[2020-11-08 04:36:26,530][root][INFO] - ===> Configurations [2020-11-08 04:36:26,541][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth weights_for_inner_model: false dilations: - 1 - 1 - 1 - 1 wrapper_type: null wrapper_region_type: 1 wrapper_kernel_size: 3 wrapper_lr: 0.1 meanfield_iterations: 10 crf_spatial_sigma: 1 crf_chromatic_sigma: 12 optimizer: optimizer: SGD lr: 0.1 sgd_momentum: 0.9 sgd_dampening: 0.1 adam_beta1: 0.9 adam_beta2: 0.999 weight_decay: 0.0001 param_histogram_freq: 100 save_param_histogram: false iter_size: 1 bn_momentum: 0.02 scheduler: PolyLR max_iter: 5000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: data_efficient_by_scenes/5/2.txt voxel_size: 0.05 data_dir: data sampled_inds: null temporal_dilation: 30 temporal_numseq: 3 point_lim: -1 pre_point_lim: -1 batch_size: 6 val_batch_size: 1 test_batch_size: 1 cache_data: false num_workers: 1 num_val_workers: 1 ignore_label: 255 return_transformation: false ignore_duplicate_class: false partial_crop: 0 train_limit_numpoints: 0 synthia_path: /home/chrischoy/datasets/Synthia/Synthia4D synthia_camera_path: /home/chrischoy/datasets/Synthia/%s/CameraParams/ synthia_camera_intrinsic_file: intrinsics.txt synthia_camera_extrinsics_file: Stereo_Right/Omni_F/%s.txt temporal_rand_dilation: false temporal_rand_numseq: false scannet_path: /checkpoint/jihou/data/scannet/pointcloud/ stanford3d_path: /home/chrischoy/datasets/Stanford3D train: is_train: true stat_freq: 1 save_freq: 500 val_freq: 500 empty_cache_freq: 1 train_phase: train val_phase: val overwrite_weights: true resume: true resume_optimizer: True, eval_upsample: false lenient_weight_loading: true distributed: distributed_world_size: 8 distributed_rank: 0 distributed_backend: nccl distributed_init_method: tcp://learnfair5030:10100 distributed_port: 10100 device_id: 0 distributed_no_spawn: true ddp_backend: c10d bucket_cap_mb: 25 augmentation: use_feat_aug: true data_aug_color_trans_ratio: 0.1 data_aug_color_jitter_std: 0.05 normalize_color: true data_aug_scale_min: 0.9 data_aug_scale_max: 1.1 data_aug_hue_max: 0.5 data_aug_saturation_max: 0.2 test: visualize: false save_features: false save_feat_dir: outputs/feat save_prediction: false save_pred_dir: outputs/pred test_temporal_average: false visualize_path: outputs/visualize test_phase: test evaluate_original_pointcloud: false test_original_pointcloud: false test_stat_freq: 100 misc: is_cuda: true load_path: null log_step: 50 log_level: INFO num_gpu: 1 seed: 123 log_dir: /checkpoint/jihou/insseglessscenes_ load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-08 04:36:26,541][root][INFO] - ===> Initializing dataloader [2020-11-08 04:36:26,566][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 04:36:26,569][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 04:36:26,569][root][INFO] - ===> Building model [2020-11-08 04:36:26,836][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 04:36:26,836][root][INFO] - Res16UNet34C( (conv0p1s1): MinkowskiConvolution(in=3, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[3, 3, 3], stride=[1, 1, 1], dilation=[1, 1, 1]) (bn0): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (conv1p1s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block1): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv2p2s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block2): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv3p4s2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn3): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block3): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv4p8s2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn4): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block4): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (4): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (5): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr4p16s2): MinkowskiConvolutionTranspose(in=256, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr4): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block5): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr5p8s2): MinkowskiConvolutionTranspose(in=256, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr5): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block6): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr6p4s2): MinkowskiConvolutionTranspose(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr6): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block7): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr7p2s2): MinkowskiConvolutionTranspose(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr7): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block8): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (final): MinkowskiConvolution(in=96, out=20, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (relu): MinkowskiReLU() (offsets_pre): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (bntr_offset): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (offsets): MinkowskiConvolution(in=96, out=3, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) ) [2020-11-08 04:36:26,839][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 04:36:27,921][root][INFO] - Loading weights:conv0p1s1.kernel, bn0.bn.weight, bn0.bn.bias, bn0.bn.running_mean, bn0.bn.running_var, bn0.bn.num_batches_tracked, conv1p1s2.kernel, bn1.bn.weight, bn1.bn.bias, bn1.bn.running_mean, bn1.bn.running_var, bn1.bn.num_batches_tracked, block1.0.conv1.kernel, block1.0.norm1.bn.weight, block1.0.norm1.bn.bias, block1.0.norm1.bn.running_mean, block1.0.norm1.bn.running_var, block1.0.norm1.bn.num_batches_tracked, block1.0.conv2.kernel, block1.0.norm2.bn.weight, block1.0.norm2.bn.bias, block1.0.norm2.bn.running_mean, block1.0.norm2.bn.running_var, block1.0.norm2.bn.num_batches_tracked, block1.1.conv1.kernel, block1.1.norm1.bn.weight, block1.1.norm1.bn.bias, block1.1.norm1.bn.running_mean, block1.1.norm1.bn.running_var, block1.1.norm1.bn.num_batches_tracked, block1.1.conv2.kernel, block1.1.norm2.bn.weight, block1.1.norm2.bn.bias, block1.1.norm2.bn.running_mean, block1.1.norm2.bn.running_var, block1.1.norm2.bn.num_batches_tracked, conv2p2s2.kernel, bn2.bn.weight, bn2.bn.bias, bn2.bn.running_mean, bn2.bn.running_var, bn2.bn.num_batches_tracked, block2.0.conv1.kernel, block2.0.norm1.bn.weight, block2.0.norm1.bn.bias, block2.0.norm1.bn.running_mean, block2.0.norm1.bn.running_var, block2.0.norm1.bn.num_batches_tracked, block2.0.conv2.kernel, block2.0.norm2.bn.weight, block2.0.norm2.bn.bias, block2.0.norm2.bn.running_mean, block2.0.norm2.bn.running_var, block2.0.norm2.bn.num_batches_tracked, block2.0.downsample.0.kernel, block2.0.downsample.1.bn.weight, block2.0.downsample.1.bn.bias, block2.0.downsample.1.bn.running_mean, block2.0.downsample.1.bn.running_var, block2.0.downsample.1.bn.num_batches_tracked, block2.1.conv1.kernel, block2.1.norm1.bn.weight, block2.1.norm1.bn.bias, block2.1.norm1.bn.running_mean, block2.1.norm1.bn.running_var, block2.1.norm1.bn.num_batches_tracked, block2.1.conv2.kernel, block2.1.norm2.bn.weight, block2.1.norm2.bn.bias, block2.1.norm2.bn.running_mean, block2.1.norm2.bn.running_var, 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block3.3.norm2.bn.weight, block3.3.norm2.bn.bias, block3.3.norm2.bn.running_mean, block3.3.norm2.bn.running_var, block3.3.norm2.bn.num_batches_tracked, conv4p8s2.kernel, bn4.bn.weight, bn4.bn.bias, bn4.bn.running_mean, bn4.bn.running_var, bn4.bn.num_batches_tracked, block4.0.conv1.kernel, block4.0.norm1.bn.weight, block4.0.norm1.bn.bias, block4.0.norm1.bn.running_mean, block4.0.norm1.bn.running_var, block4.0.norm1.bn.num_batches_tracked, block4.0.conv2.kernel, block4.0.norm2.bn.weight, block4.0.norm2.bn.bias, block4.0.norm2.bn.running_mean, block4.0.norm2.bn.running_var, block4.0.norm2.bn.num_batches_tracked, block4.0.downsample.0.kernel, block4.0.downsample.1.bn.weight, block4.0.downsample.1.bn.bias, block4.0.downsample.1.bn.running_mean, block4.0.downsample.1.bn.running_var, block4.0.downsample.1.bn.num_batches_tracked, block4.1.conv1.kernel, block4.1.norm1.bn.weight, block4.1.norm1.bn.bias, block4.1.norm1.bn.running_mean, block4.1.norm1.bn.running_var, 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block4.4.norm1.bn.running_mean, block4.4.norm1.bn.running_var, block4.4.norm1.bn.num_batches_tracked, block4.4.conv2.kernel, block4.4.norm2.bn.weight, block4.4.norm2.bn.bias, block4.4.norm2.bn.running_mean, block4.4.norm2.bn.running_var, block4.4.norm2.bn.num_batches_tracked, block4.5.conv1.kernel, block4.5.norm1.bn.weight, block4.5.norm1.bn.bias, block4.5.norm1.bn.running_mean, block4.5.norm1.bn.running_var, block4.5.norm1.bn.num_batches_tracked, block4.5.conv2.kernel, block4.5.norm2.bn.weight, block4.5.norm2.bn.bias, block4.5.norm2.bn.running_mean, block4.5.norm2.bn.running_var, block4.5.norm2.bn.num_batches_tracked, convtr4p16s2.kernel, bntr4.bn.weight, bntr4.bn.bias, bntr4.bn.running_mean, bntr4.bn.running_var, bntr4.bn.num_batches_tracked, block5.0.conv1.kernel, block5.0.norm1.bn.weight, block5.0.norm1.bn.bias, block5.0.norm1.bn.running_mean, block5.0.norm1.bn.running_var, block5.0.norm1.bn.num_batches_tracked, block5.0.conv2.kernel, block5.0.norm2.bn.weight, block5.0.norm2.bn.bias, block5.0.norm2.bn.running_mean, block5.0.norm2.bn.running_var, block5.0.norm2.bn.num_batches_tracked, block5.0.downsample.0.kernel, block5.0.downsample.1.bn.weight, block5.0.downsample.1.bn.bias, block5.0.downsample.1.bn.running_mean, block5.0.downsample.1.bn.running_var, block5.0.downsample.1.bn.num_batches_tracked, block5.1.conv1.kernel, block5.1.norm1.bn.weight, block5.1.norm1.bn.bias, block5.1.norm1.bn.running_mean, block5.1.norm1.bn.running_var, block5.1.norm1.bn.num_batches_tracked, block5.1.conv2.kernel, block5.1.norm2.bn.weight, block5.1.norm2.bn.bias, block5.1.norm2.bn.running_mean, block5.1.norm2.bn.running_var, block5.1.norm2.bn.num_batches_tracked, convtr5p8s2.kernel, bntr5.bn.weight, bntr5.bn.bias, bntr5.bn.running_mean, bntr5.bn.running_var, bntr5.bn.num_batches_tracked, block6.0.conv1.kernel, block6.0.norm1.bn.weight, block6.0.norm1.bn.bias, block6.0.norm1.bn.running_mean, block6.0.norm1.bn.running_var, block6.0.norm1.bn.num_batches_tracked, 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block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-11-08 04:36:28,389][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 04:36:28,389][root][INFO] - => no weights.pth [2020-11-08 04:36:38,483][root][INFO] - ===> Epoch[1](1/2): Loss 4.3145, Sem 3.0194, dir -0.0220, norm 1.3171, swav 0.0000 LR: 9.998e-02 Score 3.646 Data time: 2.5078, Forward time: 2.7602, Backward time: 4.6322, DDP time: 0.0039, Total iter time: 10.0481 [2020-11-08 04:36:47,093][root][INFO] - ===> Epoch[1](2/2): Loss 4.2183, Sem 2.9201, dir -0.1257, norm 1.4238, swav 0.0000 LR: 9.996e-02 Score 11.853 Data time: 0.2142, Forward time: 2.5913, Backward time: 5.0712, DDP time: 0.0036, Total iter time: 8.3425 [2020-11-08 04:36:54,266][root][INFO] - ===> Epoch[2](3/2): Loss 3.6321, Sem 2.7595, dir -0.2292, norm 1.1018, swav 0.0000 LR: 9.995e-02 Score 47.601 Data time: 0.3135, Forward time: 2.6789, Backward time: 4.5189, DDP time: 0.0037, Total iter time: 6.7108 [2020-11-08 04:37:02,078][root][INFO] - ===> Epoch[2](4/2): Loss 3.4066, Sem 2.5750, dir -0.1618, norm 0.9933, swav 0.0000 LR: 9.993e-02 Score 54.582 Data time: 0.2302, Forward time: 2.7071, Backward time: 4.4391, DDP time: 0.0036, Total iter time: 7.3257 [2020-11-08 04:37:08,402][root][INFO] - ===> Epoch[3](5/2): Loss 3.2515, Sem 2.3650, dir -0.1790, norm 1.0656, swav 0.0000 LR: 9.991e-02 Score 53.321 Data time: 0.2914, Forward time: 2.7014, Backward time: 4.1337, DDP time: 0.0034, Total iter time: 5.9611 [2020-11-08 04:37:15,486][root][INFO] - ===> Epoch[3](6/2): Loss 2.7188, Sem 2.0537, dir -0.2831, norm 0.9481, swav 0.0000 LR: 9.989e-02 Score 57.008 Data time: 0.3177, Forward time: 2.7568, Backward time: 3.9955, DDP time: 0.0034, Total iter time: 6.7307 [2020-11-08 04:37:23,003][root][INFO] - ===> Epoch[4](7/2): Loss 2.7670, Sem 1.8659, dir -0.1098, norm 1.0109, swav 0.0000 LR: 9.987e-02 Score 55.530 Data time: 0.1876, Forward time: 2.7051, Backward time: 4.0627, DDP time: 0.0034, Total iter time: 7.1903 [2020-11-08 04:37:29,375][root][INFO] - ===> Epoch[4](8/2): Loss 2.5615, Sem 1.8085, dir -0.1868, norm 0.9398, swav 0.0000 LR: 9.986e-02 Score 54.473 Data time: 0.1668, Forward time: 2.6034, Backward time: 4.0469, DDP time: 0.0034, Total iter time: 6.1409 [2020-11-08 04:37:35,542][root][INFO] - ===> Epoch[5](9/2): Loss 2.6382, Sem 1.7810, dir -0.2696, norm 1.1268, swav 0.0000 LR: 9.984e-02 Score 55.927 Data time: 0.2962, Forward time: 2.6537, Backward time: 3.8787, DDP time: 0.0034, Total iter time: 5.9233 [2020-11-08 04:37:41,673][root][INFO] - ===> Epoch[5](10/2): Loss 2.4618, Sem 1.8203, dir -0.3456, norm 0.9871, swav 0.0000 LR: 9.982e-02 Score 55.808 Data time: 0.2686, Forward time: 2.7048, Backward time: 3.7357, DDP time: 0.0033, Total iter time: 5.9148 [2020-11-08 04:37:48,764][root][INFO] - ===> Epoch[6](11/2): Loss 2.4210, Sem 1.7762, dir -0.2560, norm 0.9007, swav 0.0000 LR: 9.980e-02 Score 55.841 Data time: 0.2207, Forward time: 2.6792, Backward time: 3.7678, DDP time: 0.0033, Total iter time: 6.8552 [2020-11-08 04:37:55,923][root][INFO] - ===> Epoch[6](12/2): Loss 2.1633, Sem 1.7611, dir -0.4217, norm 0.8239, swav 0.0000 LR: 9.978e-02 Score 55.607 Data time: 0.2623, Forward time: 2.6744, Backward time: 3.7845, DDP time: 0.0033, Total iter time: 6.9641 [2020-11-08 04:38:02,833][root][INFO] - ===> Epoch[7](13/2): Loss 2.3432, Sem 1.7215, dir -0.3135, norm 0.9352, swav 0.0000 LR: 9.977e-02 Score 56.195 Data time: 0.2046, Forward time: 2.6503, Backward time: 3.8048, DDP time: 0.0033, Total iter time: 6.7146 [2020-11-08 04:38:08,551][root][INFO] - ===> Epoch[7](14/2): Loss 2.2041, Sem 1.7500, dir -0.4125, norm 0.8666, swav 0.0000 LR: 9.975e-02 Score 54.204 Data time: 0.1975, Forward time: 2.6346, Backward time: 3.7359, DDP time: 0.0034, Total iter time: 5.5379 [2020-11-08 04:38:15,301][root][INFO] - ===> Epoch[8](15/2): Loss 2.0380, Sem 1.6321, dir -0.4574, norm 0.8633, swav 0.0000 LR: 9.973e-02 Score 57.839 Data time: 0.1576, Forward time: 2.5736, Backward time: 3.7908, DDP time: 0.0033, Total iter time: 6.6087 [2020-11-08 04:38:22,814][root][INFO] - ===> Epoch[8](16/2): Loss 2.0824, Sem 1.6799, dir -0.4326, norm 0.8351, swav 0.0000 LR: 9.971e-02 Score 54.596 Data time: 0.1832, Forward time: 2.5323, Backward time: 3.8717, DDP time: 0.0033, Total iter time: 7.3608 [2020-11-08 04:38:29,063][root][INFO] - ===> Epoch[9](17/2): Loss 1.8648, Sem 1.5670, dir -0.4986, norm 0.7964, swav 0.0000 LR: 9.969e-02 Score 57.864 Data time: 0.1853, Forward time: 2.4842, Backward time: 3.8837, DDP time: 0.0033, Total iter time: 6.1059 [2020-11-08 04:38:35,141][root][INFO] - ===> Epoch[9](18/2): Loss 2.0381, Sem 1.6478, dir -0.4480, norm 0.8384, swav 0.0000 LR: 9.968e-02 Score 55.093 Data time: 0.2106, Forward time: 2.4764, Backward time: 3.8526, DDP time: 0.0034, Total iter time: 5.9596 [2020-11-08 04:38:42,202][root][INFO] - ===> Epoch[10](19/2): Loss 1.8974, Sem 1.6057, dir -0.5069, norm 0.7987, swav 0.0000 LR: 9.966e-02 Score 54.603 Data time: 0.2764, Forward time: 2.5107, Backward time: 3.8296, DDP time: 0.0033, Total iter time: 6.8978 [2020-11-08 04:38:49,128][root][INFO] - ===> Epoch[10](20/2): Loss 1.8259, Sem 1.5416, dir -0.5158, norm 0.8000, swav 0.0000 LR: 9.964e-02 Score 56.156 Data time: 0.2321, Forward time: 2.5344, Backward time: 3.8101, DDP time: 0.0033, Total iter time: 6.7475 [2020-11-08 04:38:54,776][root][INFO] - ===> Epoch[11](21/2): Loss 1.8129, Sem 1.5105, dir -0.5058, norm 0.8082, swav 0.0000 LR: 9.962e-02 Score 56.243 Data time: 0.2729, Forward time: 2.5210, Backward time: 3.7653, DDP time: 0.0033, Total iter time: 5.4882 [2020-11-08 04:39:03,862][root][INFO] - ===> Epoch[11](22/2): Loss 1.7349, Sem 1.5391, dir -0.5882, norm 0.7839, swav 0.0000 LR: 9.960e-02 Score 55.859 Data time: 0.5074, Forward time: 2.6205, Backward time: 3.7640, DDP time: 0.0032, Total iter time: 8.9614 [2020-11-08 04:39:10,644][root][INFO] - ===> Epoch[12](23/2): Loss 1.6710, Sem 1.4747, dir -0.5699, norm 0.7662, swav 0.0000 LR: 9.959e-02 Score 56.866 Data time: 0.1755, Forward time: 2.6139, Backward time: 3.7668, DDP time: 0.0032, Total iter time: 6.6129 [2020-11-08 04:39:18,565][root][INFO] - ===> Epoch[12](24/2): Loss 1.6103, Sem 1.5076, dir -0.6249, norm 0.7277, swav 0.0000 LR: 9.957e-02 Score 55.252 Data time: 0.2082, Forward time: 2.6046, Backward time: 3.8196, DDP time: 0.0032, Total iter time: 7.7915 [2020-11-08 04:39:24,914][root][INFO] - ===> Epoch[13](25/2): Loss 1.6995, Sem 1.4903, dir -0.5701, norm 0.7792, swav 0.0000 LR: 9.955e-02 Score 56.704 Data time: 0.3736, Forward time: 2.6285, Backward time: 3.7695, DDP time: 0.0032, Total iter time: 6.1846 [2020-11-08 04:39:32,450][root][INFO] - ===> Epoch[13](26/2): Loss 1.5409, Sem 1.4807, dir -0.6343, norm 0.6945, swav 0.0000 LR: 9.953e-02 Score 56.395 Data time: 0.4009, Forward time: 2.6811, Backward time: 3.7384, DDP time: 0.0032, Total iter time: 7.3664 [2020-11-08 04:39:38,893][root][INFO] - ===> Epoch[14](27/2): Loss 1.6015, Sem 1.4600, dir -0.6272, norm 0.7686, swav 0.0000 LR: 9.951e-02 Score 57.873 Data time: 0.2103, Forward time: 2.6791, Backward time: 3.7249, DDP time: 0.0031, Total iter time: 6.2990 [2020-11-08 04:39:45,804][root][INFO] - ===> Epoch[14](28/2): Loss 1.5684, Sem 1.4738, dir -0.6364, norm 0.7310, swav 0.0000 LR: 9.950e-02 Score 56.557 Data time: 0.3469, Forward time: 2.7146, Backward time: 3.6897, DDP time: 0.0031, Total iter time: 6.7672 [2020-11-08 04:39:51,852][root][INFO] - ===> Epoch[15](29/2): Loss 1.5527, Sem 1.4696, dir -0.6493, norm 0.7323, swav 0.0000 LR: 9.948e-02 Score 56.366 Data time: 0.2175, Forward time: 2.7014, Backward time: 3.6729, DDP time: 0.0031, Total iter time: 5.8715 [2020-11-08 04:39:58,510][root][INFO] - ===> Epoch[15](30/2): Loss 1.4735, Sem 1.3236, dir -0.6195, norm 0.7694, swav 0.0000 LR: 9.946e-02 Score 62.038 Data time: 0.2347, Forward time: 2.7012, Backward time: 3.6681, DDP time: 0.0031, Total iter time: 6.5371 [2020-11-08 04:40:04,948][root][INFO] - ===> Epoch[16](31/2): Loss 1.5273, Sem 1.5331, dir -0.6914, norm 0.6856, swav 0.0000 LR: 9.944e-02 Score 55.124 Data time: 0.2324, Forward time: 2.6884, Backward time: 3.6676, DDP time: 0.0031, Total iter time: 6.3053 [2020-11-08 04:40:10,633][root][INFO] - ===> Epoch[16](32/2): Loss 1.4526, Sem 1.3911, dir -0.6643, norm 0.7258, swav 0.0000 LR: 9.942e-02 Score 59.044 Data time: 0.2588, Forward time: 2.7011, Backward time: 3.6216, DDP time: 0.0030, Total iter time: 5.5563 [2020-11-08 04:40:17,341][root][INFO] - ===> Epoch[17](33/2): Loss 1.4080, Sem 1.4345, dir -0.6946, norm 0.6681, swav 0.0000 LR: 9.941e-02 Score 57.957 Data time: 0.2057, Forward time: 2.6924, Backward time: 3.6277, DDP time: 0.0030, Total iter time: 6.5635 [2020-11-08 04:40:25,812][root][INFO] - ===> Epoch[17](34/2): Loss 1.3326, Sem 1.3252, dir -0.6920, norm 0.6994, swav 0.0000 LR: 9.939e-02 Score 61.934 Data time: 0.4307, Forward time: 2.7417, Backward time: 3.6249, DDP time: 0.0030, Total iter time: 8.3407 [2020-11-08 04:40:33,422][root][INFO] - ===> Epoch[18](35/2): Loss 1.3118, Sem 1.3487, dir -0.7057, norm 0.6687, swav 0.0000 LR: 9.937e-02 Score 61.434 Data time: 0.1856, Forward time: 2.7392, Backward time: 3.6490, DDP time: 0.0030, Total iter time: 7.4762 [2020-11-08 04:40:41,092][root][INFO] - ===> Epoch[18](36/2): Loss 1.3341, Sem 1.3406, dir -0.6991, norm 0.6926, swav 0.0000 LR: 9.935e-02 Score 60.476 Data time: 0.2563, Forward time: 2.7406, Backward time: 3.6681, DDP time: 0.0030, Total iter time: 7.5129 [2020-11-08 04:40:48,414][root][INFO] - ===> Epoch[19](37/2): Loss 1.3393, Sem 1.3574, dir -0.6973, norm 0.6792, swav 0.0000 LR: 9.933e-02 Score 59.930 Data time: 0.3224, Forward time: 2.7647, Backward time: 3.6551, DDP time: 0.0030, Total iter time: 7.1923 [2020-11-08 04:40:55,326][root][INFO] - ===> Epoch[19](38/2): Loss 1.3027, Sem 1.3344, dir -0.7087, norm 0.6770, swav 0.0000 LR: 9.932e-02 Score 61.332 Data time: 0.2190, Forward time: 2.7658, Backward time: 3.6550, DDP time: 0.0030, Total iter time: 6.7840 [2020-11-08 04:41:02,870][root][INFO] - ===> Epoch[20](39/2): Loss 1.2356, Sem 1.2654, dir -0.7155, norm 0.6857, swav 0.0000 LR: 9.930e-02 Score 62.798 Data time: 0.2278, Forward time: 2.7562, Backward time: 3.6800, DDP time: 0.0031, Total iter time: 7.4082 [2020-11-08 04:41:08,848][root][INFO] - ===> Epoch[20](40/2): Loss 1.2523, Sem 1.3180, dir -0.7324, norm 0.6666, swav 0.0000 LR: 9.928e-02 Score 60.642 Data time: 0.2412, Forward time: 2.7630, Backward time: 3.6518, DDP time: 0.0031, Total iter time: 5.8572 [2020-11-08 04:41:16,632][root][INFO] - ===> Epoch[21](41/2): Loss 1.2477, Sem 1.3476, dir -0.7382, norm 0.6384, swav 0.0000 LR: 9.926e-02 Score 60.435 Data time: 0.2425, Forward time: 2.7600, Backward time: 3.6743, DDP time: 0.0031, Total iter time: 7.6236 [2020-11-08 04:41:24,228][root][INFO] - ===> Epoch[21](42/2): Loss 1.1928, Sem 1.2406, dir -0.7234, norm 0.6756, swav 0.0000 LR: 9.924e-02 Score 63.438 Data time: 0.2076, Forward time: 2.7443, Backward time: 3.7059, DDP time: 0.0031, Total iter time: 7.4803 [2020-11-08 04:41:30,530][root][INFO] - ===> Epoch[22](43/2): Loss 1.2411, Sem 1.3449, dir -0.7401, norm 0.6363, swav 0.0000 LR: 9.923e-02 Score 58.563 Data time: 0.2211, Forward time: 2.7437, Backward time: 3.6941, DDP time: 0.0031, Total iter time: 6.1990 [2020-11-08 04:41:36,657][root][INFO] - ===> Epoch[22](44/2): Loss 1.1509, Sem 1.2752, dir -0.7364, norm 0.6120, swav 0.0000 LR: 9.921e-02 Score 62.721 Data time: 0.2728, Forward time: 2.7496, Backward time: 3.6703, DDP time: 0.0031, Total iter time: 5.9725 [2020-11-08 04:41:43,291][root][INFO] - ===> Epoch[23](45/2): Loss 1.1541, Sem 1.2660, dir -0.7354, norm 0.6235, swav 0.0000 LR: 9.919e-02 Score 62.333 Data time: 0.2105, Forward time: 2.7419, Backward time: 3.6723, DDP time: 0.0031, Total iter time: 6.4817 [2020-11-08 04:41:50,250][root][INFO] - ===> Epoch[23](46/2): Loss 1.1000, Sem 1.2456, dir -0.7583, norm 0.6127, swav 0.0000 LR: 9.917e-02 Score 62.606 Data time: 0.3906, Forward time: 2.7626, Backward time: 3.6516, DDP time: 0.0031, Total iter time: 6.8169 [2020-11-08 04:41:58,187][root][INFO] - ===> Epoch[24](47/2): Loss 1.2166, Sem 1.2974, dir -0.7434, norm 0.6626, swav 0.0000 LR: 9.915e-02 Score 60.640 Data time: 0.3542, Forward time: 2.7935, Backward time: 3.6422, DDP time: 0.0031, Total iter time: 7.7824 [2020-11-08 04:42:05,329][root][INFO] - ===> Epoch[24](48/2): Loss 1.1714, Sem 1.2628, dir -0.7395, norm 0.6480, swav 0.0000 LR: 9.914e-02 Score 61.744 Data time: 0.1865, Forward time: 2.7872, Backward time: 3.6535, DDP time: 0.0031, Total iter time: 6.9975 [2020-11-08 04:42:11,588][root][INFO] - ===> Epoch[25](49/2): Loss 1.0515, Sem 1.2352, dir -0.7666, norm 0.5829, swav 0.0000 LR: 9.912e-02 Score 62.786 Data time: 0.1649, Forward time: 2.7726, Backward time: 3.6563, DDP time: 0.0031, Total iter time: 6.1394 [2020-11-08 04:42:18,419][root][INFO] - ===> Epoch[25](50/2): Loss 1.2696, Sem 1.3464, dir -0.7378, norm 0.6610, swav 0.0000 LR: 9.910e-02 Score 57.759 Data time: 0.3390, Forward time: 2.7894, Backward time: 3.6389, DDP time: 0.0030, Total iter time: 6.7412 [2020-11-08 04:42:25,316][root][INFO] - ===> Epoch[26](51/2): Loss 0.9618, Sem 1.1051, dir -0.7646, norm 0.6213, swav 0.0000 LR: 9.908e-02 Score 66.360 Data time: 0.3226, Forward time: 2.8066, Backward time: 3.6212, DDP time: 0.0030, Total iter time: 6.7474 [2020-11-08 04:42:33,280][root][INFO] - ===> Epoch[26](52/2): Loss 1.0942, Sem 1.2463, dir -0.7569, norm 0.6048, swav 0.0000 LR: 9.906e-02 Score 61.920 Data time: 0.4432, Forward time: 2.8333, Backward time: 3.6124, DDP time: 0.0030, Total iter time: 7.8112 [2020-11-08 04:42:40,321][root][INFO] - ===> Epoch[27](53/2): Loss 1.0663, Sem 1.2259, dir -0.7705, norm 0.6110, swav 0.0000 LR: 9.905e-02 Score 62.026 Data time: 0.2685, Forward time: 2.8455, Backward time: 3.6019, DDP time: 0.0030, Total iter time: 6.8729 [2020-11-08 04:42:45,319][root][INFO] - ===> Epoch[27](54/2): Loss 0.9794, Sem 1.1926, dir -0.7743, norm 0.5610, swav 0.0000 LR: 9.903e-02 Score 63.246 Data time: 0.1976, Forward time: 2.8316, Backward time: 3.5813, DDP time: 0.0030, Total iter time: 4.8573 [2020-11-08 04:42:53,562][root][INFO] - ===> Epoch[28](55/2): Loss 1.1041, Sem 1.1756, dir -0.7574, norm 0.6860, swav 0.0000 LR: 9.901e-02 Score 63.616 Data time: 0.2085, Forward time: 2.8240, Backward time: 3.6134, DDP time: 0.0030, Total iter time: 8.1524 [2020-11-08 04:42:59,954][root][INFO] - ===> Epoch[28](56/2): Loss 1.0634, Sem 1.2113, dir -0.7603, norm 0.6124, swav 0.0000 LR: 9.899e-02 Score 62.115 Data time: 0.2635, Forward time: 2.8265, Backward time: 3.6022, DDP time: 0.0030, Total iter time: 6.2626 [2020-11-08 04:43:09,002][root][INFO] - ===> Epoch[29](57/2): Loss 1.1246, Sem 1.2299, dir -0.7401, norm 0.6348, swav 0.0000 LR: 9.897e-02 Score 62.001 Data time: 0.2856, Forward time: 2.8209, Backward time: 3.6427, DDP time: 0.0030, Total iter time: 8.9237 [2020-11-08 04:43:15,549][root][INFO] - ===> Epoch[29](58/2): Loss 0.9952, Sem 1.1185, dir -0.7758, norm 0.6525, swav 0.0000 LR: 9.896e-02 Score 65.211 Data time: 0.3311, Forward time: 2.8302, Backward time: 3.6265, DDP time: 0.0030, Total iter time: 6.4249 [2020-11-08 04:43:21,112][root][INFO] - ===> Epoch[30](59/2): Loss 0.9150, Sem 1.1608, dir -0.7972, norm 0.5514, swav 0.0000 LR: 9.894e-02 Score 63.960 Data time: 0.2748, Forward time: 2.8328, Backward time: 3.6017, DDP time: 0.0030, Total iter time: 5.4369 [2020-11-08 04:43:27,732][root][INFO] - ===> Epoch[30](60/2): Loss 1.0400, Sem 1.1934, dir -0.7734, norm 0.6199, swav 0.0000 LR: 9.892e-02 Score 63.401 Data time: 0.3730, Forward time: 2.8443, Backward time: 3.5846, DDP time: 0.0030, Total iter time: 6.4829 [2020-11-08 04:43:34,448][root][INFO] - ===> Epoch[31](61/2): Loss 0.9257, Sem 1.1657, dir -0.7960, norm 0.5560, swav 0.0000 LR: 9.890e-02 Score 63.694 Data time: 0.3368, Forward time: 2.8538, Backward time: 3.5713, DDP time: 0.0030, Total iter time: 6.5814 [2020-11-08 04:43:40,672][root][INFO] - ===> Epoch[31](62/2): Loss 0.9317, Sem 1.1351, dir -0.7877, norm 0.5844, swav 0.0000 LR: 9.888e-02 Score 64.470 Data time: 0.2186, Forward time: 2.8523, Backward time: 3.5629, DDP time: 0.0030, Total iter time: 6.0982 [2020-11-08 04:43:48,663][root][INFO] - ===> Epoch[32](63/2): Loss 0.9125, Sem 1.1295, dir -0.7750, norm 0.5580, swav 0.0000 LR: 9.887e-02 Score 65.555 Data time: 0.2385, Forward time: 2.8490, Backward time: 3.5832, DDP time: 0.0030, Total iter time: 7.8602 [2020-11-08 04:43:55,338][root][INFO] - ===> Epoch[32](64/2): Loss 1.0118, Sem 1.1835, dir -0.7784, norm 0.6067, swav 0.0000 LR: 9.885e-02 Score 62.184 Data time: 0.2091, Forward time: 2.8447, Backward time: 3.5842, DDP time: 0.0030, Total iter time: 6.5503 [2020-11-08 04:44:03,458][root][INFO] - ===> Epoch[33](65/2): Loss 0.9022, Sem 1.1538, dir -0.7960, norm 0.5443, swav 0.0000 LR: 9.883e-02 Score 64.107 Data time: 0.3325, Forward time: 2.8525, Backward time: 3.5940, DDP time: 0.0031, Total iter time: 7.9885 [2020-11-08 04:44:10,674][root][INFO] - ===> Epoch[33](66/2): Loss 0.9354, Sem 1.1635, dir -0.8010, norm 0.5729, swav 0.0000 LR: 9.881e-02 Score 64.296 Data time: 0.2156, Forward time: 2.8521, Backward time: 3.5988, DDP time: 0.0031, Total iter time: 7.0684 [2020-11-08 04:44:17,899][root][INFO] - ===> Epoch[34](67/2): Loss 0.8836, Sem 1.1181, dir -0.7901, norm 0.5555, swav 0.0000 LR: 9.879e-02 Score 65.332 Data time: 0.1463, Forward time: 2.8386, Backward time: 3.6172, DDP time: 0.0031, Total iter time: 7.1037 [2020-11-08 04:44:25,474][root][INFO] - ===> Epoch[34](68/2): Loss 0.8789, Sem 1.1048, dir -0.7812, norm 0.5553, swav 0.0000 LR: 9.878e-02 Score 65.153 Data time: 0.2271, Forward time: 2.8335, Backward time: 3.6327, DDP time: 0.0031, Total iter time: 7.5073 [2020-11-08 04:44:33,100][root][INFO] - ===> Epoch[35](69/2): Loss 0.9041, Sem 1.1393, dir -0.7951, norm 0.5599, swav 0.0000 LR: 9.876e-02 Score 64.413 Data time: 0.3630, Forward time: 2.8524, Backward time: 3.6230, DDP time: 0.0030, Total iter time: 7.4780 [2020-11-08 04:44:39,586][root][INFO] - ===> Epoch[35](70/2): Loss 0.9481, Sem 1.1573, dir -0.7943, norm 0.5851, swav 0.0000 LR: 9.874e-02 Score 62.895 Data time: 0.2270, Forward time: 2.8466, Backward time: 3.6220, DDP time: 0.0030, Total iter time: 6.3297 [2020-11-08 04:44:47,528][root][INFO] - ===> Epoch[36](71/2): Loss 0.9425, Sem 1.1376, dir -0.7850, norm 0.5899, swav 0.0000 LR: 9.872e-02 Score 64.952 Data time: 0.4272, Forward time: 2.8646, Backward time: 3.6166, DDP time: 0.0030, Total iter time: 7.8056 [2020-11-08 04:44:54,691][root][INFO] - ===> Epoch[36](72/2): Loss 0.7973, Sem 1.0699, dir -0.8049, norm 0.5323, swav 0.0000 LR: 9.870e-02 Score 67.157 Data time: 0.3252, Forward time: 2.8764, Backward time: 3.6067, DDP time: 0.0030, Total iter time: 7.0053 [2020-11-08 04:45:01,544][root][INFO] - ===> Epoch[37](73/2): Loss 0.8820, Sem 1.1318, dir -0.8009, norm 0.5511, swav 0.0000 LR: 9.869e-02 Score 65.276 Data time: 0.3617, Forward time: 2.8881, Backward time: 3.5930, DDP time: 0.0030, Total iter time: 6.7064 [2020-11-08 04:45:08,586][root][INFO] - ===> Epoch[37](74/2): Loss 0.8882, Sem 1.1135, dir -0.8035, norm 0.5782, swav 0.0000 LR: 9.867e-02 Score 63.674 Data time: 0.3140, Forward time: 2.9012, Backward time: 3.5812, DDP time: 0.0030, Total iter time: 6.9005 [2020-11-08 04:45:16,909][root][INFO] - ===> Epoch[38](75/2): Loss 0.7433, Sem 1.0854, dir -0.8192, norm 0.4772, swav 0.0000 LR: 9.865e-02 Score 66.780 Data time: 0.3648, Forward time: 2.9107, Backward time: 3.5875, DDP time: 0.0030, Total iter time: 8.1508 [2020-11-08 04:45:24,500][root][INFO] - ===> Epoch[38](76/2): Loss 0.8451, Sem 1.0761, dir -0.8037, norm 0.5726, swav 0.0000 LR: 9.863e-02 Score 66.220 Data time: 0.3153, Forward time: 2.9203, Backward time: 3.5855, DDP time: 0.0030, Total iter time: 7.4591 [2020-11-08 04:45:30,601][root][INFO] - ===> Epoch[39](77/2): Loss 0.7821, Sem 1.0624, dir -0.8166, norm 0.5364, swav 0.0000 LR: 9.861e-02 Score 66.949 Data time: 0.2717, Forward time: 2.9249, Backward time: 3.5696, DDP time: 0.0030, Total iter time: 5.9489 [2020-11-08 04:45:36,114][root][INFO] - ===> Epoch[39](78/2): Loss 0.7681, Sem 1.0575, dir -0.8209, norm 0.5315, swav 0.0000 LR: 9.860e-02 Score 67.526 Data time: 0.1965, Forward time: 2.9216, Backward time: 3.5553, DDP time: 0.0030, Total iter time: 5.3795 [2020-11-08 04:45:43,089][root][INFO] - ===> Epoch[40](79/2): Loss 0.7405, Sem 1.0674, dir -0.8254, norm 0.4985, swav 0.0000 LR: 9.858e-02 Score 67.067 Data time: 0.2205, Forward time: 2.9103, Backward time: 3.5668, DDP time: 0.0030, Total iter time: 6.8667 [2020-11-08 04:45:50,228][root][INFO] - ===> Epoch[40](80/2): Loss 0.7093, Sem 1.0322, dir -0.8311, norm 0.5082, swav 0.0000 LR: 9.856e-02 Score 68.103 Data time: 0.3129, Forward time: 2.9212, Backward time: 3.5589, DDP time: 0.0030, Total iter time: 7.0372 [2020-11-08 04:45:56,061][root][INFO] - ===> Epoch[41](81/2): Loss 0.7530, Sem 1.0590, dir -0.8221, norm 0.5160, swav 0.0000 LR: 9.854e-02 Score 68.013 Data time: 0.2612, Forward time: 2.9196, Backward time: 3.5465, DDP time: 0.0030, Total iter time: 5.6807 [2020-11-08 04:46:02,962][root][INFO] - ===> Epoch[41](82/2): Loss 0.8365, Sem 1.0798, dir -0.8210, norm 0.5777, swav 0.0000 LR: 9.852e-02 Score 66.125 Data time: 0.2892, Forward time: 2.9182, Backward time: 3.5469, DDP time: 0.0030, Total iter time: 6.7577 [2020-11-08 04:46:10,348][root][INFO] - ===> Epoch[42](83/2): Loss 0.6826, Sem 1.0489, dir -0.8393, norm 0.4730, swav 0.0000 LR: 9.851e-02 Score 65.995 Data time: 0.1848, Forward time: 2.9087, Backward time: 3.5614, DDP time: 0.0030, Total iter time: 7.2290 [2020-11-08 04:46:17,615][root][INFO] - ===> Epoch[42](84/2): Loss 0.7128, Sem 1.0306, dir -0.8340, norm 0.5163, swav 0.0000 LR: 9.849e-02 Score 67.917 Data time: 0.3153, Forward time: 2.9181, Backward time: 3.5560, DDP time: 0.0030, Total iter time: 7.1532 [2020-11-08 04:46:24,845][root][INFO] - ===> Epoch[43](85/2): Loss 0.7074, Sem 1.0485, dir -0.8282, norm 0.4870, swav 0.0000 LR: 9.847e-02 Score 68.014 Data time: 0.3623, Forward time: 2.9299, Backward time: 3.5470, DDP time: 0.0030, Total iter time: 7.0838 [2020-11-08 04:46:31,955][root][INFO] - ===> Epoch[43](86/2): Loss 0.6516, Sem 1.0188, dir -0.8472, norm 0.4799, swav 0.0000 LR: 9.845e-02 Score 68.810 Data time: 0.2247, Forward time: 2.9302, Backward time: 3.5482, DDP time: 0.0030, Total iter time: 6.9639 [2020-11-08 04:46:38,719][root][INFO] - ===> Epoch[44](87/2): Loss 0.7322, Sem 1.0342, dir -0.8208, norm 0.5189, swav 0.0000 LR: 9.843e-02 Score 68.629 Data time: 0.1934, Forward time: 2.9218, Backward time: 3.5546, DDP time: 0.0030, Total iter time: 6.6367 [2020-11-08 04:46:45,349][root][INFO] - ===> Epoch[44](88/2): Loss 0.7028, Sem 1.0311, dir -0.8326, norm 0.5042, swav 0.0000 LR: 9.841e-02 Score 68.689 Data time: 0.2348, Forward time: 2.9210, Backward time: 3.5522, DDP time: 0.0030, Total iter time: 6.4991 [2020-11-08 04:46:53,051][root][INFO] - ===> Epoch[45](89/2): Loss 0.7486, Sem 1.0289, dir -0.8183, norm 0.5380, swav 0.0000 LR: 9.840e-02 Score 68.341 Data time: 0.2106, Forward time: 2.9155, Backward time: 3.5656, DDP time: 0.0030, Total iter time: 7.5499 [2020-11-08 04:47:01,082][root][INFO] - ===> Epoch[45](90/2): Loss 0.6845, Sem 1.0742, dir -0.8441, norm 0.4544, swav 0.0000 LR: 9.838e-02 Score 66.984 Data time: 0.2710, Forward time: 2.9116, Backward time: 3.5806, DDP time: 0.0030, Total iter time: 7.9001 [2020-11-08 04:47:07,289][root][INFO] - ===> Epoch[46](91/2): Loss 0.6573, Sem 0.9730, dir -0.8235, norm 0.5077, swav 0.0000 LR: 9.836e-02 Score 70.847 Data time: 0.1816, Forward time: 2.9028, Backward time: 3.5817, DDP time: 0.0030, Total iter time: 6.0658 [2020-11-08 04:47:14,080][root][INFO] - ===> Epoch[46](92/2): Loss 0.7047, Sem 1.0209, dir -0.8260, norm 0.5098, swav 0.0000 LR: 9.834e-02 Score 68.774 Data time: 0.2709, Forward time: 2.8982, Backward time: 3.5844, DDP time: 0.0030, Total iter time: 6.7015 [2020-11-08 04:47:19,702][root][INFO] - ===> Epoch[47](93/2): Loss 0.6380, Sem 0.9938, dir -0.8428, norm 0.4871, swav 0.0000 LR: 9.832e-02 Score 70.451 Data time: 0.2134, Forward time: 2.8929, Backward time: 3.5761, DDP time: 0.0030, Total iter time: 5.5016 [2020-11-08 04:47:26,959][root][INFO] - ===> Epoch[47](94/2): Loss 0.7244, Sem 1.0286, dir -0.8277, norm 0.5234, swav 0.0000 LR: 9.831e-02 Score 67.712 Data time: 0.3607, Forward time: 2.9031, Backward time: 3.5691, DDP time: 0.0030, Total iter time: 7.1484 [2020-11-08 04:47:33,505][root][INFO] - ===> Epoch[48](95/2): Loss 0.6315, Sem 0.9910, dir -0.8363, norm 0.4768, swav 0.0000 LR: 9.829e-02 Score 71.019 Data time: 0.2945, Forward time: 2.9044, Backward time: 3.5630, DDP time: 0.0030, Total iter time: 6.3755 [2020-11-08 04:47:39,689][root][INFO] - ===> Epoch[48](96/2): Loss 0.6087, Sem 0.9813, dir -0.8423, norm 0.4697, swav 0.0000 LR: 9.827e-02 Score 69.638 Data time: 0.2337, Forward time: 2.9020, Backward time: 3.5579, DDP time: 0.0030, Total iter time: 6.0597 [2020-11-08 04:47:46,247][root][INFO] - ===> Epoch[49](97/2): Loss 0.6141, Sem 0.9964, dir -0.8361, norm 0.4538, swav 0.0000 LR: 9.825e-02 Score 70.348 Data time: 0.2469, Forward time: 2.9012, Backward time: 3.5551, DDP time: 0.0030, Total iter time: 6.4394 [2020-11-08 04:47:52,715][root][INFO] - ===> Epoch[49](98/2): Loss 0.5810, Sem 0.8891, dir -0.8348, norm 0.5267, swav 0.0000 LR: 9.823e-02 Score 73.438 Data time: 0.3842, Forward time: 2.9068, Backward time: 3.5441, DDP time: 0.0030, Total iter time: 6.3221 [2020-11-08 04:47:59,377][root][INFO] - ===> Epoch[50](99/2): Loss 0.6394, Sem 0.9990, dir -0.8425, norm 0.4829, swav 0.0000 LR: 9.822e-02 Score 69.401 Data time: 0.3105, Forward time: 2.9143, Backward time: 3.5340, DDP time: 0.0030, Total iter time: 6.5065 [2020-11-08 04:48:06,138][root][INFO] - ===> Epoch[50](100/2): Loss 0.6002, Sem 0.9767, dir -0.8439, norm 0.4674, swav 0.0000 LR: 9.820e-02 Score 70.423 Data time: 0.2067, Forward time: 2.9098, Backward time: 3.5370, DDP time: 0.0030, Total iter time: 6.6223 [2020-11-08 04:48:12,090][root][INFO] - ===> Epoch[51](101/2): Loss 0.5547, Sem 0.9266, dir -0.8484, norm 0.4765, swav 0.0000 LR: 9.818e-02 Score 71.718 Data time: 0.2839, Forward time: 2.9111, Backward time: 3.5264, DDP time: 0.0030, Total iter time: 5.8266 [2020-11-08 04:48:20,870][root][INFO] - ===> Epoch[51](102/2): Loss 0.5670, Sem 0.9252, dir -0.8438, norm 0.4856, swav 0.0000 LR: 9.816e-02 Score 72.018 Data time: 0.4685, Forward time: 2.9286, Backward time: 3.5258, DDP time: 0.0030, Total iter time: 8.6369 [2020-11-08 04:48:29,689][root][INFO] - ===> Epoch[52](103/2): Loss 0.5127, Sem 0.9124, dir -0.8549, norm 0.4552, swav 0.0000 LR: 9.814e-02 Score 73.044 Data time: 0.1322, Forward time: 2.9179, Backward time: 3.5540, DDP time: 0.0030, Total iter time: 8.6462 [2020-11-08 04:48:37,733][root][INFO] - ===> Epoch[52](104/2): Loss 0.6384, Sem 0.9856, dir -0.8243, norm 0.4771, swav 0.0000 LR: 9.813e-02 Score 70.079 Data time: 0.2415, Forward time: 2.9164, Backward time: 3.5659, DDP time: 0.0030, Total iter time: 7.9381 [2020-11-08 04:48:45,324][root][INFO] - ===> Epoch[53](105/2): Loss 0.5290, Sem 0.8835, dir -0.8459, norm 0.4914, swav 0.0000 LR: 9.811e-02 Score 72.989 Data time: 0.3356, Forward time: 2.9258, Backward time: 3.5626, DDP time: 0.0030, Total iter time: 7.4625 [2020-11-08 04:48:52,721][root][INFO] - ===> Epoch[53](106/2): Loss 0.5978, Sem 0.9904, dir -0.8468, norm 0.4542, swav 0.0000 LR: 9.809e-02 Score 69.553 Data time: 0.2164, Forward time: 2.9247, Backward time: 3.5675, DDP time: 0.0030, Total iter time: 7.2407 [2020-11-08 04:48:58,585][root][INFO] - ===> Epoch[54](107/2): Loss 0.6424, Sem 0.9186, dir -0.8291, norm 0.5529, swav 0.0000 LR: 9.807e-02 Score 71.662 Data time: 0.1535, Forward time: 2.9162, Backward time: 3.5662, DDP time: 0.0030, Total iter time: 5.7224 [2020-11-08 04:49:04,498][root][INFO] - ===> Epoch[54](108/2): Loss 0.4989, Sem 0.9012, dir -0.8517, norm 0.4494, swav 0.0000 LR: 9.805e-02 Score 73.367 Data time: 0.1965, Forward time: 2.9121, Backward time: 3.5619, DDP time: 0.0030, Total iter time: 5.8465 [2020-11-08 04:49:11,944][root][INFO] - ===> Epoch[55](109/2): Loss 0.4612, Sem 0.8745, dir -0.8537, norm 0.4405, swav 0.0000 LR: 9.804e-02 Score 73.955 Data time: 0.1844, Forward time: 2.9071, Backward time: 3.5715, DDP time: 0.0030, Total iter time: 7.3001 [2020-11-08 04:49:19,315][root][INFO] - ===> Epoch[55](110/2): Loss 0.5397, Sem 0.9139, dir -0.8494, norm 0.4752, swav 0.0000 LR: 9.802e-02 Score 71.590 Data time: 0.2571, Forward time: 2.9056, Backward time: 3.5765, DDP time: 0.0030, Total iter time: 7.2417 [2020-11-08 04:49:27,824][root][INFO] - ===> Epoch[56](111/2): Loss 0.4832, Sem 0.8351, dir -0.8311, norm 0.4792, swav 0.0000 LR: 9.800e-02 Score 74.388 Data time: 0.1650, Forward time: 2.8954, Backward time: 3.6003, DDP time: 0.0030, Total iter time: 8.3725 [2020-11-08 04:49:35,708][root][INFO] - ===> Epoch[56](112/2): Loss 0.5946, Sem 0.9420, dir -0.8406, norm 0.4933, swav 0.0000 LR: 9.798e-02 Score 70.830 Data time: 0.3698, Forward time: 2.9065, Backward time: 3.5972, DDP time: 0.0030, Total iter time: 7.7721 [2020-11-08 04:49:42,829][root][INFO] - ===> Epoch[57](113/2): Loss 0.5407, Sem 0.9131, dir -0.8449, norm 0.4725, swav 0.0000 LR: 9.796e-02 Score 72.424 Data time: 0.3806, Forward time: 2.9150, Backward time: 3.5892, DDP time: 0.0030, Total iter time: 6.9704 [2020-11-08 04:49:49,210][root][INFO] - ===> Epoch[57](114/2): Loss 0.4183, Sem 0.8624, dir -0.8731, norm 0.4291, swav 0.0000 LR: 9.795e-02 Score 74.754 Data time: 0.2060, Forward time: 2.9133, Backward time: 3.5858, DDP time: 0.0030, Total iter time: 6.2086 [2020-11-08 04:49:55,741][root][INFO] - ===> Epoch[58](115/2): Loss 0.5372, Sem 0.8752, dir -0.8399, norm 0.5019, swav 0.0000 LR: 9.793e-02 Score 73.007 Data time: 0.2048, Forward time: 2.9106, Backward time: 3.5847, DDP time: 0.0030, Total iter time: 6.4074 [2020-11-08 04:50:03,397][root][INFO] - ===> Epoch[58](116/2): Loss 0.5592, Sem 0.9221, dir -0.8404, norm 0.4775, swav 0.0000 LR: 9.791e-02 Score 71.702 Data time: 0.2822, Forward time: 2.9078, Backward time: 3.5927, DDP time: 0.0030, Total iter time: 7.5269 [2020-11-08 04:50:12,342][root][INFO] - ===> Epoch[59](117/2): Loss 0.4974, Sem 0.8838, dir -0.8466, norm 0.4603, swav 0.0000 LR: 9.789e-02 Score 73.246 Data time: 0.1664, Forward time: 2.9015, Backward time: 3.6153, DDP time: 0.0030, Total iter time: 8.8147 [2020-11-08 04:50:19,375][root][INFO] - ===> Epoch[59](118/2): Loss 0.5562, Sem 0.9079, dir -0.8405, norm 0.4887, swav 0.0000 LR: 9.787e-02 Score 73.143 Data time: 0.2080, Forward time: 2.8922, Backward time: 3.6247, DDP time: 0.0030, Total iter time: 6.9125 [2020-11-08 04:50:28,058][root][INFO] - ===> Epoch[60](119/2): Loss 0.4112, Sem 0.8266, dir -0.8420, norm 0.4266, swav 0.0000 LR: 9.786e-02 Score 75.797 Data time: 0.4772, Forward time: 2.9057, Backward time: 3.6242, DDP time: 0.0030, Total iter time: 8.5467 [2020-11-08 04:50:34,434][root][INFO] - ===> Epoch[60](120/2): Loss 0.4845, Sem 0.8569, dir -0.8583, norm 0.4859, swav 0.0000 LR: 9.784e-02 Score 73.452 Data time: 0.2646, Forward time: 2.9062, Backward time: 3.6185, DDP time: 0.0030, Total iter time: 6.2453 [2020-11-08 04:50:40,736][root][INFO] - ===> Epoch[61](121/2): Loss 0.5094, Sem 0.8568, dir -0.8461, norm 0.4987, swav 0.0000 LR: 9.782e-02 Score 73.804 Data time: 0.2910, Forward time: 2.9088, Backward time: 3.6100, DDP time: 0.0030, Total iter time: 6.1364 [2020-11-08 04:50:47,784][root][INFO] - ===> Epoch[61](122/2): Loss 0.4870, Sem 0.8769, dir -0.8568, norm 0.4668, swav 0.0000 LR: 9.780e-02 Score 73.400 Data time: 0.2755, Forward time: 2.9072, Backward time: 3.6116, DDP time: 0.0030, Total iter time: 6.9090 [2020-11-08 04:50:54,475][root][INFO] - ===> Epoch[62](123/2): Loss 0.4969, Sem 0.8819, dir -0.8633, norm 0.4782, swav 0.0000 LR: 9.778e-02 Score 73.294 Data time: 0.3595, Forward time: 2.9114, Backward time: 3.6044, DDP time: 0.0030, Total iter time: 6.5363 [2020-11-08 04:51:03,433][root][INFO] - ===> Epoch[62](124/2): Loss 0.4471, Sem 0.8712, dir -0.8629, norm 0.4387, swav 0.0000 LR: 9.777e-02 Score 73.865 Data time: 0.3198, Forward time: 2.9138, Backward time: 3.6166, DDP time: 0.0030, Total iter time: 8.8116 [2020-11-08 04:51:09,903][root][INFO] - ===> Epoch[63](125/2): Loss 0.4360, Sem 0.8067, dir -0.8540, norm 0.4833, swav 0.0000 LR: 9.775e-02 Score 75.663 Data time: 0.2969, Forward time: 2.9140, Backward time: 3.6120, DDP time: 0.0030, Total iter time: 6.3270 [2020-11-08 04:51:16,491][root][INFO] - ===> Epoch[63](126/2): Loss 0.5156, Sem 0.9024, dir -0.8532, norm 0.4664, swav 0.0000 LR: 9.773e-02 Score 71.444 Data time: 0.2986, Forward time: 2.9176, Backward time: 3.6048, DDP time: 0.0030, Total iter time: 6.4121 [2020-11-08 04:51:23,539][root][INFO] - ===> Epoch[64](127/2): Loss 0.4139, Sem 0.8194, dir -0.8421, norm 0.4367, swav 0.0000 LR: 9.771e-02 Score 75.177 Data time: 0.2797, Forward time: 2.9174, Backward time: 3.6050, DDP time: 0.0030, Total iter time: 6.8933 [2020-11-08 04:51:29,517][root][INFO] - ===> Epoch[64](128/2): Loss 0.4484, Sem 0.8492, dir -0.8642, norm 0.4634, swav 0.0000 LR: 9.769e-02 Score 74.659 Data time: 0.2291, Forward time: 2.9144, Backward time: 3.6000, DDP time: 0.0030, Total iter time: 5.8244 [2020-11-08 04:51:37,060][root][INFO] - ===> Epoch[65](129/2): Loss 0.4080, Sem 0.8106, dir -0.8560, norm 0.4534, swav 0.0000 LR: 9.768e-02 Score 75.474 Data time: 0.2693, Forward time: 2.9138, Backward time: 3.6047, DDP time: 0.0030, Total iter time: 7.4132 [2020-11-08 04:51:43,857][root][INFO] - ===> Epoch[65](130/2): Loss 0.4503, Sem 0.8488, dir -0.8679, norm 0.4694, swav 0.0000 LR: 9.766e-02 Score 73.837 Data time: 0.3045, Forward time: 2.9173, Backward time: 3.5995, DDP time: 0.0030, Total iter time: 6.6422 [2020-11-08 04:51:51,938][root][INFO] - ===> Epoch[66](131/2): Loss 0.4350, Sem 0.8291, dir -0.8485, norm 0.4544, swav 0.0000 LR: 9.764e-02 Score 75.229 Data time: 0.3945, Forward time: 2.9278, Backward time: 3.5966, DDP time: 0.0030, Total iter time: 7.9266 [2020-11-08 04:51:58,383][root][INFO] - ===> Epoch[66](132/2): Loss 0.3919, Sem 0.8180, dir -0.8707, norm 0.4445, swav 0.0000 LR: 9.762e-02 Score 75.182 Data time: 0.2953, Forward time: 2.9284, Backward time: 3.5913, DDP time: 0.0030, Total iter time: 6.2731 [2020-11-08 04:52:05,042][root][INFO] - ===> Epoch[67](133/2): Loss 0.4539, Sem 0.8552, dir -0.8646, norm 0.4633, swav 0.0000 LR: 9.760e-02 Score 74.143 Data time: 0.3183, Forward time: 2.9331, Backward time: 3.5839, DDP time: 0.0030, Total iter time: 6.5068 [2020-11-08 04:52:12,376][root][INFO] - ===> Epoch[67](134/2): Loss 0.3280, Sem 0.7769, dir -0.8615, norm 0.4126, swav 0.0000 LR: 9.759e-02 Score 76.057 Data time: 0.3120, Forward time: 2.9386, Backward time: 3.5809, DDP time: 0.0030, Total iter time: 7.1986 [2020-11-08 04:52:18,382][root][INFO] - ===> Epoch[68](135/2): Loss 0.3803, Sem 0.7879, dir -0.8605, norm 0.4529, swav 0.0000 LR: 9.757e-02 Score 76.421 Data time: 0.2719, Forward time: 2.9369, Backward time: 3.5750, DDP time: 0.0030, Total iter time: 5.8576 [2020-11-08 04:52:23,736][root][INFO] - ===> Epoch[68](136/2): Loss 0.3739, Sem 0.7892, dir -0.8641, norm 0.4489, swav 0.0000 LR: 9.755e-02 Score 75.392 Data time: 0.2671, Forward time: 2.9358, Backward time: 3.5646, DDP time: 0.0030, Total iter time: 5.2381 [2020-11-08 04:52:31,368][root][INFO] - ===> Epoch[69](137/2): Loss 0.4000, Sem 0.8148, dir -0.8611, norm 0.4462, swav 0.0000 LR: 9.753e-02 Score 75.324 Data time: 0.3191, Forward time: 2.9398, Backward time: 3.5650, DDP time: 0.0030, Total iter time: 7.4962 [2020-11-08 04:52:37,973][root][INFO] - ===> Epoch[69](138/2): Loss 0.3043, Sem 0.7118, dir -0.8733, norm 0.4658, swav 0.0000 LR: 9.751e-02 Score 78.818 Data time: 0.2601, Forward time: 2.9381, Backward time: 3.5638, DDP time: 0.0030, Total iter time: 6.4673 [2020-11-08 04:52:44,261][root][INFO] - ===> Epoch[70](139/2): Loss 0.3831, Sem 0.8079, dir -0.8684, norm 0.4436, swav 0.0000 LR: 9.749e-02 Score 75.575 Data time: 0.2941, Forward time: 2.9405, Backward time: 3.5569, DDP time: 0.0030, Total iter time: 6.1723 [2020-11-08 04:52:51,718][root][INFO] - ===> Epoch[70](140/2): Loss 0.3760, Sem 0.7748, dir -0.8550, norm 0.4561, swav 0.0000 LR: 9.748e-02 Score 76.578 Data time: 0.4499, Forward time: 2.9483, Backward time: 3.5515, DDP time: 0.0030, Total iter time: 7.2907 [2020-11-08 04:52:58,069][root][INFO] - ===> Epoch[71](141/2): Loss 0.3183, Sem 0.7431, dir -0.8727, norm 0.4480, swav 0.0000 LR: 9.746e-02 Score 77.624 Data time: 0.2935, Forward time: 2.9464, Backward time: 3.5485, DDP time: 0.0030, Total iter time: 6.1736 [2020-11-08 04:53:05,560][root][INFO] - ===> Epoch[71](142/2): Loss 0.3329, Sem 0.7619, dir -0.8579, norm 0.4288, swav 0.0000 LR: 9.744e-02 Score 76.445 Data time: 0.3842, Forward time: 2.9535, Backward time: 3.5446, DDP time: 0.0030, Total iter time: 7.3558 [2020-11-08 04:53:12,886][root][INFO] - ===> Epoch[72](143/2): Loss 0.4049, Sem 0.8173, dir -0.8650, norm 0.4526, swav 0.0000 LR: 9.742e-02 Score 75.571 Data time: 0.2271, Forward time: 2.9521, Backward time: 3.5482, DDP time: 0.0030, Total iter time: 7.1420 [2020-11-08 04:53:19,301][root][INFO] - ===> Epoch[72](144/2): Loss 0.2612, Sem 0.7357, dir -0.8802, norm 0.4057, swav 0.0000 LR: 9.740e-02 Score 77.841 Data time: 0.2079, Forward time: 2.9478, Backward time: 3.5487, DDP time: 0.0030, Total iter time: 6.2783 [2020-11-08 04:53:25,826][root][INFO] - ===> Epoch[73](145/2): Loss 0.3058, Sem 0.7411, dir -0.8633, norm 0.4280, swav 0.0000 LR: 9.739e-02 Score 77.425 Data time: 0.2339, Forward time: 2.9434, Backward time: 3.5505, DDP time: 0.0030, Total iter time: 6.4377 [2020-11-08 04:53:32,834][root][INFO] - ===> Epoch[73](146/2): Loss 0.2701, Sem 0.7215, dir -0.8705, norm 0.4191, swav 0.0000 LR: 9.737e-02 Score 78.037 Data time: 0.2424, Forward time: 2.9400, Backward time: 3.5540, DDP time: 0.0030, Total iter time: 6.8824 [2020-11-08 04:53:39,645][root][INFO] - ===> Epoch[74](147/2): Loss 0.4090, Sem 0.7826, dir -0.8581, norm 0.4846, swav 0.0000 LR: 9.735e-02 Score 77.295 Data time: 0.2301, Forward time: 2.9358, Backward time: 3.5569, DDP time: 0.0030, Total iter time: 6.6509 [2020-11-08 04:53:48,866][root][INFO] - ===> Epoch[74](148/2): Loss 0.2193, Sem 0.7061, dir -0.8776, norm 0.3908, swav 0.0000 LR: 9.733e-02 Score 77.639 Data time: 0.1711, Forward time: 2.9290, Backward time: 3.5783, DDP time: 0.0030, Total iter time: 9.0863 [2020-11-08 04:53:55,128][root][INFO] - ===> Epoch[75](149/2): Loss 0.2786, Sem 0.6938, dir -0.8634, norm 0.4482, swav 0.0000 LR: 9.731e-02 Score 79.011 Data time: 0.3009, Forward time: 2.9295, Backward time: 3.5729, DDP time: 0.0030, Total iter time: 6.1184 [2020-11-08 04:54:04,837][root][INFO] - ===> Epoch[75](150/2): Loss 0.2758, Sem 0.7409, dir -0.8615, norm 0.3964, swav 0.0000 LR: 9.730e-02 Score 76.971 Data time: 0.5196, Forward time: 2.9442, Backward time: 3.5751, DDP time: 0.0030, Total iter time: 9.5669 [2020-11-08 04:54:10,587][root][INFO] - ===> Epoch[76](151/2): Loss 0.2678, Sem 0.7189, dir -0.8758, norm 0.4247, swav 0.0000 LR: 9.728e-02 Score 77.809 Data time: 0.2416, Forward time: 2.9458, Backward time: 3.5655, DDP time: 0.0030, Total iter time: 5.5876 [2020-11-08 04:54:18,235][root][INFO] - ===> Epoch[76](152/2): Loss 0.3156, Sem 0.7520, dir -0.8724, norm 0.4359, swav 0.0000 LR: 9.726e-02 Score 77.574 Data time: 0.3073, Forward time: 2.9475, Backward time: 3.5676, DDP time: 0.0030, Total iter time: 7.4922 [2020-11-08 04:54:26,337][root][INFO] - ===> Epoch[77](153/2): Loss 0.2068, Sem 0.6792, dir -0.8782, norm 0.4058, swav 0.0000 LR: 9.724e-02 Score 79.199 Data time: 0.1545, Forward time: 2.9409, Backward time: 3.5813, DDP time: 0.0030, Total iter time: 7.9650 [2020-11-08 04:54:35,577][root][INFO] - ===> Epoch[77](154/2): Loss 0.3174, Sem 0.7557, dir -0.8703, norm 0.4320, swav 0.0000 LR: 9.722e-02 Score 77.593 Data time: 0.1915, Forward time: 2.9371, Backward time: 3.5993, DDP time: 0.0030, Total iter time: 9.1173 [2020-11-08 04:54:42,531][root][INFO] - ===> Epoch[78](155/2): Loss 0.2152, Sem 0.6895, dir -0.8774, norm 0.4031, swav 0.0000 LR: 9.721e-02 Score 78.987 Data time: 0.2158, Forward time: 2.9334, Backward time: 3.6025, DDP time: 0.0030, Total iter time: 6.8132 [2020-11-08 04:54:49,025][root][INFO] - ===> Epoch[78](156/2): Loss 0.2184, Sem 0.6619, dir -0.8735, norm 0.4300, swav 0.0000 LR: 9.719e-02 Score 80.376 Data time: 0.1789, Forward time: 2.9278, Backward time: 3.6050, DDP time: 0.0030, Total iter time: 6.3817 [2020-11-08 04:54:55,267][root][INFO] - ===> Epoch[79](157/2): Loss 0.2134, Sem 0.7047, dir -0.8884, norm 0.3970, swav 0.0000 LR: 9.717e-02 Score 78.496 Data time: 0.2015, Forward time: 2.9240, Backward time: 3.6045, DDP time: 0.0030, Total iter time: 6.1582 [2020-11-08 04:55:02,354][root][INFO] - ===> Epoch[79](158/2): Loss 0.1439, Sem 0.6213, dir -0.8852, norm 0.4079, swav 0.0000 LR: 9.715e-02 Score 81.283 Data time: 0.3946, Forward time: 2.9294, Backward time: 3.5992, DDP time: 0.0030, Total iter time: 6.9392 [2020-11-08 04:55:11,221][root][INFO] - ===> Epoch[80](159/2): Loss 0.2348, Sem 0.7270, dir -0.8719, norm 0.3797, swav 0.0000 LR: 9.713e-02 Score 77.868 Data time: 0.2037, Forward time: 2.9260, Backward time: 3.6138, DDP time: 0.0030, Total iter time: 8.7269 [2020-11-08 04:55:18,334][root][INFO] - ===> Epoch[80](160/2): Loss 0.2009, Sem 0.6639, dir -0.8791, norm 0.4162, swav 0.0000 LR: 9.712e-02 Score 79.698 Data time: 0.2745, Forward time: 2.9275, Backward time: 3.6129, DDP time: 0.0030, Total iter time: 6.9974 [2020-11-08 04:55:25,107][root][INFO] - ===> Epoch[81](161/2): Loss 0.1705, Sem 0.6677, dir -0.8886, norm 0.3914, swav 0.0000 LR: 9.710e-02 Score 79.252 Data time: 0.3765, Forward time: 2.9311, Backward time: 3.6073, DDP time: 0.0030, Total iter time: 6.6276 [2020-11-08 04:55:31,150][root][INFO] - ===> Epoch[81](162/2): Loss 0.1070, Sem 0.6116, dir -0.8848, norm 0.3802, swav 0.0000 LR: 9.708e-02 Score 81.923 Data time: 0.2811, Forward time: 2.9334, Backward time: 3.5991, DDP time: 0.0030, Total iter time: 5.8858 [2020-11-08 04:55:37,797][root][INFO] - ===> Epoch[82](163/2): Loss 0.2547, Sem 0.7182, dir -0.8822, norm 0.4188, swav 0.0000 LR: 9.706e-02 Score 78.596 Data time: 0.2578, Forward time: 2.9309, Backward time: 3.5992, DDP time: 0.0030, Total iter time: 6.5053 [2020-11-08 04:55:46,579][root][INFO] - ===> Epoch[82](164/2): Loss 0.1758, Sem 0.6386, dir -0.8804, norm 0.4176, swav 0.0000 LR: 9.704e-02 Score 80.450 Data time: 0.2418, Forward time: 2.9290, Backward time: 3.6113, DDP time: 0.0030, Total iter time: 8.6166 [2020-11-08 04:55:53,361][root][INFO] - ===> Epoch[83](165/2): Loss 0.2158, Sem 0.6861, dir -0.8848, norm 0.4145, swav 0.0000 LR: 9.703e-02 Score 79.088 Data time: 0.2681, Forward time: 2.9284, Backward time: 3.6103, DDP time: 0.0030, Total iter time: 6.6378 [2020-11-08 04:56:00,535][root][INFO] - ===> Epoch[83](166/2): Loss 0.1279, Sem 0.6275, dir -0.8871, norm 0.3875, swav 0.0000 LR: 9.701e-02 Score 80.841 Data time: 0.2322, Forward time: 2.9249, Backward time: 3.6146, DDP time: 0.0030, Total iter time: 7.0386 [2020-11-08 04:56:09,144][root][INFO] - ===> Epoch[84](167/2): Loss 0.1371, Sem 0.6393, dir -0.8861, norm 0.3839, swav 0.0000 LR: 9.699e-02 Score 79.946 Data time: 0.4245, Forward time: 2.9346, Backward time: 3.6139, DDP time: 0.0030, Total iter time: 8.4630 [2020-11-08 04:56:16,218][root][INFO] - ===> Epoch[84](168/2): Loss 0.2381, Sem 0.6465, dir -0.8640, norm 0.4557, swav 0.0000 LR: 9.697e-02 Score 80.401 Data time: 0.3506, Forward time: 2.9386, Backward time: 3.6096, DDP time: 0.0030, Total iter time: 6.9292 [2020-11-08 04:56:24,273][root][INFO] - ===> Epoch[85](169/2): Loss 0.0970, Sem 0.5836, dir -0.8872, norm 0.4005, swav 0.0000 LR: 9.695e-02 Score 82.434 Data time: 0.2812, Forward time: 2.9382, Backward time: 3.6155, DDP time: 0.0030, Total iter time: 7.8923 [2020-11-08 04:56:30,446][root][INFO] - ===> Epoch[85](170/2): Loss 0.1580, Sem 0.6260, dir -0.8855, norm 0.4176, swav 0.0000 LR: 9.694e-02 Score 80.908 Data time: 0.2369, Forward time: 2.9337, Backward time: 3.6149, DDP time: 0.0030, Total iter time: 6.0310 [2020-11-08 04:56:36,571][root][INFO] - ===> Epoch[86](171/2): Loss 0.1639, Sem 0.6550, dir -0.8854, norm 0.3943, swav 0.0000 LR: 9.692e-02 Score 80.247 Data time: 0.2674, Forward time: 2.9319, Backward time: 3.6115, DDP time: 0.0030, Total iter time: 5.9952 [2020-11-08 04:56:43,452][root][INFO] - ===> Epoch[86](172/2): Loss 0.1335, Sem 0.6187, dir -0.8911, norm 0.4058, swav 0.0000 LR: 9.690e-02 Score 80.825 Data time: 0.3993, Forward time: 2.9357, Backward time: 3.6065, DDP time: 0.0030, Total iter time: 6.7458 [2020-11-08 04:56:53,395][root][INFO] - ===> Epoch[87](173/2): Loss 0.1298, Sem 0.6000, dir -0.8882, norm 0.4179, swav 0.0000 LR: 9.688e-02 Score 81.336 Data time: 0.5691, Forward time: 2.9491, Backward time: 3.6085, DDP time: 0.0030, Total iter time: 9.7942 [2020-11-08 04:56:59,890][root][INFO] - ===> Epoch[87](174/2): Loss 0.1807, Sem 0.6393, dir -0.8729, norm 0.4143, swav 0.0000 LR: 9.686e-02 Score 80.827 Data time: 0.2508, Forward time: 2.9490, Backward time: 3.6055, DDP time: 0.0030, Total iter time: 6.3426 [2020-11-08 04:57:07,552][root][INFO] - ===> Epoch[88](175/2): Loss 0.1949, Sem 0.6183, dir -0.8683, norm 0.4449, swav 0.0000 LR: 9.685e-02 Score 80.978 Data time: 0.3907, Forward time: 2.9556, Backward time: 3.6022, DDP time: 0.0030, Total iter time: 7.5215 [2020-11-08 04:57:14,116][root][INFO] - ===> Epoch[88](176/2): Loss 0.0895, Sem 0.5932, dir -0.8863, norm 0.3826, swav 0.0000 LR: 9.683e-02 Score 82.139 Data time: 0.2509, Forward time: 2.9548, Backward time: 3.6001, DDP time: 0.0030, Total iter time: 6.3964 [2020-11-08 04:57:20,545][root][INFO] - ===> Epoch[89](177/2): Loss 0.0563, Sem 0.5573, dir -0.8862, norm 0.3852, swav 0.0000 LR: 9.681e-02 Score 82.883 Data time: 0.3638, Forward time: 2.9575, Backward time: 3.5939, DDP time: 0.0030, Total iter time: 6.2949 [2020-11-08 04:57:27,192][root][INFO] - ===> Epoch[89](178/2): Loss 0.1395, Sem 0.6153, dir -0.8751, norm 0.3992, swav 0.0000 LR: 9.679e-02 Score 81.419 Data time: 0.3061, Forward time: 2.9592, Backward time: 3.5898, DDP time: 0.0030, Total iter time: 6.4876 [2020-11-08 04:57:34,175][root][INFO] - ===> Epoch[90](179/2): Loss 0.1136, Sem 0.5808, dir -0.8764, norm 0.4092, swav 0.0000 LR: 9.677e-02 Score 82.403 Data time: 0.3109, Forward time: 2.9587, Backward time: 3.5898, DDP time: 0.0030, Total iter time: 6.8705 [2020-11-08 04:57:41,208][root][INFO] - ===> Epoch[90](180/2): Loss 0.1134, Sem 0.5866, dir -0.8862, norm 0.4130, swav 0.0000 LR: 9.675e-02 Score 82.051 Data time: 0.2997, Forward time: 2.9587, Backward time: 3.5896, DDP time: 0.0030, Total iter time: 6.8846 [2020-11-08 04:57:48,449][root][INFO] - ===> Epoch[91](181/2): Loss 0.1138, Sem 0.5978, dir -0.8870, norm 0.4030, swav 0.0000 LR: 9.674e-02 Score 81.813 Data time: 0.3707, Forward time: 2.9631, Backward time: 3.5861, DDP time: 0.0030, Total iter time: 7.1019 [2020-11-08 04:57:55,032][root][INFO] - ===> Epoch[91](182/2): Loss 0.1362, Sem 0.6006, dir -0.8808, norm 0.4164, swav 0.0000 LR: 9.672e-02 Score 81.648 Data time: 0.2757, Forward time: 2.9641, Backward time: 3.5825, DDP time: 0.0030, Total iter time: 6.4146 [2020-11-08 04:58:02,835][root][INFO] - ===> Epoch[92](183/2): Loss 0.0868, Sem 0.5662, dir -0.8868, norm 0.4074, swav 0.0000 LR: 9.670e-02 Score 82.648 Data time: 0.2468, Forward time: 2.9616, Backward time: 3.5890, DDP time: 0.0030, Total iter time: 7.6713 [2020-11-08 04:58:09,851][root][INFO] - ===> Epoch[92](184/2): Loss 0.0740, Sem 0.5702, dir -0.8874, norm 0.3913, swav 0.0000 LR: 9.668e-02 Score 83.117 Data time: 0.3215, Forward time: 2.9619, Backward time: 3.5883, DDP time: 0.0030, Total iter time: 6.8977 [2020-11-08 04:58:16,379][root][INFO] - ===> Epoch[93](185/2): Loss 0.0754, Sem 0.5730, dir -0.8874, norm 0.3898, swav 0.0000 LR: 9.666e-02 Score 82.466 Data time: 0.2652, Forward time: 2.9622, Backward time: 3.5853, DDP time: 0.0030, Total iter time: 6.3682 [2020-11-08 04:58:23,468][root][INFO] - ===> Epoch[93](186/2): Loss 0.0508, Sem 0.5298, dir -0.8875, norm 0.4085, swav 0.0000 LR: 9.665e-02 Score 83.592 Data time: 0.2944, Forward time: 2.9617, Backward time: 3.5860, DDP time: 0.0030, Total iter time: 6.9616 [2020-11-08 04:58:29,430][root][INFO] - ===> Epoch[94](187/2): Loss 0.0867, Sem 0.5784, dir -0.8900, norm 0.3983, swav 0.0000 LR: 9.663e-02 Score 82.469 Data time: 0.2269, Forward time: 2.9597, Backward time: 3.5825, DDP time: 0.0030, Total iter time: 5.8281 [2020-11-08 04:58:36,181][root][INFO] - ===> Epoch[94](188/2): Loss 0.0810, Sem 0.5649, dir -0.8862, norm 0.4023, swav 0.0000 LR: 9.661e-02 Score 82.604 Data time: 0.2451, Forward time: 2.9576, Backward time: 3.5833, DDP time: 0.0030, Total iter time: 6.6500 [2020-11-08 04:58:42,876][root][INFO] - ===> Epoch[95](189/2): Loss 0.0699, Sem 0.5647, dir -0.8852, norm 0.3903, swav 0.0000 LR: 9.659e-02 Score 82.988 Data time: 0.2308, Forward time: 2.9534, Backward time: 3.5858, DDP time: 0.0030, Total iter time: 6.5669 [2020-11-08 04:58:49,843][root][INFO] - ===> Epoch[95](190/2): Loss 0.0912, Sem 0.5458, dir -0.8872, norm 0.4326, swav 0.0000 LR: 9.657e-02 Score 82.523 Data time: 0.2125, Forward time: 2.9519, Backward time: 3.5873, DDP time: 0.0030, Total iter time: 6.8638 [2020-11-08 04:58:57,258][root][INFO] - ===> Epoch[96](191/2): Loss -0.0007, Sem 0.4851, dir -0.8915, norm 0.4057, swav 0.0000 LR: 9.656e-02 Score 85.355 Data time: 0.1711, Forward time: 2.9466, Backward time: 3.5946, DDP time: 0.0031, Total iter time: 7.2718 [2020-11-08 04:59:03,307][root][INFO] - ===> Epoch[96](192/2): Loss 0.1018, Sem 0.5814, dir -0.8789, norm 0.3993, swav 0.0000 LR: 9.654e-02 Score 81.890 Data time: 0.2338, Forward time: 2.9451, Backward time: 3.5915, DDP time: 0.0031, Total iter time: 5.9480 [2020-11-08 04:59:09,956][root][INFO] - ===> Epoch[97](193/2): Loss 0.0641, Sem 0.5420, dir -0.8759, norm 0.3980, swav 0.0000 LR: 9.652e-02 Score 83.361 Data time: 0.2023, Forward time: 2.9409, Backward time: 3.5937, DDP time: 0.0031, Total iter time: 6.5013 [2020-11-08 04:59:16,845][root][INFO] - ===> Epoch[97](194/2): Loss 0.0680, Sem 0.5406, dir -0.8797, norm 0.4071, swav 0.0000 LR: 9.650e-02 Score 83.411 Data time: 0.2803, Forward time: 2.9413, Backward time: 3.5927, DDP time: 0.0031, Total iter time: 6.7696 [2020-11-08 04:59:23,253][root][INFO] - ===> Epoch[98](195/2): Loss 0.0292, Sem 0.5308, dir -0.8791, norm 0.3775, swav 0.0000 LR: 9.648e-02 Score 83.834 Data time: 0.2757, Forward time: 2.9398, Backward time: 3.5910, DDP time: 0.0031, Total iter time: 6.2699 [2020-11-08 04:59:31,678][root][INFO] - ===> Epoch[98](196/2): Loss 0.1195, Sem 0.5675, dir -0.8752, norm 0.4271, swav 0.0000 LR: 9.647e-02 Score 82.553 Data time: 0.4387, Forward time: 2.9469, Backward time: 3.5906, DDP time: 0.0031, Total iter time: 8.2898 [2020-11-08 04:59:39,737][root][INFO] - ===> Epoch[99](197/2): Loss 0.0415, Sem 0.5010, dir -0.8769, norm 0.4174, swav 0.0000 LR: 9.645e-02 Score 84.270 Data time: 0.3170, Forward time: 2.9477, Backward time: 3.5943, DDP time: 0.0031, Total iter time: 7.9015 [2020-11-08 04:59:46,553][root][INFO] - ===> Epoch[99](198/2): Loss 0.0681, Sem 0.5697, dir -0.8881, norm 0.3865, swav 0.0000 LR: 9.643e-02 Score 82.593 Data time: 0.2437, Forward time: 2.9450, Backward time: 3.5960, DDP time: 0.0031, Total iter time: 6.6843 [2020-11-08 04:59:53,164][root][INFO] - ===> Epoch[100](199/2): Loss 0.0738, Sem 0.5251, dir -0.8786, norm 0.4274, swav 0.0000 LR: 9.641e-02 Score 84.056 Data time: 0.2091, Forward time: 2.9422, Backward time: 3.5968, DDP time: 0.0031, Total iter time: 6.4780 [2020-11-08 05:00:00,423][root][INFO] - ===> Epoch[100](200/2): Loss 0.0829, Sem 0.5360, dir -0.8743, norm 0.4212, swav 0.0000 LR: 9.639e-02 Score 83.832 Data time: 0.2847, Forward time: 2.9434, Backward time: 3.5968, DDP time: 0.0031, Total iter time: 7.1197 [2020-11-08 05:00:07,662][root][INFO] - ===> Epoch[101](201/2): Loss 0.0528, Sem 0.5296, dir -0.8833, norm 0.4065, swav 0.0000 LR: 9.638e-02 Score 83.537 Data time: 0.1639, Forward time: 2.9386, Backward time: 3.6026, DDP time: 0.0031, Total iter time: 7.0845 [2020-11-08 05:00:13,936][root][INFO] - ===> Epoch[101](202/2): Loss 0.0828, Sem 0.5490, dir -0.8785, norm 0.4122, swav 0.0000 LR: 9.636e-02 Score 83.003 Data time: 0.2485, Forward time: 2.9357, Backward time: 3.6021, DDP time: 0.0031, Total iter time: 6.1818 [2020-11-08 05:00:21,192][root][INFO] - ===> Epoch[102](203/2): Loss 0.0537, Sem 0.5240, dir -0.8751, norm 0.4048, swav 0.0000 LR: 9.634e-02 Score 83.994 Data time: 0.2549, Forward time: 2.9333, Backward time: 3.6056, DDP time: 0.0031, Total iter time: 7.1293 [2020-11-08 05:00:27,806][root][INFO] - ===> Epoch[102](204/2): Loss -0.0098, Sem 0.5018, dir -0.8924, norm 0.3807, swav 0.0000 LR: 9.632e-02 Score 84.915 Data time: 0.2684, Forward time: 2.9335, Backward time: 3.6034, DDP time: 0.0031, Total iter time: 6.4688 [2020-11-08 05:00:34,618][root][INFO] - ===> Epoch[103](205/2): Loss -0.0035, Sem 0.4986, dir -0.8856, norm 0.3835, swav 0.0000 LR: 9.630e-02 Score 84.820 Data time: 0.2921, Forward time: 2.9360, Backward time: 3.6000, DDP time: 0.0031, Total iter time: 6.6682 [2020-11-08 05:00:41,646][root][INFO] - ===> Epoch[103](206/2): Loss 0.0054, Sem 0.4936, dir -0.8789, norm 0.3907, swav 0.0000 LR: 9.628e-02 Score 85.314 Data time: 0.2646, Forward time: 2.9349, Backward time: 3.6009, DDP time: 0.0031, Total iter time: 6.8790 [2020-11-08 05:00:48,823][root][INFO] - ===> Epoch[104](207/2): Loss -0.0022, Sem 0.4941, dir -0.8828, norm 0.3865, swav 0.0000 LR: 9.627e-02 Score 85.017 Data time: 0.1626, Forward time: 2.9296, Backward time: 3.6071, DDP time: 0.0031, Total iter time: 7.0568 [2020-11-08 05:00:55,590][root][INFO] - ===> Epoch[104](208/2): Loss -0.0118, Sem 0.4671, dir -0.8888, norm 0.4099, swav 0.0000 LR: 9.625e-02 Score 85.930 Data time: 0.1760, Forward time: 2.9260, Backward time: 3.6099, DDP time: 0.0031, Total iter time: 6.6767 [2020-11-08 05:01:01,788][root][INFO] - ===> Epoch[105](209/2): Loss 0.0116, Sem 0.4909, dir -0.8857, norm 0.4064, swav 0.0000 LR: 9.623e-02 Score 85.174 Data time: 0.2189, Forward time: 2.9235, Backward time: 3.6089, DDP time: 0.0031, Total iter time: 6.1104 [2020-11-08 05:01:08,216][root][INFO] - ===> Epoch[105](210/2): Loss -0.0237, Sem 0.4729, dir -0.8905, norm 0.3939, swav 0.0000 LR: 9.621e-02 Score 85.798 Data time: 0.3413, Forward time: 2.9259, Backward time: 3.6037, DDP time: 0.0031, Total iter time: 6.2831 [2020-11-08 05:01:14,340][root][INFO] - ===> Epoch[106](211/2): Loss -0.1039, Sem 0.4365, dir -0.9006, norm 0.3602, swav 0.0000 LR: 9.619e-02 Score 87.291 Data time: 0.2287, Forward time: 2.9244, Backward time: 3.6010, DDP time: 0.0031, Total iter time: 5.9632 [2020-11-08 05:01:21,016][root][INFO] - ===> Epoch[106](212/2): Loss 0.0079, Sem 0.4760, dir -0.8847, norm 0.4167, swav 0.0000 LR: 9.618e-02 Score 85.363 Data time: 0.1996, Forward time: 2.9220, Backward time: 3.6020, DDP time: 0.0031, Total iter time: 6.5389 [2020-11-08 05:01:27,987][root][INFO] - ===> Epoch[107](213/2): Loss -0.0709, Sem 0.4396, dir -0.8900, norm 0.3795, swav 0.0000 LR: 9.616e-02 Score 86.979 Data time: 0.1970, Forward time: 2.9191, Backward time: 3.6048, DDP time: 0.0031, Total iter time: 6.8222 [2020-11-08 05:01:34,805][root][INFO] - ===> Epoch[107](214/2): Loss -0.0644, Sem 0.4613, dir -0.8935, norm 0.3678, swav 0.0000 LR: 9.614e-02 Score 85.707 Data time: 0.1896, Forward time: 2.9164, Backward time: 3.6069, DDP time: 0.0031, Total iter time: 6.6990 [2020-11-08 05:01:42,501][root][INFO] - ===> Epoch[108](215/2): Loss -0.0129, Sem 0.5053, dir -0.8906, norm 0.3724, swav 0.0000 LR: 9.612e-02 Score 84.174 Data time: 0.2320, Forward time: 2.9137, Backward time: 3.6126, DDP time: 0.0031, Total iter time: 7.5674 [2020-11-08 05:01:48,302][root][INFO] - ===> Epoch[108](216/2): Loss -0.1033, Sem 0.4401, dir -0.8961, norm 0.3527, swav 0.0000 LR: 9.610e-02 Score 86.862 Data time: 0.2609, Forward time: 2.9144, Backward time: 3.6069, DDP time: 0.0031, Total iter time: 5.6943 [2020-11-08 05:01:55,407][root][INFO] - ===> Epoch[109](217/2): Loss -0.0973, Sem 0.4286, dir -0.8967, norm 0.3708, swav 0.0000 LR: 9.609e-02 Score 87.069 Data time: 0.3533, Forward time: 2.9183, Backward time: 3.6032, DDP time: 0.0031, Total iter time: 6.9590 [2020-11-08 05:02:02,535][root][INFO] - ===> Epoch[109](218/2): Loss -0.0527, Sem 0.4676, dir -0.8921, norm 0.3717, swav 0.0000 LR: 9.607e-02 Score 86.042 Data time: 0.2329, Forward time: 2.9163, Backward time: 3.6055, DDP time: 0.0031, Total iter time: 6.9724 [2020-11-08 05:02:08,098][root][INFO] - ===> Epoch[110](219/2): Loss -0.0728, Sem 0.4174, dir -0.8925, norm 0.4023, swav 0.0000 LR: 9.605e-02 Score 87.090 Data time: 0.2819, Forward time: 2.9166, Backward time: 3.5989, DDP time: 0.0031, Total iter time: 5.4307 [2020-11-08 05:02:14,811][root][INFO] - ===> Epoch[110](220/2): Loss -0.0874, Sem 0.4512, dir -0.8969, norm 0.3583, swav 0.0000 LR: 9.603e-02 Score 86.161 Data time: 0.2141, Forward time: 2.9147, Backward time: 3.5997, DDP time: 0.0031, Total iter time: 6.5637 [2020-11-08 05:02:20,953][root][INFO] - ===> Epoch[111](221/2): Loss -0.0482, Sem 0.4660, dir -0.8989, norm 0.3847, swav 0.0000 LR: 9.601e-02 Score 85.278 Data time: 0.2109, Forward time: 2.9134, Backward time: 3.5973, DDP time: 0.0031, Total iter time: 5.9938 [2020-11-08 05:02:27,239][root][INFO] - ===> Epoch[111](222/2): Loss -0.0443, Sem 0.4638, dir -0.8926, norm 0.3846, swav 0.0000 LR: 9.600e-02 Score 85.759 Data time: 0.2614, Forward time: 2.9124, Backward time: 3.5953, DDP time: 0.0031, Total iter time: 6.1600 [2020-11-08 05:02:35,135][root][INFO] - ===> Epoch[112](223/2): Loss -0.0575, Sem 0.4338, dir -0.8865, norm 0.3952, swav 0.0000 LR: 9.598e-02 Score 86.911 Data time: 0.4124, Forward time: 2.9180, Backward time: 3.5933, DDP time: 0.0031, Total iter time: 7.7398 [2020-11-08 05:02:42,891][root][INFO] - ===> Epoch[112](224/2): Loss -0.1416, Sem 0.4257, dir -0.9042, norm 0.3369, swav 0.0000 LR: 9.596e-02 Score 86.989 Data time: 0.1756, Forward time: 2.9141, Backward time: 3.6005, DDP time: 0.0031, Total iter time: 7.6211 [2020-11-08 05:02:49,177][root][INFO] - ===> Epoch[113](225/2): Loss -0.0854, Sem 0.4152, dir -0.8905, norm 0.3899, swav 0.0000 LR: 9.594e-02 Score 87.634 Data time: 0.2292, Forward time: 2.9127, Backward time: 3.5991, DDP time: 0.0031, Total iter time: 6.1797 [2020-11-08 05:02:55,285][root][INFO] - ===> Epoch[113](226/2): Loss -0.0433, Sem 0.4644, dir -0.8847, norm 0.3770, swav 0.0000 LR: 9.592e-02 Score 85.953 Data time: 0.2024, Forward time: 2.9112, Backward time: 3.5971, DDP time: 0.0031, Total iter time: 5.9859 [2020-11-08 05:03:02,720][root][INFO] - ===> Epoch[114](227/2): Loss -0.1249, Sem 0.4302, dir -0.9047, norm 0.3497, swav 0.0000 LR: 9.591e-02 Score 87.092 Data time: 0.2098, Forward time: 2.9083, Backward time: 3.6018, DDP time: 0.0031, Total iter time: 7.2966 [2020-11-08 05:03:09,766][root][INFO] - ===> Epoch[114](228/2): Loss -0.1337, Sem 0.4038, dir -0.9001, norm 0.3627, swav 0.0000 LR: 9.589e-02 Score 87.853 Data time: 0.2724, Forward time: 2.9085, Backward time: 3.6019, DDP time: 0.0031, Total iter time: 6.9182 [2020-11-08 05:03:15,152][root][INFO] - ===> Epoch[115](229/2): Loss -0.1208, Sem 0.4193, dir -0.8959, norm 0.3558, swav 0.0000 LR: 9.587e-02 Score 87.404 Data time: 0.2057, Forward time: 2.9061, Backward time: 3.5974, DDP time: 