time: 0.1377, Forward time: 2.2622, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 4.8772 [2020-11-09 05:53:09,213][root][INFO] - ===> Epoch[372](9669/26): Loss -0.2415, Sem 0.0932, dir -0.6589, norm 0.3242, swav 0.0000 LR: 4.666e-03 Score 97.124 Data time: 0.1757, Forward time: 2.2622, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 4.1020 [2020-11-09 05:53:13,982][root][INFO] - ===> Epoch[372](9670/26): Loss -0.2047, Sem 0.0596, dir -0.6086, norm 0.3444, swav 0.0000 LR: 4.654e-03 Score 97.975 Data time: 0.2117, Forward time: 2.2622, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 4.7004 [2020-11-09 05:53:20,833][root][INFO] - ===> Epoch[372](9671/26): Loss -0.1944, Sem 0.0811, dir -0.6119, norm 0.3364, swav 0.0000 LR: 4.641e-03 Score 97.233 Data time: 0.2644, Forward time: 2.2622, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 6.7301 [2020-11-09 05:53:26,124][root][INFO] - ===> Epoch[372](9672/26): Loss -0.2089, Sem 0.0905, dir -0.6181, norm 0.3187, swav 0.0000 LR: 4.628e-03 Score 96.919 Data time: 0.1232, Forward time: 2.2621, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.1416 [2020-11-09 05:53:31,569][root][INFO] - ===> Epoch[373](9673/26): Loss -0.2369, Sem 0.0758, dir -0.6401, norm 0.3274, swav 0.0000 LR: 4.616e-03 Score 98.033 Data time: 0.1827, Forward time: 2.2621, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.3741 [2020-11-09 05:53:37,347][root][INFO] - ===> Epoch[373](9674/26): Loss -0.1803, Sem 0.0984, dir -0.6360, norm 0.3573, swav 0.0000 LR: 4.603e-03 Score 96.197 Data time: 0.2054, Forward time: 2.2621, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.6864 [2020-11-09 05:53:44,083][root][INFO] - ===> Epoch[373](9675/26): Loss -0.2099, Sem 0.0770, dir -0.6118, norm 0.3250, swav 0.0000 LR: 4.590e-03 Score 97.249 Data time: 0.2184, Forward time: 2.2621, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 6.6286 [2020-11-09 05:53:49,800][root][INFO] - ===> Epoch[373](9676/26): Loss -0.2170, Sem 0.0841, dir -0.6431, norm 0.3420, swav 0.0000 LR: 4.578e-03 Score 96.917 Data time: 0.1731, Forward time: 2.2621, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.5932 [2020-11-09 05:53:55,988][root][INFO] - ===> Epoch[373](9677/26): Loss -0.2473, Sem 0.0817, dir -0.6714, norm 0.3424, swav 0.0000 LR: 4.565e-03 Score 97.686 Data time: 0.1935, Forward time: 2.2620, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.0952 [2020-11-09 05:53:59,721][root][INFO] - ===> Epoch[373](9678/26): Loss -0.2228, Sem 0.0853, dir -0.6294, norm 0.3213, swav 0.0000 LR: 4.552e-03 Score 97.326 Data time: 0.1691, Forward time: 2.2620, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 3.6386 [2020-11-09 05:54:05,091][root][INFO] - ===> Epoch[373](9679/26): Loss -0.1494, Sem 0.0878, dir -0.5821, norm 0.3450, swav 0.0000 LR: 4.540e-03 Score 97.155 Data time: 0.1983, Forward time: 2.2620, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.2896 [2020-11-09 05:54:10,438][root][INFO] - ===> Epoch[373](9680/26): Loss -0.2747, Sem 0.0976, dir -0.6978, norm 0.3256, swav 0.0000 LR: 4.527e-03 Score 96.690 Data time: 0.1729, Forward time: 2.2619, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.2202 [2020-11-09 05:54:17,466][root][INFO] - ===> Epoch[373](9681/26): Loss -0.2017, Sem 0.0764, dir -0.5894, norm 0.3113, swav 0.0000 LR: 4.514e-03 Score 97.527 Data time: 0.2931, Forward time: 2.2620, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 6.9513 [2020-11-09 05:54:23,642][root][INFO] - ===> Epoch[373](9682/26): Loss -0.2166, Sem 0.0971, dir -0.6380, norm 0.3243, swav 0.0000 LR: 4.502e-03 Score 96.333 Data time: 0.2478, Forward time: 2.2620, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 6.0499 [2020-11-09 05:54:29,180][root][INFO] - ===> Epoch[373](9683/26): Loss -0.1892, Sem 0.1019, dir -0.6042, norm 0.3130, swav 0.0000 LR: 4.489e-03 Score 96.813 Data time: 0.2140, Forward time: 2.2620, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.4258 [2020-11-09 05:54:35,338][root][INFO] - ===> Epoch[373](9684/26): Loss -0.2665, Sem 0.0693, dir -0.6842, norm 0.3483, swav 0.0000 LR: 4.476e-03 Score 97.553 Data time: 0.1643, Forward time: 2.2620, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.0387 [2020-11-09 05:54:41,573][root][INFO] - ===> Epoch[373](9685/26): Loss -0.2082, Sem 0.0809, dir -0.6308, norm 0.3418, swav 0.0000 LR: 4.464e-03 Score 97.472 Data time: 0.2176, Forward time: 2.2620, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.1390 [2020-11-09 05:54:46,329][root][INFO] - ===> Epoch[373](9686/26): Loss -0.2704, Sem 0.0785, dir -0.6642, norm 0.3153, swav 0.0000 LR: 4.451e-03 Score 97.414 Data time: 0.1798, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 4.5974 [2020-11-09 05:54:52,079][root][INFO] - ===> Epoch[373](9687/26): Loss -0.1823, Sem 0.0790, dir -0.5858, norm 0.3245, swav 0.0000 LR: 4.438e-03 Score 97.126 Data time: 0.2181, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.6377 [2020-11-09 05:54:58,383][root][INFO] - ===> Epoch[373](9688/26): Loss -0.2221, Sem 0.0840, dir -0.6530, norm 0.3468, swav 0.0000 LR: 4.425e-03 Score 97.489 Data time: 0.2194, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.1909 [2020-11-09 05:55:03,485][root][INFO] - ===> Epoch[373](9689/26): Loss -0.2786, Sem 0.0623, dir -0.6744, norm 0.3336, swav 0.0000 LR: 4.413e-03 Score 97.522 Data time: 0.1757, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 4.9693 [2020-11-09 05:55:09,780][root][INFO] - ===> Epoch[373](9690/26): Loss -0.1989, Sem 0.0750, dir -0.6267, norm 0.3527, swav 0.0000 LR: 4.400e-03 Score 97.289 Data time: 0.2061, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 6.1960 [2020-11-09 05:55:15,087][root][INFO] - ===> Epoch[373](9691/26): Loss -0.2681, Sem 0.0729, dir -0.6627, norm 0.3217, swav 0.0000 LR: 4.387e-03 Score 97.292 Data time: 0.2120, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.1876 [2020-11-09 05:55:20,384][root][INFO] - ===> Epoch[373](9692/26): Loss -0.3116, Sem 0.0834, dir -0.6792, norm 0.2842, swav 0.0000 LR: 4.374e-03 Score 97.619 Data time: 0.1639, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.1652 [2020-11-09 05:55:27,146][root][INFO] - ===> Epoch[373](9693/26): Loss -0.2770, Sem 0.0770, dir -0.6835, norm 0.3295, swav 0.0000 LR: 4.362e-03 Score 97.008 Data time: 0.2540, Forward time: 2.2619, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.6757 [2020-11-09 05:55:33,914][root][INFO] - ===> Epoch[373](9694/26): Loss -0.2196, Sem 0.0703, dir -0.6020, norm 0.3121, swav 0.0000 LR: 4.349e-03 Score 97.636 Data time: 0.2268, Forward time: 2.2619, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 6.6472 [2020-11-09 05:55:39,395][root][INFO] - ===> Epoch[373](9695/26): Loss -0.2096, Sem 0.0865, dir -0.6306, norm 0.3345, swav 0.0000 LR: 4.336e-03 Score 96.926 Data time: 0.1850, Forward time: 2.2619, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.3624 [2020-11-09 05:55:45,187][root][INFO] - ===> Epoch[373](9696/26): Loss -0.2831, Sem 0.0605, dir -0.6680, norm 0.3243, swav 0.0000 LR: 4.323e-03 Score 97.863 Data time: 0.1678, Forward time: 2.2619, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.6635 [2020-11-09 05:55:51,574][root][INFO] - ===> Epoch[373](9697/26): Loss -0.2052, Sem 0.0842, dir -0.6476, norm 0.3581, swav 0.0000 LR: 4.311e-03 Score 97.099 Data time: 0.2166, Forward time: 2.2618, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.2655 [2020-11-09 05:55:56,604][root][INFO] - ===> Epoch[373](9698/26): Loss -0.2660, Sem 0.0700, dir -0.6548, norm 0.3188, swav 0.0000 LR: 4.298e-03 Score 97.742 Data time: 0.2115, Forward time: 2.2618, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.9062 [2020-11-09 05:56:02,907][root][INFO] - ===> Epoch[374](9699/26): Loss -0.2032, Sem 0.0838, dir -0.6422, norm 0.3552, swav 0.0000 LR: 4.285e-03 Score 96.938 Data time: 0.3147, Forward time: 2.2619, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.1687 [2020-11-09 05:56:08,980][root][INFO] - ===> Epoch[374](9700/26): Loss -0.1904, Sem 0.0613, dir -0.5956, norm 0.3439, swav 0.0000 LR: 4.272e-03 Score 97.735 Data time: 0.2485, Forward time: 2.2620, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.9281 [2020-11-09 05:56:14,704][root][INFO] - ===> Epoch[374](9701/26): Loss -0.1944, Sem 0.0891, dir -0.6031, norm 0.3196, swav 0.0000 LR: 4.260e-03 Score 96.700 Data time: 0.2270, Forward time: 2.2620, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.5946 [2020-11-09 05:56:20,026][root][INFO] - ===> Epoch[374](9702/26): Loss -0.2188, Sem 0.0870, dir -0.6370, norm 0.3312, swav 0.0000 LR: 4.247e-03 Score 97.224 Data time: 0.1268, Forward time: 2.2619, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.2193 [2020-11-09 05:56:25,171][root][INFO] - ===> Epoch[374](9703/26): Loss -0.1464, Sem 0.1069, dir -0.6229, norm 0.3696, swav 0.0000 LR: 4.234e-03 Score 96.665 Data time: 0.1802, Forward time: 2.2619, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.0746 [2020-11-09 05:56:31,138][root][INFO] - ===> Epoch[374](9704/26): Loss -0.2144, Sem 0.0924, dir -0.6258, norm 0.3189, swav 0.0000 LR: 4.221e-03 Score 96.809 Data time: 0.2101, Forward time: 2.2618, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.8629 [2020-11-09 05:56:36,962][root][INFO] - ===> Epoch[374](9705/26): Loss -0.2555, Sem 0.0678, dir -0.6524, norm 0.3291, swav 0.0000 LR: 4.208e-03 Score 98.080 Data time: 0.1749, Forward time: 2.2618, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.7386 [2020-11-09 05:56:42,281][root][INFO] - ===> Epoch[374](9706/26): Loss -0.2604, Sem 0.0703, dir -0.6580, norm 0.3273, swav 0.0000 LR: 4.196e-03 Score 97.721 Data time: 0.1953, Forward time: 2.2618, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.2119 [2020-11-09 05:56:48,022][root][INFO] - ===> Epoch[374](9707/26): Loss -0.2676, Sem 0.0804, dir -0.6388, norm 0.2908, swav 0.0000 LR: 4.183e-03 Score 97.325 Data time: 0.1715, Forward time: 2.2617, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.6166 [2020-11-09 05:56:53,136][root][INFO] - ===> Epoch[374](9708/26): Loss -0.2158, Sem 0.0854, dir -0.6327, norm 0.3315, swav 0.0000 LR: 4.170e-03 Score 97.337 Data time: 0.2308, Forward time: 2.2617, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.0297 [2020-11-09 05:56:58,504][root][INFO] - ===> Epoch[374](9709/26): Loss -0.2786, Sem 0.0758, dir -0.6636, norm 0.3092, swav 0.0000 LR: 4.157e-03 Score 97.193 Data time: 0.1998, Forward time: 2.2617, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.2438 [2020-11-09 05:57:03,821][root][INFO] - ===> Epoch[374](9710/26): Loss -0.1900, Sem 0.1014, dir -0.6325, norm 0.3412, swav 0.0000 LR: 4.144e-03 Score 97.077 Data time: 0.2213, Forward time: 2.2617, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.1939 [2020-11-09 05:57:11,091][root][INFO] - ===> Epoch[374](9711/26): Loss -0.2475, Sem 0.0696, dir -0.6572, norm 0.3401, swav 0.0000 LR: 4.132e-03 Score 97.799 Data time: 0.2182, Forward time: 2.2617, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 7.1174 [2020-11-09 05:57:17,429][root][INFO] - ===> Epoch[374](9712/26): Loss -0.2499, Sem 0.0920, dir -0.6674, norm 0.3255, swav 0.0000 LR: 4.119e-03 Score 96.888 Data time: 0.1821, Forward time: 2.2617, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.2181 [2020-11-09 