0.0031, Total iter time: 5.2228 [2020-11-08 05:03:22,472][root][INFO] - ===> Epoch[115](230/2): Loss -0.0541, Sem 0.4242, dir -0.8928, norm 0.4145, swav 0.0000 LR: 9.585e-02 Score 87.405 Data time: 0.2703, Forward time: 2.9065, Backward time: 3.5985, DDP time: 0.0031, Total iter time: 7.1896 [2020-11-08 05:03:30,172][root][INFO] - ===> Epoch[116](231/2): Loss -0.1070, Sem 0.4041, dir -0.8936, norm 0.3825, swav 0.0000 LR: 9.583e-02 Score 88.134 Data time: 0.2676, Forward time: 2.9081, Backward time: 3.5998, DDP time: 0.0031, Total iter time: 7.5423 [2020-11-08 05:03:35,761][root][INFO] - ===> Epoch[116](232/2): Loss -0.1112, Sem 0.4135, dir -0.8955, norm 0.3708, swav 0.0000 LR: 9.581e-02 Score 87.996 Data time: 0.2579, Forward time: 2.9086, Backward time: 3.5934, DDP time: 0.0031, Total iter time: 5.4139 [2020-11-08 05:03:44,125][root][INFO] - ===> Epoch[117](233/2): Loss -0.1341, Sem 0.4096, dir -0.9063, norm 0.3626, swav 0.0000 LR: 9.580e-02 Score 87.448 Data time: 0.2700, Forward time: 2.9099, Backward time: 3.5977, DDP time: 0.0031, Total iter time: 8.2283 [2020-11-08 05:03:50,113][root][INFO] - ===> Epoch[117](234/2): Loss -0.0592, Sem 0.4555, dir -0.9005, norm 0.3858, swav 0.0000 LR: 9.578e-02 Score 85.973 Data time: 0.2728, Forward time: 2.9094, Backward time: 3.5939, DDP time: 0.0032, Total iter time: 5.8266 [2020-11-08 05:03:56,008][root][INFO] - ===> Epoch[118](235/2): Loss -0.1463, Sem 0.4221, dir -0.9038, norm 0.3354, swav 0.0000 LR: 9.576e-02 Score 87.407 Data time: 0.2710, Forward time: 2.9099, Backward time: 3.5888, DDP time: 0.0032, Total iter time: 5.7262 [2020-11-08 05:04:03,111][root][INFO] - ===> Epoch[118](236/2): Loss -0.1748, Sem 0.3527, dir -0.8961, norm 0.3686, swav 0.0000 LR: 9.574e-02 Score 89.531 Data time: 0.2088, Forward time: 2.9072, Backward time: 3.5920, DDP time: 0.0032, Total iter time: 6.9658 [2020-11-08 05:04:08,892][root][INFO] - ===> Epoch[119](237/2): Loss -0.2082, Sem 0.3634, dir -0.9080, norm 0.3363, swav 0.0000 LR: 9.572e-02 Score 89.199 Data time: 0.2072, Forward time: 2.9050, Backward time: 3.5894, DDP time: 0.0032, Total iter time: 5.6425 [2020-11-08 05:04:15,290][root][INFO] - ===> Epoch[119](238/2): Loss -0.1276, Sem 0.3818, dir -0.8908, norm 0.3815, swav 0.0000 LR: 9.571e-02 Score 88.711 Data time: 0.1860, Forward time: 2.9020, Backward time: 3.5900, DDP time: 0.0032, Total iter time: 6.2492 [2020-11-08 05:04:22,582][root][INFO] - ===> Epoch[120](239/2): Loss -0.1476, Sem 0.4053, dir -0.9030, norm 0.3501, swav 0.0000 LR: 9.569e-02 Score 87.698 Data time: 0.3683, Forward time: 2.9059, Backward time: 3.5875, DDP time: 0.0032, Total iter time: 7.1894 [2020-11-08 05:04:28,713][root][INFO] - ===> Epoch[120](240/2): Loss -0.1636, Sem 0.3856, dir -0.9069, norm 0.3577, swav 0.0000 LR: 9.567e-02 Score 88.440 Data time: 0.2861, Forward time: 2.9058, Backward time: 3.5840, DDP time: 0.0032, Total iter time: 5.9852 [2020-11-08 05:04:36,304][root][INFO] - ===> Epoch[121](241/2): Loss -0.1507, Sem 0.3963, dir -0.8985, norm 0.3515, swav 0.0000 LR: 9.565e-02 Score 87.934 Data time: 0.2718, Forward time: 2.9075, Backward time: 3.5848, DDP time: 0.0032, Total iter time: 7.4548 [2020-11-08 05:04:42,774][root][INFO] - ===> Epoch[121](242/2): Loss -0.1409, Sem 0.3801, dir -0.8949, norm 0.3740, swav 0.0000 LR: 9.563e-02 Score 88.395 Data time: 0.2877, Forward time: 2.9098, Backward time: 3.5806, DDP time: 0.0032, Total iter time: 6.3354 [2020-11-08 05:04:51,320][root][INFO] - ===> Epoch[122](243/2): Loss -0.1746, Sem 0.3695, dir -0.9076, norm 0.3635, swav 0.0000 LR: 9.562e-02 Score 88.695 Data time: 0.2480, Forward time: 2.9108, Backward time: 3.5858, DDP time: 0.0032, Total iter time: 8.4025 [2020-11-08 05:04:58,256][root][INFO] - ===> Epoch[122](244/2): Loss -0.1726, Sem 0.3745, dir -0.9008, norm 0.3537, swav 0.0000 LR: 9.560e-02 Score 88.650 Data time: 0.2736, Forward time: 2.9115, Backward time: 3.5848, DDP time: 0.0032, Total iter time: 6.7743 [2020-11-08 05:05:04,429][root][INFO] - ===> Epoch[123](245/2): Loss -0.2013, Sem 0.3722, dir -0.9095, norm 0.3360, swav 0.0000 LR: 9.558e-02 Score 88.663 Data time: 0.2615, Forward time: 2.9106, Backward time: 3.5825, DDP time: 0.0032, Total iter time: 6.0424 [2020-11-08 05:05:12,585][root][INFO] - ===> Epoch[123](246/2): Loss -0.1216, Sem 0.3861, dir -0.8921, norm 0.3844, swav 0.0000 LR: 9.556e-02 Score 88.363 Data time: 0.4289, Forward time: 2.9160, Backward time: 3.5815, DDP time: 0.0032, Total iter time: 8.0072 [2020-11-08 05:05:19,737][root][INFO] - ===> Epoch[124](247/2): Loss -0.1593, Sem 0.3508, dir -0.9018, norm 0.3917, swav 0.0000 LR: 9.554e-02 Score 89.230 Data time: 0.2201, Forward time: 2.9142, Backward time: 3.5838, DDP time: 0.0032, Total iter time: 6.9839 [2020-11-08 05:05:27,361][root][INFO] - ===> Epoch[124](248/2): Loss -0.1609, Sem 0.4011, dir -0.9022, norm 0.3402, swav 0.0000 LR: 9.553e-02 Score 87.855 Data time: 0.2538, Forward time: 2.9137, Backward time: 3.5870, DDP time: 0.0032, Total iter time: 7.5205 [2020-11-08 05:05:34,711][root][INFO] - ===> Epoch[125](249/2): Loss -0.1424, Sem 0.3644, dir -0.8894, norm 0.3826, swav 0.0000 LR: 9.551e-02 Score 88.923 Data time: 0.3808, Forward time: 2.9175, Backward time: 3.5844, DDP time: 0.0032, Total iter time: 7.2039 [2020-11-08 05:05:43,573][root][INFO] - ===> Epoch[125](250/2): Loss -0.2232, Sem 0.3257, dir -0.9065, norm 0.3575, swav 0.0000 LR: 9.549e-02 Score 90.432 Data time: 0.5021, Forward time: 2.9245, Backward time: 3.5842, DDP time: 0.0031, Total iter time: 8.7072 [2020-11-08 05:05:49,516][root][INFO] - ===> Epoch[126](251/2): Loss -0.1873, Sem 0.3870, dir -0.9067, norm 0.3324, swav 0.0000 LR: 9.547e-02 Score 88.119 Data time: 0.1303, Forward time: 2.9202, Backward time: 3.5845, DDP time: 0.0032, Total iter time: 5.7911 [2020-11-08 05:05:55,928][root][INFO] - ===> Epoch[126](252/2): Loss -0.1698, Sem 0.3588, dir -0.9019, norm 0.3733, swav 0.0000 LR: 9.545e-02 Score 89.456 Data time: 0.1764, Forward time: 2.9171, Backward time: 3.5858, DDP time: 0.0032, Total iter time: 6.3544 [2020-11-08 05:06:04,300][root][INFO] - ===> Epoch[127](253/2): Loss -0.1883, Sem 0.3473, dir -0.8988, norm 0.3632, swav 0.0000 LR: 9.544e-02 Score 89.356 Data time: 0.3058, Forward time: 2.9182, Backward time: 3.5899, DDP time: 0.0032, Total iter time: 8.2448 [2020-11-08 05:06:11,169][root][INFO] - ===> Epoch[127](254/2): Loss -0.2325, Sem 0.3249, dir -0.9092, norm 0.3519, swav 0.0000 LR: 9.542e-02 Score 90.259 Data time: 0.1756, Forward time: 2.9156, Backward time: 3.5922, DDP time: 0.0032, Total iter time: 6.7495 [2020-11-08 05:06:17,826][root][INFO] - ===> Epoch[128](255/2): Loss -0.1900, Sem 0.3586, dir -0.9052, norm 0.3566, swav 0.0000 LR: 9.540e-02 Score 89.198 Data time: 0.2546, Forward time: 2.9166, Backward time: 3.5901, DDP time: 0.0032, Total iter time: 6.5393 [2020-11-08 05:06:25,330][root][INFO] - ===> Epoch[128](256/2): Loss -0.2027, Sem 0.3376, dir -0.8973, norm 0.3570, swav 0.0000 LR: 9.538e-02 Score 89.882 Data time: 0.1729, Forward time: 2.9134, Backward time: 3.5954, DDP time: 0.0032, Total iter time: 7.3734 [2020-11-08 05:06:32,363][root][INFO] - ===> Epoch[129](257/2): Loss -0.1724, Sem 0.3382, dir -0.8964, norm 0.3858, swav 0.0000 LR: 9.536e-02 Score 89.946 Data time: 0.1947, Forward time: 2.9096, Backward time: 3.5995, DDP time: 0.0032, Total iter time: 6.9300 [2020-11-08 05:06:39,675][root][INFO] - ===> Epoch[129](258/2): Loss -0.2171, Sem 0.3409, dir -0.9072, norm 0.3491, swav 0.0000 LR: 9.534e-02 Score 89.621 Data time: 0.2546, Forward time: 2.9081, Backward time: 3.6021, DDP time: 0.0032, Total iter time: 7.1994 [2020-11-08 05:06:47,084][root][INFO] - ===> Epoch[130](259/2): Loss -0.1742, Sem 0.3783, dir -0.9098, norm 0.3573, swav 0.0000 LR: 9.533e-02 Score 88.284 Data time: 0.1666, Forward time: 2.9052, Backward time: 3.6068, DDP time: 0.0032, Total iter time: 7.2922 [2020-11-08 05:06:54,692][root][INFO] - ===> Epoch[130](260/2): Loss -0.1920, Sem 0.3714, dir -0.9053, norm 0.3418, swav 0.0000 LR: 9.531e-02 Score 88.664 Data time: 0.2227, Forward time: 2.9036, Backward time: 3.6109, DDP time: 0.0032, Total iter time: 7.5217 [2020-11-08 05:07:01,588][root][INFO] - ===> Epoch[131](261/2): Loss -0.2218, Sem 0.3542, dir -0.9018, norm 0.3258, swav 0.0000 LR: 9.529e-02 Score 89.006 Data time: 0.3475, Forward time: 2.9066, Backward time: 3.6075, DDP time: 0.0032, Total iter time: 6.7620 [2020-11-08 05:07:08,752][root][INFO] - ===> Epoch[131](262/2): Loss -0.1655, Sem 0.3832, dir -0.9099, norm 0.3611, swav 0.0000 LR: 9.527e-02 Score 88.459 Data time: 0.2139, Forward time: 2.9064, Backward time: 3.6084, DDP time: 0.0032, Total iter time: 7.0296 [2020-11-08 05:07:14,764][root][INFO] - ===> Epoch[132](263/2): Loss -0.2118, Sem 0.3375, dir -0.9066, norm 0.3574, swav 0.0000 LR: 9.525e-02 Score 89.516 Data time: 0.2800, Forward time: 2.9062, Backward time: 3.6050, DDP time: 0.0032, Total iter time: 5.8737 [2020-11-08 05:07:20,627][root][INFO] - ===> Epoch[132](264/2): Loss -0.1898, Sem 0.3624, dir -0.9031, norm 0.3509, swav 0.0000 LR: 9.524e-02 Score 89.059 Data time: 0.2231, Forward time: 2.9051, Backward time: 3.6019, DDP time: 0.0032, Total iter time: 5.7052 [2020-11-08 05:07:27,825][root][INFO] - ===> Epoch[133](265/2): Loss -0.2358, Sem 0.3291, dir -0.9081, norm 0.3432, swav 0.0000 LR: 9.522e-02 Score 89.843 Data time: 0.1689, Forward time: 2.9019, Backward time: 3.6060, DDP time: 0.0032, Total iter time: 7.0630 [2020-11-08 05:07:35,342][root][INFO] - ===> Epoch[133](266/2): Loss -0.1995, Sem 0.3523, dir -0.9088, norm 0.3570, swav 0.0000 LR: 9.520e-02 Score 89.771 Data time: 0.2536, Forward time: 2.9023, Backward time: 3.6077, DDP time: 0.0032, Total iter time: 7.4014 [2020-11-08 05:07:41,438][root][INFO] - ===> Epoch[134](267/2): Loss -0.1758, Sem 0.3587, dir -0.9069, norm 0.3724, swav 0.0000 LR: 9.518e-02 Score 88.925 Data time: 0.2527, Forward time: 2.9035, Backward time: 3.6033, DDP time: 0.0032, Total iter time: 5.9349 [2020-11-08 05:07:49,010][root][INFO] - ===> Epoch[134](268/2): Loss -0.2162, Sem 0.3268, dir -0.9111, norm 0.3682, swav 0.0000 LR: 9.516e-02 Score 89.949 Data time: 0.2062, Forward time: 2.9019, Backward time: 3.6070, DDP time: 0.0032, Total iter time: 7.4194 [2020-11-08 05:07:55,645][root][INFO] - ===> Epoch[135](269/2): Loss -0.2843, Sem 0.2979, dir -0.9162, norm 0.3341, swav 0.0000 LR: 9.515e-02 Score 91.022 Data time: 0.3540, Forward time: 2.9042, Backward time: 3.6033, DDP time: 0.0032, Total iter time: 6.4995 [2020-11-08 05:08:01,544][root][INFO] - ===> Epoch[135](270/2): Loss -0.2090, Sem 0.3444, dir -0.9001, norm 0.3467, swav 0.0000 LR: 9.513e-02 Score 89.208 Data time: 0.3067, Forward time: 2.9052, Backward time: 3.5983, DDP time: 0.0032, Total iter time: 5.7340 [2020-11-08 05:08:09,161][root][INFO] - ===> Epoch[136](271/2): Loss -0.1627, Sem 0.3336, dir -0.8973, norm 0.4011, swav 0.0000 LR: 9.511e-02 Score 89.566 Data time: 0.2672, Forward time: 2.9059, Backward time: 3.5998, DDP time: 0.0032, Total iter time: 7.4824 [2020-11-08 05:08:15,399][root][INFO] - ===> Epoch[136](272/2): Loss -0.2450, Sem 0.3272, dir -0.9098, norm 0.3376, swav 0.0000 LR: 9.509e-02 Score 89.984 Data time: 0.2386, Forward time: 2.9039, Backward time: 3.5990, DDP time: 0.0032, Total iter time: 6.0946 [2020-11-08 05:08:22,733][root][INFO] - ===> Epoch[137](273/2): Loss -0.2402, Sem 0.3190, dir -0.9068, norm 0.3475, swav 0.0000 LR: 9.507e-02 Score 89.863 Data time: 0.2056, Forward time: 2.9022, Backward time: 3.6021, DDP time: 0.0032, Total iter time: 7.2247 [2020-11-08 05:08:29,643][root][INFO] - ===> Epoch[137](274/2): Loss -0.2376, Sem 0.3257, dir -0.9085, norm 0.3452, swav 0.0000 LR: 9.506e-02 Score 89.994 Data time: 0.2303, Forward time: 2.9022, Backward time: 3.6018, DDP time: 0.0032, Total iter time: 6.7663 [2020-11-08 05:08:36,965][root][INFO] - ===> Epoch[138](275/2): Loss -0.2232, Sem 0.3315, dir -0.9141, norm 0.3594, swav 0.0000 LR: 9.504e-02 Score 89.551 Data time: 0.2068, Forward time: 2.9010, Backward time: 3.6043, DDP time: 0.0032, Total iter time: 7.1826 [2020-11-08 05:08:44,842][root][INFO] - ===> Epoch[138](276/2): Loss -0.2697, Sem 0.2977, dir -0.9081, norm 0.3407, swav 0.0000 LR: 9.502e-02 Score 90.882 Data time: 0.2487, Forward time: 2.8988, Backward time: 3.6094, DDP time: 0.0032, Total iter time: 7.7098 [2020-11-08 05:08:51,473][root][INFO] - ===> Epoch[139](277/2): Loss -0.2219, Sem 0.3320, dir -0.9079, norm 0.3540, swav 0.0000 LR: 9.500e-02 Score 89.871 Data time: 0.3441, Forward time: 2.9008, Backward time: 3.6061, DDP time: 0.0032, Total iter time: 6.5097 [2020-11-08 05:08:58,776][root][INFO] - ===> Epoch[139](278/2): Loss -0.2215, Sem 0.3352, dir -0.9055, norm 0.3488, swav 0.0000 LR: 9.498e-02 Score 89.759 Data time: 0.2577, Forward time: 2.9022, Backward time: 3.6058, DDP time: 0.0032, Total iter time: 7.1439 [2020-11-08 05:09:04,189][root][INFO] - ===> Epoch[140](279/2): Loss -0.2486, Sem 0.3039, dir -0.9121, norm 0.3595, swav 0.0000 LR: 9.496e-02 Score 90.613 Data time: 0.2077, Forward time: 2.9000, Backward time: 3.6024, DDP time: 0.0032, Total iter time: 5.2173 [2020-11-08 05:09:11,067][root][INFO] - ===> Epoch[140](280/2): Loss -0.2478, Sem 0.3244, dir -0.9121, norm 0.3399, swav 0.0000 LR: 9.495e-02 Score 90.017 Data time: 0.2796, Forward time: 2.9010, Backward time: 3.6011, DDP time: 0.0032, Total iter time: 6.7666 [2020-11-08 05:09:16,667][root][INFO] - ===> Epoch[141](281/2): Loss -0.2792, Sem 0.3066, dir -0.9199, norm 0.3340, swav 0.0000 LR: 9.493e-02 Score 90.627 Data time: 0.2438, Forward time: 2.9016, Backward time: 3.5959, DDP time: 0.0032, Total iter time: 5.4680 [2020-11-08 05:09:22,328][root][INFO] - ===> Epoch[141](282/2): Loss -0.2686, Sem 0.3369, dir -0.9128, norm 0.3074, swav 0.0000 LR: 9.491e-02 Score 89.318 Data time: 0.2395, Forward time: 2.9021, Backward time: 3.5910, DDP time: 0.0032, Total iter time: 5.5173 [2020-11-08 05:09:29,380][root][INFO] - ===> Epoch[142](283/2): Loss -0.2860, Sem 0.2903, dir -0.9128, norm 0.3365, swav 0.0000 LR: 9.489e-02 Score 91.344 Data time: 0.2419, Forward time: 2.9016, Backward time: 3.5917, DDP time: 0.0032, Total iter time: 6.9087 [2020-11-08 05:09:35,397][root][INFO] - ===> Epoch[142](284/2): Loss -0.2417, Sem 0.3385, dir -0.9112, norm 0.3311, swav 0.0000 LR: 9.487e-02 Score 89.608 Data time: 0.2601, Forward time: 2.9014, Backward time: 3.5886, DDP time: 0.0032, Total iter time: 5.8702 [2020-11-08 05:09:41,360][root][INFO] - ===> Epoch[143](285/2): Loss -0.2803, Sem 0.2983, dir -0.9175, norm 0.3389, swav 0.0000 LR: 9.486e-02 Score 90.963 Data time: 0.2076, Forward time: 2.9002, Backward time: 3.5865, DDP time: 0.0032, Total iter time: 5.8126 [2020-11-08 05:09:48,530][root][INFO] - ===> Epoch[143](286/2): Loss -0.2393, Sem 0.3225, dir -0.9177, norm 0.3558, swav 0.0000 LR: 9.484e-02 Score 90.155 Data time: 0.1681, Forward time: 2.8966, Backward time: 3.5907, DDP time: 0.0032, Total iter time: 7.0209 [2020-11-08 05:09:55,755][root][INFO] - ===> Epoch[144](287/2): Loss -0.2934, Sem 0.2997, dir -0.9170, norm 0.3239, swav 0.0000 LR: 9.482e-02 Score 90.758 Data time: 0.1788, Forward time: 2.8944, Backward time: 3.5940, DDP time: 0.0032, Total iter time: 7.0987 [2020-11-08 05:10:01,414][root][INFO] - ===> Epoch[144](288/2): Loss -0.3091, Sem 0.2943, dir -0.9172, norm 0.3137, swav 0.0000 LR: 9.480e-02 Score 90.843 Data time: 0.1765, Forward time: 2.8903, Backward time: 3.5937, DDP time: 0.0032, Total iter time: 5.5357 [2020-11-08 05:10:09,041][root][INFO] - ===> Epoch[145](289/2): Loss -0.2882, Sem 0.2954, dir -0.9154, norm 0.3317, swav 0.0000 LR: 9.478e-02 Score 90.717 Data time: 0.2159, Forward time: 2.8889, Backward time: 3.5975, DDP time: 0.0032, Total iter time: 7.5236 [2020-11-08 05:10:15,977][root][INFO] - ===> Epoch[145](290/2): Loss -0.3219, Sem 0.2826, dir -0.9213, norm 0.3168, swav 0.0000 LR: 9.477e-02 Score 91.243 Data time: 0.2299, Forward time: 2.8888, Backward time: 3.5975, DDP time: 0.0032, Total iter time: 6.7812 [2020-11-08 05:10:22,546][root][INFO] - ===> Epoch[146](291/2): Loss -0.3064, Sem 0.2704, dir -0.9125, norm 0.3357, swav 0.0000 LR: 9.475e-02 Score 91.685 Data time: 0.1621, Forward time: 2.8854, Backward time: 3.5996, DDP time: 0.0032, Total iter time: 6.4149 [2020-11-08 05:10:29,237][root][INFO] - ===> Epoch[146](292/2): Loss -0.2530, Sem 0.2971, dir -0.9057, norm 0.3555, swav 0.0000 LR: 9.473e-02 Score 90.761 Data time: 0.2382, Forward time: 2.8859, Backward time: 3.5984, DDP time: 0.0032, Total iter time: 6.5759 [2020-11-08 05:10:35,430][root][INFO] - ===> Epoch[147](293/2): Loss -0.3182, Sem 0.2767, dir -0.9207, norm 0.3259, swav 0.0000 LR: 9.471e-02 Score 91.298 Data time: 0.1962, Forward time: 2.8837, Backward time: 3.5981, DDP time: 0.0032, Total iter time: 6.0426 [2020-11-08 05:10:43,242][root][INFO] - ===> Epoch[147](294/2): Loss -0.2880, Sem 0.2805, dir -0.9142, norm 0.3457, swav 0.0000 LR: 9.469e-02 Score 91.508 Data time: 0.2863, Forward time: 2.8846, Backward time: 3.6000, DDP time: 0.0032, Total iter time: 7.6808 [2020-11-08 05:10:50,284][root][INFO] - ===> Epoch[148](295/2): Loss -0.3339, Sem 0.2647, dir -0.9179, norm 0.3194, swav 0.0000 LR: 9.468e-02 Score 92.141 Data time: 0.2577, Forward time: 2.8831, Backward time: 3.6016, DDP time: 0.0032, Total iter time: 6.9037 [2020-11-08 05:10:57,021][root][INFO] - ===> Epoch[148](296/2): Loss -0.3199, Sem 0.2645, dir -0.9125, norm 0.3282, swav 0.0000 LR: 9.466e-02 Score 91.924 Data time: 0.3050, Forward time: 2.8854, Backward time: 3.5986, DDP time: 0.0032, Total iter time: 6.6006 [2020-11-08 05:11:03,060][root][INFO] - ===> Epoch[149](297/2): Loss -0.2982, Sem 0.2809, dir -0.9131, norm 0.3341, swav 0.0000 LR: 9.464e-02 Score 91.357 Data time: 0.2888, Forward time: 2.8865, Backward time: 3.5944, DDP time: 0.0032, Total iter time: 5.9009 [2020-11-08 05:11:09,591][root][INFO] - ===> Epoch[149](298/2): Loss -0.3243, Sem 0.2779, dir -0.9193, norm 0.3170, swav 0.0000 LR: 9.462e-02 Score 91.484 Data time: 0.2917, Forward time: 2.8887, Backward time: 3.5909, DDP time: 0.0032, Total iter time: 6.3822 [2020-11-08 05:11:17,831][root][INFO] - ===> Epoch[150](299/2): Loss -0.3276, Sem 0.2840, dir -0.9203, norm 0.3088, swav 0.0000 LR: 9.460e-02 Score 91.141 Data time: 0.2351, Forward time: 2.8884, Backward time: 3.5953, DDP time: 0.0032, Total iter time: 8.1102 [2020-11-08 05:11:24,575][root][INFO] - ===> Epoch[150](300/2): Loss -0.3313, Sem 0.2505, dir -0.9175, norm 0.3357, swav 0.0000 LR: 9.458e-02 Score 92.483 Data time: 0.2246, Forward time: 2.8872, Backward time: 3.5958, DDP time: 0.0032, Total iter time: 6.5919 [2020-11-08 05:11:33,270][root][INFO] - ===> Epoch[151](301/2): Loss -0.3619, Sem 0.2508, dir -0.9234, norm 0.3106, swav 0.0000 LR: 9.457e-02 Score 92.491 Data time: 0.2749, Forward time: 2.8883, Backward time: 3.6003, DDP time: 0.0032, Total iter time: 8.5695 [2020-11-08 05:11:40,730][root][INFO] - ===> Epoch[151](302/2): Loss -0.3470, Sem 0.2531, dir -0.9190, norm 0.3189, swav 0.0000 LR: 9.455e-02 Score 92.341 Data time: 0.2761, Forward time: 2.8892, Backward time: 3.6009, DDP time: 0.0032, Total iter time: 7.3121 [2020-11-08 05:11:48,169][root][INFO] - ===> Epoch[152](303/2): Loss -0.3414, Sem 0.2690, dir -0.9191, norm 0.3088, swav 0.0000 LR: 9.453e-02 Score 91.979 Data time: 0.3725, Forward time: 2.8917, Backward time: 3.5996, DDP time: 0.0032, Total iter time: 7.2870 [2020-11-08 05:11:54,243][root][INFO] - ===> Epoch[152](304/2): Loss -0.3283, Sem 0.2615, dir -0.9171, norm 0.3273, swav 0.0000 LR: 9.451e-02 Score 91.768 Data time: 0.2346, Forward time: 2.8897, Backward time: 3.5986, DDP time: 0.0032, Total iter time: 5.9347 [2020-11-08 05:12:01,213][root][INFO] - ===> Epoch[153](305/2): Loss -0.3724, Sem 0.2472, dir -0.9205, norm 0.3009, swav 0.0000 LR: 9.449e-02 Score 92.304 Data time: 0.2413, Forward time: 2.8895, Backward time: 3.5989, DDP time: 0.0033, Total iter time: 6.8275 [2020-11-08 05:12:08,091][root][INFO] - ===> Epoch[153](306/2): Loss -0.3037, Sem 0.2760, dir -0.9183, norm 0.3387, swav 0.0000 LR: 9.448e-02 Score 91.741 Data time: 0.2488, Forward time: 2.8891, Backward time: 3.5989, DDP time: 0.0033, Total iter time: 6.7235 [2020-11-08 05:12:15,805][root][INFO] - ===> Epoch[154](307/2): Loss -0.3450, Sem 0.2616, dir -0.9172, norm 0.3107, swav 0.0000 LR: 9.446e-02 Score 91.870 Data time: 0.2689, Forward time: 2.8875, Backward time: 3.6025, DDP time: 0.0033, Total iter time: 7.5560 [2020-11-08 05:12:21,546][root][INFO] - ===> Epoch[154](308/2): Loss -0.3483, Sem 0.2546, dir -0.9232, norm 0.3202, swav 0.0000 LR: 9.444e-02 Score 92.445 Data time: 0.2680, Forward time: 2.8882, Backward time: 3.5981, DDP time: 0.0033, Total iter time: 5.6107 [2020-11-08 05:12:28,820][root][INFO] - ===> Epoch[155](309/2): Loss -0.3541, Sem 0.2684, dir -0.9254, norm 0.3029, swav 0.0000 LR: 9.442e-02 Score 92.120 Data time: 0.3709, Forward time: 2.8916, Backward time: 3.5955, DDP time: 0.0032, Total iter time: 7.1169 [2020-11-08 05:12:34,302][root][INFO] - ===> Epoch[155](310/2): Loss -0.3116, Sem 0.2722, dir -0.9206, norm 0.3368, swav 0.0000 LR: 9.440e-02 Score 91.980 Data time: 0.2343, Forward time: 2.8921, Backward time: 3.5904, DDP time: 0.0032, Total iter time: 5.3260 [2020-11-08 05:12:41,103][root][INFO] - ===> Epoch[156](311/2): Loss -0.3088, Sem 0.2923, dir -0.9151, norm 0.3141, swav 0.0000 LR: 9.439e-02 Score 90.863 Data time: 0.3025, Forward time: 2.8921, Backward time: 3.5897, DDP time: 0.0033, Total iter time: 6.6739 [2020-11-08 05:12:47,443][root][INFO] - ===> Epoch[156](312/2): Loss -0.3314, Sem 0.2819, dir -0.9205, norm 0.3072, swav 0.0000 LR: 9.437e-02 Score 91.473 Data time: 0.3178, Forward time: 2.8935, Backward time: 3.5863, DDP time: 0.0032, Total iter time: 6.1827 [2020-11-08 05:12:53,648][root][INFO] - ===> Epoch[157](313/2): Loss -0.3610, Sem 0.2603, dir -0.9271, norm 0.3057, swav 0.0000 LR: 9.435e-02 Score 92.146 Data time: 0.2959, Forward time: 2.8936, Backward time: 3.5837, DDP time: 0.0033, Total iter time: 6.0541 [2020-11-08 05:12:59,468][root][INFO] - ===> Epoch[157](314/2): Loss -0.2979, Sem 0.2838, dir -0.9021, norm 0.3203, swav 0.0000 LR: 9.433e-02 Score 91.353 Data time: 0.2612, Forward time: 2.8944, Backward time: 3.5794, DDP time: 0.0033, Total iter time: 5.6578 [2020-11-08 05:13:05,835][root][INFO] - ===> Epoch[158](315/2): Loss -0.2786, Sem 0.2925, dir -0.9166, norm 0.3455, swav 0.0000 LR: 9.431e-02 Score 90.759 Data time: 0.2211, Forward time: 2.8929, Backward time: 3.5790, DDP time: 0.0033, Total iter time: 6.2132 [2020-11-08 05:13:12,908][root][INFO] - ===> Epoch[158](316/2): Loss -0.3310, Sem 0.2625, dir -0.9206, norm 0.3272, swav 0.0000 LR: 9.429e-02 Score 92.236 Data time: 0.3695, Forward time: 2.8954, Backward time: 3.5768, DDP time: 0.0033, Total iter time: 6.9555 [2020-11-08 05:13:21,149][root][INFO] - ===> Epoch[159](317/2): Loss -0.3318, Sem 0.2398, dir -0.9136, norm 0.3420, swav 0.0000 LR: 9.428e-02 Score 92.852 Data time: 0.2131, Forward time: 2.8945, Backward time: 3.5815, DDP time: 0.0033, Total iter time: 8.0644 [2020-11-08 05:13:29,765][root][INFO] - ===> Epoch[159](318/2): Loss -0.2744, Sem 0.3017, dir -0.9034, norm 0.3273, swav 0.0000 LR: 9.426e-02 Score 90.638 Data time: 0.3634, Forward time: 2.8960, Backward time: 3.5847, DDP time: 0.0033, Total iter time: 8.4620 [2020-11-08 05:13:35,733][root][INFO] - ===> Epoch[160](319/2): Loss -0.3362, Sem 0.2387, dir -0.9128, norm 0.3379, swav 0.0000 LR: 9.424e-02 Score 93.075 Data time: 0.2315, Forward time: 2.8956, Backward time: 3.5821, DDP time: 0.0033, Total iter time: 5.8034 [2020-11-08 05:13:42,322][root][INFO] - ===> Epoch[160](320/2): Loss -0.3376, Sem 0.2524, dir -0.9160, norm 0.3260, swav 0.0000 LR: 9.422e-02 Score 92.605 Data time: 0.2388, Forward time: 2.8935, Backward time: 3.5829, DDP time: 0.0033, Total iter time: 6.4195 [2020-11-08 05:13:48,776][root][INFO] - ===> Epoch[161](321/2): Loss -0.2868, Sem 0.2659, dir -0.9116, norm 0.3589, swav 0.0000 LR: 9.420e-02 Score 92.075 Data time: 0.2741, Forward time: 2.8939, Backward time: 3.5810, DDP time: 0.0033, Total iter time: 6.3125 [2020-11-08 05:13:55,831][root][INFO] - ===> Epoch[161](322/2): Loss -0.2945, Sem 0.2824, dir -0.9190, norm 0.3421, swav 0.0000 LR: 9.419e-02 Score 91.754 Data time: 0.2238, Forward time: 2.8931, Backward time: 3.5820, DDP time: 0.0033, Total iter time: 6.9087 [2020-11-08 05:14:01,428][root][INFO] - ===> Epoch[162](323/2): Loss -0.3575, Sem 0.2418, dir -0.9190, norm 0.3197, swav 0.0000 LR: 9.417e-02 Score 92.736 Data time: 0.2827, Forward time: 2.8913, Backward time: 3.5796, DDP time: 0.0033, Total iter time: 5.4579 [2020-11-08 05:14:08,572][root][INFO] - ===> Epoch[162](324/2): Loss -0.2964, Sem 0.2525, dir -0.9059, norm 0.3569, swav 0.0000 LR: 9.415e-02 Score 92.227 Data time: 0.4035, Forward time: 2.8939, Backward time: 3.5774, DDP time: 0.0033, Total iter time: 7.0137 [2020-11-08 05:14:15,842][root][INFO] - ===> Epoch[163](325/2): Loss -0.3428, Sem 0.2504, dir -0.9216, norm 0.3284, swav 0.0000 LR: 9.413e-02 Score 92.440 Data time: 0.2160, Forward time: 2.8937, Backward time: 3.5785, DDP time: 0.0033, Total iter time: 7.1129 [2020-11-08 05:14:21,847][root][INFO] - ===> Epoch[163](326/2): Loss -0.3144, Sem 0.2640, dir -0.9099, norm 0.3316, swav 0.0000 LR: 9.411e-02 Score 91.943 Data time: 0.1680, Forward time: 2.8910, Backward time: 3.5785, DDP time: 0.0033, Total iter time: 5.8646 [2020-11-08 05:14:29,189][root][INFO] - ===> Epoch[164](327/2): Loss -0.3236, Sem 0.2609, dir -0.9213, norm 0.3368, swav 0.0000 LR: 9.410e-02 Score 92.079 Data time: 0.4108, Forward time: 2.8940, Backward time: 3.5765, DDP time: 0.0033, Total iter time: 7.2429 [2020-11-08 05:14:35,892][root][INFO] - ===> Epoch[164](328/2): Loss -0.3296, Sem 0.2646, dir -0.9155, norm 0.3212, swav 0.0000 LR: 9.408e-02 Score 91.742 Data time: 0.1984, Forward time: 2.8927, Backward time: 3.5770, DDP time: 0.0033, Total iter time: 6.5194 [2020-11-08 05:14:43,833][root][INFO] - ===> Epoch[165](329/2): Loss -0.3228, Sem 0.2561, dir -0.9130, norm 0.3341, swav 0.0000 LR: 9.406e-02 Score 92.382 Data time: 0.2996, Forward time: 2.8920, Backward time: 3.5805, DDP time: 0.0033, Total iter time: 7.7930 [2020-11-08 05:14:51,759][root][INFO] - ===> Epoch[165](330/2): Loss -0.3887, Sem 0.2339, dir -0.9259, norm 0.3033, swav 0.0000 LR: 9.404e-02 Score 92.909 Data time: 0.3033, Forward time: 2.8930, Backward time: 3.5822, DDP time: 0.0033, Total iter time: 7.7853 [2020-11-08 05:14:59,082][root][INFO] - ===> Epoch[166](331/2): Loss -0.3368, Sem 0.2768, dir -0.9195, norm 0.3060, swav 0.0000 LR: 9.402e-02 Score 91.681 Data time: 0.3235, Forward time: 2.8912, Backward time: 3.5846, DDP time: 0.0033, Total iter time: 7.1435 [2020-11-08 05:15:06,733][root][INFO] - ===> Epoch[166](332/2): Loss -0.3340, Sem 0.2330, dir -0.9093, norm 0.3423, swav 0.0000 LR: 9.400e-02 Score 93.112 Data time: 0.2489, Forward time: 2.8903, Backward time: 3.5875, DDP time: 0.0033, Total iter time: 7.5164 [2020-11-08 05:15:14,464][root][INFO] - ===> Epoch[167](333/2): Loss -0.3621, Sem 0.2464, dir -0.9204, norm 0.3119, swav 0.0000 LR: 9.399e-02 Score 92.763 Data time: 0.4047, Forward time: 2.8939, Backward time: 3.5859, DDP time: 0.0033, Total iter time: 7.5816 [2020-11-08 05:15:20,418][root][INFO] - ===> Epoch[167](334/2): Loss -0.4068, Sem 0.2182, dir -0.9247, norm 0.2996, swav 0.0000 LR: 9.397e-02 Score 93.669 Data time: 0.2245, Forward time: 2.8935, Backward time: 3.5834, DDP time: 0.0033, Total iter time: 5.7938 [2020-11-08 05:15:26,666][root][INFO] - ===> Epoch[168](335/2): Loss -0.3419, Sem 0.2419, dir -0.9207, norm 0.3370, swav 0.0000 LR: 9.395e-02 Score 92.597 Data time: 0.2676, Forward time: 2.8942, Backward time: 3.5807, DDP time: 0.0033, Total iter time: 6.1255 [2020-11-08 05:15:34,521][root][INFO] - ===> Epoch[168](336/2): Loss -0.3773, Sem 0.2306, dir -0.9202, norm 0.3123, swav 0.0000 LR: 9.393e-02 Score 93.002 Data time: 0.2490, Forward time: 2.8944, Backward time: 3.5832, DDP time: 0.0033, Total iter time: 7.7116 [2020-11-08 05:15:40,985][root][INFO] - ===> Epoch[169](337/2): Loss -0.4345, Sem 0.2206, dir -0.9324, norm 0.2773, swav 0.0000 LR: 9.391e-02 Score 93.433 Data time: 0.2180, Forward time: 2.8936, Backward time: 3.5827, DDP time: 0.0033, Total iter time: 6.3574 [2020-11-08 05:15:47,742][root][INFO] - ===> Epoch[169](338/2): Loss -0.3814, Sem 0.2310, dir -0.9267, norm 0.3143, swav 0.0000 LR: 9.390e-02 Score 92.932 Data time: 0.2017, Forward time: 2.8921, Backward time: 3.5836, DDP time: 0.0033, Total iter time: 6.6274 [2020-11-08 05:15:56,575][root][INFO] - ===> Epoch[170](339/2): Loss -0.4087, Sem 0.2288, dir -0.9264, norm 0.2889, swav 0.0000 LR: 9.388e-02 Score 93.181 Data time: 0.2735, Forward time: 2.8914, Backward time: 3.5895, DDP time: 0.0033, Total iter time: 8.7155 [2020-11-08 05:16:03,839][root][INFO] - ===> Epoch[170](340/2): Loss -0.3733, Sem 0.2460, dir -0.9285, norm 0.3091, swav 0.0000 LR: 9.386e-02 Score 92.602 Data time: 0.2017, Forward time: 2.8901, Backward time: 3.5919, DDP time: 0.0033, Total iter time: 7.1605 [2020-11-08 05:16:11,092][root][INFO] - ===> Epoch[171](341/2): Loss -0.3975, Sem 0.2202, dir -0.9252, norm 0.3075, swav 0.0000 LR: 9.384e-02 Score 93.470 Data time: 0.2828, Forward time: 2.8902, Backward time: 3.5926, DDP time: 0.0033, Total iter time: 7.1233 [2020-11-08 05:16:16,882][root][INFO] - ===> Epoch[171](342/2): Loss -0.3998, Sem 0.2155, dir -0.9258, norm 0.3104, swav 0.0000 LR: 9.382e-02 Score 93.664 Data time: 0.2987, Forward time: 2.8896, Backward time: 3.5897, DDP time: 0.0033, Total iter time: 5.6397 [2020-11-08 05:16:22,308][root][INFO] - ===> Epoch[172](343/2): Loss -0.3891, Sem 0.2285, dir -0.9287, norm 0.3112, swav 0.0000 LR: 9.381e-02 Score 93.080 Data time: 0.2845, Forward time: 2.8891, Backward time: 3.5859, DDP time: 0.0033, Total iter time: 5.3102 [2020-11-08 05:16:29,514][root][INFO] - ===> Epoch[172](344/2): Loss -0.3975, Sem 0.2362, dir -0.9290, norm 0.2953, swav 0.0000 LR: 9.379e-02 Score 92.886 Data time: 0.3298, Forward time: 2.8893, Backward time: 3.5862, DDP time: 0.0033, Total iter time: 7.0834 [2020-11-08 05:16:38,003][root][INFO] - ===> Epoch[173](345/2): Loss -0.4109, Sem 0.2186, dir -0.9305, norm 0.3010, swav 0.0000 LR: 9.377e-02 Score 93.154 Data time: 0.2286, Forward time: 2.8889, Backward time: 3.5908, DDP time: 0.0033, Total iter time: 8.3469 [2020-11-08 05:16:43,648][root][INFO] - ===> Epoch[173](346/2): Loss -0.3560, Sem 0.2392, dir -0.9230, norm 0.3277, swav 0.0000 LR: 9.375e-02 Score 92.902 Data time: 0.1955, Forward time: 2.8871, Backward time: 3.5890, DDP time: 0.0033, Total iter time: 5.4809 [2020-11-08 05:16:50,288][root][INFO] - ===> Epoch[174](347/2): Loss -0.3877, Sem 0.2311, dir -0.9253, norm 0.3064, swav 0.0000 LR: 9.373e-02 Score 92.897 Data time: 0.3876, Forward time: 2.8889, Backward time: 3.5862, DDP time: 0.0033, Total iter time: 6.5228 [2020-11-08 05:16:58,877][root][INFO] - ===> Epoch[174](348/2): Loss -0.4254, Sem 0.2221, dir -0.9363, norm 0.2888, swav 0.0000 LR: 9.371e-02 Score 93.536 Data time: 0.2882, Forward time: 2.8904, Backward time: 3.5892, DDP time: 0.0033, Total iter time: 8.4475 [2020-11-08 05:17:05,222][root][INFO] - ===> Epoch[175](349/2): Loss -0.3827, Sem 0.2208, dir -0.9259, norm 0.3224, swav 0.0000 LR: 9.370e-02 Score 93.392 Data time: 0.2214, Forward time: 2.8896, Backward time: 3.5882, DDP time: 0.0033, Total iter time: 6.1930 [2020-11-08 05:17:11,240][root][INFO] - ===> Epoch[175](350/2): Loss -0.4269, Sem 0.2120, dir -0.9255, norm 0.2866, swav 0.0000 LR: 9.368e-02 Score 93.505 Data time: 0.2137, Forward time: 2.8881, Backward time: 3.5873, DDP time: 0.0033, Total iter time: 5.8819 [2020-11-08 05:17:16,984][root][INFO] - ===> Epoch[176](351/2): Loss -0.3764, Sem 0.2250, dir -0.9225, norm 0.3211, swav 0.0000 LR: 9.366e-02 Score 93.375 Data time: 0.2280, Forward time: 2.8868, Backward time: 3.5852, DDP time: 0.0033, Total iter time: 5.5876 [2020-11-08 05:17:23,843][root][INFO] - ===> Epoch[176](352/2): Loss -0.3984, Sem 0.2137, dir -0.9219, norm 0.3098, swav 0.0000 LR: 9.364e-02 Score 93.582 Data time: 0.2177, Forward time: 2.8858, Backward time: 3.5859, DDP time: 0.0033, Total iter time: 6.7098 [2020-11-08 05:17:30,796][root][INFO] - ===> Epoch[177](353/2): Loss -0.4210, Sem 0.1990, dir -0.9207, norm 0.3008, swav 0.0000 LR: 9.362e-02 Score 94.079 Data time: 0.1791, Forward time: 2.8836, Backward time: 3.5881, DDP time: 0.0033, Total iter time: 6.7859 [2020-11-08 05:17:36,936][root][INFO] - ===> Epoch[177](354/2): Loss -0.4489, Sem 0.2061, dir -0.9391, norm 0.2840, swav 0.0000 LR: 9.361e-02 Score 93.912 Data time: 0.2245, Forward time: 2.8823, Backward time: 3.5871, DDP time: 0.0033, Total iter time: 6.0140 [2020-11-08 05:17:43,438][root][INFO] - ===> Epoch[178](355/2): Loss -0.3612, Sem 0.2335, dir -0.9168, norm 0.3221, swav 0.0000 LR: 9.359e-02 Score 93.028 Data time: 0.2032, Forward time: 2.8812, Backward time: 3.5871, DDP time: 0.0033, Total iter time: 6.3642 [2020-11-08 05:17:49,641][root][INFO] - ===> Epoch[178](356/2): Loss -0.4192, Sem 0.2067, dir -0.9265, norm 0.3006, swav 0.0000 LR: 9.357e-02 Score 93.679 Data time: 0.1629, Forward time: 2.8785, Backward time: 3.5878, DDP time: 0.0033, Total iter time: 6.0527 [2020-11-08 05:17:57,565][root][INFO] - ===> Epoch[179](357/2): Loss -0.4402, Sem 0.2034, dir -0.9314, norm 0.2879, swav 0.0000 LR: 9.355e-02 Score 94.011 Data time: 0.2030, Forward time: 2.8767, Backward time: 3.5923, DDP time: 0.0033, Total iter time: 7.7931 [2020-11-08 05:18:04,636][root][INFO] - ===> Epoch[179](358/2): Loss -0.3945, Sem 0.2144, dir -0.9237, norm 0.3148, swav 0.0000 LR: 9.353e-02 Score 93.488 Data time: 0.3636, Forward time: 2.8791, Backward time: 3.5901, DDP time: 0.0033, Total iter time: 6.9192 [2020-11-08 05:18:10,302][root][INFO] - ===> Epoch[180](359/2): Loss -0.4047, Sem 0.2078, dir -0.9280, norm 0.3156, swav 0.0000 LR: 9.352e-02 Score 93.728 Data time: 0.2278, Forward time: 2.8789, Backward time: 3.5868, DDP time: 0.0033, Total iter time: 5.4951 [2020-11-08 05:18:16,611][root][INFO] - ===> Epoch[180](360/2): Loss -0.4325, Sem 0.2177, dir -0.9356, norm 0.2854, swav 0.0000 LR: 9.350e-02 Score 93.569 Data time: 0.3210, Forward time: 2.8803, Backward time: 3.5836, DDP time: 0.0033, Total iter time: 6.1665 [2020-11-08 05:18:23,440][root][INFO] - ===> Epoch[181](361/2): Loss -0.4480, Sem 0.2007, dir -0.9307, norm 0.2819, swav 0.0000 LR: 9.348e-02 Score 94.106 Data time: 0.3202, Forward time: 2.8824, Backward time: 3.5811, DDP time: 0.0033, Total iter time: 6.6448 [2020-11-08 05:18:30,924][root][INFO] - ===> Epoch[181](362/2): Loss -0.4547, Sem 0.1960, dir -0.9374, norm 0.2866, swav 0.0000 LR: 9.346e-02 Score 94.221 Data time: 0.2324, Forward time: 2.8805, Backward time: 3.5843, DDP time: 0.0033, Total iter time: 7.3457 [2020-11-08 05:18:38,095][root][INFO] - ===> Epoch[182](363/2): Loss -0.4236, Sem 0.2115, dir -0.9307, norm 0.2957, swav 0.0000 LR: 9.344e-02 Score 93.673 Data time: 0.1770, Forward time: 2.8778, Backward time: 3.5877, DDP time: 0.0033, Total iter time: 7.0411 [2020-11-08 05:18:44,432][root][INFO] - ===> Epoch[182](364/2): Loss -0.4532, Sem 0.2066, dir -0.9386, norm 0.2788, swav 0.0000 LR: 9.342e-02 Score 93.836 Data time: 0.2012, Forward time: 2.8767, Backward time: 3.5874, DDP time: 0.0033, Total iter time: 6.2597 [2020-11-08 05:18:51,486][root][INFO] - ===> Epoch[183](365/2): Loss -0.4143, Sem 0.2141, dir -0.9288, norm 0.3004, swav 0.0000 LR: 9.341e-02 Score 93.539 Data time: 0.2124, Forward time: 2.8741, Backward time: 3.5902, DDP time: 0.0033, Total iter time: 6.9309 [2020-11-08 05:18:57,983][root][INFO] - ===> Epoch[183](366/2): Loss -0.4519, Sem 0.2100, dir -0.9372, norm 0.2753, swav 0.0000 LR: 9.339e-02 Score 93.764 Data time: 0.2092, Forward time: 2.8726, Backward time: 3.5907, DDP time: 0.0033, Total iter time: 6.3969 [2020-11-08 05:19:06,243][root][INFO] - ===> Epoch[184](367/2): Loss -0.4301, Sem 0.2200, dir -0.9333, norm 0.2832, swav 0.0000 LR: 9.337e-02 Score 93.410 Data time: 0.2499, Forward time: 2.8725, Backward time: 3.5942, DDP time: 0.0033, Total iter time: 8.1008 [2020-11-08 05:19:12,387][root][INFO] - ===> Epoch[184](368/2): Loss -0.4106, Sem 0.2176, dir -0.9282, norm 0.3001, swav 0.0000 LR: 9.335e-02 Score 93.264 Data time: 0.2130, Forward time: 2.8714, Backward time: 3.5932, DDP time: 0.0033, Total iter time: 6.0031 [2020-11-08 05:19:19,195][root][INFO] - ===> Epoch[185](369/2): Loss -0.4407, Sem 0.2003, dir -0.9266, norm 0.2856, swav 0.0000 LR: 9.333e-02 Score 93.973 Data time: 0.2677, Forward time: 2.8706, Backward time: 3.5936, DDP time: 0.0033, Total iter time: 6.6815 [2020-11-08 05:19:26,074][root][INFO] - ===> Epoch[185](370/2): Loss -0.4437, Sem 0.2066, dir -0.9333, norm 0.2831, swav 0.0000 LR: 9.332e-02 Score 93.773 Data time: 0.1742, Forward time: 2.8682, Backward time: 3.5958, DDP time: 0.0033, Total iter time: 6.7409 [2020-11-08 05:19:33,077][root][INFO] - ===> Epoch[186](371/2): Loss -0.4594, Sem 0.1862, dir -0.9299, norm 0.2843, swav 0.0000 LR: 9.330e-02 Score 94.441 Data time: 0.3986, Forward time: 2.8702, Backward time: 3.5938, DDP time: 0.0033, Total iter time: 6.8739 [2020-11-08 05:19:39,519][root][INFO] - ===> Epoch[186](372/2): Loss -0.3989, Sem 0.2147, dir -0.9230, norm 0.3094, swav 0.0000 LR: 9.328e-02 Score 93.558 Data time: 0.3355, Forward time: 2.8698, Backward time: 3.5926, DDP time: 0.0033, Total iter time: 6.3061 [2020-11-08 05:19:45,610][root][INFO] - ===> Epoch[187](373/2): Loss -0.4079, Sem 0.1948, dir -0.9227, norm 0.3201, swav 0.0000 LR: 9.326e-02 Score 94.230 Data time: 0.2546, Forward time: 2.8696, Backward time: 3.5905, DDP time: 0.0033, Total iter time: 5.9434 [2020-11-08 05:19:51,529][root][INFO] - ===> Epoch[187](374/2): Loss -0.4435, Sem 0.1977, dir -0.9294, norm 0.2882, swav 0.0000 LR: 9.324e-02 Score 94.094 Data time: 0.3142, Forward time: 2.8704, Backward time: 3.5870, DDP time: 0.0033, Total iter time: 5.7469 [2020-11-08 05:19:57,882][root][INFO] - ===> Epoch[188](375/2): Loss -0.4490, Sem 0.2028, dir -0.9322, norm 0.2805, swav 0.0000 LR: 9.323e-02 Score 93.873 Data time: 0.2083, Forward time: 2.8698, Backward time: 3.5861, DDP time: 0.0033, Total iter time: 6.2013 [2020-11-08 05:20:04,075][root][INFO] - ===> Epoch[188](376/2): Loss -0.4595, Sem 0.1946, dir -0.9343, norm 0.2801, swav 0.0000 LR: 9.321e-02 Score 94.214 Data time: 0.2216, Forward time: 2.8686, Backward time: 3.5854, DDP time: 0.0033, Total iter time: 5.9971 [2020-11-08 05:20:11,148][root][INFO] - ===> Epoch[189](377/2): Loss -0.4497, Sem 0.2053, dir -0.9325, norm 0.2774, swav 0.0000 LR: 9.319e-02 Score 93.895 Data time: 0.3605, Forward time: 2.8709, Backward time: 3.5833, DDP time: 0.0033, Total iter time: 6.9231 [2020-11-08 05:20:17,764][root][INFO] - ===> Epoch[189](378/2): Loss -0.4088, Sem 0.1872, dir -0.9191, norm 0.3231, swav 0.0000 LR: 9.317e-02 Score 94.380 Data time: 0.2371, Forward time: 2.8700, Backward time: 3.5834, DDP time: 0.0033, Total iter time: 6.4794 [2020-11-08 05:20:25,712][root][INFO] - ===> Epoch[190](379/2): Loss -0.4235, Sem 0.2150, dir -0.9271, norm 0.2886, swav 0.0000 LR: 9.315e-02 Score 93.519 Data time: 0.4014, Forward time: 2.8731, Backward time: 3.5827, DDP time: 0.0033, Total iter time: 7.7946 [2020-11-08 05:20:32,255][root][INFO] - ===> Epoch[190](380/2): Loss -0.4513, Sem 0.1933, dir -0.9316, norm 0.2869, swav 0.0000 LR: 9.313e-02 Score 94.437 Data time: 0.2663, Forward time: 2.8727, Backward time: 3.5821, DDP time: 0.0033, Total iter time: 6.4114 [2020-11-08 05:20:38,213][root][INFO] - ===> Epoch[191](381/2): Loss -0.4791, Sem 0.1716, dir -0.9361, norm 0.2854, swav 0.0000 LR: 9.312e-02 Score 94.961 Data time: 0.2709, Forward time: 2.8729, Backward time: 3.5794, DDP time: 0.0033, Total iter time: 5.8027 [2020-11-08 05:20:44,748][root][INFO] - ===> Epoch[191](382/2): Loss -0.4000, Sem 0.2111, dir -0.9236, norm 0.3125, swav 0.0000 LR: 9.310e-02 Score 93.635 Data time: 0.2925, Forward time: 2.8744, Backward time: 3.5769, DDP time: 0.0033, Total iter time: 6.3916 [2020-11-08 05:20:51,301][root][INFO] - ===> Epoch[192](383/2): Loss -0.4686, Sem 0.1929, dir -0.9334, norm 0.2719, swav 0.0000 LR: 9.308e-02 Score 94.249 Data time: 0.1907, Forward time: 2.8732, Backward time: 3.5772, DDP time: 0.0033, Total iter time: 6.4110 [2020-11-08 05:20:58,298][root][INFO] - ===> Epoch[192](384/2): Loss -0.4660, Sem 0.1885, dir -0.9394, norm 0.2848, swav 0.0000 LR: 9.306e-02 Score 94.228 Data time: 0.2129, Forward time: 2.8720, Backward time: 3.5786, DDP time: 0.0033, Total iter time: 6.8643 [2020-11-08 05:21:05,552][root][INFO] - ===> Epoch[193](385/2): Loss -0.4327, Sem 0.1927, dir -0.9245, norm 0.2991, swav 0.0000 LR: 9.304e-02 Score 94.178 Data time: 0.3759, Forward time: 2.8742, Backward time: 3.5770, DDP time: 0.0033, Total iter time: 7.1102 [2020-11-08 05:21:12,721][root][INFO] - ===> Epoch[193](386/2): Loss -0.4214, Sem 0.1994, dir -0.9253, norm 0.3044, swav 0.0000 LR: 9.303e-02 Score 93.955 Data time: 0.2200, Forward time: 2.8726, Backward time: 3.5792, DDP time: 0.0033, Total iter time: 7.0323 [2020-11-08 05:21:19,756][root][INFO] - ===> Epoch[194](387/2): Loss -0.4804, Sem 0.1740, dir -0.9345, norm 0.2801, swav 0.0000 LR: 9.301e-02 Score 94.770 Data time: 0.1882, Forward time: 2.8709, Backward time: 3.5812, DDP time: 0.0033, Total iter time: 6.9075 [2020-11-08 05:21:25,571][root][INFO] - ===> Epoch[194](388/2): Loss -0.4633, Sem 0.1908, dir -0.9394, norm 0.2853, swav 0.0000 LR: 9.299e-02 Score 94.229 Data time: 0.1592, Forward time: 2.8685, Backward time: 3.5809, DDP time: 0.0033, Total iter time: 5.6694 [2020-11-08 05:21:32,351][root][INFO] - ===> Epoch[195](389/2): Loss -0.4739, Sem 0.1914, dir -0.9340, norm 0.2687, swav 0.0000 LR: 9.297e-02 Score 94.259 Data time: 0.1833, Forward time: 2.8665, Backward time: 3.5828, DDP time: 0.0033, Total iter time: 6.7060 [2020-11-08 05:21:38,993][root][INFO] - ===> Epoch[195](390/2): Loss -0.4142, Sem 0.1790, dir -0.9200, norm 0.3268, swav 0.0000 LR: 9.295e-02 Score 94.580 Data time: 0.2153, Forward time: 2.8642, Backward time: 3.5843, DDP time: 0.0033, Total iter time: 6.5114 [2020-11-08 05:21:47,781][root][INFO] - ===> Epoch[196](391/2): Loss -0.4416, Sem 0.1951, dir -0.9367, norm 0.3000, swav 0.0000 LR: 9.294e-02 Score 94.210 Data time: 0.3066, Forward time: 2.8643, Backward time: 3.5888, DDP time: 0.0033, Total iter time: 8.6840 [2020-11-08 05:21:54,187][root][INFO] - ===> Epoch[196](392/2): Loss -0.4704, Sem 0.1762, dir -0.9323, norm 0.2857, swav 0.0000 LR: 9.292e-02 Score 94.680 Data time: 0.3017, Forward time: 2.8657, Backward time: 3.5860, DDP time: 0.0033, Total iter time: 6.2412 [2020-11-08 05:22:00,481][root][INFO] - ===> Epoch[197](393/2): Loss -0.4298, Sem 0.1824, dir -0.9241, norm 0.3120, swav 0.0000 LR: 9.290e-02 Score 94.598 Data time: 0.3376, Forward time: 2.8669, Backward time: 3.5832, DDP time: 0.0033, Total iter time: 6.1415 [2020-11-08 05:22:06,863][root][INFO] - ===> Epoch[197](394/2): Loss -0.4276, Sem 0.1884, dir -0.9174, norm 0.3014, swav 0.0000 LR: 9.288e-02 Score 94.287 Data time: 0.2580, Forward time: 2.8655, Backward time: 3.5832, DDP time: 0.0033, Total iter time: 6.2650 [2020-11-08 05:22:12,882][root][INFO] - ===> Epoch[198](395/2): Loss -0.4529, Sem 0.1885, dir -0.9323, norm 0.2909, swav 0.0000 LR: 9.286e-02 Score 94.404 Data time: 0.1763, Forward time: 2.8628, Backward time: 3.5836, DDP time: 0.0033, Total iter time: 5.8874 [2020-11-08 05:22:19,903][root][INFO] - ===> Epoch[198](396/2): Loss -0.4732, Sem 0.1637, dir -0.9307, norm 0.2938, swav 0.0000 LR: 9.284e-02 Score 95.010 Data time: 0.2331, Forward time: 2.8615, Backward time: 3.5852, DDP time: 0.0033, Total iter time: 6.8890 [2020-11-08 05:22:27,928][root][INFO] - ===> Epoch[199](397/2): Loss -0.4025, Sem 0.1832, dir -0.9206, norm 0.3349, swav 0.0000 LR: 9.283e-02 Score 94.614 Data time: 0.3841, Forward time: 2.8650, Backward time: 3.5842, DDP time: 0.0033, Total iter time: 7.8529 [2020-11-08 05:22:37,496][root][INFO] - ===> Epoch[199](398/2): Loss -0.4555, Sem 0.1953, dir -0.9315, norm 0.2807, swav 0.0000 LR: 9.281e-02 Score 94.163 Data time: 0.1963, Forward time: 2.8626, Backward time: 3.5929, DDP time: 0.0033, Total iter time: 9.4044 [2020-11-08 05:22:44,524][root][INFO] - ===> Epoch[200](399/2): Loss -0.4810, Sem 0.1645, dir -0.9341, norm 0.2885, swav 0.0000 LR: 9.279e-02 Score 95.175 Data time: 0.3625, Forward time: 2.8645, Backward time: 3.5911, DDP time: 0.0033, Total iter time: 6.8783 [2020-11-08 05:22:51,124][root][INFO] - ===> Epoch[200](400/2): Loss -0.4614, Sem 0.1964, dir -0.9354, norm 0.2776, swav 0.0000 LR: 9.277e-02 Score 94.003 Data time: 0.2328, Forward time: 2.8648, Backward time: 3.5900, DDP time: 0.0033, Total iter time: 6.4601 [2020-11-08 05:22:57,472][root][INFO] - ===> Epoch[201](401/2): Loss -0.4776, Sem 0.1760, dir -0.9357, norm 0.2820, swav 0.0000 LR: 9.275e-02 Score 94.677 Data time: 0.2641, Forward time: 2.8642, Backward time: 3.5892, DDP time: 0.0033, Total iter time: 6.2240 [2020-11-08 05:23:04,706][root][INFO] - ===> Epoch[201](402/2): Loss -0.4674, Sem 0.1914, dir -0.9316, norm 0.2729, swav 0.0000 LR: 9.274e-02 Score 94.393 Data time: 0.2419, Forward time: 2.8638, Backward time: 3.5903, DDP time: 0.0033, Total iter time: 7.1045 [2020-11-08 05:23:12,023][root][INFO] - ===> Epoch[202](403/2): Loss -0.4832, Sem 0.1762, dir -0.9337, norm 0.2742, swav 0.0000 LR: 9.272e-02 Score 94.553 Data time: 0.2863, Forward time: 2.8646, Backward time: 3.5905, DDP time: 0.0033, Total iter time: 7.1826 [2020-11-08 05:23:18,832][root][INFO] - ===> Epoch[202](404/2): Loss -0.4814, Sem 0.1786, dir -0.9392, norm 0.2791, swav 0.0000 LR: 9.270e-02 Score 94.511 Data time: 0.2801, Forward time: 2.8652, Backward time: 3.5896, DDP time: 0.0033, Total iter time: 6.6771 [2020-11-08 05:23:25,619][root][INFO] - ===> Epoch[203](405/2): Loss -0.4895, Sem 0.1749, dir -0.9358, norm 0.2714, swav 0.0000 LR: 9.268e-02 Score 94.716 Data time: 0.3104, Forward time: 2.8651, Backward time: 3.5891, DDP time: 0.0033, Total iter time: 6.6678 [2020-11-08 05:23:31,833][root][INFO] - ===> Epoch[203](406/2): Loss -0.4780, Sem 0.1881, dir -0.9361, norm 0.2701, swav 0.0000 LR: 9.266e-02 Score 94.337 Data time: 0.2470, Forward time: 2.8640, Backward time: 3.5885, DDP time: 0.0033, Total iter time: 6.0907 [2020-11-08 05:23:38,185][root][INFO] - ===> Epoch[204](407/2): Loss -0.4957, Sem 0.1768, dir -0.9376, norm 0.2651, swav 0.0000 LR: 9.264e-02 Score 94.793 Data time: 0.2474, Forward time: 2.8630, Backward time: 3.5882, DDP time: 0.0034, Total iter time: 6.2636 [2020-11-08 05:23:45,033][root][INFO] - ===> Epoch[204](408/2): Loss -0.4767, Sem 0.1778, dir -0.9356, norm 0.2810, swav 0.0000 LR: 9.263e-02 Score 94.600 Data time: 0.2404, Forward time: 2.8616, Backward time: 3.5894, DDP time: 0.0034, Total iter time: 6.7377 [2020-11-08 05:23:51,482][root][INFO] - ===> Epoch[205](409/2): Loss -0.4969, Sem 0.1733, dir -0.9378, norm 0.2675, swav 0.0000 LR: 9.261e-02 Score 94.723 Data time: 0.2343, Forward time: 2.8617, Backward time: 3.5883, DDP time: 0.0034, Total iter time: 6.2990 [2020-11-08 05:23:57,195][root][INFO] - ===> Epoch[205](410/2): Loss -0.5023, Sem 0.1630, dir -0.9406, norm 0.2753, swav 0.0000 LR: 9.259e-02 Score 95.212 Data time: 0.2203, Forward time: 2.8614, Backward time: 3.5858, DDP time: 0.0034, Total iter time: 5.5614 [2020-11-08 05:24:04,415][root][INFO] - ===> Epoch[206](411/2): Loss -0.4789, Sem 0.1768, dir -0.9302, norm 0.2746, swav 0.0000 LR: 9.257e-02 Score 94.724 Data time: 0.3032, Forward time: 2.8610, Backward time: 3.5867, DDP time: 0.0034, Total iter time: 7.0698 [2020-11-08 05:24:09,919][root][INFO] - ===> Epoch[206](412/2): Loss -0.4879, Sem 0.1753, dir -0.9378, norm 0.2745, swav 0.0000 LR: 9.255e-02 Score 94.838 Data time: 0.2132, Forward time: 2.8605, Backward time: 3.5839, DDP time: 0.0034, Total iter time: 5.3434 [2020-11-08 05:24:16,489][root][INFO] - ===> Epoch[207](413/2): Loss -0.4991, Sem 0.1750, dir -0.9386, norm 0.2645, swav 0.0000 LR: 9.254e-02 Score 94.721 Data time: 0.2451, Forward time: 2.8593, Backward time: 3.5842, DDP time: 0.0034, Total iter time: 6.4274 [2020-11-08 05:24:24,446][root][INFO] - ===> Epoch[207](414/2): Loss -0.4991, Sem 0.1577, dir -0.9401, norm 0.2833, swav 0.0000 LR: 9.252e-02 Score 95.240 Data time: 0.2289, Forward time: 2.8590, Backward time: 3.5869, DDP time: 0.0034, Total iter time: 7.8324 [2020-11-08 05:24:30,249][root][INFO] - ===> Epoch[208](415/2): Loss -0.4660, Sem 0.1799, dir -0.9403, norm 0.2944, swav 0.0000 LR: 9.250e-02 Score 94.650 Data time: 0.2434, Forward time: 2.8588, Backward time: 3.5845, DDP time: 0.0034, Total iter time: 5.6651 [2020-11-08 05:24:37,126][root][INFO] - ===> Epoch[208](416/2): Loss -0.4913, Sem 0.1746, dir -0.9404, norm 0.2746, swav 0.0000 LR: 9.248e-02 Score 94.871 Data time: 0.2798, Forward time: 2.8595, Backward time: 3.5837, DDP time: 0.0034, Total iter time: 6.7478 [2020-11-08 05:24:43,467][root][INFO] - ===> Epoch[209](417/2): Loss -0.4709, Sem 0.1707, dir -0.9334, norm 0.2919, swav 0.0000 LR: 9.246e-02 Score 94.940 Data time: 0.3046, Forward time: 2.8608, Backward time: 3.5810, DDP time: 0.0034, Total iter time: 6.1756 [2020-11-08 05:24:50,384][root][INFO] - ===> Epoch[209](418/2): Loss -0.5360, Sem 0.1626, dir -0.9385, norm 0.2399, swav 0.0000 LR: 9.245e-02 Score 95.084 Data time: 0.2543, Forward time: 2.8612, Backward time: 3.5805, DDP time: 0.0034, Total iter time: 6.7518 [2020-11-08 05:24:56,649][root][INFO] - ===> Epoch[210](419/2): Loss -0.4932, Sem 0.1814, dir -0.9385, norm 0.2639, swav 0.0000 LR: 9.243e-02 Score 94.423 Data time: 0.3134, Forward time: 2.8614, Backward time: 3.5787, DDP time: 0.0034, Total iter time: 6.1194 [2020-11-08 05:25:03,066][root][INFO] - ===> Epoch[210](420/2): Loss -0.5080, Sem 0.1654, dir -0.9382, norm 0.2648, swav 0.0000 LR: 9.241e-02 Score 95.171 Data time: 0.2971, Forward time: 2.8628, Backward time: 3.5763, DDP time: 0.0034, Total iter time: 6.2638 [2020-11-08 05:25:09,949][root][INFO] - ===> Epoch[211](421/2): Loss -0.5122, Sem 0.1597, dir -0.9408, norm 0.2689, swav 0.0000 LR: 9.239e-02 Score 95.180 Data time: 0.3448, Forward time: 2.8648, Backward time: 3.5741, DDP time: 0.0034, Total iter time: 6.7179 [2020-11-08 05:25:16,964][root][INFO] - ===> Epoch[211](422/2): Loss -0.5059, Sem 0.1638, dir -0.9422, norm 0.2725, swav 0.0000 LR: 9.237e-02 Score 94.915 Data time: 0.2248, Forward time: 2.8642, Backward time: 3.5748, DDP time: 0.0034, Total iter time: 6.8479 [2020-11-08 05:25:23,308][root][INFO] - ===> Epoch[212](423/2): Loss -0.5084, Sem 0.1773, dir -0.9420, norm 0.2563, swav 0.0000 LR: 9.235e-02 Score 94.599 Data time: 0.2930, Forward time: 2.8654, Backward time: 3.5724, DDP time: 0.0034, Total iter time: 6.2146 [2020-11-08 05:25:30,274][root][INFO] - ===> Epoch[212](424/2): Loss -0.4819, Sem 0.1704, dir -0.9348, norm 0.2825, swav 0.0000 LR: 9.234e-02 Score 94.894 Data time: 0.3105, Forward time: 2.8670, Backward time: 3.5708, DDP time: 0.0034, Total iter time: 6.8347 [2020-11-08 05:25:37,359][root][INFO] - ===> Epoch[213](425/2): Loss -0.4928, Sem 0.1523, dir -0.9285, norm 0.2834, swav 0.0000 LR: 9.232e-02 Score 95.372 Data time: 0.2228, Forward time: 2.8664, Backward time: 3.5719, DDP time: 0.0034, Total iter time: 6.9248 [2020-11-08 05:25:45,020][root][INFO] - ===> Epoch[213](426/2): Loss -0.4837, Sem 0.1820, dir -0.9359, norm 0.2702, swav 0.0000 LR: 9.230e-02 Score 94.477 Data time: 0.2354, Forward time: 2.8665, Backward time: 3.5735, DDP time: 0.0034, Total iter time: 7.5420 [2020-11-08 05:25:51,830][root][INFO] - ===> Epoch[214](427/2): Loss -0.5160, Sem 0.1735, dir -0.9438, norm 0.2543, swav 0.0000 LR: 9.228e-02 Score 94.735 Data time: 0.2423, Forward time: 2.8665, Backward time: 3.5733, DDP time: 0.0034, Total iter time: 6.6877 [2020-11-08 05:25:57,733][root][INFO] - ===> Epoch[214](428/2): Loss -0.5053, Sem 0.1674, dir -0.9443, norm 0.2716, swav 0.0000 LR: 9.226e-02 Score 95.008 Data time: 0.1984, Forward time: 2.8653, Backward time: 3.5722, DDP time: 0.0034, Total iter time: 5.7616 [2020-11-08 05:26:04,129][root][INFO] - ===> Epoch[215](429/2): Loss -0.5026, Sem 0.1581, dir -0.9356, norm 0.2749, swav 0.0000 LR: 9.225e-02 Score 95.331 Data time: 0.2093, Forward time: 2.8649, Backward time: 3.5717, DDP time: 0.0034, Total iter time: 6.3023 [2020-11-08 05:26:10,829][root][INFO] - ===> Epoch[215](430/2): Loss -0.4965, Sem 0.1605, dir -0.9354, norm 0.2784, swav 0.0000 LR: 9.223e-02 Score 95.176 Data time: 0.2305, Forward time: 2.8637, Backward time: 3.5723, DDP time: 0.0034, Total iter time: 6.5621 [2020-11-08 05:26:17,365][root][INFO] - ===> Epoch[216](431/2): Loss -0.4590, Sem 0.1975, dir -0.9389, norm 0.2824, swav 0.0000 LR: 9.221e-02 Score 93.990 Data time: 0.2443, Forward time: 2.8639, Backward time: 3.5713, DDP time: 0.0034, Total iter time: 6.4072 [2020-11-08 05:26:23,952][root][INFO] - ===> Epoch[216](432/2): Loss -0.4936, Sem 0.1730, dir -0.9395, norm 0.2729, swav 0.0000 LR: 9.219e-02 Score 94.752 Data time: 0.2235, Forward time: 2.8636, Backward time: 3.5709, DDP time: 0.0034, Total iter time: 6.4187 [2020-11-08 05:26:30,248][root][INFO] - ===> Epoch[217](433/2): Loss -0.4494, Sem 0.1724, dir -0.9270, norm 0.3052, swav 0.0000 LR: 9.217e-02 Score 94.758 Data time: 0.2290, Forward time: 2.8623, Backward time: 3.5708, DDP time: 0.0034, Total iter time: 6.1651 [2020-11-08 05:26:37,018][root][INFO] - ===> Epoch[217](434/2): Loss -0.4667, Sem 0.1760, dir -0.9338, norm 0.2912, swav 0.0000 LR: 9.215e-02 Score 94.567 Data time: 0.2869, Forward time: 2.8624, Backward time: 3.5703, DDP time: 0.0034, Total iter time: 6.6190 [2020-11-08 05:26:43,265][root][INFO] - ===> Epoch[218](435/2): Loss -0.5444, Sem 0.1552, dir -0.9423, norm 0.2427, swav 0.0000 LR: 9.214e-02 Score 95.340 Data time: 0.2841, Forward time: 2.8630, Backward time: 3.5681, DDP time: 0.0034, Total iter time: 6.1023 [2020-11-08 05:26:51,433][root][INFO] - ===> Epoch[218](436/2): Loss -0.4519, Sem 0.1716, dir -0.9211, norm 0.2976, swav 0.0000 LR: 9.212e-02 Score 94.651 Data time: 0.5138, Forward time: 2.8662, Backward time: 3.5674, DDP time: 0.0034, Total iter time: 8.0327 [2020-11-08 05:26:58,780][root][INFO] - ===> Epoch[219](437/2): Loss -0.4848, Sem 0.1720, dir -0.9322, norm 0.2754, swav 0.0000 LR: 9.210e-02 Score 94.607 Data time: 0.2743, Forward time: 2.8668, Backward time: 3.5678, DDP time: 0.0034, Total iter time: 7.2142 [2020-11-08 05:27:05,788][root][INFO] - ===> Epoch[219](438/2): Loss -0.4900, Sem 0.1713, dir -0.9430, norm 0.2817, swav 0.0000 LR: 9.208e-02 Score 94.768 Data time: 0.3111, Forward time: 2.8677, Backward time: 3.5670, DDP time: 0.0034, Total iter time: 6.8713 [2020-11-08 05:27:12,772][root][INFO] - ===> Epoch[220](439/2): Loss -0.4885, Sem 0.1664, dir -0.9320, norm 0.2771, swav 0.0000 LR: 9.206e-02 Score 94.882 Data time: 0.1642, Forward time: 2.8659, Backward time: 3.5691, DDP time: 0.0034, Total iter time: 6.8314 [2020-11-08 05:27:20,155][root][INFO] - ===> Epoch[220](440/2): Loss -0.4691, Sem 0.1653, dir -0.9326, norm 0.2982, swav 0.0000 LR: 9.205e-02 Score 95.151 Data time: 0.2419, Forward time: 2.8659, Backward time: 3.5702, DDP time: 0.0034, Total iter time: 7.2737 [2020-11-08 05:27:27,551][root][INFO] - ===> Epoch[221](441/2): Loss -0.4844, Sem 0.1603, dir -0.9340, norm 0.2893, swav 0.0000 LR: 9.203e-02 Score 95.110 Data time: 0.2662, Forward time: 2.8663, Backward time: 3.5709, DDP time: 0.0034, Total iter time: 7.2438 [2020-11-08 05:27:33,938][root][INFO] - ===> Epoch[221](442/2): Loss -0.4672, Sem 0.1811, dir -0.9334, norm 0.2851, swav 0.0000 LR: 9.201e-02 Score 94.430 Data time: 0.2266, Forward time: 2.8658, Backward time: 3.5701, DDP time: 0.0034, Total iter time: 6.2286 [2020-11-08 05:27:41,770][root][INFO] - ===> Epoch[222](443/2): Loss -0.4729, Sem 0.1636, dir -0.9314, norm 0.2950, swav 0.0000 LR: 9.199e-02 Score 94.988 Data time: 0.1702, Forward time: 2.8641, Backward time: 3.5739, DDP time: 0.0034, Total iter time: 7.6978 [2020-11-08 05:27:47,227][root][INFO] - ===> Epoch[222](444/2): Loss -0.4879, Sem 0.1620, dir -0.9317, norm 0.2819, swav 0.0000 LR: 9.197e-02 Score 95.009 Data time: 0.1695, Forward time: 2.8626, Backward time: 3.5725, DDP time: 0.0034, Total iter time: 5.3653 [2020-11-08 05:27:53,115][root][INFO] - ===> Epoch[223](445/2): Loss -0.5157, Sem 0.1561, dir -0.9423, norm 0.2705, swav 0.0000 LR: 9.195e-02 Score 95.197 Data time: 0.2377, Forward time: 2.8614, Backward time: 3.5713, DDP time: 0.0034, Total iter time: 5.7310 [2020-11-08 05:28:00,332][root][INFO] - ===> Epoch[223](446/2): Loss -0.5204, Sem 0.1529, dir -0.9359, norm 0.2626, swav 0.0000 LR: 9.194e-02 Score 95.397 Data time: 0.3960, Forward time: 2.8621, Backward time: 3.5710, DDP time: 0.0034, Total iter time: 7.0796 [2020-11-08 05:28:06,774][root][INFO] - ===> Epoch[224](447/2): Loss -0.4853, Sem 0.1691, dir -0.9377, norm 0.2833, swav 0.0000 LR: 9.192e-02 Score 94.831 Data time: 0.3072, Forward time: 2.8625, Backward time: 3.5694, DDP time: 0.0034, Total iter time: 6.2862 [2020-11-08 05:28:15,311][root][INFO] - ===> Epoch[224](448/2): Loss -0.4888, Sem 0.1629, dir -0.9404, norm 0.2887, swav 0.0000 LR: 9.190e-02 Score 95.044 Data time: 0.4274, Forward time: 2.8662, Backward time: 3.5692, DDP time: 0.0034, Total iter time: 8.3927 [2020-11-08 05:28:22,796][root][INFO] - ===> Epoch[225](449/2): Loss -0.5144, Sem 0.1634, dir -0.9414, norm 0.2636, swav 0.0000 LR: 9.188e-02 Score 95.170 Data time: 0.2504, Forward time: 2.8670, Backward time: 3.5696, DDP time: 0.0034, Total iter time: 7.3041 [2020-11-08 05:28:30,793][root][INFO] - ===> Epoch[225](450/2): Loss -0.5165, Sem 0.1491, dir -0.9411, norm 0.2755, swav 0.0000 LR: 9.186e-02 Score 95.351 Data time: 0.4081, Forward time: 2.8674, Backward time: 3.5711, DDP time: 0.0034, Total iter time: 7.8791 [2020-11-08 05:28:38,211][root][INFO] - ===> Epoch[226](451/2): Loss -0.5067, Sem 0.1628, dir -0.9342, norm 0.2647, swav 0.0000 LR: 9.185e-02 Score 95.078 Data time: 0.3792, Forward time: 2.8699, Backward time: 3.5696, DDP time: 0.0034, Total iter time: 7.2873 [2020-11-08 05:28:43,902][root][INFO] - ===> Epoch[226](452/2): Loss -0.5194, Sem 0.1565, dir -0.9437, norm 0.2678, swav 0.0000 LR: 9.183e-02 Score 95.239 Data time: 0.2772, Forward time: 2.8704, Backward time: 3.5665, DDP time: 0.0034, Total iter time: 5.5486 [2020-11-08 05:28:50,849][root][INFO] - ===> Epoch[227](453/2): Loss -0.5295, Sem 0.1524, dir -0.9466, norm 0.2646, swav 0.0000 LR: 9.181e-02 Score 95.380 Data time: 0.3133, Forward time: 2.8707, Backward time: 3.5663, DDP time: 0.0034, Total iter time: 6.8076 [2020-11-08 05:28:57,170][root][INFO] - ===> Epoch[227](454/2): Loss -0.5038, Sem 0.1684, dir -0.9370, norm 0.2648, swav 0.0000 LR: 9.179e-02 Score 94.936 Data time: 0.1787, Forward time: 2.8691, Backward time: 3.5666, DDP time: 0.0034, Total iter time: 6.1914 [2020-11-08 05:29:04,091][root][INFO] - ===> Epoch[228](455/2): Loss -0.5141, Sem 0.1436, dir -0.9407, norm 0.2830, swav 0.0000 LR: 9.177e-02 Score 95.648 Data time: 0.1956, Forward time: 2.8680, Backward time: 3.5679, DDP time: 0.0034, Total iter time: 6.8337 [2020-11-08 05:29:10,654][root][INFO] - ===> Epoch[228](456/2): Loss -0.5277, Sem 0.1483, dir -0.9399, norm 0.2639, swav 0.0000 LR: 9.175e-02 Score 95.436 Data time: 0.1943, Forward time: 2.8661, Backward time: 3.5690, DDP time: 0.0034, Total iter time: 6.4307 [2020-11-08 05:29:17,534][root][INFO] - ===> Epoch[229](457/2): Loss -0.5253, Sem 0.1470, dir -0.9394, norm 0.2672, swav 0.0000 LR: 9.174e-02 Score 95.508 Data time: 0.2558, Forward time: 2.8664, Backward time: 3.5687, DDP time: 0.0034, Total iter time: 6.7666 [2020-11-08 05:29:24,515][root][INFO] - ===> Epoch[229](458/2): Loss -0.4997, Sem 0.1666, dir -0.9375, norm 0.2711, swav 0.0000 LR: 9.172e-02 Score 95.134 Data time: 0.3197, Forward time: 2.8666, Backward time: 3.5686, DDP time: 0.0034, Total iter time: 6.8497 [2020-11-08 05:29:33,294][root][INFO] - ===> Epoch[230](459/2): Loss -0.5205, Sem 0.1446, dir -0.9426, norm 0.2776, swav 0.0000 LR: 9.170e-02 Score 95.590 Data time: 0.1988, Forward time: 2.8656, Backward time: 3.5736, DDP time: 0.0034, Total iter time: 8.6588 [2020-11-08 05:29:40,419][root][INFO] - ===> Epoch[230](460/2): Loss -0.5159, Sem 0.1580, dir -0.9422, norm 0.2683, swav 0.0000 LR: 9.168e-02 Score 95.190 Data time: 0.2472, Forward time: 2.8659, Backward time: 3.5738, DDP time: 0.0034, Total iter time: 7.0109 [2020-11-08 05:29:47,033][root][INFO] - ===> Epoch[231](461/2): Loss -0.5233, Sem 0.1535, dir -0.9388, norm 0.2620, swav 0.0000 LR: 9.166e-02 Score 95.403 Data time: 0.3629, Forward time: 2.8674, Backward time: 3.5716, DDP time: 0.0034, Total iter time: 6.4672 [2020-11-08 05:29:52,879][root][INFO] - ===> Epoch[231](462/2): Loss -0.5522, Sem 0.1484, dir -0.9472, norm 0.2466, swav 0.0000 LR: 9.165e-02 Score 95.511 Data time: 0.2838, Forward time: 2.8680, Backward time: 3.5687, DDP time: 0.0034, Total iter time: 5.6950 [2020-11-08 05:29:59,565][root][INFO] - ===> Epoch[232](463/2): Loss -0.5589, Sem 0.1446, dir -0.9492, norm 0.2457, swav 0.0000 LR: 9.163e-02 Score 95.568 Data time: 0.2581, Forward time: 2.8680, Backward time: 3.5682, DDP time: 0.0034, Total iter time: 6.5378 [2020-11-08 05:30:07,610][root][INFO] - ===> Epoch[232](464/2): Loss -0.5445, Sem 0.1482, dir -0.9440, norm 0.2514, swav 0.0000 LR: 9.161e-02 Score 95.444 Data time: 0.2808, Forward time: 2.8689, Backward time: 3.5697, DDP time: 0.0034, Total iter time: 7.9172 [2020-11-08 05:30:14,609][root][INFO] - ===> Epoch[233](465/2): Loss -0.5380, Sem 0.1467, dir -0.9444, norm 0.2598, swav 0.0000 LR: 9.159e-02 Score 95.599 Data time: 0.2837, Forward time: 2.8684, Backward time: 3.5702, DDP time: 0.0034, Total iter time: 6.8604 [2020-11-08 05:30:20,923][root][INFO] - ===> Epoch[233](466/2): Loss -0.5639, Sem 0.1469, dir -0.9480, norm 0.2372, swav 0.0000 LR: 9.157e-02 Score 95.300 Data time: 0.2848, Forward time: 2.8679, Backward time: 3.5694, DDP time: 0.0034, Total iter time: 6.1730 [2020-11-08 05:30:25,980][root][INFO] - ===> Epoch[234](467/2): Loss -0.5318, Sem 0.1546, dir -0.9411, norm 0.2547, swav 0.0000 LR: 9.156e-02 Score 95.322 Data time: 0.2002, Forward time: 2.8665, Backward time: 3.5670, DDP time: 0.0034, Total iter time: 4.9118 [2020-11-08 05:30:33,266][root][INFO] - ===> Epoch[234](468/2): Loss -0.5395, Sem 0.1328, dir -0.9440, norm 0.2717, swav 0.0000 LR: 9.154e-02 Score 95.937 Data time: 0.3784, Forward time: 2.8685, Backward time: 3.5658, DDP time: 0.0034, Total iter time: 7.1944 [2020-11-08 05:30:40,682][root][INFO] - ===> Epoch[235](469/2): Loss -0.5362, Sem 0.1470, dir -0.9439, norm 0.2608, swav 0.0000 LR: 9.152e-02 Score 95.513 Data time: 0.3906, Forward time: 2.8709, Backward time: 3.5643, DDP time: 0.0034, Total iter time: 7.2594 [2020-11-08 05:30:46,906][root][INFO] - ===> Epoch[235](470/2): Loss -0.5567, Sem 0.1427, dir -0.9500, norm 0.2507, swav 0.0000 LR: 9.150e-02 Score 95.662 Data time: 0.1862, Forward time: 2.8699, Backward time: 3.5639, DDP time: 0.0034, Total iter time: 6.0772 [2020-11-08 05:30:53,510][root][INFO] - ===> Epoch[236](471/2): Loss -0.5107, Sem 0.1490, dir -0.9359, norm 0.2762, swav 0.0000 LR: 9.148e-02 Score 95.469 Data time: 0.2091, Forward time: 2.8693, Backward time: 3.5640, DDP time: 0.0034, Total iter time: 6.4794 [2020-11-08 05:31:00,877][root][INFO] - ===> Epoch[236](472/2): Loss -0.5501, Sem 0.1346, dir -0.9469, norm 0.2622, swav 0.0000 LR: 9.146e-02 Score 95.924 Data time: 0.2143, Forward time: 2.8685, Backward time: 3.5657, DDP time: 0.0034, Total iter time: 7.2147 [2020-11-08 05:31:07,539][root][INFO] - ===> Epoch[237](473/2): Loss -0.5396, Sem 0.1527, dir -0.9431, norm 0.2509, swav 0.0000 LR: 9.145e-02 Score 95.281 Data time: 0.1803, Forward time: 2.8670, Backward time: 3.5667, DDP time: 0.0034, Total iter time: 6.5185 [2020-11-08 05:31:14,339][root][INFO] - ===> Epoch[237](474/2): Loss -0.5499, Sem 0.1345, dir -0.9487, norm 0.2643, swav 0.0000 LR: 9.143e-02 Score 95.957 Data time: 0.2676, Forward time: 2.8671, Backward time: 3.5664, DDP time: 0.0034, Total iter time: 6.6860 [2020-11-08 05:31:22,779][root][INFO] - ===> Epoch[238](475/2): Loss -0.5142, Sem 0.1469, dir -0.9350, norm 0.2738, swav 0.0000 LR: 9.141e-02 Score 95.514 Data time: 0.4384, Forward time: 2.8703, Backward time: 3.5661, DDP time: 0.0034, Total iter time: 8.2957 [2020-11-08 05:31:29,347][root][INFO] - ===> Epoch[238](476/2): Loss -0.5313, Sem 0.1447, dir -0.9357, norm 0.2598, swav 0.0000 LR: 9.139e-02 Score 95.557 Data time: 0.2592, Forward time: 2.8704, Backward time: 3.5653, DDP time: 0.0034, Total iter time: 6.4211 [2020-11-08 05:31:36,053][root][INFO] - ===> Epoch[239](477/2): Loss -0.5774, Sem 0.1279, dir -0.9483, norm 0.2430, swav 0.0000 LR: 9.137e-02 Score 96.055 Data time: 0.2683, Forward time: 2.8703, Backward time: 3.5650, DDP time: 0.0034, Total iter time: 6.5516 [2020-11-08 05:31:43,836][root][INFO] - ===> Epoch[239](478/2): Loss -0.5468, Sem 0.1464, dir -0.9457, norm 0.2525, swav 0.0000 LR: 9.136e-02 Score 95.554 Data time: 0.3379, Forward time: 2.8716, Backward time: 3.5653, DDP time: 0.0034, Total iter time: 7.6530 [2020-11-08 05:31:49,596][root][INFO] - ===> Epoch[240](479/2): Loss -0.5259, Sem 0.1442, dir -0.9419, norm 0.2718, swav 0.0000 LR: 9.134e-02 Score 95.461 Data time: 0.1884, Forward time: 2.8704, Backward time: 3.5643, DDP time: 0.0034, Total iter time: 5.6423 [2020-11-08 05:31:56,958][root][INFO] - ===> Epoch[240](480/2): Loss -0.5386, Sem 0.1354, dir -0.9412, norm 0.2672, swav 0.0000 LR: 9.132e-02 Score 95.821 Data time: 0.2643, Forward time: 2.8696, Backward time: 3.5659, DDP time: 0.0034, Total iter time: 7.2384 [2020-11-08 05:32:04,274][root][INFO] - ===> Epoch[241](481/2): Loss -0.5256, Sem 0.1545, dir -0.9400, norm 0.2599, swav 0.0000 LR: 9.130e-02 Score 95.253 Data time: 0.3660, Forward time: 2.8716, Backward time: 3.5647, DDP time: 0.0034, Total iter time: 7.1869 [2020-11-08 05:32:10,524][root][INFO] - ===> Epoch[241](482/2): Loss -0.5475, Sem 0.1380, dir -0.9460, norm 0.2605, swav 0.0000 LR: 9.128e-02 Score 95.729 Data time: 0.2157, Forward time: 2.8712, Backward time: 3.5638, DDP time: 0.0034, Total iter time: 6.1138 [2020-11-08 05:32:17,540][root][INFO] - ===> Epoch[242](483/2): Loss -0.5366, Sem 0.1276, dir -0.9322, norm 0.2679, swav 0.0000 LR: 9.126e-02 Score 96.150 Data time: 0.2585, Forward time: 2.8714, Backward time: 3.5638, DDP time: 0.0034, Total iter time: 6.8748 [2020-11-08 05:32:24,716][root][INFO] - ===> Epoch[242](484/2): Loss -0.5163, Sem 0.1441, dir -0.9353, norm 0.2749, swav 0.0000 LR: 9.125e-02 Score 95.583 Data time: 0.3660, Forward time: 2.8734, Backward time: 3.5623, DDP time: 0.0034, Total iter time: 7.0391 [2020-11-08 05:32:31,723][root][INFO] - ===> Epoch[243](485/2): Loss -0.5573, Sem 0.1379, dir -0.9499, norm 0.2547, swav 0.0000 LR: 9.123e-02 Score 95.776 Data time: 0.2392, Forward time: 2.8737, Backward time: 3.5622, DDP time: 0.0034, Total iter time: 6.8820 [2020-11-08 05:32:38,453][root][INFO] - ===> Epoch[243](486/2): Loss -0.5498, Sem 0.1371, dir -0.9429, norm 0.2561, swav 0.0000 LR: 9.121e-02 Score 95.676 Data time: 0.2251, Forward time: 2.8737, Backward time: 3.5618, DDP time: 0.0034, Total iter time: 6.5574 [2020-11-08 05:32:44,025][root][INFO] - ===> Epoch[244](487/2): Loss -0.5156, Sem 0.1462, dir -0.9382, norm 0.2764, swav 0.0000 LR: 9.119e-02 Score 95.538 Data time: 0.2914, Forward time: 2.8736, Backward time: 3.5592, DDP time: 0.0034, Total iter time: 5.4291 [2020-11-08 05:32:50,837][root][INFO] - ===> Epoch[244](488/2): Loss -0.5526, Sem 0.1317, dir -0.9441, norm 0.2597, swav 0.0000 LR: 9.117e-02 Score 95.916 Data time: 0.3006, Forward time: 2.8743, Backward time: 3.5582, DDP time: 0.0034, Total iter time: 6.6828 [2020-11-08 05:32:59,124][root][INFO] - ===> Epoch[245](489/2): Loss -0.5830, Sem 0.1333, dir -0.9485, norm 0.2323, swav 0.0000 LR: 9.116e-02 Score 95.866 Data time: 0.3863, Forward time: 2.8774, Backward time: 3.5578, DDP time: 0.0034, Total iter time: 8.1168 [2020-11-08 05:33:06,317][root][INFO] - ===> Epoch[245](490/2): Loss -0.5383, Sem 0.1376, dir -0.9432, norm 0.2673, swav 0.0000 LR: 9.114e-02 Score 95.682 Data time: 0.2355, Forward time: 2.8779, Backward time: 3.5578, DDP time: 0.0034, Total iter time: 7.0479 [2020-11-08 05:33:13,058][root][INFO] - ===> Epoch[246](491/2): Loss -0.5226, Sem 0.1475, dir -0.9371, norm 0.2670, swav 0.0000 LR: 9.112e-02 Score 95.461 Data time: 0.2536, Forward time: 2.8770, Backward time: 3.5584, DDP time: 0.0034, Total iter time: 6.5906 [2020-11-08 05:33:20,465][root][INFO] - ===> Epoch[246](492/2): Loss -0.5381, Sem 0.1408, dir -0.9432, norm 0.2643, swav 0.0000 LR: 9.110e-02 Score 95.701 Data time: 0.4050, Forward time: 2.8790, Backward time: 3.5573, DDP time: 0.0034, Total iter time: 7.3029 [2020-11-08 05:33:28,069][root][INFO] - ===> Epoch[247](493/2): Loss -0.5338, Sem 0.1450, dir -0.9451, norm 0.2664, swav 0.0000 LR: 9.108e-02 Score 95.582 Data time: 0.1745, Forward time: 2.8768, Backward time: 3.5608, DDP time: 0.0034, Total iter time: 7.4673 [2020-11-08 05:33:33,398][root][INFO] - ===> Epoch[247](494/2): Loss -0.5530, Sem 0.1300, dir -0.9451, norm 0.2622, swav 0.0000 LR: 9.106e-02 Score 96.057 Data time: 0.2366, Forward time: 2.8759, Backward time: 3.5587, DDP time: 0.0034, Total iter time: 5.2607 [2020-11-08 05:33:40,136][root][INFO] - ===> Epoch[248](495/2): Loss -0.5559, Sem 0.1326, dir -0.9416, norm 0.2531, swav 0.0000 LR: 9.105e-02 Score 95.886 Data time: 0.1930, Forward time: 2.8747, Backward time: 3.5596, DDP time: 0.0034, Total iter time: 6.6206 [2020-11-08 05:33:46,772][root][INFO] - ===> Epoch[248](496/2): Loss -0.5574, Sem 0.1447, dir -0.9473, norm 0.2452, swav 0.0000 LR: 9.103e-02 Score 95.542 Data time: 0.3102, Forward time: 2.8760, Backward time: 3.5579, DDP time: 0.0034, Total iter time: 6.5368 [2020-11-08 05:33:53,711][root][INFO] - ===> Epoch[249](497/2): Loss -0.5492, Sem 0.1389, dir -0.9423, norm 0.2542, swav 0.0000 LR: 9.101e-02 Score 95.686 Data time: 0.3097, Forward time: 2.8775, Backward time: 3.5564, DDP time: 0.0034, Total iter time: 6.7923 [2020-11-08 05:34:01,656][root][INFO] - ===> Epoch[249](498/2): Loss -0.5309, Sem 0.1369, dir -0.9392, norm 0.2714, swav 0.0000 LR: 9.099e-02 Score 95.806 Data time: 0.2381, Forward time: 2.8770, Backward time: 3.5588, DDP time: 0.0034, Total iter time: 7.7889 [2020-11-08 05:34:08,274][root][INFO] - ===> Epoch[250](499/2): Loss -0.5485, Sem 0.1471, dir -0.9453, norm 0.2497, swav 0.0000 LR: 9.097e-02 Score 95.305 Data time: 0.3060, Forward time: 2.8783, Backward time: 3.5570, DDP time: 0.0034, Total iter time: 6.4952 [2020-11-08 05:34:14,529][root][INFO] - ===> Epoch[250](500/2): Loss -0.5491, Sem 0.1400, dir -0.9482, norm 0.2592, swav 0.0000 LR: 9.096e-02 Score 95.595 Data time: 0.1960, Forward time: 2.8773, Backward time: 3.5567, DDP time: 0.0034, Total iter time: 6.1133 [2020-11-08 05:34:15,277][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 05:34:15,427][root][INFO] - ===> Start testing [2020-11-08 05:35:42,073][root][INFO] - 101/312: Data time: 0.0046, Iter time: 0.1493 Loss 0.490 (AVG: 1.311) Score 88.130 (AVG: 78.615) mIOU 43.108 mAP 57.065 mAcc 57.068 IOU: 75.339 95.633 33.082 70.466 73.970 54.337 60.522 37.221 38.319 16.517 18.507 30.579 48.830 33.414 13.802 0.072 52.365 37.177 54.709 17.295 mAP: 76.467 93.251 46.581 71.243 79.813 66.658 58.400 53.416 50.874 51.497 42.326 33.355 58.733 52.451 31.993 9.876 87.867 74.198 70.347 31.961 mAcc: 91.888 98.175 63.951 85.565 78.909 89.009 73.597 54.370 52.097 17.152 23.996 49.666 73.157 40.510 16.115 0.075 86.264 48.140 78.518 20.210 [2020-11-08 05:37:10,603][root][INFO] - 201/312: Data time: 0.0066, Iter time: 0.2476 Loss 0.931 (AVG: 1.262) Score 77.267 (AVG: 78.999) mIOU 42.651 mAP 57.273 mAcc 56.857 IOU: 75.259 95.421 38.127 65.461 77.745 54.735 55.218 39.474 38.777 16.404 19.250 34.939 41.236 27.545 14.834 0.771 47.663 37.477 52.773 19.914 mAP: 75.776 93.591 47.357 71.516 81.957 67.343 58.051 54.662 52.033 43.687 40.790 36.761 55.015 45.408 37.882 12.716 89.187 71.837 69.808 40.076 mAcc: 91.997 98.287 66.909 83.442 82.741 91.073 66.458 55.894 49.561 17.492 25.340 52.156 63.689 33.762 16.730 0.801 87.037 50.014 80.840 22.924 [2020-11-08 05:38:44,845][root][INFO] - 301/312: Data time: 0.0073, Iter time: 0.4614 Loss 1.507 (AVG: 1.315) Score 79.527 (AVG: 78.536) mIOU 41.393 mAP 56.990 mAcc 55.945 IOU: 74.767 95.700 37.276 59.733 77.077 55.865 56.714 39.292 37.994 15.230 17.024 33.652 37.196 23.678 15.023 0.644 45.276 36.943 51.358 17.419 mAP: 75.740 93.121 46.629 71.237 81.068 71.358 57.737 54.830 50.212 43.781 39.478 39.074 52.774 44.499 37.844 12.445 87.285 70.899 71.765 38.020 mAcc: 91.954 98.363 68.153 81.329 82.476 92.373 67.898 55.366 48.908 16.307 21.630 52.020 60.838 29.547 17.755 0.676 85.237 48.152 80.433 19.493 [2020-11-08 05:38:54,402][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.3079 Loss 0.945 (AVG: 1.302) Score 83.238 (AVG: 78.743) mIOU 41.326 mAP 57.004 mAcc 55.886 IOU: 74.987 95.723 37.105 59.522 77.164 55.215 56.677 39.273 39.666 15.224 16.839 33.319 37.457 23.614 14.971 0.644 43.664 36.721 51.046 17.682 mAP: 75.796 93.291 45.992 70.098 81.034 71.358 58.356 54.920 50.829 43.781 39.051 39.649 52.629 44.499 37.844 12.445 87.285 70.899 71.765 38.567 mAcc: 92.053 98.352 67.217 81.081 82.713 92.373 67.832 55.456 50.476 16.307 21.338 51.209 59.726 29.547 17.755 0.676 85.237 48.152 80.433 19.792 [2020-11-08 05:38:54,403][root][INFO] - Finished test. Elapsed time: 278.9740 [2020-11-08 05:39:09,697][root][INFO] - [2020-11-08 05:39:09,697][root][INFO] - ################################################################ [2020-11-08 05:39:09,698][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 05:39:09,698][root][INFO] - ################################################################ [2020-11-08 05:39:09,698][root][INFO] - cabinet : 0.113 0.246 0.489 [2020-11-08 05:39:09,698][root][INFO] - bed : 0.301 0.672 0.771 [2020-11-08 05:39:09,698][root][INFO] - chair : 0.615 0.779 0.851 [2020-11-08 05:39:09,698][root][INFO] - sofa : 0.323 0.603 0.737 [2020-11-08 05:39:09,698][root][INFO] - table : 0.237 0.426 0.564 [2020-11-08 05:39:09,698][root][INFO] - door : 0.158 0.287 0.387 [2020-11-08 05:39:09,698][root][INFO] - window : 0.024 0.076 0.230 [2020-11-08 05:39:09,698][root][INFO] - bookshelf : 0.014 0.023 0.226 [2020-11-08 05:39:09,698][root][INFO] - picture : 0.039 0.084 0.210 [2020-11-08 05:39:09,698][root][INFO] - counter : 0.004 0.020 0.160 [2020-11-08 05:39:09,698][root][INFO] - desk : 0.007 0.030 0.328 [2020-11-08 05:39:09,698][root][INFO] - curtain : 0.030 0.042 0.133 [2020-11-08 05:39:09,698][root][INFO] - refrigerator : 0.011 0.052 0.095 [2020-11-08 05:39:09,698][root][INFO] - shower curtain : 0.000 0.000 0.009 [2020-11-08 05:39:09,698][root][INFO] - toilet : 0.566 0.852 0.913 [2020-11-08 05:39:09,698][root][INFO] - sink : 0.100 0.334 0.633 [2020-11-08 05:39:09,698][root][INFO] - bathtub : 0.358 0.496 0.771 [2020-11-08 05:39:09,698][root][INFO] - otherfurniture : 0.114 0.230 0.363 [2020-11-08 05:39:09,698][root][INFO] - ---------------------------------------------------------------- [2020-11-08 05:39:09,698][root][INFO] - average : 0.168 0.292 0.437 [2020-11-08 05:39:09,699][root][INFO] - [2020-11-08 05:39:09,966][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 05:39:10,785][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 05:39:10,963][root][INFO] - Current best mIoU: 41.326 at iter 500 [2020-11-08 05:39:15,137][root][INFO] - ===> Epoch[251](501/2): Loss -0.5519, Sem 0.1296, dir -0.9410, norm 0.2595, swav 0.0000 LR: 9.094e-02 Score 96.032 Data time: 0.2357, Forward time: 2.8756, Backward time: 3.5532, DDP time: 0.0034, Total iter time: 4.1657 [2020-11-08 05:39:22,043][root][INFO] - ===> Epoch[251](502/2): Loss -0.5728, Sem 0.1304, dir -0.9477, norm 0.2445, swav 0.0000 LR: 9.092e-02 Score 95.999 Data time: 0.2218, Forward time: 2.8754, Backward time: 3.5536, DDP time: 0.0034, Total iter time: 6.8200 [2020-11-08 05:39:29,560][root][INFO] - ===> Epoch[252](503/2): Loss -0.5709, Sem 0.1396, dir -0.9487, norm 0.2382, swav 0.0000 LR: 9.090e-02 Score 95.610 Data time: 0.2774, Forward time: 2.8759, Backward time: 3.5542, DDP time: 0.0034, Total iter time: 7.3703 [2020-11-08 05:39:37,289][root][INFO] - ===> Epoch[252](504/2): Loss -0.5372, Sem 0.1394, dir -0.9405, norm 0.2638, swav 0.0000 LR: 9.088e-02 Score 95.841 Data time: 0.2960, Forward time: 2.8766, Backward time: 3.5550, DDP time: 0.0034, Total iter time: 7.5854 [2020-11-08 05:39:45,336][root][INFO] - ===> Epoch[253](505/2): Loss -0.5673, Sem 0.1272, dir -0.9404, norm 0.2459, swav 0.0000 LR: 9.086e-02 Score 96.036 Data time: 0.4117, Forward time: 2.8794, Backward time: 3.5543, DDP time: 0.0034, Total iter time: 7.8929 [2020-11-08 05:39:51,571][root][INFO] - ===> Epoch[253](506/2): Loss -0.5699, Sem 0.1388, dir -0.9483, norm 0.2395, swav 0.0000 LR: 9.085e-02 Score 95.852 Data time: 0.2566, Forward time: 2.8797, Backward time: 3.5528, DDP time: 0.0034, Total iter time: 6.0909 [2020-11-08 05:40:00,111][root][INFO] - ===> Epoch[254](507/2): Loss -0.5886, Sem 0.1235, dir -0.9503, norm 0.2382, swav 0.0000 LR: 9.083e-02 Score 96.115 Data time: 0.3544, Forward time: 2.8820, Backward time: 3.5536, DDP time: 0.0034, Total iter time: 8.4044 [2020-11-08 05:40:05,514][root][INFO] - ===> Epoch[254](508/2): Loss -0.5700, Sem 0.1291, dir -0.9484, norm 0.2493, swav 0.0000 LR: 9.081e-02 Score 95.963 Data time: 0.1865, Forward time: 2.8811, Backward time: 3.5516, DDP time: 0.0034, Total iter time: 5.2319 [2020-11-08 05:40:12,152][root][INFO] - ===> Epoch[255](509/2): Loss -0.5767, Sem 0.1394, dir -0.9498, norm 0.2337, swav 0.0000 LR: 9.079e-02 Score 95.633 Data time: 0.2530, Forward time: 2.8811, Backward time: 3.5511, DDP time: 0.0034, Total iter time: 6.5095 [2020-11-08 05:40:17,930][root][INFO] - ===> Epoch[255](510/2): Loss -0.5599, Sem 0.1220, dir -0.9458, norm 0.2639, swav 0.0000 LR: 9.077e-02 Score 96.161 Data time: 0.2206, Forward time: 2.8802, Backward time: 3.5498, DDP time: 0.0034, Total iter time: 5.6337 [2020-11-08 05:40:26,988][root][INFO] - ===> Epoch[256](511/2): Loss -0.5486, Sem 0.1286, dir -0.9408, norm 0.2635, swav 0.0000 LR: 9.075e-02 Score 96.023 Data time: 0.2353, Forward time: 2.8795, Backward time: 3.5546, DDP time: 0.0034, Total iter time: 8.9384 [2020-11-08 05:40:33,518][root][INFO] - ===> Epoch[256](512/2): Loss -0.5546, Sem 0.1394, dir -0.9467, norm 0.2527, swav 0.0000 LR: 9.074e-02 Score 95.677 Data time: 0.1994, Forward time: 2.8787, Backward time: 3.5547, DDP time: 0.0034, Total iter time: 6.4075 [2020-11-08 05:40:41,046][root][INFO] - ===> Epoch[257](513/2): Loss -0.5491, Sem 0.1521, dir -0.9491, norm 0.2478, swav 0.0000 LR: 9.072e-02 Score 95.665 Data time: 0.2319, Forward time: 2.8773, Backward time: 3.5572, DDP time: 0.0034, Total iter time: 7.4025 [2020-11-08 05:40:48,106][root][INFO] - ===> Epoch[257](514/2): Loss -0.5639, Sem 0.1433, dir -0.9510, norm 0.2439, swav 0.0000 LR: 9.070e-02 Score 95.560 Data time: 0.2380, Forward time: 2.8772, Backward time: 3.5577, DDP time: 0.0034, Total iter time: 6.9566 [2020-11-08 05:40:55,621][root][INFO] - ===> Epoch[258](515/2): Loss -0.5790, Sem 0.1240, dir -0.9525, norm 0.2495, swav 0.0000 LR: 9.068e-02 Score 96.124 Data time: 0.2468, Forward time: 2.8773, Backward time: 3.5588, DDP time: 0.0034, Total iter time: 7.3691 [2020-11-08 05:41:02,645][root][INFO] - ===> Epoch[258](516/2): Loss -0.5593, Sem 0.1375, dir -0.9448, norm 0.2480, swav 0.0000 LR: 9.066e-02 Score 95.731 Data time: 0.2314, Forward time: 2.8766, Backward time: 3.5596, DDP time: 0.0034, Total iter time: 6.8766 [2020-11-08 05:41:09,050][root][INFO] - ===> Epoch[259](517/2): Loss -0.5730, Sem 0.1315, dir -0.9465, norm 0.2419, swav 0.0000 LR: 9.065e-02 Score 95.841 Data time: 0.2187, Forward time: 2.8751, Backward time: 3.5601, DDP time: 0.0034, Total iter time: 6.2459 [2020-11-08 05:41:15,967][root][INFO] - ===> Epoch[259](518/2): Loss -0.5835, Sem 0.1389, dir -0.9516, norm 0.2292, swav 0.0000 LR: 9.063e-02 Score 95.615 Data time: 0.3938, Forward time: 2.8765, Backward time: 3.5585, DDP time: 0.0034, Total iter time: 6.7885 [2020-11-08 05:41:22,233][root][INFO] - ===> Epoch[260](519/2): Loss -0.5573, Sem 0.1422, dir -0.9449, norm 0.2455, swav 0.0000 LR: 9.061e-02 Score 95.622 Data time: 0.2171, Forward time: 2.8761, Backward time: 3.5577, DDP time: 0.0034, Total iter time: 6.0862 [2020-11-08 05:41:29,982][root][INFO] - ===> Epoch[260](520/2): Loss -0.5445, Sem 0.1328, dir -0.9423, norm 0.2649, swav 0.0000 LR: 9.059e-02 Score 95.940 Data time: 0.3592, Forward time: 2.8784, Backward time: 3.5570, DDP time: 0.0034, Total iter time: 7.5788 [2020-11-08 05:41:36,924][root][INFO] - ===> Epoch[261](521/2): Loss -0.5759, Sem 0.1274, dir -0.9493, norm 0.2460, swav 0.0000 LR: 9.057e-02 Score 95.997 Data time: 0.1792, Forward time: 2.8773, Backward time: 3.5581, DDP time: 0.0034, Total iter time: 6.8001 [2020-11-08 05:41:43,213][root][INFO] - ===> Epoch[261](522/2): Loss -0.5654, Sem 0.1344, dir -0.9466, norm 0.2469, swav 0.0000 LR: 9.055e-02 Score 95.878 Data time: 0.2385, Forward time: 2.8766, Backward time: 3.5576, DDP time: 0.0034, Total iter time: 6.1654 [2020-11-08 05:41:49,748][root][INFO] - ===> Epoch[262](523/2): Loss -0.5613, Sem 0.1315, dir -0.9456, norm 0.2528, swav 0.0000 LR: 9.054e-02 Score 95.892 Data time: 0.3219, Forward time: 2.8772, Backward time: 3.5563, DDP time: 0.0034, Total iter time: 6.4081 [2020-11-08 05:41:56,717][root][INFO] - ===> Epoch[262](524/2): Loss -0.5461, Sem 0.1393, dir -0.9427, norm 0.2573, swav 0.0000 LR: 9.052e-02 Score 95.717 Data time: 0.2230, Forward time: 2.8771, Backward time: 3.5566, DDP time: 0.0034, Total iter time: 6.8411 [2020-11-08 05:42:04,999][root][INFO] - ===> Epoch[263](525/2): Loss -0.5676, Sem 0.1309, dir -0.9479, norm 0.2493, swav 0.0000 LR: 9.050e-02 Score 95.894 Data time: 0.3182, Forward time: 2.8776, Backward time: 3.5585, DDP time: 0.0034, Total iter time: 8.1470 [2020-11-08 05:42:12,155][root][INFO] - ===> Epoch[263](526/2): Loss -0.5827, Sem 0.1255, dir -0.9520, norm 0.2438, swav 0.0000 LR: 9.048e-02 Score 96.160 Data time: 0.2194, Forward time: 2.8776, Backward time: 3.5589, DDP time: 0.0034, Total iter time: 7.0074 [2020-11-08 05:42:17,817][root][INFO] - ===> Epoch[264](527/2): Loss -0.5722, Sem 0.1460, dir -0.9469, norm 0.2287, swav 0.0000 LR: 9.046e-02 Score 95.511 Data time: 0.1750, Forward time: 2.8758, Backward time: 3.5585, DDP time: 0.0034, Total iter time: 5.5187 [2020-11-08 05:42:23,700][root][INFO] - ===> Epoch[264](528/2): Loss -0.5689, Sem 0.1310, dir -0.9485, norm 0.2487, swav 0.0000 LR: 9.045e-02 Score 95.948 Data time: 0.2315, Forward time: 2.8755, Backward time: 3.5570, DDP time: 0.0034, Total iter time: 5.7840 [2020-11-08 05:42:30,427][root][INFO] - ===> Epoch[265](529/2): Loss -0.5842, Sem 0.1297, dir -0.9486, norm 0.2347, swav 0.0000 LR: 9.043e-02 Score 95.916 Data time: 0.3301, Forward time: 2.8767, Backward time: 3.5555, DDP time: 0.0034, Total iter time: 6.5706 [2020-11-08 05:42:38,125][root][INFO] - ===> Epoch[265](530/2): Loss -0.5714, Sem 0.1447, dir -0.9484, norm 0.2323, swav 0.0000 LR: 9.041e-02 Score 95.528 Data time: 0.2480, Forward time: 2.8764, Backward time: 3.5572, DDP time: 0.0034, Total iter time: 7.5634 [2020-11-08 05:42:44,759][root][INFO] - ===> Epoch[266](531/2): Loss -0.5737, Sem 0.1306, dir -0.9515, norm 0.2472, swav 0.0000 LR: 9.039e-02 Score 95.987 Data time: 0.2863, Forward time: 2.8770, Backward time: 3.5561, DDP time: 0.0034, Total iter time: 6.5136 [2020-11-08 05:42:50,429][root][INFO] - ===> Epoch[266](532/2): Loss -0.5765, Sem 0.1303, dir -0.9501, norm 0.2433, swav 0.0000 LR: 9.037e-02 Score 96.068 Data time: 0.2507, Forward time: 2.8772, Backward time: 3.5536, DDP time: 0.0034, Total iter time: 5.4908 [2020-11-08 05:42:56,536][root][INFO] - ===> Epoch[267](533/2): Loss -0.5709, Sem 0.1229, dir -0.9512, norm 0.2575, swav 0.0000 LR: 9.035e-02 Score 96.191 Data time: 0.2061, Forward time: 2.8767, Backward time: 3.5527, DDP time: 0.0034, Total iter time: 5.9539 [2020-11-08 05:43:02,903][root][INFO] - ===> Epoch[267](534/2): Loss -0.6053, Sem 0.1309, dir -0.9540, norm 0.2178, swav 0.0000 LR: 9.034e-02 Score 95.935 Data time: 0.2748, Forward time: 2.8762, Backward time: 3.5522, DDP time: 0.0034, Total iter time: 6.2423 [2020-11-08 05:43:08,450][root][INFO] - ===> Epoch[268](535/2): Loss -0.5493, Sem 0.1393, dir -0.9446, norm 0.2560, swav 0.0000 LR: 9.032e-02 Score 95.644 Data time: 0.2532, Forward time: 2.8763, Backward time: 3.5496, DDP time: 0.0034, Total iter time: 5.4042 [2020-11-08 05:43:15,451][root][INFO] - ===> Epoch[268](536/2): Loss -0.5675, Sem 0.1321, dir -0.9498, norm 0.2501, swav 0.0000 LR: 9.030e-02 Score 95.791 Data time: 0.2543, Forward time: 2.8761, Backward time: 3.5500, DDP time: 0.0034, Total iter time: 6.8523 [2020-11-08 05:43:21,916][root][INFO] - ===> Epoch[269](537/2): Loss -0.5842, Sem 0.1320, dir -0.9495, norm 0.2333, swav 0.0000 LR: 9.028e-02 Score 95.848 Data time: 0.2472, Forward time: 2.8766, Backward time: 3.5488, DDP time: 0.0034, Total iter time: 6.3144 [2020-11-08 05:43:27,374][root][INFO] - ===> Epoch[269](538/2): Loss -0.5716, Sem 0.1211, dir -0.9469, norm 0.2542, swav 0.0000 LR: 9.026e-02 Score 96.203 Data time: 0.1892, Forward time: 2.8753, Backward time: 3.5474, DDP time: 0.0034, Total iter time: 5.3086 [2020-11-08 05:43:33,969][root][INFO] - ===> Epoch[270](539/2): Loss -0.5531, Sem 0.1362, dir -0.9430, norm 0.2538, swav 0.0000 LR: 9.025e-02 Score 95.741 Data time: 0.2567, Forward time: 2.8751, Backward time: 3.5473, DDP time: 0.0034, Total iter time: 6.5382 [2020-11-08 05:43:39,959][root][INFO] - ===> Epoch[270](540/2): Loss -0.6074, Sem 0.1214, dir -0.9538, norm 0.2250, swav 0.0000 LR: 9.023e-02 Score 96.173 Data time: 0.2198, Forward time: 2.8737, Backward time: 3.5470, DDP time: 0.0034, Total iter time: 5.8382 [2020-11-08 05:43:46,538][root][INFO] - ===> Epoch[271](541/2): Loss -0.6013, Sem 0.1147, dir -0.9554, norm 0.2393, swav 0.0000 LR: 9.021e-02 Score 96.394 Data time: 0.2609, Forward time: 2.8729, Backward time: 3.5472, DDP time: 0.0034, Total iter time: 6.4894 [2020-11-08 05:43:54,321][root][INFO] - ===> Epoch[271](542/2): Loss -0.5574, Sem 0.1330, dir -0.9470, norm 0.2566, swav 0.0000 LR: 9.019e-02 Score 95.839 Data time: 0.2722, Forward time: 2.8737, Backward time: 3.5480, DDP time: 0.0034, Total iter time: 7.6501 [2020-11-08 05:44:01,021][root][INFO] - ===> Epoch[272](543/2): Loss -0.5533, Sem 0.1351, dir -0.9409, norm 0.2524, swav 0.0000 LR: 9.017e-02 Score 95.832 Data time: 0.1937, Forward time: 2.8728, Backward time: 3.5486, DDP time: 0.0034, Total iter time: 6.5313 [2020-11-08 05:44:08,062][root][INFO] - ===> Epoch[272](544/2): Loss -0.5838, Sem 0.1278, dir -0.9494, norm 0.2378, swav 0.0000 LR: 9.015e-02 Score 95.958 Data time: 0.2261, Forward time: 2.8723, Backward time: 3.5494, DDP time: 0.0034, Total iter time: 6.9069 [2020-11-08 05:44:13,927][root][INFO] - ===> Epoch[273](545/2): Loss -0.5951, Sem 0.1239, dir -0.9524, norm 0.2334, swav 0.0000 LR: 9.014e-02 Score 96.112 Data time: 0.1709, Forward time: 2.8706, Backward time: 3.5493, DDP time: 0.0035, Total iter time: 5.7224 [2020-11-08 05:44:21,251][root][INFO] - ===> Epoch[273](546/2): Loss -0.5712, Sem 0.1201, dir -0.9478, norm 0.2565, swav 0.0000 LR: 9.012e-02 Score 96.267 Data time: 0.2325, Forward time: 2.8704, Backward time: 3.5502, DDP time: 0.0035, Total iter time: 7.1988 [2020-11-08 05:44:27,122][root][INFO] - ===> Epoch[274](547/2): Loss -0.5993, Sem 0.1204, dir -0.9500, norm 0.2303, swav 0.0000 LR: 9.010e-02 Score 96.240 Data time: 0.2822, Forward time: 2.8710, Backward time: 3.5479, DDP time: 0.0035, Total iter time: 5.7212 [2020-11-08 05:44:33,649][root][INFO] - ===> Epoch[274](548/2): Loss -0.5668, Sem 0.1270, dir -0.9462, norm 0.2524, swav 0.0000 LR: 9.008e-02 Score 96.085 Data time: 0.2699, Forward time: 2.8710, Backward time: 3.5472, DDP time: 0.0035, Total iter time: 6.3611 [2020-11-08 05:44:39,915][root][INFO] - ===> Epoch[275](549/2): Loss -0.5615, Sem 0.1257, dir -0.9458, norm 0.2586, swav 0.0000 LR: 9.006e-02 Score 96.043 Data time: 0.2912, Forward time: 2.8718, Backward time: 3.5453, DDP time: 0.0035, Total iter time: 6.1454 [2020-11-08 05:44:46,470][root][INFO] - ===> Epoch[275](550/2): Loss -0.6058, Sem 0.1191, dir -0.9554, norm 0.2304, swav 0.0000 LR: 9.005e-02 Score 96.197 Data time: 0.3318, Forward time: 2.8726, Backward time: 3.5437, DDP time: 0.0035, Total iter time: 6.3753 [2020-11-08 05:44:53,532][root][INFO] - ===> Epoch[276](551/2): Loss -0.6056, Sem 0.1157, dir -0.9508, norm 0.2294, swav 0.0000 LR: 9.003e-02 Score 96.375 Data time: 0.2441, Forward time: 2.8722, Backward time: 3.5444, DDP time: 0.0035, Total iter time: 6.9267 [2020-11-08 05:45:00,714][root][INFO] - ===> Epoch[276](552/2): Loss -0.5405, Sem 0.1269, dir -0.9394, norm 0.2721, swav 0.0000 LR: 9.001e-02 Score 96.081 Data time: 0.4257, Forward time: 2.8739, Backward time: 3.5431, DDP time: 0.0034, Total iter time: 7.0695 [2020-11-08 05:45:08,177][root][INFO] - ===> Epoch[277](553/2): Loss -0.5556, Sem 0.1180, dir -0.9381, norm 0.2645, swav 0.0000 LR: 8.999e-02 Score 96.328 Data time: 0.2682, Forward time: 2.8733, Backward time: 3.5445, DDP time: 0.0034, Total iter time: 7.2883 [2020-11-08 05:45:16,368][root][INFO] - ===> Epoch[277](554/2): Loss -0.5986, Sem 0.1198, dir -0.9532, norm 0.2348, swav 0.0000 LR: 8.997e-02 Score 96.211 Data time: 0.3628, Forward time: 2.8746, Backward time: 3.5453, DDP time: 0.0034, Total iter time: 8.0477 [2020-11-08 05:45:23,289][root][INFO] - ===> Epoch[278](555/2): Loss -0.5615, Sem 0.1254, dir -0.9408, norm 0.2539, swav 0.0000 LR: 8.995e-02 Score 96.080 Data time: 0.1775, Forward time: 2.8734, Backward time: 3.5465, DDP time: 0.0035, Total iter time: 6.7503 [2020-11-08 05:45:30,087][root][INFO] - ===> Epoch[278](556/2): Loss -0.5905, Sem 0.1186, dir -0.9539, norm 0.2448, swav 0.0000 LR: 8.994e-02 Score 96.206 Data time: 0.2461, Forward time: 2.8734, Backward time: 3.5464, DDP time: 0.0035, Total iter time: 6.6870 [2020-11-08 05:45:36,720][root][INFO] - ===> Epoch[279](557/2): Loss -0.6256, Sem 0.1145, dir -0.9557, norm 0.2156, swav 0.0000 LR: 8.992e-02 Score 96.441 Data time: 0.2964, Forward time: 2.8736, Backward time: 3.5457, DDP time: 0.0035, Total iter time: 6.4669 [2020-11-08 05:45:43,287][root][INFO] - ===> Epoch[279](558/2): Loss -0.5866, Sem 0.1159, dir -0.9476, norm 0.2451, swav 0.0000 LR: 8.990e-02 Score 96.340 Data time: 0.3154, Forward time: 2.8746, Backward time: 3.5440, DDP time: 0.0035, Total iter time: 6.3931 [2020-11-08 05:45:49,558][root][INFO] - ===> Epoch[280](559/2): Loss -0.5702, Sem 0.1152, dir -0.9382, norm 0.2528, swav 0.0000 LR: 8.988e-02 Score 96.464 Data time: 0.2754, Forward time: 2.8745, Backward time: 3.5431, DDP time: 0.0035, Total iter time: 6.1275 [2020-11-08 05:45:55,956][root][INFO] - ===> Epoch[280](560/2): Loss -0.5859, Sem 0.1241, dir -0.9494, norm 0.2394, swav 0.0000 LR: 8.986e-02 Score 96.098 Data time: 0.3631, Forward time: 2.8753, Backward time: 3.5413, DDP time: 0.0035, Total iter time: 6.2643 [2020-11-08 05:46:03,605][root][INFO] - ===> Epoch[281](561/2): Loss -0.5881, Sem 0.1222, dir -0.9475, norm 0.2371, swav 0.0000 LR: 8.984e-02 Score 96.129 Data time: 0.2656, Forward time: 2.8756, Backward time: 3.5422, DDP time: 0.0035, Total iter time: 7.5130 [2020-11-08 05:46:10,090][root][INFO] - ===> Epoch[281](562/2): Loss -0.5879, Sem 0.1240, dir -0.9488, norm 0.2369, swav 0.0000 LR: 8.983e-02 Score 96.159 Data time: 0.3015, Forward time: 2.8766, Backward time: 3.5404, DDP time: 0.0035, Total iter time: 6.3393 [2020-11-08 05:46:16,216][root][INFO] - ===> Epoch[282](563/2): Loss -0.5739, Sem 0.1172, dir -0.9488, norm 0.2577, swav 0.0000 LR: 8.981e-02 Score 96.242 Data time: 0.2511, Forward time: 2.8763, Backward time: 3.5393, DDP time: 0.0035, Total iter time: 5.9700 [2020-11-08 05:46:23,028][root][INFO] - ===> Epoch[282](564/2): Loss -0.6029, Sem 0.1167, dir -0.9528, norm 0.2333, swav 0.0000 LR: 8.979e-02 Score 96.374 Data time: 0.2271, Forward time: 2.8756, Backward time: 3.5400, DDP time: 0.0035, Total iter time: 6.7036 [2020-11-08 05:46:31,378][root][INFO] - ===> Epoch[283](565/2): Loss -0.5614, Sem 0.1094, dir -0.9383, norm 0.2675, swav 0.0000 LR: 8.977e-02 Score 96.598 Data time: 0.4019, Forward time: 2.8782, Backward time: 3.5398, DDP time: 0.0035, Total iter time: 8.2284 [2020-11-08 05:46:37,723][root][INFO] - ===> Epoch[283](566/2): Loss -0.5813, Sem 0.1173, dir -0.9427, norm 0.2442, swav 0.0000 LR: 8.975e-02 Score 96.276 Data time: 0.3078, Forward time: 2.8794, Backward time: 3.5376, DDP time: 0.0035, Total iter time: 6.1870 [2020-11-08 05:46:43,295][root][INFO] - ===> Epoch[284](567/2): Loss -0.5936, Sem 0.1218, dir -0.9505, norm 0.2351, swav 0.0000 LR: 8.974e-02 Score 96.232 Data time: 0.2303, Forward time: 2.8792, Backward time: 3.5357, DDP time: 0.0035, Total iter time: 5.4279 [2020-11-08 05:46:49,441][root][INFO] - ===> Epoch[284](568/2): Loss -0.5596, Sem 0.1202, dir -0.9343, norm 0.2546, swav 0.0000 LR: 8.972e-02 Score 96.204 Data time: 0.2234, Forward time: 2.8779, Backward time: 3.5356, DDP time: 0.0035, Total iter time: 6.0097 [2020-11-08 05:46:56,940][root][INFO] - ===> Epoch[285](569/2): Loss -0.5716, Sem 0.1164, dir -0.9468, norm 0.2588, swav 0.0000 LR: 8.970e-02 Score 96.364 Data time: 0.1722, Forward time: 2.8767, Backward time: 3.5379, DDP time: 0.0035, Total iter time: 7.3955 [2020-11-08 05:47:03,282][root][INFO] - ===> Epoch[285](570/2): Loss -0.5690, Sem 0.1181, dir -0.9448, norm 0.2577, swav 0.0000 LR: 8.968e-02 Score 96.298 Data time: 0.2262, Forward time: 2.8758, Backward time: 3.5380, DDP time: 0.0035, Total iter time: 6.2113 [2020-11-08 05:47:09,801][root][INFO] - ===> Epoch[286](571/2): Loss -0.5591, Sem 0.1175, dir -0.9410, norm 0.2644, swav 0.0000 LR: 8.966e-02 Score 96.231 Data time: 0.3027, Forward time: 2.8763, Backward time: 3.5368, DDP time: 0.0035, Total iter time: 6.3763 [2020-11-08 05:47:17,121][root][INFO] - ===> Epoch[286](572/2): Loss -0.5856, Sem 0.1183, dir -0.9496, norm 0.2457, swav 0.0000 LR: 8.964e-02 Score 96.245 Data time: 0.2719, Forward time: 2.8767, Backward time: 3.5371, DDP time: 0.0035, Total iter time: 7.1789 [2020-11-08 05:47:23,100][root][INFO] - ===> Epoch[287](573/2): Loss -0.5978, Sem 0.1071, dir -0.9488, norm 0.2440, swav 0.0000 LR: 8.963e-02 Score 96.660 Data time: 0.2653, Forward time: 2.8764, Backward time: 3.5358, DDP time: 0.0035, Total iter time: 5.8398 [2020-11-08 05:47:32,244][root][INFO] - ===> Epoch[287](574/2): Loss -0.5560, Sem 0.1213, dir -0.9323, norm 0.2550, swav 0.0000 LR: 8.961e-02 Score 96.181 Data time: 0.2487, Forward time: 2.8757, Backward time: 3.5403, DDP time: 0.0035, Total iter time: 9.0092 [2020-11-08 05:47:40,067][root][INFO] - ===> Epoch[288](575/2): Loss -0.5764, Sem 0.1157, dir -0.9447, norm 0.2526, swav 0.0000 LR: 8.959e-02 Score 96.356 Data time: 0.3634, Forward time: 2.8763, Backward time: 3.5411, DDP time: 0.0035, Total iter time: 7.7042 [2020-11-08 05:47:46,228][root][INFO] - ===> Epoch[288](576/2): Loss -0.5546, Sem 0.1138, dir -0.9346, norm 0.2663, swav 0.0000 LR: 8.957e-02 Score 96.437 Data time: 0.2596, Forward time: 2.8767, Backward time: 3.5395, DDP time: 0.0035, Total iter time: 5.9996 [2020-11-08 05:47:52,791][root][INFO] - ===> Epoch[289](577/2): Loss -0.5954, Sem 0.1132, dir -0.9517, norm 0.2432, swav 0.0000 LR: 8.955e-02 Score 96.331 Data time: 0.1735, Forward time: 2.8753, Backward time: 3.5404, DDP time: 0.0035, Total iter time: 6.4224 [2020-11-08 05:47:59,512][root][INFO] - ===> Epoch[289](578/2): Loss -0.5702, Sem 0.1114, dir -0.9471, norm 0.2655, swav 0.0000 LR: 8.954e-02 Score 96.508 Data time: 0.2981, Forward time: 2.8761, Backward time: 3.5394, DDP time: 0.0035, Total iter time: 6.6229 [2020-11-08 05:48:06,575][root][INFO] - ===> Epoch[290](579/2): Loss -0.5632, Sem 0.1146, dir -0.9448, norm 0.2669, swav 0.0000 LR: 8.952e-02 Score 96.372 Data time: 0.3129, Forward time: 2.8765, Backward time: 3.5392, DDP time: 0.0035, Total iter time: 6.9090 [2020-11-08 05:48:15,096][root][INFO] - ===> Epoch[290](580/2): Loss -0.6107, Sem 0.1040, dir -0.9514, norm 0.2367, swav 0.0000 LR: 8.950e-02 Score 96.674 Data time: 0.2176, Forward time: 2.8761, Backward time: 3.5422, DDP time: 0.0035, Total iter time: 8.3815 [2020-11-08 05:48:22,998][root][INFO] - ===> Epoch[291](581/2): Loss -0.5784, Sem 0.1104, dir -0.9416, norm 0.2528, swav 0.0000 LR: 8.948e-02 Score 96.518 Data time: 0.2215, Forward time: 2.8754, Backward time: 3.5447, DDP time: 0.0035, Total iter time: 7.7787 [2020-11-08 05:48:29,221][root][INFO] - ===> Epoch[291](582/2): Loss -0.5917, Sem 0.1185, dir -0.9479, norm 0.2376, swav 0.0000 LR: 8.946e-02 Score 96.309 Data time: 0.2593, Forward time: 2.8753, Backward time: 3.5436, DDP time: 0.0035, Total iter time: 6.0719 [2020-11-08 05:48:35,403][root][INFO] - ===> Epoch[292](583/2): Loss -0.5915, Sem 0.1089, dir -0.9466, norm 0.2462, swav 0.0000 LR: 8.944e-02 Score 96.508 Data time: 0.2485, Forward time: 2.8749, Backward time: 3.5428, DDP time: 0.0035, Total iter time: 6.0319 [2020-11-08 05:48:41,549][root][INFO] - ===> Epoch[292](584/2): Loss -0.6131, Sem 0.1161, dir -0.9538, norm 0.2246, swav 0.0000 LR: 8.943e-02 Score 96.309 Data time: 0.2615, Forward time: 2.8748, Backward time: 3.5417, DDP time: 0.0035, Total iter time: 6.0297 [2020-11-08 05:48:47,729][root][INFO] - ===> Epoch[293](585/2): Loss -0.6084, Sem 0.1153, dir -0.9527, norm 0.2290, swav 0.0000 LR: 8.941e-02 Score 96.360 Data time: 0.2921, Forward time: 2.8755, Backward time: 3.5398, DDP time: 0.0035, Total iter time: 6.0276 [2020-11-08 05:48:55,505][root][INFO] - ===> Epoch[293](586/2): Loss -0.6024, Sem 0.1124, dir -0.9522, norm 0.2375, swav 0.0000 LR: 8.939e-02 Score 96.439 Data time: 0.2271, Forward time: 2.8753, Backward time: 3.5415, DDP time: 0.0035, Total iter time: 7.6344 [2020-11-08 05:49:01,572][root][INFO] - ===> Epoch[294](587/2): Loss -0.6068, Sem 0.1157, dir -0.9553, norm 0.2328, swav 0.0000 LR: 8.937e-02 Score 96.429 Data time: 0.2161, Forward time: 2.8740, Backward time: 3.5414, DDP time: 0.0035, Total iter time: 5.9080 [2020-11-08 05:49:08,249][root][INFO] - ===> Epoch[294](588/2): Loss -0.6002, Sem 0.1154, dir -0.9500, norm 0.2344, swav 0.0000 LR: 8.935e-02 Score 96.381 Data time: 0.2146, Forward time: 2.8735, Backward time: 3.5416, DDP time: 0.0035, Total iter time: 6.5609 [2020-11-08 05:49:15,319][root][INFO] - ===> Epoch[295](589/2): Loss -0.6155, Sem 0.1119, dir -0.9537, norm 0.2262, swav 0.0000 LR: 8.933e-02 Score 96.442 Data time: 0.2486, Forward time: 2.8732, Backward time: 3.5421, DDP time: 0.0035, Total iter time: 6.9456 [2020-11-08 05:49:22,067][root][INFO] - ===> Epoch[295](590/2): Loss -0.6243, Sem 0.1178, dir -0.9534, norm 0.2113, swav 0.0000 LR: 8.932e-02 Score 96.273 Data time: 0.2263, Forward time: 2.8720, Backward time: 3.5430, DDP time: 0.0035, Total iter time: 6.6096 [2020-11-08 05:49:27,758][root][INFO] - ===> Epoch[296](591/2): Loss -0.5904, Sem 0.1112, dir -0.9522, norm 0.2506, swav 0.0000 LR: 8.930e-02 Score 96.516 Data time: 0.1921, Forward time: 2.8708, Backward time: 3.5424, DDP time: 0.0035, Total iter time: 5.5672 [2020-11-08 05:49:34,406][root][INFO] - ===> Epoch[296](592/2): Loss -0.6139, Sem 0.1114, dir -0.9576, norm 0.2323, swav 0.0000 LR: 8.928e-02 Score 96.440 Data time: 0.3238, Forward time: 2.8718, Backward time: 3.5410, DDP time: 0.0035, Total iter time: 6.5319 [2020-11-08 05:49:40,468][root][INFO] - ===> Epoch[297](593/2): Loss -0.6214, Sem 0.1090, dir -0.9578, norm 0.2274, swav 0.0000 LR: 8.926e-02 Score 96.537 Data time: 0.3344, Forward time: 2.8722, Backward time: 3.5391, DDP time: 0.0035, Total iter time: 5.8970 [2020-11-08 05:49:48,573][root][INFO] - ===> Epoch[297](594/2): Loss -0.5803, Sem 0.1206, dir -0.9513, norm 0.2505, swav 0.0000 LR: 8.924e-02 Score 96.238 Data time: 0.4194, Forward time: 2.8739, Backward time: 3.5392, DDP time: 0.0035, Total iter time: 7.9745 [2020-11-08 05:49:54,170][root][INFO] - ===> Epoch[298](595/2): Loss -0.6113, Sem 0.1110, dir -0.9507, norm 0.2284, swav 0.0000 LR: 8.923e-02 Score 96.369 Data time: 0.2670, Forward time: 2.8741, Backward time: 3.5368, DDP time: 0.0035, Total iter time: 5.4409 [2020-11-08 05:50:01,019][root][INFO] - ===> Epoch[298](596/2): Loss -0.6068, Sem 0.1136, dir -0.9534, norm 0.2330, swav 0.0000 LR: 8.921e-02 Score 96.385 Data time: 0.2321, Forward time: 2.8740, Backward time: 3.5370, DDP time: 0.0035, Total iter time: 6.7208 [2020-11-08 05:50:06,930][root][INFO] - ===> Epoch[299](597/2): Loss -0.5974, Sem 0.1177, dir -0.9512, norm 0.2361, swav 0.0000 LR: 8.919e-02 Score 96.307 Data time: 0.1889, Forward time: 2.8730, Backward time: 3.5364, DDP time: 0.0035, Total iter time: 5.7918 [2020-11-08 05:50:16,074][root][INFO] - ===> Epoch[299](598/2): Loss -0.6011, Sem 0.1159, dir -0.9493, norm 0.2323, swav 0.0000 LR: 8.917e-02 Score 96.268 Data time: 0.3202, Forward time: 2.8733, Backward time: 3.5397, DDP time: 0.0035, Total iter time: 9.0026 [2020-11-08 05:50:21,918][root][INFO] - ===> Epoch[300](599/2): Loss -0.6084, Sem 0.1100, dir -0.9558, norm 0.2373, swav 0.0000 LR: 8.915e-02 Score 96.494 Data time: 0.2334, Forward time: 2.8720, Backward time: 3.5392, DDP time: 0.0035, Total iter time: 5.6888 [2020-11-08 05:50:29,828][root][INFO] - ===> Epoch[300](600/2): Loss -0.6034, Sem 0.1206, dir -0.9522, norm 0.2282, swav 0.0000 LR: 8.913e-02 Score 96.147 Data time: 0.2412, Forward time: 2.8720, Backward time: 3.5409, DDP time: 0.0035, Total iter time: 7.7745 [2020-11-08 05:50:36,571][root][INFO] - ===> Epoch[301](601/2): Loss -0.6370, Sem 0.1095, dir -0.9581, norm 0.2117, swav 0.0000 LR: 8.912e-02 Score 96.539 Data time: 0.2212, Forward time: 2.8707, Backward time: 3.5419, DDP time: 0.0035, Total iter time: 6.6032 [2020-11-08 05:50:42,022][root][INFO] - ===> Epoch[301](602/2): Loss -0.6009, Sem 0.1145, dir -0.9545, norm 0.2390, swav 0.0000 LR: 8.910e-02 Score 96.450 Data time: 0.2197, Forward time: 2.8702, Backward time: 3.5402, DDP time: 0.0035, Total iter time: 5.3252 [2020-11-08 05:50:50,604][root][INFO] - ===> Epoch[302](603/2): Loss -0.6103, Sem 0.1177, dir -0.9539, norm 0.2259, swav 0.0000 LR: 8.908e-02 Score 96.217 Data time: 0.1661, Forward time: 2.8685, Backward time: 3.5446, DDP time: 0.0035, Total iter time: 8.4287 [2020-11-08 05:50:57,152][root][INFO] - ===> Epoch[302](604/2): Loss -0.6440, Sem 0.1018, dir -0.9592, norm 0.2133, swav 0.0000 LR: 8.906e-02 Score 96.712 Data time: 0.2557, Forward time: 2.8680, Backward time: 3.5445, DDP time: 0.0035, Total iter time: 6.4275 [2020-11-08 05:51:05,559][root][INFO] - ===> Epoch[303](605/2): Loss -0.6137, Sem 0.1143, dir -0.9517, norm 0.2237, swav 0.0000 LR: 8.904e-02 Score 96.369 Data time: 0.2237, Forward time: 2.8676, Backward time: 3.5474, DDP time: 0.0035, Total iter time: 8.2811 [2020-11-08 05:51:11,853][root][INFO] - ===> Epoch[303](606/2): Loss -0.5998, Sem 0.1190, dir -0.9541, norm 0.2353, swav 0.0000 LR: 8.902e-02 Score 96.318 Data time: 0.2701, Forward time: 2.8676, Backward time: 3.5464, DDP time: 0.0035, Total iter time: 6.1819 [2020-11-08 05:51:17,543][root][INFO] - ===> Epoch[304](607/2): Loss -0.6389, Sem 0.1040, dir -0.9566, norm 0.2137, swav 0.0000 LR: 8.901e-02 Score 96.656 Data time: 0.2610, Forward time: 2.8669, Backward time: 3.5451, DDP time: 0.0035, Total iter time: 5.5305 [2020-11-08 05:51:23,382][root][INFO] - ===> Epoch[304](608/2): Loss -0.6112, Sem 0.1145, dir -0.9544, norm 0.2287, swav 0.0000 LR: 8.899e-02 Score 96.360 Data time: 0.2341, Forward time: 2.8670, Backward time: 3.5434, DDP time: 0.0035, Total iter time: 5.6925 [2020-11-08 05:51:30,138][root][INFO] - ===> Epoch[305](609/2): Loss -0.6347, Sem 0.1056, dir -0.9583, norm 0.2180, swav 0.0000 LR: 8.897e-02 Score 96.634 Data time: 0.2657, Forward time: 2.8672, Backward time: 3.5429, DDP time: 0.0035, Total iter time: 6.5928 [2020-11-08 05:51:37,012][root][INFO] - ===> Epoch[305](610/2): Loss -0.5880, Sem 0.1103, dir -0.9463, norm 0.2480, swav 0.0000 LR: 8.895e-02 Score 96.501 Data time: 0.2725, Forward time: 2.8661, Backward time: 3.5439, DDP time: 0.0035, Total iter time: 6.7433 [2020-11-08 05:51:44,258][root][INFO] - ===> Epoch[306](611/2): Loss -0.5740, Sem 0.1177, dir -0.9427, norm 0.2510, swav 0.0000 LR: 8.893e-02 Score 96.267 Data time: 0.3146, Forward time: 2.8664, Backward time: 3.5440, DDP time: 0.0035, Total iter time: 7.1227 [2020-11-08 05:51:49,799][root][INFO] - ===> Epoch[306](612/2): Loss -0.6286, Sem 0.1087, dir -0.9571, norm 0.2198, swav 0.0000 LR: 8.892e-02 Score 96.557 Data time: 0.3059, Forward time: 2.8657, Backward time: 3.5425, DDP time: 0.0035, Total iter time: 5.4024 [2020-11-08 05:51:55,978][root][INFO] - ===> Epoch[307](613/2): Loss -0.6109, Sem 0.1068, dir -0.9546, norm 0.2369, swav 0.0000 LR: 8.890e-02 Score 96.542 Data time: 0.1610, Forward time: 2.8640, Backward time: 3.5432, DDP time: 0.0035, Total iter time: 6.0491 [2020-11-08 05:52:02,918][root][INFO] - ===> Epoch[307](614/2): Loss -0.6092, Sem 0.1102, dir -0.9497, norm 0.2303, swav 0.0000 LR: 8.888e-02 Score 96.540 Data time: 0.2327, Forward time: 2.8639, Backward time: 3.5435, DDP time: 0.0035, Total iter time: 6.8353 [2020-11-08 05:52:10,496][root][INFO] - ===> Epoch[308](615/2): Loss -0.5811, Sem 0.1127, dir -0.9447, norm 0.2509, swav 0.0000 LR: 8.886e-02 Score 96.393 Data time: 0.2484, Forward time: 2.8633, Backward time: 3.5451, DDP time: 0.0035, Total iter time: 7.4455 [2020-11-08 05:52:17,447][root][INFO] - ===> Epoch[308](616/2): Loss -0.6064, Sem 0.1141, dir -0.9543, norm 0.2337, swav 0.0000 LR: 8.884e-02 Score 96.327 Data time: 0.2029, Forward time: 2.8626, Backward time: 3.5459, DDP time: 0.0035, Total iter time: 6.8191 [2020-11-08 05:52:24,741][root][INFO] - ===> Epoch[309](617/2): Loss -0.6129, Sem 0.1087, dir -0.9522, norm 0.2306, swav 0.0000 LR: 8.882e-02 Score 96.556 Data time: 0.2588, Forward time: 2.8624, Backward time: 3.5467, DDP time: 0.0035, Total iter time: 7.1539 [2020-11-08 05:52:31,230][root][INFO] - ===> Epoch[309](618/2): Loss -0.6238, Sem 0.1083, dir -0.9554, norm 0.2233, swav 0.0000 LR: 8.881e-02 Score 96.569 Data time: 0.3457, Forward time: 2.8628, Backward time: 3.5456, DDP time: 0.0035, Total iter time: 6.3281 [2020-11-08 05:52:38,104][root][INFO] - ===> Epoch[310](619/2): Loss -0.5955, Sem 0.1055, dir -0.9522, norm 0.2512, swav 0.0000 LR: 8.879e-02 Score 96.637 Data time: 0.2543, Forward time: 2.8633, Backward time: 3.5450, DDP time: 0.0035, Total iter time: 6.7123 [2020-11-08 05:52:45,313][root][INFO] - ===> Epoch[310](620/2): Loss -0.6192, Sem 0.1100, dir -0.9520, norm 0.2228, swav 0.0000 LR: 8.877e-02 Score 96.422 Data time: 0.1526, Forward time: 2.8617, Backward time: 3.5471, DDP time: 0.0035, Total iter time: 7.0787 [2020-11-08 05:52:52,074][root][INFO] - ===> Epoch[311](621/2): Loss -0.5830, Sem 0.1105, dir -0.9469, norm 0.2534, swav 0.0000 LR: 8.875e-02 Score 96.413 Data time: 0.1903, Forward time: 2.8607, Backward time: 3.5480, DDP time: 0.0035, Total iter time: 6.6424 [2020-11-08 05:52:59,090][root][INFO] - ===> Epoch[311](622/2): Loss -0.5995, Sem 0.1070, dir -0.9501, norm 0.2437, swav 0.0000 LR: 8.873e-02 Score 96.492 Data time: 0.2170, Forward time: 2.8603, Backward time: 3.5487, DDP time: 0.0035, Total iter time: 6.8933 [2020-11-08 05:53:06,209][root][INFO] - ===> Epoch[312](623/2): Loss -0.6386, Sem 0.1132, dir -0.9578, norm 0.2061, swav 0.0000 LR: 8.871e-02 Score 96.375 Data time: 0.2241, Forward time: 2.8596, Backward time: 3.5497, DDP time: 0.0035, Total iter time: 6.9762 [2020-11-08 05:53:14,609][root][INFO] - ===> Epoch[312](624/2): Loss -0.6106, Sem 0.1104, dir -0.9550, norm 0.2340, swav 0.0000 LR: 8.870e-02 Score 96.423 Data time: 0.4151, Forward time: 2.8620, Backward time: 3.5497, DDP time: 0.0035, Total iter time: 8.2598 [2020-11-08 05:53:21,219][root][INFO] - ===> Epoch[313](625/2): Loss -0.6168, Sem 0.1070, dir -0.9524, norm 0.2287, swav 0.0000 LR: 8.868e-02 Score 96.622 Data time: 0.2840, Forward time: 2.8630, Backward time: 3.5482, DDP time: 0.0035, Total iter time: 6.4498 [2020-11-08 05:53:27,546][root][INFO] - ===> Epoch[313](626/2): Loss -0.6317, Sem 0.1048, dir -0.9588, norm 0.2223, swav 0.0000 LR: 8.866e-02 Score 96.655 Data time: 0.3157, Forward time: 2.8628, Backward time: 3.5474, DDP time: 0.0035, Total iter time: 6.1724 [2020-11-08 05:53:35,243][root][INFO] - ===> Epoch[314](627/2): Loss -0.6201, Sem 0.1071, dir -0.9580, norm 0.2308, swav 0.0000 LR: 8.864e-02 Score 96.566 Data time: 0.2543, Forward time: 2.8624, Backward time: 3.5490, DDP time: 0.0035, Total iter time: 7.5654 [2020-11-08 05:53:42,089][root][INFO] - ===> Epoch[314](628/2): Loss -0.6140, Sem 0.1104, dir -0.9549, norm 0.2305, swav 0.0000 LR: 8.862e-02 Score 96.487 Data time: 0.2857, Forward time: 2.8633, Backward time: 3.5481, DDP time: 0.0035, Total iter time: 6.7085 [2020-11-08 05:53:50,839][root][INFO] - ===> Epoch[315](629/2): Loss -0.6012, Sem 0.1063, dir -0.9553, norm 0.2478, swav 0.0000 LR: 8.861e-02 Score 96.672 Data time: 0.2204, Forward time: 2.8627, Backward time: 3.5515, DDP time: 0.0035, Total iter time: 8.5792 [2020-11-08 05:53:57,804][root][INFO] - ===> Epoch[315](630/2): Loss -0.6167, Sem 0.1122, dir -0.9583, norm 0.2294, swav 0.0000 LR: 8.859e-02 Score 96.405 Data time: 0.3512, Forward time: 2.8635, Backward time: 3.5507, DDP time: 0.0035, Total iter time: 6.8135 [2020-11-08 05:54:03,854][root][INFO] - ===> Epoch[316](631/2): Loss -0.6007, Sem 0.1074, dir -0.9500, norm 0.2418, swav 0.0000 LR: 8.857e-02 Score 96.556 Data time: 0.3252, Forward time: 2.8640, Backward time: 3.5488, DDP time: 0.0035, Total iter time: 5.8941 [2020-11-08 05:54:12,215][root][INFO] - ===> Epoch[316](632/2): Loss -0.6365, Sem 0.1029, dir -0.9574, norm 0.2179, swav 0.0000 LR: 8.855e-02 Score 96.746 Data time: 0.1713, Forward time: 2.8626, Backward time: 3.5524, DDP time: 0.0035, Total iter time: 8.2177 [2020-11-08 05:54:18,772][root][INFO] - ===> Epoch[317](633/2): Loss -0.6368, Sem 0.0964, dir -0.9595, norm 0.2263, swav 0.0000 LR: 8.853e-02 Score 96.878 Data time: 0.2146, Forward time: 2.8619, Backward time: 3.5527, DDP time: 0.0035, Total iter time: 6.4587 [2020-11-08 05:54:26,040][root][INFO] - ===> Epoch[317](634/2): Loss -0.6062, Sem 0.1156, dir -0.9513, norm 0.2295, swav 0.0000 LR: 8.851e-02 Score 96.335 Data time: 0.2113, Forward time: 2.8615, Backward time: 3.5537, DDP time: 0.0035, Total iter time: 7.1358 [2020-11-08 05:54:32,572][root][INFO] - ===> Epoch[318](635/2): Loss -0.6313, Sem 0.1060, dir -0.9561, norm 0.2188, swav 0.0000 LR: 8.850e-02 Score 96.545 Data time: 0.1970, Forward time: 2.8607, Backward time: 3.5541, DDP time: 0.0035, Total iter time: 6.4073 [2020-11-08 05:54:38,273][root][INFO] - ===> Epoch[318](636/2): Loss -0.6510, Sem 0.0979, dir -0.9591, norm 0.2102, swav 0.0000 LR: 8.848e-02 Score 96.855 Data time: 0.2932, Forward time: 2.8603, Backward time: 3.5525, DDP time: 0.0035, Total iter time: 5.5607 [2020-11-08 05:54:44,977][root][INFO] - ===> Epoch[319](637/2): Loss -0.6160, Sem 0.1082, dir -0.9545, norm 0.2303, swav 0.0000 LR: 8.846e-02 Score 96.550 Data time: 0.3455, Forward time: 2.8614, Backward time: 3.5512, DDP time: 0.0035, Total iter time: 6.5638 [2020-11-08 05:54:52,014][root][INFO] - ===> Epoch[319](638/2): Loss -0.5927, Sem 0.1031, dir -0.9486, norm 0.2528, swav 0.0000 LR: 8.844e-02 Score 96.706 Data time: 0.2480, Forward time: 2.8617, Backward time: 3.5511, DDP time: 0.0035, Total iter time: 6.9014 [2020-11-08 05:54:59,033][root][INFO] - ===> Epoch[320](639/2): Loss -0.5983, Sem 0.1158, dir -0.9518, norm 0.2377, swav 0.0000 LR: 8.842e-02 Score 96.298 Data time: 0.2578, Forward time: 2.8620, Backward time: 3.5510, DDP time: 0.0035, Total iter time: 6.8484 [2020-11-08 05:55:05,177][root][INFO] - ===> Epoch[320](640/2): Loss -0.6485, Sem 0.1008, dir -0.9573, norm 0.2080, swav 0.0000 LR: 8.840e-02 Score 96.664 Data time: 0.1618, Forward time: 2.8603, Backward time: 3.5515, DDP time: 0.0035, Total iter time: 5.9882 [2020-11-08 05:55:11,202][root][INFO] - ===> Epoch[321](641/2): Loss -0.6216, Sem 0.1103, dir -0.9537, norm 0.2217, swav 0.0000 LR: 8.839e-02 Score 96.481 Data time: 0.2415, Forward time: 2.8599, Backward time: 3.5507, DDP time: 0.0035, Total iter time: 5.9214 [2020-11-08 05:55:18,249][root][INFO] - ===> Epoch[321](642/2): Loss -0.6194, Sem 0.1135, dir -0.9555, norm 0.2227, swav 0.0000 LR: 8.837e-02 Score 96.334 Data time: 0.2723, Forward time: 2.8600, Backward time: 3.5508, DDP time: 0.0035, Total iter time: 6.8985 [2020-11-08 05:55:25,460][root][INFO] - ===> Epoch[322](643/2): Loss -0.6137, Sem 0.1001, dir -0.9518, norm 0.2380, swav 0.0000 LR: 8.835e-02 Score 96.759 Data time: 0.2052, Forward time: 2.8588, Backward time: 3.5524, DDP time: 0.0035, Total iter time: 7.0523 [2020-11-08 05:55:33,152][root][INFO] - ===> Epoch[322](644/2): Loss -0.6313, Sem 0.1068, dir -0.9558, norm 0.2177, swav 0.0000 LR: 8.833e-02 Score 96.602 Data time: 0.1933, Forward time: 2.8578, Backward time: 3.5547, DDP time: 0.0035, Total iter time: 7.5847 [2020-11-08 05:55:39,888][root][INFO] - ===> Epoch[323](645/2): Loss -0.6231, Sem 0.1121, dir -0.9540, norm 0.2188, swav 0.0000 LR: 8.831e-02 Score 96.442 Data time: 0.2117, Forward time: 2.8569, Backward time: 3.5554, DDP time: 0.0035, Total iter time: 6.6224 [2020-11-08 05:55:46,365][root][INFO] - ===> Epoch[323](646/2): Loss -0.6150, Sem 0.1032, dir -0.9540, norm 0.2357, swav 0.0000 LR: 8.830e-02 Score 96.663 Data time: 0.2533, Forward time: 2.8562, Backward time: 3.5555, DDP time: 0.0035, Total iter time: 6.3409 [2020-11-08 05:55:52,532][root][INFO] - ===> Epoch[324](647/2): Loss -0.6558, Sem 0.1077, dir -0.9623, norm 0.1988, swav 0.0000 LR: 8.828e-02 Score 96.531 Data time: 0.2307, Forward time: 2.8555, Backward time: 3.5551, DDP time: 0.0035, Total iter time: 6.0242 [2020-11-08 05:55:59,929][root][INFO] - ===> Epoch[324](648/2): Loss -0.6297, Sem 0.1059, dir -0.9589, norm 0.2232, swav 0.0000 LR: 8.826e-02 Score 96.578 Data time: 0.3001, Forward time: 2.8556, Backward time: 3.5557, DDP time: 0.0035, Total iter time: 7.2437 [2020-11-08 05:56:06,853][root][INFO] - ===> Epoch[325](649/2): Loss -0.6195, Sem 0.1046, dir -0.9562, norm 0.2321, swav 0.0000 LR: 8.824e-02 Score 96.619 Data time: 0.2613, Forward time: 2.8557, Backward time: 3.5556, DDP time: 0.0035, Total iter time: 6.7713 [2020-11-08 05:56:14,064][root][INFO] - ===> Epoch[325](650/2): Loss -0.6111, Sem 0.1052, dir -0.9547, norm 0.2383, swav 0.0000 LR: 8.822e-02 Score 96.545 Data time: 0.2685, Forward time: 2.8554, Backward time: 3.5562, DDP time: 0.0035, Total iter time: 7.0501 [2020-11-08 05:56:21,336][root][INFO] - ===> Epoch[326](651/2): Loss -0.6296, Sem 0.1104, dir -0.9584, norm 0.2184, swav 0.0000 LR: 8.820e-02 Score 96.502 Data time: 0.2452, Forward time: 2.8556, Backward time: 3.5567, DDP time: 0.0036, Total iter time: 7.1399 [2020-11-08 05:56:28,910][root][INFO] - ===> Epoch[326](652/2): Loss -0.6460, Sem 0.1032, dir -0.9594, norm 0.2102, swav 0.0000 LR: 8.819e-02 Score 96.669 Data time: 0.2579, Forward time: 2.8548, Backward time: 3.5584, DDP time: 0.0036, Total iter time: 7.4256 [2020-11-08 05:56:36,015][root][INFO] - ===> Epoch[327](653/2): Loss -0.6301, Sem 0.1068, dir -0.9573, norm 0.2204, swav 0.0000 LR: 8.817e-02 Score 96.630 Data time: 0.2279, Forward time: 2.8543, Backward time: 3.5593, DDP time: 0.0036, Total iter time: 6.9816 [2020-11-08 05:56:44,247][root][INFO] - ===> Epoch[327](654/2): Loss -0.6190, Sem 0.1122, dir -0.9512, norm 0.2199, swav 0.0000 LR: 8.815e-02 Score 96.343 Data time: 0.3644, Forward time: 2.8549, Backward time: 3.5604, DDP time: 0.0036, Total iter time: 8.0815 [2020-11-08 05:56:51,714][root][INFO] - ===> Epoch[328](655/2): Loss -0.6126, Sem 0.1055, dir -0.9507, norm 0.2326, swav 0.0000 LR: 8.813e-02 Score 96.564 Data time: 0.3544, Forward time: 2.8566, Backward time: 3.5596, DDP time: 0.0036, Total iter time: 7.3182 [2020-11-08 05:56:58,245][root][INFO] - ===> Epoch[328](656/2): Loss -0.6380, Sem 0.1074, dir -0.9579, norm 0.2125, swav 0.0000 LR: 8.811e-02 Score 96.543 Data time: 0.3044, Forward time: 2.8576, Backward time: 3.5581, DDP time: 0.0036, Total iter time: 6.3849 [2020-11-08 05:57:05,422][root][INFO] - ===> Epoch[329](657/2): Loss -0.6307, Sem 0.1017, dir -0.9569, norm 0.2246, swav 0.0000 LR: 8.809e-02 Score 96.768 Data time: 0.1925, Forward time: 2.8567, Backward time: 3.5594, DDP time: 0.0036, Total iter time: 7.0256 [2020-11-08 05:57:10,848][root][INFO] - ===> Epoch[329](658/2): Loss -0.6154, Sem 0.1063, dir -0.9566, norm 0.2349, swav 0.0000 LR: 8.808e-02 Score 96.584 Data time: 0.2136, Forward time: 2.8563, Backward time: 3.5576, DDP time: 0.0036, Total iter time: 5.2887 [2020-11-08 05:57:17,857][root][INFO] - ===> Epoch[330](659/2): Loss -0.6120, Sem 0.1094, dir -0.9484, norm 0.2270, swav 0.0000 LR: 8.806e-02 Score 96.568 Data time: 0.1716, Forward time: 2.8551, Backward time: 3.5591, DDP time: 0.0036, Total iter time: 6.8782 [2020-11-08 05:57:23,978][root][INFO] - ===> Epoch[330](660/2): Loss -0.6457, Sem 0.0972, dir -0.9605, norm 0.2176, swav 0.0000 LR: 8.804e-02 Score 96.799 Data time: 0.2418, Forward time: 2.8541, Backward time: 3.5589, DDP time: 0.0036, Total iter time: 6.0080 [2020-11-08 05:57:32,186][root][INFO] - ===> Epoch[331](661/2): Loss -0.6495, Sem 0.0966, dir -0.9578, norm 0.2117, swav 0.0000 LR: 8.802e-02 Score 96.869 Data time: 0.2699, Forward time: 2.8538, Backward time: 3.5612, DDP time: 0.0036, Total iter time: 8.0989 [2020-11-08 05:57:37,872][root][INFO] - ===> Epoch[331](662/2): Loss -0.6089, Sem 0.1054, dir -0.9504, norm 0.2360, swav 0.0000 LR: 8.800e-02 Score 96.567 Data time: 0.2416, Forward time: 2.8535, Backward time: 3.5597, DDP time: 0.0036, Total iter time: 5.5279 [2020-11-08 05:57:44,552][root][INFO] - ===> Epoch[332](663/2): Loss -0.6341, Sem 0.1029, dir -0.9576, norm 0.2206, swav 0.0000 LR: 8.799e-02 Score 96.769 Data time: 0.3924, Forward time: 2.8544, Backward time: 3.5584, DDP time: 0.0036, Total iter time: 6.5546 [2020-11-08 05:57:51,090][root][INFO] - ===> Epoch[332](664/2): Loss -0.6610, Sem 0.0974, dir -0.9609, norm 0.2025, swav 0.0000 LR: 8.797e-02 Score 96.823 Data time: 0.2622, Forward time: 2.8541, Backward time: 3.5581, DDP time: 0.0036, Total iter time: 6.3806 [2020-11-08 05:57:56,976][root][INFO] - ===> Epoch[333](665/2): Loss -0.6477, Sem 0.0971, dir -0.9579, norm 0.2131, swav 0.0000 LR: 8.795e-02 Score 96.840 Data time: 0.2457, Forward time: 2.8532, Backward time: 3.5575, DDP time: 0.0036, Total iter time: 5.7358 [2020-11-08 05:58:03,053][root][INFO] - ===> Epoch[333](666/2): Loss -0.6315, Sem 0.1011, dir -0.9566, norm 0.2240, swav 0.0000 LR: 8.793e-02 Score 96.802 Data time: 0.1963, Forward time: 2.8523, Backward time: 3.5573, DDP time: 0.0036, Total iter time: 5.9535 [2020-11-08 05:58:09,991][root][INFO] - ===> Epoch[334](667/2): Loss -0.6666, Sem 0.0978, dir -0.9616, norm 0.1973, swav 0.0000 LR: 8.791e-02 Score 96.719 Data time: 0.2523, Forward time: 2.8528, Backward time: 3.5569, DDP time: 0.0036, Total iter time: 6.7869 [2020-11-08 05:58:16,589][root][INFO] - ===> Epoch[334](668/2): Loss -0.6204, Sem 0.1049, dir -0.9567, norm 0.2314, swav 0.0000 LR: 8.789e-02 Score 96.607 Data time: 0.1689, Forward time: 2.8517, Backward time: 3.5575, DDP time: 0.0036, Total iter time: 6.4203 [2020-11-08 05:58:22,087][root][INFO] - ===> Epoch[335](669/2): Loss -0.6290, Sem 0.0965, dir -0.9584, norm 0.2328, swav 0.0000 LR: 8.788e-02 Score 96.860 Data time: 0.1923, Forward time: 2.8509, Backward time: 3.5564, DDP time: 0.0036, Total iter time: 5.3600 [2020-11-08 05:58:29,343][root][INFO] - ===> Epoch[335](670/2): Loss -0.6539, Sem 0.1056, dir -0.9591, norm 0.1995, swav 0.0000 LR: 8.786e-02 Score 96.578 Data time: 0.1967, Forward time: 2.8494, Backward time: 3.5584, DDP time: 0.0036, Total iter time: 7.1114 [2020-11-08 05:58:36,025][root][INFO] - ===> Epoch[336](671/2): Loss -0.6195, Sem 0.1066, dir -0.9551, norm 0.2289, swav 0.0000 LR: 8.784e-02 Score 96.601 Data time: 0.1993, Forward time: 2.8487, Backward time: 3.5589, DDP time: 0.0036, Total iter time: 6.5734 [2020-11-08 05:58:42,668][root][INFO] - ===> Epoch[336](672/2): Loss -0.6050, Sem 0.1018, dir -0.9492, norm 0.2424, swav 0.0000 LR: 8.782e-02 Score 96.691 Data time: 0.2539, Forward time: 2.8489, Backward time: 3.5584, DDP time: 0.0036, Total iter time: 6.5171 [2020-11-08 05:58:49,085][root][INFO] - ===> Epoch[337](673/2): Loss -0.6276, Sem 0.0952, dir -0.9515, norm 0.2287, swav 0.0000 LR: 8.780e-02 Score 96.973 Data time: 0.1835, Forward time: 2.8473, Backward time: 3.5592, DDP time: 0.0036, Total iter time: 6.2361 [2020-11-08 05:58:57,067][root][INFO] - ===> Epoch[337](674/2): Loss -0.6332, Sem 0.0992, dir -0.9548, norm 0.2224, swav 0.0000 LR: 8.778e-02 Score 96.848 Data time: 0.3589, Forward time: 2.8487, Backward time: 3.5594, DDP time: 0.0036, Total iter time: 7.8353 [2020-11-08 05:59:04,916][root][INFO] - ===> Epoch[338](675/2): Loss -0.6232, Sem 0.1089, dir -0.9548, norm 0.2228, swav 0.0000 LR: 8.777e-02 Score 96.449 Data time: 0.3756, Forward time: 2.8506, Backward time: 3.5587, DDP time: 0.0036, Total iter time: 7.6582 [2020-11-08 05:59:11,358][root][INFO] - ===> Epoch[338](676/2): Loss -0.6363, Sem 0.1017, dir -0.9553, norm 0.2173, swav 0.0000 LR: 8.775e-02 Score 96.781 Data time: 0.2374, Forward time: 2.8503, Backward time: 3.5584, DDP time: 0.0036, Total iter time: 6.2783 [2020-11-08 05:59:17,451][root][INFO] - ===> Epoch[339](677/2): Loss -0.6047, Sem 0.1015, dir -0.9524, norm 0.2462, swav 0.0000 LR: 8.773e-02 Score 96.745 Data time: 0.2306, Forward time: 2.8500, Backward time: 3.5576, DDP time: 0.0036, Total iter time: 5.9385 [2020-11-08 05:59:23,789][root][INFO] - ===> Epoch[339](678/2): Loss -0.6344, Sem 0.0967, dir -0.9549, norm 0.2237, swav 0.0000 LR: 8.771e-02 Score 96.901 Data time: 0.2932, Forward time: 2.8507, Backward time: 3.5561, DDP time: 0.0036, Total iter time: 6.2127 [2020-11-08 05:59:30,453][root][INFO] - ===> Epoch[340](679/2): Loss -0.6292, Sem 0.1025, dir -0.9568, norm 0.2251, swav 0.0000 LR: 8.769e-02 Score 96.690 Data time: 0.2431, Forward time: 2.8511, Backward time: 3.5554, DDP time: 0.0036, Total iter time: 6.5162 [2020-11-08 05:59:38,411][root][INFO] - ===> Epoch[340](680/2): Loss -0.6367, Sem 0.0973, dir -0.9574, norm 0.2233, swav 0.0000 LR: 8.767e-02 Score 96.887 Data time: 0.2001, Forward time: 2.8504, Backward time: 3.5577, DDP time: 0.0036, Total iter time: 7.8293 [2020-11-08 05:59:44,983][root][INFO] - ===> Epoch[341](681/2): Loss -0.6168, Sem 0.1059, dir -0.9539, norm 0.2312, swav 0.0000 LR: 8.766e-02 Score 96.564 Data time: 0.2150, Forward time: 2.8500, Backward time: 3.5577, DDP time: 0.0036, Total iter time: 6.4622 [2020-11-08 05:59:53,363][root][INFO] - ===> Epoch[341](682/2): Loss -0.6151, Sem 0.1055, dir -0.9515, norm 0.2310, swav 0.0000 LR: 8.764e-02 Score 96.595 Data time: 0.1991, Forward time: 2.8495, Backward time: 3.5604, DDP time: 0.0036, Total iter time: 8.2504 [2020-11-08 05:59:59,448][root][INFO] - ===> Epoch[342](683/2): Loss -0.6188, Sem 0.1016, dir -0.9590, norm 0.2386, swav 0.0000 LR: 8.762e-02 Score 96.698 Data time: 0.1444, Forward time: 2.8481, Backward time: 3.5606, DDP time: 0.0036, Total iter time: 5.9530 [2020-11-08 06:00:06,827][root][INFO] - ===> Epoch[342](684/2): Loss -0.6404, Sem 0.0990, dir -0.9562, norm 0.2169, swav 0.0000 LR: 8.760e-02 Score 96.751 Data time: 0.2285, Forward time: 2.8475, Backward time: 3.5620, DDP time: 0.0036, Total iter time: 7.2967 [2020-11-08 06:00:13,186][root][INFO] - ===> Epoch[343](685/2): Loss -0.5810, Sem 0.0976, dir -0.9442, norm 0.2656, swav 0.0000 LR: 8.758e-02 Score 96.792 Data time: 0.3342, Forward time: 2.8482, Backward time: 3.5606, DDP time: 0.0036, Total iter time: 6.2090 [2020-11-08 06:00:18,565][root][INFO] - ===> Epoch[343](686/2): Loss -0.6500, Sem 0.1032, dir -0.9587, norm 0.2054, swav 0.0000 LR: 8.757e-02 Score 96.626 Data time: 0.2457, Forward time: 2.8481, Backward time: 3.5585, DDP time: 0.0036, Total iter time: 5.2273 [2020-11-08 06:00:25,764][root][INFO] - ===> Epoch[344](687/2): Loss -0.5995, Sem 0.1074, dir -0.9543, norm 0.2474, swav 0.0000 LR: 8.755e-02 Score 96.558 Data time: 0.2048, Forward time: 2.8473, Backward time: 3.5598, DDP time: 0.0036, Total iter time: 7.0561 [2020-11-08 06:00:32,836][root][INFO] - ===> Epoch[344](688/2): Loss -0.6161, Sem 0.0971, dir -0.9531, norm 0.2399, swav 0.0000 LR: 8.753e-02 Score 96.808 Data time: 0.2088, Forward time: 2.8465, Backward time: 3.5609, DDP time: 0.0036, Total iter time: 6.9626 [2020-11-08 06:00:39,008][root][INFO] - ===> Epoch[345](689/2): Loss -0.6187, Sem 0.1006, dir -0.9533, norm 0.2340, swav 0.0000 LR: 8.751e-02 Score 96.750 Data time: 0.2531, Forward time: 2.8468, Backward time: 3.5596, DDP time: 0.0036, Total iter time: 6.0559 [2020-11-08 06:00:45,962][root][INFO] - ===> Epoch[345](690/2): Loss -0.6465, Sem 0.1044, dir -0.9564, norm 0.2054, swav 0.0000 LR: 8.749e-02 Score 96.613 Data time: 0.2463, Forward time: 2.8460, Backward time: 3.5604, DDP time: 0.0036, Total iter time: 6.8060 [2020-11-08 06:00:53,098][root][INFO] - ===> Epoch[346](691/2): Loss -0.6121, Sem 0.1088, dir -0.9522, norm 0.2313, swav 0.0000 LR: 8.747e-02 Score 96.509 Data time: 0.2782, Forward time: 2.8462, Backward time: 3.5606, DDP time: 0.0036, Total iter time: 7.0068 [2020-11-08 06:01:01,741][root][INFO] - ===> Epoch[346](692/2): Loss -0.6216, Sem 0.0976, dir -0.9542, norm 0.2350, swav 0.0000 LR: 8.746e-02 Score 96.843 Data time: 0.4982, Forward time: 2.8484, Backward time: 3.5606, DDP time: 0.0036, Total iter time: 8.4817 [2020-11-08 06:01:08,727][root][INFO] - ===> Epoch[347](693/2): Loss -0.6265, Sem 0.1057, dir -0.9584, norm 0.2261, swav 0.0000 LR: 8.744e-02 Score 96.618 Data time: 0.2811, Forward time: 2.8481, Backward time: 3.5610, DDP time: 0.0036, Total iter time: 6.8275 [2020-11-08 06:01:18,122][root][INFO] - ===> Epoch[347](694/2): Loss -0.6116, Sem 0.1042, dir -0.9514, norm 0.2357, swav 0.0000 LR: 8.742e-02 Score 96.531 Data time: 0.2219, Forward time: 2.8472, Backward time: 3.5653, DDP time: 0.0036, Total iter time: 9.2731 [2020-11-08 06:01:24,593][root][INFO] - ===> Epoch[348](695/2): Loss -0.6030, Sem 0.1028, dir -0.9511, norm 0.2452, swav 0.0000 LR: 8.740e-02 Score 96.724 Data time: 0.2157, Forward time: 2.8468, Backward time: 3.5652, DDP time: 0.0036, Total iter time: 6.3533 [2020-11-08 06:01:31,280][root][INFO] - ===> Epoch[348](696/2): Loss -0.6330, Sem 0.1021, dir -0.9571, norm 0.2220, swav 0.0000 LR: 8.738e-02 Score 96.660 Data time: 0.2802, Forward time: 2.8467, Backward time: 3.5649, DDP time: 0.0036, Total iter time: 6.5333 [2020-11-08 06:01:37,695][root][INFO] - ===> Epoch[349](697/2): Loss -0.6463, Sem 0.0907, dir -0.9559, norm 0.2190, swav 0.0000 LR: 8.736e-02 Score 97.030 Data time: 0.1680, Forward time: 2.8454, Backward time: 3.5656, DDP time: 0.0036, Total iter time: 6.2321 [2020-11-08 06:01:45,195][root][INFO] - ===> Epoch[349](698/2): Loss -0.6330, Sem 0.1094, dir -0.9570, norm 0.2146, swav 0.0000 LR: 8.735e-02 Score 96.485 Data time: 0.2188, Forward time: 2.8445, Backward time: 3.5673, DDP time: 0.0036, Total iter time: 7.3701 [2020-11-08 06:01:51,851][root][INFO] - ===> Epoch[350](699/2): Loss -0.6294, Sem 0.1020, dir -0.9566, norm 0.2252, swav 0.0000 LR: 8.733e-02 Score 96.724 Data time: 0.3067, Forward time: 2.8454, Backward time: 3.5661, DDP time: 0.0036, Total iter time: 6.5092 [2020-11-08 06:01:57,682][root][INFO] - ===> Epoch[350](700/2): Loss -0.5828, Sem 0.1057, dir -0.9380, norm 0.2495, swav 0.0000 LR: 8.731e-02 Score 96.642 Data time: 0.2875, Forward time: 2.8456, Backward time: 3.5643, DDP time: 0.0036, Total iter time: 5.6717 [2020-11-08 06:02:03,216][root][INFO] - ===> Epoch[351](701/2): Loss -0.6000, Sem 0.1038, dir -0.9482, norm 0.2444, swav 0.0000 LR: 8.729e-02 Score 96.609 Data time: 0.2118, Forward time: 2.8451, Backward time: 3.5631, DDP time: 0.0036, Total iter time: 5.3781 [2020-11-08 06:02:09,219][root][INFO] - ===> Epoch[351](702/2): Loss -0.6395, Sem 0.1036, dir -0.9613, norm 0.2183, swav 0.0000 LR: 8.727e-02 Score 96.671 Data time: 0.2421, Forward time: 2.8446, Backward time: 3.5623, DDP time: 0.0036, Total iter time: 5.8650 [2020-11-08 06:02:16,010][root][INFO] - ===> Epoch[352](703/2): Loss -0.5893, Sem 0.1012, dir -0.9422, norm 0.2517, swav 0.0000 LR: 8.725e-02 Score 96.754 Data time: 0.3162, Forward time: 2.8457, Backward time: 3.5611, DDP time: 0.0036, Total iter time: 6.6455 [2020-11-08 06:02:22,629][root][INFO] - ===> Epoch[352](704/2): Loss -0.6120, Sem 0.1011, dir -0.9533, norm 0.2402, swav 0.0000 LR: 8.724e-02 Score 96.747 Data time: 0.2113, Forward time: 2.8452, Backward time: 3.5612, DDP time: 0.0036, Total iter time: 6.4629 [2020-11-08 06:02:29,450][root][INFO] - ===> Epoch[353](705/2): Loss -0.6272, Sem 0.1042, dir -0.9530, norm 0.2216, swav 0.0000 LR: 8.722e-02 Score 96.708 Data time: 0.2804, Forward time: 2.8446, Backward time: 3.5616, DDP time: 0.0036, Total iter time: 6.6615 [2020-11-08 06:02:35,806][root][INFO] - ===> Epoch[353](706/2): Loss -0.6228, Sem 0.0926, dir -0.9513, norm 0.2359, swav 0.0000 LR: 8.720e-02 Score 96.952 Data time: 0.1811, Forward time: 2.8435, Backward time: 3.5620, DDP time: 0.0036, Total iter time: 6.2041 [2020-11-08 06:02:42,225][root][INFO] - ===> Epoch[354](707/2): Loss -0.6144, Sem 0.1074, dir -0.9541, norm 0.2322, swav 0.0000 LR: 8.718e-02 Score 96.618 Data time: 0.2214, Forward time: 2.8432, Backward time: 3.5617, DDP time: 0.0036, Total iter time: 6.3138 [2020-11-08 06:02:48,381][root][INFO] - ===> Epoch[354](708/2): Loss -0.6419, Sem 0.0940, dir -0.9584, norm 0.2226, swav 0.0000 LR: 8.716e-02 Score 96.923 Data time: 0.2196, Forward time: 2.8428, Backward time: 3.5612, DDP time: 0.0036, Total iter time: 6.0109 [2020-11-08 06:02:56,025][root][INFO] - ===> Epoch[355](709/2): Loss -0.6185, Sem 0.0961, dir -0.9507, norm 0.2360, swav 0.0000 LR: 8.715e-02 Score 96.838 Data time: 0.2284, Forward time: 2.8424, Backward time: 3.5626, DDP time: 0.0036, Total iter time: 7.4952 [2020-11-08 06:03:05,225][root][INFO] - ===> Epoch[355](710/2): Loss -0.6232, Sem 0.1096, dir -0.9597, norm 0.2268, swav 0.0000 LR: 8.713e-02 Score 96.511 Data time: 0.2027, Forward time: 2.8416, Backward time: 3.5666, DDP time: 0.0036, Total iter time: 9.0794 [2020-11-08 06:03:12,011][root][INFO] - ===> Epoch[356](711/2): Loss -0.6273, Sem 0.0963, dir -0.9535, norm 0.2300, swav 0.0000 LR: 8.711e-02 Score 96.845 Data time: 0.3066, Forward time: 2.8426, Backward time: 3.5654, DDP time: 0.0036, Total iter time: 6.6619 [2020-11-08 06:03:19,468][root][INFO] - ===> Epoch[356](712/2): Loss -0.6129, Sem 0.1099, dir -0.9515, norm 0.2287, swav 0.0000 LR: 8.709e-02 Score 96.441 Data time: 0.3596, Forward time: 2.8442, Backward time: 3.5646, DDP time: 0.0036, Total iter time: 7.3014 [2020-11-08 06:03:25,743][root][INFO] - ===> Epoch[357](713/2): Loss -0.6215, Sem 0.0981, dir -0.9575, norm 0.2379, swav 0.0000 LR: 8.707e-02 Score 96.785 Data time: 0.2702, Forward time: 2.8446, Backward time: 3.5633, DDP time: 0.0036, Total iter time: 6.1283 [2020-11-08 06:03:34,641][root][INFO] - ===> Epoch[357](714/2): Loss -0.6332, Sem 0.0974, dir -0.9531, norm 0.2225, swav 0.0000 LR: 8.705e-02 Score 96.845 Data time: 0.3021, Forward time: 2.8455, Backward time: 3.5652, DDP time: 0.0036, Total iter time: 8.7741 [2020-11-08 06:03:41,397][root][INFO] - ===> Epoch[358](715/2): Loss -0.6085, Sem 0.0966, dir -0.9518, norm 0.2467, swav 0.0000 LR: 8.704e-02 Score 96.886 Data time: 0.2758, Forward time: 2.8454, Backward time: 3.5650, DDP time: 0.0036, Total iter time: 6.6229 [2020-11-08 06:03:49,027][root][INFO] - ===> Epoch[358](716/2): Loss -0.6239, Sem 0.1013, dir -0.9546, norm 0.2294, swav 0.0000 LR: 8.702e-02 Score 96.674 Data time: 0.3745, Forward time: 2.8469, Backward time: 3.5645, DDP time: 0.0036, Total iter time: 7.4759 [2020-11-08 06:03:55,485][root][INFO] - ===> Epoch[359](717/2): Loss -0.6268, Sem 0.1020, dir -0.9537, norm 0.2249, swav 0.0000 LR: 8.700e-02 Score 96.638 Data time: 0.2737, Forward time: 2.8478, Backward time: 3.5630, DDP time: 0.0036, Total iter time: 6.2943 [2020-11-08 06:04:01,657][root][INFO] - ===> Epoch[359](718/2): Loss -0.6018, Sem 0.0966, dir -0.9472, norm 0.2488, swav 0.0000 LR: 8.698e-02 Score 96.884 Data time: 0.1978, Forward time: 2.8470, Backward time: 3.5628, DDP time: 0.0036, Total iter time: 6.0223 [2020-11-08 06:04:08,479][root][INFO] - ===> Epoch[360](719/2): Loss -0.6431, Sem 0.1010, dir -0.9575, norm 0.2134, swav 0.0000 LR: 8.696e-02 Score 96.773 Data time: 0.3312, Forward time: 2.8476, Backward time: 3.5621, DDP time: 0.0036, Total iter time: 6.7150 [2020-11-08 06:04:15,096][root][INFO] - ===> Epoch[360](720/2): Loss -0.6043, Sem 0.1087, dir -0.9513, norm 0.2383, swav 0.0000 LR: 8.694e-02 Score 96.598 Data time: 0.2428, Forward time: 2.8478, Backward time: 3.5615, DDP time: 0.0036, Total iter time: 6.4669 [2020-11-08 06:04:20,981][root][INFO] - ===> Epoch[361](721/2): Loss -0.6528, Sem 0.0958, dir -0.9583, norm 0.2097, swav 0.0000 LR: 8.693e-02 Score 96.895 Data time: 0.2998, Forward time: 2.8479, Backward time: 3.5601, DDP time: 0.0036, Total iter time: 5.7493 [2020-11-08 06:04:26,851][root][INFO] - ===> Epoch[361](722/2): Loss -0.6330, Sem 0.1073, dir -0.9614, norm 0.2211, swav 0.0000 LR: 8.691e-02 Score 96.491 Data time: 0.2324, Forward time: 2.8481, Backward time: 3.5585, DDP time: 0.0036, Total iter time: 5.7091 [2020-11-08 06:04:34,348][root][INFO] - ===> Epoch[362](723/2): Loss -0.6269, Sem 0.1038, dir -0.9500, norm 0.2193, swav 0.0000 LR: 8.689e-02 Score 96.566 Data time: 0.1490, Forward time: 2.8465, Backward time: 3.5609, DDP time: 0.0036, Total iter time: 7.3723 [2020-11-08 06:04:40,579][root][INFO] - ===> Epoch[362](724/2): Loss -0.6230, Sem 0.0991, dir -0.9521, norm 0.2300, swav 0.0000 LR: 8.687e-02 Score 96.759 Data time: 0.2002, Forward time: 2.8458, Backward time: 3.5609, DDP time: 0.0036, Total iter time: 6.1136 [2020-11-08 06:04:46,563][root][INFO] - ===> Epoch[363](725/2): Loss -0.6373, Sem 0.1018, dir -0.9595, norm 0.2204, swav 0.0000 LR: 8.685e-02 Score 96.693 Data time: 0.2238, Forward time: 2.8455, Backward time: 3.5600, DDP time: 0.0036, Total iter time: 5.8339 [2020-11-08 06:04:52,128][root][INFO] - ===> Epoch[363](726/2): Loss -0.6429, Sem 0.0950, dir -0.9557, norm 0.2178, swav 0.0000 LR: 8.683e-02 Score 96.929 Data time: 0.2961, Forward time: 2.8452, Backward time: 3.5585, DDP time: 0.0036, Total iter time: 5.4055 [2020-11-08 06:05:00,664][root][INFO] - ===> Epoch[364](727/2): Loss -0.6188, Sem 0.1009, dir -0.9494, norm 0.2297, swav 0.0000 LR: 8.682e-02 Score 96.665 Data time: 0.4005, Forward time: 2.8471, Backward time: 3.5587, DDP time: 0.0036, Total iter time: 8.4084 [2020-11-08 06:05:09,405][root][INFO] - ===> Epoch[364](728/2): Loss -0.6311, Sem 0.1011, dir -0.9536, norm 0.2214, swav 0.0000 LR: 8.680e-02 Score 96.763 Data time: 0.2439, Forward time: 2.8472, Backward time: 3.5610, DDP time: 0.0036, Total iter time: 8.5821 [2020-11-08 06:05:15,386][root][INFO] - ===> Epoch[365](729/2): Loss -0.6493, Sem 0.0944, dir -0.9559, norm 0.2122, swav 0.0000 LR: 8.678e-02 Score 96.848 Data time: 0.2215, Forward time: 2.8465, Backward time: 3.5605, DDP time: 0.0036, Total iter time: 5.8502 [2020-11-08 06:05:22,249][root][INFO] - ===> Epoch[365](730/2): Loss -0.6198, Sem 0.1044, dir -0.9563, norm 0.2320, swav 0.0000 LR: 8.676e-02 Score 96.602 Data time: 0.3265, Forward time: 2.8474, Backward time: 3.5596, DDP time: 0.0036, Total iter time: 6.7382 [2020-11-08 06:05:32,458][root][INFO] - ===> Epoch[366](731/2): Loss -0.6525, Sem 0.0995, dir -0.9585, norm 0.2065, swav 0.0000 LR: 8.674e-02 Score 96.737 Data time: 0.2219, Forward time: 2.8471, Backward time: 3.5643, DDP time: 0.0036, Total iter time: 10.0545 [2020-11-08 06:05:39,597][root][INFO] - ===> Epoch[366](732/2): Loss -0.6503, Sem 0.0924, dir -0.9569, norm 0.2142, swav 0.0000 LR: 8.672e-02 Score 96.979 Data time: 0.2223, Forward time: 2.8462, Backward time: 3.5656, DDP time: 0.0036, Total iter time: 6.9988 [2020-11-08 06:05:45,213][root][INFO] - ===> Epoch[367](733/2): Loss -0.6325, Sem 0.0957, dir -0.9548, norm 0.2265, swav 0.0000 LR: 8.671e-02 Score 96.855 Data time: 0.2676, Forward time: 2.8464, Backward time: 3.5638, DDP time: 0.0036, Total iter time: 5.4963 [2020-11-08 06:05:51,806][root][INFO] - ===> Epoch[367](734/2): Loss -0.6752, Sem 0.0952, dir -0.9631, norm 0.1927, swav 0.0000 LR: 8.669e-02 Score 96.853 Data time: 0.2984, Forward time: 2.8473, Backward time: 3.5625, DDP time: 0.0036, Total iter time: 6.4555 [2020-11-08 06:05:59,947][root][INFO] - ===> Epoch[368](735/2): Loss -0.6504, Sem 0.0993, dir -0.9587, norm 0.2091, swav 0.0000 LR: 8.667e-02 Score 96.845 Data time: 0.2525, Forward time: 2.8470, Backward time: 3.5644, DDP time: 0.0036, Total iter time: 7.9946 [2020-11-08 06:06:05,411][root][INFO] - ===> Epoch[368](736/2): Loss -0.6068, Sem 0.1066, dir -0.9488, norm 0.2354, swav 0.0000 LR: 8.665e-02 Score 96.738 Data time: 0.2637, Forward time: 2.8471, Backward time: 3.5624, DDP time: 0.0036, Total iter time: 5.3536 [2020-11-08 06:06:12,335][root][INFO] - ===> Epoch[369](737/2): Loss -0.6387, Sem 0.0935, dir -0.9545, norm 0.2223, swav 0.0000 LR: 8.663e-02 Score 96.922 Data time: 0.2829, Forward time: 2.8473, Backward time: 3.5622, DDP time: 0.0036, Total iter time: 6.7717 [2020-11-08 06:06:19,741][root][INFO] - ===> Epoch[369](738/2): Loss -0.6702, Sem 0.0898, dir -0.9624, norm 0.2024, swav 0.0000 LR: 8.661e-02 Score 97.069 Data time: 0.2838, Forward time: 2.8467, Backward time: 3.5634, DDP time: 0.0036, Total iter time: 7.2442 [2020-11-08 06:06:26,850][root][INFO] - ===> Epoch[370](739/2): Loss -0.6462, Sem 0.0986, dir -0.9572, norm 0.2125, swav 0.0000 LR: 8.660e-02 Score 96.802 Data time: 0.3450, Forward time: 2.8479, Backward time: 3.5624, DDP time: 0.0036, Total iter time: 6.9593 [2020-11-08 06:06:33,626][root][INFO] - ===> Epoch[370](740/2): Loss -0.6179, Sem 0.0941, dir -0.9497, norm 0.2376, swav 0.0000 LR: 8.658e-02 Score 96.875 Data time: 0.2627, Forward time: 2.8481, Backward time: 3.5621, DDP time: 0.0036, Total iter time: 6.6411 [2020-11-08 06:06:39,833][root][INFO] - ===> Epoch[371](741/2): Loss -0.6545, Sem 0.0996, dir -0.9592, norm 0.2051, swav 0.0000 LR: 8.656e-02 Score 96.747 Data time: 0.2156, Forward time: 2.8476, Backward time: 3.5617, DDP time: 0.0036, Total iter time: 6.0725 [2020-11-08 06:06:48,299][root][INFO] - ===> Epoch[371](742/2): Loss -0.6684, Sem 0.0942, dir -0.9591, norm 0.1965, swav 0.0000 LR: 8.654e-02 Score 96.948 Data time: 0.2933, Forward time: 2.8481, Backward time: 3.5633, DDP time: 0.0036, Total iter time: 8.3423 [2020-11-08 06:06:54,984][root][INFO] - ===> Epoch[372](743/2): Loss -0.6377, Sem 0.0906, dir -0.9569, norm 0.2285, swav 0.0000 LR: 8.652e-02 Score 97.022 Data time: 0.2193, Forward time: 2.8478, Backward time: 3.5634, DDP time: 0.0036, Total iter time: 6.5294 [2020-11-08 06:07:01,816][root][INFO] - ===> Epoch[372](744/2): Loss -0.6313, Sem 0.0986, dir -0.9562, norm 0.2264, swav 0.0000 LR: 8.651e-02 Score 96.785 Data time: 0.3784, Forward time: 2.8487, Backward time: 3.5623, DDP time: 0.0036, Total iter time: 6.7049 [2020-11-08 06:07:08,448][root][INFO] - ===> Epoch[373](745/2): Loss -0.6887, Sem 0.0883, dir -0.9637, norm 0.1867, swav 0.0000 LR: 8.649e-02 Score 97.073 Data time: 0.2919, Forward time: 2.8489, Backward time: 3.5617, DDP