05:57:23,304][root][INFO] - ===> Epoch[374](9713/26): Loss -0.2347, Sem 0.0764, dir -0.6591, norm 0.3479, swav 0.0000 LR: 4.106e-03 Score 97.338 Data time: 0.1980, Forward time: 2.2617, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.7405 [2020-11-09 05:57:28,472][root][INFO] - ===> Epoch[374](9714/26): Loss -0.2567, Sem 0.0644, dir -0.6531, norm 0.3321, swav 0.0000 LR: 4.093e-03 Score 97.758 Data time: 0.2034, Forward time: 2.2617, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.0218 [2020-11-09 05:57:33,441][root][INFO] - ===> Epoch[374](9715/26): Loss -0.2376, Sem 0.0872, dir -0.6411, norm 0.3163, swav 0.0000 LR: 4.080e-03 Score 97.015 Data time: 0.2260, Forward time: 2.2617, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.8402 [2020-11-09 05:57:38,750][root][INFO] - ===> Epoch[374](9716/26): Loss -0.1905, Sem 0.0944, dir -0.6109, norm 0.3261, swav 0.0000 LR: 4.067e-03 Score 96.693 Data time: 0.2024, Forward time: 2.2617, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.1980 [2020-11-09 05:57:44,453][root][INFO] - ===> Epoch[374](9717/26): Loss -0.2311, Sem 0.0753, dir -0.6461, norm 0.3397, swav 0.0000 LR: 4.055e-03 Score 97.472 Data time: 0.2841, Forward time: 2.2618, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.5884 [2020-11-09 05:57:50,585][root][INFO] - ===> Epoch[374](9718/26): Loss -0.2495, Sem 0.0736, dir -0.6528, norm 0.3297, swav 0.0000 LR: 4.042e-03 Score 97.712 Data time: 0.2304, Forward time: 2.2618, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.9867 [2020-11-09 05:57:56,286][root][INFO] - ===> Epoch[374](9719/26): Loss -0.2465, Sem 0.0789, dir -0.6494, norm 0.3241, swav 0.0000 LR: 4.029e-03 Score 97.122 Data time: 0.1574, Forward time: 2.2618, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.5759 [2020-11-09 05:58:01,981][root][INFO] - ===> Epoch[374](9720/26): Loss -0.2090, Sem 0.0882, dir -0.6384, norm 0.3412, swav 0.0000 LR: 4.016e-03 Score 97.034 Data time: 0.2732, Forward time: 2.2618, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.5913 [2020-11-09 05:58:08,953][root][INFO] - ===> Epoch[374](9721/26): Loss -0.2578, Sem 0.0669, dir -0.6669, norm 0.3422, swav 0.0000 LR: 4.003e-03 Score 97.493 Data time: 0.3400, Forward time: 2.2619, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.8413 [2020-11-09 05:58:14,440][root][INFO] - ===> Epoch[374](9722/26): Loss -0.2236, Sem 0.1006, dir -0.6547, norm 0.3305, swav 0.0000 LR: 3.990e-03 Score 96.057 Data time: 0.2022, Forward time: 2.2619, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.3528 [2020-11-09 05:58:19,732][root][INFO] - ===> Epoch[374](9723/26): Loss -0.2214, Sem 0.0995, dir -0.6548, norm 0.3339, swav 0.0000 LR: 3.977e-03 Score 96.561 Data time: 0.1651, Forward time: 2.2619, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.1874 [2020-11-09 05:58:25,713][root][INFO] - ===> Epoch[374](9724/26): Loss -0.1965, Sem 0.1052, dir -0.6536, norm 0.3519, swav 0.0000 LR: 3.965e-03 Score 96.952 Data time: 0.2533, Forward time: 2.2619, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.8852 [2020-11-09 05:58:33,011][root][INFO] - ===> Epoch[375](9725/26): Loss -0.1815, Sem 0.0908, dir -0.6275, norm 0.3552, swav 0.0000 LR: 3.952e-03 Score 97.045 Data time: 0.3478, Forward time: 2.2620, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 7.1622 [2020-11-09 05:58:39,490][root][INFO] - ===> Epoch[375](9726/26): Loss -0.2149, Sem 0.0631, dir -0.6186, norm 0.3405, swav 0.0000 LR: 3.939e-03 Score 97.764 Data time: 0.2431, Forward time: 2.2621, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.3485 [2020-11-09 05:58:44,445][root][INFO] - ===> Epoch[375](9727/26): Loss -0.2301, Sem 0.0696, dir -0.6452, norm 0.3455, swav 0.0000 LR: 3.926e-03 Score 97.445 Data time: 0.1662, Forward time: 2.2620, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 4.8295 [2020-11-09 05:58:50,047][root][INFO] - ===> Epoch[375](9728/26): Loss -0.2493, Sem 0.0808, dir -0.6461, norm 0.3161, swav 0.0000 LR: 3.913e-03 Score 97.422 Data time: 0.2189, Forward time: 2.2620, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.5220 [2020-11-09 05:58:56,238][root][INFO] - ===> Epoch[375](9729/26): Loss -0.2289, Sem 0.0686, dir -0.6194, norm 0.3220, swav 0.0000 LR: 3.900e-03 Score 97.358 Data time: 0.1648, Forward time: 2.2620, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 6.0883 [2020-11-09 05:59:02,655][root][INFO] - ===> Epoch[375](9730/26): Loss -0.2060, Sem 0.0814, dir -0.6311, norm 0.3437, swav 0.0000 LR: 3.887e-03 Score 97.147 Data time: 0.1975, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 6.3360 [2020-11-09 05:59:07,971][root][INFO] - ===> Epoch[375](9731/26): Loss -0.2980, Sem 0.0621, dir -0.6500, norm 0.2899, swav 0.0000 LR: 3.874e-03 Score 97.775 Data time: 0.2150, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.1773 [2020-11-09 05:59:14,070][root][INFO] - ===> Epoch[375](9732/26): Loss -0.2812, Sem 0.0800, dir -0.6841, norm 0.3229, swav 0.0000 LR: 3.861e-03 Score 97.701 Data time: 0.2297, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.9696 [2020-11-09 05:59:19,751][root][INFO] - ===> Epoch[375](9733/26): Loss -0.3098, Sem 0.0577, dir -0.6845, norm 0.3170, swav 0.0000 LR: 3.848e-03 Score 98.078 Data time: 0.2475, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.5584 [2020-11-09 05:59:25,652][root][INFO] - ===> Epoch[375](9734/26): Loss -0.1929, Sem 0.0968, dir -0.6417, norm 0.3520, swav 0.0000 LR: 3.835e-03 Score 96.475 Data time: 0.2086, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.7820 [2020-11-09 05:59:31,009][root][INFO] - ===> Epoch[375](9735/26): Loss -0.2123, Sem 0.0731, dir -0.6314, norm 0.3460, swav 0.0000 LR: 3.823e-03 Score 97.279 Data time: 0.1608, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.2235 [2020-11-09 05:59:36,827][root][INFO] - ===> Epoch[375](9736/26): Loss -0.1830, Sem 0.0760, dir -0.6077, norm 0.3487, swav 0.0000 LR: 3.810e-03 Score 97.294 Data time: 0.1520, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.7349 [2020-11-09 05:59:43,388][root][INFO] - ===> Epoch[375](9737/26): Loss -0.1895, Sem 0.0984, dir -0.6357, norm 0.3478, swav 0.0000 LR: 3.797e-03 Score 96.593 Data time: 0.1948, Forward time: 2.2619, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.4566 [2020-11-09 05:59:48,763][root][INFO] - ===> Epoch[375](9738/26): Loss -0.2480, Sem 0.0783, dir -0.6637, norm 0.3374, swav 0.0000 LR: 3.784e-03 Score 97.413 Data time: 0.2024, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.2582 [2020-11-09 05:59:54,916][root][INFO] - ===> Epoch[375](9739/26): Loss -0.2098, Sem 0.1114, dir -0.6343, norm 0.3131, swav 0.0000 LR: 3.771e-03 Score 96.160 Data time: 0.2326, Forward time: 2.2619, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.0470 [2020-11-09 06:00:00,036][root][INFO] - ===> Epoch[375](9740/26): Loss -0.2071, Sem 0.0734, dir -0.5956, norm 0.3150, swav 0.0000 LR: 3.758e-03 Score 97.335 Data time: 0.2205, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.0120 [2020-11-09 06:00:05,387][root][INFO] - ===> Epoch[375](9741/26): Loss -0.2495, Sem 0.0800, dir -0.6402, norm 0.3107, swav 0.0000 LR: 3.745e-03 Score 97.172 Data time: 0.2518, Forward time: 2.2619, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.2522 [2020-11-09 06:00:11,763][root][INFO] - ===> Epoch[375](9742/26): Loss -0.2440, Sem 0.0770, dir -0.6238, norm 0.3028, swav 0.0000 LR: 3.732e-03 Score 97.235 Data time: 0.2418, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.2590 [2020-11-09 06:00:17,228][root][INFO] - ===> Epoch[375](9743/26): Loss -0.2329, Sem 0.0803, dir -0.6187, norm 0.3054, swav 0.0000 LR: 3.719e-03 Score 97.109 Data time: 0.1657, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.3371 [2020-11-09 06:00:22,888][root][INFO] - ===> Epoch[375](9744/26): Loss -0.2798, Sem 0.0756, dir -0.6841, norm 0.3286, swav 0.0000 LR: 3.706e-03 Score 97.353 Data time: 0.1770, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.5769 [2020-11-09 06:00:28,352][root][INFO] - ===> Epoch[375](9745/26): Loss -0.2304, Sem 0.0827, dir -0.6532, norm 0.3401, swav 0.0000 LR: 3.693e-03 Score 96.926 Data time: 0.2596, Forward time: 2.2619, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.3599 [2020-11-09 06:00:34,020][root][INFO] - ===> Epoch[375](9746/26): Loss -0.1255, Sem 0.0929, dir -0.5652, norm 0.3469, swav 0.0000 LR: 3.680e-03 Score 96.441 Data time: 0.2330, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.5272 [2020-11-09 06:00:41,915][root][INFO] - ===> Epoch[375](9747/26): Loss -0.2419, Sem 0.0827, dir -0.6624, norm 0.3377, swav 0.0000 LR: 3.667e-03 Score 97.408 Data time: 0.1936, Forward time: 2.2619, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 7.7684 [2020-11-09 06:00:46,894][root][INFO] - ===> Epoch[375](9748/26): Loss -0.1652, Sem 0.0865, dir -0.6044, norm 0.3527, swav 0.0000 LR: 3.654e-03 Score 96.887 Data time: 0.2278, Forward time: 2.2620, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.8491 [2020-11-09 06:00:51,572][root][INFO] - ===> Epoch[375](9749/26): Loss -0.2489, Sem 0.0707, dir -0.6475, norm 0.3279, swav 0.0000 LR: 3.641e-03 Score 98.027 Data time: 0.2073, Forward time: 2.2620, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.5681 [2020-11-09 06:00:58,004][root][INFO] - ===> Epoch[375](9750/26): Loss -0.2352, Sem 0.0827, dir -0.6574, norm 0.3395, swav 0.0000 LR: 3.628e-03 Score 97.011 Data time: 0.1935, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.3337 [2020-11-09 06:01:03,169][root][INFO] - ===> Epoch[376](9751/26): Loss -0.1974, Sem 0.0892, dir -0.6184, norm 0.3319, swav 0.0000 LR: 3.615e-03 Score 97.130 Data time: 0.1911, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.0460 [2020-11-09 06:01:10,824][root][INFO] - ===> Epoch[376](9752/26): Loss -0.2059, Sem 0.0720, dir -0.6199, norm 0.3421, swav 0.0000 LR: 3.602e-03 Score 97.750 Data time: 0.1945, Forward time: 2.2619, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 7.5652 [2020-11-09 06:01:15,428][root][INFO] - ===> Epoch[376](9753/26): Loss -0.2438, Sem 0.0877, dir -0.6278, norm 0.2963, swav 0.0000 LR: 3.589e-03 Score 96.579 Data time: 0.1516, Forward time: 2.2618, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.4800 [2020-11-09 06:01:20,412][root][INFO] - ===> Epoch[376](9754/26): Loss -0.2465, Sem 0.0830, dir -0.6719, norm 0.3425, swav 0.0000 LR: 3.576e-03 Score 97.215 Data time: 0.1470, Forward time: 2.2618, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.8942 [2020-11-09 06:01:25,904][root][INFO] - ===> Epoch[376](9755/26): Loss -0.2415, Sem 0.0737, dir -0.6408, norm 0.3257, swav 0.0000 LR: 3.563e-03 Score 97.147 Data time: 0.2057, Forward time: 2.2618, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.4079 [2020-11-09 06:01:32,714][root][INFO] - ===> Epoch[376](9756/26): Loss -0.2465, Sem 0.0746, dir -0.6400, norm 0.3190, swav 0.0000 LR: 3.550e-03 Score 97.481 Data time: 0.2413, Forward time: 2.2618, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.6769 [2020-11-09 06:01:37,652][root][INFO] - ===> Epoch[376](9757/26): Loss -0.2274, Sem 0.0820, dir -0.6132, norm 0.3039, swav 0.0000 LR: 3.537e-03 Score 97.249 Data time: 0.2140, Forward time: 2.2618, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.7994 [2020-11-09 06:01:44,105][root][INFO] - ===> Epoch[376](9758/26): Loss -0.1790, Sem 0.0802, dir -0.5892, norm 0.3300, swav 0.0000 LR: 3.524e-03 Score 97.314 Data time: 0.1801, Forward time: 2.2618, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 6.3228 [2020-11-09 06:01:50,189][root][INFO] - ===> Epoch[376](9759/26): Loss -0.2612, Sem 0.0749, dir -0.6613, norm 0.3253, swav 0.0000 LR: 3.511e-03 Score 97.343 Data time: 0.1803, Forward time: 2.2618, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.9518 [2020-11-09 06:01:55,696][root][INFO] - ===> Epoch[376](9760/26): Loss -0.2996, Sem 0.0517, dir -0.6815, norm 0.3303, swav 0.0000 LR: 3.498e-03 Score 98.262 Data time: 0.1868, Forward time: 2.2617, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.4122 [2020-11-09 06:02:01,476][root][INFO] - ===> Epoch[376](9761/26): Loss -0.2010, Sem 0.0889, dir -0.6323, norm 0.3424, swav 0.0000 LR: 3.485e-03 Score 97.269 Data time: 0.2154, Forward time: 2.2617, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.6767 [2020-11-09 06:02:08,624][root][INFO] - ===> Epoch[376](9762/26): Loss -0.1988, Sem 0.0861, dir -0.6525, norm 0.3676, swav 0.0000 LR: 3.472e-03 Score 96.995 Data time: 0.2367, Forward time: 2.2617, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 7.0189 [2020-11-09 06:02:14,985][root][INFO] - ===> Epoch[376](9763/26): Loss -0.2130, Sem 0.0922, dir -0.6687, norm 0.3634, swav 0.0000 LR: 3.458e-03 Score 96.964 Data time: 0.1971, Forward time: 2.2617, Backward time: 3.0715, DDP time: 0.0051, Total iter time: 6.2224 [2020-11-09 06:02:20,232][root][INFO] - ===> Epoch[376](9764/26): Loss -0.2082, Sem 0.1131, dir -0.6340, norm 0.3127, swav 0.0000 LR: 3.445e-03 Score 96.472 Data time: 0.2330, Forward time: 2.2618, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.1275 [2020-11-09 06:02:25,872][root][INFO] - ===> Epoch[376](9765/26): Loss -0.2459, Sem 0.0753, dir -0.6497, norm 0.3285, swav 0.0000 LR: 3.432e-03 Score 97.666 Data time: 0.1608, Forward time: 2.2617, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.5324 [2020-11-09 06:02:31,297][root][INFO] - ===> Epoch[376](9766/26): Loss -0.2890, Sem 0.0655, dir -0.6650, norm 0.3105, swav 0.0000 LR: 3.419e-03 Score 98.071 Data time: 0.1938, Forward time: 2.2617, Backward time: 3.0714, DDP time: 0.0051, Total iter time: 5.3277 [2020-11-09 06:02:36,359][root][INFO] - ===> Epoch[376](9767/26): Loss -0.1845, Sem 0.1352, dir -0.6555, norm 0.3358, swav 0.0000 LR: 3.406e-03 Score 96.250 Data time: 0.2380, Forward time: 2.2617, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 4.9438 [2020-11-09 06:02:42,517][root][INFO] - ===> Epoch[376](9768/26): Loss -0.2579, Sem 0.0728, dir -0.6440, norm 0.3132, swav 0.0000 LR: 3.393e-03 Score 97.363 Data time: 0.2034, Forward time: 2.2617, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 6.0301 [2020-11-09 06:02:47,778][root][INFO] - ===> Epoch[376](9769/26): Loss -0.2632, Sem 0.0708, dir -0.6715, norm 0.3375, swav 0.0000 LR: 3.380e-03 Score 97.299 Data time: 0.2249, Forward time: 2.2617, Backward time: 3.0713, DDP time: 0.0051, Total iter time: 5.1176 [2020-11-09 06:02:53,715][root][INFO] - ===> Epoch[376](9770/26): Loss -0.2020, Sem 0.0900, dir -0.6094, norm 0.3174, swav 0.0000 LR: 3.367e-03 Score 97.034 Data time: 0.2598, Forward time: 2.2618, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 5.8160 [2020-11-09 06:02:58,235][root][INFO] - ===> Epoch[376](9771/26): Loss -0.2712, Sem 0.0706, dir -0.6461, norm 0.3044, swav 0.0000 LR: 3.354e-03 Score 97.133 Data time: 0.1460, Forward time: 2.2618, Backward time: 3.0712, DDP time: 0.0051, Total iter time: 4.3795 [2020-11-09 06:03:03,082][root][INFO] - ===> Epoch[376](9772/26): Loss -0.2344, Sem 0.0817, dir -0.6555, norm 0.3394, swav 0.0000 LR: 3.341e-03 Score 96.523 Data time: 0.1700, Forward time: 2.2617, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 4.7428 [2020-11-09 06:03:08,499][root][INFO] - ===> Epoch[376](9773/26): Loss -0.1551, Sem 0.0940, dir -0.5913, norm 0.3422, swav 0.0000 LR: 3.327e-03 Score 96.655 Data time: 0.2613, Forward time: 2.2617, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.3392 [2020-11-09 06:03:14,329][root][INFO] - ===> Epoch[376](9774/26): Loss -0.1917, Sem 0.0729, dir -0.6315, norm 0.3670, swav 0.0000 LR: 3.314e-03 Score 97.712 Data time: 0.2612, Forward time: 2.2618, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.7063 [2020-11-09 06:03:20,035][root][INFO] - ===> Epoch[376](9775/26): Loss -0.1748, Sem 0.0858, dir -0.6190, norm 0.3584, swav 0.0000 LR: 3.301e-03 Score 96.917 Data time: 0.2817, Forward time: 2.2619, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.5763 [2020-11-09 06:03:26,856][root][INFO] - ===> Epoch[376](9776/26): Loss -0.1956, Sem 0.0660, dir -0.6095, norm 0.3479, swav 0.0000 LR: 3.288e-03 Score 97.780 Data time: 0.1896, Forward time: 2.2618, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 6.6755 [2020-11-09 06:03:32,904][root][INFO] - ===> Epoch[377](9777/26): Loss -0.2618, Sem 0.0795, dir -0.6507, norm 0.3094, swav 0.0000 LR: 3.275e-03 Score 97.398 Data time: 0.2375, Forward time: 2.2619, Backward time: 3.0711, DDP time: 0.0051, Total iter time: 5.9471 [2020-11-09 06:03:37,209][root][INFO] - ===> Epoch[377](9778/26): Loss -0.2452, Sem 0.0577, dir -0.6243, norm 0.3214, swav 0.0000 LR: 3.262e-03 Score 97.970 Data time: 0.1912, Forward time: 2.2618, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.1728 [2020-11-09 06:03:43,166][root][INFO] - ===> Epoch[377](9779/26): Loss -0.2509, Sem 0.0639, dir -0.6578, norm 0.3430, swav 0.0000 LR: 3.248e-03 Score 97.463 Data time: 0.2445, Forward time: 2.2618, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 5.8605 [2020-11-09 06:03:49,767][root][INFO] - ===> Epoch[377](9780/26): Loss -0.1891, Sem 0.0941, dir -0.6274, norm 0.3441, swav 0.0000 LR: 3.235e-03 Score 96.879 Data time: 0.2335, Forward time: 2.2619, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 6.4762 [2020-11-09 06:03:54,799][root][INFO] - ===> Epoch[377](9781/26): Loss -0.2899, Sem 0.0770, dir -0.6646, norm 0.2977, swav 0.0000 LR: 3.222e-03 Score 97.522 Data time: 0.1877, Forward time: 2.2618, Backward time: 3.0710, DDP time: 0.0051, Total iter time: 4.9071 [2020-11-09 06:04:00,474][root][INFO] - ===> Epoch[377](9782/26): Loss -0.2168, Sem 0.0827, dir -0.6371, norm 0.3376, swav 0.0000 LR: 3.209e-03 Score 97.149 Data time: 0.2517, Forward time: 2.2619, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 5.5506 [2020-11-09 06:04:05,217][root][INFO] - ===> Epoch[377](9783/26): Loss -0.2854, Sem 0.0609, dir -0.6684, norm 0.3221, swav 0.0000 LR: 3.196e-03 Score 98.117 Data time: 0.1737, Forward time: 2.2618, Backward time: 3.0709, DDP time: 0.0051, Total iter time: 4.6103 [2020-11-09 06:04:11,023][root][INFO] - ===> Epoch[377](9784/26): Loss -0.1883, Sem 0.0917, dir -0.6304, norm 0.3505, swav 0.0000 LR: 3.183e-03 Score 96.652 Data time: 0.2467, Forward time: 2.2619, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.7230 [2020-11-09 06:04:17,025][root][INFO] - ===> Epoch[377](9785/26): Loss -0.2011, Sem 0.1058, dir -0.6501, norm 0.3432, swav 0.0000 LR: 3.169e-03 Score 96.006 Data time: 0.2199, Forward time: 2.2619, Backward time: 3.0708, DDP time: 0.0051, Total iter time: 5.8556 [2020-11-09 06:04:21,528][root][INFO] - ===> Epoch[377](9786/26): Loss -0.2868, Sem 0.0810, dir -0.6761, norm 0.3083, swav 0.0000 LR: 3.156e-03 Score 97.452 Data time: 0.2117, Forward time: 2.2619, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 4.3691 [2020-11-09 06:04:26,664][root][INFO] - ===> Epoch[377](9787/26): Loss -0.1979, Sem 0.0877, dir -0.6340, norm 0.3484, swav 0.0000 LR: 3.143e-03 Score 97.196 Data time: 0.1946, Forward time: 2.2619, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.0259 [2020-11-09 06:04:32,358][root][INFO] - ===> Epoch[377](9788/26): Loss -0.2099, Sem 0.0842, dir -0.6387, norm 0.3446, swav 0.0000 LR: 3.130e-03 Score 97.590 Data time: 0.2155, Forward time: 2.2619, Backward time: 3.0707, DDP time: 0.0051, Total iter time: 5.5717 [2020-11-09 06:04:37,799][root][INFO] - ===> Epoch[377](9789/26): Loss -0.2422, Sem 0.0934, dir -0.6594, norm 0.3238, swav 0.0000 LR: 3.116e-03 Score 97.034 Data time: 0.2434, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.3239 [2020-11-09 06:04:43,318][root][INFO] - ===> Epoch[377](9790/26): Loss -0.2308, Sem 0.0847, dir -0.6567, norm 0.3412, swav 0.0000 LR: 3.103e-03 Score 96.828 Data time: 0.1924, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.3955 [2020-11-09 06:04:48,477][root][INFO] - ===> Epoch[377](9791/26): Loss -0.2683, Sem 0.0726, dir -0.6804, norm 0.3395, swav 0.0000 LR: 3.090e-03 Score 97.749 Data time: 0.1722, Forward time: 2.2618, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.0407 [2020-11-09 06:04:54,511][root][INFO] - ===> Epoch[377](9792/26): Loss -0.1904, Sem 0.0822, dir -0.6112, norm 0.3386, swav 0.0000 LR: 3.077e-03 Score 96.994 Data time: 0.2679, Forward time: 2.2619, Backward time: 3.0706, DDP time: 0.0051, Total iter time: 5.9310 [2020-11-09 06:05:00,966][root][INFO] - ===> Epoch[377](9793/26): Loss -0.2390, Sem 0.0958, dir -0.6818, norm 0.3470, swav 0.0000 LR: 3.064e-03 Score 97.004 Data time: 0.3282, Forward time: 2.2620, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 6.3245 [2020-11-09 06:05:06,498][root][INFO] - ===> Epoch[377](9794/26): Loss -0.2717, Sem 0.0556, dir -0.6556, norm 0.3283, swav 0.0000 LR: 3.050e-03 Score 98.275 Data time: 0.2534, Forward time: 2.2620, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.3935 [2020-11-09 06:05:11,432][root][INFO] - ===> Epoch[377](9795/26): Loss -0.2843, Sem 0.0701, dir -0.6420, norm 0.2876, swav 0.0000 LR: 3.037e-03 Score 97.539 Data time: 0.1699, Forward time: 2.2620, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 4.8240 [2020-11-09 06:05:17,407][root][INFO] - ===> Epoch[377](9796/26): Loss -0.2077, Sem 0.0670, dir -0.6201, norm 0.3454, swav 0.0000 LR: 3.024e-03 Score 97.801 Data time: 0.2408, Forward time: 2.2620, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.8898 [2020-11-09 06:05:22,358][root][INFO] - ===> Epoch[377](9797/26): Loss -0.1767, Sem 0.1006, dir -0.6091, norm 0.3318, swav 0.0000 LR: 3.010e-03 Score 96.156 Data time: 0.1873, Forward time: 2.2620, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 4.8092 [2020-11-09 06:05:28,189][root][INFO] - ===> Epoch[377](9798/26): Loss -0.2171, Sem 0.0763, dir -0.6405, norm 0.3471, swav 0.0000 LR: 2.997e-03 Score 97.515 Data time: 0.2279, Forward time: 2.2620, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.7296 [2020-11-09 06:05:34,010][root][INFO] - ===> Epoch[377](9799/26): Loss -0.2203, Sem 0.0983, dir -0.6460, norm 0.3273, swav 0.0000 LR: 2.984e-03 Score 96.544 Data time: 0.3148, Forward time: 2.2620, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 5.6939 [2020-11-09 06:05:38,844][root][INFO] - ===> Epoch[377](9800/26): Loss -0.2236, Sem 0.0877, dir -0.6241, norm 0.3128, swav 0.0000 LR: 2.971e-03 Score 96.361 Data time: 0.2385, Forward time: 2.2621, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 4.7059 [2020-11-09 06:05:45,629][root][INFO] - ===> Epoch[377](9801/26): Loss -0.1637, Sem 0.0792, dir -0.5781, norm 0.3352, swav 0.0000 LR: 2.957e-03 Score 97.496 Data time: 0.2579, Forward time: 2.2621, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 