time: 0.0036, Total iter time: 6.4752 [2020-11-08 06:07:15,514][root][INFO] - ===> Epoch[373](746/2): Loss -0.6451, Sem 0.0868, dir -0.9543, norm 0.2224, swav 0.0000 LR: 8.647e-02 Score 97.102 Data time: 0.1914, Forward time: 2.8479, Backward time: 3.5630, DDP time: 0.0036, Total iter time: 6.9308 [2020-11-08 06:07:22,567][root][INFO] - ===> Epoch[374](747/2): Loss -0.6652, Sem 0.0919, dir -0.9610, norm 0.2040, swav 0.0000 LR: 8.645e-02 Score 96.997 Data time: 0.2247, Forward time: 2.8477, Backward time: 3.5634, DDP time: 0.0036, Total iter time: 6.9211 [2020-11-08 06:07:28,712][root][INFO] - ===> Epoch[374](748/2): Loss -0.6676, Sem 0.0927, dir -0.9612, norm 0.2008, swav 0.0000 LR: 8.643e-02 Score 96.986 Data time: 0.1998, Forward time: 2.8473, Backward time: 3.5629, DDP time: 0.0036, Total iter time: 6.0046 [2020-11-08 06:07:35,917][root][INFO] - ===> Epoch[375](749/2): Loss -0.6470, Sem 0.0918, dir -0.9568, norm 0.2180, swav 0.0000 LR: 8.641e-02 Score 96.921 Data time: 0.1562, Forward time: 2.8458, Backward time: 3.5647, DDP time: 0.0036, Total iter time: 7.0592 [2020-11-08 06:07:43,281][root][INFO] - ===> Epoch[375](750/2): Loss -0.6654, Sem 0.1014, dir -0.9603, norm 0.1935, swav 0.0000 LR: 8.640e-02 Score 96.695 Data time: 0.3153, Forward time: 2.8467, Backward time: 3.5645, DDP time: 0.0036, Total iter time: 7.2672 [2020-11-08 06:07:49,021][root][INFO] - ===> Epoch[376](751/2): Loss -0.6709, Sem 0.0905, dir -0.9608, norm 0.1994, swav 0.0000 LR: 8.638e-02 Score 97.020 Data time: 0.1824, Forward time: 2.8461, Backward time: 3.5637, DDP time: 0.0036, Total iter time: 5.5951 [2020-11-08 06:07:55,904][root][INFO] - ===> Epoch[376](752/2): Loss -0.6444, Sem 0.0904, dir -0.9567, norm 0.2219, swav 0.0000 LR: 8.636e-02 Score 96.993 Data time: 0.2767, Forward time: 2.8465, Backward time: 3.5634, DDP time: 0.0036, Total iter time: 6.7661 [2020-11-08 06:08:01,997][root][INFO] - ===> Epoch[377](753/2): Loss -0.6662, Sem 0.0970, dir -0.9598, norm 0.1966, swav 0.0000 LR: 8.634e-02 Score 96.844 Data time: 0.2334, Forward time: 2.8463, Backward time: 3.5625, DDP time: 0.0036, Total iter time: 5.9483 [2020-11-08 06:08:08,565][root][INFO] - ===> Epoch[377](754/2): Loss -0.6611, Sem 0.0914, dir -0.9627, norm 0.2102, swav 0.0000 LR: 8.632e-02 Score 96.994 Data time: 0.2898, Forward time: 2.8464, Backward time: 3.5620, DDP time: 0.0036, Total iter time: 6.4215 [2020-11-08 06:08:16,162][root][INFO] - ===> Epoch[378](755/2): Loss -0.6684, Sem 0.0848, dir -0.9596, norm 0.2064, swav 0.0000 LR: 8.630e-02 Score 97.200 Data time: 0.3127, Forward time: 2.8468, Backward time: 3.5624, DDP time: 0.0036, Total iter time: 7.4379 [2020-11-08 06:08:25,055][root][INFO] - ===> Epoch[378](756/2): Loss -0.6629, Sem 0.0943, dir -0.9605, norm 0.2033, swav 0.0000 LR: 8.629e-02 Score 96.891 Data time: 0.4286, Forward time: 2.8491, Backward time: 3.5626, DDP time: 0.0036, Total iter time: 8.7342 [2020-11-08 06:08:31,442][root][INFO] - ===> Epoch[379](757/2): Loss -0.6714, Sem 0.0906, dir -0.9635, norm 0.2015, swav 0.0000 LR: 8.627e-02 Score 96.989 Data time: 0.2128, Forward time: 2.8488, Backward time: 3.5623, DDP time: 0.0036, Total iter time: 6.2092 [2020-11-08 06:08:37,876][root][INFO] - ===> Epoch[379](758/2): Loss -0.6684, Sem 0.0873, dir -0.9597, norm 0.2040, swav 0.0000 LR: 8.625e-02 Score 97.088 Data time: 0.2283, Forward time: 2.8484, Backward time: 3.5621, DDP time: 0.0036, Total iter time: 6.2928 [2020-11-08 06:08:45,076][root][INFO] - ===> Epoch[380](759/2): Loss -0.6569, Sem 0.0968, dir -0.9604, norm 0.2066, swav 0.0000 LR: 8.623e-02 Score 96.831 Data time: 0.3104, Forward time: 2.8487, Backward time: 3.5621, DDP time: 0.0036, Total iter time: 7.0501 [2020-11-08 06:08:52,865][root][INFO] - ===> Epoch[380](760/2): Loss -0.6525, Sem 0.0917, dir -0.9622, norm 0.2180, swav 0.0000 LR: 8.621e-02 Score 96.960 Data time: 0.3440, Forward time: 2.8489, Backward time: 3.5629, DDP time: 0.0036, Total iter time: 7.6356 [2020-11-08 06:08:59,473][root][INFO] - ===> Epoch[381](761/2): Loss -0.6486, Sem 0.0932, dir -0.9568, norm 0.2150, swav 0.0000 LR: 8.619e-02 Score 96.974 Data time: 0.3035, Forward time: 2.8497, Backward time: 3.5617, DDP time: 0.0036, Total iter time: 6.4610 [2020-11-08 06:09:06,788][root][INFO] - ===> Epoch[381](762/2): Loss -0.6553, Sem 0.0928, dir -0.9618, norm 0.2137, swav 0.0000 LR: 8.618e-02 Score 96.969 Data time: 0.2602, Forward time: 2.8502, Backward time: 3.5617, DDP time: 0.0036, Total iter time: 7.1604 [2020-11-08 06:09:15,022][root][INFO] - ===> Epoch[382](763/2): Loss -0.6548, Sem 0.0974, dir -0.9587, norm 0.2065, swav 0.0000 LR: 8.616e-02 Score 96.829 Data time: 0.2032, Forward time: 2.8497, Backward time: 3.5641, DDP time: 0.0036, Total iter time: 8.1349 [2020-11-08 06:09:20,802][root][INFO] - ===> Epoch[382](764/2): Loss -0.6715, Sem 0.0936, dir -0.9638, norm 0.1987, swav 0.0000 LR: 8.614e-02 Score 96.908 Data time: 0.2404, Forward time: 2.8495, Backward time: 3.5628, DDP time: 0.0036, Total iter time: 5.6615 [2020-11-08 06:09:27,687][root][INFO] - ===> Epoch[383](765/2): Loss -0.6684, Sem 0.0909, dir -0.9609, norm 0.2016, swav 0.0000 LR: 8.612e-02 Score 97.041 Data time: 0.3469, Forward time: 2.8506, Backward time: 3.5618, DDP time: 0.0036, Total iter time: 6.7482 [2020-11-08 06:09:33,419][root][INFO] - ===> Epoch[383](766/2): Loss -0.6740, Sem 0.1032, dir -0.9630, norm 0.1858, swav 0.0000 LR: 8.610e-02 Score 96.731 Data time: 0.3128, Forward time: 2.8508, Backward time: 3.5600, DDP time: 0.0036, Total iter time: 5.5816 [2020-11-08 06:09:41,474][root][INFO] - ===> Epoch[384](767/2): Loss -0.6513, Sem 0.0916, dir -0.9577, norm 0.2147, swav 0.0000 LR: 8.608e-02 Score 96.962 Data time: 0.2418, Forward time: 2.8508, Backward time: 3.5615, DDP time: 0.0036, Total iter time: 7.9099 [2020-11-08 06:09:48,942][root][INFO] - ===> Epoch[384](768/2): Loss -0.6489, Sem 0.0915, dir -0.9577, norm 0.2173, swav 0.0000 LR: 8.607e-02 Score 97.001 Data time: 0.2569, Forward time: 2.8508, Backward time: 3.5622, DDP time: 0.0036, Total iter time: 7.3341 [2020-11-08 06:09:56,872][root][INFO] - ===> Epoch[385](769/2): Loss -0.6674, Sem 0.0960, dir -0.9623, norm 0.1990, swav 0.0000 LR: 8.605e-02 Score 96.803 Data time: 0.2890, Forward time: 2.8513, Backward time: 3.5630, DDP time: 0.0036, Total iter time: 7.7839 [2020-11-08 06:10:02,571][root][INFO] - ===> Epoch[385](770/2): Loss -0.6648, Sem 0.0891, dir -0.9602, norm 0.2063, swav 0.0000 LR: 8.603e-02 Score 97.091 Data time: 0.2614, Forward time: 2.8515, Backward time: 3.5613, DDP time: 0.0036, Total iter time: 5.5638 [2020-11-08 06:10:09,018][root][INFO] - ===> Epoch[386](771/2): Loss -0.6559, Sem 0.0956, dir -0.9571, norm 0.2056, swav 0.0000 LR: 8.601e-02 Score 96.931 Data time: 0.2528, Forward time: 2.8518, Backward time: 3.5604, DDP time: 0.0036, Total iter time: 6.3062 [2020-11-08 06:10:16,342][root][INFO] - ===> Epoch[386](772/2): Loss -0.6718, Sem 0.0906, dir -0.9614, norm 0.1990, swav 0.0000 LR: 8.599e-02 Score 96.998 Data time: 0.1695, Forward time: 2.8508, Backward time: 3.5620, DDP time: 0.0036, Total iter time: 7.1803 [2020-11-08 06:10:22,843][root][INFO] - ===> Epoch[387](773/2): Loss -0.6660, Sem 0.0935, dir -0.9606, norm 0.2011, swav 0.0000 LR: 8.597e-02 Score 96.945 Data time: 0.1649, Forward time: 2.8497, Backward time: 3.5628, DDP time: 0.0036, Total iter time: 6.4168 [2020-11-08 06:10:31,950][root][INFO] - ===> Epoch[387](774/2): Loss -0.6644, Sem 0.0847, dir -0.9608, norm 0.2117, swav 0.0000 LR: 8.596e-02 Score 97.220 Data time: 0.2348, Forward time: 2.8494, Backward time: 3.5658, DDP time: 0.0036, Total iter time: 8.9892 [2020-11-08 06:10:37,867][root][INFO] - ===> Epoch[388](775/2): Loss -0.6494, Sem 0.0914, dir -0.9569, norm 0.2161, swav 0.0000 LR: 8.594e-02 Score 96.984 Data time: 0.2639, Forward time: 2.8495, Backward time: 3.5645, DDP time: 0.0036, Total iter time: 5.7796 [2020-11-08 06:10:47,524][root][INFO] - ===> Epoch[388](776/2): Loss -0.6753, Sem 0.0907, dir -0.9636, norm 0.1975, swav 0.0000 LR: 8.592e-02 Score 97.023 Data time: 0.4685, Forward time: 2.8522, Backward time: 3.5652, DDP time: 0.0036, Total iter time: 9.5026 [2020-11-08 06:10:54,462][root][INFO] - ===> Epoch[389](777/2): Loss -0.6671, Sem 0.0859, dir -0.9624, norm 0.2093, swav 0.0000 LR: 8.590e-02 Score 97.157 Data time: 0.2305, Forward time: 2.8522, Backward time: 3.5652, DDP time: 0.0036, Total iter time: 6.7962 [2020-11-08 06:11:01,473][root][INFO] - ===> Epoch[389](778/2): Loss -0.6596, Sem 0.0933, dir -0.9575, norm 0.2046, swav 0.0000 LR: 8.588e-02 Score 96.969 Data time: 0.2453, Forward time: 2.8519, Backward time: 3.5656, DDP time: 0.0036, Total iter time: 6.8523 [2020-11-08 06:11:10,100][root][INFO] - ===> Epoch[390](779/2): Loss -0.6624, Sem 0.0949, dir -0.9632, norm 0.2059, swav 0.0000 LR: 8.586e-02 Score 96.805 Data time: 0.1955, Forward time: 2.8510, Backward time: 3.5686, DDP time: 0.0036, Total iter time: 8.5101 [2020-11-08 06:11:16,679][root][INFO] - ===> Epoch[390](780/2): Loss -0.6642, Sem 0.0945, dir -0.9612, norm 0.2024, swav 0.0000 LR: 8.585e-02 Score 96.916 Data time: 0.1558, Forward time: 2.8500, Backward time: 3.5694, DDP time: 0.0036, Total iter time: 6.4781 [2020-11-08 06:11:24,707][root][INFO] - ===> Epoch[391](781/2): Loss -0.6539, Sem 0.0929, dir -0.9616, norm 0.2148, swav 0.0000 LR: 8.583e-02 Score 96.921 Data time: 0.1561, Forward time: 2.8490, Backward time: 3.5718, DDP time: 0.0036, Total iter time: 7.9490 [2020-11-08 06:11:30,686][root][INFO] - ===> Epoch[391](782/2): Loss -0.7072, Sem 0.0858, dir -0.9700, norm 0.1770, swav 0.0000 LR: 8.581e-02 Score 97.168 Data time: 0.1916, Forward time: 2.8481, Backward time: 3.5716, DDP time: 0.0036, Total iter time: 5.8297 [2020-11-08 06:11:38,030][root][INFO] - ===> Epoch[392](783/2): Loss -0.6606, Sem 0.0917, dir -0.9571, norm 0.2048, swav 0.0000 LR: 8.579e-02 Score 96.948 Data time: 0.2943, Forward time: 2.8482, Backward time: 3.5721, DDP time: 0.0036, Total iter time: 7.2487 [2020-11-08 06:11:44,945][root][INFO] - ===> Epoch[392](784/2): Loss -0.6460, Sem 0.0908, dir -0.9576, norm 0.2209, swav 0.0000 LR: 8.577e-02 Score 96.974 Data time: 0.2742, Forward time: 2.8481, Backward time: 3.5722, DDP time: 0.0036, Total iter time: 6.7624 [2020-11-08 06:11:52,233][root][INFO] - ===> Epoch[393](785/2): Loss -0.6838, Sem 0.0888, dir -0.9647, norm 0.1922, swav 0.0000 LR: 8.575e-02 Score 97.029 Data time: 0.2836, Forward time: 2.8479, Backward time: 3.5728, DDP time: 0.0036, Total iter time: 7.1508 [2020-11-08 06:11:59,318][root][INFO] - ===> Epoch[393](786/2): Loss -0.6645, Sem 0.0953, dir -0.9595, norm 0.1997, swav 0.0000 LR: 8.574e-02 Score 96.853 Data time: 0.3315, Forward time: 2.8489, Backward time: 3.5720, DDP time: 0.0036, Total iter time: 6.9403 [2020-11-08 06:12:05,345][root][INFO] - ===> Epoch[394](787/2): Loss -0.6879, Sem 0.0847, dir -0.9615, norm 0.1889, swav 0.0000 LR: 8.572e-02 Score 97.137 Data time: 0.2807, Forward time: 2.8495, Backward time: 3.5703, DDP time: 0.0036, Total iter time: 5.8896 [2020-11-08 06:12:11,034][root][INFO] - ===> Epoch[394](788/2): Loss -0.6721, Sem 0.0874, dir -0.9591, norm 0.1996, swav 0.0000 LR: 8.570e-02 Score 97.101 Data time: 0.2378, Forward time: 2.8495, Backward time: 3.5689, DDP time: 0.0036, Total iter time: 5.5476 [2020-11-08 06:12:16,809][root][INFO] - ===> Epoch[395](789/2): Loss -0.6635, Sem 0.0966, dir -0.9597, norm 0.1996, swav 0.0000 LR: 8.568e-02 Score 96.804 Data time: 0.2420, Forward time: 2.8491, Backward time: 3.5679, DDP time: 0.0036, Total iter time: 5.6415 [2020-11-08 06:12:23,611][root][INFO] - ===> Epoch[395](790/2): Loss -0.6839, Sem 0.0848, dir -0.9626, norm 0.1938, swav 0.0000 LR: 8.566e-02 Score 97.141 Data time: 0.2746, Forward time: 2.8486, Backward time: 3.5682, DDP time: 0.0036, Total iter time: 6.6675 [2020-11-08 06:12:31,300][root][INFO] - ===> Epoch[396](791/2): Loss -0.6484, Sem 0.0892, dir -0.9568, norm 0.2193, swav 0.0000 LR: 8.565e-02 Score 97.069 Data time: 0.3406, Forward time: 2.8499, Backward time: 3.5679, DDP time: 0.0036, Total iter time: 7.5615 [2020-11-08 06:12:38,192][root][INFO] - ===> Epoch[396](792/2): Loss -0.6798, Sem 0.0871, dir -0.9636, norm 0.1967, swav 0.0000 LR: 8.563e-02 Score 97.089 Data time: 0.2476, Forward time: 2.8499, Backward time: 3.5679, DDP time: 0.0036, Total iter time: 6.7317 [2020-11-08 06:12:44,489][root][INFO] - ===> Epoch[397](793/2): Loss -0.6806, Sem 0.0926, dir -0.9630, norm 0.1898, swav 0.0000 LR: 8.561e-02 Score 97.033 Data time: 0.3169, Forward time: 2.8502, Backward time: 3.5668, DDP time: 0.0036, Total iter time: 6.1482 [2020-11-08 06:12:51,464][root][INFO] - ===> Epoch[397](794/2): Loss -0.6788, Sem 0.0894, dir -0.9640, norm 0.1958, swav 0.0000 LR: 8.559e-02 Score 97.026 Data time: 0.2102, Forward time: 2.8496, Backward time: 3.5675, DDP time: 0.0036, Total iter time: 6.8415 [2020-11-08 06:13:00,678][root][INFO] - ===> Epoch[398](795/2): Loss -0.6608, Sem 0.0926, dir -0.9575, norm 0.2041, swav 0.0000 LR: 8.557e-02 Score 96.926 Data time: 0.2368, Forward time: 2.8496, Backward time: 3.5704, DDP time: 0.0036, Total iter time: 9.1089 [2020-11-08 06:13:09,866][root][INFO] - ===> Epoch[398](796/2): Loss -0.6785, Sem 0.0877, dir -0.9635, norm 0.1973, swav 0.0000 LR: 8.555e-02 Score 97.087 Data time: 0.2005, Forward time: 2.8493, Backward time: 3.5735, DDP time: 0.0036, Total iter time: 9.0471 [2020-11-08 06:13:17,340][root][INFO] - ===> Epoch[399](797/2): Loss -0.6644, Sem 0.0908, dir -0.9610, norm 0.2058, swav 0.0000 LR: 8.554e-02 Score 97.004 Data time: 0.1562, Forward time: 2.8481, Backward time: 3.5754, DDP time: 0.0036, Total iter time: 7.3408 [2020-11-08 06:13:24,420][root][INFO] - ===> Epoch[399](798/2): Loss -0.6531, Sem 0.0907, dir -0.9594, norm 0.2156, swav 0.0000 LR: 8.552e-02 Score 96.967 Data time: 0.2037, Forward time: 2.8476, Backward time: 3.5762, DDP time: 0.0036, Total iter time: 7.0007 [2020-11-08 06:13:31,610][root][INFO] - ===> Epoch[400](799/2): Loss -0.6440, Sem 0.0917, dir -0.9574, norm 0.2217, swav 0.0000 LR: 8.550e-02 Score 96.920 Data time: 0.1777, Forward time: 2.8468, Backward time: 3.5773, DDP time: 0.0036, Total iter time: 7.0416 [2020-11-08 06:13:38,480][root][INFO] - ===> Epoch[400](800/2): Loss -0.6444, Sem 0.0920, dir -0.9543, norm 0.2178, swav 0.0000 LR: 8.548e-02 Score 96.903 Data time: 0.2638, Forward time: 2.8466, Backward time: 3.5775, DDP time: 0.0036, Total iter time: 6.7288 [2020-11-08 06:13:45,205][root][INFO] - ===> Epoch[401](801/2): Loss -0.6690, Sem 0.0929, dir -0.9640, norm 0.2022, swav 0.0000 LR: 8.546e-02 Score 96.997 Data time: 0.1778, Forward time: 2.8457, Backward time: 3.5782, DDP time: 0.0036, Total iter time: 6.6112 [2020-11-08 06:13:51,977][root][INFO] - ===> Epoch[401](802/2): Loss -0.6698, Sem 0.0923, dir -0.9629, norm 0.2008, swav 0.0000 LR: 8.544e-02 Score 96.990 Data time: 0.3052, Forward time: 2.8462, Backward time: 3.5776, DDP time: 0.0036, Total iter time: 6.6583 [2020-11-08 06:14:00,063][root][INFO] - ===> Epoch[402](803/2): Loss -0.6517, Sem 0.0885, dir -0.9540, norm 0.2138, swav 0.0000 LR: 8.543e-02 Score 97.023 Data time: 0.2054, Forward time: 2.8455, Backward time: 3.5796, DDP time: 0.0036, Total iter time: 7.9027 [2020-11-08 06:14:06,481][root][INFO] - ===> Epoch[402](804/2): Loss -0.6537, Sem 0.0881, dir -0.9572, norm 0.2154, swav 0.0000 LR: 8.541e-02 Score 97.054 Data time: 0.3546, Forward time: 2.8462, Backward time: 3.5784, DDP time: 0.0036, Total iter time: 6.2934 [2020-11-08 06:14:13,289][root][INFO] - ===> Epoch[403](805/2): Loss -0.6725, Sem 0.0902, dir -0.9633, norm 0.2006, swav 0.0000 LR: 8.539e-02 Score 96.982 Data time: 0.2993, Forward time: 2.8470, Backward time: 3.5775, DDP time: 0.0036, Total iter time: 6.6848 [2020-11-08 06:14:18,452][root][INFO] - ===> Epoch[403](806/2): Loss -0.6757, Sem 0.0877, dir -0.9600, norm 0.1966, swav 0.0000 LR: 8.537e-02 Score 97.072 Data time: 0.1881, Forward time: 2.8462, Backward time: 3.5762, DDP time: 0.0036, Total iter time: 5.0025 [2020-11-08 06:14:26,351][root][INFO] - ===> Epoch[404](807/2): Loss -0.6515, Sem 0.0947, dir -0.9570, norm 0.2107, swav 0.0000 LR: 8.535e-02 Score 96.859 Data time: 0.2253, Forward time: 2.8457, Backward time: 3.5779, DDP time: 0.0036, Total iter time: 7.7569 [2020-11-08 06:14:32,897][root][INFO] - ===> Epoch[404](808/2): Loss -0.6456, Sem 0.0907, dir -0.9573, norm 0.2211, swav 0.0000 LR: 8.533e-02 Score 97.003 Data time: 0.2781, Forward time: 2.8457, Backward time: 3.5774, DDP time: 0.0036, Total iter time: 6.3844 [2020-11-08 06:14:39,101][root][INFO] - ===> Epoch[405](809/2): Loss -0.6812, Sem 0.0921, dir -0.9646, norm 0.1913, swav 0.0000 LR: 8.532e-02 Score 96.911 Data time: 0.2897, Forward time: 2.8454, Backward time: 3.5768, DDP time: 0.0036, Total iter time: 6.0468 [2020-11-08 06:14:45,926][root][INFO] - ===> Epoch[405](810/2): Loss -0.6559, Sem 0.0866, dir -0.9598, norm 0.2173, swav 0.0000 LR: 8.530e-02 Score 97.136 Data time: 0.3884, Forward time: 2.8462, Backward time: 3.5758, DDP time: 0.0036, Total iter time: 6.6902 [2020-11-08 06:14:53,689][root][INFO] - ===> Epoch[406](811/2): Loss -0.6401, Sem 0.0992, dir -0.9575, norm 0.2182, swav 0.0000 LR: 8.528e-02 Score 96.734 Data time: 0.3765, Forward time: 2.8469, Backward time: 3.5760, DDP time: 0.0036, Total iter time: 7.6127 [2020-11-08 06:15:00,116][root][INFO] - ===> Epoch[406](812/2): Loss -0.6605, Sem 0.0873, dir -0.9593, norm 0.2115, swav 0.0000 LR: 8.526e-02 Score 97.082 Data time: 0.2965, Forward time: 2.8476, Backward time: 3.5747, DDP time: 0.0036, Total iter time: 6.2571 [2020-11-08 06:15:06,380][root][INFO] - ===> Epoch[407](813/2): Loss -0.6175, Sem 0.0848, dir -0.9438, norm 0.2415, swav 0.0000 LR: 8.524e-02 Score 97.199 Data time: 0.1569, Forward time: 2.8464, Backward time: 3.5751, DDP time: 0.0036, Total iter time: 6.1128 [2020-11-08 06:15:12,738][root][INFO] - ===> Epoch[407](814/2): Loss -0.6816, Sem 0.0860, dir -0.9618, norm 0.1943, swav 0.0000 LR: 8.522e-02 Score 97.134 Data time: 0.3185, Forward time: 2.8470, Backward time: 3.5739, DDP time: 0.0036, Total iter time: 6.2299 [2020-11-08 06:15:19,002][root][INFO] - ===> Epoch[408](815/2): Loss -0.6306, Sem 0.0940, dir -0.9537, norm 0.2291, swav 0.0000 LR: 8.521e-02 Score 96.892 Data time: 0.2856, Forward time: 2.8476, Backward time: 3.5725, DDP time: 0.0036, Total iter time: 6.1104 [2020-11-08 06:15:25,484][root][INFO] - ===> Epoch[408](816/2): Loss -0.6701, Sem 0.0878, dir -0.9628, norm 0.2049, swav 0.0000 LR: 8.519e-02 Score 97.036 Data time: 0.1835, Forward time: 2.8471, Backward time: 3.5726, DDP time: 0.0036, Total iter time: 6.3413 [2020-11-08 06:15:31,743][root][INFO] - ===> Epoch[409](817/2): Loss -0.6777, Sem 0.0896, dir -0.9637, norm 0.1964, swav 0.0000 LR: 8.517e-02 Score 97.020 Data time: 0.2622, Forward time: 2.8465, Backward time: 3.5724, DDP time: 0.0036, Total iter time: 6.1430 [2020-11-08 06:15:40,577][root][INFO] - ===> Epoch[409](818/2): Loss -0.6429, Sem 0.0934, dir -0.9556, norm 0.2194, swav 0.0000 LR: 8.515e-02 Score 96.866 Data time: 0.2266, Forward time: 2.8462, Backward time: 3.5750, DDP time: 0.0036, Total iter time: 8.7051 [2020-11-08 06:15:47,531][root][INFO] - ===> Epoch[410](819/2): Loss -0.6431, Sem 0.0939, dir -0.9558, norm 0.2189, swav 0.0000 LR: 8.513e-02 Score 96.920 Data time: 0.1938, Forward time: 2.8454, Backward time: 3.5759, DDP time: 0.0036, Total iter time: 6.7964 [2020-11-08 06:15:54,682][root][INFO] - ===> Epoch[410](820/2): Loss -0.6978, Sem 0.0816, dir -0.9648, norm 0.1854, swav 0.0000 LR: 8.511e-02 Score 97.244 Data time: 0.3645, Forward time: 2.8465, Backward time: 3.5750, DDP time: 0.0036, Total iter time: 7.0480 [2020-11-08 06:16:01,287][root][INFO] - ===> Epoch[411](821/2): Loss -0.6577, Sem 0.0873, dir -0.9574, norm 0.2124, swav 0.0000 LR: 8.510e-02 Score 97.086 Data time: 0.2870, Forward time: 2.8472, Backward time: 3.5740, DDP time: 0.0036, Total iter time: 6.4575 [2020-11-08 06:16:08,763][root][INFO] - ===> Epoch[411](822/2): Loss -0.6604, Sem 0.0953, dir -0.9581, norm 0.2024, swav 0.0000 LR: 8.508e-02 Score 96.883 Data time: 0.3205, Forward time: 2.8478, Backward time: 3.5740, DDP time: 0.0036, Total iter time: 7.3274 [2020-11-08 06:16:15,410][root][INFO] - ===> Epoch[412](823/2): Loss -0.6811, Sem 0.0837, dir -0.9645, norm 0.1997, swav 0.0000 LR: 8.506e-02 Score 97.208 Data time: 0.2572, Forward time: 2.8475, Backward time: 3.5740, DDP time: 0.0036, Total iter time: 6.4752 [2020-11-08 06:16:21,625][root][INFO] - ===> Epoch[412](824/2): Loss -0.6586, Sem 0.0910, dir -0.9595, norm 0.2099, swav 0.0000 LR: 8.504e-02 Score 96.951 Data time: 0.2536, Forward time: 2.8470, Backward time: 3.5736, DDP time: 0.0036, Total iter time: 6.0877 [2020-11-08 06:16:27,855][root][INFO] - ===> Epoch[413](825/2): Loss -0.6735, Sem 0.0855, dir -0.9648, norm 0.2058, swav 0.0000 LR: 8.502e-02 Score 97.162 Data time: 0.3276, Forward time: 2.8475, Backward time: 3.5723, DDP time: 0.0036, Total iter time: 6.0989 [2020-11-08 06:16:33,503][root][INFO] - ===> Epoch[413](826/2): Loss -0.6562, Sem 0.0929, dir -0.9589, norm 0.2097, swav 0.0000 LR: 8.500e-02 Score 96.936 Data time: 0.1990, Forward time: 2.8469, Backward time: 3.5715, DDP time: 0.0036, Total iter time: 5.4898 [2020-11-08 06:16:39,561][root][INFO] - ===> Epoch[414](827/2): Loss -0.6670, Sem 0.0764, dir -0.9574, norm 0.2140, swav 0.0000 LR: 8.499e-02 Score 97.447 Data time: 0.2328, Forward time: 2.8469, Backward time: 3.5706, DDP time: 0.0036, Total iter time: 5.9389 [2020-11-08 06:16:47,230][root][INFO] - ===> Epoch[414](828/2): Loss -0.6687, Sem 0.0896, dir -0.9624, norm 0.2040, swav 0.0000 LR: 8.497e-02 Score 96.991 Data time: 0.1913, Forward time: 2.8461, Backward time: 3.5722, DDP time: 0.0036, Total iter time: 7.5148 [2020-11-08 06:16:54,785][root][INFO] - ===> Epoch[415](829/2): Loss -0.6784, Sem 0.0830, dir -0.9601, norm 0.1987, swav 0.0000 LR: 8.495e-02 Score 97.221 Data time: 0.3751, Forward time: 2.8471, Backward time: 3.5720, DDP time: 0.0036, Total iter time: 7.4569 [2020-11-08 06:17:02,009][root][INFO] - ===> Epoch[415](830/2): Loss -0.6620, Sem 0.0853, dir -0.9583, norm 0.2110, swav 0.0000 LR: 8.493e-02 Score 97.179 Data time: 0.1869, Forward time: 2.8465, Backward time: 3.5730, DDP time: 0.0036, Total iter time: 7.0650 [2020-11-08 06:17:08,766][root][INFO] - ===> Epoch[416](831/2): Loss -0.6830, Sem 0.0863, dir -0.9657, norm 0.1963, swav 0.0000 LR: 8.491e-02 Score 97.105 Data time: 0.3104, Forward time: 2.8470, Backward time: 3.5723, DDP time: 0.0036, Total iter time: 6.6292 [2020-11-08 06:17:15,735][root][INFO] - ===> Epoch[416](832/2): Loss -0.6725, Sem 0.0885, dir -0.9629, norm 0.2019, swav 0.0000 LR: 8.489e-02 Score 96.976 Data time: 0.2005, Forward time: 2.8466, Backward time: 3.5728, DDP time: 0.0036, Total iter time: 6.7963 [2020-11-08 06:17:23,124][root][INFO] - ===> Epoch[417](833/2): Loss -0.6631, Sem 0.0871, dir -0.9554, norm 0.2052, swav 0.0000 LR: 8.488e-02 Score 97.129 Data time: 0.1710, Forward time: 2.8455, Backward time: 3.5745, DDP time: 0.0036, Total iter time: 7.2624 [2020-11-08 06:17:31,995][root][INFO] - ===> Epoch[417](834/2): Loss -0.6637, Sem 0.0849, dir -0.9558, norm 0.2072, swav 0.0000 LR: 8.486e-02 Score 97.171 Data time: 0.2000, Forward time: 2.8450, Backward time: 3.5773, DDP time: 0.0036, Total iter time: 8.7465 [2020-11-08 06:17:39,269][root][INFO] - ===> Epoch[418](835/2): Loss -0.6677, Sem 0.0869, dir -0.9614, norm 0.2068, swav 0.0000 LR: 8.484e-02 Score 97.110 Data time: 0.2135, Forward time: 2.8444, Backward time: 3.5783, DDP time: 0.0036, Total iter time: 7.1157 [2020-11-08 06:17:47,094][root][INFO] - ===> Epoch[418](836/2): Loss -0.6885, Sem 0.0856, dir -0.9641, norm 0.1900, swav 0.0000 LR: 8.482e-02 Score 97.171 Data time: 0.3174, Forward time: 2.8450, Backward time: 3.5788, DDP time: 0.0036, Total iter time: 7.6850 [2020-11-08 06:17:54,293][root][INFO] - ===> Epoch[419](837/2): Loss -0.6563, Sem 0.0879, dir -0.9570, norm 0.2128, swav 0.0000 LR: 8.480e-02 Score 97.030 Data time: 0.2645, Forward time: 2.8451, Backward time: 3.5789, DDP time: 0.0036, Total iter time: 7.0375 [2020-11-08 06:18:01,083][root][INFO] - ===> Epoch[419](838/2): Loss -0.6888, Sem 0.0772, dir -0.9640, norm 0.1980, swav 0.0000 LR: 8.478e-02 Score 97.436 Data time: 0.3747, Forward time: 2.8460, Backward time: 3.5779, DDP time: 0.0036, Total iter time: 6.6205 [2020-11-08 06:18:08,540][root][INFO] - ===> Epoch[420](839/2): Loss -0.6886, Sem 0.0846, dir -0.9619, norm 0.1887, swav 0.0000 LR: 8.477e-02 Score 97.115 Data time: 0.2852, Forward time: 2.8464, Backward time: 3.5781, DDP time: 0.0036, Total iter time: 7.2938 [2020-11-08 06:18:14,912][root][INFO] - ===> Epoch[420](840/2): Loss -0.6884, Sem 0.0803, dir -0.9631, norm 0.1944, swav 0.0000 LR: 8.475e-02 Score 97.308 Data time: 0.3871, Forward time: 2.8470, Backward time: 3.5768, DDP time: 0.0036, Total iter time: 6.2195 [2020-11-08 06:18:21,020][root][INFO] - ===> Epoch[421](841/2): Loss -0.6573, Sem 0.0873, dir -0.9568, norm 0.2123, swav 0.0000 LR: 8.473e-02 Score 97.098 Data time: 0.1932, Forward time: 2.8463, Backward time: 3.5765, DDP time: 0.0036, Total iter time: 5.9461 [2020-11-08 06:18:27,669][root][INFO] - ===> Epoch[421](842/2): Loss -0.6805, Sem 0.0846, dir -0.9679, norm 0.2028, swav 0.0000 LR: 8.471e-02 Score 97.179 Data time: 0.2366, Forward time: 2.8462, Backward time: 3.5763, DDP time: 0.0036, Total iter time: 6.5127 [2020-11-08 06:18:33,194][root][INFO] - ===> Epoch[422](843/2): Loss -0.6745, Sem 0.0807, dir -0.9591, norm 0.2038, swav 0.0000 LR: 8.469e-02 Score 97.242 Data time: 0.2561, Forward time: 2.8458, Backward time: 3.5751, DDP time: 0.0036, Total iter time: 5.3772 [2020-11-08 06:18:39,802][root][INFO] - ===> Epoch[422](844/2): Loss -0.6284, Sem 0.0845, dir -0.9498, norm 0.2369, swav 0.0000 LR: 8.467e-02 Score 97.127 Data time: 0.2464, Forward time: 2.8455, Backward time: 3.5751, DDP time: 0.0036, Total iter time: 6.4796 [2020-11-08 06:18:46,589][root][INFO] - ===> Epoch[423](845/2): Loss -0.6914, Sem 0.0824, dir -0.9645, norm 0.1907, swav 0.0000 LR: 8.466e-02 Score 97.208 Data time: 0.1290, Forward time: 2.8444, Backward time: 3.5761, DDP time: 0.0036, Total iter time: 6.6468 [2020-11-08 06:18:53,491][root][INFO] - ===> Epoch[423](846/2): Loss -0.6819, Sem 0.0841, dir -0.9633, norm 0.1974, swav 0.0000 LR: 8.464e-02 Score 97.162 Data time: 0.2540, Forward time: 2.8439, Backward time: 3.5767, DDP time: 0.0036, Total iter time: 6.8161 [2020-11-08 06:18:59,907][root][INFO] - ===> Epoch[424](847/2): Loss -0.6581, Sem 0.0845, dir -0.9558, norm 0.2132, swav 0.0000 LR: 8.462e-02 Score 97.150 Data time: 0.2417, Forward time: 2.8436, Backward time: 3.5764, DDP time: 0.0036, Total iter time: 6.2698 [2020-11-08 06:19:05,764][root][INFO] - ===> Epoch[424](848/2): Loss -0.6706, Sem 0.0857, dir -0.9620, norm 0.2058, swav 0.0000 LR: 8.460e-02 Score 97.115 Data time: 0.2822, Forward time: 2.8439, Backward time: 3.5749, DDP time: 0.0036, Total iter time: 5.7113 [2020-11-08 06:19:12,323][root][INFO] - ===> Epoch[425](849/2): Loss -0.6783, Sem 0.0863, dir -0.9640, norm 0.1994, swav 0.0000 LR: 8.458e-02 Score 97.098 Data time: 0.3475, Forward time: 2.8447, Backward time: 3.5737, DDP time: 0.0036, Total iter time: 6.4174 [2020-11-08 06:19:17,969][root][INFO] - ===> Epoch[425](850/2): Loss -0.6702, Sem 0.0848, dir -0.9614, norm 0.2064, swav 0.0000 LR: 8.456e-02 Score 97.156 Data time: 0.3282, Forward time: 2.8448, Backward time: 3.5721, DDP time: 0.0036, Total iter time: 5.4882 [2020-11-08 06:19:24,001][root][INFO] - ===> Epoch[426](851/2): Loss -0.6758, Sem 0.0839, dir -0.9554, norm 0.1958, swav 0.0000 LR: 8.455e-02 Score 97.210 Data time: 0.3165, Forward time: 2.8452, Backward time: 3.5707, DDP time: 0.0036, Total iter time: 5.8995 [2020-11-08 06:19:31,191][root][INFO] - ===> Epoch[426](852/2): Loss -0.6835, Sem 0.0842, dir -0.9621, norm 0.1944, swav 0.0000 LR: 8.453e-02 Score 97.172 Data time: 0.2570, Forward time: 2.8453, Backward time: 3.5709, DDP time: 0.0036, Total iter time: 7.0429 [2020-11-08 06:19:38,454][root][INFO] - ===> Epoch[427](853/2): Loss -0.6744, Sem 0.0807, dir -0.9599, norm 0.2048, swav 0.0000 LR: 8.451e-02 Score 97.283 Data time: 0.2773, Forward time: 2.8451, Backward time: 3.5715, DDP time: 0.0036, Total iter time: 7.1118 [2020-11-08 06:19:45,161][root][INFO] - ===> Epoch[427](854/2): Loss -0.6631, Sem 0.0884, dir -0.9616, norm 0.2100, swav 0.0000 LR: 8.449e-02 Score 97.090 Data time: 0.2113, Forward time: 2.8447, Backward time: 3.5716, DDP time: 0.0036, Total iter time: 6.5772 [2020-11-08 06:19:51,690][root][INFO] - ===> Epoch[428](855/2): Loss -0.7040, Sem 0.0838, dir -0.9672, norm 0.1795, swav 0.0000 LR: 8.447e-02 Score 97.168 Data time: 0.2327, Forward time: 2.8447, Backward time: 3.5713, DDP time: 0.0036, Total iter time: 6.3982 [2020-11-08 06:19:59,956][root][INFO] - ===> Epoch[428](856/2): Loss -0.6760, Sem 0.0865, dir -0.9615, norm 0.1991, swav 0.0000 LR: 8.445e-02 Score 97.108 Data time: 0.2311, Forward time: 2.8448, Backward time: 3.5728, DDP time: 0.0036, Total iter time: 8.1117 [2020-11-08 06:20:06,614][root][INFO] - ===> Epoch[429](857/2): Loss -0.6993, Sem 0.0766, dir -0.9657, norm 0.1898, swav 0.0000 LR: 8.444e-02 Score 97.410 Data time: 0.2426, Forward time: 2.8445, Backward time: 3.5727, DDP time: 0.0036, Total iter time: 6.5030 [2020-11-08 06:20:14,901][root][INFO] - ===> Epoch[429](858/2): Loss -0.6788, Sem 0.0903, dir -0.9630, norm 0.1939, swav 0.0000 LR: 8.442e-02 Score 97.113 Data time: 0.2004, Forward time: 2.8440, Backward time: 3.5748, DDP time: 0.0036, Total iter time: 8.1258 [2020-11-08 06:20:22,397][root][INFO] - ===> Epoch[430](859/2): Loss -0.6773, Sem 0.0881, dir -0.9624, norm 0.1969, swav 0.0000 LR: 8.440e-02 Score 97.032 Data time: 0.3104, Forward time: 2.8441, Backward time: 3.5753, DDP time: 0.0036, Total iter time: 7.3723 [2020-11-08 06:20:29,453][root][INFO] - ===> Epoch[430](860/2): Loss -0.6838, Sem 0.0905, dir -0.9655, norm 0.1912, swav 0.0000 LR: 8.438e-02 Score 97.001 Data time: 0.2465, Forward time: 2.8441, Backward time: 3.5755, DDP time: 0.0036, Total iter time: 6.8759 [2020-11-08 06:20:35,529][root][INFO] - ===> Epoch[431](861/2): Loss -0.6776, Sem 0.0845, dir -0.9612, norm 0.1991, swav 0.0000 LR: 8.436e-02 Score 97.102 Data time: 0.2612, Forward time: 2.8443, Backward time: 3.5744, DDP time: 0.0036, Total iter time: 5.9327 [2020-11-08 06:20:42,037][root][INFO] - ===> Epoch[431](862/2): Loss -0.6859, Sem 0.0858, dir -0.9644, norm 0.1928, swav 0.0000 LR: 8.434e-02 Score 97.089 Data time: 0.3008, Forward time: 2.8449, Backward time: 3.5733, DDP time: 0.0036, Total iter time: 6.3472 [2020-11-08 06:20:48,938][root][INFO] - ===> Epoch[432](863/2): Loss -0.6907, Sem 0.0841, dir -0.9615, norm 0.1867, swav 0.0000 LR: 8.433e-02 Score 97.152 Data time: 0.2538, Forward time: 2.8447, Backward time: 3.5735, DDP time: 0.0036, Total iter time: 6.7480 [2020-11-08 06:20:55,578][root][INFO] - ===> Epoch[432](864/2): Loss -0.6659, Sem 0.0885, dir -0.9616, norm 0.2072, swav 0.0000 LR: 8.431e-02 Score 97.047 Data time: 0.3230, Forward time: 2.8454, Backward time: 3.5725, DDP time: 0.0036, Total iter time: 6.5074 [2020-11-08 06:21:01,751][root][INFO] - ===> Epoch[433](865/2): Loss -0.6544, Sem 0.0887, dir -0.9562, norm 0.2131, swav 0.0000 LR: 8.429e-02 Score 97.025 Data time: 0.2337, Forward time: 2.8453, Backward time: 3.5717, DDP time: 0.0036, Total iter time: 5.9926 [2020-11-08 06:21:09,929][root][INFO] - ===> Epoch[433](866/2): Loss -0.6809, Sem 0.0843, dir -0.9611, norm 0.1959, swav 0.0000 LR: 8.427e-02 Score 97.164 Data time: 0.1504, Forward time: 2.8441, Backward time: 3.5744, DDP time: 0.0036, Total iter time: 8.0444 [2020-11-08 06:21:16,384][root][INFO] - ===> Epoch[434](867/2): Loss -0.6900, Sem 0.0871, dir -0.9647, norm 0.1876, swav 0.0000 LR: 8.425e-02 Score 97.050 Data time: 0.3445, Forward time: 2.8448, Backward time: 3.5732, DDP time: 0.0036, Total iter time: 6.3706 [2020-11-08 06:21:23,357][root][INFO] - ===> Epoch[434](868/2): Loss -0.6575, Sem 0.0857, dir -0.9547, norm 0.2115, swav 0.0000 LR: 8.423e-02 Score 97.100 Data time: 0.3729, Forward time: 2.8459, Backward time: 3.5722, DDP time: 0.0036, Total iter time: 6.8395 [2020-11-08 06:21:29,780][root][INFO] - ===> Epoch[435](869/2): Loss -0.6763, Sem 0.0894, dir -0.9646, norm 0.1989, swav 0.0000 LR: 8.422e-02 Score 97.011 Data time: 0.2230, Forward time: 2.8456, Backward time: 3.5720, DDP time: 0.0036, Total iter time: 6.2803 [2020-11-08 06:21:36,018][root][INFO] - ===> Epoch[435](870/2): Loss -0.6729, Sem 0.0895, dir -0.9655, norm 0.2031, swav 0.0000 LR: 8.420e-02 Score 96.976 Data time: 0.3073, Forward time: 2.8458, Backward time: 3.5709, DDP time: 0.0036, Total iter time: 6.0666 [2020-11-08 06:21:42,813][root][INFO] - ===> Epoch[436](871/2): Loss -0.6524, Sem 0.0806, dir -0.9548, norm 0.2218, swav 0.0000 LR: 8.418e-02 Score 97.238 Data time: 0.2454, Forward time: 2.8458, Backward time: 3.5708, DDP time: 0.0036, Total iter time: 6.6376 [2020-11-08 06:21:49,566][root][INFO] - ===> Epoch[436](872/2): Loss -0.6809, Sem 0.0855, dir -0.9643, norm 0.1979, swav 0.0000 LR: 8.416e-02 Score 97.161 Data time: 0.1866, Forward time: 2.8451, Backward time: 3.5713, DDP time: 0.0036, Total iter time: 6.6208 [2020-11-08 06:21:57,514][root][INFO] - ===> Epoch[437](873/2): Loss -0.6847, Sem 0.0888, dir -0.9646, norm 0.1911, swav 0.0000 LR: 8.414e-02 Score 96.983 Data time: 0.2857, Forward time: 2.8456, Backward time: 3.5720, DDP time: 0.0036, Total iter time: 7.8066 [2020-11-08 06:22:03,525][root][INFO] - ===> Epoch[437](874/2): Loss -0.6373, Sem 0.0847, dir -0.9551, norm 0.2331, swav 0.0000 LR: 8.412e-02 Score 97.181 Data time: 0.2630, Forward time: 2.8457, Backward time: 3.5709, DDP time: 0.0036, Total iter time: 5.8703 [2020-11-08 06:22:10,140][root][INFO] - ===> Epoch[438](875/2): Loss -0.6935, Sem 0.0838, dir -0.9634, norm 0.1861, swav 0.0000 LR: 8.411e-02 Score 97.184 Data time: 0.2777, Forward time: 2.8460, Backward time: 3.5703, DDP time: 0.0036, Total iter time: 6.4385 [2020-11-08 06:22:18,141][root][INFO] - ===> Epoch[438](876/2): Loss -0.6834, Sem 0.0843, dir -0.9651, norm 0.1974, swav 0.0000 LR: 8.409e-02 Score 97.169 Data time: 0.3777, Forward time: 2.8474, Backward time: 3.5701, DDP time: 0.0036, Total iter time: 7.8737 [2020-11-08 06:22:25,407][root][INFO] - ===> Epoch[439](877/2): Loss -0.6735, Sem 0.0858, dir -0.9605, norm 0.2012, swav 0.0000 LR: 8.407e-02 Score 97.129 Data time: 0.2836, Forward time: 2.8474, Backward time: 3.5705, DDP time: 0.0036, Total iter time: 7.0933 [2020-11-08 06:22:33,295][root][INFO] - ===> Epoch[439](878/2): Loss -0.6690, Sem 0.0876, dir -0.9618, norm 0.2052, swav 0.0000 LR: 8.405e-02 Score 97.032 Data time: 0.1760, Forward time: 2.8464, Backward time: 3.5725, DDP time: 0.0036, Total iter time: 7.7169 [2020-11-08 06:22:40,721][root][INFO] - ===> Epoch[440](879/2): Loss -0.7010, Sem 0.0810, dir -0.9679, norm 0.1859, swav 0.0000 LR: 8.403e-02 Score 97.216 Data time: 0.3068, Forward time: 2.8462, Backward time: 3.5732, DDP time: 0.0036, Total iter time: 7.3032 [2020-11-08 06:22:47,855][root][INFO] - ===> Epoch[440](880/2): Loss -0.6840, Sem 0.0903, dir -0.9645, norm 0.1901, swav 0.0000 LR: 8.401e-02 Score 96.947 Data time: 0.2051, Forward time: 2.8456, Backward time: 3.5741, DDP time: 0.0036, Total iter time: 6.9966 [2020-11-08 06:22:54,935][root][INFO] - ===> Epoch[441](881/2): Loss -0.7102, Sem 0.0796, dir -0.9679, norm 0.1781, swav 0.0000 LR: 8.400e-02 Score 97.318 Data time: 0.2806, Forward time: 2.8460, Backward time: 3.5739, DDP time: 0.0036, Total iter time: 6.9419 [2020-11-08 06:23:01,319][root][INFO] - ===> Epoch[441](882/2): Loss -0.6810, Sem 0.0816, dir -0.9620, norm 0.1993, swav 0.0000 LR: 8.398e-02 Score 97.276 Data time: 0.2512, Forward time: 2.8457, Backward time: 3.5736, DDP time: 0.0036, Total iter time: 6.2385 [2020-11-08 06:23:09,795][root][INFO] - ===> Epoch[442](883/2): Loss -0.6745, Sem 0.0844, dir -0.9592, norm 0.2004, swav 0.0000 LR: 8.396e-02 Score 97.168 Data time: 0.3181, Forward time: 2.8467, Backward time: 3.5743, DDP time: 0.0036, Total iter time: 8.3610 [2020-11-08 06:23:16,498][root][INFO] - ===> Epoch[442](884/2): Loss -0.6861, Sem 0.0893, dir -0.9659, norm 0.1905, swav 0.0000 LR: 8.394e-02 Score 96.969 Data time: 0.1979, Forward time: 2.8463, Backward time: 3.5745, DDP time: 0.0036, Total iter time: 6.5194 [2020-11-08 06:23:22,426][root][INFO] - ===> Epoch[443](885/2): Loss -0.6828, Sem 0.0870, dir -0.9611, norm 0.1913, swav 0.0000 LR: 8.392e-02 Score 97.032 Data time: 0.2145, Forward time: 2.8458, Backward time: 3.5740, DDP time: 0.0036, Total iter time: 5.8060 [2020-11-08 06:23:29,961][root][INFO] - ===> Epoch[443](886/2): Loss -0.6816, Sem 0.0830, dir -0.9608, norm 0.1962, swav 0.0000 LR: 8.390e-02 Score 97.255 Data time: 0.2004, Forward time: 2.8450, Backward time: 3.5755, DDP time: 0.0036, Total iter time: 7.3993 [2020-11-08 06:23:35,557][root][INFO] - ===> Epoch[444](887/2): Loss -0.6838, Sem 0.0845, dir -0.9652, norm 0.1969, swav 0.0000 LR: 8.389e-02 Score 97.197 Data time: 0.2397, Forward time: 2.8448, Backward time: 3.5743, DDP time: 0.0036, Total iter time: 5.4770 [2020-11-08 06:23:42,546][root][INFO] - ===> Epoch[444](888/2): Loss -0.6871, Sem 0.0839, dir -0.9612, norm 0.1902, swav 0.0000 LR: 8.387e-02 Score 97.151 Data time: 0.2532, Forward time: 2.8441, Backward time: 3.5750, DDP time: 0.0036, Total iter time: 6.8589 [2020-11-08 06:23:49,590][root][INFO] - ===> Epoch[445](889/2): Loss -0.6937, Sem 0.0756, dir -0.9638, norm 0.1944, swav 0.0000 LR: 8.385e-02 Score 97.416 Data time: 0.3799, Forward time: 2.8450, Backward time: 3.5743, DDP time: 0.0037, Total iter time: 6.9413 [2020-11-08 06:23:55,080][root][INFO] - ===> Epoch[445](890/2): Loss -0.6885, Sem 0.0843, dir -0.9662, norm 0.1935, swav 0.0000 LR: 8.383e-02 Score 97.194 Data time: 0.2795, Forward time: 2.8449, Backward time: 3.5727, DDP time: 0.0036, Total iter time: 5.3159 [2020-11-08 06:24:01,508][root][INFO] - ===> Epoch[446](891/2): Loss -0.6900, Sem 0.0879, dir -0.9647, norm 0.1868, swav 0.0000 LR: 8.381e-02 Score 97.025 Data time: 0.2360, Forward time: 2.8446, Backward time: 3.5725, DDP time: 0.0037, Total iter time: 6.2839 [2020-11-08 06:24:10,308][root][INFO] - ===> Epoch[446](892/2): Loss -0.6550, Sem 0.0861, dir -0.9598, norm 0.2187, swav 0.0000 LR: 8.379e-02 Score 97.097 Data time: 0.2385, Forward time: 2.8446, Backward time: 3.5746, DDP time: 0.0037, Total iter time: 8.6531 [2020-11-08 06:24:16,561][root][INFO] - ===> Epoch[447](893/2): Loss -0.6823, Sem 0.0871, dir -0.9648, norm 0.1954, swav 0.0000 LR: 8.378e-02 Score 97.106 Data time: 0.2363, Forward time: 2.8445, Backward time: 3.5740, DDP time: 0.0037, Total iter time: 6.1085 [2020-11-08 06:24:24,835][root][INFO] - ===> Epoch[447](894/2): Loss -0.6911, Sem 0.0811, dir -0.9633, norm 0.1911, swav 0.0000 LR: 8.376e-02 Score 97.269 Data time: 0.1857, Forward time: 2.8439, Backward time: 3.5761, DDP time: 0.0037, Total iter time: 8.1297 [2020-11-08 06:24:30,968][root][INFO] - ===> Epoch[448](895/2): Loss -0.6838, Sem 0.0790, dir -0.9647, norm 0.2019, swav 0.0000 LR: 8.374e-02 Score 97.339 Data time: 0.2123, Forward time: 2.8436, Backward time: 3.5757, DDP time: 0.0037, Total iter time: 6.0154 [2020-11-08 06:24:38,879][root][INFO] - ===> Epoch[448](896/2): Loss -0.6881, Sem 0.0830, dir -0.9621, norm 0.1911, swav 0.0000 LR: 8.372e-02 Score 97.231 Data time: 0.2198, Forward time: 2.8431, Backward time: 3.5772, DDP time: 0.0037, Total iter time: 7.7801 [2020-11-08 06:24:47,912][root][INFO] - ===> Epoch[449](897/2): Loss -0.6958, Sem 0.0811, dir -0.9676, norm 0.1907, swav 0.0000 LR: 8.370e-02 Score 97.286 Data time: 0.2229, Forward time: 2.8422, Backward time: 3.5805, DDP time: 0.0037, Total iter time: 8.9297 [2020-11-08 06:24:54,685][root][INFO] - ===> Epoch[449](898/2): Loss -0.6759, Sem 0.0765, dir -0.9554, norm 0.2030, swav 0.0000 LR: 8.368e-02 Score 97.377 Data time: 0.3133, Forward time: 2.8430, Backward time: 3.5796, DDP time: 0.0037, Total iter time: 6.7032 [2020-11-08 06:25:00,546][root][INFO] - ===> Epoch[450](899/2): Loss -0.7117, Sem 0.0761, dir -0.9713, norm 0.1835, swav 0.0000 LR: 8.367e-02 Score 97.383 Data time: 0.2513, Forward time: 2.8430, Backward time: 3.5785, DDP time: 0.0037, Total iter time: 5.7164 [2020-11-08 06:25:07,230][root][INFO] - ===> Epoch[450](900/2): Loss -0.7030, Sem 0.0786, dir -0.9668, norm 0.1852, swav 0.0000 LR: 8.365e-02 Score 97.334 Data time: 0.2724, Forward time: 2.8429, Backward time: 3.5783, DDP time: 0.0037, Total iter time: 6.5214 [2020-11-08 06:25:14,937][root][INFO] - ===> Epoch[451](901/2): Loss -0.6863, Sem 0.0832, dir -0.9638, norm 0.1944, swav 0.0000 LR: 8.363e-02 Score 97.177 Data time: 0.1774, Forward time: 2.8418, Backward time: 3.5802, DDP time: 0.0037, Total iter time: 7.5727 [2020-11-08 06:25:20,894][root][INFO] - ===> Epoch[451](902/2): Loss -0.6899, Sem 0.0741, dir -0.9661, norm 0.2021, swav 0.0000 LR: 8.361e-02 Score 97.494 Data time: 0.2166, Forward time: 2.8413, Backward time: 3.5798, DDP time: 0.0037, Total iter time: 5.8475 [2020-11-08 06:25:28,366][root][INFO] - ===> Epoch[452](903/2): Loss -0.6976, Sem 0.0871, dir -0.9640, norm 0.1793, swav 0.0000 LR: 8.359e-02 Score 97.032 Data time: 0.3070, Forward time: 2.8421, Backward time: 3.5796, DDP time: 0.0037, Total iter time: 7.3363 [2020-11-08 06:25:35,191][root][INFO] - ===> Epoch[452](904/2): Loss -0.6708, Sem 0.0833, dir -0.9600, norm 0.2059, swav 0.0000 LR: 8.357e-02 Score 97.192 Data time: 0.3448, Forward time: 2.8423, Backward time: 3.5792, DDP time: 0.0037, Total iter time: 6.6614 [2020-11-08 06:25:43,889][root][INFO] - ===> Epoch[453](905/2): Loss -0.6608, Sem 0.0851, dir -0.9575, norm 0.2115, swav 0.0000 LR: 8.356e-02 Score 97.118 Data time: 0.1531, Forward time: 2.8413, Backward time: 3.5821, DDP time: 0.0037, Total iter time: 8.5393 [2020-11-08 06:25:51,280][root][INFO] - ===> Epoch[453](906/2): Loss -0.6991, Sem 0.0804, dir -0.9649, norm 0.1853, swav 0.0000 LR: 8.354e-02 Score 97.252 Data time: 0.1386, Forward time: 2.8400, Backward time: 3.5840, DDP time: 0.0037, Total iter time: 7.3128 [2020-11-08 06:25:58,924][root][INFO] - ===> Epoch[454](907/2): Loss -0.6969, Sem 0.0789, dir -0.9660, norm 0.1903, swav 0.0000 LR: 8.352e-02 Score 97.326 Data time: 0.2441, Forward time: 2.8395, Backward time: 3.5853, DDP time: 0.0037, Total iter time: 7.5886 [2020-11-08 06:26:06,706][root][INFO] - ===> Epoch[454](908/2): Loss -0.6795, Sem 0.0783, dir -0.9608, norm 0.2030, swav 0.0000 LR: 8.350e-02 Score 97.320 Data time: 0.3141, Forward time: 2.8403, Backward time: 3.5855, DDP time: 0.0037, Total iter time: 7.6731 [2020-11-08 06:26:13,707][root][INFO] - ===> Epoch[455](909/2): Loss -0.6931, Sem 0.0817, dir -0.9628, norm 0.1881, swav 0.0000 LR: 8.348e-02 Score 97.251 Data time: 0.3497, Forward time: 2.8409, Backward time: 3.5850, DDP time: 0.0037, Total iter time: 6.8391 [2020-11-08 06:26:21,554][root][INFO] - ===> Epoch[455](910/2): Loss -0.6880, Sem 0.0858, dir -0.9658, norm 0.1920, swav 0.0000 LR: 8.346e-02 Score 97.104 Data time: 0.3576, Forward time: 2.8422, Backward time: 3.5846, DDP time: 0.0037, Total iter time: 7.7073 [2020-11-08 06:26:28,266][root][INFO] - ===> Epoch[456](911/2): Loss -0.6786, Sem 0.0760, dir -0.9570, norm 0.2024, swav 0.0000 LR: 8.344e-02 Score 97.420 Data time: 0.2896, Forward time: 2.8422, Backward time: 3.5844, DDP time: 0.0037, Total iter time: 6.5709 [2020-11-08 06:26:36,018][root][INFO] - ===> Epoch[456](912/2): Loss -0.6478, Sem 0.0918, dir -0.9559, norm 0.2163, swav 0.0000 LR: 8.343e-02 Score 96.948 Data time: 0.2909, Forward time: 2.8423, Backward time: 3.5851, DDP time: 0.0037, Total iter time: 7.6091 [2020-11-08 06:26:42,626][root][INFO] - ===> Epoch[457](913/2): Loss -0.7109, Sem 0.0761, dir -0.9689, norm 0.1818, swav 0.0000 LR: 8.341e-02 Score 97.379 Data time: 0.2120, Forward time: 2.8419, Backward time: 3.5852, DDP time: 0.0037, Total iter time: 6.4620 [2020-11-08 06:26:48,257][root][INFO] - ===> Epoch[457](914/2): Loss -0.6788, Sem 0.0887, dir -0.9647, norm 0.1973, swav 0.0000 LR: 8.339e-02 Score 97.095 Data time: 0.2110, Forward time: 2.8411, Backward time: 3.5847, DDP time: 0.0037, Total iter time: 5.4927 [2020-11-08 06:26:54,428][root][INFO] - ===> Epoch[458](915/2): Loss -0.6767, Sem 0.0754, dir -0.9613, norm 0.2092, swav 0.0000 LR: 8.337e-02 Score 97.436 Data time: 0.2792, Forward time: 2.8413, Backward time: 3.5838, DDP time: 0.0037, Total iter time: 6.0810 [2020-11-08 06:27:00,736][root][INFO] - ===> Epoch[458](916/2): Loss -0.6598, Sem 0.0831, dir -0.9584, norm 0.2156, swav 0.0000 LR: 8.335e-02 Score 97.194 Data time: 0.2005, Forward time: 2.8408, Backward time: 3.5836, DDP time: 0.0037, Total iter time: 6.1397 [2020-11-08 06:27:07,768][root][INFO] - ===> Epoch[459](917/2): Loss -0.6923, Sem 0.0824, dir -0.9659, norm 0.1912, swav 0.0000 LR: 8.333e-02 Score 97.193 Data time: 0.2077, Forward time: 2.8405, Backward time: 3.5841, DDP time: 0.0037, Total iter time: 6.9073 [2020-11-08 06:27:14,561][root][INFO] - ===> Epoch[459](918/2): Loss -0.7051, Sem 0.0768, dir -0.9677, norm 0.1857, swav 0.0000 LR: 8.332e-02 Score 97.378 Data time: 0.2730, Forward time: 2.8407, Backward time: 3.5837, DDP time: 0.0037, Total iter time: 6.6494 [2020-11-08 06:27:21,578][root][INFO] - ===> Epoch[460](919/2): Loss -0.7132, Sem 0.0707, dir -0.9674, norm 0.1835, swav 0.0000 LR: 8.330e-02 Score 97.553 Data time: 0.2289, Forward time: 2.8403, Backward time: 3.5843, DDP time: 0.0037, Total iter time: 6.8824 [2020-11-08 06:27:28,562][root][INFO] - ===> Epoch[460](920/2): Loss -0.6907, Sem 0.0799, dir -0.9627, norm 0.1921, swav 0.0000 LR: 8.328e-02 Score 97.313 Data time: 0.3013, Forward time: 2.8410, Backward time: 3.5837, DDP time: 0.0037, Total iter time: 6.8642 [2020-11-08 06:27:35,237][root][INFO] - ===> Epoch[461](921/2): Loss -0.7018, Sem 0.0823, dir -0.9670, norm 0.1829, swav 0.0000 LR: 8.326e-02 Score 97.212 Data time: 0.1964, Forward time: 2.8405, Backward time: 3.5840, DDP time: 0.0037, Total iter time: 6.5401 [2020-11-08 06:27:42,732][root][INFO] - ===> Epoch[461](922/2): Loss -0.6900, Sem 0.0815, dir -0.9667, norm 0.1951, swav 0.0000 LR: 8.324e-02 Score 97.236 Data time: 0.2902, Forward time: 2.8408, Backward time: 3.5843, DDP time: 0.0037, Total iter time: 7.3598 [2020-11-08 06:27:49,513][root][INFO] - ===> Epoch[462](923/2): Loss -0.7074, Sem 0.0769, dir -0.9652, norm 0.1810, swav 0.0000 LR: 8.322e-02 Score 97.442 Data time: 0.2313, Forward time: 2.8407, Backward time: 3.5843, DDP time: 0.0037, Total iter time: 6.6411 [2020-11-08 06:27:55,603][root][INFO] - ===> Epoch[462](924/2): Loss -0.6889, Sem 0.0871, dir -0.9666, norm 0.1906, swav 0.0000 LR: 8.321e-02 Score 97.081 Data time: 0.2801, Forward time: 2.8412, Backward time: 3.5830, DDP time: 0.0037, Total iter time: 5.9915 [2020-11-08 06:28:02,485][root][INFO] - ===> Epoch[463](925/2): Loss -0.7071, Sem 0.0804, dir -0.9668, norm 0.1793, swav 0.0000 LR: 8.319e-02 Score 97.290 Data time: 0.3579, Forward time: 2.8420, Backward time: 3.5822, DDP time: 0.0037, Total iter time: 6.7710 [2020-11-08 06:28:08,210][root][INFO] - ===> Epoch[463](926/2): Loss -0.7011, Sem 0.0817, dir -0.9655, norm 0.1827, swav 0.0000 LR: 8.317e-02 Score 97.202 Data time: 0.2155, Forward time: 2.8418, Backward time: 3.5811, DDP time: 0.0037, Total iter time: 5.5910 [2020-11-08 06:28:17,195][root][INFO] - ===> Epoch[464](927/2): Loss -0.7033, Sem 0.0784, dir -0.9672, norm 0.1854, swav 0.0000 LR: 8.315e-02 Score 97.397 Data time: 0.2453, Forward time: 2.8420, Backward time: 3.5832, DDP time: 0.0037, Total iter time: 8.8570 [2020-11-08 06:28:23,753][root][INFO] - ===> Epoch[464](928/2): Loss -0.7045, Sem 0.0794, dir -0.9662, norm 0.1822, swav 0.0000 LR: 8.313e-02 Score 97.361 Data time: 0.2045, Forward time: 2.8415, Backward time: 3.5833, DDP time: 0.0037, Total iter time: 6.4236 [2020-11-08 06:28:29,981][root][INFO] - ===> Epoch[465](929/2): Loss -0.7097, Sem 0.0841, dir -0.9672, norm 0.1734, swav 0.0000 LR: 8.311e-02 Score 97.125 Data time: 0.1728, Forward time: 2.8405, Backward time: 3.5836, DDP time: 0.0037, Total iter time: 6.0989 [2020-11-08 06:28:37,754][root][INFO] - ===> Epoch[465](930/2): Loss -0.7188, Sem 0.0751, dir -0.9720, norm 0.1781, swav 0.0000 LR: 8.310e-02 Score 97.428 Data time: 0.2108, Forward time: 2.8400, Backward time: 3.5851, DDP time: 0.0037, Total iter time: 7.6876 [2020-11-08 06:28:45,052][root][INFO] - ===> Epoch[466](931/2): Loss -0.7155, Sem 0.0776, dir -0.9699, norm 0.1767, swav 0.0000 LR: 8.308e-02 Score 97.347 Data time: 0.2580, Forward time: 2.8400, Backward time: 3.5854, DDP time: 0.0037, Total iter time: 7.1546 [2020-11-08 06:28:51,588][root][INFO] - ===> Epoch[466](932/2): Loss -0.7228, Sem 0.0768, dir -0.9679, norm 0.1684, swav 0.0000 LR: 8.306e-02 Score 97.370 Data time: 0.2323, Forward time: 2.8399, Backward time: 3.5852, DDP time: 0.0037, Total iter time: 6.3832 [2020-11-08 06:28:57,282][root][INFO] - ===> Epoch[467](933/2): Loss -0.7119, Sem 0.0788, dir -0.9649, norm 0.1741, swav 0.0000 LR: 8.304e-02 Score 97.304 Data time: 0.2243, Forward time: 2.8395, Backward time: 3.5843, DDP time: 0.0037, Total iter time: 5.5844 [2020-11-08 06:29:04,492][root][INFO] - ===> Epoch[467](934/2): Loss -0.6978, Sem 0.0778, dir -0.9664, norm 0.1908, swav 0.0000 LR: 8.302e-02 Score 97.375 Data time: 0.3699, Forward time: 2.8404, Backward time: 3.5838, DDP time: 0.0037, Total iter time: 7.0862 [2020-11-08 06:29:11,965][root][INFO] - ===> Epoch[468](935/2): Loss -0.7008, Sem 0.0810, dir -0.9674, norm 0.1857, swav 0.0000 LR: 8.300e-02 Score 97.252 Data time: 0.2716, Forward time: 2.8406, Backward time: 3.5841, DDP time: 0.0037, Total iter time: 7.2941 [2020-11-08 06:29:19,453][root][INFO] - ===> Epoch[468](936/2): Loss -0.7131, Sem 0.0780, dir -0.9681, norm 0.1770, swav 0.0000 LR: 8.299e-02 Score 97.360 Data time: 0.2567, Forward time: 2.8401, Backward time: 3.5851, DDP time: 0.0037, Total iter time: 7.3549 [2020-11-08 06:29:26,413][root][INFO] - ===> Epoch[469](937/2): Loss -0.7085, Sem 0.0775, dir -0.9691, norm 0.1831, swav 0.0000 LR: 8.297e-02 Score 97.343 Data time: 0.2109, Forward time: 2.8395, Backward time: 3.5858, DDP time: 0.0037, Total iter time: 6.8199 [2020-11-08 06:29:33,911][root][INFO] - ===> Epoch[469](938/2): Loss -0.7245, Sem 0.0776, dir -0.9669, norm 0.1648, swav 0.0000 LR: 8.295e-02 Score 97.309 Data time: 0.1795, Forward time: 2.8385, Backward time: 3.5875, DDP time: 0.0037, Total iter time: 7.3983 [2020-11-08 06:29:39,602][root][INFO] - ===> Epoch[470](939/2): Loss -0.7110, Sem 0.0764, dir -0.9649, norm 0.1776, swav 0.0000 LR: 8.293e-02 Score 97.378 Data time: 0.2146, Forward time: 2.8381, Backward time: 3.5866, DDP time: 0.0037, Total iter time: 5.5906 [2020-11-08 06:29:47,139][root][INFO] - ===> Epoch[470](940/2): Loss -0.6974, Sem 0.0750, dir -0.9656, norm 0.1932, swav 0.0000 LR: 8.291e-02 Score 97.444 Data time: 0.2421, Forward time: 2.8375, Backward time: 3.5879, DDP time: 0.0037, Total iter time: 7.3956 [2020-11-08 06:29:52,974][root][INFO] - ===> Epoch[471](941/2): Loss -0.6867, Sem 0.0823, dir -0.9641, norm 0.1950, swav 0.0000 LR: 8.289e-02 Score 97.194 Data time: 0.2966, Forward time: 2.8376, Backward time: 3.5867, DDP time: 0.0037, Total iter time: 5.7213 [2020-11-08 06:29:59,064][root][INFO] - ===> Epoch[471](942/2): Loss -0.7291, Sem 0.0724, dir -0.9701, norm 0.1686, swav 0.0000 LR: 8.288e-02 Score 97.539 Data time: 0.2886, Forward time: 2.8381, Backward time: 3.5854, DDP time: 0.0037, Total iter time: 5.9581 [2020-11-08 06:30:06,170][root][INFO] - ===> Epoch[472](943/2): Loss -0.7138, Sem 0.0811, dir -0.9665, norm 0.1717, swav 0.0000 LR: 8.286e-02 Score 97.214 Data time: 0.2763, Forward time: 2.8380, Backward time: 3.5856, DDP time: 0.0037, Total iter time: 6.9448 [2020-11-08 06:30:14,815][root][INFO] - ===> Epoch[472](944/2): Loss -0.7063, Sem 0.0801, dir -0.9654, norm 0.1790, swav 0.0000 LR: 8.284e-02 Score 97.246 Data time: 0.1995, Forward time: 2.8375, Backward time: 3.5879, DDP time: 0.0037, Total iter time: 8.5053 [2020-11-08 06:30:21,273][root][INFO] - ===> Epoch[473](945/2): Loss -0.7038, Sem 0.0762, dir -0.9665, norm 0.1865, swav 0.0000 LR: 8.282e-02 Score 97.376 Data time: 0.2268, Forward time: 2.8373, Backward time: 3.5876, DDP time: 0.0037, Total iter time: 6.3348 [2020-11-08 06:30:27,302][root][INFO] - ===> Epoch[473](946/2): Loss -0.7002, Sem 0.0793, dir -0.9647, norm 0.1853, swav 0.0000 LR: 8.280e-02 Score 97.305 Data time: 0.2242, Forward time: 2.8370, Backward time: 3.5871, DDP time: 0.0037, Total iter time: 5.8906 [2020-11-08 06:30:34,167][root][INFO] - ===> Epoch[474](947/2): Loss -0.7213, Sem 0.0793, dir -0.9682, norm 0.1675, swav 0.0000 LR: 8.278e-02 Score 97.299 Data time: 0.3019, Forward time: 2.8373, Backward time: 3.5867, DDP time: 0.0037, Total iter time: 6.7494 [2020-11-08 06:30:41,137][root][INFO] - ===> Epoch[474](948/2): Loss -0.7228, Sem 0.0735, dir -0.9695, norm 0.1732, swav 0.0000 LR: 8.277e-02 Score 97.505 Data time: 0.2321, Forward time: 2.8371, Backward time: 3.5870, DDP time: 0.0037, Total iter time: 6.8305 [2020-11-08 06:30:47,946][root][INFO] - ===> Epoch[475](949/2): Loss -0.7156, Sem 0.0760, dir -0.9678, norm 0.1762, swav 0.0000 LR: 8.275e-02 Score 97.405 Data time: 0.2472, Forward time: 2.8369, Backward time: 3.5871, DDP time: 0.0037, Total iter time: 6.6712 [2020-11-08 06:30:54,337][root][INFO] - ===> Epoch[475](950/2): Loss -0.7105, Sem 0.0767, dir -0.9686, norm 0.1814, swav 0.0000 LR: 8.273e-02 Score 97.349 Data time: 0.2217, Forward time: 2.8363, Backward time: 3.5871, DDP time: 0.0037, Total iter time: 6.2284 [2020-11-08 06:31:01,197][root][INFO] - ===> Epoch[476](951/2): Loss -0.7169, Sem 0.0846, dir -0.9696, norm 0.1681, swav 0.0000 LR: 8.271e-02 Score 97.163 Data time: 0.2904, Forward time: 2.8370, Backward time: 3.5863, DDP time: 0.0037, Total iter time: 6.7220 [2020-11-08 06:31:07,408][root][INFO] - ===> Epoch[476](952/2): Loss -0.7205, Sem 0.0809, dir -0.9683, norm 0.1669, swav 0.0000 LR: 8.269e-02 Score 97.257 Data time: 0.2029, Forward time: 2.8364, Backward time: 3.5862, DDP time: 0.0037, Total iter time: 6.0556 [2020-11-08 06:31:13,827][root][INFO] - ===> Epoch[477](953/2): Loss -0.7037, Sem 0.0814, dir -0.9686, norm 0.1835, swav 0.0000 LR: 8.267e-02 Score 97.227 Data time: 0.2970, Forward time: 2.8369, Backward time: 3.5853, DDP time: 0.0037, Total iter time: 6.2852 [2020-11-08 06:31:20,881][root][INFO] - ===> Epoch[477](954/2): Loss -0.7134, Sem 0.0789, dir -0.9682, norm 0.1760, swav 0.0000 LR: 8.265e-02 Score 97.300 Data time: 0.2508, Forward time: 2.8369, Backward time: 3.5854, DDP time: 0.0037, Total iter time: 6.8948 [2020-11-08 06:31:28,660][root][INFO] - ===> Epoch[478](955/2): Loss -0.7090, Sem 0.0778, dir -0.9662, norm 0.1795, swav 0.0000 LR: 8.264e-02 Score 97.313 Data time: 0.2283, Forward time: 2.8366, Backward time: 3.5866, DDP time: 0.0037, Total iter time: 7.6281 [2020-11-08 06:31:35,178][root][INFO] - ===> Epoch[478](956/2): Loss -0.7135, Sem 0.0789, dir -0.9674, norm 0.1750, swav 0.0000 LR: 8.262e-02 Score 97.374 Data time: 0.2918, Forward time: 2.8369, Backward time: 3.5859, DDP time: 0.0037, Total iter time: 6.3894 [2020-11-08 06:31:41,441][root][INFO] - ===> Epoch[479](957/2): Loss -0.7247, Sem 0.0737, dir -0.9687, norm 0.1703, swav 0.0000 LR: 8.260e-02 Score 97.451 Data time: 0.2279, Forward time: 2.8368, Backward time: 3.5854, DDP time: 0.0037, Total iter time: 6.1196 [2020-11-08 06:31:47,656][root][INFO] - ===> Epoch[479](958/2): Loss -0.7183, Sem 0.0820, dir -0.9686, norm 0.1683, swav 0.0000 LR: 8.258e-02 Score 97.185 Data time: 0.2340, Forward time: 2.8367, Backward time: 3.5849, DDP time: 0.0037, Total iter time: 6.0686 [2020-11-08 06:31:54,326][root][INFO] - ===> Epoch[480](959/2): Loss -0.7006, Sem 0.0743, dir -0.9683, norm 0.1934, swav 0.0000 LR: 8.256e-02 Score 97.526 Data time: 0.2081, Forward time: 2.8363, Backward time: 3.5850, DDP time: 0.0037, Total iter time: 6.5186 [2020-11-08 06:32:00,749][root][INFO] - ===> Epoch[480](960/2): Loss -0.6999, Sem 0.0803, dir -0.9677, norm 0.1875, swav 0.0000 LR: 8.254e-02 Score 97.262 Data time: 0.2596, Forward time: 2.8361, Backward time: 3.5847, DDP time: 0.0037, Total iter time: 6.2903 [2020-11-08 06:32:07,646][root][INFO] - ===> Epoch[481](961/2): Loss -0.7099, Sem 0.0799, dir -0.9650, norm 0.1752, swav 0.0000 LR: 8.253e-02 Score 97.302 Data time: 0.3645, Forward time: 2.8368, Backward time: 3.5839, DDP time: 0.0037, Total iter time: 6.7549 [2020-11-08 06:32:15,032][root][INFO] - ===> Epoch[481](962/2): Loss -0.7183, Sem 0.0803, dir -0.9679, norm 0.1693, swav 0.0000 LR: 8.251e-02 Score 97.276 Data time: 0.2944, Forward time: 2.8369, Backward time: 3.5843, DDP time: 0.0037, Total iter time: 7.2270 [2020-11-08 06:32:21,522][root][INFO] - ===> Epoch[482](963/2): Loss -0.7102, Sem 0.0795, dir -0.9670, norm 0.1772, swav 0.0000 LR: 8.249e-02 Score 97.261 Data time: 0.2971, Forward time: 2.8370, Backward time: 3.5837, DDP time: 0.0037, Total iter time: 6.3438 [2020-11-08 06:32:27,837][root][INFO] - ===> Epoch[482](964/2): Loss -0.7036, Sem 0.0777, dir -0.9669, norm 0.1855, swav 0.0000 LR: 8.247e-02 Score 97.337 Data time: 0.2220, Forward time: 2.8367, Backward time: 3.5834, DDP time: 0.0037, Total iter time: 6.1510 [2020-11-08 06:32:35,218][root][INFO] - ===> Epoch[483](965/2): Loss -0.7115, Sem 0.0765, dir -0.9680, norm 0.1800, swav 0.0000 LR: 8.245e-02 Score 97.356 Data time: 0.1875, Forward time: 2.8360, Backward time: 3.5846, DDP time: 0.0037, Total iter time: 7.2240 [2020-11-08 06:32:42,217][root][INFO] - ===> Epoch[483](966/2): Loss -0.7042, Sem 0.0787, dir -0.9682, norm 0.1852, swav 0.0000 LR: 8.243e-02 Score 97.299 Data time: 0.2051, Forward time: 2.8353, Backward time: 3.5854, DDP time: 0.0037, Total iter time: 6.8754 [2020-11-08 06:32:49,387][root][INFO] - ===> Epoch[484](967/2): Loss -0.7004, Sem 0.0806, dir -0.9670, norm 0.1860, swav 0.0000 LR: 8.242e-02 Score 97.223 Data time: 0.2946, Forward time: 2.8358, Backward time: 3.5851, DDP time: 0.0037, Total iter time: 7.0205 [2020-11-08 06:32:57,267][root][INFO] - ===> Epoch[484](968/2): Loss -0.6944, Sem 0.0774, dir -0.9636, norm 0.1918, swav 0.0000 LR: 8.240e-02 Score 97.333 Data time: 0.2405, Forward time: 2.8356, Backward time: 3.5863, DDP time: 0.0037, Total iter time: 7.6971 [2020-11-08 06:33:04,254][root][INFO] - ===> Epoch[485](969/2): Loss -0.6872, Sem 0.0802, dir -0.9633, norm 0.1959, swav 0.0000 LR: 8.238e-02 Score 97.297 Data time: 0.3517, Forward time: 2.8361, Backward time: 3.5858, DDP time: 0.0037, Total iter time: 6.8426 [2020-11-08 06:33:11,256][root][INFO] - ===> Epoch[485](970/2): Loss -0.7163, Sem 0.0866, dir -0.9701, norm 0.1672, swav 0.0000 LR: 8.236e-02 Score 97.020 Data time: 0.2192, Forward time: 2.8358, Backward time: 3.5862, DDP time: 0.0037, Total iter time: 6.8360 [2020-11-08 06:33:18,638][root][INFO] - ===> Epoch[486](971/2): Loss -0.7174, Sem 0.0737, dir -0.9677, norm 0.1766, swav 0.0000 LR: 8.234e-02 Score 97.488 Data time: 0.2554, Forward time: 2.8352, Backward time: 3.5872, DDP time: 0.0037, Total iter time: 7.2467 [2020-11-08 06:33:26,523][root][INFO] - ===> Epoch[486](972/2): Loss -0.7168, Sem 0.0788, dir -0.9688, norm 0.1731, swav 0.0000 LR: 8.232e-02 Score 97.311 Data time: 0.3641, Forward time: 2.8359, Backward time: 3.5875, DDP time: 0.0037, Total iter time: 7.7758 [2020-11-08 06:33:33,454][root][INFO] - ===> Epoch[487](973/2): Loss -0.7022, Sem 0.0777, dir -0.9653, norm 0.1855, swav 0.0000 LR: 8.231e-02 Score 97.327 Data time: 0.3307, Forward time: 2.8368, Backward time: 3.5866, DDP time: 0.0037, Total iter time: 6.7958 [2020-11-08 06:33:39,546][root][INFO] - ===> Epoch[487](974/2): Loss -0.7030, Sem 0.0767, dir -0.9665, norm 0.1868, swav 0.0000 LR: 8.229e-02 Score 97.384 Data time: 0.2816, Forward time: 2.8373, Backward time: 3.5853, DDP time: 0.0037, Total iter time: 5.9586 [2020-11-08 06:33:46,525][root][INFO] - ===> Epoch[488](975/2): Loss -0.7050, Sem 0.0816, dir -0.9680, norm 0.1814, swav 0.0000 LR: 8.227e-02 Score 97.189 Data time: 0.3201, Forward time: 2.8376, Backward time: 3.5850, DDP time: 0.0037, Total iter time: 6.8228 [2020-11-08 06:33:54,402][root][INFO] - ===> Epoch[488](976/2): Loss -0.7118, Sem 0.0732, dir -0.9658, norm 0.1807, swav 0.0000 LR: 8.225e-02 Score 97.499 Data time: 0.3729, Forward time: 2.8388, Backward time: 3.5848, DDP time: 0.0037, Total iter time: 7.7451 [2020-11-08 06:34:00,243][root][INFO] - ===> Epoch[489](977/2): Loss -0.7027, Sem 0.0797, dir -0.9668, norm 0.1843, swav 0.0000 LR: 8.223e-02 Score 97.322 Data time: 0.2484, Forward time: 2.8390, Backward time: 3.5835, DDP time: 0.0037, Total iter time: 5.6826 [2020-11-08 06:34:07,586][root][INFO] - ===> Epoch[489](978/2): Loss -0.7101, Sem 0.0803, dir -0.9660, norm 0.1756, swav 0.0000 LR: 8.221e-02 Score 97.228 Data time: 0.3408, Forward time: 2.8401, Backward time: 3.5828, DDP time: 0.0037, Total iter time: 7.2064 [2020-11-08 06:34:15,771][root][INFO] - ===> Epoch[490](979/2): Loss -0.6997, Sem 0.0756, dir -0.9637, norm 0.1885, swav 0.0000 LR: 8.220e-02 Score 97.413 Data time: 0.4098, Forward time: 2.8412, Backward time: 3.5829, DDP time: 0.0037, Total iter time: 8.0314 [2020-11-08 06:34:21,953][root][INFO] - ===> Epoch[490](980/2): Loss -0.6955, Sem 0.0744, dir -0.9630, norm 0.1931, swav 0.0000 LR: 8.218e-02 Score 97.451 Data time: 0.3208, Forward time: 2.8414, Backward time: 3.5819, DDP time: 0.0037, Total iter time: 6.0426 [2020-11-08 06:34:30,005][root][INFO] - ===> Epoch[491](981/2): Loss -0.7018, Sem 0.0797, dir -0.9643, norm 0.1828, swav 0.0000 LR: 8.216e-02 Score 97.337 Data time: 0.2075, Forward time: 2.8410, Backward time: 3.5835, DDP time: 0.0037, Total iter time: 7.9319 [2020-11-08 06:34:36,085][root][INFO] - ===> Epoch[491](982/2): Loss -0.6997, Sem 0.0798, dir -0.9705, norm 0.1909, swav 0.0000 LR: 8.214e-02 Score 97.321 Data time: 0.2135, Forward time: 2.8404, Backward time: 3.5833, DDP time: 0.0037, Total iter time: 5.9711 [2020-11-08 06:34:42,821][root][INFO] - ===> Epoch[492](983/2): Loss -0.7227, Sem 0.0748, dir -0.9668, norm 0.1693, swav 0.0000 LR: 8.212e-02 Score 97.450 Data time: 0.1821, Forward time: 2.8396, Backward time: 3.5840, DDP time: 0.0037, Total iter time: 6.6376 [2020-11-08 06:34:50,011][root][INFO] - ===> Epoch[492](984/2): Loss -0.6934, Sem 0.0795, dir -0.9627, norm 0.1898, swav 0.0000 LR: 8.210e-02 Score 97.280 Data time: 0.2653, Forward time: 2.8395, Backward time: 3.5844, DDP time: 0.0037, Total iter time: 7.1065 [2020-11-08 06:34:55,749][root][INFO] - ===> Epoch[493](985/2): Loss -0.7048, Sem 0.0777, dir -0.9676, norm 0.1850, swav 0.0000 LR: 8.208e-02 Score 97.350 Data time: 0.1810, Forward time: 2.8387, Backward time: 3.5841, DDP time: 0.0037, Total iter time: 5.6122 [2020-11-08 06:35:02,718][root][INFO] - ===> Epoch[493](986/2): Loss -0.7037, Sem 0.0858, dir -0.9682, norm 0.1787, swav 0.0000 LR: 8.207e-02 Score 97.077 Data time: 0.3449, Forward time: 2.8394, Backward time: 3.5835, DDP time: 0.0037, Total iter time: 6.8811 [2020-11-08 06:35:10,299][root][INFO] - ===> Epoch[494](987/2): Loss -0.7101, Sem 0.0781, dir -0.9677, norm 0.1795, swav 0.0000 LR: 8.205e-02 Score 97.342 Data time: 0.1957, Forward time: 2.8389, Backward time: 3.5846, DDP time: 0.0037, Total iter time: 7.4206 [2020-11-08 06:35:16,338][root][INFO] - ===> Epoch[494](988/2): Loss -0.6935, Sem 0.0811, dir -0.9637, norm 0.1891, swav 0.0000 LR: 8.203e-02 Score 97.276 Data time: 0.1970, Forward time: 2.8383, Backward time: 3.5844, DDP time: 0.0037, Total iter time: 5.9178 [2020-11-08 06:35:22,150][root][INFO] - ===> Epoch[495](989/2): Loss -0.6968, Sem 0.0794, dir -0.9633, norm 0.1870, swav 0.0000 LR: 8.201e-02 Score 97.265 Data time: 0.2885, Forward time: 2.8386, Backward time: 3.5831, DDP time: 0.0037, Total iter time: 5.6845 [2020-11-08 06:35:29,425][root][INFO] - ===> Epoch[495](990/2): Loss -0.6958, Sem 0.0754, dir -0.9656, norm 0.1944, swav 0.0000 LR: 8.199e-02 Score 97.451 Data time: 0.3270, Forward time: 2.8397, Backward time: 3.5824, DDP time: 0.0037, Total iter time: 7.1294 [2020-11-08 06:35:35,307][root][INFO] - ===> Epoch[496](991/2): Loss -0.6902, Sem 0.0831, dir -0.9614, norm 0.1880, swav 0.0000 LR: 8.197e-02 Score 97.185 Data time: 0.2047, Forward time: 2.8391, Backward time: 3.5819, DDP time: 0.0037, Total iter time: 5.7364 [2020-11-08 06:35:41,997][root][INFO] - ===> Epoch[496](992/2): Loss -0.6656, Sem 0.0845, dir -0.9578, norm 0.2076, swav 0.0000 LR: 8.196e-02 Score 97.050 Data time: 0.3557, Forward time: 2.8395, Backward time: 3.5813, DDP time: 0.0037, Total iter time: 6.5180 [2020-11-08 06:35:48,745][root][INFO] - ===> Epoch[497](993/2): Loss -0.7094, Sem 0.0754, dir -0.9670, norm 0.1823, swav 0.0000 LR: 8.194e-02 Score 97.394 Data time: 0.2243, Forward time: 2.8392, Backward time: 3.5814, DDP time: 0.0037, Total iter time: 6.6015 [2020-11-08 06:35:57,010][root][INFO] - ===> Epoch[497](994/2): Loss -0.7034, Sem 0.0851, dir -0.9683, norm 0.1798, swav 0.0000 LR: 8.192e-02 Score 97.073 Data time: 0.1637, Forward time: 2.8383, Backward time: 3.5836, DDP time: 0.0037, Total iter time: 8.1311 [2020-11-08 06:36:04,124][root][INFO] - ===> Epoch[498](995/2): Loss -0.6790, Sem 0.0805, dir -0.9619, norm 0.2024, swav 0.0000 LR: 8.190e-02 Score 97.251 Data time: 0.2007, Forward time: 2.8380, Backward time: 3.5842, DDP time: 0.0037, Total iter time: 7.0215 [2020-11-08 06:36:11,719][root][INFO] - ===> Epoch[498](996/2): Loss -0.6998, Sem 0.0803, dir -0.9644, norm 0.1843, swav 0.0000 LR: 8.188e-02 Score 97.252 Data time: 0.3206, Forward time: 2.8380, Backward time: 3.5848, DDP time: 0.0037, Total iter time: 7.4308 [2020-11-08 06:36:18,398][root][INFO] - ===> Epoch[499](997/2): Loss -0.7283, Sem 0.0735, dir -0.9691, norm 0.1672, swav 0.0000 LR: 8.186e-02 Score 97.470 Data time: 0.3477, Forward time: 2.8387, Backward time: 3.5838, DDP time: 0.0037, Total iter time: 6.5260 [2020-11-08 06:36:24,519][root][INFO] - ===> Epoch[499](998/2): Loss -0.7069, Sem 0.0755, dir -0.9654, norm 0.1830, swav 0.0000 LR: 8.185e-02 Score 97.412 Data time: 0.2322, Forward time: 2.8385, Backward time: 3.5833, DDP time: 0.0037, Total iter time: 5.9887 [2020-11-08 06:36:33,031][root][INFO] - ===> Epoch[500](999/2): Loss -0.6601, Sem 0.0815, dir -0.9619, norm 0.2202, swav 0.0000 LR: 8.183e-02 Score 97.268 Data time: 0.2579, Forward time: 2.8380, Backward time: 3.5852, DDP time: 0.0037, Total iter time: 8.3613 [2020-11-08 06:36:40,123][root][INFO] - ===> Epoch[500](1000/2): Loss -0.6856, Sem 0.0859, dir -0.9644, norm 0.1929, swav 0.0000 LR: 8.181e-02 Score 97.114 Data time: 0.2432, Forward time: 2.8382, Backward time: 3.5853, DDP time: 0.0037, Total iter time: 6.9786 [2020-11-08 06:36:40,993][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 06:36:41,200][root][INFO] - ===> Start testing [2020-11-08 06:38:21,551][root][INFO] - 101/312: Data time: 0.0647, Iter time: 0.2973 Loss 1.774 (AVG: 1.571) Score 78.117 (AVG: 78.102) mIOU 44.326 mAP 56.462 mAcc 57.163 IOU: 72.877 95.538 43.606 69.043 78.202 67.388 44.888 38.687 41.103 7.597 25.941 40.985 36.983 33.234 30.206 2.231 52.613 33.721 57.179 14.490 mAP: 74.289 94.311 50.220 70.915 83.433 73.450 43.163 49.339 53.406 38.044 44.092 33.722 57.662 51.988 36.362 12.680 84.082 71.263 71.228 35.595 mAcc: 91.275 98.594 63.931 79.342 88.792 86.058 62.225 59.999 51.398 8.165 40.294 52.836 64.861 41.356 47.277 2.268 81.220 38.833 67.966 16.561 [2020-11-08 06:39:50,786][root][INFO] - 201/312: Data time: 0.0057, Iter time: 0.2268 Loss 0.276 (AVG: 1.460) Score 92.090 (AVG: 79.321) mIOU 44.942 mAP 58.160 mAcc 57.473 IOU: 73.910 95.489 43.612 63.936 79.735 64.954 55.771 41.313 41.291 11.039 24.078 36.807 37.585 33.015 25.898 4.260 52.206 34.980 61.891 17.066 mAP: 74.960 94.670 48.981 65.532 83.165 74.327 55.669 54.191 54.315 41.191 43.010 34.207 57.142 55.438 38.841 19.468 84.824 70.547 74.866 37.856 mAcc: 91.624 98.679 65.335 74.066 88.137 89.010 71.061 61.513 50.032 11.765 33.187 48.305 65.993 44.320 37.350 4.384 81.238 40.803 72.633 20.031 [2020-11-08 06:41:16,782][root][INFO] - 301/312: Data time: 0.0063, Iter time: 0.3581 Loss 0.826 (AVG: 1.447) Score 84.464 (AVG: 79.555) mIOU 44.759 mAP 58.350 mAcc 57.362 IOU: 74.676 95.636 40.678 64.084 78.829 65.856 55.104 40.907 41.016 12.976 20.709 37.297 37.654 35.139 24.910 3.539 50.521 34.182 62.912 18.563 mAP: 74.892 94.706 48.945 68.758 83.799 74.874 56.747 54.336 52.366 42.046 43.153 37.760 55.836 53.327 39.710 19.081 84.649 70.482 72.137 39.396 mAcc: 91.709 98.726 62.359 74.788 87.921 86.841 71.217 62.969 49.460 13.645 27.216 49.066 65.380 44.808 39.519 3.705 81.193 40.700 74.064 21.962 [2020-11-08 06:41:23,969][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.1903 Loss 0.748 (AVG: 1.439) Score 87.938 (AVG: 79.637) mIOU 44.812 mAP 58.534 mAcc 57.223 IOU: 74.753 95.682 40.157 64.575 79.149 65.836 55.631 41.071 41.027 13.408 20.624 38.396 37.550 35.319 23.703 3.535 50.066 34.051 62.872 18.829 mAP: 75.072 94.837 48.885 68.090 83.956 74.998 57.238 54.224 52.560 42.628 43.153 39.420 56.456 53.205 39.540 19.081 84.614 70.645 72.137 39.939 mAcc: 91.814 98.741 60.707 75.085 88.144 86.797 71.545 63.374 49.678 14.171 27.216 49.683 64.944 44.891 36.970 3.705 80.085 40.486 74.064 22.367 [2020-11-08 06:41:23,970][root][INFO] - Finished test. Elapsed time: 282.7686 [2020-11-08 06:41:36,300][root][INFO] - [2020-11-08 06:41:36,301][root][INFO] - ################################################################ [2020-11-08 06:41:36,302][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 06:41:36,302][root][INFO] - ################################################################ [2020-11-08 06:41:36,302][root][INFO] - cabinet : 0.120 0.270 0.534 [2020-11-08 