6.6844 [2020-11-09 06:05:50,856][root][INFO] - ===> Epoch[377](9802/26): Loss -0.2155, Sem 0.0779, dir -0.6303, norm 0.3369, swav 0.0000 LR: 2.944e-03 Score 97.604 Data time: 0.2343, Forward time: 2.2622, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 5.0915 [2020-11-09 06:05:56,257][root][INFO] - ===> Epoch[378](9803/26): Loss -0.2538, Sem 0.0756, dir -0.6521, norm 0.3227, swav 0.0000 LR: 2.931e-03 Score 97.232 Data time: 0.1558, Forward time: 2.2621, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 5.2780 [2020-11-09 06:06:02,678][root][INFO] - ===> Epoch[378](9804/26): Loss -0.2801, Sem 0.0737, dir -0.6847, norm 0.3309, swav 0.0000 LR: 2.917e-03 Score 97.297 Data time: 0.1873, Forward time: 2.2621, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 6.3456 [2020-11-09 06:06:08,110][root][INFO] - ===> Epoch[378](9805/26): Loss -0.2187, Sem 0.0758, dir -0.6361, norm 0.3417, swav 0.0000 LR: 2.904e-03 Score 97.616 Data time: 0.2088, Forward time: 2.2621, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 5.3647 [2020-11-09 06:06:13,212][root][INFO] - ===> Epoch[378](9806/26): Loss -0.2001, Sem 0.0833, dir -0.6147, norm 0.3313, swav 0.0000 LR: 2.891e-03 Score 96.904 Data time: 0.1642, Forward time: 2.2620, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 4.9554 [2020-11-09 06:06:18,944][root][INFO] - ===> Epoch[378](9807/26): Loss -0.1970, Sem 0.0787, dir -0.6214, norm 0.3457, swav 0.0000 LR: 2.877e-03 Score 97.765 Data time: 0.2260, Forward time: 2.2621, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 5.6529 [2020-11-09 06:06:24,447][root][INFO] - ===> Epoch[378](9808/26): Loss -0.2512, Sem 0.0766, dir -0.6655, norm 0.3378, swav 0.0000 LR: 2.864e-03 Score 97.506 Data time: 0.1973, Forward time: 2.2620, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 5.3732 [2020-11-09 06:06:29,427][root][INFO] - ===> Epoch[378](9809/26): Loss -0.1876, Sem 0.1027, dir -0.6295, norm 0.3392, swav 0.0000 LR: 2.851e-03 Score 96.789 Data time: 0.2425, Forward time: 2.2621, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 4.8795 [2020-11-09 06:06:35,455][root][INFO] - ===> Epoch[378](9810/26): Loss -0.2335, Sem 0.0698, dir -0.6341, norm 0.3308, swav 0.0000 LR: 2.837e-03 Score 97.701 Data time: 0.2906, Forward time: 2.2621, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.8963 [2020-11-09 06:06:40,756][root][INFO] - ===> Epoch[378](9811/26): Loss -0.2923, Sem 0.0615, dir -0.6701, norm 0.3163, swav 0.0000 LR: 2.824e-03 Score 97.693 Data time: 0.1573, Forward time: 2.2621, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.1769 [2020-11-09 06:06:45,411][root][INFO] - ===> Epoch[378](9812/26): Loss -0.2513, Sem 0.0784, dir -0.6571, norm 0.3274, swav 0.0000 LR: 2.810e-03 Score 97.523 Data time: 0.2125, Forward time: 2.2621, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 4.5512 [2020-11-09 06:06:52,317][root][INFO] - ===> Epoch[378](9813/26): Loss -0.1916, Sem 0.0929, dir -0.6314, norm 0.3469, swav 0.0000 LR: 2.797e-03 Score 96.470 Data time: 0.2770, Forward time: 2.2622, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 6.7958 [2020-11-09 06:06:58,494][root][INFO] - ===> Epoch[378](9814/26): Loss -0.2368, Sem 0.0688, dir -0.6274, norm 0.3219, swav 0.0000 LR: 2.784e-03 Score 98.060 Data time: 0.1602, Forward time: 2.2621, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 6.0075 [2020-11-09 06:07:04,216][root][INFO] - ===> Epoch[378](9815/26): Loss -0.2855, Sem 0.0650, dir -0.6905, norm 0.3400, swav 0.0000 LR: 2.770e-03 Score 97.830 Data time: 0.1919, Forward time: 2.2621, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.6026 [2020-11-09 06:07:09,938][root][INFO] - ===> Epoch[378](9816/26): Loss -0.2798, Sem 0.0844, dir -0.6785, norm 0.3142, swav 0.0000 LR: 2.757e-03 Score 97.015 Data time: 0.2478, Forward time: 2.2621, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.6108 [2020-11-09 06:07:15,262][root][INFO] - ===> Epoch[378](9817/26): Loss -0.3150, Sem 0.0632, dir -0.6847, norm 0.3064, swav 0.0000 LR: 2.743e-03 Score 97.769 Data time: 0.2316, Forward time: 2.2621, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.2000 [2020-11-09 06:07:20,540][root][INFO] - ===> Epoch[378](9818/26): Loss -0.2112, Sem 0.1066, dir -0.6585, norm 0.3408, swav 0.0000 LR: 2.730e-03 Score 96.941 Data time: 0.1746, Forward time: 2.2621, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 5.1435 [2020-11-09 06:07:25,627][root][INFO] - ===> Epoch[378](9819/26): Loss -0.1781, Sem 0.0606, dir -0.5720, norm 0.3332, swav 0.0000 LR: 2.717e-03 Score 98.087 Data time: 0.2048, Forward time: 2.2621, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 4.9694 [2020-11-09 06:07:30,485][root][INFO] - ===> Epoch[378](9820/26): Loss -0.2719, Sem 0.0759, dir -0.6963, norm 0.3484, swav 0.0000 LR: 2.703e-03 Score 96.946 Data time: 0.1924, Forward time: 2.2621, Backward time: 3.0699, DDP time: 0.0051, Total iter time: 4.7387 [2020-11-09 06:07:35,800][root][INFO] - ===> Epoch[378](9821/26): Loss -0.2628, Sem 0.0643, dir -0.6490, norm 0.3219, swav 0.0000 LR: 2.690e-03 Score 97.424 Data time: 0.2093, Forward time: 2.2621, Backward time: 3.0699, DDP time: 0.0051, Total iter time: 5.2036 [2020-11-09 06:07:42,843][root][INFO] - ===> Epoch[378](9822/26): Loss -0.2112, Sem 0.0751, dir -0.6020, norm 0.3158, swav 0.0000 LR: 2.676e-03 Score 97.698 Data time: 0.2349, Forward time: 2.2621, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 6.9139 [2020-11-09 06:07:48,527][root][INFO] - ===> Epoch[378](9823/26): Loss -0.2237, Sem 0.0930, dir -0.6651, norm 0.3485, swav 0.0000 LR: 2.663e-03 Score 96.709 Data time: 0.1582, Forward time: 2.2621, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 5.5583 [2020-11-09 06:07:54,682][root][INFO] - ===> Epoch[378](9824/26): Loss -0.2595, Sem 0.0583, dir -0.6387, norm 0.3209, swav 0.0000 LR: 2.649e-03 Score 97.811 Data time: 0.1539, Forward time: 2.2620, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 6.0352 [2020-11-09 06:07:59,635][root][INFO] - ===> Epoch[378](9825/26): Loss -0.2100, Sem 0.0755, dir -0.6147, norm 0.3292, swav 0.0000 LR: 2.636e-03 Score 97.175 Data time: 0.1654, Forward time: 2.2620, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 4.8557 [2020-11-09 06:08:05,802][root][INFO] - ===> Epoch[378](9826/26): Loss -0.2632, Sem 0.0820, dir -0.6794, norm 0.3342, swav 0.0000 LR: 2.622e-03 Score 97.086 Data time: 0.1730, Forward time: 2.2619, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 6.0642 [2020-11-09 06:08:11,627][root][INFO] - ===> Epoch[378](9827/26): Loss -0.2114, Sem 0.0733, dir -0.5966, norm 0.3119, swav 0.0000 LR: 2.609e-03 Score 97.174 Data time: 0.2093, Forward time: 2.2619, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 5.7318 [2020-11-09 06:08:18,168][root][INFO] - ===> Epoch[378](9828/26): Loss -0.1788, Sem 0.0688, dir -0.5642, norm 0.3166, swav 0.0000 LR: 2.595e-03 Score 97.773 Data time: 0.1926, Forward time: 2.2619, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 6.3961 [2020-11-09 06:08:24,936][root][INFO] - ===> Epoch[379](9829/26): Loss -0.1964, Sem 0.0888, dir -0.6167, norm 0.3314, swav 0.0000 LR: 2.582e-03 Score 97.071 Data time: 0.1932, Forward time: 2.2619, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 6.6459 [2020-11-09 06:08:30,269][root][INFO] - ===> Epoch[379](9830/26): Loss -0.2608, Sem 0.0619, dir -0.6532, norm 0.3305, swav 0.0000 LR: 2.568e-03 Score 97.885 Data time: 0.2047, Forward time: 2.2619, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.1963 [2020-11-09 06:08:35,071][root][INFO] - ===> Epoch[379](9831/26): Loss -0.2203, Sem 0.0950, dir -0.6344, norm 0.3192, swav 0.0000 LR: 2.555e-03 Score 96.533 Data time: 0.1382, Forward time: 2.2618, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 4.6744 [2020-11-09 06:08:40,742][root][INFO] - ===> Epoch[379](9832/26): Loss -0.2402, Sem 0.0671, dir -0.6512, norm 0.3439, swav 0.0000 LR: 2.541e-03 Score 97.718 Data time: 0.3003, Forward time: 2.2618, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 5.5803 [2020-11-09 06:08:46,836][root][INFO] - ===> Epoch[379](9833/26): Loss -0.2066, Sem 0.0876, dir -0.6426, norm 0.3484, swav 0.0000 LR: 2.528e-03 Score 97.025 Data time: 0.1384, Forward time: 2.2618, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.9578 [2020-11-09 06:08:52,742][root][INFO] - ===> Epoch[379](9834/26): Loss -0.1854, Sem 0.0869, dir -0.6105, norm 0.3382, swav 0.0000 LR: 2.514e-03 Score 96.877 Data time: 0.2039, Forward time: 2.2618, Backward time: 3.0704, DDP time: 0.0051, Total iter time: 5.7972 [2020-11-09 06:08:58,519][root][INFO] - ===> Epoch[379](9835/26): Loss -0.2342, Sem 0.1062, dir -0.6836, norm 0.3432, swav 0.0000 LR: 2.501e-03 Score 96.139 Data time: 0.2162, Forward time: 2.2617, Backward time: 3.0705, DDP time: 0.0051, Total iter time: 5.6547 [2020-11-09 06:09:03,430][root][INFO] - ===> Epoch[379](9836/26): Loss -0.2307, Sem 0.0811, dir -0.6429, norm 0.3311, swav 0.0000 LR: 2.487e-03 Score 96.752 Data time: 0.2378, Forward time: 2.2618, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 4.8002 [2020-11-09 06:09:09,777][root][INFO] - ===> Epoch[379](9837/26): Loss -0.2108, Sem 0.0792, dir -0.6493, norm 0.3592, swav 0.0000 LR: 2.474e-03 Score 97.401 Data time: 0.2643, Forward time: 2.2618, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 6.2333 [2020-11-09 06:09:14,320][root][INFO] - ===> Epoch[379](9838/26): Loss -0.2541, Sem 0.0707, dir -0.6601, norm 0.3353, swav 0.0000 LR: 2.460e-03 Score 97.683 Data time: 0.2529, Forward time: 2.2618, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 4.4336 [2020-11-09 06:09:19,297][root][INFO] - ===> Epoch[379](9839/26): Loss -0.2231, Sem 0.0861, dir -0.6431, norm 0.3340, swav 0.0000 LR: 2.446e-03 Score 97.060 Data time: 0.2392, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 4.8602 [2020-11-09 06:09:25,249][root][INFO] - ===> Epoch[379](9840/26): Loss -0.2648, Sem 0.0835, dir -0.6762, norm 0.3279, swav 0.0000 LR: 2.433e-03 Score 96.808 Data time: 0.2020, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.8185 [2020-11-09 06:09:31,774][root][INFO] - ===> Epoch[379](9841/26): Loss -0.2562, Sem 0.0651, dir -0.6404, norm 0.3191, swav 0.0000 LR: 2.419e-03 Score 97.920 Data time: 0.2117, Forward time: 2.2619, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 6.4110 [2020-11-09 06:09:37,379][root][INFO] - ===> Epoch[379](9842/26): Loss -0.2643, Sem 0.0955, dir -0.6655, norm 0.3056, swav 0.0000 LR: 2.406e-03 Score 96.860 Data time: 0.2250, Forward time: 2.2619, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 5.4840 [2020-11-09 06:09:42,838][root][INFO] - ===> Epoch[379](9843/26): Loss -0.2338, Sem 0.0883, dir -0.6585, norm 0.3363, swav 0.0000 LR: 2.392e-03 Score 96.963 Data time: 0.2275, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.3621 [2020-11-09 06:09:48,299][root][INFO] - ===> Epoch[379](9844/26): Loss -0.2815, Sem 0.0761, dir -0.6875, norm 0.3300, swav 0.0000 LR: 2.378e-03 Score 97.320 Data time: 0.1807, Forward time: 2.2619, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 5.3393 [2020-11-09 06:09:53,770][root][INFO] - ===> Epoch[379](9845/26): Loss -0.1651, Sem 0.0772, dir -0.5762, norm 0.3339, swav 0.0000 LR: 2.365e-03 Score 97.052 Data time: 