06:41:36,302][root][INFO] - bed : 0.291 0.595 0.745 [2020-11-08 06:41:36,302][root][INFO] - chair : 0.629 0.799 0.869 [2020-11-08 06:41:36,302][root][INFO] - sofa : 0.323 0.552 0.777 [2020-11-08 06:41:36,302][root][INFO] - table : 0.259 0.437 0.584 [2020-11-08 06:41:36,302][root][INFO] - door : 0.196 0.360 0.485 [2020-11-08 06:41:36,302][root][INFO] - window : 0.036 0.095 0.282 [2020-11-08 06:41:36,302][root][INFO] - bookshelf : 0.020 0.034 0.160 [2020-11-08 06:41:36,302][root][INFO] - picture : 0.074 0.166 0.257 [2020-11-08 06:41:36,302][root][INFO] - counter : 0.002 0.010 0.168 [2020-11-08 06:41:36,302][root][INFO] - desk : 0.014 0.051 0.322 [2020-11-08 06:41:36,302][root][INFO] - curtain : 0.045 0.116 0.244 [2020-11-08 06:41:36,302][root][INFO] - refrigerator : 0.159 0.226 0.313 [2020-11-08 06:41:36,302][root][INFO] - shower curtain : 0.036 0.036 0.076 [2020-11-08 06:41:36,302][root][INFO] - toilet : 0.688 0.843 0.897 [2020-11-08 06:41:36,302][root][INFO] - sink : 0.093 0.317 0.605 [2020-11-08 06:41:36,302][root][INFO] - bathtub : 0.326 0.631 0.745 [2020-11-08 06:41:36,302][root][INFO] - otherfurniture : 0.168 0.276 0.391 [2020-11-08 06:41:36,302][root][INFO] - ---------------------------------------------------------------- [2020-11-08 06:41:36,302][root][INFO] - average : 0.193 0.323 0.470 [2020-11-08 06:41:36,302][root][INFO] - [2020-11-08 06:41:36,515][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 06:41:37,320][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 06:41:37,480][root][INFO] - Current best mIoU: 44.812 at iter 1000 [2020-11-08 06:41:41,524][root][INFO] - ===> Epoch[501](1001/2): Loss -0.7135, Sem 0.0775, dir -0.9686, norm 0.1775, swav 0.0000 LR: 8.179e-02 Score 97.353 Data time: 0.1737, Forward time: 2.8373, Backward time: 3.5835, DDP time: 0.0037, Total iter time: 4.0392 [2020-11-08 06:41:47,783][root][INFO] - ===> Epoch[501](1002/2): Loss -0.6964, Sem 0.0793, dir -0.9640, norm 0.1883, swav 0.0000 LR: 8.177e-02 Score 97.260 Data time: 0.2112, Forward time: 2.8369, Backward time: 3.5833, DDP time: 0.0037, Total iter time: 6.1341 [2020-11-08 06:41:55,049][root][INFO] - ===> Epoch[502](1003/2): Loss -0.6837, Sem 0.0827, dir -0.9603, norm 0.1939, swav 0.0000 LR: 8.175e-02 Score 97.169 Data time: 0.2120, Forward time: 2.8367, Backward time: 3.5839, DDP time: 0.0037, Total iter time: 7.1183 [2020-11-08 06:42:01,320][root][INFO] - ===> Epoch[502](1004/2): Loss -0.7014, Sem 0.0814, dir -0.9682, norm 0.1854, swav 0.0000 LR: 8.174e-02 Score 97.259 Data time: 0.1566, Forward time: 2.8356, Backward time: 3.5844, DDP time: 0.0037, Total iter time: 6.1050 [2020-11-08 06:42:07,377][root][INFO] - ===> Epoch[503](1005/2): Loss -0.7094, Sem 0.0848, dir -0.9697, norm 0.1754, swav 0.0000 LR: 8.172e-02 Score 97.237 Data time: 0.2289, Forward time: 2.8354, Backward time: 3.5838, DDP time: 0.0037, Total iter time: 5.9336 [2020-11-08 06:42:14,218][root][INFO] - ===> Epoch[503](1006/2): Loss -0.7030, Sem 0.0786, dir -0.9655, norm 0.1839, swav 0.0000 LR: 8.170e-02 Score 97.257 Data time: 0.2290, Forward time: 2.8351, Backward time: 3.5841, DDP time: 0.0037, Total iter time: 6.7064 [2020-11-08 06:42:21,933][root][INFO] - ===> Epoch[504](1007/2): Loss -0.6829, Sem 0.0861, dir -0.9614, norm 0.1924, swav 0.0000 LR: 8.168e-02 Score 97.052 Data time: 0.2362, Forward time: 2.8346, Backward time: 3.5853, DDP time: 0.0037, Total iter time: 7.5754 [2020-11-08 06:42:29,790][root][INFO] - ===> Epoch[504](1008/2): Loss -0.6756, Sem 0.0947, dir -0.9624, norm 0.1921, swav 0.0000 LR: 8.166e-02 Score 96.805 Data time: 0.2080, Forward time: 2.8342, Backward time: 3.5866, DDP time: 0.0037, Total iter time: 7.7321 [2020-11-08 06:42:36,200][root][INFO] - ===> Epoch[505](1009/2): Loss -0.7054, Sem 0.0769, dir -0.9674, norm 0.1851, swav 0.0000 LR: 8.164e-02 Score 97.377 Data time: 0.2843, Forward time: 2.8346, Backward time: 3.5858, DDP time: 0.0037, Total iter time: 6.2824 [2020-11-08 06:42:42,763][root][INFO] - ===> Epoch[505](1010/2): Loss -0.6942, Sem 0.0783, dir -0.9637, norm 0.1911, swav 0.0000 LR: 8.162e-02 Score 97.380 Data time: 0.2526, Forward time: 2.8346, Backward time: 3.5854, DDP time: 0.0037, Total iter time: 6.4073 [2020-11-08 06:42:49,351][root][INFO] - ===> Epoch[506](1011/2): Loss -0.7078, Sem 0.0847, dir -0.9663, norm 0.1738, swav 0.0000 LR: 8.161e-02 Score 97.168 Data time: 0.2033, Forward time: 2.8341, Backward time: 3.5856, DDP time: 0.0037, Total iter time: 6.4117 [2020-11-08 06:42:55,581][root][INFO] - ===> Epoch[506](1012/2): Loss -0.6986, Sem 0.0864, dir -0.9670, norm 0.1821, swav 0.0000 LR: 8.159e-02 Score 97.091 Data time: 0.2505, Forward time: 2.8336, Backward time: 3.5855, DDP time: 0.0037, Total iter time: 6.1120 [2020-11-08 06:43:02,709][root][INFO] - ===> Epoch[507](1013/2): Loss -0.7038, Sem 0.0867, dir -0.9670, norm 0.1765, swav 0.0000 LR: 8.157e-02 Score 97.240 Data time: 0.2136, Forward time: 2.8332, Backward time: 3.5861, DDP time: 0.0037, Total iter time: 6.9843 [2020-11-08 06:43:10,346][root][INFO] - ===> Epoch[507](1014/2): Loss -0.6741, Sem 0.0786, dir -0.9594, norm 0.2067, swav 0.0000 LR: 8.155e-02 Score 97.331 Data time: 0.2364, Forward time: 2.8324, Backward time: 3.5875, DDP time: 0.0037, Total iter time: 7.4778 [2020-11-08 06:43:16,781][root][INFO] - ===> Epoch[508](1015/2): Loss -0.7016, Sem 0.0797, dir -0.9679, norm 0.1866, swav 0.0000 LR: 8.153e-02 Score 97.346 Data time: 0.3038, Forward time: 2.8326, Backward time: 3.5868, DDP time: 0.0037, Total iter time: 6.2955 [2020-11-08 06:43:24,010][root][INFO] - ===> Epoch[508](1016/2): Loss -0.6816, Sem 0.0862, dir -0.9604, norm 0.1926, swav 0.0000 LR: 8.151e-02 Score 97.012 Data time: 0.2466, Forward time: 2.8324, Backward time: 3.5873, DDP time: 0.0037, Total iter time: 7.0776 [2020-11-08 06:43:31,342][root][INFO] - ===> Epoch[509](1017/2): Loss -0.6541, Sem 0.0911, dir -0.9623, norm 0.2171, swav 0.0000 LR: 8.150e-02 Score 97.011 Data time: 0.2623, Forward time: 2.8324, Backward time: 3.5878, DDP time: 0.0037, Total iter time: 7.1959 [2020-11-08 06:43:38,277][root][INFO] - ===> Epoch[509](1018/2): Loss -0.6952, Sem 0.0826, dir -0.9655, norm 0.1877, swav 0.0000 LR: 8.148e-02 Score 97.230 Data time: 0.1823, Forward time: 2.8318, Backward time: 3.5884, DDP time: 0.0037, Total iter time: 6.7517 [2020-11-08 06:43:45,895][root][INFO] - ===> Epoch[510](1019/2): Loss -0.6962, Sem 0.0773, dir -0.9667, norm 0.1933, swav 0.0000 LR: 8.146e-02 Score 97.371 Data time: 0.2390, Forward time: 2.8312, Backward time: 3.5896, DDP time: 0.0037, Total iter time: 7.4775 [2020-11-08 06:43:52,778][root][INFO] - ===> Epoch[510](1020/2): Loss -0.6717, Sem 0.0893, dir -0.9596, norm 0.1985, swav 0.0000 LR: 8.144e-02 Score 97.000 Data time: 0.3496, Forward time: 2.8313, Backward time: 3.5894, DDP time: 0.0037, Total iter time: 6.7431 [2020-11-08 06:43:59,117][root][INFO] - ===> Epoch[511](1021/2): Loss -0.7075, Sem 0.0813, dir -0.9659, norm 0.1771, swav 0.0000 LR: 8.142e-02 Score 97.266 Data time: 0.2306, Forward time: 2.8311, Backward time: 3.5891, DDP time: 0.0037, Total iter time: 6.1823 [2020-11-08 06:44:04,929][root][INFO] - ===> Epoch[511](1022/2): Loss -0.6995, Sem 0.0819, dir -0.9674, norm 0.1860, swav 0.0000 LR: 8.140e-02 Score 97.186 Data time: 0.2623, Forward time: 2.8313, Backward time: 3.5878, DDP time: 0.0037, Total iter time: 5.6539 [2020-11-08 06:44:12,448][root][INFO] - ===> Epoch[512](1023/2): Loss -0.6787, Sem 0.0788, dir -0.9614, norm 0.2039, swav 0.0000 LR: 8.139e-02 Score 97.366 Data time: 0.2810, Forward time: 2.8316, Backward time: 3.5881, DDP time: 0.0037, Total iter time: 7.3747 [2020-11-08 06:44:19,634][root][INFO] - ===> Epoch[512](1024/2): Loss -0.6956, Sem 0.0815, dir -0.9628, norm 0.1856, swav 0.0000 LR: 8.137e-02 Score 97.191 Data time: 0.2777, Forward time: 2.8314, Backward time: 3.5885, DDP time: 0.0037, Total iter time: 7.0286 [2020-11-08 06:44:26,672][root][INFO] - ===> Epoch[513](1025/2): Loss -0.7062, Sem 0.0810, dir -0.9672, norm 0.1800, swav 0.0000 LR: 8.135e-02 Score 97.235 Data time: 0.3133, Forward time: 2.8321, Backward time: 3.5879, DDP time: 0.0037, Total iter time: 6.8986 [2020-11-08 06:44:33,326][root][INFO] - ===> Epoch[513](1026/2): Loss -0.6828, Sem 0.0836, dir -0.9621, norm 0.1957, swav 0.0000 LR: 8.133e-02 Score 97.185 Data time: 0.2315, Forward time: 2.8322, Backward time: 3.5876, DDP time: 0.0037, Total iter time: 6.4826 [2020-11-08 06:44:39,766][root][INFO] - ===> Epoch[514](1027/2): Loss -0.6836, Sem 0.0812, dir -0.9644, norm 0.1995, swav 0.0000 LR: 8.131e-02 Score 97.276 Data time: 0.1904, Forward time: 2.8316, Backward time: 3.5878, DDP time: 0.0037, Total iter time: 6.2770 [2020-11-08 06:44:47,228][root][INFO] - ===> Epoch[514](1028/2): Loss -0.6827, Sem 0.0826, dir -0.9621, norm 0.1968, swav 0.0000 LR: 8.129e-02 Score 97.188 Data time: 0.2823, Forward time: 2.8314, Backward time: 3.5885, DDP time: 0.0037, Total iter time: 7.3735 [2020-11-08 06:44:55,049][root][INFO] - ===> Epoch[515](1029/2): Loss -0.7135, Sem 0.0750, dir -0.9675, norm 0.1790, swav 0.0000 LR: 8.128e-02 Score 97.432 Data time: 0.2737, Forward time: 2.8316, Backward time: 3.5892, DDP time: 0.0037, Total iter time: 7.6678 [2020-11-08 06:45:01,314][root][INFO] - ===> Epoch[515](1030/2): Loss -0.7076, Sem 0.0836, dir -0.9673, norm 0.1760, swav 0.0000 LR: 8.126e-02 Score 97.116 Data time: 0.2570, Forward time: 2.8314, Backward time: 3.5887, DDP time: 0.0037, Total iter time: 6.1169 [2020-11-08 06:45:09,571][root][INFO] - ===> Epoch[516](1031/2): Loss -0.6961, Sem 0.0802, dir -0.9649, norm 0.1886, swav 0.0000 LR: 8.124e-02 Score 97.294 Data time: 0.4719, Forward time: 2.8328, Backward time: 3.5885, DDP time: 0.0037, Total iter time: 8.1349 [2020-11-08 06:45:16,770][root][INFO] - ===> Epoch[516](1032/2): Loss -0.6612, Sem 0.0804, dir -0.9589, norm 0.2173, swav 0.0000 LR: 8.122e-02 Score 97.272 Data time: 0.1898, Forward time: 2.8325, Backward time: 3.5891, DDP time: 0.0037, Total iter time: 7.0485 [2020-11-08 06:45:23,086][root][INFO] - ===> Epoch[517](1033/2): Loss -0.7022, Sem 0.0751, dir -0.9656, norm 0.1883, swav 0.0000 LR: 8.120e-02 Score 97.414 Data time: 0.2051, Forward time: 2.8322, Backward time: 3.5889, DDP time: 0.0037, Total iter time: 6.1778 [2020-11-08 06:45:29,317][root][INFO] - ===> Epoch[517](1034/2): Loss -0.7144, Sem 0.0763, dir -0.9712, norm 0.1805, swav 0.0000 LR: 8.118e-02 Score 97.416 Data time: 0.2927, Forward time: 2.8324, Backward time: 3.5880, DDP time: 0.0037, Total iter time: 6.1236 [2020-11-08 06:45:36,534][root][INFO] - ===> Epoch[518](1035/2): Loss -0.6846, Sem 0.0867, dir -0.9597, norm 0.1884, swav 0.0000 LR: 8.116e-02 Score 96.987 Data time: 0.1769, Forward time: 2.8317, Backward time: 3.5890, DDP time: 0.0037, Total iter time: 7.0795 [2020-11-08 06:45:43,742][root][INFO] - ===> Epoch[518](1036/2): Loss -0.6896, Sem 0.0850, dir -0.9652, norm 0.1906, swav 0.0000 LR: 8.115e-02 Score 97.098 Data time: 0.2638, Forward time: 2.8318, Backward time: 3.5893, DDP time: 0.0037, Total iter time: 7.1107 [2020-11-08 06:45:51,269][root][INFO] - ===> Epoch[519](1037/2): Loss -0.7057, Sem 0.0808, dir -0.9698, norm 0.1833, swav 0.0000 LR: 8.113e-02 Score 97.266 Data time: 0.2362, Forward time: 2.8318, Backward time: 3.5899, DDP time: 0.0037, Total iter time: 7.3821 [2020-11-08 06:45:57,248][root][INFO] - ===> Epoch[519](1038/2): Loss -0.6662, Sem 0.0776, dir -0.9608, norm 0.2169, swav 0.0000 LR: 8.111e-02 Score 97.396 Data time: 0.1597, Forward time: 2.8308, Backward time: 3.5900, DDP time: 0.0037, Total iter time: 5.8472 [2020-11-08 06:46:05,136][root][INFO] - ===> Epoch[520](1039/2): Loss -0.7101, Sem 0.0826, dir -0.9650, norm 0.1723, swav 0.0000 LR: 8.109e-02 Score 97.191 Data time: 0.2307, Forward time: 2.8309, Backward time: 3.5909, DDP time: 0.0037, Total iter time: 7.7958 [2020-11-08 06:46:12,166][root][INFO] - ===> Epoch[520](1040/2): Loss -0.6908, Sem 0.0805, dir -0.9666, norm 0.1954, swav 0.0000 LR: 8.107e-02 Score 97.311 Data time: 0.2290, Forward time: 2.8304, Backward time: 3.5915, DDP time: 0.0037, Total iter time: 6.8957 [2020-11-08 06:46:17,479][root][INFO] - ===> Epoch[521](1041/2): Loss -0.6936, Sem 0.0787, dir -0.9634, norm 0.1911, swav 0.0000 LR: 8.105e-02 Score 97.312 Data time: 0.2316, Forward time: 2.8298, Backward time: 3.5906, DDP time: 0.0037, Total iter time: 5.1751 [2020-11-08 06:46:24,395][root][INFO] - ===> Epoch[521](1042/2): Loss -0.6960, Sem 0.0803, dir -0.9621, norm 0.1857, swav 0.0000 LR: 8.104e-02 Score 97.309 Data time: 0.3441, Forward time: 2.8307, Backward time: 3.5898, DDP time: 0.0037, Total iter time: 6.7789 [2020-11-08 06:46:32,830][root][INFO] - ===> Epoch[522](1043/2): Loss -0.6798, Sem 0.0778, dir -0.9665, norm 0.2089, swav 0.0000 LR: 8.102e-02 Score 97.337 Data time: 0.3795, Forward time: 2.8322, Backward time: 3.5896, DDP time: 0.0037, Total iter time: 8.2774 [2020-11-08 06:46:39,926][root][INFO] - ===> Epoch[522](1044/2): Loss -0.7134, Sem 0.0783, dir -0.9671, norm 0.1754, swav 0.0000 LR: 8.100e-02 Score 97.333 Data time: 0.2255, Forward time: 2.8321, Backward time: 3.5899, DDP time: 0.0037, Total iter time: 6.9276 [2020-11-08 06:46:46,506][root][INFO] - ===> Epoch[523](1045/2): Loss -0.7044, Sem 0.0806, dir -0.9684, norm 0.1834, swav 0.0000 LR: 8.098e-02 Score 97.245 Data time: 0.2918, Forward time: 2.8327, Backward time: 3.5890, DDP time: 0.0037, Total iter time: 6.4303 [2020-11-08 06:46:54,014][root][INFO] - ===> Epoch[523](1046/2): Loss -0.6982, Sem 0.0806, dir -0.9646, norm 0.1859, swav 0.0000 LR: 8.096e-02 Score 97.252 Data time: 0.1502, Forward time: 2.8317, Backward time: 3.5905, DDP time: 0.0037, Total iter time: 7.3389 [2020-11-08 06:47:00,204][root][INFO] - ===> Epoch[524](1047/2): Loss -0.7299, Sem 0.0803, dir -0.9716, norm 0.1615, swav 0.0000 LR: 8.094e-02 Score 97.233 Data time: 0.2881, Forward time: 2.8322, Backward time: 3.5895, DDP time: 0.0037, Total iter time: 6.0780 [2020-11-08 06:47:08,117][root][INFO] - ===> Epoch[524](1048/2): Loss -0.7062, Sem 0.0751, dir -0.9670, norm 0.1857, swav 0.0000 LR: 8.093e-02 Score 97.404 Data time: 0.2525, Forward time: 2.8324, Backward time: 3.5901, DDP time: 0.0037, Total iter time: 7.7663 [2020-11-08 06:47:14,835][root][INFO] - ===> Epoch[525](1049/2): Loss -0.6973, Sem 0.0816, dir -0.9657, norm 0.1868, swav 0.0000 LR: 8.091e-02 Score 97.213 Data time: 0.1877, Forward time: 2.8320, Backward time: 3.5904, DDP time: 0.0037, Total iter time: 6.5621 [2020-11-08 06:47:22,782][root][INFO] - ===> Epoch[525](1050/2): Loss -0.7089, Sem 0.0772, dir -0.9685, norm 0.1824, swav 0.0000 LR: 8.089e-02 Score 97.365 Data time: 0.2727, Forward time: 2.8318, Backward time: 3.5915, DDP time: 0.0037, Total iter time: 7.8246 [2020-11-08 06:47:29,008][root][INFO] - ===> Epoch[526](1051/2): Loss -0.7293, Sem 0.0734, dir -0.9725, norm 0.1698, swav 0.0000 LR: 8.087e-02 Score 97.466 Data time: 0.2630, Forward time: 2.8321, Backward time: 3.5906, DDP time: 0.0037, Total iter time: 6.0802 [2020-11-08 06:47:35,994][root][INFO] - ===> Epoch[526](1052/2): Loss -0.6943, Sem 0.0797, dir -0.9657, norm 0.1917, swav 0.0000 LR: 8.085e-02 Score 97.240 Data time: 0.2121, Forward time: 2.8315, Backward time: 3.5912, DDP time: 0.0037, Total iter time: 6.8314 [2020-11-08 06:47:42,991][root][INFO] - ===> Epoch[527](1053/2): Loss -0.7176, Sem 0.0783, dir -0.9668, norm 0.1709, swav 0.0000 LR: 8.083e-02 Score 97.315 Data time: 0.2138, Forward time: 2.8311, Backward time: 3.5917, DDP time: 0.0037, Total iter time: 6.8734 [2020-11-08 06:47:50,327][root][INFO] - ===> Epoch[527](1054/2): Loss -0.6870, Sem 0.0811, dir -0.9674, norm 0.1993, swav 0.0000 LR: 8.081e-02 Score 97.189 Data time: 0.3527, Forward time: 2.8316, Backward time: 3.5916, DDP time: 0.0037, Total iter time: 7.1889 [2020-11-08 06:47:56,011][root][INFO] - ===> Epoch[528](1055/2): Loss -0.7126, Sem 0.0787, dir -0.9678, norm 0.1764, swav 0.0000 LR: 8.080e-02 Score 97.317 Data time: 0.2358, Forward time: 2.8315, Backward time: 3.5905, DDP time: 0.0037, Total iter time: 5.4989 [2020-11-08 06:48:02,902][root][INFO] - ===> Epoch[528](1056/2): Loss -0.7177, Sem 0.0755, dir -0.9705, norm 0.1773, swav 0.0000 LR: 8.078e-02 Score 97.348 Data time: 0.3529, Forward time: 2.8319, Backward time: 3.5900, DDP time: 0.0037, Total iter time: 6.7710 [2020-11-08 06:48:09,267][root][INFO] - ===> Epoch[529](1057/2): Loss -0.7192, Sem 0.0758, dir -0.9702, norm 0.1752, swav 0.0000 LR: 8.076e-02 Score 97.410 Data time: 0.2165, Forward time: 2.8318, Backward time: 3.5897, DDP time: 0.0037, Total iter time: 6.1967 [2020-11-08 06:48:16,784][root][INFO] - ===> Epoch[529](1058/2): Loss -0.7005, Sem 0.0842, dir -0.9667, norm 0.1819, swav 0.0000 LR: 8.074e-02 Score 97.128 Data time: 0.2067, Forward time: 2.8315, Backward time: 3.5905, DDP time: 0.0037, Total iter time: 7.3592 [2020-11-08 06:48:23,990][root][INFO] - ===> Epoch[530](1059/2): Loss -0.7132, Sem 0.0748, dir -0.9726, norm 0.1845, swav 0.0000 LR: 8.072e-02 Score 97.408 Data time: 0.2720, Forward time: 2.8317, Backward time: 3.5906, DDP time: 0.0037, Total iter time: 7.0731 [2020-11-08 06:48:30,949][root][INFO] - ===> Epoch[530](1060/2): Loss -0.7039, Sem 0.0748, dir -0.9660, norm 0.1873, swav 0.0000 LR: 8.070e-02 Score 97.463 Data time: 0.2339, Forward time: 2.8317, Backward time: 3.5907, DDP time: 0.0037, Total iter time: 6.8117 [2020-11-08 06:48:36,850][root][INFO] - ===> Epoch[531](1061/2): Loss -0.7278, Sem 0.0749, dir -0.9694, norm 0.1667, swav 0.0000 LR: 8.069e-02 Score 97.413 Data time: 0.2590, Forward time: 2.8318, Backward time: 3.5896, DDP time: 0.0037, Total iter time: 5.7511 [2020-11-08 06:48:42,323][root][INFO] - ===> Epoch[531](1062/2): Loss -0.7133, Sem 0.0714, dir -0.9665, norm 0.1819, swav 0.0000 LR: 8.067e-02 Score 97.545 Data time: 0.2205, Forward time: 2.8313, Backward time: 3.5889, DDP time: 0.0037, Total iter time: 5.3329 [2020-11-08 06:48:49,009][root][INFO] - ===> Epoch[532](1063/2): Loss -0.6927, Sem 0.0868, dir -0.9656, norm 0.1861, swav 0.0000 LR: 8.065e-02 Score 97.027 Data time: 0.2264, Forward time: 2.8310, Backward time: 3.5890, DDP time: 0.0037, Total iter time: 6.5802 [2020-11-08 06:48:56,053][root][INFO] - ===> Epoch[532](1064/2): Loss -0.7204, Sem 0.0796, dir -0.9692, norm 0.1692, swav 0.0000 LR: 8.063e-02 Score 97.227 Data time: 0.2902, Forward time: 2.8309, Backward time: 3.5892, DDP time: 0.0037, Total iter time: 6.9229 [2020-11-08 06:49:02,445][root][INFO] - ===> Epoch[533](1065/2): Loss -0.7262, Sem 0.0757, dir -0.9705, norm 0.1686, swav 0.0000 LR: 8.061e-02 Score 97.406 Data time: 0.3004, Forward time: 2.8315, Backward time: 3.5881, DDP time: 0.0037, Total iter time: 6.2282 [2020-11-08 06:49:10,245][root][INFO] - ===> Epoch[533](1066/2): Loss -0.7029, Sem 0.0803, dir -0.9669, norm 0.1837, swav 0.0000 LR: 8.059e-02 Score 97.248 Data time: 0.2383, Forward time: 2.8315, Backward time: 3.5889, DDP time: 0.0037, Total iter time: 7.6341 [2020-11-08 06:49:18,095][root][INFO] - ===> Epoch[534](1067/2): Loss -0.6942, Sem 0.0747, dir -0.9631, norm 0.1941, swav 0.0000 LR: 8.057e-02 Score 97.414 Data time: 0.2308, Forward time: 2.8314, Backward time: 3.5898, DDP time: 0.0037, Total iter time: 7.7019 [2020-11-08 06:49:23,826][root][INFO] - ===> Epoch[534](1068/2): Loss -0.7196, Sem 0.0746, dir -0.9674, norm 0.1732, swav 0.0000 LR: 8.056e-02 Score 97.439 Data time: 0.2432, Forward time: 2.8313, Backward time: 3.5889, DDP time: 0.0037, Total iter time: 5.5960 [2020-11-08 06:49:32,185][root][INFO] - ===> Epoch[535](1069/2): Loss -0.7003, Sem 0.0751, dir -0.9654, norm 0.1900, swav 0.0000 LR: 8.054e-02 Score 97.453 Data time: 0.4306, Forward time: 2.8328, Backward time: 3.5887, DDP time: 0.0037, Total iter time: 8.2217 [2020-11-08 06:49:38,934][root][INFO] - ===> Epoch[535](1070/2): Loss -0.6867, Sem 0.0823, dir -0.9601, norm 0.1912, swav 0.0000 LR: 8.052e-02 Score 97.166 Data time: 0.3246, Forward time: 2.8331, Backward time: 3.5882, DDP time: 0.0037, Total iter time: 6.5902 [2020-11-08 06:49:46,012][root][INFO] - ===> Epoch[536](1071/2): Loss -0.7141, Sem 0.0794, dir -0.9692, norm 0.1758, swav 0.0000 LR: 8.050e-02 Score 97.221 Data time: 0.2290, Forward time: 2.8331, Backward time: 3.5884, DDP time: 0.0037, Total iter time: 6.9516 [2020-11-08 06:49:52,174][root][INFO] - ===> Epoch[536](1072/2): Loss -0.6985, Sem 0.0773, dir -0.9676, norm 0.1918, swav 0.0000 LR: 8.048e-02 Score 97.368 Data time: 0.2267, Forward time: 2.8326, Backward time: 3.5882, DDP time: 0.0037, Total iter time: 6.0326 [2020-11-08 06:49:58,239][root][INFO] - ===> Epoch[537](1073/2): Loss -0.7109, Sem 0.0774, dir -0.9671, norm 0.1787, swav 0.0000 LR: 8.046e-02 Score 97.339 Data time: 0.3112, Forward time: 2.8325, Backward time: 3.5875, DDP time: 0.0037, Total iter time: 5.9367 [2020-11-08 06:50:04,619][root][INFO] - ===> Epoch[537](1074/2): Loss -0.6821, Sem 0.0714, dir -0.9616, norm 0.2080, swav 0.0000 LR: 8.045e-02 Score 97.566 Data time: 0.2874, Forward time: 2.8328, Backward time: 3.5867, DDP time: 0.0037, Total iter time: 6.2435 [2020-11-08 06:50:11,890][root][INFO] - ===> Epoch[538](1075/2): Loss -0.7286, Sem 0.0780, dir -0.9691, norm 0.1626, swav 0.0000 LR: 8.043e-02 Score 97.303 Data time: 0.2217, Forward time: 2.8328, Backward time: 3.5871, DDP time: 0.0037, Total iter time: 7.1052 [2020-11-08 06:50:18,910][root][INFO] - ===> Epoch[538](1076/2): Loss -0.7271, Sem 0.0741, dir -0.9707, norm 0.1695, swav 0.0000 LR: 8.041e-02 Score 97.460 Data time: 0.2031, Forward time: 2.8324, Backward time: 3.5876, DDP time: 0.0037, Total iter time: 6.8755 [2020-11-08 06:50:24,909][root][INFO] - ===> Epoch[539](1077/2): Loss -0.7125, Sem 0.0741, dir -0.9673, norm 0.1807, swav 0.0000 LR: 8.039e-02 Score 97.408 Data time: 0.2492, Forward time: 2.8320, Backward time: 3.5872, DDP time: 0.0037, Total iter time: 5.8645 [2020-11-08 06:50:30,283][root][INFO] - ===> Epoch[539](1078/2): Loss -0.7155, Sem 0.0776, dir -0.9682, norm 0.1750, swav 0.0000 LR: 8.037e-02 Score 97.318 Data time: 0.2637, Forward time: 2.8320, Backward time: 3.5858, DDP time: 0.0037, Total iter time: 5.2042 [2020-11-08 06:50:37,971][root][INFO] - ===> Epoch[540](1079/2): Loss -0.7178, Sem 0.0770, dir -0.9686, norm 0.1738, swav 0.0000 LR: 8.035e-02 Score 97.334 Data time: 0.2002, Forward time: 2.8316, Backward time: 3.5870, DDP time: 0.0037, Total iter time: 7.5745 [2020-11-08 06:50:44,171][root][INFO] - ===> Epoch[540](1080/2): Loss -0.7185, Sem 0.0767, dir -0.9700, norm 0.1748, swav 0.0000 LR: 8.034e-02 Score 97.389 Data time: 0.2119, Forward time: 2.8312, Backward time: 3.5867, DDP time: 0.0037, Total iter time: 6.0413 [2020-11-08 06:50:50,800][root][INFO] - ===> Epoch[541](1081/2): Loss -0.7216, Sem 0.0773, dir -0.9690, norm 0.1701, swav 0.0000 LR: 8.032e-02 Score 97.343 Data time: 0.2810, Forward time: 2.8317, Backward time: 3.5860, DDP time: 0.0037, Total iter time: 6.5039 [2020-11-08 06:50:57,615][root][INFO] - ===> Epoch[541](1082/2): Loss -0.7052, Sem 0.0684, dir -0.9665, norm 0.1929, swav 0.0000 LR: 8.030e-02 Score 97.617 Data time: 0.2390, Forward time: 2.8316, Backward time: 3.5859, DDP time: 0.0037, Total iter time: 6.6553 [2020-11-08 06:51:03,850][root][INFO] - ===> Epoch[542](1083/2): Loss -0.6814, Sem 0.0881, dir -0.9594, norm 0.1898, swav 0.0000 LR: 8.028e-02 Score 97.001 Data time: 0.3485, Forward time: 2.8320, Backward time: 3.5849, DDP time: 0.0037, Total iter time: 6.0804 [2020-11-08 06:51:10,225][root][INFO] - ===> Epoch[542](1084/2): Loss -0.7194, Sem 0.0714, dir -0.9692, norm 0.1784, swav 0.0000 LR: 8.026e-02 Score 97.527 Data time: 0.2368, Forward time: 2.8321, Backward time: 3.5844, DDP time: 0.0037, Total iter time: 6.2361 [2020-11-08 06:51:16,916][root][INFO] - ===> Epoch[543](1085/2): Loss -0.7049, Sem 0.0737, dir -0.9641, norm 0.1856, swav 0.0000 LR: 8.024e-02 Score 97.453 Data time: 0.2952, Forward time: 2.8325, Backward time: 3.5838, DDP time: 0.0037, Total iter time: 6.5571 [2020-11-08 06:51:25,085][root][INFO] - ===> Epoch[543](1086/2): Loss -0.7059, Sem 0.0741, dir -0.9663, norm 0.1863, swav 0.0000 LR: 8.022e-02 Score 97.424 Data time: 0.1936, Forward time: 2.8322, Backward time: 3.5853, DDP time: 0.0037, Total iter time: 8.0196 [2020-11-08 06:51:32,159][root][INFO] - ===> Epoch[544](1087/2): Loss -0.7293, Sem 0.0697, dir -0.9701, norm 0.1710, swav 0.0000 LR: 8.021e-02 Score 97.616 Data time: 0.2032, Forward time: 2.8318, Backward time: 3.5858, DDP time: 0.0037, Total iter time: 6.9189 [2020-11-08 06:51:40,429][root][INFO] - ===> Epoch[544](1088/2): Loss -0.7047, Sem 0.0734, dir -0.9671, norm 0.1890, swav 0.0000 LR: 8.019e-02 Score 97.458 Data time: 0.2084, Forward time: 2.8314, Backward time: 3.5875, DDP time: 0.0037, Total iter time: 8.1686 [2020-11-08 06:51:47,641][root][INFO] - ===> Epoch[545](1089/2): Loss -0.6853, Sem 0.0717, dir -0.9605, norm 0.2034, swav 0.0000 LR: 8.017e-02 Score 97.552 Data time: 0.2542, Forward time: 2.8312, Backward time: 3.5880, DDP time: 0.0037, Total iter time: 7.0777 [2020-11-08 06:51:54,303][root][INFO] - ===> Epoch[545](1090/2): Loss -0.6980, Sem 0.0753, dir -0.9646, norm 0.1913, swav 0.0000 LR: 8.015e-02 Score 97.372 Data time: 0.2716, Forward time: 2.8314, Backward time: 3.5875, DDP time: 0.0037, Total iter time: 6.5157 [2020-11-08 06:52:01,934][root][INFO] - ===> Epoch[546](1091/2): Loss -0.7083, Sem 0.0825, dir -0.9704, norm 0.1796, swav 0.0000 LR: 8.013e-02 Score 97.194 Data time: 0.3520, Forward time: 2.8324, Backward time: 3.5871, DDP time: 0.0037, Total iter time: 7.4838 [2020-11-08 06:52:08,422][root][INFO] - ===> Epoch[546](1092/2): Loss -0.7099, Sem 0.0784, dir -0.9654, norm 0.1771, swav 0.0000 LR: 8.011e-02 Score 97.291 Data time: 0.2933, Forward time: 2.8330, Backward time: 3.5862, DDP time: 0.0037, Total iter time: 6.3382 [2020-11-08 06:52:16,242][root][INFO] - ===> Epoch[547](1093/2): Loss -0.7178, Sem 0.0725, dir -0.9685, norm 0.1781, swav 0.0000 LR: 8.010e-02 Score 97.474 Data time: 0.2266, Forward time: 2.8326, Backward time: 3.5875, DDP time: 0.0037, Total iter time: 7.6945 [2020-11-08 06:52:23,150][root][INFO] - ===> Epoch[547](1094/2): Loss -0.7050, Sem 0.0762, dir -0.9689, norm 0.1876, swav 0.0000 LR: 8.008e-02 Score 97.348 Data time: 0.2787, Forward time: 2.8322, Backward time: 3.5878, DDP time: 0.0037, Total iter time: 6.7904 [2020-11-08 06:52:28,713][root][INFO] - ===> Epoch[548](1095/2): Loss -0.7336, Sem 0.0755, dir -0.9713, norm 0.1622, swav 0.0000 LR: 8.006e-02 Score 97.404 Data time: 0.2408, Forward time: 2.8324, Backward time: 3.5865, DDP time: 0.0037, Total iter time: 5.4492 [2020-11-08 06:52:35,797][root][INFO] - ===> Epoch[548](1096/2): Loss -0.7134, Sem 0.0731, dir -0.9661, norm 0.1796, swav 0.0000 LR: 8.004e-02 Score 97.423 Data time: 0.2510, Forward time: 2.8324, Backward time: 3.5867, DDP time: 0.0037, Total iter time: 6.9611 [2020-11-08 06:52:42,365][root][INFO] - ===> Epoch[549](1097/2): Loss -0.7021, Sem 0.0742, dir -0.9647, norm 0.1884, swav 0.0000 LR: 8.002e-02 Score 97.443 Data time: 0.3323, Forward time: 2.8329, Backward time: 3.5858, DDP time: 0.0037, Total iter time: 6.4409 [2020-11-08 06:52:50,941][root][INFO] - ===> Epoch[549](1098/2): Loss -0.7170, Sem 0.0742, dir -0.9694, norm 0.1783, swav 0.0000 LR: 8.000e-02 Score 97.435 Data time: 0.2058, Forward time: 2.8326, Backward time: 3.5876, DDP time: 0.0037, Total iter time: 8.4335 [2020-11-08 06:52:55,923][root][INFO] - ===> Epoch[550](1099/2): Loss -0.7427, Sem 0.0701, dir -0.9707, norm 0.1580, swav 0.0000 LR: 7.998e-02 Score 97.532 Data time: 0.2247, Forward time: 2.8325, Backward time: 3.5861, DDP time: 0.0037, Total iter time: 4.8578 [2020-11-08 06:53:02,245][root][INFO] - ===> Epoch[550](1100/2): Loss -0.6974, Sem 0.0765, dir -0.9646, norm 0.1908, swav 0.0000 LR: 7.997e-02 Score 97.337 Data time: 0.2350, Forward time: 2.8323, Backward time: 3.5858, DDP time: 0.0037, Total iter time: 6.1926 [2020-11-08 06:53:08,849][root][INFO] - ===> Epoch[551](1101/2): Loss -0.7075, Sem 0.0703, dir -0.9650, norm 0.1872, swav 0.0000 LR: 7.995e-02 Score 97.573 Data time: 0.2848, Forward time: 2.8327, Backward time: 3.5852, DDP time: 0.0037, Total iter time: 6.4846 [2020-11-08 06:53:15,522][root][INFO] - ===> Epoch[551](1102/2): Loss -0.7343, Sem 0.0750, dir -0.9702, norm 0.1609, swav 0.0000 LR: 7.993e-02 Score 97.394 Data time: 0.2418, Forward time: 2.8323, Backward time: 3.5853, DDP time: 0.0037, Total iter time: 6.5384 [2020-11-08 06:53:21,702][root][INFO] - ===> Epoch[552](1103/2): Loss -0.7135, Sem 0.0729, dir -0.9673, norm 0.1810, swav 0.0000 LR: 7.991e-02 Score 97.487 Data time: 0.1920, Forward time: 2.8320, Backward time: 3.5851, DDP time: 0.0037, Total iter time: 6.0712 [2020-11-08 06:53:28,651][root][INFO] - ===> Epoch[552](1104/2): Loss -0.6888, Sem 0.0781, dir -0.9618, norm 0.1949, swav 0.0000 LR: 7.989e-02 Score 97.364 Data time: 0.2275, Forward time: 2.8320, Backward time: 3.5852, DDP time: 0.0037, Total iter time: 6.8393 [2020-11-08 06:53:36,178][root][INFO] - ===> Epoch[553](1105/2): Loss -0.7146, Sem 0.0717, dir -0.9691, norm 0.1828, swav 0.0000 LR: 7.987e-02 Score 97.499 Data time: 0.2639, Forward time: 2.8318, Backward time: 3.5859, DDP time: 0.0037, Total iter time: 7.3593 [2020-11-08 06:53:42,505][root][INFO] - ===> Epoch[553](1106/2): Loss -0.7194, Sem 0.0726, dir -0.9667, norm 0.1747, swav 0.0000 LR: 7.986e-02 Score 97.483 Data time: 0.2210, Forward time: 2.8315, Backward time: 3.5857, DDP time: 0.0037, Total iter time: 6.1799 [2020-11-08 06:53:50,497][root][INFO] - ===> Epoch[554](1107/2): Loss -0.7319, Sem 0.0757, dir -0.9729, norm 0.1652, swav 0.0000 LR: 7.984e-02 Score 97.379 Data time: 0.3594, Forward time: 2.8326, Backward time: 3.5855, DDP time: 0.0037, Total iter time: 7.8502 [2020-11-08 06:53:58,227][root][INFO] - ===> Epoch[554](1108/2): Loss -0.6956, Sem 0.0754, dir -0.9625, norm 0.1914, swav 0.0000 LR: 7.982e-02 Score 97.400 Data time: 0.2046, Forward time: 2.8326, Backward time: 3.5863, DDP time: 0.0037, Total iter time: 7.5765 [2020-11-08 06:54:03,592][root][INFO] - ===> Epoch[555](1109/2): Loss -0.7575, Sem 0.0637, dir -0.9748, norm 0.1537, swav 0.0000 LR: 7.980e-02 Score 97.770 Data time: 0.2322, Forward time: 2.8324, Backward time: 3.5851, DDP time: 0.0037, Total iter time: 5.2005 [2020-11-08 06:54:11,456][root][INFO] - ===> Epoch[555](1110/2): Loss -0.7112, Sem 0.0753, dir -0.9666, norm 0.1801, swav 0.0000 LR: 7.978e-02 Score 97.338 Data time: 0.3612, Forward time: 2.8335, Backward time: 3.5848, DDP time: 0.0037, Total iter time: 7.7096 [2020-11-08 06:54:17,676][root][INFO] - ===> Epoch[556](1111/2): Loss -0.7002, Sem 0.0734, dir -0.9691, norm 0.1955, swav 0.0000 LR: 7.976e-02 Score 97.456 Data time: 0.2497, Forward time: 2.8338, Backward time: 3.5840, DDP time: 0.0037, Total iter time: 6.0418 [2020-11-08 06:54:25,345][root][INFO] - ===> Epoch[556](1112/2): Loss -0.7130, Sem 0.0720, dir -0.9653, norm 0.1802, swav 0.0000 LR: 7.974e-02 Score 97.468 Data time: 0.1935, Forward time: 2.8333, Backward time: 3.5851, DDP time: 0.0037, Total iter time: 7.5144 [2020-11-08 06:54:31,837][root][INFO] - ===> Epoch[557](1113/2): Loss -0.7163, Sem 0.0724, dir -0.9674, norm 0.1787, swav 0.0000 LR: 7.973e-02 Score 97.482 Data time: 0.1828, Forward time: 2.8325, Backward time: 3.5855, DDP time: 0.0037, Total iter time: 6.3586 [2020-11-08 06:54:38,299][root][INFO] - ===> Epoch[557](1114/2): Loss -0.7042, Sem 0.0771, dir -0.9624, norm 0.1811, swav 0.0000 LR: 7.971e-02 Score 97.325 Data time: 0.2517, Forward time: 2.8327, Backward time: 3.5851, DDP time: 0.0037, Total iter time: 6.3640 [2020-11-08 06:54:45,689][root][INFO] - ===> Epoch[558](1115/2): Loss -0.7183, Sem 0.0727, dir -0.9711, norm 0.1801, swav 0.0000 LR: 7.969e-02 Score 97.416 Data time: 0.3398, Forward time: 2.8336, Backward time: 3.5846, DDP time: 0.0037, Total iter time: 7.2354 [2020-11-08 06:54:51,360][root][INFO] - ===> Epoch[558](1116/2): Loss -0.7380, Sem 0.0723, dir -0.9710, norm 0.1606, swav 0.0000 LR: 7.967e-02 Score 97.507 Data time: 0.2593, Forward time: 2.8337, Backward time: 3.5834, DDP time: 0.0037, Total iter time: 5.4877 [2020-11-08 06:54:58,121][root][INFO] - ===> Epoch[559](1117/2): Loss -0.7263, Sem 0.0703, dir -0.9693, norm 0.1727, swav 0.0000 LR: 7.965e-02 Score 97.525 Data time: 0.3416, Forward time: 2.8342, Backward time: 3.5827, DDP time: 0.0037, Total iter time: 6.6252 [2020-11-08 06:55:04,997][root][INFO] - ===> Epoch[559](1118/2): Loss -0.7076, Sem 0.0717, dir -0.9677, norm 0.1883, swav 0.0000 LR: 7.963e-02 Score 97.507 Data time: 0.3594, Forward time: 2.8349, Backward time: 3.5820, DDP time: 0.0037, Total iter time: 6.7341 [2020-11-08 06:55:12,152][root][INFO] - ===> Epoch[560](1119/2): Loss -0.7295, Sem 0.0693, dir -0.9685, norm 0.1696, swav 0.0000 LR: 7.962e-02 Score 97.610 Data time: 0.2716, Forward time: 2.8352, Backward time: 3.5819, DDP time: 0.0037, Total iter time: 7.0015 [2020-11-08 06:55:18,592][root][INFO] - ===> Epoch[560](1120/2): Loss -0.7311, Sem 0.0670, dir -0.9695, norm 0.1715, swav 0.0000 LR: 7.960e-02 Score 97.607 Data time: 0.2065, Forward time: 2.8347, Backward time: 3.5820, DDP time: 0.0037, Total iter time: 6.3145 [2020-11-08 06:55:26,528][root][INFO] - ===> Epoch[561](1121/2): Loss -0.7057, Sem 0.0748, dir -0.9653, norm 0.1848, swav 0.0000 LR: 7.958e-02 Score 97.436 Data time: 0.2382, Forward time: 2.8342, Backward time: 3.5834, DDP time: 0.0037, Total iter time: 7.8133 [2020-11-08 06:55:33,001][root][INFO] - ===> Epoch[561](1122/2): Loss -0.7466, Sem 0.0715, dir -0.9717, norm 0.1536, swav 0.0000 LR: 7.956e-02 Score 97.470 Data time: 0.3445, Forward time: 2.8347, Backward time: 3.5825, DDP time: 0.0037, Total iter time: 6.3457 [2020-11-08 06:55:40,616][root][INFO] - ===> Epoch[562](1123/2): Loss -0.7450, Sem 0.0632, dir -0.9737, norm 0.1654, swav 0.0000 LR: 7.954e-02 Score 97.767 Data time: 0.3680, Forward time: 2.8358, Backward time: 3.5820, DDP time: 0.0037, Total iter time: 7.4628 [2020-11-08 06:55:46,957][root][INFO] - ===> Epoch[562](1124/2): Loss -0.7173, Sem 0.0755, dir -0.9661, norm 0.1733, swav 0.0000 LR: 7.952e-02 Score 97.365 Data time: 0.3680, Forward time: 2.8362, Backward time: 3.5810, DDP time: 0.0037, Total iter time: 6.1895 [2020-11-08 06:55:52,999][root][INFO] - ===> Epoch[563](1125/2): Loss -0.7332, Sem 0.0694, dir -0.9691, norm 0.1665, swav 0.0000 LR: 7.950e-02 Score 97.577 Data time: 0.2558, Forward time: 2.8362, Backward time: 3.5803, DDP time: 0.0037, Total iter time: 5.8938 [2020-11-08 06:55:59,706][root][INFO] - ===> Epoch[563](1126/2): Loss -0.7235, Sem 0.0734, dir -0.9698, norm 0.1729, swav 0.0000 LR: 7.949e-02 Score 97.432 Data time: 0.3313, Forward time: 2.8368, Backward time: 3.5795, DDP time: 0.0037, Total iter time: 6.5947 [2020-11-08 06:56:06,049][root][INFO] - ===> Epoch[564](1127/2): Loss -0.7367, Sem 0.0683, dir -0.9745, norm 0.1695, swav 0.0000 LR: 7.947e-02 Score 97.626 Data time: 0.3653, Forward time: 2.8373, Backward time: 3.5785, DDP time: 0.0037, Total iter time: 6.1639 [2020-11-08 06:56:13,514][root][INFO] - ===> Epoch[564](1128/2): Loss -0.7254, Sem 0.0702, dir -0.9699, norm 0.1744, swav 0.0000 LR: 7.945e-02 Score 97.552 Data time: 0.2143, Forward time: 2.8371, Backward time: 3.5792, DDP time: 0.0037, Total iter time: 7.3213 [2020-11-08 06:56:19,708][root][INFO] - ===> Epoch[565](1129/2): Loss -0.7351, Sem 0.0743, dir -0.9708, norm 0.1614, swav 0.0000 LR: 7.943e-02 Score 97.408 Data time: 0.2356, Forward time: 2.8372, Backward time: 3.5785, DDP time: 0.0037, Total iter time: 6.0839 [2020-11-08 06:56:26,789][root][INFO] - ===> Epoch[565](1130/2): Loss -0.7210, Sem 0.0684, dir -0.9703, norm 0.1808, swav 0.0000 LR: 7.941e-02 Score 97.621 Data time: 0.2047, Forward time: 2.8368, Backward time: 3.5791, DDP time: 0.0037, Total iter time: 6.9746 [2020-11-08 06:56:34,778][root][INFO] - ===> Epoch[566](1131/2): Loss -0.7430, Sem 0.0671, dir -0.9712, norm 0.1612, swav 0.0000 LR: 7.939e-02 Score 97.618 Data time: 0.2239, Forward time: 2.8367, Backward time: 3.5801, DDP time: 0.0037, Total iter time: 7.8230 [2020-11-08 06:56:40,632][root][INFO] - ===> Epoch[566](1132/2): Loss -0.7297, Sem 0.0700, dir -0.9686, norm 0.1690, swav 0.0000 LR: 7.938e-02 Score 97.585 Data time: 0.2431, Forward time: 2.8369, Backward time: 3.5791, DDP time: 0.0037, Total iter time: 5.7230 [2020-11-08 06:56:47,367][root][INFO] - ===> Epoch[567](1133/2): Loss -0.7154, Sem 0.0729, dir -0.9691, norm 0.1807, swav 0.0000 LR: 7.936e-02 Score 97.463 Data time: 0.3231, Forward time: 2.8376, Backward time: 3.5782, DDP time: 0.0037, Total iter time: 6.5692 [2020-11-08 06:56:52,526][root][INFO] - ===> Epoch[567](1134/2): Loss -0.7339, Sem 0.0655, dir -0.9696, norm 0.1702, swav 0.0000 LR: 7.934e-02 Score 97.671 Data time: 0.2072, Forward time: 2.8371, Backward time: 3.5771, DDP time: 0.0037, Total iter time: 4.9745 [2020-11-08 06:57:00,289][root][INFO] - ===> Epoch[568](1135/2): Loss -0.7209, Sem 0.0733, dir -0.9689, norm 0.1746, swav 0.0000 LR: 7.932e-02 Score 97.430 Data time: 0.3805, Forward time: 2.8382, Backward time: 3.5768, DDP time: 0.0037, Total iter time: 7.6399 [2020-11-08 06:57:07,452][root][INFO] - ===> Epoch[568](1136/2): Loss -0.7270, Sem 0.0678, dir -0.9692, norm 0.1743, swav 0.0000 LR: 7.930e-02 Score 97.633 Data time: 0.2879, Forward time: 2.8382, Backward time: 3.5769, DDP time: 0.0037, Total iter time: 6.9817 [2020-11-08 06:57:14,417][root][INFO] - ===> Epoch[569](1137/2): Loss -0.7114, Sem 0.0732, dir -0.9694, norm 0.1848, swav 0.0000 LR: 7.928e-02 Score 97.457 Data time: 0.1879, Forward time: 2.8377, Backward time: 3.5775, DDP time: 0.0037, Total iter time: 6.8320 [2020-11-08 06:57:22,125][root][INFO] - ===> Epoch[569](1138/2): Loss -0.7099, Sem 0.0697, dir -0.9636, norm 0.1840, swav 0.0000 LR: 7.926e-02 Score 97.565 Data time: 0.2042, Forward time: 2.8371, Backward time: 3.5788, DDP time: 0.0037, Total iter time: 7.5836 [2020-11-08 06:57:28,886][root][INFO] - ===> Epoch[570](1139/2): Loss -0.7338, Sem 0.0706, dir -0.9741, norm 0.1696, swav 0.0000 LR: 7.925e-02 Score 97.555 Data time: 0.3198, Forward time: 2.8377, Backward time: 3.5781, DDP time: 0.0037, Total iter time: 6.6321 [2020-11-08 06:57:34,989][root][INFO] - ===> Epoch[570](1140/2): Loss -0.6955, Sem 0.0730, dir -0.9614, norm 0.1929, swav 0.0000 LR: 7.923e-02 Score 97.454 Data time: 0.3226, Forward time: 2.8381, Backward time: 3.5770, DDP time: 0.0037, Total iter time: 5.9683 [2020-11-08 06:57:42,099][root][INFO] - ===> Epoch[571](1141/2): Loss -0.7047, Sem 0.0675, dir -0.9659, norm 0.1937, swav 0.0000 LR: 7.921e-02 Score 97.677 Data time: 0.3469, Forward time: 2.8385, Backward time: 3.5767, DDP time: 0.0037, Total iter time: 6.9681 [2020-11-08 06:57:48,781][root][INFO] - ===> Epoch[571](1142/2): Loss -0.7301, Sem 0.0749, dir -0.9684, norm 0.1634, swav 0.0000 LR: 7.919e-02 Score 97.392 Data time: 0.3484, Forward time: 2.8391, Backward time: 3.5759, DDP time: 0.0037, Total iter time: 6.5306 [2020-11-08 06:57:55,810][root][INFO] - ===> Epoch[572](1143/2): Loss -0.7212, Sem 0.0668, dir -0.9706, norm 0.1826, swav 0.0000 LR: 7.917e-02 Score 97.674 Data time: 0.3827, Forward time: 2.8398, Backward time: 3.5753, DDP time: 0.0037, Total iter time: 6.8710 [2020-11-08 06:58:01,691][root][INFO] - ===> Epoch[572](1144/2): Loss -0.6807, Sem 0.0741, dir -0.9592, norm 0.2044, swav 0.0000 LR: 7.915e-02 Score 97.388 Data time: 0.2535, Forward time: 2.8401, Backward time: 3.5741, DDP time: 0.0038, Total iter time: 5.7250 [2020-11-08 06:58:09,084][root][INFO] - ===> Epoch[573](1145/2): Loss -0.7230, Sem 0.0670, dir -0.9662, norm 0.1763, swav 0.0000 LR: 7.914e-02 Score 97.637 Data time: 0.2633, Forward time: 2.8399, Backward time: 3.5747, DDP time: 0.0038, Total iter time: 7.2685 [2020-11-08 06:58:18,061][root][INFO] - ===> Epoch[573](1146/2): Loss -0.7376, Sem 0.0680, dir -0.9723, norm 0.1667, swav 0.0000 LR: 7.912e-02 Score 97.625 Data time: 0.1960, Forward time: 2.8396, Backward time: 3.5768, DDP time: 0.0038, Total iter time: 8.8591 [2020-11-08 06:58:25,929][root][INFO] - ===> Epoch[574](1147/2): Loss -0.7031, Sem 0.0719, dir -0.9652, norm 0.1903, swav 0.0000 LR: 7.910e-02 Score 97.519 Data time: 0.2019, Forward time: 2.8391, Backward time: 3.5781, DDP time: 0.0038, Total iter time: 7.7615 [2020-11-08 06:58:33,456][root][INFO] - ===> Epoch[574](1148/2): Loss -0.7345, Sem 0.0712, dir -0.9723, norm 0.1665, swav 0.0000 LR: 7.908e-02 Score 97.519 Data time: 0.3301, Forward time: 2.8401, Backward time: 3.5777, DDP time: 0.0038, Total iter time: 7.4320 [2020-11-08 06:58:39,705][root][INFO] - ===> Epoch[575](1149/2): Loss -0.7318, Sem 0.0714, dir -0.9721, norm 0.1688, swav 0.0000 LR: 7.906e-02 Score 97.502 Data time: 0.1733, Forward time: 2.8397, Backward time: 3.5776, DDP time: 0.0038, Total iter time: 6.1055 [2020-11-08 06:58:46,519][root][INFO] - ===> Epoch[575](1150/2): Loss -0.7313, Sem 0.0728, dir -0.9701, norm 0.1661, swav 0.0000 LR: 7.904e-02 Score 97.441 Data time: 0.3021, Forward time: 2.8397, Backward time: 3.5775, DDP time: 0.0038, Total iter time: 6.6756 [2020-11-08 06:58:52,549][root][INFO] - ===> Epoch[576](1151/2): Loss -0.7218, Sem 0.0687, dir -0.9685, norm 0.1780, swav 0.0000 LR: 7.902e-02 Score 97.587 Data time: 0.2410, Forward time: 2.8396, Backward time: 3.5768, DDP time: 0.0038, Total iter time: 5.8760 [2020-11-08 06:58:58,475][root][INFO] - ===> Epoch[576](1152/2): Loss -0.7266, Sem 0.0729, dir -0.9716, norm 0.1721, swav 0.0000 LR: 7.901e-02 Score 97.444 Data time: 0.2537, Forward time: 2.8399, Backward time: 3.5757, DDP time: 0.0038, Total iter time: 5.7503 [2020-11-08 06:59:04,263][root][INFO] - ===> Epoch[577](1153/2): Loss -0.7419, Sem 0.0690, dir -0.9716, norm 0.1606, swav 0.0000 LR: 7.899e-02 Score 97.579 Data time: 0.2547, Forward time: 2.8400, Backward time: 3.5747, DDP time: 0.0038, Total iter time: 5.6356 [2020-11-08 06:59:10,705][root][INFO] - ===> Epoch[577](1154/2): Loss -0.7297, Sem 0.0701, dir -0.9708, norm 0.1710, swav 0.0000 LR: 7.897e-02 Score 97.536 Data time: 0.2311, Forward time: 2.8398, Backward time: 3.5745, DDP time: 0.0038, Total iter time: 6.2810 [2020-11-08 06:59:18,469][root][INFO] - ===> Epoch[578](1155/2): Loss -0.7209, Sem 0.0628, dir -0.9673, norm 0.1836, swav 0.0000 LR: 7.895e-02 Score 97.852 Data time: 0.4045, Forward time: 2.8409, Backward time: 3.5741, DDP time: 0.0038, Total iter time: 7.6204 [2020-11-08 06:59:24,558][root][INFO] - ===> Epoch[578](1156/2): Loss -0.7222, Sem 0.0695, dir -0.9701, norm 0.1785, swav 0.0000 LR: 7.893e-02 Score 97.558 Data time: 0.1970, Forward time: 2.8406, Backward time: 3.5737, DDP time: 0.0038, Total iter time: 5.9302 [2020-11-08 06:59:31,128][root][INFO] - ===> Epoch[579](1157/2): Loss -0.7206, Sem 0.0727, dir -0.9700, norm 0.1767, swav 0.0000 LR: 7.891e-02 Score 97.489 Data time: 0.2561, Forward time: 2.8407, Backward time: 3.5734, DDP time: 0.0038, Total iter time: 6.4429 [2020-11-08 06:59:37,449][root][INFO] - ===> Epoch[579](1158/2): Loss -0.7245, Sem 0.0711, dir -0.9695, norm 0.1740, swav 0.0000 LR: 7.890e-02 Score 97.510 Data time: 0.2090, Forward time: 2.8402, Backward time: 3.5734, DDP time: 0.0038, Total iter time: 6.1641 [2020-11-08 06:59:45,216][root][INFO] - ===> Epoch[580](1159/2): Loss -0.7348, Sem 0.0688, dir -0.9721, norm 0.1684, swav 0.0000 LR: 7.888e-02 Score 97.593 Data time: 0.2092, Forward time: 2.8400, Backward time: 3.5743, DDP time: 0.0038, Total iter time: 7.6273 [2020-11-08 06:59:51,121][root][INFO] - ===> Epoch[580](1160/2): Loss -0.7459, Sem 0.0732, dir -0.9737, norm 0.1547, swav 0.0000 LR: 7.886e-02 Score 97.429 Data time: 0.2395, Forward time: 2.8395, Backward time: 3.5740, DDP time: 0.0038, Total iter time: 5.7558 [2020-11-08 06:59:58,442][root][INFO] - ===> Epoch[581](1161/2): Loss -0.7398, Sem 0.0672, dir -0.9722, norm 0.1652, swav 0.0000 LR: 7.884e-02 Score 97.641 Data time: 0.1994, Forward time: 2.8390, Backward time: 3.5748, DDP time: 0.0038, Total iter time: 7.1854 [2020-11-08 07:00:05,036][root][INFO] - ===> Epoch[581](1162/2): Loss -0.7515, Sem 0.0693, dir -0.9757, norm 0.1549, swav 0.0000 LR: 7.882e-02 Score 97.525 Data time: 0.2422, Forward time: 2.8389, Backward time: 3.5747, DDP time: 0.0038, Total iter time: 6.4659 [2020-11-08 07:00:12,188][root][INFO] - ===> Epoch[582](1163/2): Loss -0.7258, Sem 0.0721, dir -0.9675, norm 0.1696, swav 0.0000 LR: 7.880e-02 Score 97.518 Data time: 0.3565, Forward time: 2.8397, Backward time: 3.5741, DDP time: 0.0038, Total iter time: 7.0119 [2020-11-08 07:00:18,835][root][INFO] - ===> Epoch[582](1164/2): Loss -0.7161, Sem 0.0692, dir -0.9666, norm 0.1814, swav 0.0000 LR: 7.878e-02 Score 97.565 Data time: 0.1806, Forward time: 2.8393, Backward time: 3.5743, DDP time: 0.0038, Total iter time: 6.5021 [2020-11-08 07:00:24,633][root][INFO] - ===> Epoch[583](1165/2): Loss -0.7360, Sem 0.0696, dir -0.9704, norm 0.1649, swav 0.0000 LR: 7.877e-02 Score 97.533 Data time: 0.2453, Forward time: 2.8387, Backward time: 3.5740, DDP time: 0.0038, Total iter time: 5.6772 [2020-11-08 07:00:32,005][root][INFO] - ===> Epoch[583](1166/2): Loss -0.7168, Sem 0.0749, dir -0.9687, norm 0.1770, swav 0.0000 LR: 7.875e-02 Score 97.542 Data time: 0.4129, Forward time: 2.8395, Backward time: 3.5735, DDP time: 0.0038, Total iter time: 7.2420 [2020-11-08 07:00:39,258][root][INFO] - ===> Epoch[584](1167/2): Loss -0.7429, Sem 0.0691, dir -0.9729, norm 0.1609, swav 0.0000 LR: 7.873e-02 Score 97.573 Data time: 0.2359, Forward time: 2.8396, Backward time: 3.5738, DDP time: 0.0038, Total iter time: 7.1066 [2020-11-08 07:00:45,400][root][INFO] - ===> Epoch[584](1168/2): Loss -0.7115, Sem 0.0747, dir -0.9695, norm 0.1833, swav 0.0000 LR: 7.871e-02 Score 97.402 Data time: 0.2251, Forward time: 2.8394, Backward time: 3.5733, DDP time: 0.0038, Total iter time: 6.0164 [2020-11-08 07:00:52,655][root][INFO] - ===> Epoch[585](1169/2): Loss -0.7358, Sem 0.0720, dir -0.9698, norm 0.1620, swav 0.0000 LR: 7.869e-02 Score 97.514 Data time: 0.2247, Forward time: 2.8393, Backward time: 3.5738, DDP time: 0.0038, Total iter time: 7.1271 [2020-11-08 07:00:59,391][root][INFO] - ===> Epoch[585](1170/2): Loss -0.7336, Sem 0.0778, dir -0.9718, norm 0.1604, swav 0.0000 LR: 7.867e-02 Score 97.344 Data time: 0.1979, Forward time: 2.8389, Backward time: 3.5740, DDP time: 0.0038, Total iter time: 6.5621 [2020-11-08 07:01:05,445][root][INFO] - ===> Epoch[586](1171/2): Loss -0.7300, Sem 0.0671, dir -0.9671, norm 0.1700, swav 0.0000 LR: 7.866e-02 Score 97.628 Data time: 0.2253, Forward time: 2.8380, Backward time: 3.5742, DDP time: 0.0038, Total iter time: 5.9048 [2020-11-08 07:01:13,467][root][INFO] - ===> Epoch[586](1172/2): Loss -0.7290, Sem 0.0680, dir -0.9700, norm 0.1731, swav 0.0000 LR: 7.864e-02 Score 97.607 Data time: 0.2954, Forward time: 2.8383, Backward time: 3.5748, DDP time: 0.0038, Total iter time: 7.9146 [2020-11-08 07:01:20,152][root][INFO] - ===> Epoch[587](1173/2): Loss -0.7487, Sem 0.0662, dir -0.9726, norm 0.1577, swav 0.0000 LR: 7.862e-02 Score 97.658 Data time: 0.2081, Forward time: 2.8379, Backward time: 3.5750, DDP time: 0.0038, Total iter time: 6.5253 [2020-11-08 07:01:27,914][root][INFO] - ===> Epoch[587](1174/2): Loss -0.7404, Sem 0.0685, dir -0.9746, norm 0.1656, swav 0.0000 LR: 7.860e-02 Score 97.576 Data time: 0.2760, Forward time: 2.8377, Backward time: 3.5760, DDP time: 0.0038, Total iter time: 7.6429 [2020-11-08 07:01:35,993][root][INFO] - ===> Epoch[588](1175/2): Loss -0.7227, Sem 0.0696, dir -0.9662, norm 0.1738, swav 0.0000 LR: 7.858e-02 Score 97.592 Data time: 0.2869, Forward time: 2.8380, Backward time: 3.5766, DDP time: 0.0038, Total iter time: 7.9284 [2020-11-08 07:01:42,255][root][INFO] - ===> Epoch[588](1176/2): Loss -0.7073, Sem 0.0766, dir -0.9648, norm 0.1808, swav 0.0000 LR: 7.856e-02 Score 97.320 Data time: 0.2792, Forward time: 2.8384, Backward time: 3.5757, DDP time: 0.0038, Total iter time: 6.1061 [2020-11-08 07:01:48,632][root][INFO] - ===> Epoch[589](1177/2): Loss -0.7353, Sem 0.0710, dir -0.9717, norm 0.1654, swav 0.0000 LR: 7.854e-02 Score 97.497 Data time: 0.2133, Forward time: 2.8381, Backward time: 3.5756, DDP time: 0.0038, Total iter time: 6.2169 [2020-11-08 07:01:54,805][root][INFO] - ===> Epoch[589](1178/2): Loss -0.7521, Sem 0.0633, dir -0.9750, norm 0.1596, swav 0.0000 LR: 7.853e-02 Score 97.742 Data time: 0.2008, Forward time: 2.8377, Backward time: 3.5754, DDP time: 0.0038, Total iter time: 6.0277 [2020-11-08 07:02:03,768][root][INFO] - ===> Epoch[590](1179/2): Loss -0.7166, Sem 0.0740, dir -0.9657, norm 0.1751, swav 0.0000 LR: 7.851e-02 Score 97.440 Data time: 0.2501, Forward time: 2.8372, Backward time: 3.5775, DDP time: 0.0038, Total iter time: 8.8336 [2020-11-08 07:02:09,860][root][INFO] - ===> Epoch[590](1180/2): Loss -0.7344, Sem 0.0702, dir -0.9717, norm 0.1671, swav 0.0000 LR: 7.849e-02 Score 97.554 Data time: 0.3038, Forward time: 2.8375, Backward time: 3.5765, DDP time: 0.0038, Total iter time: 5.9647 [2020-11-08 07:02:15,361][root][INFO] - ===> Epoch[591](1181/2): Loss -0.7216, Sem 0.0707, dir -0.9686, norm 0.1763, swav 0.0000 LR: 7.847e-02 Score 97.511 Data time: 0.2137, Forward time: 2.8372, Backward time: 3.5757, DDP time: 0.0038, Total iter time: 5.3415 [2020-11-08 07:02:21,453][root][INFO] - ===> Epoch[591](1182/2): Loss -0.6882, Sem 0.0705, dir -0.9596, norm 0.2010, swav 0.0000 LR: 7.845e-02 Score 97.527 Data time: 0.2934, Forward time: 2.8375, Backward time: 3.5748, DDP time: 0.0038, Total iter time: 5.9638 [2020-11-08 07:02:27,799][root][INFO] - ===> Epoch[592](1183/2): Loss -0.7397, Sem 0.0652, dir -0.9721, norm 0.1671, swav 0.0000 LR: 7.843e-02 Score 97.695 Data time: 0.2092, Forward time: 2.8371, Backward time: 3.5748, DDP time: 0.0038, Total iter time: 6.1964 [2020-11-08 07:02:33,757][root][INFO] - ===> Epoch[592](1184/2): Loss -0.7237, Sem 0.0722, dir -0.9699, norm 0.1740, swav 0.0000 LR: 7.841e-02 Score 97.458 Data time: 0.2354, Forward time: 2.8370, Backward time: 3.5741, DDP time: 0.0038, Total iter time: 5.8576 [2020-11-08 07:02:40,839][root][INFO] - ===> Epoch[593](1185/2): Loss -0.7061, Sem 0.0729, dir -0.9638, norm 0.1848, swav 0.0000 LR: 7.840e-02 Score 97.423 Data time: 0.2694, Forward time: 2.8372, Backward time: 3.5741, DDP time: 0.0038, Total iter time: 6.9397 [2020-11-08 07:02:47,654][root][INFO] - ===> Epoch[593](1186/2): Loss -0.7248, Sem 0.0710, dir -0.9698, norm 0.1740, swav 0.0000 LR: 7.838e-02 Score 97.532 Data time: 0.2445, Forward time: 2.8370, Backward time: 3.5742, DDP time: 0.0038, Total iter time: 6.6709 [2020-11-08 07:02:54,336][root][INFO] - ===> Epoch[594](1187/2): Loss -0.7421, Sem 0.0708, dir -0.9738, norm 0.1610, swav 0.0000 LR: 7.836e-02 Score 97.545 Data time: 0.2913, Forward time: 2.8376, Backward time: 3.5734, DDP time: 0.0038, Total iter time: 6.5517 [2020-11-08 07:03:01,245][root][INFO] - ===> Epoch[594](1188/2): Loss -0.7349, Sem 0.0714, dir -0.9691, norm 0.1628, swav 0.0000 LR: 7.834e-02 Score 97.428 Data time: 0.1683, Forward time: 2.8371, Backward time: 3.5740, DDP time: 0.0038, Total iter time: 6.7590 [2020-11-08 07:03:07,579][root][INFO] - ===> Epoch[595](1189/2): Loss -0.7173, Sem 0.0700, dir -0.9669, norm 0.1797, swav 0.0000 LR: 7.832e-02 Score 97.504 Data time: 0.2321, Forward time: 2.8369, Backward time: 3.5738, DDP time: 0.0038, Total iter time: 6.2319 [2020-11-08 07:03:14,707][root][INFO] - ===> Epoch[595](1190/2): Loss -0.7185, Sem 0.0736, dir -0.9707, norm 0.1785, swav 0.0000 LR: 7.830e-02 Score 97.447 Data time: 0.2079, Forward time: 2.8367, Backward time: 3.5742, DDP time: 0.0038, Total iter time: 6.9923 [2020-11-08 07:03:21,201][root][INFO] - ===> Epoch[596](1191/2): Loss -0.7471, Sem 0.0725, dir -0.9747, norm 0.1550, swav 0.0000 LR: 7.829e-02 Score 97.437 Data time: 0.2206, Forward time: 2.8361, Backward time: 3.5745, DDP time: 0.0038, Total iter time: 6.3636 [2020-11-08 07:03:28,022][root][INFO] - ===> Epoch[596](1192/2): Loss -0.7341, Sem 0.0692, dir -0.9727, norm 0.1694, swav 0.0000 LR: 7.827e-02 Score 97.581 Data time: 0.2606, Forward time: 2.8360, Backward time: 3.5746, DDP time: 0.0038, Total iter time: 6.7145 [2020-11-08 07:03:34,521][root][INFO] - ===> Epoch[597](1193/2): Loss -0.7434, Sem 0.0662, dir -0.9693, norm 0.1597, swav 0.0000 LR: 7.825e-02 Score 97.674 Data time: 0.3414, Forward time: 2.8365, Backward time: 3.5737, DDP time: 0.0038, Total iter time: 6.3478 [2020-11-08 07:03:42,194][root][INFO] - ===> Epoch[597](1194/2): Loss -0.7313, Sem 0.0723, dir -0.9699, norm 0.1663, swav 0.0000 LR: 7.823e-02 Score 97.482 Data time: 0.2355, Forward time: 2.8362, Backward time: 3.5746, DDP time: 0.0038, Total iter time: 7.5188 [2020-11-08 07:03:48,336][root][INFO] - ===> Epoch[598](1195/2): Loss -0.7404, Sem 0.0753, dir -0.9746, norm 0.1588, swav 0.0000 LR: 7.821e-02 Score 97.348 Data time: 0.2404, Forward time: 2.8357, Backward time: 3.5745, DDP time: 0.0038, Total iter time: 6.0189 [2020-11-08 07:03:54,363][root][INFO] - ===> Epoch[598](1196/2): Loss -0.7517, Sem 0.0676, dir -0.9732, norm 0.1539, swav 0.0000 LR: 7.819e-02 Score 97.635 Data time: 0.3702, Forward time: 2.8361, Backward time: 3.5734, DDP time: 0.0038, Total iter time: 5.8752 [2020-11-08 07:04:00,712][root][INFO] - ===> Epoch[599](1197/2): Loss -0.7281, Sem 0.0665, dir -0.9692, norm 0.1746, swav 0.0000 LR: 7.817e-02 Score 97.666 Data time: 0.2748, Forward time: 2.8365, Backward time: 3.5726, DDP time: 0.0038, Total iter time: 6.1872 [2020-11-08 07:04:08,081][root][INFO] - ===> Epoch[599](1198/2): Loss -0.6911, Sem 0.0691, dir -0.9619, norm 0.2018, swav 0.0000 LR: 7.816e-02 Score 97.604 Data time: 0.2118, Forward time: 2.8357, Backward time: 3.5736, DDP time: 0.0038, Total iter time: 7.2475 [2020-11-08 07:04:15,063][root][INFO] - ===> Epoch[600](1199/2): Loss -0.7474, Sem 0.0684, dir -0.9713, norm 0.1556, swav 0.0000 LR: 7.814e-02 Score 97.627 Data time: 0.1759, Forward time: 2.8351, Backward time: 3.5744, DDP time: 0.0038, Total iter time: 6.8533 [2020-11-08 07:04:22,121][root][INFO] - ===> Epoch[600](1200/2): Loss -0.7216, Sem 0.0702, dir -0.9661, norm 0.1742, swav 0.0000 LR: 7.812e-02 Score 97.487 Data time: 0.2112, Forward time: 2.8349, Backward time: 3.5747, DDP time: 0.0038, Total iter time: 6.9770 [2020-11-08 07:04:28,890][root][INFO] - ===> Epoch[601](1201/2): Loss -0.6920, Sem 0.0650, dir -0.9616, norm 0.2046, swav 0.0000 LR: 7.810e-02 Score 97.740 Data time: 0.2361, Forward time: 2.8347, Backward time: 3.5748, DDP time: 0.0038, Total iter time: 6.6205 [2020-11-08 07:04:35,153][root][INFO] - ===> Epoch[601](1202/2): Loss -0.7374, Sem 0.0764, dir -0.9728, norm 0.1591, swav 0.0000 LR: 7.808e-02 Score 97.306 Data time: 0.2754, Forward time: 2.8351, Backward time: 3.5740, DDP time: 0.0038, Total iter time: 6.1213 [2020-11-08 07:04:42,266][root][INFO] - ===> Epoch[602](1203/2): Loss -0.7165, Sem 0.0707, dir -0.9682, norm 0.1810, swav 0.0000 LR: 7.806e-02 Score 97.511 Data time: 0.1778, Forward time: 2.8345, Backward time: 3.5748, DDP time: 0.0038, Total iter time: 6.9564 [2020-11-08 07:04:48,361][root][INFO] - ===> Epoch[602](1204/2): Loss -0.6932, Sem 0.0707, dir -0.9613, norm 0.1973, swav 0.0000 LR: 7.805e-02 Score 97.524 Data time: 0.2458, Forward time: 2.8346, Backward time: 3.5741, DDP time: 0.0038, Total iter time: 5.9648 [2020-11-08 07:04:54,945][root][INFO] - ===> Epoch[603](1205/2): Loss -0.7115, Sem 0.0695, dir -0.9647, norm 0.1836, swav 0.0000 LR: 7.803e-02 Score 97.557 Data time: 0.2167, Forward time: 2.8343, Backward time: 3.5741, DDP time: 0.0038, Total iter time: 6.4206 [2020-11-08 07:05:00,860][root][INFO] - ===> Epoch[603](1206/2): Loss -0.7366, Sem 0.0715, dir -0.9719, norm 0.1638, swav 0.0000 LR: 7.801e-02 Score 97.485 Data time: 0.2822, Forward time: 2.8345, Backward time: 3.5731, DDP time: 0.0038, Total iter time: 5.7550 [2020-11-08 07:05:07,060][root][INFO] - ===> Epoch[604](1207/2): Loss -0.6991, Sem 0.0701, dir -0.9623, norm 0.1930, swav 0.0000 LR: 7.799e-02 Score 97.554 Data time: 0.2949, Forward time: 2.8347, Backward time: 3.5723, DDP time: 0.0038, Total iter time: 6.0528 [2020-11-08 07:05:13,629][root][INFO] - ===> Epoch[604](1208/2): Loss -0.7262, Sem 0.0717, dir -0.9702, norm 0.1723, swav 0.0000 LR: 7.797e-02 Score 97.505 Data time: 0.2211, Forward time: 2.8344, Backward time: 3.5723, DDP time: 0.0038, Total iter time: 6.4104 [2020-11-08 07:05:21,521][root][INFO] - ===> Epoch[605](1209/2): Loss -0.7003, Sem 0.0707, dir -0.9657, norm 0.1948, swav 0.0000 LR: 7.795e-02 Score 97.524 Data time: 0.2457, Forward time: 2.8344, Backward time: 3.5731, DDP time: 0.0038, Total iter time: 7.7480 [2020-11-08 07:05:27,172][root][INFO] - ===> Epoch[605](1210/2): Loss -0.7188, Sem 0.0661, dir -0.9687, norm 0.1839, swav 0.0000 LR: 7.793e-02 Score 97.668 Data time: 0.3011, Forward time: 2.8344, Backward time: 3.5721, DDP time: 0.0038, Total iter time: 5.4787 [2020-11-08 07:05:33,506][root][INFO] - ===> Epoch[606](1211/2): Loss -0.7439, Sem 0.0703, dir -0.9715, norm 0.1573, swav 0.0000 LR: 7.792e-02 Score 97.548 Data time: 0.3031, Forward time: 2.8347, Backward time: 3.5713, DDP time: 0.0038, Total iter time: 6.1792 [2020-11-08 07:05:40,326][root][INFO] - ===> Epoch[606](1212/2): Loss -0.6937, Sem 0.0688, dir -0.9615, norm 0.1990, swav 0.0000 LR: 7.790e-02 Score 97.566 Data time: 0.3167, Forward time: 2.8349, Backward time: 3.5710, DDP time: 0.0038, Total iter time: 6.6596 [2020-11-08 07:05:46,974][root][INFO] - ===> Epoch[607](1213/2): Loss -0.7083, Sem 0.0687, dir -0.9656, norm 0.1887, swav 0.0000 LR: 7.788e-02 Score 97.577 Data time: 0.2638, Forward time: 2.8348, Backward time: 3.5709, DDP time: 0.0038, Total iter time: 6.4833 [2020-11-08 07:05:54,405][root][INFO] - ===> Epoch[607](1214/2): Loss -0.7369, Sem 0.0597, dir -0.9698, norm 0.1731, swav 0.0000 LR: 7.786e-02 Score 97.866 Data time: 0.2941, Forward time: 2.8353, Backward time: 3.5708, DDP time: 0.0038, Total iter time: 7.2909 [2020-11-08 07:06:01,433][root][INFO] - ===> Epoch[608](1215/2): Loss -0.6721, Sem 0.0712, dir -0.9563, norm 0.2129, swav 0.0000 LR: 7.784e-02 Score 97.512 Data time: 0.2724, Forward time: 2.8355, Backward time: 3.5707, DDP time: 0.0038, Total iter time: 6.8695 [2020-11-08 07:06:09,037][root][INFO] - ===> Epoch[608](1216/2): Loss -0.7234, Sem 0.0710, dir -0.9709, norm 0.1764, swav 0.0000 LR: 7.782e-02 Score 97.501 Data time: 0.3162, Forward time: 2.8362, Backward time: 3.5706, DDP time: 0.0038, Total iter time: 7.4855 [2020-11-08 07:06:15,290][root][INFO] - ===> Epoch[609](1217/2): Loss -0.7300, Sem 0.0702, dir -0.9707, norm 0.1704, swav 0.0000 LR: 7.780e-02 Score 97.526 Data time: 0.2158, Forward time: 2.8360, Backward time: 3.5703, DDP time: 0.0038, Total iter time: 6.1087 [2020-11-08 07:06:22,055][root][INFO] - ===> Epoch[609](1218/2): Loss -0.6928, Sem 0.0695, dir -0.9615, norm 0.1992, swav 0.0000 LR: 7.779e-02 Score 97.541 Data time: 0.2899, Forward time: 2.8365, Backward time: 3.5698, DDP time: 0.0038, Total iter time: 6.6285 [2020-11-08 07:06:27,865][root][INFO] - ===> Epoch[610](1219/2): Loss -0.7274, Sem 0.0678, dir -0.9673, norm 0.1722, swav 0.0000 LR: 7.777e-02 Score 97.628 Data time: 0.2388, Forward time: 2.8365, Backward time: 3.5689, DDP time: 0.0038, Total iter time: 5.6485 [2020-11-08 07:06:34,689][root][INFO] - ===> Epoch[610](1220/2): Loss -0.7367, Sem 0.0645, dir -0.9691, norm 0.1679, swav 0.0000 LR: 7.775e-02 Score 97.682 Data time: 0.2344, Forward time: 2.8364, Backward time: 3.5690, DDP time: 0.0038, Total iter time: 6.6875 [2020-11-08 07:06:40,950][root][INFO] - ===> Epoch[611](1221/2): Loss -0.7180, Sem 0.0677, dir -0.9681, norm 0.1824, swav 0.0000 LR: 7.773e-02 Score 97.621 Data time: 0.2285, Forward time: 2.8362, Backward time: 3.5686, DDP time: 0.0038, Total iter time: 6.1391 [2020-11-08 07:06:46,970][root][INFO] - ===> Epoch[611](1222/2): Loss -0.7340, Sem 0.0679, dir -0.9720, norm 0.1701, swav 0.0000 LR: 7.771e-02 Score 97.579 Data time: 0.2833, Forward time: 2.8365, Backward time: 3.5677, DDP time: 0.0038, Total iter time: 5.8799 [2020-11-08 07:06:53,838][root][INFO] - ===> Epoch[612](1223/2): Loss -0.7315, Sem 0.0697, dir -0.9700, norm 0.1689, swav 0.0000 LR: 7.769e-02 Score 97.563 Data time: 0.2813, Forward time: 2.8363, Backward time: 3.5678, DDP time: 0.0038, Total iter time: 6.7203 [2020-11-08 07:07:01,428][root][INFO] - ===> Epoch[612](1224/2): Loss -0.7100, Sem 0.0680, dir -0.9650, norm 0.1870, swav 0.0000 LR: 7.767e-02 Score 97.573 Data time: 0.2923, Forward time: 2.8365, Backward time: 3.5681, DDP time: 0.0038, Total iter time: 7.4423 [2020-11-08 07:07:08,153][root][INFO] - ===> Epoch[613](1225/2): Loss -0.7162, Sem 0.0740, dir -0.9695, norm 0.1793, swav 0.0000 LR: 7.766e-02 Score 97.422 Data time: 0.2135, Forward time: 2.8364, Backward time: 3.5682, DDP time: 0.0038, Total iter time: 6.5707 [2020-11-08 07:07:13,416][root][INFO] - ===> Epoch[613](1226/2): Loss -0.7193, Sem 0.0693, dir -0.9673, norm 0.1788, swav 0.0000 LR: 7.764e-02 Score 97.595 Data time: 0.1487, Forward time: 2.8354, Backward time: 3.5679, DDP time: 0.0038, Total iter time: 5.1180 [2020-11-08 07:07:21,637][root][INFO] - ===> Epoch[614](1227/2): Loss -0.7319, Sem 0.0650, dir -0.9673, norm 0.1704, swav 0.0000 LR: 7.762e-02 Score 97.681 Data time: 0.2644, Forward time: 2.8352, Backward time: 3.5691, DDP time: 0.0038, Total iter time: 8.1278 [2020-11-08 07:07:29,034][root][INFO] - ===> Epoch[614](1228/2): Loss -0.7332, Sem 0.0694, dir -0.9717, norm 0.1692, swav 0.0000 LR: 7.760e-02 Score 97.559 Data time: 0.2548, Forward time: 2.8351, Backward time: 3.5696, DDP time: 0.0038, Total iter time: 7.2675 [2020-11-08 07:07:36,003][root][INFO] - ===> Epoch[615](1229/2): Loss -0.7201, Sem 0.0718, dir -0.9670, norm 0.1751, swav 0.0000 LR: 7.758e-02 Score 97.519 Data time: 0.2730, Forward time: 2.8352, Backward time: 3.5696, DDP time: 0.0038, Total iter time: 6.8457 [2020-11-08 07:07:42,932][root][INFO] - ===> Epoch[615](1230/2): Loss -0.7191, Sem 0.0695, dir -0.9670, norm 0.1783, swav 0.0000 LR: 7.756e-02 Score 97.584 Data time: 0.2798, Forward time: 2.8352, Backward time: 3.5697, DDP time: 0.0038, Total iter time: 6.7887 [2020-11-08 07:07:49,245][root][INFO] - ===> Epoch[616](1231/2): Loss -0.7525, Sem 0.0627, dir -0.9752, norm 0.1601, swav 0.0000 LR: 7.755e-02 Score 97.770 Data time: 0.1998, Forward time: 2.8349, Backward time: 3.5695, DDP time: 0.0038, Total iter time: 6.1765 [2020-11-08 07:07:58,176][root][INFO] - ===> Epoch[616](1232/2): Loss -0.7360, Sem 0.0688, dir -0.9712, norm 0.1663, swav 0.0000 LR: 7.753e-02 Score 97.570 Data time: 0.1995, Forward time: 2.8346, Backward time: 3.5714, DDP time: 0.0038, Total iter time: 8.8051 [2020-11-08 07:08:04,565][root][INFO] - ===> Epoch[617](1233/2): Loss -0.7036, Sem 0.0668, dir -0.9637, norm 0.1933, swav 0.0000 LR: 7.751e-02 Score 97.622 Data time: 0.1737, Forward time: 2.8338, Backward time: 3.5719, DDP time: 0.0038, Total iter time: 6.2715 [2020-11-08 07:08:11,008][root][INFO] - ===> Epoch[617](1234/2): Loss -0.7339, Sem 0.0661, dir -0.9704, norm 0.1703, swav 0.0000 LR: 7.749e-02 Score 97.678 Data time: 0.3575, Forward time: 2.8342, Backward time: 3.5711, DDP time: 0.0038, Total iter time: 6.3382 [2020-11-08 07:08:17,675][root][INFO] - ===> Epoch[618](1235/2): Loss -0.7369, Sem 0.0721, dir -0.9702, norm 0.1611, swav 0.0000 LR: 7.747e-02 Score 97.513 Data time: 0.2496, Forward time: 2.8344, Backward time: 3.5707, DDP time: 0.0038, Total iter time: 6.5191 [2020-11-08 07:08:24,675][root][INFO] - ===> Epoch[618](1236/2): Loss -0.7217, Sem 0.0677, dir -0.9697, norm 0.1803, swav 0.0000 LR: 7.745e-02 Score 97.613 Data time: 0.1611, Forward time: 2.8336, Backward time: 3.5716, DDP time: 0.0038, Total iter time: 6.8576 [2020-11-08 07:08:32,499][root][INFO] - ===> Epoch[619](1237/2): Loss -0.7354, Sem 0.0720, dir -0.9721, norm 0.1647, swav 0.0000 LR: 7.743e-02 Score 97.450 Data time: 0.2343, Forward time: 2.8334, Backward time: 3.5725, DDP time: 0.0038, Total iter time: 7.6981 [2020-11-08 07:08:38,718][root][INFO] - ===> Epoch[619](1238/2): Loss -0.7386, Sem 0.0700, dir -0.9721, norm 0.1634, swav 0.0000 LR: 7.742e-02 Score 97.517 Data time: 0.1879, Forward time: 2.8328, Backward time: 3.5726, DDP time: 0.0038, Total iter time: 6.0626 [2020-11-08 07:08:44,830][root][INFO] - ===> Epoch[620](1239/2): Loss -0.7031, Sem 0.0715, dir -0.9666, norm 0.1921, swav 0.0000 LR: 7.740e-02 Score 97.511 Data time: 0.2169, Forward time: 2.8324, Backward time: 3.5723, DDP time: 0.0038, Total iter time: 5.9647 [2020-11-08 07:08:51,187][root][INFO] - ===> Epoch[620](1240/2): Loss -0.7486, Sem 0.0693, dir -0.9717, norm 0.1538, swav 0.0000 LR: 7.738e-02 Score 97.561 Data time: 0.2875, Forward time: 2.8329, Backward time: 3.5715, DDP time: 0.0038, Total iter time: 6.2283 [2020-11-08 07:08:58,460][root][INFO] - ===> Epoch[621](1241/2): Loss -0.7422, Sem 0.0695, dir -0.9719, norm 0.1603, swav 0.0000 LR: 7.736e-02 Score 97.539 Data time: 0.2533, Forward time: 2.8331, Backward time: 3.5716, DDP time: 0.0038, Total iter time: 7.1273 [2020-11-08 07:09:05,349][root][INFO] - ===> Epoch[621](1242/2): Loss -0.7199, Sem 0.0713, dir -0.9684, norm 0.1773, swav 0.0000 LR: 7.734e-02 Score 97.510 Data time: 0.2468, Forward time: 2.8331, Backward time: 3.5716, DDP time: 0.0038, Total iter time: 6.7475 [2020-11-08 07:09:11,035][root][INFO] - ===> Epoch[622](1243/2): Loss -0.7541, Sem 0.0629, dir -0.9734, norm 0.1564, swav 0.0000 LR: 7.732e-02 Score 97.746 Data time: 0.2146, Forward time: 2.8329, Backward time: 3.5709, DDP time: 0.0038, Total iter time: 5.5280 [2020-11-08 07:09:17,952][root][INFO] - ===> Epoch[622](1244/2): Loss -0.7250, Sem 0.0722, dir -0.9709, norm 0.1736, swav 0.0000 LR: 7.730e-02 Score 97.474 Data time: 0.2375, Forward time: 2.8324, Backward time: 3.5713, DDP time: 0.0038, Total iter time: 6.7832 [2020-11-08 07:09:24,074][root][INFO] - ===> Epoch[623](1245/2): Loss -0.7073, Sem 0.0655, dir -0.9635, norm 0.1906, swav 0.0000 LR: 7.729e-02 Score 97.699 Data time: 0.2046, Forward time: 2.8319, Backward time: 3.5713, DDP time: 0.0038, Total iter time: 5.9881 [2020-11-08 07:09:30,159][root][INFO] - ===> Epoch[623](1246/2): Loss -0.7481, Sem 0.0704, dir -0.9703, norm 0.1518, swav 0.0000 LR: 7.727e-02 Score 97.521 Data time: 0.2800, Forward time: 2.8322, Backward time: 3.5704, DDP time: 0.0038, Total iter time: 5.9568 [2020-11-08 07:09:36,997][root][INFO] - ===> Epoch[624](1247/2): Loss -0.7364, Sem 0.0657, dir -0.9715, norm 0.1695, swav 0.0000 LR: 7.725e-02 Score 97.667 Data time: 0.3830, Forward time: 2.8328, Backward time: 3.5697, DDP time: 0.0038, Total iter time: 6.6760 [2020-11-08 07:09:42,558][root][INFO] - ===> Epoch[624](1248/2): Loss -0.7420, Sem 0.0644, dir -0.9726, norm 0.1663, swav 0.0000 LR: 7.723e-02 Score 97.705 Data time: 0.2041, Forward time: 2.8324, Backward time: 3.5691, DDP time: 0.0038, Total iter time: 5.3976 [2020-11-08 07:09:48,917][root][INFO] - ===> Epoch[625](1249/2): Loss -0.7433, Sem 0.0690, dir -0.9717, norm 0.1594, swav 0.0000 LR: 7.721e-02 Score 97.551 Data time: 0.2121, Forward time: 2.8321, Backward time: 3.5690, DDP time: 0.0038, Total iter time: 6.2139 [2020-11-08 07:09:54,911][root][INFO] - ===> Epoch[625](1250/2): Loss -0.7435, Sem 0.0685, dir -0.9732, norm 0.1611, swav 0.0000 LR: 7.719e-02 Score 97.608 Data time: 0.3271, Forward time: 2.8322, Backward time: 3.5682, DDP time: 0.0038, Total iter time: 5.8457 [2020-11-08 07:10:01,073][root][INFO] - ===> Epoch[626](1251/2): Loss -0.7356, Sem 0.0662, dir -0.9705, norm 0.1687, swav 0.0000 LR: 7.718e-02 Score 97.664 Data time: 0.3046, Forward time: 2.8322, Backward time: 3.5675, DDP time: 0.0038, Total iter time: 6.0066 [2020-11-08 07:10:07,701][root][INFO] - ===> Epoch[626](1252/2): Loss -0.7336, Sem 0.0717, dir -0.9710, norm 0.1656, swav 0.0000 LR: 7.716e-02 Score 97.473 Data time: 0.3306, Forward time: 2.8328, Backward time: 3.5667, DDP time: 0.0038, Total iter time: 6.4764 [2020-11-08 07:10:13,735][root][INFO] - ===> Epoch[627](1253/2): Loss -0.7483, Sem 0.0675, dir -0.9733, norm 0.1576, swav 0.0000 LR: 7.714e-02 Score 97.622 Data time: 0.2808, Forward time: 2.8331, Backward time: 3.5657, DDP time: 0.0038, Total iter time: 5.8754 [2020-11-08 07:10:19,946][root][INFO] - ===> Epoch[627](1254/2): Loss -0.7425, Sem 0.0702, dir -0.9704, norm 0.1577, swav 0.0000 LR: 7.712e-02 Score 97.551 Data time: 0.2984, Forward time: 2.8335, Backward time: 3.5649, DDP time: 0.0038, Total iter time: 6.0596 [2020-11-08 07:10:25,568][root][INFO] - ===> Epoch[628](1255/2): Loss -0.7569, Sem 0.0687, dir -0.9759, norm 0.1503, swav 0.0000 LR: 7.710e-02 Score 97.613 Data time: 0.2715, Forward time: 2.8336, Backward time: 3.5638, DDP time: 0.0038, Total iter time: 5.4714 [2020-11-08 07:10:33,168][root][INFO] - ===> Epoch[628](1256/2): Loss -0.7317, Sem 0.0697, dir -0.9707, norm 0.1693, swav 0.0000 LR: 7.708e-02 Score 97.537 Data time: 0.2572, Forward time: 2.8336, Backward time: 3.5643, DDP time: 0.0038, Total iter time: 7.4544 [2020-11-08 07:10:39,882][root][INFO] - ===> Epoch[629](1257/2): Loss -0.7303, Sem 0.0679, dir -0.9698, norm 0.1715, swav 0.0000 LR: 7.706e-02 Score 97.613 Data time: 0.3690, Forward time: 2.8342, Backward time: 3.5635, DDP time: 0.0038, Total iter time: 6.5417 [2020-11-08 07:10:46,579][root][INFO] - ===> Epoch[629](1258/2): Loss -0.7386, Sem 0.0742, dir -0.9728, norm 0.1600, swav 0.0000 LR: 7.705e-02 Score 97.412 Data time: 0.2708, Forward time: 2.8340, Backward time: 3.5636, DDP time: 0.0038, Total iter time: 6.5364 [2020-11-08 07:10:53,214][root][INFO] - ===> Epoch[630](1259/2): Loss -0.7420, Sem 0.0680, dir -0.9710, norm 0.1610, swav 0.0000 LR: 7.703e-02 Score 97.587 Data time: 0.2554, Forward time: 2.8336, Backward time: 3.5637, DDP time: 0.0038, Total iter time: 6.4997 [2020-11-08 07:10:59,941][root][INFO] - ===> Epoch[630](1260/2): Loss -0.7112, Sem 0.0660, dir -0.9626, norm 0.1853, swav 0.0000 LR: 7.701e-02 Score 97.682 Data time: 0.2197, Forward time: 2.8331, Backward time: 3.5641, DDP time: 0.0038, Total iter time: 6.6007 [2020-11-08 07:11:07,453][root][INFO] - ===> Epoch[631](1261/2): Loss -0.7298, Sem 0.0680, dir -0.9698, norm 0.1720, swav 0.0000 LR: 7.699e-02 Score 97.634 Data time: 0.2165, Forward time: 2.8328, Backward time: 3.5649, DDP time: 0.0038, Total iter time: 7.4049 [2020-11-08 07:11:13,508][root][INFO] - ===> Epoch[631](1262/2): Loss -0.7267, Sem 0.0744, dir -0.9689, norm 0.1679, swav 0.0000 LR: 7.697e-02 Score 97.373 Data time: 0.2073, Forward time: 2.8327, Backward time: 3.5645, DDP time: 0.0038, Total iter time: 5.9263 [2020-11-08 07:11:20,695][root][INFO] - ===> Epoch[632](1263/2): Loss -0.7140, Sem 0.0674, dir -0.9659, norm 0.1845, swav 0.0000 LR: 7.695e-02 Score 97.592 Data time: 0.2594, Forward time: 2.8328, Backward time: 3.5646, DDP time: 0.0038, Total iter time: 7.0167 [2020-11-08 07:11:27,235][root][INFO] - ===> Epoch[632](1264/2): Loss -0.7253, Sem 0.0699, dir -0.9690, norm 0.1738, swav 0.0000 LR: 7.693e-02 Score 97.520 Data time: 0.3446, Forward time: 2.8333, Backward time: 3.5638, DDP time: 0.0038, Total iter time: 6.4004 [2020-11-08 07:11:33,744][root][INFO] - ===> Epoch[633](1265/2): Loss -0.7227, Sem 0.0641, dir -0.9668, norm 0.1799, swav 0.0000 LR: 7.692e-02 Score 97.721 Data time: 0.3261, Forward time: 2.8336, Backward time: 3.5632, DDP time: 0.0038, Total iter time: 6.3407 [2020-11-08 07:11:41,097][root][INFO] - ===> Epoch[633](1266/2): Loss -0.7153, Sem 0.0674, dir -0.9662, norm 0.1834, swav 0.0000 LR: 7.690e-02 Score 97.576 Data time: 0.2301, Forward time: 2.8334, Backward time: 3.5637, DDP time: 0.0038, Total iter time: 7.2018 [2020-11-08 07:11:48,027][root][INFO] - ===> Epoch[634](1267/2): Loss -0.7538, Sem 0.0669, dir -0.9760, norm 0.1553, swav 0.0000 LR: 7.688e-02 Score 97.630 Data time: 0.4197, Forward time: 2.8340, Backward time: 3.5631, DDP time: 0.0038, Total iter time: 6.7655 [2020-11-08 07:11:55,530][root][INFO] - ===> Epoch[634](1268/2): Loss -0.7085, Sem 0.0707, dir -0.9674, norm 0.1883, swav 0.0000 LR: 7.686e-02 Score 97.528 Data time: 0.2521, Forward time: 2.8339, Backward time: 3.5636, DDP time: 0.0038, Total iter time: 7.3613 [2020-11-08 07:12:01,710][root][INFO] - ===> Epoch[635](1269/2): Loss -0.7145, Sem 0.0713, dir -0.9658, norm 0.1800, swav 0.0000 LR: 7.684e-02 Score 97.465 Data time: 0.2155, Forward time: 2.8334, Backward time: 3.5635, DDP time: 0.0038, Total iter time: 6.0520 [2020-11-08 07:12:08,941][root][INFO] - ===> Epoch[635](1270/2): Loss -0.7447, Sem 0.0705, dir -0.9737, norm 0.1585, swav 0.0000 LR: 7.682e-02 Score 97.526 Data time: 0.3390, Forward time: 2.8342, Backward time: 3.5631, DDP time: 0.0038, Total iter time: 7.1064 [2020-11-08 07:12:15,389][root][INFO] - ===> Epoch[636](1271/2): Loss -0.7321, Sem 0.0688, dir -0.9712, norm 0.1703, swav 0.0000 LR: 7.680e-02 Score 97.586 Data time: 0.3295, Forward time: 2.8347, Backward time: 3.5622, DDP time: 0.0038, Total iter time: 6.3019 [2020-11-08 07:12:23,559][root][INFO] - ===> Epoch[636](1272/2): Loss -0.7414, Sem 0.0701, dir -0.9725, norm 0.1609, swav 0.0000 LR: 7.679e-02 Score 97.515 Data time: 0.3066, Forward time: 2.8352, Backward time: 3.5627, DDP time: 0.0038, Total iter time: 8.0338 [2020-11-08 07:12:31,019][root][INFO] - ===> Epoch[637](1273/2): Loss -0.7521, Sem 0.0697, dir -0.9755, norm 0.1537, swav 0.0000 LR: 7.677e-02 Score 97.512 Data time: 0.2853, Forward time: 2.8350, Backward time: 3.5633, DDP time: 0.0038, Total iter time: 7.3095 [2020-11-08 07:12:38,410][root][INFO] - ===> Epoch[637](1274/2): Loss -0.7455, Sem 0.0620, dir -0.9719, norm 0.1644, swav 0.0000 LR: 7.675e-02 Score 97.839 Data time: 0.3209, Forward time: 2.8357, Backward time: 3.5630, DDP time: 0.0038, Total iter time: 7.2266 [2020-11-08 07:12:45,087][root][INFO] - ===> Epoch[638](1275/2): Loss -0.7331, Sem 0.0674, dir -0.9695, norm 0.1690, swav 0.0000 LR: 7.673e-02 Score 97.608 Data time: 0.2877, Forward time: 2.8357, Backward time: 3.5628, DDP time: 0.0038, Total iter time: 6.5232 [2020-11-08 07:12:52,519][root][INFO] - ===> Epoch[638](1276/2): Loss -0.7491, Sem 0.0629, dir -0.9750, norm 0.1630, swav 0.0000 LR: 7.671e-02 Score 97.772 Data time: 0.2424, Forward time: 2.8356, Backward time: 3.5633, DDP time: 0.0038, Total iter time: 7.2803 [2020-11-08 07:12:58,782][root][INFO] - ===> Epoch[639](1277/2): Loss -0.7526, Sem 0.0658, dir -0.9738, norm 0.1554, swav 0.0000 LR: 7.669e-02 Score 97.678 Data time: 0.2923, Forward time: 2.8355, Backward time: 3.5629, DDP time: 0.0038, Total iter time: 6.1501 [2020-11-08 07:13:05,924][root][INFO] - ===> Epoch[639](1278/2): Loss -0.7329, Sem 0.0692, dir -0.9712, norm 0.1691, swav 0.0000 LR: 7.667e-02 Score 97.577 Data time: 0.3451, Forward time: 2.8361, Backward time: 3.5625, DDP time: 0.0038, Total iter time: 6.9887 [2020-11-08 07:13:12,453][root][INFO] - ===> Epoch[640](1279/2): Loss -0.7453, Sem 0.0651, dir -0.9709, norm 0.1605, swav 0.0000 LR: 7.666e-02 Score 97.688 Data time: 0.1541, Forward time: 2.8354, Backward time: 3.5630, DDP time: 0.0038, Total iter time: 6.3614 [2020-11-08 07:13:19,301][root][INFO] - ===> Epoch[640](1280/2): Loss -0.7413, Sem 0.0697, dir -0.9713, norm 0.1603, swav 0.0000 LR: 7.664e-02 Score 97.506 Data time: 0.2097, Forward time: 2.8349, Backward time: 3.5634, DDP time: 0.0038, Total iter time: 6.7302 [2020-11-08 07:13:25,900][root][INFO] - ===> Epoch[641](1281/2): Loss -0.7480, Sem 0.0656, dir -0.9744, norm 0.1608, swav 0.0000 LR: 7.662e-02 Score 97.664 Data time: 0.2046, Forward time: 2.8346, Backward time: 3.5635, DDP time: 0.0038, Total iter time: 6.4912 [2020-11-08 07:13:32,254][root][INFO] - ===> Epoch[641](1282/2): Loss -0.7442, Sem 0.0712, dir -0.9713, norm 0.1559, swav 0.0000 LR: 7.660e-02 Score 97.483 Data time: 0.3222, Forward time: 2.8349, Backward time: 3.5629, DDP time: 0.0038, Total iter time: 6.2056 [2020-11-08 07:13:38,429][root][INFO] - ===> Epoch[642](1283/2): Loss -0.7657, Sem 0.0631, dir -0.9757, norm 0.1469, swav 0.0000 LR: 7.658e-02 Score 97.754 Data time: 0.2309, Forward time: 2.8348, Backward time: 3.5624, DDP time: 0.0038, Total iter time: 6.0197 [2020-11-08 07:13:45,512][root][INFO] - ===> Epoch[642](1284/2): Loss -0.7471, Sem 0.0701, dir -0.9743, norm 0.1571, swav 0.0000 LR: 7.656e-02 Score 97.559 Data time: 0.3476, Forward time: 2.8354, Backward time: 3.5619, DDP time: 0.0038, Total iter time: 6.9390 [2020-11-08 07:13:52,988][root][INFO] - ===> Epoch[643](1285/2): Loss -0.7354, Sem 0.0705, dir -0.9724, norm 0.1665, swav 0.0000 LR: 7.655e-02 Score 97.543 Data time: 0.2066, Forward time: 2.8353, Backward time: 3.5625, DDP time: 0.0038, Total iter time: 7.3054 [2020-11-08 07:13:59,404][root][INFO] - ===> Epoch[643](1286/2): Loss -0.7422, Sem 0.0655, dir -0.9753, norm 0.1677, swav 0.0000 LR: 7.653e-02 Score 97.697 Data time: 0.2512, Forward time: 2.8353, Backward time: 3.5621, DDP time: 0.0038, Total iter time: 6.2774 [2020-11-08 07:14:06,216][root][INFO] - ===> Epoch[644](1287/2): Loss -0.7439, Sem 0.0651, dir -0.9725, norm 0.1636, swav 0.0000 LR: 7.651e-02 Score 97.730 Data time: 0.3568, Forward time: 2.8359, Backward time: 3.5614, DDP time: 0.0038, Total iter time: 6.6563 [2020-11-08 07:14:12,800][root][INFO] - ===> Epoch[644](1288/2): Loss -0.7505, Sem 0.0682, dir -0.9750, norm 0.1564, swav 0.0000 LR: 7.649e-02 Score 97.571 Data time: 0.2966, Forward time: 2.8364, Backward time: 3.5607, DDP time: 0.0038, Total iter time: 6.4240 [2020-11-08 07:14:18,950][root][INFO] - ===> Epoch[645](1289/2): Loss -0.7387, Sem 0.0684, dir -0.9728, norm 0.1657, swav 0.0000 LR: 7.647e-02 Score 97.590 Data time: 0.2837, Forward time: 2.8367, Backward time: 3.5599, DDP time: 0.0038, Total iter time: 6.0238 [2020-11-08 07:14:25,451][root][INFO] - ===> Epoch[645](1290/2): Loss -0.7611, Sem 0.0609, dir -0.9727, norm 0.1507, swav 0.0000 LR: 7.645e-02 Score 97.818 Data time: 0.2326, Forward time: 2.8367, Backward time: 3.5596, DDP time: 0.0038, Total iter time: 6.3536 [2020-11-08 07:14:33,423][root][INFO] - ===> Epoch[646](1291/2): Loss -0.7394, Sem 0.0670, dir -0.9718, norm 0.1654, swav 0.0000 LR: 7.643e-02 Score 97.655 Data time: 0.2803, Forward time: 2.8366, Backward time: 3.5605, DDP time: 0.0038, Total iter time: 7.8428 [2020-11-08 07:14:39,810][root][INFO] - ===> Epoch[646](1292/2): Loss -0.7277, Sem 0.0674, dir -0.9701, norm 0.1750, swav 0.0000 LR: 7.642e-02 Score 97.646 Data time: 0.2173, Forward time: 2.8360, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 6.2606 [2020-11-08 07:14:47,045][root][INFO] - ===> Epoch[647](1293/2): Loss -0.7473, Sem 0.0647, dir -0.9735, norm 0.1615, swav 0.0000 LR: 7.640e-02 Score 97.711 Data time: 0.2311, Forward time: 2.8359, Backward time: 3.5612, DDP time: 0.0038, Total iter time: 7.1120 [2020-11-08 07:14:55,082][root][INFO] - ===> Epoch[647](1294/2): Loss -0.7771, Sem 0.0612, dir -0.9752, norm 0.1368, swav 0.0000 LR: 7.638e-02 Score 97.826 Data time: 0.1977, Forward time: 2.8354, Backward time: 3.5625, DDP time: 0.0038, Total iter time: 7.8970 [2020-11-08 07:15:01,514][root][INFO] - ===> Epoch[648](1295/2): Loss -0.7188, Sem 0.0697, dir -0.9701, norm 0.1817, swav 0.0000 LR: 7.636e-02 Score 97.552 Data time: 0.2890, Forward time: 2.8358, Backward time: 3.5618, DDP time: 0.0038, Total iter time: 6.2871 [2020-11-08 07:15:09,232][root][INFO] - ===> Epoch[648](1296/2): Loss -0.7380, Sem 0.0640, dir -0.9712, norm 0.1693, swav 0.0000 LR: 7.634e-02 Score 97.738 Data time: 0.2383, Forward time: 2.8353, Backward time: 3.5629, DDP time: 0.0038, Total iter time: 7.5680 [2020-11-08 07:15:15,138][root][INFO] - ===> Epoch[649](1297/2): Loss -0.7446, Sem 0.0707, dir -0.9719, norm 0.1566, swav 0.0000 LR: 7.632e-02 Score 97.487 Data time: 0.2235, Forward time: 2.8350, Backward time: 3.5624, DDP time: 0.0038, Total iter time: 5.7599 [2020-11-08 07:15:22,469][root][INFO] - ===> Epoch[649](1298/2): Loss -0.7474, Sem 0.0637, dir -0.9712, norm 0.1601, swav 0.0000 LR: 7.630e-02 Score 97.714 Data time: 0.1840, Forward time: 2.8344, Backward time: 3.5634, DDP time: 0.0038, Total iter time: 7.1752 [2020-11-08 07:15:29,277][root][INFO] - ===> Epoch[650](1299/2): Loss -0.7240, Sem 0.0696, dir -0.9689, norm 0.1753, swav 0.0000 LR: 7.629e-02 Score 97.586 Data time: 0.2825, Forward time: 2.8345, Backward time: 3.5632, DDP time: 0.0038, Total iter time: 6.6792 [2020-11-08 07:15:35,728][root][INFO] - ===> Epoch[650](1300/2): Loss -0.7472, Sem 0.0660, dir -0.9742, norm 0.1610, swav 0.0000 LR: 7.627e-02 Score 97.692 Data time: 0.3042, Forward time: 2.8350, Backward time: 3.5624, DDP time: 0.0038, Total iter time: 6.2858 [2020-11-08 07:15:42,203][root][INFO] - ===> Epoch[651](1301/2): Loss -0.7497, Sem 0.0671, dir -0.9749, norm 0.1581, swav 0.0000 LR: 7.625e-02 Score 97.593 Data time: 0.2955, Forward time: 2.8352, Backward time: 3.5619, DDP time: 0.0038, Total iter time: 6.3612 [2020-11-08 07:15:48,350][root][INFO] - ===> Epoch[651](1302/2): Loss -0.7451, Sem 0.0685, dir -0.9706, norm 0.1570, swav 0.0000 LR: 7.623e-02 Score 97.599 Data time: 0.2776, Forward time: 2.8351, Backward time: 3.5614, DDP time: 0.0038, Total iter time: 5.9676 [2020-11-08 07:15:54,403][root][INFO] - ===> Epoch[652](1303/2): Loss -0.7605, Sem 0.0629, dir -0.9755, norm 0.1520, swav 0.0000 LR: 7.621e-02 Score 97.752 Data time: 0.2602, Forward time: 2.8348, Backward time: 3.5611, DDP time: 0.0038, Total iter time: 5.9136 [2020-11-08 07:16:03,137][root][INFO] - ===> Epoch[652](1304/2): Loss -0.7242, Sem 0.0694, dir -0.9681, norm 0.1745, swav 0.0000 LR: 7.619e-02 Score 97.583 Data time: 0.2053, Forward time: 2.8344, Backward time: 3.5629, DDP time: 0.0038, Total iter time: 8.6146 [2020-11-08 07:16:09,304][root][INFO] - ===> Epoch[653](1305/2): Loss -0.7177, Sem 0.0636, dir -0.9654, norm 0.1841, swav 0.0000 LR: 7.617e-02 Score 97.727 Data time: 0.2715, Forward time: 2.8345, Backward time: 3.5623, DDP time: 0.0038, Total iter time: 6.0213 [2020-11-08 07:16:16,995][root][INFO] - ===> Epoch[653](1306/2): Loss -0.7379, Sem 0.0737, dir -0.9703, norm 0.1587, swav 0.0000 LR: 7.616e-02 Score 97.403 Data time: 0.3477, Forward time: 2.8350, Backward time: 3.5624, DDP time: 0.0038, Total iter time: 7.5403 [2020-11-08 07:16:22,690][root][INFO] - ===> Epoch[654](1307/2): Loss -0.7535, Sem 0.0623, dir -0.9728, norm 0.1570, swav 0.0000 LR: 7.614e-02 Score 97.793 Data time: 0.2005, Forward time: 2.8346, Backward time: 3.5619, DDP time: 0.0038, Total iter time: 5.5571 [2020-11-08 07:16:29,505][root][INFO] - ===> Epoch[654](1308/2): Loss -0.7295, Sem 0.0620, dir -0.9661, norm 0.1746, swav 0.0000 LR: 7.612e-02 Score 97.811 Data time: 0.3052, Forward time: 2.8348, Backward time: 3.5616, DDP time: 0.0038, Total iter time: 6.7094 [2020-11-08 07:16:36,085][root][INFO] - ===> Epoch[655](1309/2): Loss -0.7350, Sem 0.0662, dir -0.9678, norm 0.1666, swav 0.0000 LR: 7.610e-02 Score 97.637 Data time: 0.3230, Forward time: 2.8350, Backward time: 3.5612, DDP time: 0.0038, Total iter time: 6.4548 [2020-11-08 07:16:42,337][root][INFO] - ===> Epoch[655](1310/2): Loss -0.7485, Sem 0.0673, dir -0.9753, norm 0.1594, swav 0.0000 LR: 7.608e-02 Score 97.603 Data time: 0.2063, Forward time: 2.8345, Backward time: 3.5612, DDP time: 0.0038, Total iter time: 6.1031 [2020-11-08 07:16:49,806][root][INFO] - ===> Epoch[656](1311/2): Loss -0.7432, Sem 0.0690, dir -0.9712, norm 0.1590, swav 0.0000 LR: 7.606e-02 Score 97.561 Data time: 0.3734, Forward time: 2.8353, Backward time: 3.5609, DDP time: 0.0038, Total iter time: 7.3472 [2020-11-08 07:16:56,099][root][INFO] - ===> Epoch[656](1312/2): Loss -0.7173, Sem 0.0679, dir -0.9690, norm 0.1838, swav 0.0000 LR: 7.604e-02 Score 97.607 Data time: 0.2811, Forward time: 2.8353, Backward time: 3.5604, DDP time: 0.0038, Total iter time: 6.1402 [2020-11-08 07:17:02,515][root][INFO] - ===> Epoch[657](1313/2): Loss -0.7297, Sem 0.0715, dir -0.9694, norm 0.1682, swav 0.0000 LR: 7.603e-02 Score 97.452 Data time: 0.2048, Forward time: 2.8350, Backward time: 3.5604, DDP time: 0.0038, Total iter time: 6.2674 [2020-11-08 07:17:09,168][root][INFO] - ===> Epoch[657](1314/2): Loss -0.7405, Sem 0.0642, dir -0.9699, norm 0.1651, swav 0.0000 LR: 7.601e-02 Score 97.758 Data time: 0.2062, Forward time: 2.8345, Backward time: 3.5607, DDP time: 0.0038, Total iter time: 6.4930 [2020-11-08 07:17:17,554][root][INFO] - ===> Epoch[658](1315/2): Loss -0.7079, Sem 0.0702, dir -0.9684, norm 0.1903, swav 0.0000 LR: 7.599e-02 Score 97.501 Data time: 0.3757, Forward time: 2.8356, Backward time: 3.5607, DDP time: 0.0038, Total iter time: 8.2621 [2020-11-08 07:17:24,545][root][INFO] - ===> Epoch[658](1316/2): Loss -0.7432, Sem 0.0676, dir -0.9705, norm 0.1596, swav 0.0000 LR: 7.597e-02 Score 97.616 Data time: 0.2150, Forward time: 2.8355, Backward time: 3.5609, DDP time: 0.0038, Total iter time: 6.8208 [2020-11-08 07:17:30,615][root][INFO] - ===> Epoch[659](1317/2): Loss -0.7384, Sem 0.0638, dir -0.9717, norm 0.1695, swav 0.0000 LR: 7.595e-02 Score 97.706 Data time: 0.2456, Forward time: 2.8352, Backward time: 3.5606, DDP time: 0.0038, Total iter time: 5.9223 [2020-11-08 07:17:38,339][root][INFO] - ===> Epoch[659](1318/2): Loss -0.7323, Sem 0.0707, dir -0.9703, norm 0.1673, swav 0.0000 LR: 7.593e-02 Score 97.645 Data time: 0.3102, Forward time: 2.8356, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 7.5923 [2020-11-08 07:17:44,453][root][INFO] - ===> Epoch[660](1319/2): Loss -0.7504, Sem 0.0694, dir -0.9738, norm 0.1540, swav 0.0000 LR: 7.591e-02 Score 97.583 Data time: 0.2945, Forward time: 2.8358, Backward time: 3.5600, DDP time: 0.0038, Total iter time: 5.9680 [2020-11-08 07:17:51,063][root][INFO] - ===> Epoch[660](1320/2): Loss -0.7349, Sem 0.0682, dir -0.9718, norm 0.1687, swav 0.0000 LR: 7.590e-02 Score 97.685 Data time: 0.2190, Forward time: 2.8354, Backward time: 3.5602, DDP time: 0.0038, Total iter time: 6.4530 [2020-11-08 07:17:59,669][root][INFO] - ===> Epoch[661](1321/2): Loss -0.7049, Sem 0.0734, dir -0.9646, norm 0.1863, swav 0.0000 LR: 7.588e-02 Score 97.503 Data time: 0.3197, Forward time: 2.8358, Backward time: 3.5610, DDP time: 0.0038, Total iter time: 8.4833 [2020-11-08 07:18:06,449][root][INFO] - ===> Epoch[661](1322/2): Loss -0.7524, Sem 0.0648, dir -0.9737, norm 0.1565, swav 0.0000 LR: 7.586e-02 Score 97.686 Data time: 0.3719, Forward time: 2.8364, Backward time: 3.5603, DDP time: 0.0038, Total iter time: 6.6385 [2020-11-08 07:18:12,190][root][INFO] - ===> Epoch[662](1323/2): Loss -0.7455, Sem 0.0647, dir -0.9713, norm 0.1611, swav 0.0000 LR: 7.584e-02 Score 97.668 Data time: 0.2179, Forward time: 2.8364, Backward time: 3.5596, DDP time: 0.0038, Total iter time: 5.5982 [2020-11-08 07:18:19,377][root][INFO] - ===> Epoch[662](1324/2): Loss -0.6992, Sem 0.0728, dir -0.9646, norm 0.1926, swav 0.0000 LR: 7.582e-02 Score 97.453 Data time: 0.3090, Forward time: 2.8363, Backward time: 3.5599, DDP time: 0.0038, Total iter time: 7.0573 [2020-11-08 07:18:25,914][root][INFO] - ===> Epoch[663](1325/2): Loss -0.7334, Sem 0.0702, dir -0.9691, norm 0.1656, swav 0.0000 LR: 7.580e-02 Score 97.499 Data time: 0.2293, Forward time: 2.8363, Backward time: 3.5596, DDP time: 0.0038, Total iter time: 6.4076 [2020-11-08 07:18:33,318][root][INFO] - ===> Epoch[663](1326/2): Loss -0.7461, Sem 0.0680, dir -0.9727, norm 0.1587, swav 0.0000 LR: 7.578e-02 Score 97.599 Data time: 0.1791, Forward time: 2.8358, Backward time: 3.5605, DDP time: 0.0038, Total iter time: 7.2434 [2020-11-08 07:18:42,229][root][INFO] - ===> Epoch[664](1327/2): Loss -0.6878, Sem 0.0737, dir -0.9585, norm 0.1970, swav 0.0000 LR: 7.577e-02 Score 97.413 Data time: 0.2044, Forward time: 2.8351, Backward time: 3.5627, DDP time: 0.0038, Total iter time: 8.7842 [2020-11-08 07:18:48,670][root][INFO] - ===> Epoch[664](1328/2): Loss -0.7401, Sem 0.0680, dir -0.9728, norm 0.1647, swav 0.0000 LR: 7.575e-02 Score 97.618 Data time: 0.2241, Forward time: 2.8352, Backward time: 3.5623, DDP time: 0.0038, Total iter time: 6.3665 [2020-11-08 07:18:56,927][root][INFO] - ===> Epoch[665](1329/2): Loss -0.7387, Sem 0.0719, dir -0.9714, norm 0.1608, swav 0.0000 LR: 7.573e-02 Score 97.499 Data time: 0.2132, Forward time: 2.8349, Backward time: 3.5636, DDP time: 0.0038, Total iter time: 8.1001 [2020-11-08 07:19:03,636][root][INFO] - ===> Epoch[665](1330/2): Loss -0.7041, Sem 0.0669, dir -0.9635, norm 0.1924, swav 0.0000 LR: 7.571e-02 Score 97.663 Data time: 0.2747, Forward time: 2.8352, Backward time: 3.5632, DDP time: 0.0038, Total iter time: 6.5728 [2020-11-08 07:19:10,099][root][INFO] - ===> Epoch[666](1331/2): Loss -0.7361, Sem 0.0638, dir -0.9708, norm 0.1708, swav 0.0000 LR: 7.569e-02 Score 97.693 Data time: 0.2858, Forward time: 2.8357, Backward time: 3.5624, DDP time: 0.0038, Total iter time: 6.3162 [2020-11-08 07:19:18,203][root][INFO] - ===> Epoch[666](1332/2): Loss -0.7390, Sem 0.0701, dir -0.9730, norm 0.1639, swav 0.0000 LR: 7.567e-02 Score 97.529 Data time: 0.2397, Forward time: 2.8355, Backward time: 3.5635, DDP time: 0.0038, Total iter time: 7.9714 [2020-11-08 07:19:24,395][root][INFO] - ===> Epoch[667](1333/2): Loss -0.7253, Sem 0.0734, dir -0.9659, norm 0.1673, swav 0.0000 LR: 7.565e-02 Score 97.455 Data time: 0.2926, Forward time: 2.8357, Backward time: 3.5627, DDP time: 0.0038, Total iter time: 6.0468 [2020-11-08 07:19:31,490][root][INFO] - ===> Epoch[667](1334/2): Loss -0.7357, Sem 0.0634, dir -0.9728, norm 0.1737, swav 0.0000 LR: 7.564e-02 Score 97.773 Data time: 0.2768, Forward time: 2.8362, Backward time: 3.5624, DDP time: 0.0038, Total iter time: 6.9577 [2020-11-08 07:19:38,780][root][INFO] - ===> Epoch[668](1335/2): Loss -0.7438, Sem 0.0686, dir -0.9710, norm 0.1587, swav 0.0000 LR: 7.562e-02 Score 97.561 Data time: 0.1835, Forward time: 2.8358, Backward time: 3.5631, DDP time: 0.0038, Total iter time: 7.1133 [2020-11-08 07:19:45,792][root][INFO] - ===> Epoch[668](1336/2): Loss -0.7204, Sem 0.0685, dir -0.9698, norm 0.1808, swav 0.0000 LR: 7.560e-02 Score 97.601 Data time: 0.2918, Forward time: 2.8360, Backward time: 3.5630, DDP time: 0.0038, Total iter time: 6.9169 [2020-11-08 07:19:52,097][root][INFO] - ===> Epoch[669](1337/2): Loss -0.7346, Sem 0.0666, dir -0.9647, norm 0.1635, swav 0.0000 LR: 7.558e-02 Score 97.649 Data time: 0.2090, Forward time: 2.8357, Backward time: 3.5628, DDP time: 0.0038, Total iter time: 6.1546 [2020-11-08 07:19:59,437][root][INFO] - ===> Epoch[669](1338/2): Loss -0.7339, Sem 0.0683, dir -0.9694, norm 0.1672, swav 0.0000 LR: 7.556e-02 Score 97.562 Data time: 0.2115, Forward time: 2.8354, Backward time: 3.5635, DDP time: 0.0038, Total iter time: 7.2115 [2020-11-08 07:20:06,593][root][INFO] - ===> Epoch[670](1339/2): Loss -0.7101, Sem 0.0734, dir -0.9662, norm 0.1828, swav 0.0000 LR: 7.554e-02 Score 97.440 Data time: 0.2225, Forward time: 2.8352, Backward time: 3.5639, DDP time: 0.0038, Total iter time: 7.0208 [2020-11-08 07:20:13,819][root][INFO] - ===> Epoch[670](1340/2): Loss -0.7206, Sem 0.0658, dir -0.9672, norm 0.1809, swav 0.0000 LR: 7.552e-02 Score 97.655 Data time: 0.3138, Forward time: 2.8353, Backward time: 3.5641, DDP time: 0.0038, Total iter time: 7.0898 [2020-11-08 07:20:20,170][root][INFO] - ===> Epoch[671](1341/2): Loss -0.7357, Sem 0.0650, dir -0.9706, norm 0.1698, swav 0.0000 LR: 7.551e-02 Score 97.726 Data time: 0.3303, Forward time: 2.8357, Backward time: 3.5633, DDP time: 0.0038, Total iter time: 6.1936 [2020-11-08 07:20:28,155][root][INFO] - ===> Epoch[671](1342/2): Loss -0.7361, Sem 0.0730, dir -0.9706, norm 0.1616, swav 0.0000 LR: 7.549e-02 Score 97.432 Data time: 0.2415, Forward time: 2.8352, Backward time: 3.5645, DDP time: 0.0038, Total iter time: 7.8081 [2020-11-08 07:20:33,240][root][INFO] - ===> Epoch[672](1343/2): Loss -0.7314, Sem 0.0716, dir -0.9704, norm 0.1674, swav 0.0000 LR: 7.547e-02 Score 97.544 Data time: 0.2070, Forward time: 2.8349, Backward time: 3.5635, DDP time: 0.0038, Total iter time: 4.9462 [2020-11-08 07:20:40,307][root][INFO] - ===> Epoch[672](1344/2): Loss -0.7096, Sem 0.0683, dir -0.9676, norm 0.1898, swav 0.0000 LR: 7.545e-02 Score 97.609 Data time: 0.2360, Forward time: 2.8347, Backward time: 3.5638, DDP time: 0.0038, Total iter time: 6.9358 [2020-11-08 07:20:47,577][root][INFO] - ===> Epoch[673](1345/2): Loss -0.7374, Sem 0.0661, dir -0.9709, norm 0.1674, swav 0.0000 LR: 7.543e-02 Score 97.678 Data time: 0.3734, Forward time: 2.8354, Backward time: 3.5634, DDP time: 0.0038, Total iter time: 7.1565 [2020-11-08 07:20:54,599][root][INFO] - ===> Epoch[673](1346/2): Loss -0.7452, Sem 0.0654, dir -0.9726, norm 0.1620, swav 0.0000 LR: 7.541e-02 Score 97.653 Data time: 0.1946, Forward time: 2.8350, Backward time: 3.5639, DDP time: 0.0038, Total iter time: 6.8585 [2020-11-08 07:21:01,463][root][INFO] - ===> Epoch[674](1347/2): Loss -0.7281, Sem 0.0695, dir -0.9688, norm 0.1712, swav 0.0000 LR: 7.539e-02 Score 97.593 Data time: 0.3435, Forward time: 2.8357, Backward time: 3.5632, DDP time: 0.0038, Total iter time: 6.7531 [2020-11-08 07:21:06,876][root][INFO] - ===> Epoch[674](1348/2): Loss -0.6977, Sem 0.0631, dir -0.9664, norm 0.2056, swav 0.0000 LR: 7.538e-02 Score 97.759 Data time: 0.2009, Forward time: 2.8354, Backward time: 3.5625, DDP time: 0.0038, Total iter time: 5.2483 [2020-11-08 07:21:14,315][root][INFO] - ===> Epoch[675](1349/2): Loss -0.7205, Sem 0.0694, dir -0.9686, norm 0.1787, swav 0.0000 LR: 7.536e-02 Score 97.565 Data time: 0.2646, Forward time: 2.8354, Backward time: 3.5628, DDP time: 0.0038, Total iter time: 7.2936 [2020-11-08 07:21:20,392][root][INFO] - ===> Epoch[675](1350/2): Loss -0.7426, Sem 0.0704, dir -0.9719, norm 0.1589, swav 0.0000 LR: 7.534e-02 Score 97.551 Data time: 0.2374, Forward time: 2.8352, Backward time: 3.5625, DDP time: 0.0038, Total iter time: 5.9347 [2020-11-08 07:21:27,117][root][INFO] - ===> Epoch[676](1351/2): Loss -0.7218, Sem 0.0644, dir -0.9701, norm 0.1839, swav 0.0000 LR: 7.532e-02 Score 97.705 Data time: 0.2414, Forward time: 2.8350, Backward time: 3.5625, DDP time: 0.0038, Total iter time: 6.5853 [2020-11-08 07:21:34,371][root][INFO] - ===> Epoch[676](1352/2): Loss -0.7369, Sem 0.0714, dir -0.9723, norm 0.1640, swav 0.0000 LR: 7.530e-02 Score 97.463 Data time: 0.3456, Forward time: 2.8357, Backward time: 3.5621, DDP time: 0.0038, Total iter time: 7.1096 [2020-11-08 07:21:40,934][root][INFO] - ===> Epoch[677](1353/2): Loss -0.7225, Sem 0.0664, dir -0.9683, norm 0.1794, swav 0.0000 LR: 7.528e-02 Score 97.638 Data time: 0.2295, Forward time: 2.8359, Backward time: 3.5617, DDP time: 0.0038, Total iter time: 6.3949 [2020-11-08 07:21:47,581][root][INFO] - ===> Epoch[677](1354/2): Loss -0.7083, Sem 0.0677, dir -0.9672, norm 0.1912, swav 0.0000 LR: 7.526e-02 Score 97.628 Data time: 0.1883, Forward time: 2.8354, Backward time: 3.5620, DDP time: 0.0038, Total iter time: 6.4902 [2020-11-08 07:21:53,973][root][INFO] - ===> Epoch[678](1355/2): Loss -0.7398, Sem 0.0661, dir -0.9727, norm 0.1669, swav 0.0000 LR: 7.525e-02 Score 97.641 Data time: 0.2606, Forward time: 2.8356, Backward time: 3.5615, DDP time: 0.0038, Total iter time: 6.2754 [2020-11-08 07:22:01,263][root][INFO] - ===> Epoch[678](1356/2): Loss -0.7111, Sem 0.0678, dir -0.9671, norm 0.1882, swav 0.0000 LR: 7.523e-02 Score 97.623 Data time: 0.2366, Forward time: 2.8356, Backward time: 3.5618, DDP time: 0.0038, Total iter time: 7.1223 [2020-11-08 07:22:08,319][root][INFO] - ===> Epoch[679](1357/2): Loss -0.7241, Sem 0.0673, dir -0.9663, norm 0.1750, swav 0.0000 LR: 7.521e-02 Score 97.628 Data time: 0.2155, Forward time: 2.8354, Backward time: 3.5621, DDP time: 0.0038, Total iter time: 6.8925 [2020-11-08 07:22:16,149][root][INFO] - ===> Epoch[679](1358/2): Loss -0.7430, Sem 0.0667, dir -0.9709, norm 0.1612, swav 0.0000 LR: 7.519e-02 Score 97.667 Data time: 0.2954, Forward time: 2.8359, Backward time: 3.5623, DDP time: 0.0038, Total iter time: 7.6899 [2020-11-08 07:22:22,463][root][INFO] - ===> Epoch[680](1359/2): Loss -0.7135, Sem 0.0660, dir -0.9680, norm 0.1886, swav 0.0000 LR: 7.517e-02 Score 97.667 Data time: 0.2587, Forward time: 2.8362, Backward time: 3.5617, DDP time: 0.0038, Total iter time: 6.1665 [2020-11-08 07:22:28,494][root][INFO] - ===> Epoch[680](1360/2): Loss -0.7171, Sem 0.0706, dir -0.9665, norm 0.1788, swav 0.0000 LR: 7.515e-02 Score 97.521 Data time: 0.2763, Forward time: 2.8359, Backward time: 3.5613, DDP time: 0.0038, Total iter time: 5.8787 [2020-11-08 07:22:35,979][root][INFO] - ===> Epoch[681](1361/2): Loss -0.7423, Sem 0.0658, dir -0.9748, norm 0.1667, swav 0.0000 LR: 7.513e-02 Score 97.689 Data time: 0.3552, Forward time: 2.8367, Backward time: 3.5609, DDP time: 0.0038, Total iter time: 7.3741 [2020-11-08 07:22:42,242][root][INFO] - ===> Epoch[681](1362/2): Loss -0.7320, Sem 0.0677, dir -0.9719, norm 0.1722, swav 0.0000 LR: 7.512e-02 Score 97.583 Data time: 0.2635, Forward time: 2.8369, Backward time: 3.5603, DDP time: 0.0038, Total iter time: 6.1062 [2020-11-08 07:22:48,914][root][INFO] - ===> Epoch[682](1363/2): Loss -0.7302, Sem 0.0734, dir -0.9693, norm 0.1657, swav 0.0000 LR: 7.510e-02 Score 97.545 Data time: 0.2602, Forward time: 2.8369, Backward time: 3.5601, DDP time: 0.0038, Total iter time: 6.5297 [2020-11-08 07:22:56,363][root][INFO] - ===> Epoch[682](1364/2): Loss -0.7535, Sem 0.0640, dir -0.9727, norm 0.1552, swav 0.0000 LR: 7.508e-02 Score 97.737 Data time: 0.3286, Forward time: 2.8375, Backward time: 3.5600, DDP time: 0.0038, Total iter time: 7.3225 [2020-11-08 07:23:04,775][root][INFO] - ===> Epoch[683](1365/2): Loss -0.7209, Sem 0.0655, dir -0.9685, norm 0.1821, swav 0.0000 LR: 7.506e-02 Score 97.690 Data time: 0.2973, Forward time: 2.8377, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 8.2498 [2020-11-08 07:23:12,141][root][INFO] - ===> Epoch[683](1366/2): Loss -0.7260, Sem 0.0663, dir -0.9654, norm 0.1732, swav 0.0000 LR: 7.504e-02 Score 97.680 Data time: 0.4017, Forward time: 2.8385, Backward time: 3.5603, DDP time: 0.0038, Total iter time: 7.2308 [2020-11-08 07:23:19,619][root][INFO] - ===> Epoch[684](1367/2): Loss -0.7275, Sem 0.0679, dir -0.9726, norm 0.1772, swav 0.0000 LR: 7.502e-02 Score 97.592 Data time: 0.2423, Forward time: 2.8382, Backward time: 3.5610, DDP time: 0.0038, Total iter time: 7.3562 [2020-11-08 07:23:26,413][root][INFO] - ===> Epoch[684](1368/2): Loss -0.7327, Sem 0.0646, dir -0.9687, norm 0.1714, swav 0.0000 LR: 7.500e-02 Score 97.713 Data time: 0.2793, Forward time: 2.8380, Backward time: 3.5611, DDP time: 0.0038, Total iter time: 6.6607 [2020-11-08 07:23:32,358][root][INFO] - ===> Epoch[685](1369/2): Loss -0.7326, Sem 0.0662, dir -0.9703, norm 0.1715, swav 0.0000 LR: 7.499e-02 Score 97.646 Data time: 0.2866, Forward time: 2.8382, Backward time: 3.5602, DDP time: 0.0038, Total iter time: 5.8044 [2020-11-08 07:23:38,144][root][INFO] - ===> Epoch[685](1370/2): Loss -0.7434, Sem 0.0700, dir -0.9726, norm 0.1591, swav 0.0000 LR: 7.497e-02 Score 97.500 Data time: 0.2752, Forward time: 2.8384, Backward time: 3.5593, DDP time: 0.0038, Total iter time: 5.6384 [2020-11-08 07:23:44,755][root][INFO] - ===> Epoch[686](1371/2): Loss -0.7357, Sem 0.0657, dir -0.9707, norm 0.1693, swav 0.0000 LR: 7.495e-02 Score 97.661 Data time: 0.2588, Forward time: 2.8384, Backward time: 3.5591, DDP time: 0.0038, Total iter time: 6.4683 [2020-11-08 07:23:51,230][root][INFO] - ===> Epoch[686](1372/2): Loss -0.7266, Sem 0.0677, dir -0.9682, norm 0.1739, swav 0.0000 LR: 7.493e-02 Score 97.648 Data time: 0.2370, Forward time: 2.8383, Backward time: 3.5589, DDP time: 0.0038, Total iter time: 6.3305 [2020-11-08 07:23:57,703][root][INFO] - ===> Epoch[687](1373/2): Loss -0.7214, Sem 0.0659, dir -0.9682, norm 0.1809, swav 0.0000 LR: 7.491e-02 Score 97.654 Data time: 0.1998, Forward time: 2.8381, Backward time: 3.5588, DDP time: 0.0038, Total iter time: 6.3449 [2020-11-08 07:24:03,951][root][INFO] - ===> Epoch[687](1374/2): Loss -0.7444, Sem 0.0650, dir -0.9729, norm 0.1635, swav 0.0000 LR: 7.489e-02 Score 97.680 Data time: 0.2638, Forward time: 2.8379, Backward time: 3.5587, DDP time: 0.0038, Total iter time: 6.1255 [2020-11-08 07:24:10,792][root][INFO] - ===> Epoch[688](1375/2): Loss -0.7412, Sem 0.0634, dir -0.9715, norm 0.1669, swav 0.0000 LR: 7.487e-02 Score 97.706 Data time: 0.2094, Forward time: 2.8376, Backward time: 3.5590, DDP time: 0.0038, Total iter time: 6.7026 [2020-11-08 07:24:18,630][root][INFO] - ===> Epoch[688](1376/2): Loss -0.7454, Sem 0.0674, dir -0.9730, norm 0.1602, swav 0.0000 LR: 7.486e-02 Score 97.608 Data time: 0.2265, Forward time: 2.8374, Backward time: 3.5598, DDP time: 0.0038, Total iter time: 7.6880 [2020-11-08 07:24:27,938][root][INFO] - ===> Epoch[689](1377/2): Loss -0.7497, Sem 0.0674, dir -0.9736, norm 0.1565, swav 0.0000 LR: 7.484e-02 Score 97.591 Data time: 0.2394, Forward time: 2.8368, Backward time: 3.5620, DDP time: 0.0038, Total iter time: 9.1815 [2020-11-08 07:24:34,449][root][INFO] - ===> Epoch[689](1378/2): Loss -0.7548, Sem 0.0639, dir -0.9749, norm 0.1562, swav 0.0000 LR: 7.482e-02 Score 97.693 Data time: 0.2606, Forward time: 2.8370, Backward time: 3.5616, DDP time: 0.0038, Total iter time: 6.3813 [2020-11-08 07:24:40,119][root][INFO] - ===> Epoch[690](1379/2): Loss -0.7589, Sem 0.0673, dir -0.9718, norm 0.1455, swav 0.0000 LR: 7.480e-02 Score 97.633 Data time: 0.2376, Forward time: 2.8369, Backward time: 3.5609, DDP time: 0.0038, Total iter time: 5.5289 [2020-11-08 07:24:47,005][root][INFO] - ===> Epoch[690](1380/2): Loss -0.7534, Sem 0.0666, dir -0.9736, norm 0.1535, swav 0.0000 LR: 7.478e-02 Score 97.651 Data time: 0.2619, Forward time: 2.8370, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 6.7608 [2020-11-08 07:24:53,601][root][INFO] - ===> Epoch[691](1381/2): Loss -0.7576, Sem 0.0620, dir -0.9752, norm 0.1555, swav 0.0000 LR: 7.476e-02 Score 97.789 Data time: 0.2199, Forward time: 2.8368, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 6.4437 [2020-11-08 07:25:00,467][root][INFO] - ===> Epoch[691](1382/2): Loss -0.7493, Sem 0.0658, dir -0.9725, norm 0.1574, swav 0.0000 LR: 7.474e-02 Score 97.702 Data time: 0.2096, Forward time: 2.8366, Backward time: 3.5610, DDP time: 0.0038, Total iter time: 6.7311 [2020-11-08 07:25:08,075][root][INFO] - ===> Epoch[692](1383/2): Loss -0.7564, Sem 0.0685, dir -0.9740, norm 0.1491, swav 0.0000 LR: 7.473e-02 Score 97.586 Data time: 0.1802, Forward time: 2.8361, Backward time: 3.5621, DDP time: 0.0038, Total iter time: 7.4869 [2020-11-08 07:25:14,897][root][INFO] - ===> Epoch[692](1384/2): Loss -0.7693, Sem 0.0601, dir -0.9761, norm 0.1467, swav 0.0000 LR: 7.471e-02 Score 97.843 Data time: 0.2648, Forward time: 2.8361, Backward time: 3.5620, DDP time: 0.0038, Total iter time: 6.7206 [2020-11-08 07:25:20,495][root][INFO] - ===> Epoch[693](1385/2): Loss -0.7654, Sem 0.0628, dir -0.9758, norm 0.1476, swav 0.0000 LR: 7.469e-02 Score 97.783 Data time: 0.2697, Forward time: 2.8359, Backward time: 3.5613, DDP time: 0.0038, Total iter time: 5.4415 [2020-11-08 07:25:27,196][root][INFO] - ===> Epoch[693](1386/2): Loss -0.7413, Sem 0.0664, dir -0.9695, norm 0.1618, swav 0.0000 LR: 7.467e-02 Score 97.611 Data time: 0.3473, Forward time: 2.8364, Backward time: 3.5606, DDP time: 0.0038, Total iter time: 6.5798 [2020-11-08 07:25:33,696][root][INFO] - ===> Epoch[694](1387/2): Loss -0.7585, Sem 0.0642, dir -0.9749, norm 0.1522, swav 0.0000 LR: 7.465e-02 Score 97.710 Data time: 0.1932, Forward time: 2.8359, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 6.3340 [2020-11-08 07:25:40,701][root][INFO] - ===> Epoch[694](1388/2): Loss -0.7447, Sem 0.0646, dir -0.9730, norm 0.1637, swav 0.0000 LR: 7.463e-02 Score 97.721 Data time: 0.2700, Forward time: 2.8361, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 6.8751 [2020-11-08 07:25:47,316][root][INFO] - ===> Epoch[695](1389/2): Loss -0.7439, Sem 0.0653, dir -0.9723, norm 0.1631, swav 0.0000 LR: 7.461e-02 Score 97.669 Data time: 0.2721, Forward time: 2.8361, Backward time: 3.5606, DDP time: 0.0038, Total iter time: 6.4845 [2020-11-08 07:25:55,326][root][INFO] - ===> Epoch[695](1390/2): Loss -0.7555, Sem 0.0656, dir -0.9726, norm 0.1516, swav 0.0000 LR: 7.460e-02 Score 97.672 Data time: 0.2895, Forward time: 2.8361, Backward time: 3.5613, DDP time: 0.0038, Total iter time: 7.8529 [2020-11-08 07:26:01,687][root][INFO] - ===> Epoch[696](1391/2): Loss -0.7612, Sem 0.0632, dir -0.9738, norm 0.1495, swav 0.0000 LR: 7.458e-02 Score 97.752 Data time: 0.3028, Forward time: 2.8365, Backward time: 3.5605, DDP time: 0.0038, Total iter time: 6.2253 [2020-11-08 07:26:08,455][root][INFO] - ===> Epoch[696](1392/2): Loss -0.7521, Sem 0.0652, dir -0.9741, norm 0.1568, swav 0.0000 LR: 7.456e-02 Score 97.670 Data time: 0.2867, Forward time: 2.8367, Backward time: 3.5603, DDP time: 0.0038, Total iter time: 6.5936 [2020-11-08 07:26:15,487][root][INFO] - ===> Epoch[697](1393/2): Loss -0.7509, Sem 0.0638, dir -0.9728, norm 0.1581, swav 0.0000 LR: 7.454e-02 Score 97.718 Data time: 0.1779, Forward time: 2.8360, Backward time: 3.5610, DDP time: 0.0038, Total iter time: 6.8604 [2020-11-08 07:26:22,618][root][INFO] - ===> Epoch[697](1394/2): Loss -0.7299, Sem 0.0674, dir -0.9719, norm 0.1746, swav 0.0000 LR: 7.452e-02 Score 97.639 Data time: 0.2656, Forward time: 2.8362, Backward time: 3.5611, DDP time: 0.0038, Total iter time: 7.0517 [2020-11-08 07:26:29,485][root][INFO] - ===> Epoch[698](1395/2): Loss -0.7723, Sem 0.0616, dir -0.9768, norm 0.1430, swav 0.0000 LR: 7.450e-02 Score 97.792 Data time: 0.3068, Forward time: 2.8365, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 6.7166 [2020-11-08 07:26:37,483][root][INFO] - ===> Epoch[698](1396/2): Loss -0.7682, Sem 0.0619, dir -0.9752, norm 0.1450, swav 0.0000 LR: 7.448e-02 Score 97.782 Data time: 0.2445, Forward time: 2.8365, Backward time: 3.5615, DDP time: 0.0038, Total iter time: 7.8578 [2020-11-08 07:26:45,208][root][INFO] - ===> Epoch[699](1397/2): Loss -0.7420, Sem 0.0688, dir -0.9702, norm 0.1594, swav 0.0000 LR: 7.447e-02 Score 97.553 Data time: 0.2373, Forward time: 2.8366, Backward time: 3.5620, DDP time: 0.0038, Total iter time: 7.6078 [2020-11-08 07:26:51,905][root][INFO] - ===> Epoch[699](1398/2): Loss -0.7411, Sem 0.0689, dir -0.9717, norm 0.1618, swav 0.0000 LR: 7.445e-02 Score 97.577 Data time: 0.3106, Forward time: 2.8366, Backward time: 3.5619, DDP time: 0.0038, Total iter time: 6.5706 [2020-11-08 07:26:57,627][root][INFO] - ===> Epoch[700](1399/2): Loss -0.7549, Sem 0.0631, dir -0.9758, norm 0.1577, swav 0.0000 LR: 7.443e-02 Score 97.713 Data time: 0.2519, Forward time: 2.8368, Backward time: 3.5609, DDP time: 0.0038, Total iter time: 5.5590 [2020-11-08 07:27:03,494][root][INFO] - ===> Epoch[700](1400/2): Loss -0.7562, Sem 0.0635, dir -0.9720, norm 0.1523, swav 0.0000 LR: 7.441e-02 Score 97.731 Data time: 0.1977, Forward time: 2.8363, Backward time: 3.5606, DDP time: 0.0038, Total iter time: 5.6984 [2020-11-08 07:27:10,903][root][INFO] - ===> Epoch[701](1401/2): Loss -0.7536, Sem 0.0636, dir -0.9716, norm 0.1544, swav 0.0000 LR: 7.439e-02 Score 97.714 Data time: 0.4145, Forward time: 2.8370, Backward time: 3.5603, DDP time: 0.0038, Total iter time: 7.2844 [2020-11-08 07:27:17,580][root][INFO] - ===> Epoch[701](1402/2): Loss -0.7321, Sem 0.0699, dir -0.9709, norm 0.1688, swav 0.0000 LR: 7.437e-02 Score 97.560 Data time: 0.2034, Forward time: 2.8368, Backward time: 3.5604, DDP time: 0.0038, Total iter time: 6.5310 [2020-11-08 07:27:23,713][root][INFO] - ===> Epoch[702](1403/2): Loss -0.7567, Sem 0.0635, dir -0.9744, norm 0.1542, swav 0.0000 LR: 7.435e-02 Score 97.729 Data time: 0.2501, Forward time: 2.8369, Backward time: 3.5598, DDP time: 0.0038, Total iter time: 6.0157 [2020-11-08 07:27:31,152][root][INFO] - ===> Epoch[702](1404/2): Loss -0.7401, Sem 0.0656, dir -0.9709, norm 0.1651, swav 0.0000 LR: 7.434e-02 Score 97.682 Data time: 0.1471, Forward time: 2.8361, Backward time: 3.5610, DDP time: 0.0038, Total iter time: 7.2938 [2020-11-08 07:27:38,993][root][INFO] - ===> Epoch[703](1405/2): Loss -0.7352, Sem 0.0629, dir -0.9705, norm 0.1724, swav 0.0000 LR: 7.432e-02 Score 97.776 Data time: 0.1874, Forward time: 2.8355, Backward time: 3.5622, DDP time: 0.0038, Total iter time: 7.7524 [2020-11-08 07:27:44,917][root][INFO] - ===> Epoch[703](1406/2): Loss -0.7695, Sem 0.0653, dir -0.9744, norm 0.1396, swav 0.0000 LR: 7.430e-02 Score 97.677 Data time: 0.2421, Forward time: 2.8356, Backward time: 3.5616, DDP time: 0.0038, Total iter time: 5.8352 [2020-11-08 07:27:51,602][root][INFO] - ===> Epoch[704](1407/2): Loss -0.7403, Sem 0.0669, dir -0.9719, norm 0.1647, swav 0.0000 LR: 7.428e-02 Score 97.588 Data time: 0.2939, Forward time: 2.8356, Backward time: 3.5614, DDP time: 0.0038, Total iter time: 6.5531 [2020-11-08 07:27:58,482][root][INFO] - ===> Epoch[704](1408/2): Loss -0.7282, Sem 0.0633, dir -0.9697, norm 0.1783, swav 0.0000 LR: 7.426e-02 Score 97.782 Data time: 0.3159, Forward time: 2.8362, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 6.7366 [2020-11-08 07:28:04,714][root][INFO] - ===> Epoch[705](1409/2): Loss -0.7502, Sem 0.0612, dir -0.9706, norm 0.1592, swav 0.0000 LR: 7.424e-02 Score 97.807 Data time: 0.2574, Forward time: 2.8364, Backward time: 3.5602, DDP time: 0.0038, Total iter time: 6.0691 [2020-11-08 07:28:11,698][root][INFO] - ===> Epoch[705](1410/2): Loss -0.7487, Sem 0.0656, dir -0.9750, norm 0.1607, swav 0.0000 LR: 7.422e-02 Score 97.655 Data time: 0.2063, Forward time: 2.8362, Backward time: 3.5605, DDP time: 0.0038, Total iter time: 6.8570 [2020-11-08 07:28:19,261][root][INFO] - ===> Epoch[706](1411/2): Loss -0.7511, Sem 0.0637, dir -0.9726, norm 0.1578, swav 0.0000 LR: 7.421e-02 Score 97.738 Data time: 0.1856, Forward time: 2.8357, Backward time: 3.5615, DDP time: 0.0038, Total iter time: 7.4336 [2020-11-08 07:28:25,801][root][INFO] - ===> Epoch[706](1412/2): Loss -0.7251, Sem 0.0649, dir -0.9677, norm 0.1777, swav 0.0000 LR: 7.419e-02 Score 97.691 Data time: 0.2824, Forward time: 2.8362, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 6.4443 [2020-11-08 07:28:32,308][root][INFO] - ===> Epoch[707](1413/2): Loss -0.7459, Sem 0.0651, dir -0.9724, norm 0.1615, swav 0.0000 LR: 7.417e-02 Score 97.692 Data time: 0.2231, Forward time: 2.8357, Backward time: 3.5610, DDP time: 0.0038, Total iter time: 6.3530 [2020-11-08 07:28:40,244][root][INFO] - ===> Epoch[707](1414/2): Loss -0.7503, Sem 0.0664, dir -0.9726, norm 0.1558, swav 0.0000 LR: 7.415e-02 Score 97.637 Data time: 0.3541, Forward time: 2.8367, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 7.8100 [2020-11-08 07:28:46,301][root][INFO] - ===> Epoch[708](1415/2): Loss -0.7292, Sem 0.0634, dir -0.9696, norm 0.1769, swav 0.0000 LR: 7.413e-02 Score 97.744 Data time: 0.2494, Forward time: 2.8364, Backward time: 3.5604, DDP time: 0.0038, Total iter time: 5.8897 [2020-11-08 07:28:52,613][root][INFO] - ===> Epoch[708](1416/2): Loss -0.7426, Sem 0.0651, dir -0.9706, norm 0.1629, swav 0.0000 LR: 7.411e-02 Score 97.660 Data time: 0.2184, Forward time: 2.8361, Backward time: 3.5604, DDP time: 0.0038, Total iter time: 6.1614 [2020-11-08 07:28:59,666][root][INFO] - ===> Epoch[709](1417/2): Loss -0.7414, Sem 0.0656, dir -0.9708, norm 0.1639, swav 0.0000 LR: 7.409e-02 Score 97.660 Data time: 0.3131, Forward time: 2.8368, Backward time: 3.5598, DDP time: 0.0038, Total iter time: 6.9298 [2020-11-08 07:29:06,977][root][INFO] - ===> Epoch[709](1418/2): Loss -0.7156, Sem 0.0660, dir -0.9659, norm 0.1843, swav 0.0000 LR: 7.407e-02 Score 97.637 Data time: 0.1838, Forward time: 2.8364, Backward time: 3.5605, DDP time: 0.0038, Total iter time: 7.1401 [2020-11-08 07:29:13,081][root][INFO] - ===> Epoch[710](1419/2): Loss -0.7480, Sem 0.0633, dir -0.9723, norm 0.1611, swav 0.0000 LR: 7.406e-02 Score 97.747 Data time: 0.3223, Forward time: 2.8364, Backward time: 3.5599, DDP time: 0.0038, Total iter time: 5.9768 [2020-11-08 07:29:19,238][root][INFO] - ===> Epoch[710](1420/2): Loss -0.7446, Sem 0.0627, dir -0.9691, norm 0.1618, swav 0.0000 LR: 7.404e-02 Score 97.749 Data time: 0.2715, Forward time: 2.8359, Backward time: 3.5599, DDP time: 0.0038, Total iter time: 6.0003 [2020-11-08 07:29:26,046][root][INFO] - ===> Epoch[711](1421/2): Loss -0.7306, Sem 0.0619, dir -0.9677, norm 0.1752, swav 0.0000 LR: 7.402e-02 Score 97.805 Data time: 0.2449, Forward time: 2.8358, Backward time: 3.5599, DDP time: 0.0038, Total iter time: 6.6879 [2020-11-08 07:29:33,600][root][INFO] - ===> Epoch[711](1422/2): Loss -0.7331, Sem 0.0635, dir -0.9710, norm 0.1744, swav 0.0000 LR: 7.400e-02 Score 97.719 Data time: 0.3661, Forward time: 2.8363, Backward time: 3.5599, DDP time: 0.0038, Total iter time: 7.3913 [2020-11-08 07:29:39,576][root][INFO] - ===> Epoch[712](1423/2): Loss -0.7382, Sem 0.0668, dir -0.9711, norm 0.1661, swav 0.0000 LR: 7.398e-02 Score 97.601 Data time: 0.2570, Forward time: 2.8362, Backward time: 3.5593, DDP time: 0.0038, Total iter time: 5.8012 [2020-11-08 07:29:45,597][root][INFO] - ===> Epoch[712](1424/2): Loss -0.7185, Sem 0.0648, dir -0.9713, norm 0.1880, swav 0.0000 LR: 7.396e-02 Score 97.693 Data time: 0.2506, Forward time: 2.8365, Backward time: 3.5584, DDP time: 0.0038, Total iter time: 5.8747 [2020-11-08 07:29:54,062][root][INFO] - ===> Epoch[713](1425/2): Loss -0.7233, Sem 0.0642, dir -0.9691, norm 0.1816, swav 0.0000 LR: 7.394e-02 Score 97.722 Data time: 0.3420, Forward time: 2.8369, Backward time: 3.5590, DDP time: 0.0038, Total iter time: 8.2899 [2020-11-08 07:30:00,313][root][INFO] - ===> Epoch[713](1426/2): Loss -0.7502, Sem 0.0595, dir -0.9693, norm 0.1595, swav 0.0000 LR: 7.393e-02 Score 97.858 Data time: 0.2184, Forward time: 2.8368, Backward time: 3.5588, DDP time: 0.0038, Total iter time: 6.0873 [2020-11-08 07:30:08,454][root][INFO] - ===> Epoch[714](1427/2): Loss -0.7181, Sem 0.0627, dir -0.9656, norm 0.1848, swav 0.0000 LR: 7.391e-02 Score 97.778 Data time: 0.2311, Forward time: 2.8368, Backward time: 3.5596, DDP time: 0.0038, Total iter time: 8.0305 [2020-11-08 07:30:15,759][root][INFO] - ===> Epoch[714](1428/2): Loss -0.7676, Sem 0.0662, dir -0.9764, norm 0.1426, swav 0.0000 LR: 7.389e-02 Score 97.655 Data time: 0.2663, Forward time: 2.8365, Backward time: 3.5602, DDP time: 0.0038, Total iter time: 7.1470 [2020-11-08 07:30:22,567][root][INFO] - ===> Epoch[715](1429/2): Loss -0.7562, Sem 0.0615, dir -0.9738, norm 0.1560, swav 0.0000 LR: 7.387e-02 Score 97.800 Data time: 0.2713, Forward time: 2.8367, Backward time: 3.5599, DDP time: 0.0038, Total iter time: 6.6611 [2020-11-08 07:30:28,791][root][INFO] - ===> Epoch[715](1430/2): Loss -0.7385, Sem 0.0614, dir -0.9722, norm 0.1723, swav 0.0000 LR: 7.385e-02 Score 97.834 Data time: 0.1902, Forward time: 2.8363, Backward time: 3.5599, DDP time: 0.0038, Total iter time: 6.0751 [2020-11-08 07:30:34,914][root][INFO] - ===> Epoch[716](1431/2): Loss -0.7450, Sem 0.0681, dir -0.9706, norm 0.1575, swav 0.0000 LR: 7.383e-02 Score 97.588 Data time: 0.2473, Forward time: 2.8359, Backward time: 3.5597, DDP time: 0.0038, Total iter time: 5.9827 [2020-11-08 07:30:41,143][root][INFO] - ===> Epoch[716](1432/2): Loss -0.7559, Sem 0.0661, dir -0.9746, norm 0.1527, swav 0.0000 LR: 7.381e-02 Score 97.655 Data time: 0.2659, Forward time: 2.8359, Backward time: 3.5593, DDP time: 0.0038, Total iter time: 6.1208 [2020-11-08 07:30:49,523][root][INFO] - ===> Epoch[717](1433/2): Loss -0.7376, Sem 0.0639, dir -0.9698, norm 0.1683, swav 0.0000 LR: 7.380e-02 Score 97.711 Data time: 0.2505, Forward time: 2.8359, Backward time: 3.5603, DDP time: 0.0038, Total iter time: 8.2286 [2020-11-08 07:30:56,665][root][INFO] - ===> Epoch[717](1434/2): Loss -0.7505, Sem 0.0642, dir -0.9744, norm 0.1597, swav 0.0000 LR: 7.378e-02 Score 97.705 Data time: 0.1653, Forward time: 2.8354, Backward time: 3.5610, DDP time: 0.0038, Total iter time: 6.9886 [2020-11-08 07:31:02,644][root][INFO] - ===> Epoch[718](1435/2): Loss -0.7724, Sem 0.0659, dir -0.9771, norm 0.1388, swav 0.0000 LR: 7.376e-02 Score 97.718 Data time: 0.2391, Forward time: 2.8350, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 5.8525 [2020-11-08 07:31:09,980][root][INFO] - ===> Epoch[718](1436/2): Loss -0.7445, Sem 0.0664, dir -0.9736, norm 0.1626, swav 0.0000 LR: 7.374e-02 Score 97.648 Data time: 0.2073, Forward time: 2.8347, Backward time: 3.5614, DDP time: 0.0038, Total iter time: 7.2259 [2020-11-08 07:31:15,999][root][INFO] - ===> Epoch[719](1437/2): Loss -0.7563, Sem 0.0617, dir -0.9732, norm 0.1553, swav 0.0000 LR: 7.372e-02 Score 97.783 Data time: 0.2735, Forward time: 2.8343, Backward time: 3.5612, DDP time: 0.0038, Total iter time: 5.8496 [2020-11-08 07:31:24,609][root][INFO] - ===> Epoch[719](1438/2): Loss -0.7440, Sem 0.0646, dir -0.9690, norm 0.1604, swav 0.0000 LR: 7.370e-02 Score 97.708 Data time: 0.4189, Forward time: 2.8355, Backward time: 3.5611, DDP time: 0.0038, Total iter time: 8.4839 [2020-11-08 07:31:30,979][root][INFO] - ===> Epoch[720](1439/2): Loss -0.7420, Sem 0.0640, dir -0.9753, norm 0.1693, swav 0.0000 LR: 7.368e-02 Score 97.718 Data time: 0.1661, Forward time: 2.8348, Backward time: 3.5616, DDP time: 0.0038, Total iter time: 6.2151 [2020-11-08 07:31:38,635][root][INFO] - ===> Epoch[720](1440/2): Loss -0.7547, Sem 0.0653, dir -0.9731, norm 0.1532, swav 0.0000 LR: 7.367e-02 Score 97.666 Data time: 0.2846, Forward time: 2.8349, Backward time: 3.5620, DDP time: 0.0038, Total iter time: 7.5656 [2020-11-08 07:31:44,822][root][INFO] - ===> Epoch[721](1441/2): Loss -0.7470, Sem 0.0645, dir -0.9730, norm 0.1614, swav 0.0000 LR: 7.365e-02 Score 97.685 Data time: 0.2851, Forward time: 2.8350, Backward time: 3.5615, DDP time: 0.0038, Total iter time: 6.0529 [2020-11-08 07:31:50,333][root][INFO] - ===> Epoch[721](1442/2): Loss -0.7232, Sem 0.0671, dir -0.9680, norm 0.1777, swav 0.0000 LR: 7.363e-02 Score 97.602 Data time: 0.2132, Forward time: 2.8348, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 5.3771 [2020-11-08 07:31:56,662][root][INFO] - ===> Epoch[722](1443/2): Loss -0.7473, Sem 0.0658, dir -0.9726, norm 0.1595, swav 0.0000 LR: 7.361e-02 Score 97.665 Data time: 0.1918, Forward time: 2.8343, Backward time: 3.5609, DDP time: 0.0038, Total iter time: 6.1938 [2020-11-08 07:32:03,532][root][INFO] - ===> Epoch[722](1444/2): Loss -0.7542, Sem 0.0642, dir -0.9734, norm 0.1550, swav 0.0000 LR: 7.359e-02 Score 97.711 Data time: 0.2597, Forward time: 2.8345, Backward time: 3.5608, DDP time: 0.0038, Total iter time: 6.7771 [2020-11-08 07:32:09,171][root][INFO] - ===> Epoch[723](1445/2): Loss -0.7520, Sem 0.0632, dir -0.9735, norm 0.1583, swav 0.0000 LR: 7.357e-02 Score 97.757 Data time: 0.2144, Forward time: 2.8342, Backward time: 3.5602, DDP time: 0.0038, Total iter time: 5.4791 [2020-11-08 07:32:15,909][root][INFO] - ===> Epoch[723](1446/2): Loss -0.7273, Sem 0.0694, dir -0.9676, norm 0.1709, swav 0.0000 LR: 7.355e-02 Score 97.668 Data time: 0.3658, Forward time: 2.8345, Backward time: 3.5598, DDP time: 0.0038, Total iter time: 6.6262 [2020-11-08 07:32:22,280][root][INFO] - ===> Epoch[724](1447/2): Loss -0.7427, Sem 0.0638, dir -0.9729, norm 0.1665, swav 0.0000 LR: 7.354e-02 Score 97.713 Data time: 0.3377, Forward time: 2.8348, Backward time: 3.5591, DDP time: 0.0038, Total iter time: 6.2318 [2020-11-08 07:32:28,112][root][INFO] - ===> Epoch[724](1448/2): Loss -0.7814, Sem 0.0620, dir -0.9779, norm 0.1345, swav 0.0000 LR: 7.352e-02 Score 97.772 Data time: 0.2450, Forward time: 2.8350, Backward time: 3.5583, DDP time: 0.0038, Total iter time: 5.6738 [2020-11-08 07:32:34,701][root][INFO] - ===> Epoch[725](1449/2): Loss -0.7436, Sem 0.0649, dir -0.9710, norm 0.1626, swav 0.0000 LR: 7.350e-02 Score 97.665 Data time: 0.1645, Forward time: 2.8344, Backward time: 3.5588, DDP time: 0.0038, Total iter time: 6.4555 [2020-11-08 07:32:41,132][root][INFO] - ===> Epoch[725](1450/2): Loss -0.7354, Sem 0.0609, dir -0.9706, norm 0.1743, swav 0.0000 LR: 7.348e-02 Score 97.849 Data time: 0.2026, Forward time: 2.8341, Backward time: 3.5587, DDP time: 0.0038, Total iter time: 6.2881 [2020-11-08 07:32:47,512][root][INFO] - ===> Epoch[726](1451/2): Loss -0.7447, Sem 0.0633, dir -0.9720, norm 0.1640, swav 0.0000 LR: 7.346e-02 Score 97.750 Data time: 0.2695, Forward time: 2.8342, Backward time: 3.5584, DDP time: 0.0038, Total iter time: 6.2470 [2020-11-08 07:32:54,391][root][INFO] - ===> Epoch[726](1452/2): Loss -0.7443, Sem 0.0667, dir -0.9717, norm 0.1608, swav 0.0000 LR: 7.344e-02 Score 97.598 Data time: 0.2845, Forward time: 2.8347, Backward time: 3.5578, DDP time: 0.0038, Total iter time: 6.6915 [2020-11-08 07:33:02,329][root][INFO] - ===> Epoch[727](1453/2): Loss -0.7259, Sem 0.0661, dir -0.9641, norm 0.1721, swav 0.0000 LR: 7.342e-02 Score 97.670 Data time: 0.1521, Forward time: 2.8340, Backward time: 3.5593, DDP time: 0.0038, Total iter time: 7.7998 [2020-11-08 07:33:09,635][root][INFO] - ===> Epoch[727](1454/2): Loss -0.7546, Sem 0.0640, dir -0.9749, norm 0.1563, swav 0.0000 LR: 7.340e-02 Score 97.704 Data time: 0.3077, Forward time: 2.8345, Backward time: 3.5591, DDP time: 0.0038, Total iter time: 7.1968 [2020-11-08 07:33:16,200][root][INFO] - ===> Epoch[728](1455/2): Loss -0.7622, Sem 0.0618, dir -0.9757, norm 0.1517, swav 0.0000 LR: 7.339e-02 Score 97.804 Data time: 0.1681, Forward time: 2.8339, Backward time: 3.5594, DDP time: 0.0038, Total iter time: 6.4331 [2020-11-08 07:33:22,512][root][INFO] - ===> Epoch[728](1456/2): Loss -0.7379, Sem 0.0647, dir -0.9692, norm 0.1666, swav 0.0000 LR: 7.337e-02 Score 97.677 Data time: 0.2971, Forward time: 2.8338, Backward time: 3.5592, DDP time: 0.0038, Total iter time: 6.2003 [2020-11-08 07:33:28,880][root][INFO] - ===> Epoch[729](1457/2): Loss -0.7396, Sem 0.0637, dir -0.9715, norm 0.1682, swav 0.0000 LR: 7.335e-02 Score 97.736 Data time: 0.3290, Forward time: 2.8341, Backward time: 3.5586, DDP time: 0.0038, Total iter time: 6.2211 [2020-11-08 07:33:34,386][root][INFO] - ===> Epoch[729](1458/2): Loss -0.7502, Sem 0.0625, dir -0.9730, norm 0.1604, swav 0.0000 LR: 7.333e-02 Score 97.720 Data time: 0.2594, Forward time: 2.8341, Backward time: 3.5576, DDP time: 0.0038, Total iter time: 5.3390 [2020-11-08 07:33:41,158][root][INFO] - ===> Epoch[730](1459/2): Loss -0.7443, Sem 0.0697, dir -0.9739, norm 0.1598, swav 0.0000 LR: 7.331e-02 Score 97.493 Data time: 0.3052, Forward time: 2.8346, Backward time: 3.5570, DDP time: 0.0038, Total iter time: 6.6165 [2020-11-08 07:33:49,205][root][INFO] - ===> Epoch[730](1460/2): Loss -0.7382, Sem 0.0620, dir -0.9677, norm 0.1675, swav 0.0000 LR: 7.329e-02 Score 97.782 Data time: 0.2171, Forward time: 2.8344, Backward time: 3.5580, DDP time: 0.0038, Total iter time: 7.8721 [2020-11-08 07:33:55,882][root][INFO] - ===> Epoch[731](1461/2): Loss -0.7354, Sem 0.0605, dir -0.9715, norm 0.1755, swav 0.0000 LR: 7.327e-02 Score 97.852 Data time: 0.2894, Forward time: 2.8343, Backward time: 3.5579, DDP time: 0.0038, Total iter time: 6.5341 [2020-11-08 07:34:03,266][root][INFO] - ===> Epoch[731](1462/2): Loss -0.7568, Sem 0.0635, dir -0.9750, norm 0.1547, swav 0.0000 LR: 7.326e-02 Score 97.750 Data time: 0.1959, Forward time: 2.8340, Backward time: 3.5585, DDP time: 0.0038, Total iter time: 7.2348 [2020-11-08 07:34:09,975][root][INFO] - ===> Epoch[732](1463/2): Loss -0.7086, Sem 0.0704, dir -0.9635, norm 0.1846, swav 0.0000 LR: 7.324e-02 Score 97.499 Data time: 0.2175, Forward time: 2.8334, Backward time: 3.5590, DDP time: 0.0038, Total iter time: 6.5876 [2020-11-08 07:34:16,667][root][INFO] - ===> Epoch[732](1464/2): Loss -0.7319, Sem 0.0605, dir -0.9678, norm 0.1754, swav 0.0000 LR: 7.322e-02 Score 97.844 Data time: 0.3278, Forward time: 2.8339, Backward time: 3.5585, DDP time: 0.0038, Total iter time: 6.5942 [2020-11-08 07:34:24,692][root][INFO] - ===> Epoch[733](1465/2): Loss -0.7526, Sem 0.0667, dir -0.9744, norm 0.1551, swav 0.0000 LR: 7.320e-02 Score 97.580 Data time: 0.2170, Forward time: 2.8337, Backward time: 3.5594, DDP time: 0.0038, Total iter time: 7.8752 [2020-11-08 07:34:31,448][root][INFO] - ===> Epoch[733](1466/2): Loss -0.7304, Sem 0.0642, dir -0.9696, norm 0.1750, swav 0.0000 LR: 7.318e-02 Score 97.784 Data time: 0.2246, Forward time: 2.8335, Backward time: 3.5595, DDP time: 0.0038, Total iter time: 6.6153 [2020-11-08 07:34:38,590][root][INFO] - ===> Epoch[734](1467/2): Loss -0.7328, Sem 0.0651, dir -0.9714, norm 0.1734, swav 0.0000 LR: 7.316e-02 Score 97.694 Data time: 0.3171, Forward time: 2.8341, Backward time: 3.5592, DDP time: 0.0038, Total iter time: 6.9941 [2020-11-08 07:34:44,780][root][INFO] - ===> Epoch[734](1468/2): Loss -0.7435, Sem 0.0675, dir -0.9724, norm 0.1614, swav 0.0000 LR: 7.314e-02 Score 97.605 Data time: 0.2744, Forward time: 2.8340, Backward time: 3.5587, DDP time: 0.0038, Total iter time: 6.0356 [2020-11-08 07:34:51,972][root][INFO] - ===> Epoch[735](1469/2): Loss -0.7357, Sem 0.0666, dir -0.9714, norm 0.1691, swav 0.0000 LR: 7.313e-02 Score 97.586 Data time: 0.2267, Forward time: 2.8340, Backward time: 3.5589, DDP time: 0.0038, Total iter time: 7.0402 [2020-11-08 07:34:59,648][root][INFO] - ===> Epoch[735](1470/2): Loss -0.7629, Sem 0.0649, dir -0.9717, norm 0.1438, swav 0.0000 LR: 7.311e-02 Score 97.677 Data time: 0.2519, Forward time: 2.8338, Backward time: 3.5597, DDP time: 0.0038, Total iter time: 7.5270 [2020-11-08 07:35:06,208][root][INFO] - ===> Epoch[736](1471/2): Loss -0.7406, Sem 0.0697, dir -0.9734, norm 0.1631, swav 0.0000 LR: 7.309e-02 Score 97.527 Data time: 0.2024, Forward time: 2.8335, Backward time: 3.5598, DDP time: 0.0038, Total iter time: 6.4477 [2020-11-08 07:35:12,104][root][INFO] - ===> Epoch[736](1472/2): Loss -0.7654, Sem 0.0635, dir -0.9739, norm 0.1451, swav 0.0000 LR: 7.307e-02 Score 97.738 Data time: 0.2649, Forward time: 2.8337, Backward time: 3.5590, DDP time: 0.0038, Total iter time: 5.7929 [2020-11-08 07:35:18,818][root][INFO] - ===> Epoch[737](1473/2): Loss -0.7445, Sem 0.0664, dir -0.9722, norm 0.1613, swav 0.0000 LR: 7.305e-02 Score 97.672 Data time: 0.2836, Forward time: 2.8338, Backward time: 3.5588, DDP time: 0.0038, Total iter time: 6.5460 [2020-11-08 07:35:26,445][root][INFO] - ===> Epoch[737](1474/2): Loss -0.7496, Sem 0.0606, dir -0.9718, norm 0.1615, swav 0.0000 LR: 7.303e-02 Score 97.856 Data time: 0.1768, Forward time: 2.8333, Backward time: 3.5598, DDP time: 0.0038, Total iter time: 7.5030 [2020-11-08 07:35:33,979][root][INFO] - ===> Epoch[738](1475/2): Loss -0.7613, Sem 0.0645, dir -0.9768, norm 0.1510, swav 0.0000 LR: 7.301e-02 Score 97.717 Data time: 0.2213, Forward time: 2.8332, Backward time: 3.5604, DDP time: 0.0038, Total iter time: 7.4458 [2020-11-08 07:35:41,714][root][INFO] - ===> Epoch[738](1476/2): Loss -0.7219, Sem 0.0644, dir -0.9653, norm 0.1790, swav 0.0000 LR: 7.299e-02 Score 97.702 Data time: 0.2895, Forward time: 2.8331, Backward time: 3.5610, DDP time: 0.0038, Total iter time: 7.6138 [2020-11-08 07:35:47,725][root][INFO] - ===> Epoch[739](1477/2): Loss -0.7610, Sem 0.0625, dir -0.9750, norm 0.1515, swav 0.0000 LR: 7.298e-02 Score 97.761 Data time: 0.2226, Forward time: 2.8329, Backward time: 3.5606, DDP time: 0.0038, Total iter time: 5.8447 [2020-11-08 07:35:54,417][root][INFO] - ===> Epoch[739](1478/2): Loss -0.7490, Sem 0.0613, dir -0.9705, norm 0.1602, swav 0.0000 LR: 7.296e-02 Score 97.813 Data time: 0.3085, Forward time: 2.8330, Backward time: 3.5604, DDP time: 0.0038, Total iter time: 6.5608 [2020-11-08 07:36:02,075][root][INFO] - ===> Epoch[740](1479/2): Loss -0.7267, Sem 0.0652, dir -0.9681, norm 0.1762, swav 0.0000 LR: 7.294e-02 Score 97.716 Data time: 0.3477, Forward time: 2.8334, Backward time: 3.5605, DDP time: 0.0038, Total iter time: 7.5052 [2020-11-08 07:36:08,521][root][INFO] - ===> Epoch[740](1480/2): Loss -0.7555, Sem 0.0619, dir -0.9748, norm 0.1575, swav 0.0000 LR: 7.292e-02 Score 97.774 Data time: 0.2313, Forward time: 2.8333, Backward time: 3.5603, DDP time: 0.0038, Total iter time: 6.2892 [2020-11-08 07:36:15,046][root][INFO] - ===> Epoch[741](1481/2): Loss -0.7480, Sem 0.0604, dir -0.9716, norm 0.1632, swav 0.0000 LR: 7.290e-02 Score 97.809 Data time: 0.3109, Forward time: 2.8338, Backward time: 3.5596, DDP time: 0.0038, Total iter time: 6.4041 [2020-11-08 07:36:21,905][root][INFO] - ===> Epoch[741](1482/2): Loss -0.7404, Sem 0.0593, dir -0.9735, norm 0.1738, swav 0.0000 LR: 7.288e-02 Score 97.873 Data time: 0.3182, Forward time: 2.8339, Backward time: 3.5594, DDP time: 0.0038, Total iter time: 6.6986 [2020-11-08 07:36:30,024][root][INFO] - ===> Epoch[742](1483/2): Loss -0.7615, Sem 0.0645, dir -0.9764, norm 0.1504, swav 0.0000 LR: 7.286e-02 Score 97.634 Data time: 0.3828, Forward time: 2.8348, Backward time: 3.5593, DDP time: 0.0038, Total iter time: 7.9768 [2020-11-08 07:36:37,340][root][INFO] - ===> Epoch[742](1484/2): Loss -0.7404, Sem 0.0669, dir -0.9695, norm 0.1621, swav 0.0000 LR: 7.285e-02 Score 97.653 Data time: 0.3399, Forward time: 2.8355, Backward time: 3.5588, DDP time: 0.0038, Total iter time: 7.1537 [2020-11-08 07:36:43,570][root][INFO] - ===> Epoch[743](1485/2): Loss -0.7586, Sem 0.0635, dir -0.9734, norm 0.1514, swav 0.0000 LR: 7.283e-02 Score 97.699 Data time: 0.2995, Forward time: 2.8359, Backward time: 3.5581, DDP time: 0.0038, Total iter time: 6.0625 [2020-11-08 07:36:51,625][root][INFO] - ===> Epoch[743](1486/2): Loss -0.7491, Sem 0.0637, dir -0.9714, norm 0.1585, swav 0.0000 LR: 7.281e-02 Score 97.763 Data time: 0.3614, Forward time: 2.8368, Backward time: 3.5579, DDP time: 0.0038, Total iter time: 7.9066 [2020-11-08 07:36:59,140][root][INFO] - ===> Epoch[744](1487/2): Loss -0.7553, Sem 0.0568, dir -0.9741, norm 0.1620, swav 0.0000 LR: 7.279e-02 Score 97.943 Data time: 0.2492, Forward time: 2.8369, Backward time: 3.5582, DDP time: 0.0038, Total iter time: 7.3649 [2020-11-08 07:37:06,400][root][INFO] - ===> Epoch[744](1488/2): Loss -0.7585, Sem 0.0612, dir -0.9758, norm 0.1560, swav 0.0000 LR: 7.277e-02 Score 97.815 Data time: 0.3341, Forward time: 2.8374, Backward time: 3.5579, DDP time: 0.0038, Total iter time: 7.1234 [2020-11-08 07:37:13,462][root][INFO] - ===> Epoch[745](1489/2): Loss -0.7381, Sem 0.0661, dir -0.9713, norm 0.1671, swav 0.0000 LR: 7.275e-02 Score 97.618 Data time: 0.3304, Forward time: 2.8381, Backward time: 3.5574, DDP time: 0.0038, Total iter time: 6.8920 [2020-11-08 07:37:20,533][root][INFO] - ===> Epoch[745](1490/2): Loss -0.7537, Sem 0.0593, dir -0.9737, norm 0.1607, swav 0.0000 LR: 7.273e-02 Score 97.884 Data time: 0.3345, Forward time: 2.8387, Backward time: 3.5569, DDP time: 0.0038, Total iter time: 6.9174 [2020-11-08 07:37:27,384][root][INFO] - ===> Epoch[746](1491/2): Loss -0.7482, Sem 0.0678, dir -0.9714, norm 0.1554, swav 0.0000 LR: 7.272e-02 Score 97.558 Data time: 0.2603, Forward time: 2.8389, Backward time: 3.5567, DDP time: 0.0038, Total iter time: 6.6598 [2020-11-08 07:37:33,917][root][INFO] - ===> Epoch[746](1492/2): Loss -0.7740, Sem 0.0614, dir -0.9771, norm 0.1418, swav 0.0000 LR: 7.270e-02 Score 97.808 Data time: 0.2655, Forward time: 2.8389, Backward time: 3.5564, DDP time: 0.0038, Total iter time: 6.3893 [2020-11-08 07:37:42,251][root][INFO] - ===> Epoch[747](1493/2): Loss -0.7562, Sem 0.0621, dir -0.9720, norm 0.1537, swav 0.0000 LR: 7.268e-02 Score 97.784 Data time: 0.2227, Forward time: 2.8388, Backward time: 3.5575, DDP time: 0.0038, Total iter time: 8.2160 [2020-11-08 07:37:49,220][root][INFO] - ===> Epoch[747](1494/2): Loss -0.7481, Sem 0.0666, dir -0.9743, norm 0.1596, swav 0.0000 LR: 7.266e-02 Score 97.640 Data time: 0.3767, Forward time: 2.8393, Backward time: 3.5570, DDP time: 0.0038, Total iter time: 6.8322 [2020-11-08 07:37:55,131][root][INFO] - ===> Epoch[748](1495/2): Loss -0.7828, Sem 0.0618, dir -0.9763, norm 0.1317, swav 0.0000 LR: 7.264e-02 Score 97.787 Data time: 0.2634, Forward time: 2.8395, Backward time: 3.5562, DDP time: 0.0038, Total iter time: 5.7284 [2020-11-08 07:38:01,856][root][INFO] - ===> Epoch[748](1496/2): Loss -0.7778, Sem 0.0577, dir -0.9771, norm 0.1417, swav 0.0000 LR: 7.262e-02 Score 97.914 Data time: 0.2512, Forward time: 2.8396, Backward time: 3.5560, DDP time: 0.0038, Total iter time: 6.6055 [2020-11-08 07:38:09,797][root][INFO] - ===> Epoch[749](1497/2): Loss -0.7603, Sem 0.0627, dir -0.9736, norm 0.1505, swav 0.0000 LR: 7.260e-02 Score 97.776 Data time: 0.3078, Forward time: 2.8397, Backward time: 3.5566, DDP time: 0.0038, Total iter time: 7.7969 [2020-11-08 07:38:19,077][root][INFO] - ===> Epoch[749](1498/2): Loss -0.7662, Sem 0.0635, dir -0.9752, norm 0.1455, swav 0.0000 LR: 7.258e-02 Score 97.730 Data time: 0.4372, Forward time: 2.8412, Backward time: 3.5566, DDP time: 0.0038, Total iter time: 9.1434 [2020-11-08 07:38:27,099][root][INFO] - ===> Epoch[750](1499/2): Loss -0.7591, Sem 0.0632, dir -0.9757, norm 0.1534, swav 0.0000 LR: 7.257e-02 Score 97.731 Data time: 0.3014, Forward time: 2.8414, Backward time: 3.5571, DDP time: 0.0038, Total iter time: 7.8705 [2020-11-08 07:38:34,033][root][INFO] - ===> Epoch[750](1500/2): Loss -0.7598, Sem 0.0629, dir -0.9748, norm 0.1521, swav 0.0000 LR: 7.255e-02 Score 97.743 Data time: 0.3281, Forward time: 2.8420, Backward time: 3.5565, DDP time: 0.0038, Total iter time: 6.7919 [2020-11-08 07:38:34,751][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 07:38:34,922][root][INFO] - ===> Start testing [2020-11-08 07:40:02,112][root][INFO] - 101/312: Data time: 0.0064, Iter time: 0.2819 Loss 1.654 (AVG: 1.480) Score 70.451 (AVG: 79.997) mIOU 45.813 mAP 59.471 mAcc 58.638 IOU: 73.190 95.579 43.411 70.924 78.840 57.990 61.250 39.073 43.613 15.195 22.688 30.786 39.386 25.768 35.229 3.439 59.388 35.089 64.115 21.308 mAP: 75.094 96.526 53.507 68.731 84.587 71.843 63.239 54.725 56.397 38.042 48.130 38.410 57.900 39.794 45.422 17.447 89.283 68.703 77.432 44.199 mAcc: 91.938 98.665 70.307 84.372 85.919 92.699 67.935 58.986 54.545 16.468 31.946 45.868 58.723 28.057 48.752 4.033 87.386 46.836 75.864 23.454 [2020-11-08 07:41:37,106][root][INFO] - 201/312: Data time: 0.0081, Iter time: 0.3990 Loss 0.963 (AVG: 1.488) Score 85.120 (AVG: 80.291) mIOU 45.096 mAP 58.688 mAcc 57.638 IOU: 74.250 95.923 39.849 70.361 79.965 66.009 57.081 40.561 38.149 14.635 22.786 33.432 36.760 32.224 24.701 3.528 54.167 37.540 60.291 19.710 mAP: 74.938 96.160 49.365 72.409 85.514 73.419 61.406 54.629 51.708 39.409 47.289 37.035 56.543 43.603 39.442 17.364 88.905 70.958 75.112 38.545 mAcc: 92.731 98.842 63.113 85.913 87.574 89.945 66.126 61.004 46.184 15.571 33.803 46.946 54.391 34.683 34.982 4.055 86.863 52.837 74.995 22.196 [2020-11-08 07:43:15,052][root][INFO] - 301/312: Data time: 0.0065, Iter time: 0.1546 Loss 0.638 (AVG: 1.593) Score 83.350 (AVG: 79.251) mIOU 43.508 mAP 57.729 mAcc 56.646 IOU: 73.531 95.627 39.480 63.788 80.023 66.333 56.614 39.356 39.048 11.599 22.968 31.353 39.489 24.107 21.656 3.131 49.532 35.819 58.294 18.418 mAP: 75.085 95.438 48.929 68.245 84.559 74.515 58.864 53.677 50.174 38.371 46.748 38.000 57.041 38.876 36.830 17.332 88.518 69.656 74.942 38.777 mAcc: 92.812 98.794 64.316 79.611 87.544 89.977 67.271 58.749 47.628 12.137 34.953 43.577 59.344 26.210 31.860 3.528 86.618 52.049 75.236 20.701 [2020-11-08 07:43:25,569][root][INFO] - 312/312: Data time: 0.0036, Iter time: 0.3603 Loss 0.655 (AVG: 1.592) Score 85.398 (AVG: 79.287) mIOU 43.473 mAP 57.513 mAcc 56.580 IOU: 73.739 95.586 39.345 64.101 79.610 65.609 56.688 39.097 40.508 11.575 22.303 31.775 39.292 23.799 22.456 2.653 49.375 35.368 57.703 18.881 mAP: 75.067 95.378 49.009 68.659 84.476 74.282 58.758 53.017 51.143 38.371 44.982 38.280 56.831 38.324 38.196 16.759 87.938 69.003 72.567 39.224 mAcc: 92.925 98.789 63.945 79.876 86.979 90.147 67.484 58.493 49.229 12.137 33.538 44.318 58.924 25.873 33.298 2.938 85.601 51.361 74.464 21.277 [2020-11-08 07:43:25,570][root][INFO] - Finished test. Elapsed time: 290.6466 [2020-11-08 07:43:37,726][root][INFO] - [2020-11-08 07:43:37,727][root][INFO] - ################################################################ [2020-11-08 07:43:37,727][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 07:43:37,727][root][INFO] - ################################################################ [2020-11-08 07:43:37,727][root][INFO] - cabinet : 0.106 0.245 0.510 [2020-11-08 07:43:37,727][root][INFO] - bed : 0.338 0.659 0.737 [2020-11-08 07:43:37,728][root][INFO] - chair : 0.612 0.772 0.836 [2020-11-08 07:43:37,728][root][INFO] - sofa : 0.374 0.642 0.790 [2020-11-08 07:43:37,728][root][INFO] - table : 0.215 0.374 0.513 [2020-11-08 07:43:37,728][root][INFO] - door : 0.170 0.316 0.455 [2020-11-08 07:43:37,728][root][INFO] - window : 0.049 0.117 0.265 [2020-11-08 07:43:37,728][root][INFO] - bookshelf : 0.007 0.018 0.141 [2020-11-08 07:43:37,728][root][INFO] - picture : 0.097 0.202 0.312 [2020-11-08 07:43:37,728][root][INFO] - counter : 0.004 0.019 0.235 [2020-11-08 07:43:37,728][root][INFO] - desk : 0.015 0.060 0.362 [2020-11-08 07:43:37,728][root][INFO] - curtain : 0.041 0.089 0.144 [2020-11-08 07:43:37,728][root][INFO] - refrigerator : 0.161 0.228 0.239 [2020-11-08 07:43:37,728][root][INFO] - shower curtain : 0.036 0.036 0.051 [2020-11-08 07:43:37,728][root][INFO] - toilet : 0.723 0.876 0.963 [2020-11-08 07:43:37,728][root][INFO] - sink : 0.096 0.353 0.736 [2020-11-08 07:43:37,728][root][INFO] - bathtub : 0.314 0.450 0.696 [2020-11-08 07:43:37,728][root][INFO] - otherfurniture : 0.140 0.245 0.371 [2020-11-08 07:43:37,728][root][INFO] - ---------------------------------------------------------------- [2020-11-08 07:43:37,728][root][INFO] - average : 0.194 0.317 0.464 [2020-11-08 07:43:37,728][root][INFO] - [2020-11-08 07:43:37,962][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 07:43:37,964][root][INFO] - Current best mIoU: 44.812 at iter 1000 [2020-11-08 07:43:44,563][root][INFO] - ===> Epoch[751](1501/2): Loss -0.7746, Sem 0.0616, dir -0.9772, norm 0.1410, swav 0.0000 LR: 7.253e-02 Score 97.774 Data time: 0.3033, Forward time: 2.8424, Backward time: 3.5561, DDP time: 0.0038, Total iter time: 6.5935 [2020-11-08 07:43:51,178][root][INFO] - ===> Epoch[751](1502/2): Loss -0.7549, Sem 0.0640, dir -0.9743, norm 0.1554, swav 0.0000 LR: 7.251e-02 Score 97.713 Data time: 0.2961, Forward time: 2.8428, Backward time: 3.5554, DDP time: 0.0038, Total iter time: 6.4777 [2020-11-08 07:43:58,416][root][INFO] - ===> Epoch[752](1503/2): Loss -0.7696, Sem 0.0605, dir -0.9767, norm 0.1466, swav 0.0000 LR: 7.249e-02 Score 97.833 Data time: 0.2283, Forward time: 2.8427, Backward time: 3.5558, DDP time: 0.0038, Total iter time: 7.0747 [2020-11-08 07:44:05,198][root][INFO] - ===> Epoch[752](1504/2): Loss -0.7707, Sem 0.0619, dir -0.9769, norm 0.1444, swav 0.0000 LR: 7.247e-02 Score 97.782 Data time: 0.2607, Forward time: 2.8427, Backward time: 3.5558, DDP time: 0.0038, Total iter time: 6.6976 [2020-11-08 07:44:11,713][root][INFO] - ===> Epoch[753](1505/2): Loss -0.7534, Sem 0.0638, dir -0.9723, norm 0.1551, swav 0.0000 LR: 7.245e-02 Score 97.714 Data time: 0.3506, Forward time: 2.8430, Backward time: 3.5552, DDP time: 0.0038, Total iter time: 6.3667 [2020-11-08 07:44:18,645][root][INFO] - ===> Epoch[753](1506/2): Loss -0.7762, Sem 0.0623, dir -0.9765, norm 0.1381, swav 0.0000 LR: 7.244e-02 Score 97.776 Data time: 0.2116, Forward time: 2.8424, Backward time: 3.5558, DDP time: 0.0038, Total iter time: 6.7644 [2020-11-08 07:44:24,743][root][INFO] - ===> Epoch[754](1507/2): Loss -0.7711, Sem 0.0574, dir -0.9758, norm 0.1472, swav 0.0000 LR: 7.242e-02 Score 97.934 Data time: 0.2885, Forward time: 2.8426, Backward time: 3.5551, DDP time: 0.0038, Total iter time: 6.0190 [2020-11-08 07:44:31,376][root][INFO] - ===> Epoch[754](1508/2): Loss -0.7619, Sem 0.0630, dir -0.9750, norm 0.1501, swav 0.0000 LR: 7.240e-02 Score 97.728 Data time: 0.1926, Forward time: 2.8422, Backward time: 3.5554, DDP time: 0.0038, Total iter time: 6.5123 [2020-11-08 07:44:38,847][root][INFO] - ===> Epoch[755](1509/2): Loss -0.7733, Sem 0.0625, dir -0.9772, norm 0.1414, swav 0.0000 LR: 