0.2587, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.3588 [2020-11-09 06:10:00,293][root][INFO] - ===> Epoch[379](9846/26): Loss -0.2084, Sem 0.0926, dir -0.6458, norm 0.3448, swav 0.0000 LR: 2.351e-03 Score 96.871 Data time: 0.2225, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 6.4044 [2020-11-09 06:10:06,951][root][INFO] - ===> Epoch[379](9847/26): Loss -0.2061, Sem 0.0861, dir -0.6293, norm 0.3371, swav 0.0000 LR: 2.337e-03 Score 96.875 Data time: 0.1878, Forward time: 2.2619, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 6.5250 [2020-11-09 06:10:12,252][root][INFO] - ===> Epoch[379](9848/26): Loss -0.2033, Sem 0.0847, dir -0.6243, norm 0.3363, swav 0.0000 LR: 2.324e-03 Score 97.321 Data time: 0.1908, Forward time: 2.2618, Backward time: 3.0703, DDP time: 0.0051, Total iter time: 5.1817 [2020-11-09 06:10:17,542][root][INFO] - ===> Epoch[379](9849/26): Loss -0.2816, Sem 0.0658, dir -0.6789, norm 0.3315, swav 0.0000 LR: 2.310e-03 Score 97.884 Data time: 0.2374, Forward time: 2.2619, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 5.2300 [2020-11-09 06:10:22,811][root][INFO] - ===> Epoch[379](9850/26): Loss -0.2607, Sem 0.0734, dir -0.6762, norm 0.3421, swav 0.0000 LR: 2.296e-03 Score 97.654 Data time: 0.2208, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.1550 [2020-11-09 06:10:28,621][root][INFO] - ===> Epoch[379](9851/26): Loss -0.2221, Sem 0.0944, dir -0.6572, norm 0.3407, swav 0.0000 LR: 2.283e-03 Score 96.388 Data time: 0.2056, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.7059 [2020-11-09 06:10:34,629][root][INFO] - ===> Epoch[379](9852/26): Loss -0.1982, Sem 0.0746, dir -0.6079, norm 0.3351, swav 0.0000 LR: 2.269e-03 Score 97.758 Data time: 0.2595, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.8794 [2020-11-09 06:10:39,733][root][INFO] - ===> Epoch[379](9853/26): Loss -0.2990, Sem 0.0782, dir -0.6901, norm 0.3129, swav 0.0000 LR: 2.255e-03 Score 97.093 Data time: 0.1958, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 4.9534 [2020-11-09 06:10:45,295][root][INFO] - ===> Epoch[379](9854/26): Loss -0.2356, Sem 0.0629, dir -0.6230, norm 0.3244, swav 0.0000 LR: 2.242e-03 Score 98.092 Data time: 0.2417, Forward time: 2.2619, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.4796 [2020-11-09 06:10:49,502][root][INFO] - ===> Epoch[380](9855/26): Loss -0.2483, Sem 0.0915, dir -0.6663, norm 0.3265, swav 0.0000 LR: 2.228e-03 Score 97.105 Data time: 0.1628, Forward time: 2.2619, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 4.0741 [2020-11-09 06:10:55,152][root][INFO] - ===> Epoch[380](9856/26): Loss -0.2754, Sem 0.0797, dir -0.6668, norm 0.3117, swav 0.0000 LR: 2.214e-03 Score 97.492 Data time: 0.2409, Forward time: 2.2619, Backward time: 3.0699, DDP time: 0.0051, Total iter time: 5.5624 [2020-11-09 06:11:00,652][root][INFO] - ===> Epoch[380](9857/26): Loss -0.1447, Sem 0.0823, dir -0.5638, norm 0.3367, swav 0.0000 LR: 2.200e-03 Score 97.003 Data time: 0.1566, Forward time: 2.2618, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 5.3819 [2020-11-09 06:11:07,588][root][INFO] - ===> Epoch[380](9858/26): Loss -0.2045, Sem 0.0781, dir -0.6189, norm 0.3363, swav 0.0000 LR: 2.187e-03 Score 97.205 Data time: 0.1927, Forward time: 2.2618, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 6.8317 [2020-11-09 06:11:13,172][root][INFO] - ===> Epoch[380](9859/26): Loss -0.1949, Sem 0.0800, dir -0.6148, norm 0.3399, swav 0.0000 LR: 2.173e-03 Score 97.029 Data time: 0.1854, Forward time: 2.2618, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.4435 [2020-11-09 06:11:19,190][root][INFO] - ===> Epoch[380](9860/26): Loss -0.2646, Sem 0.0662, dir -0.6381, norm 0.3073, swav 0.0000 LR: 2.159e-03 Score 97.821 Data time: 0.2015, Forward time: 2.2618, Backward time: 3.0702, DDP time: 0.0051, Total iter time: 5.9206 [2020-11-09 06:11:24,773][root][INFO] - ===> Epoch[380](9861/26): Loss -0.2520, Sem 0.0640, dir -0.6711, norm 0.3551, swav 0.0000 LR: 2.145e-03 Score 97.965 Data time: 0.2685, Forward time: 2.2618, Backward time: 3.0701, DDP time: 0.0051, Total iter time: 5.4906 [2020-11-09 06:11:29,520][root][INFO] - ===> Epoch[380](9862/26): Loss -0.2315, Sem 0.0679, dir -0.6184, norm 0.3189, swav 0.0000 LR: 2.131e-03 Score 97.915 Data time: 0.2190, Forward time: 2.2618, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 4.5931 [2020-11-09 06:11:35,224][root][INFO] - ===> Epoch[380](9863/26): Loss -0.1894, Sem 0.0663, dir -0.6049, norm 0.3492, swav 0.0000 LR: 2.118e-03 Score 98.039 Data time: 0.1882, Forward time: 2.2618, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 5.5891 [2020-11-09 06:11:39,723][root][INFO] - ===> Epoch[380](9864/26): Loss -0.2456, Sem 0.0950, dir -0.6681, norm 0.3276, swav 0.0000 LR: 2.104e-03 Score 96.491 Data time: 0.2274, Forward time: 2.2618, Backward time: 3.0699, DDP time: 0.0051, Total iter time: 4.3968 [2020-11-09 06:11:45,113][root][INFO] - ===> Epoch[380](9865/26): Loss -0.2031, Sem 0.0939, dir -0.6024, norm 0.3054, swav 0.0000 LR: 2.090e-03 Score 96.707 Data time: 0.2090, Forward time: 2.2618, Backward time: 3.0698, DDP time: 0.0051, Total iter time: 5.2860 [2020-11-09 06:11:50,927][root][INFO] - ===> Epoch[380](9866/26): Loss -0.2554, Sem 0.0718, dir -0.6534, norm 0.3262, swav 0.0000 LR: 2.076e-03 Score 97.700 Data time: 0.2551, Forward time: 2.2619, Backward time: 3.0698, DDP time: 0.0051, Total iter time: 5.6992 [2020-11-09 06:11:56,632][root][INFO] - ===> Epoch[380](9867/26): Loss -0.2950, Sem 0.0730, dir -0.6811, norm 0.3131, swav 0.0000 LR: 2.062e-03 Score 97.726 Data time: 0.2931, Forward time: 2.2619, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.5734 [2020-11-09 06:12:02,235][root][INFO] - ===> Epoch[380](9868/26): Loss -0.2283, Sem 0.0797, dir -0.6120, norm 0.3040, swav 0.0000 LR: 2.048e-03 Score 97.207 Data time: 0.1855, Forward time: 2.2619, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.4837 [2020-11-09 06:12:07,497][root][INFO] - ===> Epoch[380](9869/26): Loss -0.2638, Sem 0.0779, dir -0.6733, norm 0.3316, swav 0.0000 LR: 2.035e-03 Score 97.334 Data time: 0.2163, Forward time: 2.2619, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.1504 [2020-11-09 06:12:13,615][root][INFO] - ===> Epoch[380](9870/26): Loss -0.2470, Sem 0.0686, dir -0.6265, norm 0.3109, swav 0.0000 LR: 2.021e-03 Score 98.233 Data time: 0.2941, Forward time: 2.2620, Backward time: 3.0696, DDP time: 0.0051, Total iter time: 6.0115 [2020-11-09 06:12:20,240][root][INFO] - ===> Epoch[380](9871/26): Loss -0.2000, Sem 0.0810, dir -0.6052, norm 0.3242, swav 0.0000 LR: 2.007e-03 Score 97.079 Data time: 0.1985, Forward time: 2.2620, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 6.5120 [2020-11-09 06:12:27,099][root][INFO] - ===> Epoch[380](9872/26): Loss -0.2051, Sem 0.0726, dir -0.6307, norm 0.3530, swav 0.0000 LR: 1.993e-03 Score 97.450 Data time: 0.2386, Forward time: 2.2620, Backward time: 3.0698, DDP time: 0.0051, Total iter time: 6.7516 [2020-11-09 06:12:32,270][root][INFO] - ===> Epoch[380](9873/26): Loss -0.1988, Sem 0.0853, dir -0.6078, norm 0.3237, swav 0.0000 LR: 1.979e-03 Score 97.105 Data time: 0.2215, Forward time: 2.2620, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.0597 [2020-11-09 06:12:38,430][root][INFO] - ===> Epoch[380](9874/26): Loss -0.2556, Sem 0.0857, dir -0.6890, norm 0.3477, swav 0.0000 LR: 1.965e-03 Score 96.925 Data time: 0.2839, Forward time: 2.2621, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 6.0443 [2020-11-09 06:12:44,407][root][INFO] - ===> Epoch[380](9875/26): Loss -0.1962, Sem 0.0882, dir -0.6326, norm 0.3482, swav 0.0000 LR: 1.951e-03 Score 97.029 Data time: 0.2450, Forward time: 2.2621, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.8585 [2020-11-09 06:12:51,280][root][INFO] - ===> Epoch[380](9876/26): Loss -0.2545, Sem 0.0829, dir -0.6431, norm 0.3058, swav 0.0000 LR: 1.937e-03 Score 97.720 Data time: 0.2285, Forward time: 2.2621, Backward time: 3.0698, DDP time: 0.0051, Total iter time: 6.7317 [2020-11-09 06:12:56,946][root][INFO] - ===> Epoch[380](9877/26): Loss -0.2826, Sem 0.0673, dir -0.6677, norm 0.3178, swav 0.0000 LR: 1.923e-03 Score 97.572 Data time: 0.1245, Forward time: 2.2620, Backward time: 3.0699, DDP time: 0.0051, Total iter time: 5.5436 [2020-11-09 06:13:02,222][root][INFO] - ===> Epoch[380](9878/26): Loss -0.2532, Sem 0.0677, dir -0.6799, norm 0.3589, swav 0.0000 LR: 1.909e-03 Score 97.731 Data time: 0.1573, Forward time: 2.2620, Backward time: 3.0699, DDP time: 0.0051, Total iter time: 5.1963 [2020-11-09 06:13:08,600][root][INFO] - ===> Epoch[380](9879/26): Loss -0.1782, Sem 0.1034, dir -0.6305, norm 0.3489, swav 0.0000 LR: 1.895e-03 Score 96.369 Data time: 0.2273, Forward time: 2.2620, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 6.2874 [2020-11-09 06:13:14,742][root][INFO] - ===> Epoch[380](9880/26): Loss -0.1678, Sem 0.0829, dir -0.6189, norm 0.3681, swav 0.0000 LR: 1.881e-03 Score 97.094 Data time: 0.2314, Forward time: 2.2620, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 6.0193 [2020-11-09 06:13:20,900][root][INFO] - ===> Epoch[381](9881/26): Loss -0.2286, Sem 0.0854, dir -0.6574, norm 0.3434, swav 0.0000 LR: 1.867e-03 Score 97.018 Data time: 0.1941, Forward time: 2.2620, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 6.0446 [2020-11-09 06:13:26,209][root][INFO] - ===> Epoch[381](9882/26): Loss -0.2428, Sem 0.0731, dir -0.6337, norm 0.3178, swav 0.0000 LR: 1.853e-03 Score 97.445 Data time: 0.1896, Forward time: 2.2620, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 5.1842 [2020-11-09 06:13:31,218][root][INFO] - ===> Epoch[381](9883/26): Loss -0.2980, Sem 0.0737, dir -0.6796, norm 0.3079, swav 0.0000 LR: 1.839e-03 Score 97.611 Data time: 0.2113, Forward time: 2.2620, Backward time: 3.0700, DDP time: 0.0051, Total iter time: 4.9170 [2020-11-09 06:13:35,994][root][INFO] - ===> Epoch[381](9884/26): Loss -0.2461, Sem 0.0717, dir -0.6490, norm 0.3312, swav 0.0000 LR: 1.825e-03 Score 97.227 Data time: 0.2293, Forward time: 2.2620, Backward time: 3.0699, DDP time: 0.0051, Total iter time: 4.6742 [2020-11-09 06:13:41,217][root][INFO] - ===> Epoch[381](9885/26): Loss -0.2900, Sem 0.0776, dir -0.6852, norm 0.3175, swav 0.0000 LR: 1.811e-03 Score 97.338 Data time: 0.2102, Forward time: 2.2620, Backward time: 3.0698, DDP time: 0.0051, Total iter time: 5.1235 [2020-11-09 06:13:46,584][root][INFO] - ===> Epoch[381](9886/26): Loss -0.1807, Sem 0.0799, dir -0.6061, norm 0.3456, swav 0.0000 LR: 1.797e-03 Score 97.115 Data time: 0.2216, Forward time: 2.2620, Backward time: 3.0698, DDP time: 0.0051, Total iter time: 5.2561 [2020-11-09 06:13:51,918][root][INFO] - ===> Epoch[381](9887/26): Loss -0.1631, Sem 0.0722, dir -0.5852, norm 0.3500, swav 0.0000 LR: 1.783e-03 Score 97.967 Data time: 0.1945, Forward time: 2.2620, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.2149 [2020-11-09 06:13:57,495][root][INFO] - ===> Epoch[381](9888/26): Loss -0.2240, Sem 0.0767, dir -0.6227, norm 0.3220, swav 0.0000 LR: 1.769e-03 Score 97.611 Data time: 0.1850, Forward time: 2.2620, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.4666 [2020-11-09 06:14:04,243][root][INFO] - ===> Epoch[381](9889/26): Loss -0.1535, Sem 0.0885, dir -0.5532, norm 0.3112, swav 0.0000 LR: 1.755e-03 Score 97.141 Data time: 0.2071, Forward time: 2.2619, Backward time: 3.0698, DDP time: 0.0051, Total iter time: 6.6509 [2020-11-09 06:14:09,706][root][INFO] - ===> Epoch[381](9890/26): Loss -0.2527, Sem 0.0781, dir -0.6471, norm 0.3163, swav 0.0000 LR: 1.741e-03 Score 97.359 Data time: 0.2456, Forward time: 2.2620, Backward time: 3.0698, DDP time: 0.0051, Total iter time: 5.3605 [2020-11-09 06:14:15,456][root][INFO] - ===> Epoch[381](9891/26): Loss -0.2698, Sem 0.0722, dir -0.6706, norm 0.3286, swav 0.0000 LR: 1.727e-03 Score 98.065 Data time: 0.2201, Forward time: 2.2620, Backward time: 3.0698, DDP time: 0.0051, Total iter time: 5.6287 [2020-11-09 06:14:21,001][root][INFO] - ===> Epoch[381](9892/26): Loss -0.1826, Sem 0.0794, dir -0.5981, norm 0.3361, swav 0.0000 LR: 1.713e-03 Score 97.077 Data time: 0.2722, Forward time: 2.2620, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.4398 [2020-11-09 06:14:26,531][root][INFO] - ===> Epoch[381](9893/26): Loss -0.2268, Sem 0.0773, dir -0.6348, norm 0.3307, swav 0.0000 LR: 1.698e-03 Score 97.669 Data time: 0.2597, Forward time: 2.2621, Backward time: 3.0696, DDP time: 0.0051, Total iter time: 5.4041 [2020-11-09 06:14:32,518][root][INFO] - ===> Epoch[381](9894/26): Loss -0.2036, Sem 0.0778, dir -0.6460, norm 0.3646, swav 0.0000 LR: 1.684e-03 Score 97.792 Data time: 0.1350, Forward time: 2.2620, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.8733 [2020-11-09 06:14:38,045][root][INFO] - ===> Epoch[381](9895/26): Loss -0.2100, Sem 0.0952, dir -0.6447, norm 0.3395, swav 0.0000 LR: 1.670e-03 Score 96.898 Data time: 0.3015, Forward time: 2.2621, Backward time: 3.0697, DDP time: 0.0051, Total iter time: 5.4830 [2020-11-09 06:14:43,683][root][INFO] - ===> Epoch[381](9896/26): Loss -0.2253, Sem 0.0838, dir -0.6549, norm 0.3458, swav 0.0000 LR: 1.656e-03 Score 97.203 Data time: 0.2602, Forward time: 2.2621, Backward time: 3.0696, DDP time: 0.0051, Total iter time: 5.5122 [2020-11-09 06:14:48,709][root][INFO] - ===> Epoch[381](9897/26): Loss -0.2861, Sem 0.0739, dir -0.7008, norm 0.3408, swav 0.0000 LR: 1.642e-03 Score 97.528 Data time: 0.2219, Forward time: 2.2622, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 4.9210 [2020-11-09 06:14:53,815][root][INFO] - ===> Epoch[381](9898/26): Loss -0.2612, Sem 0.0648, dir -0.6735, norm 0.3475, swav 0.0000 LR: 1.627e-03 Score 97.860 Data time: 0.2333, Forward time: 2.2622, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 4.9943 [2020-11-09 06:14:59,567][root][INFO] - ===> Epoch[381](9899/26): Loss -0.2612, Sem 0.0724, dir -0.6274, norm 0.2938, swav 0.0000 LR: 1.613e-03 Score 97.449 Data time: 0.2406, Forward time: 2.2622, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.6430 [2020-11-09 06:15:04,486][root][INFO] - ===> Epoch[381](9900/26): Loss -0.2313, Sem 0.0677, dir -0.6477, norm 0.3487, swav 0.0000 LR: 1.599e-03 Score 97.831 Data time: 0.2051, Forward time: 2.2622, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 4.7916 [2020-11-09 06:15:10,065][root][INFO] - ===> Epoch[381](9901/26): Loss -0.2415, Sem 0.0631, dir -0.6335, norm 0.3289, swav 0.0000 LR: 1.585e-03 Score 97.902 Data time: 0.2587, Forward time: 2.2622, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 5.4946 [2020-11-09 06:15:15,725][root][INFO] - ===> Epoch[381](9902/26): Loss -0.2202, Sem 0.0709, dir -0.6188, norm 0.3276, swav 0.0000 LR: 1.570e-03 Score 97.606 Data time: 0.2520, Forward time: 2.2623, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 5.5280 [2020-11-09 06:15:21,090][root][INFO] - ===> Epoch[381](9903/26): Loss -0.2493, Sem 0.0753, dir -0.6373, norm 0.3126, swav 0.0000 LR: 1.556e-03 Score 97.376 Data time: 0.2729, Forward time: 2.2623, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.2517 [2020-11-09 06:15:27,743][root][INFO] - ===> Epoch[381](9904/26): Loss -0.2820, Sem 0.0677, dir -0.6637, norm 0.3140, swav 0.0000 LR: 1.542e-03 Score 97.636 Data time: 0.2103, Forward time: 2.2623, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 6.5441 [2020-11-09 06:15:33,055][root][INFO] - ===> Epoch[381](9905/26): Loss -0.2711, Sem 0.0627, dir -0.6418, norm 0.3081, swav 0.0000 LR: 1.528e-03 Score 98.069 Data time: 0.2246, Forward time: 2.2623, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 5.2092 [2020-11-09 06:15:38,167][root][INFO] - ===> Epoch[381](9906/26): Loss -0.2439, Sem 0.0910, dir -0.6597, norm 0.3248, swav 0.0000 LR: 1.513e-03 Score 97.409 Data time: 0.2020, Forward time: 2.2623, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 4.9945 [2020-11-09 06:15:43,557][root][INFO] - ===> Epoch[382](9907/26): Loss -0.2415, Sem 0.0873, dir -0.6599, norm 0.3311, swav 0.0000 LR: 1.499e-03 Score 97.312 Data time: 0.1769, Forward time: 2.2623, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.2865 [2020-11-09 06:15:49,220][root][INFO] - ===> Epoch[382](9908/26): Loss -0.1629, Sem 0.0807, dir -0.5890, norm 0.3454, swav 0.0000 LR: 1.485e-03 Score 97.481 Data time: 0.1876, Forward time: 2.2623, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.6054 [2020-11-09 06:15:54,457][root][INFO] - ===> Epoch[382](9909/26): Loss -0.2674, Sem 0.0864, dir -0.6770, norm 0.3232, swav 0.0000 LR: 1.470e-03 Score 96.939 Data time: 0.1704, Forward time: 2.2622, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.1121 [2020-11-09 06:16:00,411][root][INFO] - ===> Epoch[382](9910/26): Loss -0.1195, Sem 0.0957, dir -0.6005, norm 0.3853, swav 0.0000 LR: 1.456e-03 Score 96.897 Data time: 0.3058, Forward time: 2.2623, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.9038 [2020-11-09 06:16:05,856][root][INFO] - ===> Epoch[382](9911/26): Loss -0.2291, Sem 0.0692, dir -0.6412, norm 0.3430, swav 0.0000 LR: 1.441e-03 Score 97.825 Data time: 0.1980, Forward time: 2.2623, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.3095 [2020-11-09 06:16:11,373][root][INFO] - ===> Epoch[382](9912/26): Loss -0.2951, Sem 0.0573, dir -0.6554, norm 0.3030, swav 0.0000 LR: 1.427e-03 Score 98.279 Data time: 0.2050, Forward time: 2.2623, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.3971 [2020-11-09 06:16:17,418][root][INFO] - ===> Epoch[382](9913/26): Loss -0.2704, Sem 0.0681, dir -0.6376, norm 0.2991, swav 0.0000 LR: 1.413e-03 Score 97.525 Data time: 0.2916, Forward time: 2.2624, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 5.9272 [2020-11-09 06:16:24,457][root][INFO] - ===> Epoch[382](9914/26): Loss -0.2544, Sem 0.0703, dir -0.6567, norm 0.3319, swav 0.0000 LR: 1.398e-03 Score 97.349 Data time: 0.2214, Forward time: 2.2624, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 6.9185 [2020-11-09 06:16:31,476][root][INFO] - ===> Epoch[382](9915/26): Loss -0.2471, Sem 0.0701, dir -0.6253, norm 0.3081, swav 0.0000 LR: 1.384e-03 Score 97.720 Data time: 0.2353, Forward time: 2.2624, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 6.8851 [2020-11-09 06:16:37,385][root][INFO] - ===> Epoch[382](9916/26): Loss -0.2758, Sem 0.0768, dir -0.6592, norm 0.3066, swav 0.0000 LR: 1.369e-03 Score 97.319 Data time: 0.2504, Forward time: 2.2625, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 5.7881 [2020-11-09 06:16:43,901][root][INFO] - ===> Epoch[382](9917/26): Loss -0.2225, Sem 0.0732, dir -0.6551, norm 0.3594, swav 0.0000 LR: 1.355e-03 Score 97.395 Data time: 0.3111, Forward time: 2.2626, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 6.3904 [2020-11-09 06:16:50,480][root][INFO] - ===> Epoch[382](9918/26): Loss -0.2581, Sem 0.0664, dir -0.6593, norm 0.3347, swav 0.0000 LR: 1.340e-03 Score 97.669 Data time: 0.1632, Forward time: 2.2625, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 6.4519 [2020-11-09 06:16:57,525][root][INFO] - ===> Epoch[382](9919/26): Loss -0.2534, Sem 0.0793, dir -0.6483, norm 0.3156, swav 0.0000 LR: 1.326e-03 Score 97.694 Data time: 0.1787, Forward time: 2.2625, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 6.9445 [2020-11-09 06:17:03,558][root][INFO] - ===> Epoch[382](9920/26): Loss -0.2642, Sem 0.0770, dir -0.6359, norm 0.2947, swav 0.0000 LR: 1.311e-03 Score 97.293 Data time: 0.1926, Forward time: 2.2625, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 5.9402 [2020-11-09 06:17:09,613][root][INFO] - ===> Epoch[382](9921/26): Loss -0.2808, Sem 0.0638, dir -0.6921, norm 0.3476, swav 0.0000 LR: 1.296e-03 Score 97.891 Data time: 0.2622, Forward time: 2.2625, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 5.9478 [2020-11-09 06:17:15,567][root][INFO] - ===> Epoch[382](9922/26): Loss -0.2822, Sem 0.0714, dir -0.6715, norm 0.3179, swav 0.0000 LR: 1.282e-03 Score 97.445 Data time: 0.2818, Forward time: 2.2626, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.8301 [2020-11-09 06:17:21,404][root][INFO] - ===> Epoch[382](9923/26): Loss -0.1914, Sem 0.0979, dir -0.6370, norm 0.3477, swav 0.0000 LR: 1.267e-03 Score 96.438 Data time: 0.1920, Forward time: 2.2626, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.7049 [2020-11-09 06:17:27,869][root][INFO] - ===> Epoch[382](9924/26): Loss -0.1948, Sem 0.0746, dir -0.6474, norm 0.3780, swav 0.0000 LR: 1.253e-03 Score 97.384 Data time: 0.2190, Forward time: 2.2626, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 6.3494 [2020-11-09 06:17:33,921][root][INFO] - ===> Epoch[382](9925/26): Loss -0.1544, Sem 0.0884, dir -0.5730, norm 0.3303, swav 0.0000 LR: 1.238e-03 Score 96.650 Data time: 0.1995, Forward time: 2.2626, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 5.9276 [2020-11-09 06:17:39,129][root][INFO] - ===> Epoch[382](9926/26): Loss -0.2339, Sem 0.0766, dir -0.6487, norm 0.3382, swav 0.0000 LR: 1.223e-03 Score 97.180 Data time: 0.1795, Forward time: 2.2625, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 5.0794 [2020-11-09 06:17:45,384][root][INFO] - ===> Epoch[382](9927/26): Loss -0.2926, Sem 0.0639, dir -0.6798, norm 0.3233, swav 0.0000 LR: 1.209e-03 Score 97.699 Data time: 0.2241, Forward time: 2.2626, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 6.1526 [2020-11-09 06:17:49,878][root][INFO] - ===> Epoch[382](9928/26): Loss -0.2337, Sem 0.0725, dir -0.6480, norm 0.3419, swav 0.0000 LR: 1.194e-03 Score 97.525 Data time: 0.1983, Forward time: 2.2626, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 4.3887 [2020-11-09 06:17:55,066][root][INFO] - ===> Epoch[382](9929/26): Loss -0.2656, Sem 0.0673, dir -0.6419, norm 0.3090, swav 0.0000 LR: 1.179e-03 Score 98.119 Data time: 0.1634, Forward time: 2.2625, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.0795 [2020-11-09 06:18:00,830][root][INFO] - ===> Epoch[382](9930/26): Loss -0.2638, Sem 0.0834, dir -0.6699, norm 0.3227, swav 0.0000 LR: 1.164e-03 Score 96.738 Data time: 0.1949, Forward time: 2.2625, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.6613 [2020-11-09 06:18:06,262][root][INFO] - ===> Epoch[382](9931/26): Loss -0.2458, Sem 0.1063, dir -0.6842, norm 0.3320, swav 0.0000 LR: 1.150e-03 Score 96.929 Data time: 0.2123, Forward time: 2.2625, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.3269 [2020-11-09 06:18:12,578][root][INFO] - ===> Epoch[382](9932/26): Loss -0.2402, Sem 0.0781, dir -0.6527, norm 0.3344, swav 0.0000 LR: 1.135e-03 Score 97.390 Data time: 0.1934, Forward time: 2.2625, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 6.2102 [2020-11-09 06:18:17,145][root][INFO] - ===> Epoch[383](9933/26): Loss -0.2009, Sem 0.0938, dir -0.6228, norm 0.3281, swav 0.0000 LR: 1.120e-03 Score 96.744 Data time: 0.1959, Forward time: 2.2625, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 4.4626 [2020-11-09 06:18:22,911][root][INFO] - ===> Epoch[383](9934/26): Loss -0.2124, Sem 0.0748, dir -0.6243, norm 0.3371, swav 0.0000 LR: 1.105e-03 Score 97.247 Data time: 0.2436, Forward time: 2.2625, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.6450 [2020-11-09 06:18:28,343][root][INFO] - ===> Epoch[383](9935/26): Loss -0.2622, Sem 0.0600, dir -0.6575, norm 0.3354, swav 0.0000 LR: 1.090e-03 Score 97.866 Data time: 0.2359, Forward time: 2.2625, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 5.2928 [2020-11-09 06:18:33,441][root][INFO] - ===> Epoch[383](9936/26): Loss -0.2370, Sem 0.0772, dir -0.6383, norm 0.3241, swav 0.0000 LR: 1.075e-03 Score 97.135 Data time: 0.2398, Forward time: 2.2625, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 4.9785 [2020-11-09 06:18:38,559][root][INFO] - ===> Epoch[383](9937/26): Loss -0.2016, Sem 0.0699, dir -0.6277, norm 0.3561, swav 0.0000 LR: 1.061e-03 Score 97.927 Data time: 0.2072, Forward time: 2.2625, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 4.9755 [2020-11-09 06:18:44,970][root][INFO] - ===> Epoch[383](9938/26): Loss -0.1826, Sem 0.0672, dir -0.5856, norm 0.3358, swav 0.0000 LR: 1.046e-03 Score 97.568 Data time: 0.1878, Forward time: 2.2625, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 6.2936 [2020-11-09 06:18:52,189][root][INFO] - ===> Epoch[383](9939/26): Loss -0.2469, Sem 0.0762, dir -0.6392, norm 0.3160, swav 0.0000 LR: 1.031e-03 Score 97.511 Data time: 0.2190, Forward time: 2.2625, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 7.1213 [2020-11-09 06:18:57,474][root][INFO] - ===> Epoch[383](9940/26): Loss -0.1299, Sem 0.0954, dir -0.5626, norm 0.3373, swav 0.0000 LR: 1.016e-03 Score 96.957 Data time: 0.2145, Forward time: 2.2625, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 5.1653 [2020-11-09 06:19:02,199][root][INFO] - ===> Epoch[383](9941/26): Loss -0.2410, Sem 0.0848, dir -0.6644, norm 0.3386, swav 0.0000 LR: 1.001e-03 Score 96.974 Data time: 0.1970, Forward time: 2.2625, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 4.6260 [2020-11-09 06:19:08,324][root][INFO] - ===> Epoch[383](9942/26): Loss -0.2114, Sem 0.0719, dir -0.6194, norm 0.3361, swav 0.0000 LR: 9.857e-04 Score 97.269 Data time: 0.2443, Forward time: 2.2625, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 6.0253 [2020-11-09 06:19:13,398][root][INFO] - ===> Epoch[383](9943/26): Loss -0.2914, Sem 0.0703, dir -0.6872, norm 0.3256, swav 0.0000 LR: 9.706e-04 Score 97.795 Data time: 0.1735, Forward time: 2.2625, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 4.9403 [2020-11-09 06:19:19,292][root][INFO] - ===> Epoch[383](9944/26): Loss -0.2203, Sem 0.0791, dir -0.6339, norm 0.3344, swav 0.0000 LR: 9.555e-04 Score 97.444 Data time: 0.2250, Forward time: 2.2625, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 5.8182 [2020-11-09 06:19:25,605][root][INFO] - ===> Epoch[383](9945/26): Loss -0.2114, Sem 0.0749, dir -0.6438, norm 0.3574, swav 0.0000 LR: 9.404e-04 Score 97.699 Data time: 0.2869, Forward time: 2.2626, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 6.1831 [2020-11-09 06:19:30,289][root][INFO] - ===> Epoch[383](9946/26): Loss -0.2647, Sem 0.0710, dir -0.6600, norm 0.3243, swav 0.0000 LR: 9.253e-04 Score 97.503 Data time: 0.2245, Forward time: 2.2626, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 4.5079 [2020-11-09 06:19:35,388][root][INFO] - ===> Epoch[383](9947/26): Loss -0.3020, Sem 0.0699, dir -0.6830, norm 0.3112, swav 0.0000 LR: 9.102e-04 Score 97.346 Data time: 0.2068, Forward time: 2.2626, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 4.9747 [2020-11-09 06:19:40,562][root][INFO] - ===> Epoch[383](9948/26): Loss -0.2220, Sem 0.0896, dir -0.6247, norm 0.3131, swav 0.0000 LR: 8.950e-04 Score 97.312 Data time: 0.1792, Forward time: 2.2626, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 5.0589 [2020-11-09 06:19:46,897][root][INFO] - ===> Epoch[383](9949/26): Loss -0.2629, Sem 0.0792, dir -0.6528, norm 0.3108, swav 0.0000 LR: 8.798e-04 Score 97.211 Data time: 0.1948, Forward time: 2.2625, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 6.2283 [2020-11-09 06:19:52,797][root][INFO] - ===> Epoch[383](9950/26): Loss -0.1868, Sem 0.0851, dir -0.6064, norm 0.3345, swav 0.0000 LR: 8.645e-04 Score 97.140 Data time: 0.3205, Forward time: 2.2626, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.7992 [2020-11-09 06:19:58,849][root][INFO] - ===> Epoch[383](9951/26): Loss -0.2489, Sem 0.0743, dir -0.6310, norm 0.3078, swav 0.0000 LR: 8.492e-04 Score 97.137 Data time: 0.2818, Forward time: 2.2627, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 5.9194 [2020-11-09 06:20:03,919][root][INFO] - ===> Epoch[383](9952/26): Loss -0.2358, Sem 0.0869, dir -0.6519, norm 0.3292, swav 0.0000 LR: 8.339e-04 Score 97.296 Data time: 0.2130, Forward time: 2.2627, Backward time: 3.0689, DDP time: 0.0051, Total iter time: 4.9538 [2020-11-09 06:20:09,998][root][INFO] - ===> Epoch[383](9953/26): Loss -0.2089, Sem 0.0894, dir -0.6451, norm 0.3468, swav 0.0000 LR: 8.186e-04 Score 96.879 Data time: 0.2234, Forward time: 2.2627, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 5.9844 [2020-11-09 06:20:14,595][root][INFO] - ===> Epoch[383](9954/26): Loss -0.2128, Sem 0.0837, dir -0.6178, norm 0.3214, swav 0.0000 LR: 8.032e-04 Score 97.007 Data time: 0.2317, Forward time: 2.2627, Backward time: 3.0688, DDP time: 0.0051, Total iter time: 4.4837 [2020-11-09 06:20:20,571][root][INFO] - ===> Epoch[383](9955/26): Loss -0.2144, Sem 0.0637, dir -0.6014, norm 0.3233, swav 0.0000 LR: 7.878e-04 Score 98.127 Data time: 0.1936, Forward time: 2.2627, Backward time: 3.0689, DDP time: 0.0051, Total iter time: 5.8682 [2020-11-09 06:20:26,474][root][INFO] - ===> Epoch[383](9956/26): Loss -0.2422, Sem 0.0645, dir -0.6554, norm 0.3487, swav 0.0000 LR: 7.724e-04 Score 97.887 Data time: 0.1782, Forward time: 2.2627, Backward time: 3.0689, DDP time: 0.0051, Total iter time: 5.8047 [2020-11-09 06:20:32,527][root][INFO] - ===> Epoch[383](9957/26): Loss -0.1889, Sem 0.0845, dir -0.6159, norm 0.3425, swav 0.0000 LR: 7.570e-04 Score 97.031 Data time: 0.1507, Forward time: 2.2626, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 5.9642 [2020-11-09 06:20:37,802][root][INFO] - ===> Epoch[383](9958/26): Loss -0.2543, Sem 0.0639, dir -0.6351, norm 0.3169, swav 0.0000 LR: 7.415e-04 Score 97.687 Data time: 0.2107, Forward time: 2.2626, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 5.2039 [2020-11-09 06:20:42,777][root][INFO] - ===> Epoch[384](9959/26): Loss -0.1839, Sem 0.0805, dir -0.5945, norm 0.3300, swav 0.0000 LR: 7.259e-04 Score 97.535 Data time: 0.1506, Forward time: 2.2625, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 4.8642 [2020-11-09 06:20:49,545][root][INFO] - ===> Epoch[384](9960/26): Loss -0.1891, Sem 0.0730, dir -0.5863, norm 0.3242, swav 0.0000 LR: 7.103e-04 Score 97.048 Data time: 0.1746, Forward time: 2.2625, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 6.7130 [2020-11-09 06:20:54,788][root][INFO] - ===> Epoch[384](9961/26): Loss -0.2465, Sem 0.0624, dir -0.6313, norm 0.3224, swav 0.0000 LR: 6.947e-04 Score 98.026 Data time: 0.2173, Forward time: 2.2625, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.1451 [2020-11-09 06:21:00,041][root][INFO] - ===> Epoch[384](9962/26): Loss -0.2798, Sem 0.0686, dir -0.6564, norm 0.3080, swav 0.0000 LR: 6.791e-04 Score 97.559 Data time: 0.2193, Forward time: 2.2625, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 5.1403 [2020-11-09 06:21:04,923][root][INFO] - ===> Epoch[384](9963/26): Loss -0.2410, Sem 0.0722, dir -0.6582, norm 0.3451, swav 0.0000 LR: 6.634e-04 Score 97.259 Data time: 0.2852, Forward time: 2.2625, Backward time: 3.0689, DDP time: 0.0051, Total iter time: 4.7620 [2020-11-09 06:21:11,393][root][INFO] - ===> Epoch[384](9964/26): Loss -0.2275, Sem 0.0825, dir -0.6647, norm 0.3547, swav 0.0000 LR: 6.477e-04 Score 97.408 Data time: 0.3055, Forward time: 2.2626, Backward time: 3.0689, DDP time: 0.0051, Total iter time: 6.3653 [2020-11-09 06:21:18,289][root][INFO] - ===> Epoch[384](9965/26): Loss -0.1452, Sem 0.1345, dir -0.6278, norm 0.3481, swav 0.0000 LR: 6.319e-04 Score 96.073 Data time: 0.1849, Forward time: 2.2626, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 6.7675 [2020-11-09 06:21:23,260][root][INFO] - ===> Epoch[384](9966/26): Loss -0.2797, Sem 0.0977, dir -0.7036, norm 0.3262, swav 0.0000 LR: 6.161e-04 Score 96.711 Data time: 0.1901, Forward time: 2.2626, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 4.8500 [2020-11-09 06:21:28,222][root][INFO] - ===> Epoch[384](9967/26): Loss -0.1977, Sem 0.0750, dir -0.6066, norm 0.3339, swav 0.0000 LR: 6.002e-04 Score 97.744 Data time: 0.1874, Forward time: 2.2626, Backward time: 3.0689, DDP time: 0.0051, Total iter time: 4.8518 [2020-11-09 06:21:33,810][root][INFO] - ===> Epoch[384](9968/26): Loss -0.2051, Sem 0.0739, dir -0.5882, norm 0.3092, swav 0.0000 LR: 5.843e-04 Score 97.536 Data time: 0.1732, Forward time: 2.2625, Backward time: 3.0689, DDP time: 0.0051, Total iter time: 5.4779 [2020-11-09 06:21:40,862][root][INFO] - ===> Epoch[384](9969/26): Loss -0.2548, Sem 0.0718, dir -0.6420, norm 0.3153, swav 0.0000 LR: 5.683e-04 Score 97.851 Data time: 0.2408, Forward time: 2.2625, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 6.9748 [2020-11-09 06:21:48,272][root][INFO] - ===> Epoch[384](9970/26): Loss -0.2415, Sem 0.0642, dir -0.6199, norm 0.3141, swav 0.0000 LR: 5.523e-04 Score 98.139 Data time: 0.2520, Forward time: 2.2626, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 7.2880 [2020-11-09 06:21:53,295][root][INFO] - ===> Epoch[384](9971/26): Loss -0.1991, Sem 0.0628, dir -0.5953, norm 0.3334, swav 0.0000 LR: 5.363e-04 Score 97.885 Data time: 0.2166, Forward time: 2.2626, Backward time: 3.0690, DDP time: 0.0051, Total iter time: 4.8613 [2020-11-09 06:22:00,723][root][INFO] - ===> Epoch[384](9972/26): Loss -0.2196, Sem 0.0813, dir -0.6618, norm 0.3608, swav 0.0000 LR: 5.201e-04 Score 97.275 Data time: 0.2333, Forward time: 2.2627, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 7.3014 [2020-11-09 06:22:06,245][root][INFO] - ===> Epoch[384](9973/26): Loss -0.2370, Sem 0.0974, dir -0.6641, norm 0.3297, swav 0.0000 LR: 5.040e-04 Score 96.562 Data time: 0.2184, Forward time: 2.2627, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.3877 [2020-11-09 06:22:12,085][root][INFO] - ===> Epoch[384](9974/26): Loss -0.2256, Sem 0.0782, dir -0.6262, norm 0.3224, swav 0.0000 LR: 4.877e-04 Score 96.873 Data time: 0.2146, Forward time: 2.2627, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.7220 [2020-11-09 06:22:17,501][root][INFO] - ===> Epoch[384](9975/26): Loss -0.2522, Sem 0.0747, dir -0.6650, norm 0.3380, swav 0.0000 LR: 4.715e-04 Score 97.670 Data time: 0.1810, Forward time: 2.2626, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 5.2951 [2020-11-09 06:22:23,476][root][INFO] - ===> Epoch[384](9976/26): Loss -0.1651, Sem 0.0807, dir -0.5856, norm 0.3398, swav 0.0000 LR: 4.551e-04 Score 97.156 Data time: 0.2102, Forward time: 2.2626, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 5.8740 [2020-11-09 06:22:29,634][root][INFO] - ===> Epoch[384](9977/26): Loss -0.2061, Sem 0.0822, dir -0.6591, norm 0.3708, swav 0.0000 LR: 4.387e-04 Score 97.414 Data time: 0.2051, Forward time: 2.2626, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 6.0403 [2020-11-09 06:22:33,862][root][INFO] - ===> Epoch[384](9978/26): Loss -0.2897, Sem 0.0645, dir -0.6461, norm 0.2919, swav 0.0000 LR: 4.222e-04 Score 98.097 Data time: 0.1850, Forward time: 2.2626, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 4.1222 [2020-11-09 06:22:38,826][root][INFO] - ===> Epoch[384](9979/26): Loss -0.2086, Sem 0.0940, dir -0.6396, norm 0.3370, swav 0.0000 LR: 4.056e-04 Score 96.912 Data time: 0.1786, Forward time: 2.2626, Backward time: 3.0691, DDP time: 0.0051, Total iter time: 4.8673 [2020-11-09 06:22:46,614][root][INFO] - ===> Epoch[384](9980/26): Loss -0.1846, Sem 0.1065, dir -0.6467, norm 0.3556, swav 0.0000 LR: 3.890e-04 Score 96.511 Data time: 0.1513, Forward time: 2.2625, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 7.6814 [2020-11-09 06:22:51,884][root][INFO] - ===> Epoch[384](9981/26): Loss -0.2068, Sem 0.0774, dir -0.6131, norm 0.3290, swav 0.0000 LR: 3.723e-04 Score 97.648 Data time: 0.1473, Forward time: 2.2624, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 5.1900 [2020-11-09 06:22:57,545][root][INFO] - ===> Epoch[384](9982/26): Loss -0.2766, Sem 0.0691, dir -0.6400, norm 0.2942, swav 0.0000 LR: 3.555e-04 Score 97.832 Data time: 0.1751, Forward time: 2.2624, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.5501 [2020-11-09 06:23:04,517][root][INFO] - ===> Epoch[384](9983/26): Loss -0.2302, Sem 0.0655, dir -0.6331, norm 0.3374, swav 0.0000 LR: 3.386e-04 Score 97.691 Data time: 0.1976, Forward time: 2.2624, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 6.8245 [2020-11-09 06:23:09,721][root][INFO] - ===> Epoch[384](9984/26): Loss -0.2835, Sem 0.0882, dir -0.6851, norm 0.3134, swav 0.0000 LR: 3.216e-04 Score 97.463 Data time: 0.2485, Forward time: 2.2624, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.0704 [2020-11-09 06:23:14,328][root][INFO] - ===> Epoch[385](9985/26): Loss -0.2961, Sem 0.0546, dir -0.6692, norm 0.3186, swav 0.0000 LR: 3.046e-04 Score 98.221 Data time: 0.2032, Forward time: 2.2624, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 4.4723 [2020-11-09 06:23:19,007][root][INFO] - ===> Epoch[385](9986/26): Loss -0.3030, Sem 0.0598, dir -0.6781, norm 0.3153, swav 0.0000 LR: 2.874e-04 Score 98.147 Data time: 0.2075, Forward time: 2.2624, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 4.5653 [2020-11-09 06:23:25,383][root][INFO] - ===> Epoch[385](9987/26): Loss -0.2684, Sem 0.0581, dir -0.6348, norm 0.3083, swav 0.0000 LR: 2.701e-04 Score 97.859 Data time: 0.1740, Forward time: 2.2624, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 6.2489 [2020-11-09 06:23:31,645][root][INFO] - ===> Epoch[385](9988/26): Loss -0.2135, Sem 0.1073, dir -0.6602, norm 0.3394, swav 0.0000 LR: 2.526e-04 Score 96.574 Data time: 0.2623, Forward time: 2.2624, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 6.1631 [2020-11-09 06:23:36,531][root][INFO] - ===> Epoch[385](9989/26): Loss -0.2309, Sem 0.0938, dir -0.6624, norm 0.3376, swav 0.0000 LR: 2.351e-04 Score 96.803 Data time: 0.2100, Forward time: 2.2624, Backward time: 3.0692, DDP time: 0.0051, Total iter time: 4.7514 [2020-11-09 06:23:43,347][root][INFO] - ===> Epoch[385](9990/26): Loss -0.2239, Sem 0.0732, dir -0.6532, norm 0.3560, swav 0.0000 LR: 2.174e-04 Score 97.913 Data time: 0.2095, Forward time: 2.2624, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 6.7113 [2020-11-09 06:23:48,890][root][INFO] - ===> Epoch[385](9991/26): Loss -0.2405, Sem 0.0932, dir -0.6678, norm 0.3341, swav 0.0000 LR: 1.995e-04 Score 96.975 Data time: 0.1709, Forward time: 2.2624, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 5.3823 [2020-11-09 06:23:54,878][root][INFO] - ===> Epoch[385](9992/26): Loss -0.2356, Sem 0.0592, dir -0.6014, norm 0.3066, swav 0.0000 LR: 1.815e-04 Score 97.973 Data time: 0.2432, Forward time: 2.2624, Backward time: 3.0693, DDP time: 0.0051, Total iter time: 5.8722 [2020-11-09 06:24:00,774][root][INFO] - ===> Epoch[385](9993/26): Loss -0.2344, Sem 0.0772, dir -0.6368, norm 0.3252, swav 0.0000 LR: 1.632e-04 Score 97.103 Data time: 0.1686, Forward time: 2.2624, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.7742 [2020-11-09 06:24:05,996][root][INFO] - ===> Epoch[385](9994/26): Loss -0.2490, Sem 0.0805, dir -0.6449, norm 0.3154, swav 0.0000 LR: 1.447e-04 Score 97.648 Data time: 0.2036, Forward time: 2.2624, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.1252 [2020-11-09 06:24:11,562][root][INFO] - ===> Epoch[385](9995/26): Loss -0.2616, Sem 0.0604, dir -0.6568, norm 0.3348, swav 0.0000 LR: 1.260e-04 Score 97.787 Data time: 0.1273, Forward time: 2.2623, Backward time: 3.0694, DDP time: 0.0051, Total iter time: 5.4314 [2020-11-09 06:24:18,116][root][INFO] - ===> Epoch[385](9996/26): Loss -0.2644, Sem 0.0836, dir -0.6680, norm 0.3200, swav 0.0000 LR: 1.069e-04 Score 97.577 Data time: 0.2186, Forward time: 2.2623, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 6.4513 [2020-11-09 06:24:23,850][root][INFO] - ===> Epoch[385](9997/26): Loss -0.2574, Sem 0.0596, dir -0.6616, norm 0.3446, swav 0.0000 LR: 8.746e-05 Score 97.904 Data time: 0.1891, Forward time: 2.2623, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 5.6157 [2020-11-09 06:24:29,218][root][INFO] - ===> Epoch[385](9998/26): Loss -0.2591, Sem 0.0687, dir -0.6413, norm 0.3135, swav 0.0000 LR: 6.751e-05 Score 97.636 Data time: 0.1505, Forward time: 2.2622, Backward time: 3.0696, DDP time: 0.0051, Total iter time: 5.2436 [2020-11-09 06:24:34,782][root][INFO] - ===> Epoch[385](9999/26): Loss -0.2627, Sem 0.0833, dir -0.6755, norm 0.3295, swav 0.0000 LR: 4.687e-05 Score 97.181 Data time: 0.2632, Forward time: 2.2622, Backward time: 3.0695, DDP time: 0.0051, Total iter time: 5.4877 [2020-11-09 06:24:39,383][submitit][INFO] - Job completed successfully [2020-11-09 06:24:39,418][submitit][INFO] - Job completed successfully [2020-11-09 06:24:39,422][submitit][INFO] - Job completed successfully [2020-11-09 06:24:39,443][submitit][INFO] - Job completed successfully [2020-11-09 06:24:39,452][submitit][INFO] - Job completed successfully [2020-11-09 06:24:39,469][submitit][INFO] - Job completed successfully [2020-11-09 06:24:39,471][submitit][INFO] - Job completed successfully [2020-11-09 06:24:39,831][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-09 06:24:39,957][root][INFO] - ===> Start testing [2020-11-09 06:25:55,649][root][INFO] - 101/312: Data time: 0.0047, Iter time: 0.2241 Loss 0.509 (AVG: 0.655) Score 85.594 (AVG: 87.606) mIOU 67.095 mAP 73.870 mAcc 76.395 IOU: 81.477 95.596 55.110 84.559 85.858 82.969 68.328 55.839 60.665 71.996 18.930 59.801 64.530 66.797 35.341 68.854 87.285 70.640 81.636 45.696 mAP: 82.179 96.819 60.598 80.396 88.803 81.707 72.337 65.512 67.058 67.095 35.323 62.247 65.079 77.330 57.056 92.260 91.325 84.286 89.919 60.073 mAcc: 94.519 98.401 68.778 88.462 91.051 91.590 81.749 65.313 71.123 86.570 24.823 72.224 77.163 75.836 39.351 90.323 88.832 80.938 86.608 54.237 [2020-11-09 06:27:11,623][root][INFO] - 201/312: Data time: 0.0734, Iter time: 0.1308 Loss 0.618 (AVG: 0.575) Score 85.101 (AVG: 88.509) mIOU 67.899 mAP 73.347 mAcc 76.638 IOU: 83.522 95.921 59.866 81.409 88.653 82.216 72.307 57.493 55.068 74.700 23.680 59.840 65.700 66.007 38.003 64.224 91.100 64.311 82.955 50.996 mAP: 81.051 95.787 61.419 72.268 88.428 80.930 69.337 68.691 62.984 69.038 40.899 57.831 64.074 77.305 58.091 92.543 94.272 83.211 88.361 60.421 mAcc: 94.549 98.455 73.634 85.509 93.556 91.597 84.070 68.883 67.941 87.663 29.431 73.212 79.221 78.103 43.139 73.192 93.016 72.358 85.938 59.301 [2020-11-09 06:28:30,324][root][INFO] - 301/312: Data time: 0.0070, Iter time: 0.5192 Loss 0.162 (AVG: 0.619) Score 94.793 (AVG: 87.600) mIOU 67.019 mAP 73.004 mAcc 75.671 IOU: 81.907 95.963 58.772 78.405 89.568 82.010 70.984 55.725 51.209 75.008 24.765 59.909 59.790 65.444 47.388 57.969 91.270 63.416 82.948 47.934 mAP: 81.297 95.835 60.344 71.197 88.876 81.026 68.420 68.328 62.913 71.073 43.009 54.963 64.227 77.239 58.898 92.716 94.959 82.038 84.193 58.537 mAcc: 94.520 98.433 74.139 82.816 94.263 91.214 82.459 66.317 63.370 87.154 30.215 71.344 77.022 75.154 52.291 64.818 93.390 71.935 86.603 55.964 [2020-11-09 06:28:36,965][root][INFO] - 312/312: Data time: 0.0037, Iter time: 0.3858 Loss 0.827 (AVG: 0.619) Score 80.903 (AVG: 87.630) mIOU 67.058 mAP 73.037 mAcc 75.726 IOU: 81.896 95.919 58.723 78.619 89.741 82.565 71.040 56.065 51.775 74.773 24.840 59.516 59.433 65.422 47.387 57.968 91.298 63.150 82.945 48.091 mAP: 81.180 95.889 59.967 72.076 89.105 81.420 68.200 67.960 63.624 71.073 42.964 53.851 64.131 77.684 58.898 92.716 94.957 82.164 84.193 58.691 mAcc: 94.449 98.442 73.562 83.056 94.373 91.507 82.416 66.714 64.004 87.154 30.541 71.072 76.556 75.474 52.291 64.818 93.438 71.964 86.603 56.093 [2020-11-09 06:28:36,965][root][INFO] - Finished test. Elapsed time: 237.0075 [2020-11-09 06:28:49,595][root][INFO] - [2020-11-09 06:28:49,596][root][INFO] - ################################################################ [2020-11-09 06:28:49,596][root][INFO] - what : AP AP_50% AP_25% [2020-11-09 06:28:49,596][root][INFO] - ################################################################ [2020-11-09 06:28:49,596][root][INFO] - cabinet : 0.103 0.248 0.531 [2020-11-09 06:28:49,596][root][INFO] - bed : 0.359 0.738 0.824 [2020-11-09 06:28:49,596][root][INFO] - chair : 0.371 0.568 0.703 [2020-11-09 06:28:49,596][root][INFO] - sofa : 0.331 0.588 0.829 [2020-11-09 06:28:49,596][root][INFO] - table : 0.268 0.505 0.637 [2020-11-09 06:28:49,596][root][INFO] - door : 0.138 0.290 0.459 [2020-11-09 06:28:49,596][root][INFO] - window : 0.078 0.199 0.401 [2020-11-09 06:28:49,596][root][INFO] - bookshelf : 0.183 0.461 0.653 [2020-11-09 06:28:49,596][root][INFO] - picture : 0.087 0.171 0.295 [2020-11-09 06:28:49,596][root][INFO] - counter : 0.034 0.157 0.540 [2020-11-09 06:28:49,596][root][INFO] - desk : 0.022 0.091 0.399 [2020-11-09 06:28:49,596][root][INFO] - curtain : 0.184 0.309 0.530 [2020-11-09 06:28:49,597][root][INFO] - refrigerator : 0.209 0.376 0.415 [2020-11-09 06:28:49,597][root][INFO] - shower curtain : 0.440 0.659 0.659 [2020-11-09 06:28:49,597][root][INFO] - toilet : 0.818 0.975 0.975 [2020-11-09 06:28:49,597][root][INFO] - sink : 0.161 0.427 0.661 [2020-11-09 06:28:49,597][root][INFO] - bathtub : 0.401 0.561 0.773 [2020-11-09 06:28:49,597][root][INFO] - otherfurniture : 0.263 0.416 0.582 [2020-11-09 06:28:49,597][root][INFO] - ---------------------------------------------------------------- [2020-11-09 06:28:49,597][root][INFO] - average : 0.247 0.430 0.604 [2020-11-09 06:28:49,597][root][INFO] - [2020-11-09 06:28:49,752][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-09 06:28:50,348][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-09 06:28:50,478][root][INFO] - Current best mIoU: 67.058 at iter 10000 [2020-11-09 06:28:50,727][submitit][INFO] - Job completed successfully