7.238e-02 Score 97.749 Data time: 0.2820, Forward time: 2.8423, Backward time: 3.5557, DDP time: 0.0038, Total iter time: 7.3537 [2020-11-08 07:44:45,203][root][INFO] - ===> Epoch[755](1510/2): Loss -0.7568, Sem 0.0614, dir -0.9740, norm 0.1558, swav 0.0000 LR: 7.236e-02 Score 97.805 Data time: 0.2540, Forward time: 2.8424, Backward time: 3.5553, DDP time: 0.0038, Total iter time: 6.2046 [2020-11-08 07:44:51,062][root][INFO] - ===> Epoch[756](1511/2): Loss -0.7708, Sem 0.0642, dir -0.9771, norm 0.1420, swav 0.0000 LR: 7.234e-02 Score 97.716 Data time: 0.2477, Forward time: 2.8421, Backward time: 3.5549, DDP time: 0.0038, Total iter time: 5.7018 [2020-11-08 07:44:57,669][root][INFO] - ===> Epoch[756](1512/2): Loss -0.7596, Sem 0.0606, dir -0.9717, norm 0.1515, swav 0.0000 LR: 7.232e-02 Score 97.840 Data time: 0.2937, Forward time: 2.8426, Backward time: 3.5542, DDP time: 0.0038, Total iter time: 6.4821 [2020-11-08 07:45:04,127][root][INFO] - ===> Epoch[757](1513/2): Loss -0.7226, Sem 0.0675, dir -0.9654, norm 0.1752, swav 0.0000 LR: 7.230e-02 Score 97.598 Data time: 0.2681, Forward time: 2.8425, Backward time: 3.5540, DDP time: 0.0038, Total iter time: 6.3169 [2020-11-08 07:45:10,514][root][INFO] - ===> Epoch[757](1514/2): Loss -0.7460, Sem 0.0635, dir -0.9736, norm 0.1641, swav 0.0000 LR: 7.229e-02 Score 97.704 Data time: 0.2261, Forward time: 2.8423, Backward time: 3.5539, DDP time: 0.0038, Total iter time: 6.2633 [2020-11-08 07:45:15,705][root][INFO] - ===> Epoch[758](1515/2): Loss -0.7674, Sem 0.0602, dir -0.9724, norm 0.1448, swav 0.0000 LR: 7.227e-02 Score 97.875 Data time: 0.2524, Forward time: 2.8421, Backward time: 3.5530, DDP time: 0.0038, Total iter time: 5.0550 [2020-11-08 07:45:23,142][root][INFO] - ===> Epoch[758](1516/2): Loss -0.7270, Sem 0.0649, dir -0.9700, norm 0.1780, swav 0.0000 LR: 7.225e-02 Score 97.699 Data time: 0.1852, Forward time: 2.8416, Backward time: 3.5539, DDP time: 0.0038, Total iter time: 7.2976 [2020-11-08 07:45:28,735][root][INFO] - ===> Epoch[759](1517/2): Loss -0.7517, Sem 0.0605, dir -0.9740, norm 0.1617, swav 0.0000 LR: 7.223e-02 Score 97.848 Data time: 0.2983, Forward time: 2.8416, Backward time: 3.5531, DDP time: 0.0038, Total iter time: 5.5079 [2020-11-08 07:45:35,530][root][INFO] - ===> Epoch[759](1518/2): Loss -0.7502, Sem 0.0602, dir -0.9725, norm 0.1621, swav 0.0000 LR: 7.221e-02 Score 97.822 Data time: 0.2569, Forward time: 2.8418, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 6.6333 [2020-11-08 07:45:41,583][root][INFO] - ===> Epoch[760](1519/2): Loss -0.7555, Sem 0.0589, dir -0.9746, norm 0.1602, swav 0.0000 LR: 7.219e-02 Score 97.876 Data time: 0.1717, Forward time: 2.8412, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 5.9204 [2020-11-08 07:45:48,364][root][INFO] - ===> Epoch[760](1520/2): Loss -0.7580, Sem 0.0616, dir -0.9730, norm 0.1533, swav 0.0000 LR: 7.217e-02 Score 97.782 Data time: 0.2723, Forward time: 2.8414, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 6.6805 [2020-11-08 07:45:55,291][root][INFO] - ===> Epoch[761](1521/2): Loss -0.7483, Sem 0.0616, dir -0.9738, norm 0.1639, swav 0.0000 LR: 7.216e-02 Score 97.810 Data time: 0.3710, Forward time: 2.8419, Backward time: 3.5522, DDP time: 0.0038, Total iter time: 6.7841 [2020-11-08 07:46:02,606][root][INFO] - ===> Epoch[761](1522/2): Loss -0.7418, Sem 0.0643, dir -0.9702, norm 0.1641, swav 0.0000 LR: 7.214e-02 Score 97.680 Data time: 0.3545, Forward time: 2.8426, Backward time: 3.5518, DDP time: 0.0038, Total iter time: 7.1591 [2020-11-08 07:46:09,946][root][INFO] - ===> Epoch[762](1523/2): Loss -0.7542, Sem 0.0602, dir -0.9735, norm 0.1591, swav 0.0000 LR: 7.212e-02 Score 97.869 Data time: 0.2488, Forward time: 2.8425, Backward time: 3.5521, DDP time: 0.0038, Total iter time: 7.1616 [2020-11-08 07:46:15,716][root][INFO] - ===> Epoch[762](1524/2): Loss -0.7778, Sem 0.0551, dir -0.9778, norm 0.1449, swav 0.0000 LR: 7.210e-02 Score 97.958 Data time: 0.2310, Forward time: 2.8423, Backward time: 3.5516, DDP time: 0.0038, Total iter time: 5.6489 [2020-11-08 07:46:21,643][root][INFO] - ===> Epoch[763](1525/2): Loss -0.7481, Sem 0.0593, dir -0.9705, norm 0.1631, swav 0.0000 LR: 7.208e-02 Score 97.869 Data time: 0.2023, Forward time: 2.8422, Backward time: 3.5512, DDP time: 0.0038, Total iter time: 5.7976 [2020-11-08 07:46:29,444][root][INFO] - ===> Epoch[763](1526/2): Loss -0.7506, Sem 0.0631, dir -0.9719, norm 0.1581, swav 0.0000 LR: 7.206e-02 Score 97.755 Data time: 0.1476, Forward time: 2.8415, Backward time: 3.5525, DDP time: 0.0039, Total iter time: 7.7076 [2020-11-08 07:46:36,042][root][INFO] - ===> Epoch[764](1527/2): Loss -0.7609, Sem 0.0633, dir -0.9734, norm 0.1491, swav 0.0000 LR: 7.204e-02 Score 97.720 Data time: 0.2072, Forward time: 2.8412, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 6.5094 [2020-11-08 07:46:43,340][root][INFO] - ===> Epoch[764](1528/2): Loss -0.7448, Sem 0.0615, dir -0.9723, norm 0.1659, swav 0.0000 LR: 7.202e-02 Score 97.753 Data time: 0.2971, Forward time: 2.8413, Backward time: 3.5528, DDP time: 0.0039, Total iter time: 7.1664 [2020-11-08 07:46:49,575][root][INFO] - ===> Epoch[765](1529/2): Loss -0.7344, Sem 0.0610, dir -0.9703, norm 0.1749, swav 0.0000 LR: 7.201e-02 Score 97.826 Data time: 0.2071, Forward time: 2.8409, Backward time: 3.5528, DDP time: 0.0039, Total iter time: 6.0824 [2020-11-08 07:46:56,547][root][INFO] - ===> Epoch[765](1530/2): Loss -0.7588, Sem 0.0627, dir -0.9734, norm 0.1519, swav 0.0000 LR: 7.199e-02 Score 97.729 Data time: 0.1423, Forward time: 2.8402, Backward time: 3.5536, DDP time: 0.0039, Total iter time: 6.8632 [2020-11-08 07:47:02,726][root][INFO] - ===> Epoch[766](1531/2): Loss -0.7550, Sem 0.0609, dir -0.9756, norm 0.1597, swav 0.0000 LR: 7.197e-02 Score 97.821 Data time: 0.3022, Forward time: 2.8404, Backward time: 3.5530, DDP time: 0.0039, Total iter time: 6.0941 [2020-11-08 07:47:09,114][root][INFO] - ===> Epoch[766](1532/2): Loss -0.7486, Sem 0.0616, dir -0.9716, norm 0.1613, swav 0.0000 LR: 7.195e-02 Score 97.805 Data time: 0.2912, Forward time: 2.8408, Backward time: 3.5523, DDP time: 0.0039, Total iter time: 6.2228 [2020-11-08 07:47:15,002][root][INFO] - ===> Epoch[767](1533/2): Loss -0.7582, Sem 0.0607, dir -0.9748, norm 0.1559, swav 0.0000 LR: 7.193e-02 Score 97.809 Data time: 0.2703, Forward time: 2.8409, Backward time: 3.5516, DDP time: 0.0039, Total iter time: 5.7289 [2020-11-08 07:47:21,289][root][INFO] - ===> Epoch[767](1534/2): Loss -0.7444, Sem 0.0588, dir -0.9716, norm 0.1685, swav 0.0000 LR: 7.191e-02 Score 97.902 Data time: 0.2964, Forward time: 2.8411, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 6.1337 [2020-11-08 07:47:28,535][root][INFO] - ===> Epoch[768](1535/2): Loss -0.7451, Sem 0.0663, dir -0.9731, norm 0.1617, swav 0.0000 LR: 7.189e-02 Score 97.636 Data time: 0.2640, Forward time: 2.8410, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 7.1085 [2020-11-08 07:47:34,763][root][INFO] - ===> Epoch[768](1536/2): Loss -0.7411, Sem 0.0623, dir -0.9722, norm 0.1687, swav 0.0000 LR: 7.188e-02 Score 97.774 Data time: 0.1599, Forward time: 2.8404, Backward time: 3.5514, DDP time: 0.0039, Total iter time: 6.0758 [2020-11-08 07:47:42,576][root][INFO] - ===> Epoch[769](1537/2): Loss -0.7552, Sem 0.0630, dir -0.9736, norm 0.1555, swav 0.0000 LR: 7.186e-02 Score 97.731 Data time: 0.2065, Forward time: 2.8401, Backward time: 3.5523, DDP time: 0.0039, Total iter time: 7.7188 [2020-11-08 07:47:49,217][root][INFO] - ===> Epoch[769](1538/2): Loss -0.7571, Sem 0.0620, dir -0.9718, norm 0.1527, swav 0.0000 LR: 7.184e-02 Score 97.788 Data time: 0.3403, Forward time: 2.8403, Backward time: 3.5521, DDP time: 0.0039, Total iter time: 6.4964 [2020-11-08 07:47:55,083][root][INFO] - ===> Epoch[770](1539/2): Loss -0.7601, Sem 0.0588, dir -0.9756, norm 0.1567, swav 0.0000 LR: 7.182e-02 Score 97.877 Data time: 0.2124, Forward time: 2.8400, Backward time: 3.5517, DDP time: 0.0039, Total iter time: 5.7120 [2020-11-08 07:48:03,858][root][INFO] - ===> Epoch[770](1540/2): Loss -0.7586, Sem 0.0651, dir -0.9743, norm 0.1506, swav 0.0000 LR: 7.180e-02 Score 97.681 Data time: 0.2409, Forward time: 2.8400, Backward time: 3.5528, DDP time: 0.0039, Total iter time: 8.6600 [2020-11-08 07:48:10,791][root][INFO] - ===> Epoch[771](1541/2): Loss -0.7630, Sem 0.0641, dir -0.9751, norm 0.1480, swav 0.0000 LR: 7.178e-02 Score 97.701 Data time: 0.1799, Forward time: 2.8396, Backward time: 3.5533, DDP time: 0.0039, Total iter time: 6.7861 [2020-11-08 07:48:16,845][root][INFO] - ===> Epoch[771](1542/2): Loss -0.7588, Sem 0.0568, dir -0.9729, norm 0.1572, swav 0.0000 LR: 7.176e-02 Score 97.963 Data time: 0.2024, Forward time: 2.8393, Backward time: 3.5531, DDP time: 0.0039, Total iter time: 5.9315 [2020-11-08 07:48:23,953][root][INFO] - ===> Epoch[772](1543/2): Loss -0.7700, Sem 0.0631, dir -0.9757, norm 0.1426, swav 0.0000 LR: 7.174e-02 Score 97.711 Data time: 0.2368, Forward time: 2.8392, Backward time: 3.5534, DDP time: 0.0039, Total iter time: 7.0042 [2020-11-08 07:48:32,178][root][INFO] - ===> Epoch[772](1544/2): Loss -0.7732, Sem 0.0614, dir -0.9763, norm 0.1417, swav 0.0000 LR: 7.173e-02 Score 97.808 Data time: 0.3769, Forward time: 2.8396, Backward time: 3.5537, DDP time: 0.0039, Total iter time: 8.0721 [2020-11-08 07:48:37,883][root][INFO] - ===> Epoch[773](1545/2): Loss -0.7645, Sem 0.0639, dir -0.9754, norm 0.1470, swav 0.0000 LR: 7.171e-02 Score 97.745 Data time: 0.2520, Forward time: 2.8397, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 5.5631 [2020-11-08 07:48:43,530][root][INFO] - ===> Epoch[773](1546/2): Loss -0.7809, Sem 0.0610, dir -0.9783, norm 0.1364, swav 0.0000 LR: 7.169e-02 Score 97.785 Data time: 0.3352, Forward time: 2.8398, Backward time: 3.5520, DDP time: 0.0039, Total iter time: 5.5216 [2020-11-08 07:48:52,877][root][INFO] - ===> Epoch[774](1547/2): Loss -0.7706, Sem 0.0610, dir -0.9777, norm 0.1461, swav 0.0000 LR: 7.167e-02 Score 97.795 Data time: 0.4792, Forward time: 2.8411, Backward time: 3.5523, DDP time: 0.0039, Total iter time: 9.2078 [2020-11-08 07:49:00,038][root][INFO] - ===> Epoch[774](1548/2): Loss -0.7676, Sem 0.0599, dir -0.9755, norm 0.1480, swav 0.0000 LR: 7.165e-02 Score 97.859 Data time: 0.3266, Forward time: 2.8412, Backward time: 3.5522, DDP time: 0.0039, Total iter time: 6.9939 [2020-11-08 07:49:07,440][root][INFO] - ===> Epoch[775](1549/2): Loss -0.7566, Sem 0.0598, dir -0.9746, norm 0.1582, swav 0.0000 LR: 7.163e-02 Score 97.832 Data time: 0.2109, Forward time: 2.8409, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 7.2628 [2020-11-08 07:49:14,269][root][INFO] - ===> Epoch[775](1550/2): Loss -0.7734, Sem 0.0593, dir -0.9748, norm 0.1421, swav 0.0000 LR: 7.161e-02 Score 97.889 Data time: 0.3557, Forward time: 2.8413, Backward time: 3.5524, DDP time: 0.0039, Total iter time: 6.7127 [2020-11-08 07:49:22,247][root][INFO] - ===> Epoch[776](1551/2): Loss -0.7715, Sem 0.0587, dir -0.9763, norm 0.1461, swav 0.0000 LR: 7.160e-02 Score 97.877 Data time: 0.2764, Forward time: 2.8416, Backward time: 3.5528, DDP time: 0.0039, Total iter time: 7.8258 [2020-11-08 07:49:29,671][root][INFO] - ===> Epoch[776](1552/2): Loss -0.7592, Sem 0.0636, dir -0.9759, norm 0.1531, swav 0.0000 LR: 7.158e-02 Score 97.728 Data time: 0.2518, Forward time: 2.8414, Backward time: 3.5532, DDP time: 0.0039, Total iter time: 7.2618 [2020-11-08 07:49:37,029][root][INFO] - ===> Epoch[777](1553/2): Loss -0.7526, Sem 0.0622, dir -0.9726, norm 0.1578, swav 0.0000 LR: 7.156e-02 Score 97.759 Data time: 0.3435, Forward time: 2.8421, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 7.2198 [2020-11-08 07:49:43,100][root][INFO] - ===> Epoch[777](1554/2): Loss -0.7613, Sem 0.0594, dir -0.9759, norm 0.1553, swav 0.0000 LR: 7.154e-02 Score 97.895 Data time: 0.2083, Forward time: 2.8418, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 5.9012 [2020-11-08 07:49:49,497][root][INFO] - ===> Epoch[778](1555/2): Loss -0.7673, Sem 0.0612, dir -0.9751, norm 0.1467, swav 0.0000 LR: 7.152e-02 Score 97.805 Data time: 0.2764, Forward time: 2.8420, Backward time: 3.5522, DDP time: 0.0039, Total iter time: 6.2660 [2020-11-08 07:49:56,633][root][INFO] - ===> Epoch[778](1556/2): Loss -0.7697, Sem 0.0586, dir -0.9769, norm 0.1485, swav 0.0000 LR: 7.150e-02 Score 97.892 Data time: 0.2081, Forward time: 2.8418, Backward time: 3.5525, DDP time: 0.0039, Total iter time: 7.0079 [2020-11-08 07:50:02,138][root][INFO] - ===> Epoch[779](1557/2): Loss -0.7649, Sem 0.0602, dir -0.9742, norm 0.1492, swav 0.0000 LR: 7.148e-02 Score 97.834 Data time: 0.1890, Forward time: 2.8415, Backward time: 3.5521, DDP time: 0.0039, Total iter time: 5.3928 [2020-11-08 07:50:09,207][root][INFO] - ===> Epoch[779](1558/2): Loss -0.7535, Sem 0.0643, dir -0.9754, norm 0.1576, swav 0.0000 LR: 7.146e-02 Score 97.684 Data time: 0.3660, Forward time: 2.8420, Backward time: 3.5517, DDP time: 0.0039, Total iter time: 6.9799 [2020-11-08 07:50:15,284][root][INFO] - ===> Epoch[780](1559/2): Loss -0.7700, Sem 0.0600, dir -0.9758, norm 0.1457, swav 0.0000 LR: 7.145e-02 Score 97.830 Data time: 0.2325, Forward time: 2.8418, Backward time: 3.5514, DDP time: 0.0039, Total iter time: 5.9010 [2020-11-08 07:50:23,560][root][INFO] - ===> Epoch[780](1560/2): Loss -0.7421, Sem 0.0636, dir -0.9713, norm 0.1655, swav 0.0000 LR: 7.143e-02 Score 97.735 Data time: 0.2337, Forward time: 2.8417, Backward time: 3.5523, DDP time: 0.0039, Total iter time: 8.1553 [2020-11-08 07:50:30,631][root][INFO] - ===> Epoch[781](1561/2): Loss -0.7545, Sem 0.0622, dir -0.9726, norm 0.1560, swav 0.0000 LR: 7.141e-02 Score 97.765 Data time: 0.1809, Forward time: 2.8413, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 6.9185 [2020-11-08 07:50:37,664][root][INFO] - ===> Epoch[781](1562/2): Loss -0.7520, Sem 0.0640, dir -0.9760, norm 0.1599, swav 0.0000 LR: 7.139e-02 Score 97.711 Data time: 0.2571, Forward time: 2.8415, Backward time: 3.5528, DDP time: 0.0039, Total iter time: 6.9068 [2020-11-08 07:50:44,255][root][INFO] - ===> Epoch[782](1563/2): Loss -0.7517, Sem 0.0611, dir -0.9700, norm 0.1572, swav 0.0000 LR: 7.137e-02 Score 97.771 Data time: 0.1704, Forward time: 2.8409, Backward time: 3.5532, DDP time: 0.0039, Total iter time: 6.4272 [2020-11-08 07:50:50,608][root][INFO] - ===> Epoch[782](1564/2): Loss -0.7484, Sem 0.0632, dir -0.9733, norm 0.1618, swav 0.0000 LR: 7.135e-02 Score 97.765 Data time: 0.2851, Forward time: 2.8412, Backward time: 3.5526, DDP time: 0.0039, Total iter time: 6.2362 [2020-11-08 07:50:58,737][root][INFO] - ===> Epoch[783](1565/2): Loss -0.7450, Sem 0.0620, dir -0.9722, norm 0.1652, swav 0.0000 LR: 7.133e-02 Score 97.769 Data time: 0.2893, Forward time: 2.8411, Backward time: 3.5534, DDP time: 0.0039, Total iter time: 7.9620 [2020-11-08 07:51:05,464][root][INFO] - ===> Epoch[783](1566/2): Loss -0.7334, Sem 0.0597, dir -0.9681, norm 0.1750, swav 0.0000 LR: 7.132e-02 Score 97.850 Data time: 0.1932, Forward time: 2.8408, Backward time: 3.5537, DDP time: 0.0039, Total iter time: 6.5719 [2020-11-08 07:51:12,631][root][INFO] - ===> Epoch[784](1567/2): Loss -0.7717, Sem 0.0592, dir -0.9760, norm 0.1451, swav 0.0000 LR: 7.130e-02 Score 97.850 Data time: 0.3745, Forward time: 2.8413, Backward time: 3.5533, DDP time: 0.0039, Total iter time: 7.0282 [2020-11-08 07:51:19,609][root][INFO] - ===> Epoch[784](1568/2): Loss -0.7690, Sem 0.0582, dir -0.9764, norm 0.1492, swav 0.0000 LR: 7.128e-02 Score 97.882 Data time: 0.1842, Forward time: 2.8410, Backward time: 3.5537, DDP time: 0.0039, Total iter time: 6.8187 [2020-11-08 07:51:26,339][root][INFO] - ===> Epoch[785](1569/2): Loss -0.7316, Sem 0.0631, dir -0.9681, norm 0.1734, swav 0.0000 LR: 7.126e-02 Score 97.749 Data time: 0.2135, Forward time: 2.8409, Backward time: 3.5537, DDP time: 0.0039, Total iter time: 6.6014 [2020-11-08 07:51:32,869][root][INFO] - ===> Epoch[785](1570/2): Loss -0.7584, Sem 0.0586, dir -0.9734, norm 0.1564, swav 0.0000 LR: 7.124e-02 Score 97.927 Data time: 0.2268, Forward time: 2.8407, Backward time: 3.5537, DDP time: 0.0039, Total iter time: 6.3778 [2020-11-08 07:51:40,759][root][INFO] - ===> Epoch[786](1571/2): Loss -0.7580, Sem 0.0655, dir -0.9749, norm 0.1513, swav 0.0000 LR: 7.122e-02 Score 97.605 Data time: 0.1834, Forward time: 2.8402, Backward time: 3.5548, DDP time: 0.0039, Total iter time: 7.7641 [2020-11-08 07:51:46,637][root][INFO] - ===> Epoch[786](1572/2): Loss -0.7424, Sem 0.0643, dir -0.9699, norm 0.1632, swav 0.0000 LR: 7.120e-02 Score 97.693 Data time: 0.2948, Forward time: 2.8403, Backward time: 3.5541, DDP time: 0.0039, Total iter time: 5.7698 [2020-11-08 07:51:52,726][root][INFO] - ===> Epoch[787](1573/2): Loss -0.7370, Sem 0.0642, dir -0.9691, norm 0.1679, swav 0.0000 LR: 7.118e-02 Score 97.714 Data time: 0.2937, Forward time: 2.8404, Backward time: 3.5535, DDP time: 0.0039, Total iter time: 5.9380 [2020-11-08 07:51:58,454][root][INFO] - ===> Epoch[787](1574/2): Loss -0.7784, Sem 0.0569, dir -0.9774, norm 0.1421, swav 0.0000 LR: 7.117e-02 Score 97.920 Data time: 0.2628, Forward time: 2.8405, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 5.5612 [2020-11-08 07:52:05,911][root][INFO] - ===> Epoch[788](1575/2): Loss -0.7382, Sem 0.0602, dir -0.9719, norm 0.1734, swav 0.0000 LR: 7.115e-02 Score 97.860 Data time: 0.3656, Forward time: 2.8411, Backward time: 3.5524, DDP time: 0.0039, Total iter time: 7.3095 [2020-11-08 07:52:12,631][root][INFO] - ===> Epoch[788](1576/2): Loss -0.7607, Sem 0.0577, dir -0.9736, norm 0.1553, swav 0.0000 LR: 7.113e-02 Score 97.916 Data time: 0.3270, Forward time: 2.8415, Backward time: 3.5519, DDP time: 0.0039, Total iter time: 6.5419 [2020-11-08 07:52:19,659][root][INFO] - ===> Epoch[789](1577/2): Loss -0.7549, Sem 0.0601, dir -0.9735, norm 0.1586, swav 0.0000 LR: 7.111e-02 Score 97.827 Data time: 0.2514, Forward time: 2.8415, Backward time: 3.5519, DDP time: 0.0039, Total iter time: 6.8742 [2020-11-08 07:52:27,368][root][INFO] - ===> Epoch[789](1578/2): Loss -0.7690, Sem 0.0629, dir -0.9778, norm 0.1459, swav 0.0000 LR: 7.109e-02 Score 97.717 Data time: 0.1871, Forward time: 2.8412, Backward time: 3.5528, DDP time: 0.0039, Total iter time: 7.5719 [2020-11-08 07:52:33,438][root][INFO] - ===> Epoch[790](1579/2): Loss -0.7565, Sem 0.0580, dir -0.9729, norm 0.1583, swav 0.0000 LR: 7.107e-02 Score 97.909 Data time: 0.2331, Forward time: 2.8411, Backward time: 3.5524, DDP time: 0.0039, Total iter time: 5.9860 [2020-11-08 07:52:40,748][root][INFO] - ===> Epoch[790](1580/2): Loss -0.7529, Sem 0.0660, dir -0.9748, norm 0.1558, swav 0.0000 LR: 7.105e-02 Score 97.657 Data time: 0.2264, Forward time: 2.8410, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 7.1908 [2020-11-08 07:52:47,129][root][INFO] - ===> Epoch[791](1581/2): Loss -0.7729, Sem 0.0622, dir -0.9781, norm 0.1430, swav 0.0000 LR: 7.103e-02 Score 97.753 Data time: 0.2404, Forward time: 2.8411, Backward time: 3.5525, DDP time: 0.0039, Total iter time: 6.2609 [2020-11-08 07:52:53,088][root][INFO] - ===> Epoch[791](1582/2): Loss -0.7655, Sem 0.0545, dir -0.9740, norm 0.1540, swav 0.0000 LR: 7.102e-02 Score 98.014 Data time: 0.2717, Forward time: 2.8410, Backward time: 3.5520, DDP time: 0.0039, Total iter time: 5.8122 [2020-11-08 07:53:00,773][root][INFO] - ===> Epoch[792](1583/2): Loss -0.7453, Sem 0.0608, dir -0.9717, norm 0.1656, swav 0.0000 LR: 7.100e-02 Score 97.815 Data time: 0.3447, Forward time: 2.8415, Backward time: 3.5520, DDP time: 0.0039, Total iter time: 7.5448 [2020-11-08 07:53:07,600][root][INFO] - ===> Epoch[792](1584/2): Loss -0.7611, Sem 0.0603, dir -0.9753, norm 0.1539, swav 0.0000 LR: 7.098e-02 Score 97.814 Data time: 0.2718, Forward time: 2.8417, Backward time: 3.5517, DDP time: 0.0039, Total iter time: 6.6688 [2020-11-08 07:53:13,922][root][INFO] - ===> Epoch[793](1585/2): Loss -0.7722, Sem 0.0624, dir -0.9761, norm 0.1416, swav 0.0000 LR: 7.096e-02 Score 97.759 Data time: 0.3025, Forward time: 2.8417, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 6.1744 [2020-11-08 07:53:20,560][root][INFO] - ===> Epoch[793](1586/2): Loss -0.7367, Sem 0.0616, dir -0.9717, norm 0.1735, swav 0.0000 LR: 7.094e-02 Score 97.778 Data time: 0.3252, Forward time: 2.8421, Backward time: 3.5508, DDP time: 0.0039, Total iter time: 6.4991 [2020-11-08 07:53:27,060][root][INFO] - ===> Epoch[794](1587/2): Loss -0.7829, Sem 0.0627, dir -0.9793, norm 0.1338, swav 0.0000 LR: 7.092e-02 Score 97.697 Data time: 0.2885, Forward time: 2.8421, Backward time: 3.5506, DDP time: 0.0039, Total iter time: 6.3643 [2020-11-08 07:53:34,675][root][INFO] - ===> Epoch[794](1588/2): Loss -0.7600, Sem 0.0623, dir -0.9737, norm 0.1513, swav 0.0000 LR: 7.090e-02 Score 97.796 Data time: 0.1940, Forward time: 2.8418, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 7.4847 [2020-11-08 07:53:44,002][root][INFO] - ===> Epoch[795](1589/2): Loss -0.7555, Sem 0.0621, dir -0.9732, norm 0.1556, swav 0.0000 LR: 7.089e-02 Score 97.785 Data time: 0.1949, Forward time: 2.8415, Backward time: 3.5531, DDP time: 0.0039, Total iter time: 9.2019 [2020-11-08 07:53:49,757][root][INFO] - ===> Epoch[795](1590/2): Loss -0.7706, Sem 0.0571, dir -0.9764, norm 0.1487, swav 0.0000 LR: 7.087e-02 Score 97.921 Data time: 0.2091, Forward time: 2.8412, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 5.6167 [2020-11-08 07:53:57,163][root][INFO] - ===> Epoch[796](1591/2): Loss -0.7697, Sem 0.0613, dir -0.9760, norm 0.1450, swav 0.0000 LR: 7.085e-02 Score 97.797 Data time: 0.3171, Forward time: 2.8416, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 7.3031 [2020-11-08 07:54:04,105][root][INFO] - ===> Epoch[796](1592/2): Loss -0.7649, Sem 0.0604, dir -0.9751, norm 0.1498, swav 0.0000 LR: 7.083e-02 Score 97.821 Data time: 0.1941, Forward time: 2.8412, Backward time: 3.5531, DDP time: 0.0039, Total iter time: 6.7847 [2020-11-08 07:54:10,116][root][INFO] - ===> Epoch[797](1593/2): Loss -0.7603, Sem 0.0604, dir -0.9751, norm 0.1544, swav 0.0000 LR: 7.081e-02 Score 97.803 Data time: 0.2557, Forward time: 2.8410, Backward time: 3.5528, DDP time: 0.0039, Total iter time: 5.8603 [2020-11-08 07:54:17,266][root][INFO] - ===> Epoch[797](1594/2): Loss -0.7818, Sem 0.0583, dir -0.9759, norm 0.1358, swav 0.0000 LR: 7.079e-02 Score 97.908 Data time: 0.2239, Forward time: 2.8409, Backward time: 3.5531, DDP time: 0.0039, Total iter time: 7.0207 [2020-11-08 07:54:23,810][root][INFO] - ===> Epoch[798](1595/2): Loss -0.7652, Sem 0.0624, dir -0.9767, norm 0.1491, swav 0.0000 LR: 7.077e-02 Score 97.712 Data time: 0.3045, Forward time: 2.8410, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 6.4120 [2020-11-08 07:54:30,719][root][INFO] - ===> Epoch[798](1596/2): Loss -0.7587, Sem 0.0581, dir -0.9726, norm 0.1558, swav 0.0000 LR: 7.075e-02 Score 97.913 Data time: 0.2801, Forward time: 2.8410, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 6.7511 [2020-11-08 07:54:37,174][root][INFO] - ===> Epoch[799](1597/2): Loss -0.7767, Sem 0.0590, dir -0.9774, norm 0.1417, swav 0.0000 LR: 7.074e-02 Score 97.846 Data time: 0.1979, Forward time: 2.8408, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 6.3160 [2020-11-08 07:54:43,528][root][INFO] - ===> Epoch[799](1598/2): Loss -0.7597, Sem 0.0606, dir -0.9736, norm 0.1533, swav 0.0000 LR: 7.072e-02 Score 97.862 Data time: 0.1725, Forward time: 2.8403, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 6.2442 [2020-11-08 07:54:51,769][root][INFO] - ===> Epoch[800](1599/2): Loss -0.7567, Sem 0.0624, dir -0.9745, norm 0.1554, swav 0.0000 LR: 7.070e-02 Score 97.742 Data time: 0.2293, Forward time: 2.8403, Backward time: 3.5538, DDP time: 0.0039, Total iter time: 8.1152 [2020-11-08 07:54:56,849][root][INFO] - ===> Epoch[800](1600/2): Loss -0.7620, Sem 0.0599, dir -0.9736, norm 0.1518, swav 0.0000 LR: 7.068e-02 Score 97.833 Data time: 0.2116, Forward time: 2.8402, Backward time: 3.5528, DDP time: 0.0039, Total iter time: 4.9307 [2020-11-08 07:55:05,558][root][INFO] - ===> Epoch[801](1601/2): Loss -0.7594, Sem 0.0575, dir -0.9744, norm 0.1576, swav 0.0000 LR: 7.066e-02 Score 97.924 Data time: 0.2585, Forward time: 2.8402, Backward time: 3.5539, DDP time: 0.0039, Total iter time: 8.5648 [2020-11-08 07:55:13,461][root][INFO] - ===> Epoch[801](1602/2): Loss -0.7802, Sem 0.0594, dir -0.9771, norm 0.1374, swav 0.0000 LR: 7.064e-02 Score 97.842 Data time: 0.2332, Forward time: 2.8399, Backward time: 3.5548, DDP time: 0.0039, Total iter time: 7.7687 [2020-11-08 07:55:19,141][root][INFO] - ===> Epoch[802](1603/2): Loss -0.7763, Sem 0.0569, dir -0.9784, norm 0.1452, swav 0.0000 LR: 7.062e-02 Score 97.916 Data time: 0.2436, Forward time: 2.8399, Backward time: 3.5541, DDP time: 0.0039, Total iter time: 5.5526 [2020-11-08 07:55:25,955][root][INFO] - ===> Epoch[802](1604/2): Loss -0.7609, Sem 0.0580, dir -0.9738, norm 0.1549, swav 0.0000 LR: 7.060e-02 Score 97.913 Data time: 0.3203, Forward time: 2.8403, Backward time: 3.5536, DDP time: 0.0039, Total iter time: 6.6523 [2020-11-08 07:55:32,932][root][INFO] - ===> Epoch[803](1605/2): Loss -0.7660, Sem 0.0624, dir -0.9751, norm 0.1466, swav 0.0000 LR: 7.059e-02 Score 97.768 Data time: 0.2094, Forward time: 2.8402, Backward time: 3.5539, DDP time: 0.0039, Total iter time: 6.8229 [2020-11-08 07:55:39,933][root][INFO] - ===> Epoch[803](1606/2): Loss -0.7581, Sem 0.0595, dir -0.9726, norm 0.1550, swav 0.0000 LR: 7.057e-02 Score 97.876 Data time: 0.2374, Forward time: 2.8398, Backward time: 3.5543, DDP time: 0.0039, Total iter time: 6.8547 [2020-11-08 07:55:46,332][root][INFO] - ===> Epoch[804](1607/2): Loss -0.7801, Sem 0.0569, dir -0.9767, norm 0.1397, swav 0.0000 LR: 7.055e-02 Score 97.916 Data time: 0.3190, Forward time: 2.8398, Backward time: 3.5539, DDP time: 0.0039, Total iter time: 6.2792 [2020-11-08 07:55:52,755][root][INFO] - ===> Epoch[804](1608/2): Loss -0.7666, Sem 0.0596, dir -0.9770, norm 0.1507, swav 0.0000 LR: 7.053e-02 Score 97.829 Data time: 0.2832, Forward time: 2.8399, Backward time: 3.5536, DDP time: 0.0039, Total iter time: 6.2900 [2020-11-08 07:55:59,238][root][INFO] - ===> Epoch[805](1609/2): Loss -0.7688, Sem 0.0586, dir -0.9751, norm 0.1477, swav 0.0000 LR: 7.051e-02 Score 97.864 Data time: 0.3543, Forward time: 2.8403, Backward time: 3.5530, DDP time: 0.0039, Total iter time: 6.3359 [2020-11-08 07:56:06,472][root][INFO] - ===> Epoch[805](1610/2): Loss -0.7700, Sem 0.0602, dir -0.9756, norm 0.1453, swav 0.0000 LR: 7.049e-02 Score 97.827 Data time: 0.3402, Forward time: 2.8405, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 7.0740 [2020-11-08 07:56:11,860][root][INFO] - ===> Epoch[806](1611/2): Loss -0.7846, Sem 0.0575, dir -0.9773, norm 0.1352, swav 0.0000 LR: 7.047e-02 Score 97.887 Data time: 0.2355, Forward time: 2.8405, Backward time: 3.5520, DDP time: 0.0039, Total iter time: 5.2341 [2020-11-08 07:56:18,237][root][INFO] - ===> Epoch[806](1612/2): Loss -0.7786, Sem 0.0537, dir -0.9772, norm 0.1449, swav 0.0000 LR: 7.046e-02 Score 98.064 Data time: 0.2463, Forward time: 2.8402, Backward time: 3.5520, DDP time: 0.0039, Total iter time: 6.2524 [2020-11-08 07:56:24,275][root][INFO] - ===> Epoch[807](1613/2): Loss -0.7567, Sem 0.0559, dir -0.9713, norm 0.1586, swav 0.0000 LR: 7.044e-02 Score 97.970 Data time: 0.2760, Forward time: 2.8404, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 5.9079 [2020-11-08 07:56:30,451][root][INFO] - ===> Epoch[807](1614/2): Loss -0.7531, Sem 0.0662, dir -0.9723, norm 0.1530, swav 0.0000 LR: 7.042e-02 Score 97.627 Data time: 0.2787, Forward time: 2.8407, Backward time: 3.5506, DDP time: 0.0039, Total iter time: 6.0325 [2020-11-08 07:56:37,728][root][INFO] - ===> Epoch[808](1615/2): Loss -0.7751, Sem 0.0618, dir -0.9775, norm 0.1406, swav 0.0000 LR: 7.040e-02 Score 97.772 Data time: 0.2918, Forward time: 2.8405, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 7.1352 [2020-11-08 07:56:44,757][root][INFO] - ===> Epoch[808](1616/2): Loss -0.7663, Sem 0.0564, dir -0.9759, norm 0.1532, swav 0.0000 LR: 7.038e-02 Score 97.970 Data time: 0.2070, Forward time: 2.8403, Backward time: 3.5514, DDP time: 0.0039, Total iter time: 6.8897 [2020-11-08 07:56:50,866][root][INFO] - ===> Epoch[809](1617/2): Loss -0.7555, Sem 0.0592, dir -0.9707, norm 0.1560, swav 0.0000 LR: 7.036e-02 Score 97.867 Data time: 0.3037, Forward time: 2.8405, Backward time: 3.5506, DDP time: 0.0039, Total iter time: 5.9957 [2020-11-08 07:56:56,947][root][INFO] - ===> Epoch[809](1618/2): Loss -0.7597, Sem 0.0604, dir -0.9747, norm 0.1546, swav 0.0000 LR: 7.034e-02 Score 97.804 Data time: 0.1645, Forward time: 2.8400, Backward time: 3.5507, DDP time: 0.0039, Total iter time: 5.9073 [2020-11-08 07:57:03,387][root][INFO] - ===> Epoch[810](1619/2): Loss -0.7499, Sem 0.0590, dir -0.9701, norm 0.1612, swav 0.0000 LR: 7.032e-02 Score 97.893 Data time: 0.1981, Forward time: 2.8395, Backward time: 3.5509, DDP time: 0.0039, Total iter time: 6.3311 [2020-11-08 07:57:10,208][root][INFO] - ===> Epoch[810](1620/2): Loss -0.7567, Sem 0.0600, dir -0.9755, norm 0.1588, swav 0.0000 LR: 7.031e-02 Score 97.806 Data time: 0.2608, Forward time: 2.8394, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 6.7064 [2020-11-08 07:57:16,904][root][INFO] - ===> Epoch[811](1621/2): Loss -0.7480, Sem 0.0637, dir -0.9727, norm 0.1610, swav 0.0000 LR: 7.029e-02 Score 97.694 Data time: 0.2090, Forward time: 2.8393, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 6.5527 [2020-11-08 07:57:22,234][root][INFO] - ===> Epoch[811](1622/2): Loss -0.7351, Sem 0.0603, dir -0.9714, norm 0.1760, swav 0.0000 LR: 7.027e-02 Score 97.833 Data time: 0.2316, Forward time: 2.8393, Backward time: 3.5501, DDP time: 0.0039, Total iter time: 5.2041 [2020-11-08 07:57:28,047][root][INFO] - ===> Epoch[812](1623/2): Loss -0.7807, Sem 0.0543, dir -0.9766, norm 0.1417, swav 0.0000 LR: 7.025e-02 Score 98.019 Data time: 0.1917, Forward time: 2.8390, Backward time: 3.5498, DDP time: 0.0039, Total iter time: 5.6614 [2020-11-08 07:57:35,927][root][INFO] - ===> Epoch[812](1624/2): Loss -0.7530, Sem 0.0619, dir -0.9749, norm 0.1600, swav 0.0000 LR: 7.023e-02 Score 97.780 Data time: 0.1600, Forward time: 2.8384, Backward time: 3.5511, DDP time: 0.0039, Total iter time: 7.7373 [2020-11-08 07:57:42,571][root][INFO] - ===> Epoch[813](1625/2): Loss -0.7452, Sem 0.0627, dir -0.9719, norm 0.1640, swav 0.0000 LR: 7.021e-02 Score 97.718 Data time: 0.2749, Forward time: 2.8383, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 6.5447 [2020-11-08 07:57:50,723][root][INFO] - ===> Epoch[813](1626/2): Loss -0.7522, Sem 0.0679, dir -0.9753, norm 0.1552, swav 0.0000 LR: 7.019e-02 Score 97.598 Data time: 0.2043, Forward time: 2.8381, Backward time: 3.5520, DDP time: 0.0039, Total iter time: 8.0016 [2020-11-08 07:57:59,126][root][INFO] - ===> Epoch[814](1627/2): Loss -0.7579, Sem 0.0598, dir -0.9750, norm 0.1572, swav 0.0000 LR: 7.017e-02 Score 97.839 Data time: 0.2890, Forward time: 2.8381, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 8.2732 [2020-11-08 07:58:04,962][root][INFO] - ===> Epoch[814](1628/2): Loss -0.7482, Sem 0.0621, dir -0.9739, norm 0.1636, swav 0.0000 LR: 7.016e-02 Score 97.772 Data time: 0.3209, Forward time: 2.8382, Backward time: 3.5521, DDP time: 0.0039, Total iter time: 5.6804 [2020-11-08 07:58:11,254][root][INFO] - ===> Epoch[815](1629/2): Loss -0.7545, Sem 0.0633, dir -0.9710, norm 0.1532, swav 0.0000 LR: 7.014e-02 Score 97.719 Data time: 0.2799, Forward time: 2.8383, Backward time: 3.5517, DDP time: 0.0039, Total iter time: 6.1611 [2020-11-08 07:58:18,158][root][INFO] - ===> Epoch[815](1630/2): Loss -0.7837, Sem 0.0592, dir -0.9767, norm 0.1338, swav 0.0000 LR: 7.012e-02 Score 97.857 Data time: 0.3322, Forward time: 2.8388, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 6.7656 [2020-11-08 07:58:24,057][root][INFO] - ===> Epoch[816](1631/2): Loss -0.7501, Sem 0.0604, dir -0.9740, norm 0.1636, swav 0.0000 LR: 7.010e-02 Score 97.835 Data time: 0.1942, Forward time: 2.8385, Backward time: 3.5509, DDP time: 0.0039, Total iter time: 5.7338 [2020-11-08 07:58:31,494][root][INFO] - ===> Epoch[816](1632/2): Loss -0.7593, Sem 0.0613, dir -0.9750, norm 0.1544, swav 0.0000 LR: 7.008e-02 Score 97.781 Data time: 0.3067, Forward time: 2.8385, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 7.3145 [2020-11-08 07:58:38,179][root][INFO] - ===> Epoch[817](1633/2): Loss -0.7658, Sem 0.0575, dir -0.9779, norm 0.1546, swav 0.0000 LR: 7.006e-02 Score 97.940 Data time: 0.2709, Forward time: 2.8386, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 6.5176 [2020-11-08 07:58:44,802][root][INFO] - ===> Epoch[817](1634/2): Loss -0.7677, Sem 0.0623, dir -0.9745, norm 0.1445, swav 0.0000 LR: 7.004e-02 Score 97.743 Data time: 0.2451, Forward time: 2.8385, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 6.4907 [2020-11-08 07:58:52,031][root][INFO] - ===> Epoch[818](1635/2): Loss -0.7685, Sem 0.0577, dir -0.9764, norm 0.1502, swav 0.0000 LR: 7.002e-02 Score 97.889 Data time: 0.3175, Forward time: 2.8387, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 7.0766 [2020-11-08 07:58:58,978][root][INFO] - ===> Epoch[818](1636/2): Loss -0.7751, Sem 0.0602, dir -0.9772, norm 0.1419, swav 0.0000 LR: 7.001e-02 Score 97.820 Data time: 0.3512, Forward time: 2.8391, Backward time: 3.5505, DDP time: 0.0039, Total iter time: 6.7663 [2020-11-08 07:59:05,876][root][INFO] - ===> Epoch[819](1637/2): Loss -0.7703, Sem 0.0604, dir -0.9784, norm 0.1477, swav 0.0000 LR: 6.999e-02 Score 97.863 Data time: 0.2223, Forward time: 2.8390, Backward time: 3.5507, DDP time: 0.0039, Total iter time: 6.7513 [2020-11-08 07:59:12,173][root][INFO] - ===> Epoch[819](1638/2): Loss -0.7704, Sem 0.0577, dir -0.9751, norm 0.1471, swav 0.0000 LR: 6.997e-02 Score 97.895 Data time: 0.2785, Forward time: 2.8388, Backward time: 3.5504, DDP time: 0.0039, Total iter time: 6.1369 [2020-11-08 07:59:19,099][root][INFO] - ===> Epoch[820](1639/2): Loss -0.7719, Sem 0.0617, dir -0.9757, norm 0.1420, swav 0.0000 LR: 6.995e-02 Score 97.752 Data time: 0.3002, Forward time: 2.8391, Backward time: 3.5502, DDP time: 0.0039, Total iter time: 6.7922 [2020-11-08 07:59:26,192][root][INFO] - ===> Epoch[820](1640/2): Loss -0.7764, Sem 0.0587, dir -0.9762, norm 0.1411, swav 0.0000 LR: 6.993e-02 Score 97.871 Data time: 0.1904, Forward time: 2.8387, Backward time: 3.5507, DDP time: 0.0039, Total iter time: 6.9283 [2020-11-08 07:59:33,687][root][INFO] - ===> Epoch[821](1641/2): Loss -0.7694, Sem 0.0579, dir -0.9766, norm 0.1493, swav 0.0000 LR: 6.991e-02 Score 97.924 Data time: 0.2022, Forward time: 2.8383, Backward time: 3.5515, DDP time: 0.0039, Total iter time: 7.3539 [2020-11-08 07:59:42,004][root][INFO] - ===> Epoch[821](1642/2): Loss -0.7812, Sem 0.0596, dir -0.9772, norm 0.1364, swav 0.0000 LR: 6.989e-02 Score 97.837 Data time: 0.2634, Forward time: 2.8384, Backward time: 3.5522, DDP time: 0.0039, Total iter time: 8.1780 [2020-11-08 07:59:50,116][root][INFO] - ===> Epoch[822](1643/2): Loss -0.7673, Sem 0.0599, dir -0.9732, norm 0.1461, swav 0.0000 LR: 6.987e-02 Score 97.844 Data time: 0.2083, Forward time: 2.8381, Backward time: 3.5532, DDP time: 0.0039, Total iter time: 7.9444 [2020-11-08 07:59:55,623][root][INFO] - ===> Epoch[822](1644/2): Loss -0.7645, Sem 0.0599, dir -0.9762, norm 0.1519, swav 0.0000 LR: 6.986e-02 Score 97.865 Data time: 0.1962, Forward time: 2.8377, Backward time: 3.5528, DDP time: 0.0039, Total iter time: 5.3645 [2020-11-08 08:00:01,782][root][INFO] - ===> Epoch[823](1645/2): Loss -0.7694, Sem 0.0597, dir -0.9757, norm 0.1466, swav 0.0000 LR: 6.984e-02 Score 97.853 Data time: 0.2214, Forward time: 2.8371, Backward time: 3.5530, DDP time: 0.0039, Total iter time: 6.0258 [2020-11-08 08:00:09,747][root][INFO] - ===> Epoch[823](1646/2): Loss -0.7720, Sem 0.0641, dir -0.9769, norm 0.1408, swav 0.0000 LR: 6.982e-02 Score 97.709 Data time: 0.1990, Forward time: 2.8368, Backward time: 3.5540, DDP time: 0.0039, Total iter time: 7.8473 [2020-11-08 08:00:17,026][root][INFO] - ===> Epoch[824](1647/2): Loss -0.7710, Sem 0.0611, dir -0.9775, norm 0.1454, swav 0.0000 LR: 6.980e-02 Score 97.792 Data time: 0.2390, Forward time: 2.8367, Backward time: 3.5543, DDP time: 0.0039, Total iter time: 7.1307 [2020-11-08 08:00:24,338][root][INFO] - ===> Epoch[824](1648/2): Loss -0.7652, Sem 0.0577, dir -0.9761, norm 0.1532, swav 0.0000 LR: 6.978e-02 Score 97.910 Data time: 0.2795, Forward time: 2.8366, Backward time: 3.5546, DDP time: 0.0039, Total iter time: 7.1096 [2020-11-08 08:00:30,788][root][INFO] - ===> Epoch[825](1649/2): Loss -0.7737, Sem 0.0625, dir -0.9769, norm 0.1408, swav 0.0000 LR: 6.976e-02 Score 97.755 Data time: 0.3221, Forward time: 2.8367, Backward time: 3.5542, DDP time: 0.0039, Total iter time: 6.3042 [2020-11-08 08:00:36,629][root][INFO] - ===> Epoch[825](1650/2): Loss -0.7746, Sem 0.0580, dir -0.9772, norm 0.1446, swav 0.0000 LR: 6.974e-02 Score 97.918 Data time: 0.2255, Forward time: 2.8365, Backward time: 3.5538, DDP time: 0.0039, Total iter time: 5.6707 [2020-11-08 08:00:44,534][root][INFO] - ===> Epoch[826](1651/2): Loss -0.7698, Sem 0.0609, dir -0.9762, norm 0.1455, swav 0.0000 LR: 6.973e-02 Score 97.804 Data time: 0.2371, Forward time: 2.8364, Backward time: 3.5545, DDP time: 0.0039, Total iter time: 7.7762 [2020-11-08 08:00:50,882][root][INFO] - ===> Epoch[826](1652/2): Loss -0.7809, Sem 0.0574, dir -0.9778, norm 0.1394, swav 0.0000 LR: 6.971e-02 Score 97.910 Data time: 0.2942, Forward time: 2.8367, Backward time: 3.5539, DDP time: 0.0039, Total iter time: 6.2017 [2020-11-08 08:00:57,421][root][INFO] - ===> Epoch[827](1653/2): Loss -0.7691, Sem 0.0572, dir -0.9745, norm 0.1482, swav 0.0000 LR: 6.969e-02 Score 97.935 Data time: 0.2472, Forward time: 2.8368, Backward time: 3.5536, DDP time: 0.0039, Total iter time: 6.3680 [2020-11-08 08:01:05,051][root][INFO] - ===> Epoch[827](1654/2): Loss -0.7599, Sem 0.0570, dir -0.9745, norm 0.1575, swav 0.0000 LR: 6.967e-02 Score 97.941 Data time: 0.3078, Forward time: 2.8366, Backward time: 3.5542, DDP time: 0.0039, Total iter time: 7.4725 [2020-11-08 08:01:13,064][root][INFO] - ===> Epoch[828](1655/2): Loss -0.7744, Sem 0.0618, dir -0.9763, norm 0.1401, swav 0.0000 LR: 6.965e-02 Score 97.787 Data time: 0.3728, Forward time: 2.8374, Backward time: 3.5541, DDP time: 0.0039, Total iter time: 7.8966 [2020-11-08 08:01:19,675][root][INFO] - ===> Epoch[828](1656/2): Loss -0.7791, Sem 0.0579, dir -0.9774, norm 0.1404, swav 0.0000 LR: 6.963e-02 Score 97.914 Data time: 0.2537, Forward time: 2.8373, Backward time: 3.5540, DDP time: 0.0039, Total iter time: 6.4287 [2020-11-08 08:01:27,946][root][INFO] - ===> Epoch[829](1657/2): Loss -0.7728, Sem 0.0580, dir -0.9766, norm 0.1458, swav 0.0000 LR: 6.961e-02 Score 97.905 Data time: 0.2199, Forward time: 2.8371, Backward time: 3.5550, DDP time: 0.0039, Total iter time: 8.1286 [2020-11-08 08:01:35,110][root][INFO] - ===> Epoch[829](1658/2): Loss -0.7733, Sem 0.0592, dir -0.9741, norm 0.1416, swav 0.0000 LR: 6.959e-02 Score 97.848 Data time: 0.2014, Forward time: 2.8367, Backward time: 3.5555, DDP time: 0.0039, Total iter time: 7.0192 [2020-11-08 08:01:43,137][root][INFO] - ===> Epoch[830](1659/2): Loss -0.7707, Sem 0.0603, dir -0.9759, norm 0.1449, swav 0.0000 LR: 6.958e-02 Score 97.826 Data time: 0.2530, Forward time: 2.8367, Backward time: 3.5562, DDP time: 0.0039, Total iter time: 7.9183 [2020-11-08 08:01:49,980][root][INFO] - ===> Epoch[830](1660/2): Loss -0.7802, Sem 0.0579, dir -0.9781, norm 0.1400, swav 0.0000 LR: 6.956e-02 Score 97.897 Data time: 0.1946, Forward time: 2.8364, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 6.6972 [2020-11-08 08:01:57,536][root][INFO] - ===> Epoch[831](1661/2): Loss -0.7646, Sem 0.0625, dir -0.9735, norm 0.1465, swav 0.0000 LR: 6.954e-02 Score 97.751 Data time: 0.3347, Forward time: 2.8364, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 7.4193 [2020-11-08 08:02:03,488][root][INFO] - ===> Epoch[831](1662/2): Loss -0.7881, Sem 0.0524, dir -0.9789, norm 0.1384, swav 0.0000 LR: 6.952e-02 Score 98.066 Data time: 0.1636, Forward time: 2.8357, Backward time: 3.5570, DDP time: 0.0039, Total iter time: 5.8165 [2020-11-08 08:02:11,910][root][INFO] - ===> Epoch[832](1663/2): Loss -0.7476, Sem 0.0625, dir -0.9721, norm 0.1620, swav 0.0000 LR: 6.950e-02 Score 97.784 Data time: 0.1983, Forward time: 2.8354, Backward time: 3.5582, DDP time: 0.0039, Total iter time: 8.2855 [2020-11-08 08:02:19,176][root][INFO] - ===> Epoch[832](1664/2): Loss -0.7808, Sem 0.0578, dir -0.9771, norm 0.1386, swav 0.0000 LR: 6.948e-02 Score 97.885 Data time: 0.2089, Forward time: 2.8349, Backward time: 3.5589, DDP time: 0.0039, Total iter time: 7.1177 [2020-11-08 08:02:27,113][root][INFO] - ===> Epoch[833](1665/2): Loss -0.7732, Sem 0.0617, dir -0.9760, norm 0.1411, swav 0.0000 LR: 6.946e-02 Score 97.841 Data time: 0.1648, Forward time: 2.8343, Backward time: 3.5601, DDP time: 0.0039, Total iter time: 7.8119 [2020-11-08 08:02:31,999][root][INFO] - ===> Epoch[833](1666/2): Loss -0.7716, Sem 0.0609, dir -0.9765, norm 0.1440, swav 0.0000 LR: 6.944e-02 Score 97.825 Data time: 0.2411, Forward time: 2.8339, Backward time: 3.5595, DDP time: 0.0039, Total iter time: 4.7785 [2020-11-08 08:02:39,092][root][INFO] - ===> Epoch[834](1667/2): Loss -0.7687, Sem 0.0614, dir -0.9749, norm 0.1448, swav 0.0000 LR: 6.943e-02 Score 97.790 Data time: 0.3075, Forward time: 2.8338, Backward time: 3.5596, DDP time: 0.0039, Total iter time: 6.9578 [2020-11-08 08:02:45,503][root][INFO] - ===> Epoch[834](1668/2): Loss -0.7681, Sem 0.0598, dir -0.9759, norm 0.1480, swav 0.0000 LR: 6.941e-02 Score 97.819 Data time: 0.2541, Forward time: 2.8338, Backward time: 3.5593, DDP time: 0.0039, Total iter time: 6.2429 [2020-11-08 08:02:53,331][root][INFO] - ===> Epoch[835](1669/2): Loss -0.7718, Sem 0.0619, dir -0.9765, norm 0.1429, swav 0.0000 LR: 6.939e-02 Score 97.770 Data time: 0.2418, Forward time: 2.8337, Backward time: 3.5599, DDP time: 0.0039, Total iter time: 7.6703 [2020-11-08 08:02:58,450][root][INFO] - ===> Epoch[835](1670/2): Loss -0.7613, Sem 0.0567, dir -0.9758, norm 0.1578, swav 0.0000 LR: 6.937e-02 Score 97.962 Data time: 0.2362, Forward time: 2.8336, Backward time: 3.5590, DDP time: 0.0039, Total iter time: 4.9562 [2020-11-08 08:03:04,815][root][INFO] - ===> Epoch[836](1671/2): Loss -0.7718, Sem 0.0606, dir -0.9762, norm 0.1438, swav 0.0000 LR: 6.935e-02 Score 97.800 Data time: 0.2571, Forward time: 2.8335, Backward time: 3.5589, DDP time: 0.0039, Total iter time: 6.2275 [2020-11-08 08:03:11,475][root][INFO] - ===> Epoch[836](1672/2): Loss -0.7557, Sem 0.0645, dir -0.9749, norm 0.1547, swav 0.0000 LR: 6.933e-02 Score 97.674 Data time: 0.2090, Forward time: 2.8331, Backward time: 3.5591, DDP time: 0.0039, Total iter time: 6.5006 [2020-11-08 08:03:19,244][root][INFO] - ===> Epoch[837](1673/2): Loss -0.7685, Sem 0.0624, dir -0.9772, norm 0.1464, swav 0.0000 LR: 6.931e-02 Score 97.760 Data time: 0.2518, Forward time: 2.8330, Backward time: 3.5597, DDP time: 0.0039, Total iter time: 7.6225 [2020-11-08 08:03:27,302][root][INFO] - ===> Epoch[837](1674/2): Loss -0.7767, Sem 0.0581, dir -0.9772, norm 0.1424, swav 0.0000 LR: 6.929e-02 Score 97.864 Data time: 0.3227, Forward time: 2.8334, Backward time: 3.5600, DDP time: 0.0039, Total iter time: 7.8982 [2020-11-08 08:03:33,770][root][INFO] - ===> Epoch[838](1675/2): Loss -0.7649, Sem 0.0574, dir -0.9740, norm 0.1517, swav 0.0000 LR: 6.928e-02 Score 97.937 Data time: 0.2491, Forward time: 2.8335, Backward time: 3.5596, DDP time: 0.0039, Total iter time: 6.3157 [2020-11-08 08:03:39,365][root][INFO] - ===> Epoch[838](1676/2): Loss -0.7717, Sem 0.0580, dir -0.9765, norm 0.1468, swav 0.0000 LR: 6.926e-02 Score 97.878 Data time: 0.2383, Forward time: 2.8334, Backward time: 3.5590, DDP time: 0.0039, Total iter time: 5.4294 [2020-11-08 08:03:45,476][root][INFO] - ===> Epoch[839](1677/2): Loss -0.7760, Sem 0.0613, dir -0.9787, norm 0.1414, swav 0.0000 LR: 6.924e-02 Score 97.789 Data time: 0.2006, Forward time: 2.8333, Backward time: 3.5587, DDP time: 0.0039, Total iter time: 5.9777 [2020-11-08 08:03:52,093][root][INFO] - ===> Epoch[839](1678/2): Loss -0.7899, Sem 0.0571, dir -0.9778, norm 0.1308, swav 0.0000 LR: 6.922e-02 Score 97.905 Data time: 0.2185, Forward time: 2.8329, Backward time: 3.5590, DDP time: 0.0039, Total iter time: 6.4670 [2020-11-08 08:03:57,807][root][INFO] - ===> Epoch[840](1679/2): Loss -0.7701, Sem 0.0597, dir -0.9737, norm 0.1439, swav 0.0000 LR: 6.920e-02 Score 97.804 Data time: 0.2232, Forward time: 2.8326, Backward time: 3.5586, DDP time: 0.0039, Total iter time: 5.5778 [2020-11-08 08:04:05,277][root][INFO] - ===> Epoch[840](1680/2): Loss -0.7663, Sem 0.0600, dir -0.9756, norm 0.1494, swav 0.0000 LR: 6.918e-02 Score 97.830 Data time: 0.3668, Forward time: 2.8332, Backward time: 3.5583, DDP time: 0.0039, Total iter time: 7.3252 [2020-11-08 08:04:12,700][root][INFO] - ===> Epoch[841](1681/2): Loss -0.7844, Sem 0.0608, dir -0.9772, norm 0.1320, swav 0.0000 LR: 6.916e-02 Score 97.780 Data time: 0.2198, Forward time: 2.8330, Backward time: 3.5588, DDP time: 0.0039, Total iter time: 7.2890 [2020-11-08 08:04:19,545][root][INFO] - ===> Epoch[841](1682/2): Loss -0.7498, Sem 0.0562, dir -0.9730, norm 0.1670, swav 0.0000 LR: 6.914e-02 Score 97.977 Data time: 0.3137, Forward time: 2.8334, Backward time: 3.5584, DDP time: 0.0039, Total iter time: 6.6859 [2020-11-08 08:04:26,950][root][INFO] - ===> Epoch[842](1683/2): Loss -0.7520, Sem 0.0644, dir -0.9743, norm 0.1579, swav 0.0000 LR: 6.913e-02 Score 97.670 Data time: 0.2945, Forward time: 2.8335, Backward time: 3.5586, DDP time: 0.0039, Total iter time: 7.2646 [2020-11-08 08:04:32,647][root][INFO] - ===> Epoch[842](1684/2): Loss -0.7841, Sem 0.0557, dir -0.9785, norm 0.1388, swav 0.0000 LR: 6.911e-02 Score 97.992 Data time: 0.2260, Forward time: 2.8334, Backward time: 3.5579, DDP time: 0.0039, Total iter time: 5.5356 [2020-11-08 08:04:40,632][root][INFO] - ===> Epoch[843](1685/2): Loss -0.7657, Sem 0.0567, dir -0.9735, norm 0.1511, swav 0.0000 LR: 6.909e-02 Score 97.974 Data time: 0.3027, Forward time: 2.8335, Backward time: 3.5585, DDP time: 0.0039, Total iter time: 7.8430 [2020-11-08 08:04:46,773][root][INFO] - ===> Epoch[843](1686/2): Loss -0.7519, Sem 0.0605, dir -0.9735, norm 0.1611, swav 0.0000 LR: 6.907e-02 Score 97.809 Data time: 0.2410, Forward time: 2.8335, Backward time: 3.5581, DDP time: 0.0039, Total iter time: 5.9901 [2020-11-08 08:04:53,384][root][INFO] - ===> Epoch[844](1687/2): Loss -0.7613, Sem 0.0630, dir -0.9759, norm 0.1517, swav 0.0000 LR: 6.905e-02 Score 97.727 Data time: 0.3476, Forward time: 2.8338, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 6.4797 [2020-11-08 08:05:02,191][root][INFO] - ===> Epoch[844](1688/2): Loss -0.7807, Sem 0.0596, dir -0.9770, norm 0.1366, swav 0.0000 LR: 6.903e-02 Score 97.826 Data time: 0.2663, Forward time: 2.8339, Backward time: 3.5586, DDP time: 0.0039, Total iter time: 8.6460 [2020-11-08 08:05:08,876][root][INFO] - ===> Epoch[845](1689/2): Loss -0.7775, Sem 0.0598, dir -0.9767, norm 0.1394, swav 0.0000 LR: 6.901e-02 Score 97.822 Data time: 0.2912, Forward time: 2.8342, Backward time: 3.5581, DDP time: 0.0039, Total iter time: 6.5472 [2020-11-08 08:05:14,941][root][INFO] - ===> Epoch[845](1690/2): Loss -0.7686, Sem 0.0600, dir -0.9746, norm 0.1460, swav 0.0000 LR: 6.899e-02 Score 97.857 Data time: 0.2908, Forward time: 2.8345, Backward time: 3.5574, DDP time: 0.0039, Total iter time: 5.8973 [2020-11-08 08:05:21,455][root][INFO] - ===> Epoch[846](1691/2): Loss -0.7835, Sem 0.0521, dir -0.9754, norm 0.1398, swav 0.0000 LR: 6.898e-02 Score 98.107 Data time: 0.2328, Forward time: 2.8341, Backward time: 3.5575, DDP time: 0.0039, Total iter time: 6.3488 [2020-11-08 08:05:27,339][root][INFO] - ===> Epoch[846](1692/2): Loss -0.7679, Sem 0.0650, dir -0.9760, norm 0.1431, swav 0.0000 LR: 6.896e-02 Score 97.695 Data time: 0.3254, Forward time: 2.8343, Backward time: 3.5568, DDP time: 0.0039, Total iter time: 5.7604 [2020-11-08 08:05:34,584][root][INFO] - ===> Epoch[847](1693/2): Loss -0.7727, Sem 0.0603, dir -0.9762, norm 0.1432, swav 0.0000 LR: 6.894e-02 Score 97.810 Data time: 0.3886, Forward time: 2.8345, Backward time: 3.5567, DDP time: 0.0039, Total iter time: 7.0886 [2020-11-08 08:05:41,404][root][INFO] - ===> Epoch[847](1694/2): Loss -0.7601, Sem 0.0570, dir -0.9754, norm 0.1582, swav 0.0000 LR: 6.892e-02 Score 97.928 Data time: 0.2415, Forward time: 2.8345, Backward time: 3.5567, DDP time: 0.0039, Total iter time: 6.6635 [2020-11-08 08:05:48,231][root][INFO] - ===> Epoch[848](1695/2): Loss -0.7646, Sem 0.0583, dir -0.9761, norm 0.1532, swav 0.0000 LR: 6.890e-02 Score 97.860 Data time: 0.3520, Forward time: 2.8349, Backward time: 3.5562, DDP time: 0.0039, Total iter time: 6.6766 [2020-11-08 08:05:54,699][root][INFO] - ===> Epoch[848](1696/2): Loss -0.7847, Sem 0.0560, dir -0.9771, norm 0.1365, swav 0.0000 LR: 6.888e-02 Score 97.953 Data time: 0.2614, Forward time: 2.8349, Backward time: 3.5560, DDP time: 0.0039, Total iter time: 6.3260 [2020-11-08 08:06:02,761][root][INFO] - ===> Epoch[849](1697/2): Loss -0.7590, Sem 0.0603, dir -0.9761, norm 0.1568, swav 0.0000 LR: 6.886e-02 Score 97.802 Data time: 0.2358, Forward time: 2.8347, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 7.8905 [2020-11-08 08:06:10,364][root][INFO] - ===> Epoch[849](1698/2): Loss -0.7657, Sem 0.0566, dir -0.9730, norm 0.1508, swav 0.0000 LR: 6.884e-02 Score 97.962 Data time: 0.3222, Forward time: 2.8351, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 7.4637 [2020-11-08 08:06:16,512][root][INFO] - ===> Epoch[850](1699/2): Loss -0.7795, Sem 0.0583, dir -0.9781, norm 0.1403, swav 0.0000 LR: 6.883e-02 Score 97.876 Data time: 0.3008, Forward time: 2.8351, Backward time: 3.5564, DDP time: 0.0039, Total iter time: 5.9833 [2020-11-08 08:06:23,551][root][INFO] - ===> Epoch[850](1700/2): Loss -0.7661, Sem 0.0588, dir -0.9745, norm 0.1496, swav 0.0000 LR: 6.881e-02 Score 97.854 Data time: 0.2854, Forward time: 2.8354, Backward time: 3.5562, DDP time: 0.0039, Total iter time: 6.9173 [2020-11-08 08:06:29,827][root][INFO] - ===> Epoch[851](1701/2): Loss -0.7587, Sem 0.0618, dir -0.9759, norm 0.1554, swav 0.0000 LR: 6.879e-02 Score 97.741 Data time: 0.2858, Forward time: 2.8357, Backward time: 3.5556, DDP time: 0.0039, Total iter time: 6.1375 [2020-11-08 08:06:36,550][root][INFO] - ===> Epoch[851](1702/2): Loss -0.7798, Sem 0.0583, dir -0.9779, norm 0.1398, swav 0.0000 LR: 6.877e-02 Score 97.844 Data time: 0.2077, Forward time: 2.8356, Backward time: 3.5556, DDP time: 0.0039, Total iter time: 6.5593 [2020-11-08 08:06:43,375][root][INFO] - ===> Epoch[852](1703/2): Loss -0.7669, Sem 0.0568, dir -0.9750, norm 0.1513, swav 0.0000 LR: 6.875e-02 Score 97.935 Data time: 0.1778, Forward time: 2.8352, Backward time: 3.5560, DDP time: 0.0039, Total iter time: 6.7010 [2020-11-08 08:06:51,364][root][INFO] - ===> Epoch[852](1704/2): Loss -0.7746, Sem 0.0554, dir -0.9746, norm 0.1447, swav 0.0000 LR: 6.873e-02 Score 97.949 Data time: 0.2208, Forward time: 2.8349, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 7.9162 [2020-11-08 08:06:58,008][root][INFO] - ===> Epoch[853](1705/2): Loss -0.7627, Sem 0.0599, dir -0.9749, norm 0.1524, swav 0.0000 LR: 6.871e-02 Score 97.817 Data time: 0.2890, Forward time: 2.8353, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 6.5244 [2020-11-08 08:07:04,425][root][INFO] - ===> Epoch[853](1706/2): Loss -0.7733, Sem 0.0555, dir -0.9777, norm 0.1489, swav 0.0000 LR: 6.869e-02 Score 98.006 Data time: 0.2817, Forward time: 2.8354, Backward time: 3.5561, DDP time: 0.0039, Total iter time: 6.2729 [2020-11-08 08:07:10,440][root][INFO] - ===> Epoch[854](1707/2): Loss -0.7787, Sem 0.0661, dir -0.9765, norm 0.1317, swav 0.0000 LR: 6.868e-02 Score 97.592 Data time: 0.2118, Forward time: 2.8353, Backward time: 3.5557, DDP time: 0.0039, Total iter time: 5.8870 [2020-11-08 08:07:18,772][root][INFO] - ===> Epoch[854](1708/2): Loss -0.7739, Sem 0.0561, dir -0.9763, norm 0.1464, swav 0.0000 LR: 6.866e-02 Score 97.967 Data time: 0.2307, Forward time: 2.8349, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 8.2118 [2020-11-08 08:07:25,953][root][INFO] - ===> Epoch[855](1709/2): Loss -0.7640, Sem 0.0606, dir -0.9754, norm 0.1507, swav 0.0000 LR: 6.864e-02 Score 97.829 Data time: 0.2745, Forward time: 2.8346, Backward time: 3.5574, DDP time: 0.0039, Total iter time: 7.0870 [2020-11-08 08:07:32,698][root][INFO] - ===> Epoch[855](1710/2): Loss -0.7779, Sem 0.0551, dir -0.9788, norm 0.1459, swav 0.0000 LR: 6.862e-02 Score 97.978 Data time: 0.2107, Forward time: 2.8344, Backward time: 3.5575, DDP time: 0.0039, Total iter time: 6.5917 [2020-11-08 08:07:40,772][root][INFO] - ===> Epoch[856](1711/2): Loss -0.7596, Sem 0.0650, dir -0.9755, norm 0.1509, swav 0.0000 LR: 6.860e-02 Score 97.648 Data time: 0.2347, Forward time: 2.8342, Backward time: 3.5584, DDP time: 0.0039, Total iter time: 7.9475 [2020-11-08 08:07:47,041][root][INFO] - ===> Epoch[856](1712/2): Loss -0.7809, Sem 0.0588, dir -0.9791, norm 0.1393, swav 0.0000 LR: 6.858e-02 Score 97.872 Data time: 0.2089, Forward time: 2.8339, Backward time: 3.5583, DDP time: 0.0039, Total iter time: 6.1469 [2020-11-08 08:07:54,197][root][INFO] - ===> Epoch[857](1713/2): Loss -0.7723, Sem 0.0616, dir -0.9775, norm 0.1436, swav 0.0000 LR: 6.856e-02 Score 97.777 Data time: 0.3425, Forward time: 2.8342, Backward time: 3.5582, DDP time: 0.0039, Total iter time: 7.0253 [2020-11-08 08:08:00,785][root][INFO] - ===> Epoch[857](1714/2): Loss -0.7770, Sem 0.0611, dir -0.9777, norm 0.1396, swav 0.0000 LR: 6.854e-02 Score 97.817 Data time: 0.3456, Forward time: 2.8345, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 6.4274 [2020-11-08 08:08:07,090][root][INFO] - ===> Epoch[858](1715/2): Loss -0.7657, Sem 0.0582, dir -0.9740, norm 0.1501, swav 0.0000 LR: 6.853e-02 Score 97.894 Data time: 0.2102, Forward time: 2.8343, Backward time: 3.5575, DDP time: 0.0039, Total iter time: 6.1490 [2020-11-08 08:08:13,548][root][INFO] - ===> Epoch[858](1716/2): Loss -0.7796, Sem 0.0573, dir -0.9785, norm 0.1417, swav 0.0000 LR: 6.851e-02 Score 97.906 Data time: 0.1998, Forward time: 2.8342, Backward time: 3.5575, DDP time: 0.0039, Total iter time: 6.3298 [2020-11-08 08:08:19,915][root][INFO] - ===> Epoch[859](1717/2): Loss -0.7801, Sem 0.0592, dir -0.9765, norm 0.1371, swav 0.0000 LR: 6.849e-02 Score 97.871 Data time: 0.1827, Forward time: 2.8338, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 6.2567 [2020-11-08 08:08:26,443][root][INFO] - ===> Epoch[859](1718/2): Loss -0.7803, Sem 0.0569, dir -0.9768, norm 0.1396, swav 0.0000 LR: 6.847e-02 Score 97.943 Data time: 0.2284, Forward time: 2.8336, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 6.4201 [2020-11-08 08:08:33,426][root][INFO] - ===> Epoch[860](1719/2): Loss -0.7812, Sem 0.0586, dir -0.9776, norm 0.1378, swav 0.0000 LR: 6.845e-02 Score 97.860 Data time: 0.2271, Forward time: 2.8335, Backward time: 3.5578, DDP time: 0.0039, Total iter time: 6.8396 [2020-11-08 08:08:40,385][root][INFO] - ===> Epoch[860](1720/2): Loss -0.7692, Sem 0.0604, dir -0.9749, norm 0.1453, swav 0.0000 LR: 6.843e-02 Score 97.836 Data time: 0.2453, Forward time: 2.8335, Backward time: 3.5579, DDP time: 0.0039, Total iter time: 6.8188 [2020-11-08 08:08:47,641][root][INFO] - ===> Epoch[861](1721/2): Loss -0.7719, Sem 0.0591, dir -0.9771, norm 0.1462, swav 0.0000 LR: 6.841e-02 Score 97.855 Data time: 0.3587, Forward time: 2.8339, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 7.1024 [2020-11-08 08:08:53,929][root][INFO] - ===> Epoch[861](1722/2): Loss -0.7464, Sem 0.0641, dir -0.9725, norm 0.1621, swav 0.0000 LR: 6.839e-02 Score 97.709 Data time: 0.2799, Forward time: 2.8343, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 6.1292 [2020-11-08 08:09:01,361][root][INFO] - ===> Epoch[862](1723/2): Loss -0.7391, Sem 0.0601, dir -0.9708, norm 0.1715, swav 0.0000 LR: 6.837e-02 Score 97.837 Data time: 0.3181, Forward time: 2.8343, Backward time: 3.5571, DDP time: 0.0039, Total iter time: 7.2625 [2020-11-08 08:09:07,617][root][INFO] - ===> Epoch[862](1724/2): Loss -0.7803, Sem 0.0590, dir -0.9788, norm 0.1394, swav 0.0000 LR: 6.836e-02 Score 97.854 Data time: 0.2736, Forward time: 2.8346, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 6.1216 [2020-11-08 08:09:15,020][root][INFO] - ===> Epoch[863](1725/2): Loss -0.7678, Sem 0.0584, dir -0.9756, norm 0.1493, swav 0.0000 LR: 6.834e-02 Score 97.867 Data time: 0.2735, Forward time: 2.8345, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 7.2291 [2020-11-08 08:09:21,405][root][INFO] - ===> Epoch[863](1726/2): Loss -0.7601, Sem 0.0616, dir -0.9716, norm 0.1499, swav 0.0000 LR: 6.832e-02 Score 97.781 Data time: 0.1989, Forward time: 2.8342, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 6.2408 [2020-11-08 08:09:27,413][root][INFO] - ===> Epoch[864](1727/2): Loss -0.7739, Sem 0.0549, dir -0.9778, norm 0.1490, swav 0.0000 LR: 6.830e-02 Score 97.982 Data time: 0.2704, Forward time: 2.8342, Backward time: 3.5564, DDP time: 0.0039, Total iter time: 5.8863 [2020-11-08 08:09:33,579][root][INFO] - ===> Epoch[864](1728/2): Loss -0.7799, Sem 0.0606, dir -0.9767, norm 0.1361, swav 0.0000 LR: 6.828e-02 Score 97.830 Data time: 0.2686, Forward time: 2.8341, Backward time: 3.5561, DDP time: 0.0039, Total iter time: 6.0022 [2020-11-08 08:09:39,674][root][INFO] - ===> Epoch[865](1729/2): Loss -0.7688, Sem 0.0578, dir -0.9742, norm 0.1476, swav 0.0000 LR: 6.826e-02 Score 97.902 Data time: 0.1669, Forward time: 2.8336, Backward time: 3.5562, DDP time: 0.0039, Total iter time: 5.9531 [2020-11-08 08:09:46,131][root][INFO] - ===> Epoch[865](1730/2): Loss -0.7571, Sem 0.0621, dir -0.9750, norm 0.1557, swav 0.0000 LR: 6.824e-02 Score 97.733 Data time: 0.2485, Forward time: 2.8337, Backward time: 3.5559, DDP time: 0.0039, Total iter time: 6.3408 [2020-11-08 08:09:53,001][root][INFO] - ===> Epoch[866](1731/2): Loss -0.7707, Sem 0.0580, dir -0.9773, norm 0.1486, swav 0.0000 LR: 6.822e-02 Score 97.867 Data time: 0.2614, Forward time: 2.8336, Backward time: 3.5560, DDP time: 0.0039, Total iter time: 6.7312 [2020-11-08 08:10:00,191][root][INFO] - ===> Epoch[866](1732/2): Loss -0.7779, Sem 0.0591, dir -0.9766, norm 0.1395, swav 0.0000 LR: 6.821e-02 Score 97.869 Data time: 0.2747, Forward time: 2.8337, Backward time: 3.5560, DDP time: 0.0039, Total iter time: 7.0417 [2020-11-08 08:10:06,811][root][INFO] - ===> Epoch[867](1733/2): Loss -0.7712, Sem 0.0579, dir -0.9752, norm 0.1461, swav 0.0000 LR: 6.819e-02 Score 97.867 Data time: 0.2528, Forward time: 2.8338, Backward time: 3.5559, DDP time: 0.0039, Total iter time: 6.4693 [2020-11-08 08:10:14,333][root][INFO] - ===> Epoch[867](1734/2): Loss -0.7514, Sem 0.0640, dir -0.9723, norm 0.1569, swav 0.0000 LR: 6.817e-02 Score 97.712 Data time: 0.2589, Forward time: 2.8339, Backward time: 3.5561, DDP time: 0.0039, Total iter time: 7.3660 [2020-11-08 08:10:20,680][root][INFO] - ===> Epoch[868](1735/2): Loss -0.7537, Sem 0.0669, dir -0.9734, norm 0.1529, swav 0.0000 LR: 6.815e-02 Score 97.575 Data time: 0.2152, Forward time: 2.8337, Backward time: 3.5559, DDP time: 0.0039, Total iter time: 6.1993 [2020-11-08 08:10:27,157][root][INFO] - ===> Epoch[868](1736/2): Loss -0.7539, Sem 0.0562, dir -0.9737, norm 0.1636, swav 0.0000 LR: 6.813e-02 Score 97.937 Data time: 0.2611, Forward time: 2.8336, Backward time: 3.5559, DDP time: 0.0039, Total iter time: 6.3525 [2020-11-08 08:10:34,843][root][INFO] - ===> Epoch[869](1737/2): Loss -0.7555, Sem 0.0598, dir -0.9723, norm 0.1570, swav 0.0000 LR: 6.811e-02 Score 97.852 Data time: 0.4263, Forward time: 2.8342, Backward time: 3.5557, DDP time: 0.0039, Total iter time: 7.5465 [2020-11-08 08:10:41,603][root][INFO] - ===> Epoch[869](1738/2): Loss -0.7485, Sem 0.0612, dir -0.9711, norm 0.1614, swav 0.0000 LR: 6.809e-02 Score 97.781 Data time: 0.2369, Forward time: 2.8343, Backward time: 3.5555, DDP time: 0.0039, Total iter time: 6.6220 [2020-11-08 08:10:48,176][root][INFO] - ===> Epoch[870](1739/2): Loss -0.7310, Sem 0.0594, dir -0.9688, norm 0.1784, swav 0.0000 LR: 6.807e-02 Score 97.867 Data time: 0.3005, Forward time: 2.8343, Backward time: 3.5553, DDP time: 0.0039, Total iter time: 6.4221 [2020-11-08 08:10:55,062][root][INFO] - ===> Epoch[870](1740/2): Loss -0.7772, Sem 0.0578, dir -0.9763, norm 0.1413, swav 0.0000 LR: 6.806e-02 Score 97.896 Data time: 0.1846, Forward time: 2.8340, Backward time: 3.5557, DDP time: 0.0039, Total iter time: 6.7407 [2020-11-08 08:11:01,458][root][INFO] - ===> Epoch[871](1741/2): Loss -0.7462, Sem 0.0595, dir -0.9710, norm 0.1653, swav 0.0000 LR: 6.804e-02 Score 97.807 Data time: 0.2175, Forward time: 2.8335, Backward time: 3.5559, DDP time: 0.0039, Total iter time: 6.2551 [2020-11-08 08:11:09,454][root][INFO] - ===> Epoch[871](1742/2): Loss -0.7502, Sem 0.0586, dir -0.9728, norm 0.1641, swav 0.0000 LR: 6.802e-02 Score 97.837 Data time: 0.2260, Forward time: 2.8333, Backward time: 3.5567, DDP time: 0.0039, Total iter time: 7.9177 [2020-11-08 08:11:16,223][root][INFO] - ===> Epoch[872](1743/2): Loss -0.7664, Sem 0.0549, dir -0.9741, norm 0.1529, swav 0.0000 LR: 6.800e-02 Score 98.023 Data time: 0.2713, Forward time: 2.8334, Backward time: 3.5566, DDP time: 0.0039, Total iter time: 6.6098 [2020-11-08 08:11:23,149][root][INFO] - ===> Epoch[872](1744/2): Loss -0.7407, Sem 0.0609, dir -0.9711, norm 0.1695, swav 0.0000 LR: 6.798e-02 Score 97.774 Data time: 0.2917, Forward time: 2.8336, Backward time: 3.5564, DDP time: 0.0039, Total iter time: 6.7693 [2020-11-08 08:11:28,879][root][INFO] - ===> Epoch[873](1745/2): Loss -0.7565, Sem 0.0613, dir -0.9734, norm 0.1556, swav 0.0000 LR: 6.796e-02 Score 97.777 Data time: 0.1344, Forward time: 2.8329, Backward time: 3.5564, DDP time: 0.0039, Total iter time: 5.5884 [2020-11-08 08:11:35,915][root][INFO] - ===> Epoch[873](1746/2): Loss -0.7711, Sem 0.0585, dir -0.9774, norm 0.1478, swav 0.0000 LR: 6.794e-02 Score 97.880 Data time: 0.1656, Forward time: 2.8324, Backward time: 3.5571, DDP time: 0.0039, Total iter time: 6.9369 [2020-11-08 08:11:42,045][root][INFO] - ===> Epoch[874](1747/2): Loss -0.7388, Sem 0.0612, dir -0.9690, norm 0.1690, swav 0.0000 LR: 6.792e-02 Score 97.747 Data time: 0.2203, Forward time: 2.8322, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 6.0236 [2020-11-08 08:11:49,142][root][INFO] - ===> Epoch[874](1748/2): Loss -0.7603, Sem 0.0602, dir -0.9756, norm 0.1551, swav 0.0000 LR: 6.791e-02 Score 97.836 Data time: 0.2207, Forward time: 2.8319, Backward time: 3.5574, DDP time: 0.0039, Total iter time: 6.9475 [2020-11-08 08:11:56,365][root][INFO] - ===> Epoch[875](1749/2): Loss -0.7570, Sem 0.0615, dir -0.9738, norm 0.1554, swav 0.0000 LR: 6.789e-02 Score 97.789 Data time: 0.3200, Forward time: 2.8324, Backward time: 3.5571, DDP time: 0.0039, Total iter time: 7.0865 [2020-11-08 08:12:03,844][root][INFO] - ===> Epoch[875](1750/2): Loss -0.7447, Sem 0.0604, dir -0.9718, norm 0.1667, swav 0.0000 LR: 6.787e-02 Score 97.773 Data time: 0.2585, Forward time: 2.8322, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 7.3086 [2020-11-08 08:12:11,287][root][INFO] - ===> Epoch[876](1751/2): Loss -0.7650, Sem 0.0604, dir -0.9752, norm 0.1497, swav 0.0000 LR: 6.785e-02 Score 97.823 Data time: 0.3602, Forward time: 2.8328, Backward time: 3.5573, DDP time: 0.0039, Total iter time: 7.3215 [2020-11-08 08:12:18,093][root][INFO] - ===> Epoch[876](1752/2): Loss -0.7508, Sem 0.0607, dir -0.9740, norm 0.1625, swav 0.0000 LR: 6.783e-02 Score 97.794 Data time: 0.2236, Forward time: 2.8325, Backward time: 3.5575, DDP time: 0.0039, Total iter time: 6.6422 [2020-11-08 08:12:24,802][root][INFO] - ===> Epoch[877](1753/2): Loss -0.7662, Sem 0.0607, dir -0.9743, norm 0.1474, swav 0.0000 LR: 6.781e-02 Score 97.809 Data time: 0.3546, Forward time: 2.8329, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 6.5509 [2020-11-08 08:12:30,770][root][INFO] - ===> Epoch[877](1754/2): Loss -0.7657, Sem 0.0607, dir -0.9746, norm 0.1483, swav 0.0000 LR: 6.779e-02 Score 97.836 Data time: 0.2292, Forward time: 2.8328, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 5.8007 [2020-11-08 08:12:38,856][root][INFO] - ===> Epoch[878](1755/2): Loss -0.7675, Sem 0.0611, dir -0.9747, norm 0.1462, swav 0.0000 LR: 6.777e-02 Score 97.773 Data time: 0.2098, Forward time: 2.8327, Backward time: 3.5573, DDP time: 0.0039, Total iter time: 7.9479 [2020-11-08 08:12:44,904][root][INFO] - ===> Epoch[878](1756/2): Loss -0.7585, Sem 0.0627, dir -0.9736, norm 0.1524, swav 0.0000 LR: 6.776e-02 Score 97.700 Data time: 0.1733, Forward time: 2.8321, Backward time: 3.5574, DDP time: 0.0039, Total iter time: 5.8792 [2020-11-08 08:12:50,645][root][INFO] - ===> Epoch[879](1757/2): Loss -0.7747, Sem 0.0585, dir -0.9768, norm 0.1437, swav 0.0000 LR: 6.774e-02 Score 97.887 Data time: 0.2991, Forward time: 2.8322, Backward time: 3.5567, DDP time: 0.0039, Total iter time: 5.6498 [2020-11-08 08:12:57,820][root][INFO] - ===> Epoch[879](1758/2): Loss -0.7714, Sem 0.0638, dir -0.9779, norm 0.1428, swav 0.0000 LR: 6.772e-02 Score 97.710 Data time: 0.1890, Forward time: 2.8318, Backward time: 3.5573, DDP time: 0.0039, Total iter time: 7.0377 [2020-11-08 08:13:04,049][root][INFO] - ===> Epoch[880](1759/2): Loss -0.7762, Sem 0.0610, dir -0.9768, norm 0.1395, swav 0.0000 LR: 6.770e-02 Score 97.763 Data time: 0.1942, Forward time: 2.8315, Backward time: 3.5573, DDP time: 0.0039, Total iter time: 6.0968 [2020-11-08 08:13:10,465][root][INFO] - ===> Epoch[880](1760/2): Loss -0.7725, Sem 0.0573, dir -0.9754, norm 0.1456, swav 0.0000 LR: 6.768e-02 Score 97.925 Data time: 0.2880, Forward time: 2.8313, Backward time: 3.5572, DDP time: 0.0039, Total iter time: 6.2620 [2020-11-08 08:13:17,710][root][INFO] - ===> Epoch[881](1761/2): Loss -0.7634, Sem 0.0611, dir -0.9745, norm 0.1501, swav 0.0000 LR: 6.766e-02 Score 97.792 Data time: 0.2599, Forward time: 2.8314, Backward time: 3.5573, DDP time: 0.0039, Total iter time: 7.0984 [2020-11-08 08:13:23,718][root][INFO] - ===> Epoch[881](1762/2): Loss -0.7838, Sem 0.0619, dir -0.9777, norm 0.1320, swav 0.0000 LR: 6.764e-02 Score 97.767 Data time: 0.2454, Forward time: 2.8315, Backward time: 3.5567, DDP time: 0.0039, Total iter time: 5.8562 [2020-11-08 08:13:30,418][root][INFO] - ===> Epoch[882](1763/2): Loss -0.7763, Sem 0.0594, dir -0.9759, norm 0.1401, swav 0.0000 LR: 6.762e-02 Score 97.855 Data time: 0.1865, Forward time: 2.8311, Backward time: 3.5571, DDP time: 0.0039, Total iter time: 6.5578 [2020-11-08 08:13:37,470][root][INFO] - ===> Epoch[882](1764/2): Loss -0.7645, Sem 0.0611, dir -0.9752, norm 0.1496, swav 0.0000 LR: 6.760e-02 Score 97.779 Data time: 0.1842, Forward time: 2.8307, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 6.9448 [2020-11-08 08:13:43,720][root][INFO] - ===> Epoch[883](1765/2): Loss -0.7977, Sem 0.0548, dir -0.9801, norm 0.1275, swav 0.0000 LR: 6.759e-02 Score 98.010 Data time: 0.2890, Forward time: 2.8307, Backward time: 3.5572, DDP time: 0.0039, Total iter time: 6.1349 [2020-11-08 08:13:51,663][root][INFO] - ===> Epoch[883](1766/2): Loss -0.7764, Sem 0.0591, dir -0.9775, norm 0.1420, swav 0.0000 LR: 6.757e-02 Score 97.848 Data time: 0.3565, Forward time: 2.8314, Backward time: 3.5571, DDP time: 0.0039, Total iter time: 7.7847 [2020-11-08 08:13:58,125][root][INFO] - ===> Epoch[884](1767/2): Loss -0.7653, Sem 0.0604, dir -0.9740, norm 0.1482, swav 0.0000 LR: 6.755e-02 Score 97.820 Data time: 0.2535, Forward time: 2.8318, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 6.3254 [2020-11-08 08:14:04,238][root][INFO] - ===> Epoch[884](1768/2): Loss -0.7708, Sem 0.0603, dir -0.9764, norm 0.1454, swav 0.0000 LR: 6.753e-02 Score 97.797 Data time: 0.2432, Forward time: 2.8315, Backward time: 3.5564, DDP time: 0.0039, Total iter time: 5.9508 [2020-11-08 08:14:12,042][root][INFO] - ===> Epoch[885](1769/2): Loss -0.7786, Sem 0.0549, dir -0.9757, norm 0.1422, swav 0.0000 LR: 6.751e-02 Score 98.011 Data time: 0.2765, Forward time: 2.8315, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 7.7035 [2020-11-08 08:14:19,353][root][INFO] - ===> Epoch[885](1770/2): Loss -0.7643, Sem 0.0620, dir -0.9748, norm 0.1484, swav 0.0000 LR: 6.749e-02 Score 97.782 Data time: 0.1850, Forward time: 2.8310, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 7.1787 [2020-11-08 08:14:28,700][root][INFO] - ===> Epoch[886](1771/2): Loss -0.7684, Sem 0.0598, dir -0.9761, norm 0.1479, swav 0.0000 LR: 6.747e-02 Score 97.830 Data time: 0.1885, Forward time: 2.8305, Backward time: 3.5594, DDP time: 0.0039, Total iter time: 9.2257 [2020-11-08 08:14:35,982][root][INFO] - ===> Epoch[886](1772/2): Loss -0.7747, Sem 0.0576, dir -0.9770, norm 0.1448, swav 0.0000 LR: 6.745e-02 Score 97.895 Data time: 0.2369, Forward time: 2.8306, Backward time: 3.5597, DDP time: 0.0039, Total iter time: 7.2071 [2020-11-08 08:14:43,954][root][INFO] - ===> Epoch[887](1773/2): Loss -0.7939, Sem 0.0530, dir -0.9790, norm 0.1320, swav 0.0000 LR: 6.744e-02 Score 98.074 Data time: 0.2271, Forward time: 2.8306, Backward time: 3.5602, DDP time: 0.0039, Total iter time: 7.8217 [2020-11-08 08:14:50,412][root][INFO] - ===> Epoch[887](1774/2): Loss -0.7795, Sem 0.0583, dir -0.9769, norm 0.1391, swav 0.0000 LR: 6.742e-02 Score 97.844 Data time: 0.2312, Forward time: 2.8305, Backward time: 3.5601, DDP time: 0.0039, Total iter time: 6.3127 [2020-11-08 08:14:57,482][root][INFO] - ===> Epoch[888](1775/2): Loss -0.7714, Sem 0.0591, dir -0.9776, norm 0.1471, swav 0.0000 LR: 6.740e-02 Score 97.833 Data time: 0.2504, Forward time: 2.8306, Backward time: 3.5602, DDP time: 0.0039, Total iter time: 6.9228 [2020-11-08 08:15:04,577][root][INFO] - ===> Epoch[888](1776/2): Loss -0.7776, Sem 0.0617, dir -0.9771, norm 0.1378, swav 0.0000 LR: 6.738e-02 Score 97.769 Data time: 0.2129, Forward time: 2.8304, Backward time: 3.5605, DDP time: 0.0039, Total iter time: 6.9595 [2020-11-08 08:15:11,347][root][INFO] - ===> Epoch[889](1777/2): Loss -0.7820, Sem 0.0563, dir -0.9794, norm 0.1411, swav 0.0000 LR: 6.736e-02 Score 97.947 Data time: 0.2815, Forward time: 2.8303, Backward time: 3.5605, DDP time: 0.0039, Total iter time: 6.6418 [2020-11-08 08:15:18,305][root][INFO] - ===> Epoch[889](1778/2): Loss -0.7811, Sem 0.0567, dir -0.9767, norm 0.1388, swav 0.0000 LR: 6.734e-02 Score 97.931 Data time: 0.2317, Forward time: 2.8303, Backward time: 3.5605, DDP time: 0.0039, Total iter time: 6.7991 [2020-11-08 08:15:24,991][root][INFO] - ===> Epoch[890](1779/2): Loss -0.7705, Sem 0.0627, dir -0.9744, norm 0.1412, swav 0.0000 LR: 6.732e-02 Score 97.693 Data time: 0.1999, Forward time: 2.8299, Backward time: 3.5608, DDP time: 0.0039, Total iter time: 6.5343 [2020-11-08 08:15:31,732][root][INFO] - ===> Epoch[890](1780/2): Loss -0.7429, Sem 0.0574, dir -0.9720, norm 0.1717, swav 0.0000 LR: 6.730e-02 Score 97.897 Data time: 0.3169, Forward time: 2.8302, Backward time: 3.5605, DDP time: 0.0039, Total iter time: 6.6072 [2020-11-08 08:15:37,727][root][INFO] - ===> Epoch[891](1781/2): Loss -0.7669, Sem 0.0600, dir -0.9759, norm 0.1490, swav 0.0000 LR: 6.729e-02 Score 97.836 Data time: 0.2614, Forward time: 2.8302, Backward time: 3.5600, DDP time: 0.0039, Total iter time: 5.8397 [2020-11-08 08:15:44,844][root][INFO] - ===> Epoch[891](1782/2): Loss -0.7748, Sem 0.0566, dir -0.9749, norm 0.1435, swav 0.0000 LR: 6.727e-02 Score 97.959 Data time: 0.2047, Forward time: 2.8298, Backward time: 3.5605, DDP time: 0.0039, Total iter time: 6.9585 [2020-11-08 08:15:51,767][root][INFO] - ===> Epoch[892](1783/2): Loss -0.7488, Sem 0.0573, dir -0.9718, norm 0.1657, swav 0.0000 LR: 6.725e-02 Score 97.885 Data time: 0.2309, Forward time: 2.8298, Backward time: 3.5606, DDP time: 0.0039, Total iter time: 6.7985 [2020-11-08 08:15:58,697][root][INFO] - ===> Epoch[892](1784/2): Loss -0.7537, Sem 0.0600, dir -0.9706, norm 0.1568, swav 0.0000 LR: 6.723e-02 Score 97.856 Data time: 0.2476, Forward time: 2.8296, Backward time: 3.5608, DDP time: 0.0039, Total iter time: 6.7913 [2020-11-08 08:16:06,201][root][INFO] - ===> Epoch[893](1785/2): Loss -0.7845, Sem 0.0543, dir -0.9766, norm 0.1378, swav 0.0000 LR: 6.721e-02 Score 98.007 Data time: 0.3409, Forward time: 2.8302, Backward time: 3.5606, DDP time: 0.0039, Total iter time: 7.3886 [2020-11-08 08:16:14,165][root][INFO] - ===> Epoch[893](1786/2): Loss -0.7451, Sem 0.0587, dir -0.9722, norm 0.1683, swav 0.0000 LR: 6.719e-02 Score 97.854 Data time: 0.1993, Forward time: 2.8301, Backward time: 3.5612, DDP time: 0.0039, Total iter time: 7.8050 [2020-11-08 08:16:20,044][root][INFO] - ===> Epoch[894](1787/2): Loss -0.7742, Sem 0.0555, dir -0.9749, norm 0.1451, swav 0.0000 LR: 6.717e-02 Score 97.990 Data time: 0.1880, Forward time: 2.8298, Backward time: 3.5610, DDP time: 0.0039, Total iter time: 5.7129 [2020-11-08 08:16:26,676][root][INFO] - ===> Epoch[894](1788/2): Loss -0.7478, Sem 0.0565, dir -0.9720, norm 0.1677, swav 0.0000 LR: 6.715e-02 Score 97.954 Data time: 0.3345, Forward time: 2.8300, Backward time: 3.5607, DDP time: 0.0039, Total iter time: 6.5023 [2020-11-08 08:16:33,606][root][INFO] - ===> Epoch[895](1789/2): Loss -0.7621, Sem 0.0581, dir -0.9732, norm 0.1529, swav 0.0000 LR: 6.713e-02 Score 97.890 Data time: 0.2700, Forward time: 2.8303, Backward time: 3.5604, DDP time: 0.0039, Total iter time: 6.7621 [2020-11-08 08:16:39,176][root][INFO] - ===> Epoch[895](1790/2): Loss -0.7595, Sem 0.0593, dir -0.9752, norm 0.1563, swav 0.0000 LR: 6.712e-02 Score 97.844 Data time: 0.1457, Forward time: 2.8296, Backward time: 3.5603, DDP time: 0.0039, Total iter time: 5.4186 [2020-11-08 08:16:45,957][root][INFO] - ===> Epoch[896](1791/2): Loss -0.7554, Sem 0.0565, dir -0.9717, norm 0.1597, swav 0.0000 LR: 6.710e-02 Score 97.984 Data time: 0.2848, Forward time: 2.8299, Backward time: 3.5600, DDP time: 0.0039, Total iter time: 6.6936 [2020-11-08 08:16:51,850][root][INFO] - ===> Epoch[896](1792/2): Loss -0.7632, Sem 0.0591, dir -0.9738, norm 0.1514, swav 0.0000 LR: 6.708e-02 Score 97.858 Data time: 0.1904, Forward time: 2.8296, Backward time: 3.5598, DDP time: 0.0039, Total iter time: 5.7483 [2020-11-08 08:16:58,024][root][INFO] - ===> Epoch[897](1793/2): Loss -0.7849, Sem 0.0567, dir -0.9795, norm 0.1379, swav 0.0000 LR: 6.706e-02 Score 97.944 Data time: 0.2699, Forward time: 2.8299, Backward time: 3.5592, DDP time: 0.0039, Total iter time: 6.0565 [2020-11-08 08:17:06,301][root][INFO] - ===> Epoch[897](1794/2): Loss -0.7427, Sem 0.0571, dir -0.9690, norm 0.1692, swav 0.0000 LR: 6.704e-02 Score 97.937 Data time: 0.2086, Forward time: 2.8297, Backward time: 3.5602, DDP time: 0.0039, Total iter time: 8.1319 [2020-11-08 08:17:12,528][root][INFO] - ===> Epoch[898](1795/2): Loss -0.7700, Sem 0.0596, dir -0.9760, norm 0.1464, swav 0.0000 LR: 6.702e-02 Score 97.823 Data time: 0.2433, Forward time: 2.8297, Backward time: 3.5598, DDP time: 0.0039, Total iter time: 6.0812 [2020-11-08 08:17:19,017][root][INFO] - ===> Epoch[898](1796/2): Loss -0.7728, Sem 0.0602, dir -0.9758, norm 0.1428, swav 0.0000 LR: 6.700e-02 Score 97.784 Data time: 0.2806, Forward time: 2.8299, Backward time: 3.5594, DDP time: 0.0039, Total iter time: 6.3391 [2020-11-08 08:17:25,672][root][INFO] - ===> Epoch[899](1797/2): Loss -0.7520, Sem 0.0590, dir -0.9726, norm 0.1616, swav 0.0000 LR: 6.698e-02 Score 97.876 Data time: 0.2564, Forward time: 2.8300, Backward time: 3.5592, DDP time: 0.0039, Total iter time: 6.5228 [2020-11-08 08:17:32,263][root][INFO] - ===> Epoch[899](1798/2): Loss -0.7606, Sem 0.0569, dir -0.9757, norm 0.1582, swav 0.0000 LR: 6.697e-02 Score 97.939 Data time: 0.2802, Forward time: 2.8300, Backward time: 3.5590, DDP time: 0.0039, Total iter time: 6.4462 [2020-11-08 08:17:39,520][root][INFO] - ===> Epoch[900](1799/2): Loss -0.7590, Sem 0.0568, dir -0.9762, norm 0.1604, swav 0.0000 LR: 6.695e-02 Score 97.932 Data time: 0.2482, Forward time: 2.8298, Backward time: 3.5594, DDP time: 0.0039, Total iter time: 7.1116 [2020-11-08 08:17:45,748][root][INFO] - ===> Epoch[900](1800/2): Loss -0.7639, Sem 0.0602, dir -0.9747, norm 0.1506, swav 0.0000 LR: 6.693e-02 Score 97.819 Data time: 0.2588, Forward time: 2.8297, Backward time: 3.5592, DDP time: 0.0039, Total iter time: 6.0936 [2020-11-08 08:17:52,230][root][INFO] - ===> Epoch[901](1801/2): Loss -0.7796, Sem 0.0587, dir -0.9761, norm 0.1378, swav 0.0000 LR: 6.691e-02 Score 97.848 Data time: 0.2521, Forward time: 2.8298, Backward time: 3.5589, DDP time: 0.0039, Total iter time: 6.3597 [2020-11-08 08:17:58,558][root][INFO] - ===> Epoch[901](1802/2): Loss -0.7728, Sem 0.0556, dir -0.9783, norm 0.1499, swav 0.0000 LR: 6.689e-02 Score 97.964 Data time: 0.2312, Forward time: 2.8297, Backward time: 3.5587, DDP time: 0.0039, Total iter time: 6.1593 [2020-11-08 08:18:04,787][root][INFO] - ===> Epoch[902](1803/2): Loss -0.7654, Sem 0.0572, dir -0.9753, norm 0.1527, swav 0.0000 LR: 6.687e-02 Score 97.935 Data time: 0.2186, Forward time: 2.8296, Backward time: 3.5585, DDP time: 0.0039, Total iter time: 6.0877 [2020-11-08 08:18:12,793][root][INFO] - ===> Epoch[902](1804/2): Loss -0.7814, Sem 0.0565, dir -0.9760, norm 0.1381, swav 0.0000 LR: 6.685e-02 Score 97.921 Data time: 0.2661, Forward time: 2.8295, Backward time: 3.5591, DDP time: 0.0039, Total iter time: 7.8554 [2020-11-08 08:18:19,021][root][INFO] - ===> Epoch[903](1805/2): Loss -0.7708, Sem 0.0577, dir -0.9761, norm 0.1477, swav 0.0000 LR: 6.683e-02 Score 97.876 Data time: 0.3318, Forward time: 2.8296, Backward time: 3.5587, DDP time: 0.0039, Total iter time: 6.0918 [2020-11-08 08:18:26,063][root][INFO] - ===> Epoch[903](1806/2): Loss -0.7642, Sem 0.0582, dir -0.9744, norm 0.1519, swav 0.0000 LR: 6.681e-02 Score 97.888 Data time: 0.3469, Forward time: 2.8300, Backward time: 3.5583, DDP time: 0.0039, Total iter time: 6.8887 [2020-11-08 08:18:32,534][root][INFO] - ===> Epoch[904](1807/2): Loss -0.7804, Sem 0.0564, dir -0.9789, norm 0.1421, swav 0.0000 LR: 6.680e-02 Score 97.945 Data time: 0.2720, Forward time: 2.8302, Backward time: 3.5579, DDP time: 0.0039, Total iter time: 6.3318 [2020-11-08 08:18:39,404][root][INFO] - ===> Epoch[904](1808/2): Loss -0.7850, Sem 0.0555, dir -0.9779, norm 0.1374, swav 0.0000 LR: 6.678e-02 Score 97.966 Data time: 0.2340, Forward time: 2.8301, Backward time: 3.5580, DDP time: 0.0039, Total iter time: 6.7288 [2020-11-08 08:18:46,836][root][INFO] - ===> Epoch[905](1809/2): Loss -0.7771, Sem 0.0567, dir -0.9782, norm 0.1443, swav 0.0000 LR: 6.676e-02 Score 97.911 Data time: 0.2499, Forward time: 2.8303, Backward time: 3.5581, DDP time: 0.0039, Total iter time: 7.2928 [2020-11-08 08:18:55,082][root][INFO] - ===> Epoch[905](1810/2): Loss -0.7664, Sem 0.0585, dir -0.9747, norm 0.1498, swav 0.0000 LR: 6.674e-02 Score 97.875 Data time: 0.2357, Forward time: 2.8303, Backward time: 3.5589, DDP time: 0.0039, Total iter time: 8.0845 [2020-11-08 08:19:01,450][root][INFO] - ===> Epoch[906](1811/2): Loss -0.7831, Sem 0.0591, dir -0.9784, norm 0.1362, swav 0.0000 LR: 6.672e-02 Score 97.843 Data time: 0.2063, Forward time: 2.8297, Backward time: 3.5591, DDP time: 0.0039, Total iter time: 6.2200 [2020-11-08 08:19:07,823][root][INFO] - ===> Epoch[906](1812/2): Loss -0.7819, Sem 0.0594, dir -0.9788, norm 0.1375, swav 0.0000 LR: 6.670e-02 Score 97.876 Data time: 0.2834, Forward time: 2.8295, Backward time: 3.5591, DDP time: 0.0039, Total iter time: 6.2708 [2020-11-08 08:19:13,650][root][INFO] - ===> Epoch[907](1813/2): Loss -0.7733, Sem 0.0593, dir -0.9773, norm 0.1447, swav 0.0000 LR: 6.668e-02 Score 97.838 Data time: 0.2165, Forward time: 2.8293, Backward time: 3.5587, DDP time: 0.0039, Total iter time: 5.6964 [2020-11-08 08:19:20,735][root][INFO] - ===> Epoch[907](1814/2): Loss -0.7862, Sem 0.0582, dir -0.9766, norm 0.1322, swav 0.0000 LR: 6.666e-02 Score 97.873 Data time: 0.3725, Forward time: 2.8298, Backward time: 3.5584, DDP time: 0.0039, Total iter time: 6.9489 [2020-11-08 08:19:27,652][root][INFO] - ===> Epoch[908](1815/2): Loss -0.7791, Sem 0.0558, dir -0.9760, norm 0.1411, swav 0.0000 LR: 6.665e-02 Score 97.975 Data time: 0.2498, Forward time: 2.8296, Backward time: 3.5585, DDP time: 0.0039, Total iter time: 6.7665 [2020-11-08 08:19:32,527][root][INFO] - ===> Epoch[908](1816/2): Loss -0.7853, Sem 0.0559, dir -0.9784, norm 0.1372, swav 0.0000 LR: 6.663e-02 Score 97.957 Data time: 0.2763, Forward time: 2.8295, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 4.7308 [2020-11-08 08:19:39,897][root][INFO] - ===> Epoch[909](1817/2): Loss -0.7834, Sem 0.0586, dir -0.9777, norm 0.1356, swav 0.0000 LR: 6.661e-02 Score 97.867 Data time: 0.2199, Forward time: 2.8293, Backward time: 3.5580, DDP time: 0.0039, Total iter time: 7.2289 [2020-11-08 08:19:45,911][root][INFO] - ===> Epoch[909](1818/2): Loss -0.7814, Sem 0.0562, dir -0.9759, norm 0.1384, swav 0.0000 LR: 6.659e-02 Score 97.938 Data time: 0.1981, Forward time: 2.8291, Backward time: 3.5578, DDP time: 0.0039, Total iter time: 5.8851 [2020-11-08 08:19:53,843][root][INFO] - ===> Epoch[910](1819/2): Loss -0.7762, Sem 0.0558, dir -0.9775, norm 0.1455, swav 0.0000 LR: 6.657e-02 Score 97.966 Data time: 0.1940, Forward time: 2.8288, Backward time: 3.5587, DDP time: 0.0039, Total iter time: 7.8086 [2020-11-08 08:19:59,907][root][INFO] - ===> Epoch[910](1820/2): Loss -0.7835, Sem 0.0583, dir -0.9765, norm 0.1347, swav 0.0000 LR: 6.655e-02 Score 97.872 Data time: 0.2278, Forward time: 2.8287, Backward time: 3.5584, DDP time: 0.0039, Total iter time: 5.9347 [2020-11-08 08:20:06,986][root][INFO] - ===> Epoch[911](1821/2): Loss -0.7875, Sem 0.0563, dir -0.9775, norm 0.1337, swav 0.0000 LR: 6.653e-02 Score 97.943 Data time: 0.2933, Forward time: 2.8287, Backward time: 3.5585, DDP time: 0.0039, Total iter time: 6.9472 [2020-11-08 08:20:13,911][root][INFO] - ===> Epoch[911](1822/2): Loss -0.7847, Sem 0.0586, dir -0.9772, norm 0.1339, swav 0.0000 LR: 6.651e-02 Score 97.863 Data time: 0.2648, Forward time: 2.8286, Backward time: 3.5586, DDP time: 0.0039, Total iter time: 6.7976 [2020-11-08 08:20:19,718][root][INFO] - ===> Epoch[912](1823/2): Loss -0.7713, Sem 0.0546, dir -0.9766, norm 0.1507, swav 0.0000 LR: 6.649e-02 Score 97.985 Data time: 0.2268, Forward time: 2.8285, Backward time: 3.5581, DDP time: 0.0039, Total iter time: 5.6724 [2020-11-08 08:20:26,232][root][INFO] - ===> Epoch[912](1824/2): Loss -0.7796, Sem 0.0590, dir -0.9778, norm 0.1391, swav 0.0000 LR: 6.648e-02 Score 97.838 Data time: 0.2556, Forward time: 2.8282, Backward time: 3.5582, DDP time: 0.0039, Total iter time: 6.3465 [2020-11-08 08:20:34,024][root][INFO] - ===> Epoch[913](1825/2): Loss -0.7830, Sem 0.0614, dir -0.9782, norm 0.1339, swav 0.0000 LR: 6.646e-02 Score 97.775 Data time: 0.3202, Forward time: 2.8285, Backward time: 3.5584, DDP time: 0.0039, Total iter time: 7.6744 [2020-11-08 08:20:41,232][root][INFO] - ===> Epoch[913](1826/2): Loss -0.7766, Sem 0.0590, dir -0.9779, norm 0.1422, swav 0.0000 LR: 6.644e-02 Score 97.862 Data time: 0.2497, Forward time: 2.8284, Backward time: 3.5586, DDP time: 0.0039, Total iter time: 7.0534 [2020-11-08 08:20:46,925][root][INFO] - ===> Epoch[914](1827/2): Loss -0.7663, Sem 0.0545, dir -0.9744, norm 0.1536, swav 0.0000 LR: 6.642e-02 Score 97.993 Data time: 0.2447, Forward time: 2.8284, Backward time: 3.5581, DDP time: 0.0039, Total iter time: 5.5432 [2020-11-08 08:20:53,633][root][INFO] - ===> Epoch[914](1828/2): Loss -0.7673, Sem 0.0615, dir -0.9765, norm 0.1477, swav 0.0000 LR: 6.640e-02 Score 97.771 Data time: 0.2550, Forward time: 2.8281, Backward time: 3.5582, DDP time: 0.0039, Total iter time: 6.5834 [2020-11-08 08:21:00,781][root][INFO] - ===> Epoch[915](1829/2): Loss -0.7869, Sem 0.0587, dir -0.9780, norm 0.1325, swav 0.0000 LR: 6.638e-02 Score 97.863 Data time: 0.2155, Forward time: 2.8278, Backward time: 3.5587, DDP time: 0.0039, Total iter time: 7.0188 [2020-11-08 08:21:07,969][root][INFO] - ===> Epoch[915](1830/2): Loss -0.7636, Sem 0.0597, dir -0.9740, norm 0.1507, swav 0.0000 LR: 6.636e-02 Score 97.815 Data time: 0.3223, Forward time: 2.8279, Backward time: 3.5587, DDP time: 0.0039, Total iter time: 7.0729 [2020-11-08 08:21:14,838][root][INFO] - ===> Epoch[916](1831/2): Loss -0.7655, Sem 0.0594, dir -0.9788, norm 0.1540, swav 0.0000 LR: 6.634e-02 Score 97.811 Data time: 0.2232, Forward time: 2.8278, Backward time: 3.5589, DDP time: 0.0039, Total iter time: 6.6965 [2020-11-08 08:21:21,529][root][INFO] - ===> Epoch[916](1832/2): Loss -0.7782, Sem 0.0560, dir -0.9779, norm 0.1436, swav 0.0000 LR: 6.633e-02 Score 97.971 Data time: 0.2456, Forward time: 2.8277, Backward time: 3.5589, DDP time: 0.0039, Total iter time: 6.5405 [2020-11-08 08:21:29,220][root][INFO] - ===> Epoch[917](1833/2): Loss -0.7903, Sem 0.0552, dir -0.9781, norm 0.1326, swav 0.0000 LR: 6.631e-02 Score 97.994 Data time: 0.2232, Forward time: 2.8274, Backward time: 3.5596, DDP time: 0.0039, Total iter time: 7.5446 [2020-11-08 08:21:35,947][root][INFO] - ===> Epoch[917](1834/2): Loss -0.7815, Sem 0.0573, dir -0.9778, norm 0.1389, swav 0.0000 LR: 6.629e-02 Score 97.905 Data time: 0.2018, Forward time: 2.8269, Backward time: 3.5600, DDP time: 0.0039, Total iter time: 6.5839 [2020-11-08 08:21:44,302][root][INFO] - ===> Epoch[918](1835/2): Loss -0.7816, Sem 0.0565, dir -0.9771, norm 0.1391, swav 0.0000 LR: 6.627e-02 Score 97.940 Data time: 0.3866, Forward time: 2.8278, Backward time: 3.5599, DDP time: 0.0039, Total iter time: 8.2430 [2020-11-08 08:21:50,809][root][INFO] - ===> Epoch[918](1836/2): Loss -0.7576, Sem 0.0610, dir -0.9735, norm 0.1549, swav 0.0000 LR: 6.625e-02 Score 97.798 Data time: 0.2362, Forward time: 2.8278, Backward time: 3.5597, DDP time: 0.0039, Total iter time: 6.3337 [2020-11-08 08:21:57,577][root][INFO] - ===> Epoch[919](1837/2): Loss -0.7676, Sem 0.0585, dir -0.9754, norm 0.1493, swav 0.0000 LR: 6.623e-02 Score 97.877 Data time: 0.2621, Forward time: 2.8279, Backward time: 3.5595, DDP time: 0.0039, Total iter time: 6.5988 [2020-11-08 08:22:03,940][root][INFO] - ===> Epoch[919](1838/2): Loss -0.7667, Sem 0.0548, dir -0.9764, norm 0.1548, swav 0.0000 LR: 6.621e-02 Score 98.011 Data time: 0.2406, Forward time: 2.8277, Backward time: 3.5594, DDP time: 0.0039, Total iter time: 6.2112 [2020-11-08 08:22:10,074][root][INFO] - ===> Epoch[920](1839/2): Loss -0.7909, Sem 0.0550, dir -0.9794, norm 0.1335, swav 0.0000 LR: 6.619e-02 Score 97.976 Data time: 0.2423, Forward time: 2.8277, Backward time: 3.5590, DDP time: 0.0039, Total iter time: 5.9844 [2020-11-08 08:22:17,805][root][INFO] - ===> Epoch[920](1840/2): Loss -0.7706, Sem 0.0577, dir -0.9734, norm 0.1451, swav 0.0000 LR: 6.617e-02 Score 97.914 Data time: 0.2385, Forward time: 2.8276, Backward time: 3.5596, DDP time: 0.0039, Total iter time: 7.5442 [2020-11-08 08:22:24,650][root][INFO] - ===> Epoch[921](1841/2): Loss -0.7554, Sem 0.0579, dir -0.9735, norm 0.1602, swav 0.0000 LR: 6.616e-02 Score 97.911 Data time: 0.3566, Forward time: 2.8280, Backward time: 3.5591, DDP time: 0.0039, Total iter time: 6.7043 [2020-11-08 08:22:32,616][root][INFO] - ===> Epoch[921](1842/2): Loss -0.7745, Sem 0.0560, dir -0.9763, norm 0.1459, swav 0.0000 LR: 6.614e-02 Score 97.937 Data time: 0.2424, Forward time: 2.8279, Backward time: 3.5598, DDP time: 0.0039, Total iter time: 7.8043 [2020-11-08 08:22:39,389][root][INFO] - ===> Epoch[922](1843/2): Loss -0.7862, Sem 0.0554, dir -0.9778, norm 0.1361, swav 0.0000 LR: 6.612e-02 Score 97.956 Data time: 0.2993, Forward time: 2.8282, Backward time: 3.5594, DDP time: 0.0039, Total iter time: 6.6158 [2020-11-08 08:22:45,753][root][INFO] - ===> Epoch[922](1844/2): Loss -0.7627, Sem 0.0583, dir -0.9740, norm 0.1531, swav 0.0000 LR: 6.610e-02 Score 97.884 Data time: 0.2039, Forward time: 2.8281, Backward time: 3.5593, DDP time: 0.0039, Total iter time: 6.2155 [2020-11-08 08:22:51,968][root][INFO] - ===> Epoch[923](1845/2): Loss -0.7938, Sem 0.0520, dir -0.9805, norm 0.1347, swav 0.0000 LR: 6.608e-02 Score 98.097 Data time: 0.2700, Forward time: 2.8282, Backward time: 3.5588, DDP time: 0.0039, Total iter time: 6.0736 [2020-11-08 08:22:59,741][root][INFO] - ===> Epoch[923](1846/2): Loss -0.7821, Sem 0.0541, dir -0.9775, norm 0.1414, swav 0.0000 LR: 6.606e-02 Score 98.025 Data time: 0.2143, Forward time: 2.8281, Backward time: 3.5594, DDP time: 0.0039, Total iter time: 7.6279 [2020-11-08 08:23:06,436][root][INFO] - ===> Epoch[924](1847/2): Loss -0.7813, Sem 0.0588, dir -0.9790, norm 0.1388, swav 0.0000 LR: 6.604e-02 Score 97.847 Data time: 0.2502, Forward time: 2.8281, Backward time: 3.5593, DDP time: 0.0039, Total iter time: 6.5589 [2020-11-08 08:23:11,877][root][INFO] - ===> Epoch[924](1848/2): Loss -0.7776, Sem 0.0543, dir -0.9747, norm 0.1428, swav 0.0000 LR: 6.602e-02 Score 98.021 Data time: 0.3016, Forward time: 2.8281, Backward time: 3.5585, DDP time: 0.0039, Total iter time: 5.2903 [2020-11-08 08:23:19,271][root][INFO] - ===> Epoch[925](1849/2): Loss -0.7762, Sem 0.0548, dir -0.9761, norm 0.1451, swav 0.0000 LR: 6.600e-02 Score 97.967 Data time: 0.2065, Forward time: 2.8279, Backward time: 3.5590, DDP time: 0.0039, Total iter time: 7.2473 [2020-11-08 08:23:25,326][root][INFO] - ===> Epoch[925](1850/2): Loss -0.7695, Sem 0.0564, dir -0.9743, norm 0.1484, swav 0.0000 LR: 6.599e-02 Score 97.976 Data time: 0.2192, Forward time: 2.8279, Backward time: 3.5587, DDP time: 0.0039, Total iter time: 5.9286 [2020-11-08 08:23:32,684][root][INFO] - ===> Epoch[926](1851/2): Loss -0.7792, Sem 0.0543, dir -0.9779, norm 0.1444, swav 0.0000 LR: 6.597e-02 Score 98.009 Data time: 0.2193, Forward time: 2.8278, Backward time: 3.5590, DDP time: 0.0039, Total iter time: 7.2166 [2020-11-08 08:23:39,671][root][INFO] - ===> Epoch[926](1852/2): Loss -0.7456, Sem 0.0551, dir -0.9695, norm 0.1688, swav 0.0000 LR: 6.595e-02 Score 97.970 Data time: 0.2029, Forward time: 2.8276, Backward time: 3.5593, DDP time: 0.0039, Total iter time: 6.8530 [2020-11-08 08:23:46,861][root][INFO] - ===> Epoch[927](1853/2): Loss -0.7803, Sem 0.0561, dir -0.9766, norm 0.1403, swav 0.0000 LR: 6.593e-02 Score 97.955 Data time: 0.2589, Forward time: 2.8276, Backward time: 3.5594, DDP time: 0.0039, Total iter time: 7.0660 [2020-11-08 08:23:53,848][root][INFO] - ===> Epoch[927](1854/2): Loss -0.7778, Sem 0.0567, dir -0.9773, norm 0.1428, swav 0.0000 LR: 6.591e-02 Score 97.912 Data time: 0.2167, Forward time: 2.8274, Backward time: 3.5597, DDP time: 0.0039, Total iter time: 6.8653 [2020-11-08 08:23:59,829][root][INFO] - ===> Epoch[928](1855/2): Loss -0.7669, Sem 0.0535, dir -0.9757, norm 0.1553, swav 0.0000 LR: 6.589e-02 Score 98.065 Data time: 0.2038, Forward time: 2.8272, Backward time: 3.5595, DDP time: 0.0039, Total iter time: 5.8379 [2020-11-08 08:24:07,694][root][INFO] - ===> Epoch[928](1856/2): Loss -0.7630, Sem 0.0578, dir -0.9764, norm 0.1557, swav 0.0000 LR: 6.587e-02 Score 97.865 Data time: 0.1989, Forward time: 2.8267, Backward time: 3.5605, DDP time: 0.0039, Total iter time: 7.7404 [2020-11-08 08:24:14,539][root][INFO] - ===> Epoch[929](1857/2): Loss -0.7858, Sem 0.0542, dir -0.9776, norm 0.1376, swav 0.0000 LR: 6.585e-02 Score 98.032 Data time: 0.1571, Forward time: 2.8260, Backward time: 3.5612, DDP time: 0.0039, Total iter time: 6.7569 [2020-11-08 08:24:22,715][root][INFO] - ===> Epoch[929](1858/2): Loss -0.7781, Sem 0.0552, dir -0.9762, norm 0.1428, swav 0.0000 LR: 6.584e-02 Score 97.985 Data time: 0.1630, Forward time: 2.8255, Backward time: 3.5624, DDP time: 0.0039, Total iter time: 8.1194 [2020-11-08 08:24:28,545][root][INFO] - ===> Epoch[930](1859/2): Loss -0.7755, Sem 0.0582, dir -0.9777, norm 0.1440, swav 0.0000 LR: 6.582e-02 Score 97.859 Data time: 0.2186, Forward time: 2.8254, Backward time: 3.5620, DDP time: 0.0039, Total iter time: 5.7057 [2020-11-08 08:24:35,337][root][INFO] - ===> Epoch[930](1860/2): Loss -0.7864, Sem 0.0539, dir -0.9771, norm 0.1368, swav 0.0000 LR: 6.580e-02 Score 98.032 Data time: 0.2154, Forward time: 2.8252, Backward time: 3.5622, DDP time: 0.0039, Total iter time: 6.6500 [2020-11-08 08:24:42,078][root][INFO] - ===> Epoch[931](1861/2): Loss -0.7643, Sem 0.0580, dir -0.9750, norm 0.1527, swav 0.0000 LR: 6.578e-02 Score 97.891 Data time: 0.3268, Forward time: 2.8256, Backward time: 3.5618, DDP time: 0.0039, Total iter time: 6.5962 [2020-11-08 08:24:47,959][root][INFO] - ===> Epoch[931](1862/2): Loss -0.7785, Sem 0.0544, dir -0.9788, norm 0.1459, swav 0.0000 LR: 6.576e-02 Score 98.017 Data time: 0.2949, Forward time: 2.8257, Backward time: 3.5611, DDP time: 0.0039, Total iter time: 5.7187 [2020-11-08 08:24:55,971][root][INFO] - ===> Epoch[932](1863/2): Loss -0.7892, Sem 0.0561, dir -0.9798, norm 0.1345, swav 0.0000 LR: 6.574e-02 Score 97.987 Data time: 0.3095, Forward time: 2.8256, Backward time: 3.5618, DDP time: 0.0039, Total iter time: 7.8743 [2020-11-08 08:25:03,199][root][INFO] - ===> Epoch[932](1864/2): Loss -0.7764, Sem 0.0576, dir -0.9770, norm 0.1429, swav 0.0000 LR: 6.572e-02 Score 97.907 Data time: 0.3334, Forward time: 2.8261, Backward time: 3.5614, DDP time: 0.0039, Total iter time: 7.0948 [2020-11-08 08:25:09,528][root][INFO] - ===> Epoch[933](1865/2): Loss -0.7758, Sem 0.0562, dir -0.9759, norm 0.1439, swav 0.0000 LR: 6.570e-02 Score 97.947 Data time: 0.1967, Forward time: 2.8260, Backward time: 3.5613, DDP time: 0.0039, Total iter time: 6.1760 [2020-11-08 08:25:15,732][root][INFO] - ===> Epoch[933](1866/2): Loss -0.7857, Sem 0.0590, dir -0.9800, norm 0.1353, swav 0.0000 LR: 6.568e-02 Score 97.848 Data time: 0.2132, Forward time: 2.8258, Backward time: 3.5611, DDP time: 0.0039, Total iter time: 6.0559 [2020-11-08 08:25:22,345][root][INFO] - ===> Epoch[934](1867/2): Loss -0.7764, Sem 0.0590, dir -0.9761, norm 0.1407, swav 0.0000 LR: 6.567e-02 Score 97.856 Data time: 0.3075, Forward time: 2.8261, Backward time: 3.5607, DDP time: 0.0039, Total iter time: 6.4857 [2020-11-08 08:25:28,893][root][INFO] - ===> Epoch[934](1868/2): Loss -0.7871, Sem 0.0530, dir -0.9801, norm 0.1401, swav 0.0000 LR: 6.565e-02 Score 98.057 Data time: 0.3064, Forward time: 2.8263, Backward time: 3.5603, DDP time: 0.0039, Total iter time: 6.3773 [2020-11-08 08:25:35,888][root][INFO] - ===> Epoch[935](1869/2): Loss -0.7955, Sem 0.0531, dir -0.9799, norm 0.1314, swav 0.0000 LR: 6.563e-02 Score 98.062 Data time: 0.2908, Forward time: 2.8263, Backward time: 3.5603, DDP time: 0.0039, Total iter time: 6.8632 [2020-11-08 08:25:42,900][root][INFO] - ===> Epoch[935](1870/2): Loss -0.7736, Sem 0.0593, dir -0.9782, norm 0.1453, swav 0.0000 LR: 6.561e-02 Score 97.838 Data time: 0.2761, Forward time: 2.8262, Backward time: 3.5605, DDP time: 0.0039, Total iter time: 6.8795 [2020-11-08 08:25:50,137][root][INFO] - ===> Epoch[936](1871/2): Loss -0.7775, Sem 0.0571, dir -0.9763, norm 0.1417, swav 0.0000 LR: 6.559e-02 Score 97.936 Data time: 0.3061, Forward time: 2.8266, Backward time: 3.5603, DDP time: 0.0039, Total iter time: 7.1139 [2020-11-08 08:25:56,595][root][INFO] - ===> Epoch[936](1872/2): Loss -0.7808, Sem 0.0560, dir -0.9795, norm 0.1427, swav 0.0000 LR: 6.557e-02 Score 97.955 Data time: 0.2108, Forward time: 2.8264, Backward time: 3.5603, DDP time: 0.0039, Total iter time: 6.2734 [2020-11-08 08:26:03,431][root][INFO] - ===> Epoch[937](1873/2): Loss -0.7854, Sem 0.0563, dir -0.9780, norm 0.1363, swav 0.0000 LR: 6.555e-02 Score 97.955 Data time: 0.2232, Forward time: 2.8262, Backward time: 3.5604, DDP time: 0.0039, Total iter time: 6.6993 [2020-11-08 08:26:10,159][root][INFO] - ===> Epoch[937](1874/2): Loss -0.7768, Sem 0.0551, dir -0.9770, norm 0.1451, swav 0.0000 LR: 6.553e-02 Score 97.958 Data time: 0.2564, Forward time: 2.8258, Backward time: 3.5607, DDP time: 0.0039, Total iter time: 6.5924 [2020-11-08 08:26:18,082][root][INFO] - ===> Epoch[938](1875/2): Loss -0.7807, Sem 0.0597, dir -0.9785, norm 0.1381, swav 0.0000 LR: 6.551e-02 Score 97.784 Data time: 0.3731, Forward time: 2.8265, Backward time: 3.5606, DDP time: 0.0039, Total iter time: 7.8062 [2020-11-08 08:26:24,405][root][INFO] - ===> Epoch[938](1876/2): Loss -0.7800, Sem 0.0535, dir -0.9759, norm 0.1424, swav 0.0000 LR: 6.550e-02 Score 98.057 Data time: 0.2348, Forward time: 2.8265, Backward time: 3.5603, DDP time: 0.0039, Total iter time: 6.1158 [2020-11-08 08:26:31,117][root][INFO] - ===> Epoch[939](1877/2): Loss -0.7752, Sem 0.0575, dir -0.9760, norm 0.1433, swav 0.0000 LR: 6.548e-02 Score 97.895 Data time: 0.2346, Forward time: 2.8264, Backward time: 3.5603, DDP time: 0.0039, Total iter time: 6.5618 [2020-11-08 08:26:36,524][root][INFO] - ===> Epoch[939](1878/2): Loss -0.7833, Sem 0.0534, dir -0.9778, norm 0.1411, swav 0.0000 LR: 6.546e-02 Score 98.039 Data time: 0.2557, Forward time: 2.8261, Backward time: 3.5598, DDP time: 0.0039, Total iter time: 5.2631 [2020-11-08 08:26:43,847][root][INFO] - ===> Epoch[940](1879/2): Loss -0.7879, Sem 0.0580, dir -0.9778, norm 0.1319, swav 0.0000 LR: 6.544e-02 Score 97.887 Data time: 0.3765, Forward time: 2.8266, Backward time: 3.5595, DDP time: 0.0039, Total iter time: 7.1909 [2020-11-08 08:26:49,880][root][INFO] - ===> Epoch[940](1880/2): Loss -0.7855, Sem 0.0571, dir -0.9784, norm 0.1358, swav 0.0000 LR: 6.542e-02 Score 97.923 Data time: 0.2552, Forward time: 2.8269, Backward time: 3.5588, DDP time: 0.0039, Total iter time: 5.8614 [2020-11-08 08:26:55,830][root][INFO] - ===> Epoch[941](1881/2): Loss -0.7845, Sem 0.0553, dir -0.9774, norm 0.1376, swav 0.0000 LR: 6.540e-02 Score 97.970 Data time: 0.2808, Forward time: 2.8271, Backward time: 3.5582, DDP time: 0.0039, Total iter time: 5.8367 [2020-11-08 08:27:02,163][root][INFO] - ===> Epoch[941](1882/2): Loss -0.7802, Sem 0.0590, dir -0.9770, norm 0.1378, swav 0.0000 LR: 6.538e-02 Score 97.842 Data time: 0.2342, Forward time: 2.8269, Backward time: 3.5581, DDP time: 0.0039, Total iter time: 6.2137 [2020-11-08 08:27:08,896][root][INFO] - ===> Epoch[942](1883/2): Loss -0.7952, Sem 0.0544, dir -0.9802, norm 0.1305, swav 0.0000 LR: 6.536e-02 Score 98.017 Data time: 0.3437, Forward time: 2.8273, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 6.6129 [2020-11-08 08:27:16,537][root][INFO] - ===> Epoch[942](1884/2): Loss -0.7864, Sem 0.0579, dir -0.9784, norm 0.1340, swav 0.0000 LR: 6.534e-02 Score 97.864 Data time: 0.2782, Forward time: 2.8276, Backward time: 3.5578, DDP time: 0.0039, Total iter time: 7.4941 [2020-11-08 08:27:22,982][root][INFO] - ===> Epoch[943](1885/2): Loss -0.7892, Sem 0.0551, dir -0.9783, norm 0.1340, swav 0.0000 LR: 6.533e-02 Score 97.969 Data time: 0.3554, Forward time: 2.8279, Backward time: 3.5572, DDP time: 0.0039, Total iter time: 6.3053 [2020-11-08 08:27:28,714][root][INFO] - ===> Epoch[943](1886/2): Loss -0.7878, Sem 0.0528, dir -0.9779, norm 0.1373, swav 0.0000 LR: 6.531e-02 Score 98.059 Data time: 0.1851, Forward time: 2.8276, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 5.5721 [2020-11-08 08:27:35,528][root][INFO] - ===> Epoch[944](1887/2): Loss -0.7913, Sem 0.0567, dir -0.9788, norm 0.1308, swav 0.0000 LR: 6.529e-02 Score 97.917 Data time: 0.2669, Forward time: 2.8276, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 6.7147 [2020-11-08 08:27:43,093][root][INFO] - ===> Epoch[944](1888/2): Loss -0.7870, Sem 0.0553, dir -0.9793, norm 0.1370, swav 0.0000 LR: 6.527e-02 Score 97.967 Data time: 0.3469, Forward time: 2.8282, Backward time: 3.5566, DDP time: 0.0039, Total iter time: 7.4145 [2020-11-08 08:27:49,272][root][INFO] - ===> Epoch[945](1889/2): Loss -0.7913, Sem 0.0573, dir -0.9785, norm 0.1300, swav 0.0000 LR: 6.525e-02 Score 97.908 Data time: 0.1939, Forward time: 2.8280, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 6.0137 [2020-11-08 08:27:55,356][root][INFO] - ===> Epoch[945](1890/2): Loss -0.7973, Sem 0.0546, dir -0.9780, norm 0.1261, swav 0.0000 LR: 6.523e-02 Score 97.991 Data time: 0.2919, Forward time: 2.8280, Backward time: 3.5561, DDP time: 0.0039, Total iter time: 5.9537 [2020-11-08 08:28:02,222][root][INFO] - ===> Epoch[946](1891/2): Loss -0.7978, Sem 0.0534, dir -0.9823, norm 0.1311, swav 0.0000 LR: 6.521e-02 Score 98.024 Data time: 0.2824, Forward time: 2.8281, Backward time: 3.5560, DDP time: 0.0039, Total iter time: 6.7377 [2020-11-08 08:28:09,183][root][INFO] - ===> Epoch[946](1892/2): Loss -0.7937, Sem 0.0546, dir -0.9790, norm 0.1307, swav 0.0000 LR: 6.519e-02 Score 97.990 Data time: 0.3057, Forward time: 2.8284, Backward time: 3.5557, DDP time: 0.0039, Total iter time: 6.7819 [2020-11-08 08:28:16,078][root][INFO] - ===> Epoch[947](1893/2): Loss -0.7848, Sem 0.0574, dir -0.9787, norm 0.1365, swav 0.0000 LR: 6.518e-02 Score 97.905 Data time: 0.2402, Forward time: 2.8285, Backward time: 3.5556, DDP time: 0.0039, Total iter time: 6.7425 [2020-11-08 08:28:24,029][root][INFO] - ===> Epoch[947](1894/2): Loss -0.7949, Sem 0.0546, dir -0.9774, norm 0.1279, swav 0.0000 LR: 6.516e-02 Score 98.026 Data time: 0.1656, Forward time: 2.8281, Backward time: 3.5566, DDP time: 0.0039, Total iter time: 7.8068 [2020-11-08 08:28:30,269][root][INFO] - ===> Epoch[948](1895/2): Loss -0.7913, Sem 0.0561, dir -0.9801, norm 0.1327, swav 0.0000 LR: 6.514e-02 Score 97.929 Data time: 0.1881, Forward time: 2.8277, Backward time: 3.5567, DDP time: 0.0039, Total iter time: 6.1557 [2020-11-08 08:28:36,222][root][INFO] - ===> Epoch[948](1896/2): Loss -0.7780, Sem 0.0570, dir -0.9772, norm 0.1421, swav 0.0000 LR: 6.512e-02 Score 97.906 Data time: 0.2975, Forward time: 2.8278, Backward time: 3.5561, DDP time: 0.0039, Total iter time: 5.8342 [2020-11-08 08:28:41,818][root][INFO] - ===> Epoch[949](1897/2): Loss -0.7821, Sem 0.0564, dir -0.9783, norm 0.1397, swav 0.0000 LR: 6.510e-02 Score 97.975 Data time: 0.2392, Forward time: 2.8278, Backward time: 3.5555, DDP time: 0.0039, Total iter time: 5.4636 [2020-11-08 08:28:49,355][root][INFO] - ===> Epoch[949](1898/2): Loss -0.7846, Sem 0.0537, dir -0.9768, norm 0.1386, swav 0.0000 LR: 6.508e-02 Score 98.009 Data time: 0.3417, Forward time: 2.8282, Backward time: 3.5554, DDP time: 0.0039, Total iter time: 7.3943 [2020-11-08 08:28:54,843][root][INFO] - ===> Epoch[950](1899/2): Loss -0.7970, Sem 0.0560, dir -0.9796, norm 0.1265, swav 0.0000 LR: 6.506e-02 Score 97.952 Data time: 0.2321, Forward time: 2.8282, Backward time: 3.5548, DDP time: 0.0039, Total iter time: 5.2982 [2020-11-08 08:29:01,150][root][INFO] - ===> Epoch[950](1900/2): Loss -0.7882, Sem 0.0571, dir -0.9788, norm 0.1334, swav 0.0000 LR: 6.504e-02 Score 97.910 Data time: 0.1726, Forward time: 2.8277, Backward time: 3.5549, DDP time: 0.0039, Total iter time: 6.1652 [2020-11-08 08:29:07,181][root][INFO] - ===> Epoch[951](1901/2): Loss -0.7854, Sem 0.0553, dir -0.9774, norm 0.1367, swav 0.0000 LR: 6.502e-02 Score 98.002 Data time: 0.2616, Forward time: 2.8278, Backward time: 3.5544, DDP time: 0.0039, Total iter time: 5.9349 [2020-11-08 08:29:15,687][root][INFO] - ===> Epoch[951](1902/2): Loss -0.7982, Sem 0.0554, dir -0.9801, norm 0.1265, swav 0.0000 LR: 6.501e-02 Score 97.985 Data time: 0.4086, Forward time: 2.8287, Backward time: 3.5544, DDP time: 0.0039, Total iter time: 8.3783 [2020-11-08 08:29:22,512][root][INFO] - ===> Epoch[952](1903/2): Loss -0.7814, Sem 0.0538, dir -0.9777, norm 0.1425, swav 0.0000 LR: 6.499e-02 Score 98.001 Data time: 0.2020, Forward time: 2.8285, Backward time: 3.5545, DDP time: 0.0039, Total iter time: 6.6541 [2020-11-08 08:29:29,103][root][INFO] - ===> Epoch[952](1904/2): Loss -0.7796, Sem 0.0581, dir -0.9775, norm 0.1397, swav 0.0000 LR: 6.497e-02 Score 97.885 Data time: 0.2936, Forward time: 2.8286, Backward time: 3.5543, DDP time: 0.0039, Total iter time: 6.4491 [2020-11-08 08:29:35,816][root][INFO] - ===> Epoch[953](1905/2): Loss -0.7786, Sem 0.0594, dir -0.9788, norm 0.1409, swav 0.0000 LR: 6.495e-02 Score 97.840 Data time: 0.1821, Forward time: 2.8281, Backward time: 3.5547, DDP time: 0.0039, Total iter time: 6.5639 [2020-11-08 08:29:41,914][root][INFO] - ===> Epoch[953](1906/2): Loss -0.7829, Sem 0.0569, dir -0.9739, norm 0.1342, swav 0.0000 LR: 6.493e-02 Score 97.936 Data time: 0.3058, Forward time: 2.8283, Backward time: 3.5541, DDP time: 0.0039, Total iter time: 6.0273 [2020-11-08 08:29:49,797][root][INFO] - ===> Epoch[954](1907/2): Loss -0.7883, Sem 0.0526, dir -0.9802, norm 0.1392, swav 0.0000 LR: 6.491e-02 Score 98.050 Data time: 0.2356, Forward time: 2.8283, Backward time: 3.5547, DDP time: 0.0039, Total iter time: 7.7396 [2020-11-08 08:29:57,279][root][INFO] - ===> Epoch[954](1908/2): Loss -0.7848, Sem 0.0596, dir -0.9783, norm 0.1339, swav 0.0000 LR: 6.489e-02 Score 97.809 Data time: 0.2632, Forward time: 2.8285, Backward time: 3.5548, DDP time: 0.0039, Total iter time: 7.3534 [2020-11-08 08:30:04,370][root][INFO] - ===> Epoch[955](1909/2): Loss -0.7696, Sem 0.0565, dir -0.9773, norm 0.1512, swav 0.0000 LR: 6.487e-02 Score 97.948 Data time: 0.2405, Forward time: 2.8280, Backward time: 3.5554, DDP time: 0.0039, Total iter time: 6.9394 [2020-11-08 08:30:10,386][root][INFO] - ===> Epoch[955](1910/2): Loss -0.7791, Sem 0.0557, dir -0.9746, norm 0.1399, swav 0.0000 LR: 6.485e-02 Score 97.960 Data time: 0.2143, Forward time: 2.8279, Backward time: 3.5551, DDP time: 0.0039, Total iter time: 5.9471 [2020-11-08 08:30:17,084][root][INFO] - ===> Epoch[956](1911/2): Loss -0.7947, Sem 0.0546, dir -0.9805, norm 0.1312, swav 0.0000 LR: 6.484e-02 Score 97.980 Data time: 0.2813, Forward time: 2.8278, Backward time: 3.5551, DDP time: 0.0039, Total iter time: 6.5656 [2020-11-08 08:30:24,280][root][INFO] - ===> Epoch[956](1912/2): Loss -0.7770, Sem 0.0613, dir -0.9754, norm 0.1372, swav 0.0000 LR: 6.482e-02 Score 97.775 Data time: 0.2125, Forward time: 2.8277, Backward time: 3.5554, DDP time: 0.0039, Total iter time: 7.0535 [2020-11-08 08:30:31,600][root][INFO] - ===> Epoch[957](1913/2): Loss -0.7848, Sem 0.0553, dir -0.9777, norm 0.1377, swav 0.0000 LR: 6.480e-02 Score 97.966 Data time: 0.2385, Forward time: 2.8277, Backward time: 3.5556, DDP time: 0.0039, Total iter time: 7.1886 [2020-11-08 08:30:37,712][root][INFO] - ===> Epoch[957](1914/2): Loss -0.7965, Sem 0.0513, dir -0.9796, norm 0.1319, swav 0.0000 LR: 6.478e-02 Score 98.121 Data time: 0.2751, Forward time: 2.8280, Backward time: 3.5550, DDP time: 0.0039, Total iter time: 5.9491 [2020-11-08 08:30:44,439][root][INFO] - ===> Epoch[958](1915/2): Loss -0.8018, Sem 0.0538, dir -0.9802, norm 0.1246, swav 0.0000 LR: 6.476e-02 Score 98.003 Data time: 0.2730, Forward time: 2.8279, Backward time: 3.5550, DDP time: 0.0039, Total iter time: 6.5891 [2020-11-08 08:30:50,429][root][INFO] - ===> Epoch[958](1916/2): Loss -0.7655, Sem 0.0599, dir -0.9760, norm 0.1506, swav 0.0000 LR: 6.474e-02 Score 97.830 Data time: 0.3161, Forward time: 2.8278, Backward time: 3.5546, DDP time: 0.0039, Total iter time: 5.8344 [2020-11-08 08:30:56,533][root][INFO] - ===> Epoch[959](1917/2): Loss -0.7814, Sem 0.0548, dir -0.9783, norm 0.1421, swav 0.0000 LR: 6.472e-02 Score 97.972 Data time: 0.3054, Forward time: 2.8278, Backward time: 3.5542, DDP time: 0.0039, Total iter time: 5.9762 [2020-11-08 08:31:03,258][root][INFO] - ===> Epoch[959](1918/2): Loss -0.7913, Sem 0.0543, dir -0.9798, norm 0.1341, swav 0.0000 LR: 6.470e-02 Score 97.992 Data time: 0.2640, Forward time: 2.8279, Backward time: 3.5540, DDP time: 0.0039, Total iter time: 6.5694 [2020-11-08 08:31:10,609][root][INFO] - ===> Epoch[960](1919/2): Loss -0.7980, Sem 0.0535, dir -0.9792, norm 0.1277, swav 0.0000 LR: 6.468e-02 Score 98.014 Data time: 0.2068, Forward time: 2.8279, Backward time: 3.5543, DDP time: 0.0039, Total iter time: 7.2062 [2020-11-08 08:31:18,735][root][INFO] - ===> Epoch[960](1920/2): Loss -0.7749, Sem 0.0559, dir -0.9743, norm 0.1435, swav 0.0000 LR: 6.467e-02 Score 97.966 Data time: 0.1835, Forward time: 2.8274, Backward time: 3.5554, DDP time: 0.0039, Total iter time: 7.9779 [2020-11-08 08:31:25,890][root][INFO] - ===> Epoch[961](1921/2): Loss -0.7859, Sem 0.0549, dir -0.9780, norm 0.1372, swav 0.0000 LR: 6.465e-02 Score 97.984 Data time: 0.1383, Forward time: 2.8269, Backward time: 3.5562, DDP time: 0.0039, Total iter time: 7.0873 [2020-11-08 08:31:32,038][root][INFO] - ===> Epoch[961](1922/2): Loss -0.7964, Sem 0.0554, dir -0.9797, norm 0.1280, swav 0.0000 LR: 6.463e-02 Score 97.987 Data time: 0.2350, Forward time: 2.8267, Backward time: 3.5561, DDP time: 0.0039, Total iter time: 6.0760 [2020-11-08 08:31:38,213][root][INFO] - ===> Epoch[962](1923/2): Loss -0.7785, Sem 0.0579, dir -0.9789, norm 0.1424, swav 0.0000 LR: 6.461e-02 Score 97.895 Data time: 0.1700, Forward time: 2.8262, Backward time: 3.5562, DDP time: 0.0039, Total iter time: 6.0505 [2020-11-08 08:31:45,588][root][INFO] - ===> Epoch[962](1924/2): Loss -0.7845, Sem 0.0527, dir -0.9769, norm 0.1397, swav 0.0000 LR: 6.459e-02 Score 98.068 Data time: 0.2335, Forward time: 2.8258, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 7.2570 [2020-11-08 08:31:54,026][root][INFO] - ===> Epoch[963](1925/2): Loss -0.7793, Sem 0.0540, dir -0.9791, norm 0.1457, swav 0.0000 LR: 6.457e-02 Score 98.034 Data time: 0.3958, Forward time: 2.8266, Backward time: 3.5568, DDP time: 0.0039, Total iter time: 8.3409 [2020-11-08 08:31:59,944][root][INFO] - ===> Epoch[963](1926/2): Loss -0.7936, Sem 0.0564, dir -0.9785, norm 0.1286, swav 0.0000 LR: 6.455e-02 Score 97.917 Data time: 0.2232, Forward time: 2.8266, Backward time: 3.5564, DDP time: 0.0039, Total iter time: 5.7552 [2020-11-08 08:32:07,592][root][INFO] - ===> Epoch[964](1927/2): Loss -0.7766, Sem 0.0532, dir -0.9768, norm 0.1469, swav 0.0000 LR: 6.453e-02 Score 98.068 Data time: 0.2039, Forward time: 2.8263, Backward time: 3.5570, DDP time: 0.0039, Total iter time: 7.5093 [2020-11-08 08:32:14,909][root][INFO] - ===> Epoch[964](1928/2): Loss -0.7873, Sem 0.0540, dir -0.9781, norm 0.1368, swav 0.0000 LR: 6.451e-02 Score 97.999 Data time: 0.2050, Forward time: 2.8262, Backward time: 3.5574, DDP time: 0.0039, Total iter time: 7.2023 [2020-11-08 08:32:21,972][root][INFO] - ===> Epoch[965](1929/2): Loss -0.7893, Sem 0.0551, dir -0.9799, norm 0.1354, swav 0.0000 LR: 6.450e-02 Score 97.975 Data time: 0.2962, Forward time: 2.8262, Backward time: 3.5575, DDP time: 0.0039, Total iter time: 6.9276 [2020-11-08 08:32:27,474][root][INFO] - ===> Epoch[965](1930/2): Loss -0.7856, Sem 0.0563, dir -0.9771, norm 0.1351, swav 0.0000 LR: 6.448e-02 Score 97.950 Data time: 0.3176, Forward time: 2.8263, Backward time: 3.5567, DDP time: 0.0039, Total iter time: 5.3613 [2020-11-08 08:32:34,353][root][INFO] - ===> Epoch[966](1931/2): Loss -0.7751, Sem 0.0550, dir -0.9756, norm 0.1456, swav 0.0000 LR: 6.446e-02 Score 97.965 Data time: 0.2164, Forward time: 2.8261, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 6.7342 [2020-11-08 08:32:41,207][root][INFO] - ===> Epoch[966](1932/2): Loss -0.8043, Sem 0.0505, dir -0.9808, norm 0.1260, swav 0.0000 LR: 6.444e-02 Score 98.147 Data time: 0.4387, Forward time: 2.8264, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 6.6933 [2020-11-08 08:32:48,334][root][INFO] - ===> Epoch[967](1933/2): Loss -0.7896, Sem 0.0542, dir -0.9781, norm 0.1343, swav 0.0000 LR: 6.442e-02 Score 98.035 Data time: 0.3256, Forward time: 2.8265, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 6.9864 [2020-11-08 08:32:54,073][root][INFO] - ===> Epoch[967](1934/2): Loss -0.7846, Sem 0.0531, dir -0.9768, norm 0.1391, swav 0.0000 LR: 6.440e-02 Score 98.020 Data time: 0.2693, Forward time: 2.8267, Backward time: 3.5558, DDP time: 0.0039, Total iter time: 5.6068 [2020-11-08 08:33:00,456][root][INFO] - ===> Epoch[968](1935/2): Loss -0.7532, Sem 0.0624, dir -0.9727, norm 0.1571, swav 0.0000 LR: 6.438e-02 Score 97.731 Data time: 0.2575, Forward time: 2.8267, Backward time: 3.5555, DDP time: 0.0039, Total iter time: 6.2416 [2020-11-08 08:33:06,966][root][INFO] - ===> Epoch[968](1936/2): Loss -0.8026, Sem 0.0532, dir -0.9808, norm 0.1250, swav 0.0000 LR: 6.436e-02 Score 98.022 Data time: 0.2753, Forward time: 2.8268, Backward time: 3.5552, DDP time: 0.0039, Total iter time: 6.3550 [2020-11-08 08:33:13,640][root][INFO] - ===> Epoch[969](1937/2): Loss -0.7832, Sem 0.0545, dir -0.9767, norm 0.1391, swav 0.0000 LR: 6.434e-02 Score 98.003 Data time: 0.3670, Forward time: 2.8271, Backward time: 3.5548, DDP time: 0.0039, Total iter time: 6.5167 [2020-11-08 08:33:21,228][root][INFO] - ===> Epoch[969](1938/2): Loss -0.7744, Sem 0.0557, dir -0.9767, norm 0.1467, swav 0.0000 LR: 6.433e-02 Score 97.953 Data time: 0.2587, Forward time: 2.8273, Backward time: 3.5550, DDP time: 0.0039, Total iter time: 7.4483 [2020-11-08 08:33:27,484][root][INFO] - ===> Epoch[970](1939/2): Loss -0.7982, Sem 0.0520, dir -0.9800, norm 0.1298, swav 0.0000 LR: 6.431e-02 Score 98.091 Data time: 0.2146, Forward time: 2.8272, Backward time: 3.5548, DDP time: 0.0039, Total iter time: 6.1135 [2020-11-08 08:33:34,091][root][INFO] - ===> Epoch[970](1940/2): Loss -0.7854, Sem 0.0515, dir -0.9791, norm 0.1421, swav 0.0000 LR: 6.429e-02 Score 98.105 Data time: 0.3659, Forward time: 2.8274, Backward time: 3.5544, DDP time: 0.0039, Total iter time: 6.4715 [2020-11-08 08:33:42,023][root][INFO] - ===> Epoch[971](1941/2): Loss -0.7805, Sem 0.0564, dir -0.9766, norm 0.1397, swav 0.0000 LR: 6.427e-02 Score 97.920 Data time: 0.3763, Forward time: 2.8281, Backward time: 3.5542, DDP time: 0.0039, Total iter time: 7.8020 [2020-11-08 08:33:49,352][root][INFO] - ===> Epoch[971](1942/2): Loss -0.7814, Sem 0.0520, dir -0.9788, norm 0.1455, swav 0.0000 LR: 6.425e-02 Score 98.090 Data time: 0.2856, Forward time: 2.8284, Backward time: 3.5542, DDP time: 0.0039, Total iter time: 7.1635 [2020-11-08 08:33:56,335][root][INFO] - ===> Epoch[972](1943/2): Loss -0.7905, Sem 0.0592, dir -0.9798, norm 0.1301, swav 0.0000 LR: 6.423e-02 Score 97.834 Data time: 0.3226, Forward time: 2.8288, Backward time: 3.5538, DDP time: 0.0039, Total iter time: 6.8343 [2020-11-08 08:34:02,395][root][INFO] - ===> Epoch[972](1944/2): Loss -0.7855, Sem 0.0557, dir -0.9780, norm 0.1369, swav 0.0000 LR: 6.421e-02 Score 97.974 Data time: 0.2216, Forward time: 2.8287, Backward time: 3.5535, DDP time: 0.0039, Total iter time: 5.8780 [2020-11-08 08:34:09,134][root][INFO] - ===> Epoch[973](1945/2): Loss -0.7923, Sem 0.0528, dir -0.9790, norm 0.1339, swav 0.0000 LR: 6.419e-02 Score 98.058 Data time: 0.3222, Forward time: 2.8289, Backward time: 3.5533, DDP time: 0.0039, Total iter time: 6.6416 [2020-11-08 08:34:14,677][root][INFO] - ===> Epoch[973](1946/2): Loss -0.7966, Sem 0.0532, dir -0.9796, norm 0.1299, swav 0.0000 LR: 6.417e-02 Score 98.021 Data time: 0.3645, Forward time: 2.8289, Backward time: 3.5525, DDP time: 0.0039, Total iter time: 5.4001 [2020-11-08 08:34:21,051][root][INFO] - ===> Epoch[974](1947/2): Loss -0.8018, Sem 0.0538, dir -0.9801, norm 0.1244, swav 0.0000 LR: 6.416e-02 Score 98.034 Data time: 0.3089, Forward time: 2.8289, Backward time: 3.5523, DDP time: 0.0039, Total iter time: 6.2231 [2020-11-08 08:34:28,700][root][INFO] - ===> Epoch[974](1948/2): Loss -0.8028, Sem 0.0538, dir -0.9799, norm 0.1233, swav 0.0000 LR: 6.414e-02 Score 98.036 Data time: 0.2221, Forward time: 2.8287, Backward time: 3.5529, DDP time: 0.0039, Total iter time: 7.5311 [2020-11-08 08:34:34,827][root][INFO] - ===> Epoch[975](1949/2): Loss -0.7850, Sem 0.0573, dir -0.9790, norm 0.1368, swav 0.0000 LR: 6.412e-02 Score 97.905 Data time: 0.2252, Forward time: 2.8286, Backward time: 3.5527, DDP time: 0.0039, Total iter time: 6.0041 [2020-11-08 08:34:40,753][root][INFO] - ===> Epoch[975](1950/2): Loss -0.7786, Sem 0.0556, dir -0.9755, norm 0.1413, swav 0.0000 LR: 6.410e-02 Score 97.957 Data time: 0.2582, Forward time: 2.8286, Backward time: 3.5522, DDP time: 0.0039, Total iter time: 5.7874 [2020-11-08 08:34:46,829][root][INFO] - ===> Epoch[976](1951/2): Loss -0.7941, Sem 0.0535, dir -0.9784, norm 0.1308, swav 0.0000 LR: 6.408e-02 Score 98.051 Data time: 0.2848, Forward time: 2.8289, Backward time: 3.5515, DDP time: 0.0039, Total iter time: 5.9207 [2020-11-08 08:34:54,405][root][INFO] - ===> Epoch[976](1952/2): Loss -0.7871, Sem 0.0566, dir -0.9790, norm 0.1353, swav 0.0000 LR: 6.406e-02 Score 97.960 Data time: 0.4234, Forward time: 2.8292, Backward time: 3.5515, DDP time: 0.0039, Total iter time: 7.4499 [2020-11-08 08:35:01,216][root][INFO] - ===> Epoch[977](1953/2): Loss -0.7932, Sem 0.0534, dir -0.9795, norm 0.1329, swav 0.0000 LR: 6.404e-02 Score 98.019 Data time: 0.2932, Forward time: 2.8293, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 6.6407 [2020-11-08 08:35:07,353][root][INFO] - ===> Epoch[977](1954/2): Loss -0.7827, Sem 0.0591, dir -0.9759, norm 0.1342, swav 0.0000 LR: 6.402e-02 Score 97.854 Data time: 0.2208, Forward time: 2.8292, Backward time: 3.5511, DDP time: 0.0039, Total iter time: 6.0081 [2020-11-08 08:35:14,058][root][INFO] - ===> Epoch[978](1955/2): Loss -0.7808, Sem 0.0548, dir -0.9769, norm 0.1413, swav 0.0000 LR: 6.400e-02 Score 98.020 Data time: 0.2122, Forward time: 2.8289, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 6.6013 [2020-11-08 08:35:20,320][root][INFO] - ===> Epoch[978](1956/2): Loss -0.7925, Sem 0.0546, dir -0.9783, norm 0.1312, swav 0.0000 LR: 6.398e-02 Score 97.998 Data time: 0.2221, Forward time: 2.8289, Backward time: 3.5511, DDP time: 0.0039, Total iter time: 6.1322 [2020-11-08 08:35:26,996][root][INFO] - ===> Epoch[979](1957/2): Loss -0.7885, Sem 0.0529, dir -0.9784, norm 0.1370, swav 0.0000 LR: 6.397e-02 Score 98.041 Data time: 0.2289, Forward time: 2.8287, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 6.5438 [2020-11-08 08:35:34,528][root][INFO] - ===> Epoch[979](1958/2): Loss -0.7819, Sem 0.0569, dir -0.9786, norm 0.1398, swav 0.0000 LR: 6.395e-02 Score 97.934 Data time: 0.2964, Forward time: 2.8286, Backward time: 3.5516, DDP time: 0.0039, Total iter time: 7.4182 [2020-11-08 08:35:40,947][root][INFO] - ===> Epoch[980](1959/2): Loss -0.7937, Sem 0.0548, dir -0.9796, norm 0.1312, swav 0.0000 LR: 6.393e-02 Score 98.020 Data time: 0.3320, Forward time: 2.8288, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 6.2811 [2020-11-08 08:35:47,304][root][INFO] - ===> Epoch[980](1960/2): Loss -0.7838, Sem 0.0559, dir -0.9786, norm 0.1388, swav 0.0000 LR: 6.391e-02 Score 97.958 Data time: 0.2873, Forward time: 2.8290, Backward time: 3.5507, DDP time: 0.0039, Total iter time: 6.2057 [2020-11-08 08:35:54,382][root][INFO] - ===> Epoch[981](1961/2): Loss -0.7760, Sem 0.0566, dir -0.9739, norm 0.1413, swav 0.0000 LR: 6.389e-02 Score 97.961 Data time: 0.2291, Forward time: 2.8288, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 6.9044 [2020-11-08 08:36:00,859][root][INFO] - ===> Epoch[981](1962/2): Loss -0.7809, Sem 0.0578, dir -0.9787, norm 0.1400, swav 0.0000 LR: 6.387e-02 Score 97.860 Data time: 0.3462, Forward time: 2.8291, Backward time: 3.5505, DDP time: 0.0039, Total iter time: 6.3652 [2020-11-08 08:36:07,263][root][INFO] - ===> Epoch[982](1963/2): Loss -0.7847, Sem 0.0565, dir -0.9781, norm 0.1369, swav 0.0000 LR: 6.385e-02 Score 97.939 Data time: 0.2843, Forward time: 2.8290, Backward time: 3.5503, DDP time: 0.0039, Total iter time: 6.2758 [2020-11-08 08:36:14,627][root][INFO] - ===> Epoch[982](1964/2): Loss -0.7804, Sem 0.0545, dir -0.9791, norm 0.1441, swav 0.0000 LR: 6.383e-02 Score 98.000 Data time: 0.2122, Forward time: 2.8289, Backward time: 3.5508, DDP time: 0.0039, Total iter time: 7.2505 [2020-11-08 08:36:20,987][root][INFO] - ===> Epoch[983](1965/2): Loss -0.7858, Sem 0.0542, dir -0.9774, norm 0.1373, swav 0.0000 LR: 6.381e-02 Score 98.010 Data time: 0.2687, Forward time: 2.8291, Backward time: 3.5503, DDP time: 0.0039, Total iter time: 6.2055 [2020-11-08 08:36:27,769][root][INFO] - ===> Epoch[983](1966/2): Loss -0.7941, Sem 0.0561, dir -0.9789, norm 0.1287, swav 0.0000 LR: 6.380e-02 Score 97.946 Data time: 0.2031, Forward time: 2.8289, Backward time: 3.5505, DDP time: 0.0039, Total iter time: 6.6153 [2020-11-08 08:36:34,471][root][INFO] - ===> Epoch[984](1967/2): Loss -0.7798, Sem 0.0610, dir -0.9773, norm 0.1365, swav 0.0000 LR: 6.378e-02 Score 97.773 Data time: 0.2752, Forward time: 2.8289, Backward time: 3.5504, DDP time: 0.0039, Total iter time: 6.5738 [2020-11-08 08:36:40,499][root][INFO] - ===> Epoch[984](1968/2): Loss -0.7895, Sem 0.0546, dir -0.9788, norm 0.1347, swav 0.0000 LR: 6.376e-02 Score 98.049 Data time: 0.2309, Forward time: 2.8286, Backward time: 3.5503, DDP time: 0.0039, Total iter time: 5.8923 [2020-11-08 08:36:48,427][root][INFO] - ===> Epoch[985](1969/2): Loss -0.7928, Sem 0.0554, dir -0.9787, norm 0.1304, swav 0.0000 LR: 6.374e-02 Score 97.993 Data time: 0.2109, Forward time: 2.8284, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 7.8054 [2020-11-08 08:36:56,276][root][INFO] - ===> Epoch[985](1970/2): Loss -0.7906, Sem 0.0527, dir -0.9787, norm 0.1354, swav 0.0000 LR: 6.372e-02 Score 98.048 Data time: 0.2160, Forward time: 2.8282, Backward time: 3.5517, DDP time: 0.0039, Total iter time: 7.7214 [2020-11-08 08:37:01,953][root][INFO] - ===> Epoch[986](1971/2): Loss -0.7858, Sem 0.0593, dir -0.9791, norm 0.1340, swav 0.0000 LR: 6.370e-02 Score 97.830 Data time: 0.2456, Forward time: 2.8283, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 5.5439 [2020-11-08 08:37:09,260][root][INFO] - ===> Epoch[986](1972/2): Loss -0.7927, Sem 0.0519, dir -0.9778, norm 0.1332, swav 0.0000 LR: 6.368e-02 Score 98.077 Data time: 0.2668, Forward time: 2.8281, Backward time: 3.5514, DDP time: 0.0039, Total iter time: 7.1740 [2020-11-08 08:37:16,286][root][INFO] - ===> Epoch[987](1973/2): Loss -0.7880, Sem 0.0558, dir -0.9780, norm 0.1342, swav 0.0000 LR: 6.366e-02 Score 97.964 Data time: 0.1962, Forward time: 2.8278, Backward time: 3.5518, DDP time: 0.0039, Total iter time: 6.8845 [2020-11-08 08:37:23,138][root][INFO] - ===> Epoch[987](1974/2): Loss -0.7772, Sem 0.0553, dir -0.9779, norm 0.1454, swav 0.0000 LR: 6.364e-02 Score 97.992 Data time: 0.3433, Forward time: 2.8281, Backward time: 3.5515, DDP time: 0.0039, Total iter time: 6.7210 [2020-11-08 08:37:29,214][root][INFO] - ===> Epoch[988](1975/2): Loss -0.7760, Sem 0.0596, dir -0.9770, norm 0.1414, swav 0.0000 LR: 6.363e-02 Score 97.818 Data time: 0.2934, Forward time: 2.8282, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 5.9220 [2020-11-08 08:37:36,088][root][INFO] - ===> Epoch[988](1976/2): Loss -0.7835, Sem 0.0527, dir -0.9782, norm 0.1419, swav 0.0000 LR: 6.361e-02 Score 98.056 Data time: 0.2862, Forward time: 2.8280, Backward time: 3.5511, DDP time: 0.0039, Total iter time: 6.7317 [2020-11-08 08:37:42,695][root][INFO] - ===> Epoch[989](1977/2): Loss -0.7972, Sem 0.0549, dir -0.9792, norm 0.1270, swav 0.0000 LR: 6.359e-02 Score 97.963 Data time: 0.2248, Forward time: 2.8280, Backward time: 3.5511, DDP time: 0.0039, Total iter time: 6.4580 [2020-11-08 08:37:48,709][root][INFO] - ===> Epoch[989](1978/2): Loss -0.7889, Sem 0.0498, dir -0.9780, norm 0.1393, swav 0.0000 LR: 6.357e-02 Score 98.160 Data time: 0.2419, Forward time: 2.8279, Backward time: 3.5507, DDP time: 0.0039, Total iter time: 5.8703 [2020-11-08 08:37:54,982][root][INFO] - ===> Epoch[990](1979/2): Loss -0.7767, Sem 0.0545, dir -0.9757, norm 0.1445, swav 0.0000 LR: 6.355e-02 Score 97.999 Data time: 0.2197, Forward time: 2.8277, Backward time: 3.5506, DDP time: 0.0039, Total iter time: 6.1140 [2020-11-08 08:38:01,786][root][INFO] - ===> Epoch[990](1980/2): Loss -0.7879, Sem 0.0559, dir -0.9772, norm 0.1334, swav 0.0000 LR: 6.353e-02 Score 97.951 Data time: 0.2023, Forward time: 2.8275, Backward time: 3.5508, DDP time: 0.0039, Total iter time: 6.6682 [2020-11-08 08:38:07,339][root][INFO] - ===> Epoch[991](1981/2): Loss -0.7724, Sem 0.0547, dir -0.9764, norm 0.1493, swav 0.0000 LR: 6.351e-02 Score 97.995 Data time: 0.3724, Forward time: 2.8275, Backward time: 3.5501, DDP time: 0.0039, Total iter time: 5.4202 [2020-11-08 08:38:14,653][root][INFO] - ===> Epoch[991](1982/2): Loss -0.7745, Sem 0.0497, dir -0.9766, norm 0.1524, swav 0.0000 LR: 6.349e-02 Score 98.168 Data time: 0.3423, Forward time: 2.8280, Backward time: 3.5499, DDP time: 0.0039, Total iter time: 7.1792 [2020-11-08 08:38:23,858][root][INFO] - ===> Epoch[992](1983/2): Loss -0.7927, Sem 0.0592, dir -0.9791, norm 0.1272, swav 0.0000 LR: 6.347e-02 Score 97.842 Data time: 0.2329, Forward time: 2.8278, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 9.0453 [2020-11-08 08:38:29,944][root][INFO] - ===> Epoch[992](1984/2): Loss -0.7820, Sem 0.0533, dir -0.9760, norm 0.1407, swav 0.0000 LR: 6.346e-02 Score 98.029 Data time: 0.2758, Forward time: 2.8278, Backward time: 3.5508, DDP time: 0.0039, Total iter time: 5.9409 [2020-11-08 08:38:36,138][root][INFO] - ===> Epoch[993](1985/2): Loss -0.7722, Sem 0.0599, dir -0.9758, norm 0.1436, swav 0.0000 LR: 6.344e-02 Score 97.860 Data time: 0.2712, Forward time: 2.8277, Backward time: 3.5506, DDP time: 0.0039, Total iter time: 6.0438 [2020-11-08 08:38:43,425][root][INFO] - ===> Epoch[993](1986/2): Loss -0.7733, Sem 0.0561, dir -0.9781, norm 0.1487, swav 0.0000 LR: 6.342e-02 Score 97.976 Data time: 0.2373, Forward time: 2.8277, Backward time: 3.5508, DDP time: 0.0039, Total iter time: 7.1203 [2020-11-08 08:38:49,126][root][INFO] - ===> Epoch[994](1987/2): Loss -0.7805, Sem 0.0533, dir -0.9762, norm 0.1424, swav 0.0000 LR: 6.340e-02 Score 98.026 Data time: 0.2102, Forward time: 2.8274, Backward time: 3.5505, DDP time: 0.0039, Total iter time: 5.5397 [2020-11-08 08:38:56,052][root][INFO] - ===> Epoch[994](1988/2): Loss -0.7723, Sem 0.0562, dir -0.9758, norm 0.1473, swav 0.0000 LR: 6.338e-02 Score 97.921 Data time: 0.2488, Forward time: 2.8273, Backward time: 3.5506, DDP time: 0.0039, Total iter time: 6.8086 [2020-11-08 08:39:03,273][root][INFO] - ===> Epoch[995](1989/2): Loss -0.7826, Sem 0.0557, dir -0.9780, norm 0.1397, swav 0.0000 LR: 6.336e-02 Score 97.980 Data time: 0.2244, Forward time: 2.8271, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 7.0658 [2020-11-08 08:39:10,640][root][INFO] - ===> Epoch[995](1990/2): Loss -0.7795, Sem 0.0557, dir -0.9759, norm 0.1407, swav 0.0000 LR: 6.334e-02 Score 97.960 Data time: 0.3608, Forward time: 2.8275, Backward time: 3.5508, DDP time: 0.0039, Total iter time: 7.2533 [2020-11-08 08:39:19,343][root][INFO] - ===> Epoch[996](1991/2): Loss -0.7786, Sem 0.0503, dir -0.9772, norm 0.1483, swav 0.0000 LR: 6.332e-02 Score 98.150 Data time: 0.3227, Forward time: 2.8279, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 8.5604 [2020-11-08 08:39:25,272][root][INFO] - ===> Epoch[996](1992/2): Loss -0.7865, Sem 0.0561, dir -0.9776, norm 0.1350, swav 0.0000 LR: 6.330e-02 Score 97.928 Data time: 0.1655, Forward time: 2.8276, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 5.7694 [2020-11-08 08:39:32,336][root][INFO] - ===> Epoch[997](1993/2): Loss -0.7797, Sem 0.0527, dir -0.9761, norm 0.1436, swav 0.0000 LR: 6.328e-02 Score 98.054 Data time: 0.1885, Forward time: 2.8273, Backward time: 3.5516, DDP time: 0.0039, Total iter time: 6.9523 [2020-11-08 08:39:38,855][root][INFO] - ===> Epoch[997](1994/2): Loss -0.7731, Sem 0.0567, dir -0.9771, norm 0.1473, swav 0.0000 LR: 6.327e-02 Score 97.927 Data time: 0.2549, Forward time: 2.8271, Backward time: 3.5516, DDP time: 0.0039, Total iter time: 6.4036 [2020-11-08 08:39:45,314][root][INFO] - ===> Epoch[998](1995/2): Loss -0.7743, Sem 0.0570, dir -0.9789, norm 0.1477, swav 0.0000 LR: 6.325e-02 Score 97.900 Data time: 0.3390, Forward time: 2.8273, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 6.3126 [2020-11-08 08:39:52,431][root][INFO] - ===> Epoch[998](1996/2): Loss -0.7963, Sem 0.0522, dir -0.9790, norm 0.1305, swav 0.0000 LR: 6.323e-02 Score 98.085 Data time: 0.2120, Forward time: 2.8271, Backward time: 3.5515, DDP time: 0.0039, Total iter time: 6.9551 [2020-11-08 08:39:59,161][root][INFO] - ===> Epoch[999](1997/2): Loss -0.7693, Sem 0.0521, dir -0.9747, norm 0.1533, swav 0.0000 LR: 6.321e-02 Score 98.089 Data time: 0.2928, Forward time: 2.8274, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 6.5794 [2020-11-08 08:40:06,305][root][INFO] - ===> Epoch[999](1998/2): Loss -0.7858, Sem 0.0537, dir -0.9783, norm 0.1388, swav 0.0000 LR: 6.319e-02 Score 98.029 Data time: 0.2052, Forward time: 2.8269, Backward time: 3.5518, DDP time: 0.0039, Total iter time: 6.9944 [2020-11-08 08:40:13,795][root][INFO] - ===> Epoch[1000](1999/2): Loss -0.7800, Sem 0.0572, dir -0.9777, norm 0.1405, swav 0.0000 LR: 6.317e-02 Score 97.895 Data time: 0.2446, Forward time: 2.8267, Backward time: 3.5523, DDP time: 0.0039, Total iter time: 7.3678 [2020-11-08 08:40:20,642][root][INFO] - ===> Epoch[1000](2000/2): Loss -0.7682, Sem 0.0542, dir -0.9745, norm 0.1521, swav 0.0000 LR: 6.315e-02 Score 97.993 Data time: 0.2318, Forward time: 2.8267, Backward time: 3.5523, DDP time: 0.0039, Total iter time: 6.6885 [2020-11-08 08:40:21,403][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 08:40:21,589][root][INFO] - ===> Start testing [2020-11-08 08:41:57,851][root][INFO] - 101/312: Data time: 0.0042, Iter time: 0.2217 Loss 1.917 (AVG: 1.500) Score 72.323 (AVG: 80.582) mIOU 44.552 mAP 60.432 mAcc 58.123 IOU: 75.924 95.093 38.789 61.005 77.245 61.755 61.762 46.771 44.316 20.162 18.333 38.367 43.978 32.796 21.331 4.057 31.430 30.900 64.430 22.596 mAP: 74.401 94.697 48.310 76.013 83.081 76.796 60.765 58.604 50.326 47.447 41.933 41.245 63.568 50.078 41.726 23.870 89.103 73.509 66.314 46.864 mAcc: 95.472 98.865 55.450 77.845 85.444 85.826 70.688 61.534 54.741 21.264 21.486 48.001 69.454 36.569 28.208 4.549 90.924 48.397 83.115 24.622 [2020-11-08 08:43:29,637][root][INFO] - 201/312: Data time: 0.0074, Iter time: 0.8454 Loss 2.101 (AVG: 1.587) Score 70.440 (AVG: 79.477) mIOU 43.714 mAP 59.082 mAcc 56.099 IOU: 72.989 95.371 40.280 66.052 78.349 63.995 58.795 40.834 41.908 12.976 19.090 35.311 39.147 27.438 20.099 3.233 42.909 35.802 59.659 20.032 mAP: 73.211 94.259 50.454 73.501 82.362 75.852 58.341 53.898 50.542 45.423 42.919 38.847 59.948 48.607 40.223 19.740 86.785 73.848 69.802 43.076 mAcc: 94.027 98.905 59.686 79.554 86.573 89.539 68.705 56.084 51.674 13.503 22.988 44.322 63.362 30.610 25.847 3.525 83.081 53.161 74.705 22.135 [2020-11-08 08:45:01,264][root][INFO] - 301/312: Data time: 0.0066, Iter time: 0.2428 Loss 0.917 (AVG: 1.633) Score 82.337 (AVG: 79.578) mIOU 44.191 mAP 58.277 mAcc 56.145 IOU: 73.471 95.250 39.632 65.018 78.558 65.211 57.145 40.257 40.712 14.278 20.567 36.333 41.602 30.324 21.023 3.243 46.589 35.952 61.699 16.952 mAP: 73.693 94.471 48.994 70.068 83.291 73.411 57.879 53.499 50.881 44.829 42.787 41.108 61.428 45.263 33.324 19.160 86.310 71.735 72.475 40.931 mAcc: 94.616 98.944 58.584 79.336 87.389 88.673 69.163 55.717 50.203 14.827 24.566 46.168 64.252 34.201 26.525 3.588 82.336 52.041 73.245 18.534 [2020-11-08 08:45:09,989][root][INFO] - 312/312: Data time: 0.0032, Iter time: 0.3947 Loss 2.451 (AVG: 1.611) Score 65.495 (AVG: 79.755) mIOU 44.303 mAP 58.485 mAcc 56.280 IOU: 73.743 95.290 40.399 64.918 78.614 64.635 58.298 39.822 40.270 14.277 20.305 36.832 41.606 32.352 21.689 3.243 44.999 36.111 61.695 16.969 mAP: 73.945 94.472 49.678 70.068 83.283 73.204 58.824 53.746 51.070 44.829 42.219 41.733 61.240 46.306 35.193 19.160 85.903 71.755 72.475 40.602 mAcc: 94.527 98.948 59.448 79.336 87.416 88.789 70.050 55.257 49.952 14.827 24.192 46.578 64.391 36.726 27.129 3.588 80.596 52.065 73.245 18.536 [2020-11-08 08:45:09,990][root][INFO] - Finished test. Elapsed time: 288.3999 [2020-11-08 08:45:21,485][root][INFO] - [2020-11-08 08:45:21,485][root][INFO] - ################################################################ [2020-11-08 08:45:21,485][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 08:45:21,485][root][INFO] - ################################################################ [2020-11-08 08:45:21,485][root][INFO] - cabinet : 0.124 0.281 0.511 [2020-11-08 08:45:21,485][root][INFO] - bed : 0.327 0.660 0.767 [2020-11-08 08:45:21,485][root][INFO] - chair : 0.606 0.774 0.843 [2020-11-08 08:45:21,485][root][INFO] - sofa : 0.419 0.677 0.829 [2020-11-08 08:45:21,485][root][INFO] - table : 0.232 0.395 0.520 [2020-11-08 08:45:21,485][root][INFO] - door : 0.140 0.271 0.406 [2020-11-08 08:45:21,485][root][INFO] - window : 0.040 0.097 0.272 [2020-11-08 08:45:21,485][root][INFO] - bookshelf : 0.005 0.015 0.243 [2020-11-08 08:45:21,486][root][INFO] - picture : 0.072 0.187 0.253 [2020-11-08 08:45:21,486][root][INFO] - counter : 0.002 0.010 0.314 [2020-11-08 08:45:21,486][root][INFO] - desk : 0.021 0.085 0.474 [2020-11-08 08:45:21,486][root][INFO] - curtain : 0.071 0.132 0.208 [2020-11-08 08:45:21,486][root][INFO] - refrigerator : 0.118 0.187 0.227 [2020-11-08 08:45:21,486][root][INFO] - shower curtain : 0.016 0.024 0.029 [2020-11-08 08:45:21,486][root][INFO] - toilet : 0.651 0.826 0.906 [2020-11-08 08:45:21,486][root][INFO] - sink : 0.083 0.317 0.738 [2020-11-08 08:45:21,486][root][INFO] - bathtub : 0.343 0.515 0.685 [2020-11-08 08:45:21,486][root][INFO] - otherfurniture : 0.152 0.259 0.375 [2020-11-08 08:45:21,486][root][INFO] - ---------------------------------------------------------------- [2020-11-08 08:45:21,486][root][INFO] - average : 0.190 0.317 0.478 [2020-11-08 08:45:21,486][root][INFO] - [2020-11-08 08:45:21,692][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 08:45:21,694][root][INFO] - Current best mIoU: 44.812 at iter 1000 [2020-11-08 08:45:25,260][root][INFO] - ===> Epoch[1001](2001/2): Loss -0.7750, Sem 0.0556, dir -0.9774, norm 0.1469, swav 0.0000 LR: 6.313e-02 Score 97.968 Data time: 0.1278, Forward time: 2.8260, Backward time: 3.5514, DDP time: 0.0039, Total iter time: 3.5605 [2020-11-08 08:45:31,986][root][INFO] - ===> Epoch[1001](2002/2): Loss -0.7917, Sem 0.0547, dir -0.9787, norm 0.1324, swav 0.0000 LR: 6.311e-02 Score 97.975 Data time: 0.3707, Forward time: 2.8257, Backward time: 3.5516, DDP time: 0.0039, Total iter time: 6.6154 [2020-11-08 08:45:38,885][root][INFO] - ===> Epoch[1002](2003/2): Loss -0.7676, Sem 0.0562, dir -0.9740, norm 0.1502, swav 0.0000 LR: 6.310e-02 Score 97.965 Data time: 0.4082, Forward time: 2.8261, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 6.7955 [2020-11-08 08:45:45,096][root][INFO] - ===> Epoch[1002](2004/2): Loss -0.7878, Sem 0.0532, dir -0.9783, norm 0.1374, swav 0.0000 LR: 6.308e-02 Score 98.043 Data time: 0.3054, Forward time: 2.8261, Backward time: 3.5508, DDP time: 0.0039, Total iter time: 6.0669 [2020-11-08 08:45:52,588][root][INFO] - ===> Epoch[1003](2005/2): Loss -0.7878, Sem 0.0540, dir -0.9772, norm 0.1353, swav 0.0000 LR: 6.306e-02 Score 98.019 Data time: 0.1889, Forward time: 2.8257, Backward time: 3.5515, DDP time: 0.0039, Total iter time: 7.3474 [2020-11-08 08:45:58,067][root][INFO] - ===> Epoch[1003](2006/2): Loss -0.7813, Sem 0.0551, dir -0.9783, norm 0.1418, swav 0.0000 LR: 6.304e-02 Score 97.999 Data time: 0.2220, Forward time: 2.8255, Backward time: 3.5511, DDP time: 0.0039, Total iter time: 5.3597 [2020-11-08 08:46:05,082][root][INFO] - ===> Epoch[1004](2007/2): Loss -0.7915, Sem 0.0556, dir -0.9798, norm 0.1326, swav 0.0000 LR: 6.302e-02 Score 97.979 Data time: 0.2995, Forward time: 2.8257, Backward time: 3.5509, DDP time: 0.0039, Total iter time: 6.8580 [2020-11-08 08:46:12,346][root][INFO] - ===> Epoch[1004](2008/2): Loss -0.7937, Sem 0.0542, dir -0.9793, norm 0.1314, swav 0.0000 LR: 6.300e-02 Score 97.994 Data time: 0.3622, Forward time: 2.8262, Backward time: 3.5506, DDP time: 0.0039, Total iter time: 7.1123 [2020-11-08 08:46:17,952][root][INFO] - ===> Epoch[1005](2009/2): Loss -0.7867, Sem 0.0544, dir -0.9786, norm 0.1375, swav 0.0000 LR: 6.298e-02 Score 98.003 Data time: 0.2483, Forward time: 2.8262, Backward time: 3.5500, DDP time: 0.0039, Total iter time: 5.4622 [2020-11-08 08:46:25,008][root][INFO] - ===> Epoch[1005](2010/2): Loss -0.7804, Sem 0.0557, dir -0.9777, norm 0.1416, swav 0.0000 LR: 6.296e-02 Score 97.956 Data time: 0.2735, Forward time: 2.8263, Backward time: 3.5500, DDP time: 0.0039, Total iter time: 6.9123 [2020-11-08 08:46:31,578][root][INFO] - ===> Epoch[1006](2011/2): Loss -0.8044, Sem 0.0535, dir -0.9811, norm 0.1232, swav 0.0000 LR: 6.294e-02 Score 98.052 Data time: 0.2783, Forward time: 2.8261, Backward time: 3.5500, DDP time: 0.0039, Total iter time: 6.4267 [2020-11-08 08:46:38,905][root][INFO] - ===> Epoch[1006](2012/2): Loss -0.8017, Sem 0.0544, dir -0.9798, norm 0.1236, swav 0.0000 LR: 6.292e-02 Score 97.991 Data time: 0.2695, Forward time: 2.8260, Backward time: 3.5504, DDP time: 0.0039, Total iter time: 7.1809 [2020-11-08 08:46:45,938][root][INFO] - ===> Epoch[1007](2013/2): Loss -0.7971, Sem 0.0539, dir -0.9789, norm 0.1279, swav 0.0000 LR: 6.291e-02 Score 98.010 Data time: 0.2163, Forward time: 2.8258, Backward time: 3.5507, DDP time: 0.0039, Total iter time: 6.8955 [2020-11-08 08:46:52,508][root][INFO] - ===> Epoch[1007](2014/2): Loss -0.7931, Sem 0.0540, dir -0.9775, norm 0.1305, swav 0.0000 LR: 6.289e-02 Score 98.016 Data time: 0.2338, Forward time: 2.8258, Backward time: 3.5506, DDP time: 0.0039, Total iter time: 6.4259 [2020-11-08 08:46:59,020][root][INFO] - ===> Epoch[1008](2015/2): Loss -0.7938, Sem 0.0549, dir -0.9805, norm 0.1318, swav 0.0000 LR: 6.287e-02 Score 97.997 Data time: 0.2556, Forward time: 2.8258, Backward time: 3.5504, DDP time: 0.0039, Total iter time: 6.3575 [2020-11-08 08:47:05,161][root][INFO] - ===> Epoch[1008](2016/2): Loss -0.7812, Sem 0.0560, dir -0.9776, norm 0.1404, swav 0.0000 LR: 6.285e-02 Score 97.946 Data time: 0.2292, Forward time: 2.8258, Backward time: 3.5501, DDP time: 0.0039, Total iter time: 5.9882 [2020-11-08 08:47:12,005][root][INFO] - ===> Epoch[1009](2017/2): Loss -0.7952, Sem 0.0544, dir -0.9794, norm 0.1298, swav 0.0000 LR: 6.283e-02 Score 97.993 Data time: 0.2200, Forward time: 2.8257, Backward time: 3.5501, DDP time: 0.0039, Total iter time: 6.6933 [2020-11-08 08:47:18,070][root][INFO] - ===> Epoch[1009](2018/2): Loss -0.8228, Sem 0.0527, dir -0.9840, norm 0.1085, swav 0.0000 LR: 6.281e-02 Score 98.066 Data time: 0.1905, Forward time: 2.8255, Backward time: 3.5500, DDP time: 0.0039, Total iter time: 5.9254 [2020-11-08 08:47:24,300][root][INFO] - ===> Epoch[1010](2019/2): Loss -0.7885, Sem 0.0510, dir -0.9782, norm 0.1387, swav 0.0000 LR: 6.279e-02 Score 98.131 Data time: 0.1285, Forward time: 2.8249, Backward time: 3.5503, DDP time: 0.0039, Total iter time: 6.0969 [2020-11-08 08:47:32,225][root][INFO] - ===> Epoch[1010](2020/2): Loss -0.7809, Sem 0.0571, dir -0.9756, norm 0.1376, swav 0.0000 LR: 6.277e-02 Score 97.924 Data time: 0.2207, Forward time: 2.8245, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 7.8634 [2020-11-08 08:47:39,605][root][INFO] - ===> Epoch[1011](2021/2): Loss -0.7882, Sem 0.0555, dir -0.9781, norm 0.1344, swav 0.0000 LR: 6.275e-02 Score 97.982 Data time: 0.4304, Forward time: 2.8249, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 7.2645 [2020-11-08 08:47:48,449][root][INFO] - ===> Epoch[1011](2022/2): Loss -0.7990, Sem 0.0571, dir -0.9808, norm 0.1247, swav 0.0000 LR: 6.274e-02 Score 97.915 Data time: 0.2938, Forward time: 2.8252, Backward time: 3.5517, DDP time: 0.0039, Total iter time: 8.7081 [2020-11-08 08:47:55,665][root][INFO] - ===> Epoch[1012](2023/2): Loss -0.7839, Sem 0.0510, dir -0.9773, norm 0.1424, swav 0.0000 LR: 6.272e-02 Score 98.099 Data time: 0.3351, Forward time: 2.8255, Backward time: 3.5515, DDP time: 0.0039, Total iter time: 7.0526 [2020-11-08 08:48:02,922][root][INFO] - ===> Epoch[1012](2024/2): Loss -0.7976, Sem 0.0533, dir -0.9791, norm 0.1282, swav 0.0000 LR: 6.270e-02 Score 98.023 Data time: 0.2130, Forward time: 2.8253, Backward time: 3.5519, DDP time: 0.0039, Total iter time: 7.0993 [2020-11-08 08:48:09,361][root][INFO] - ===> Epoch[1013](2025/2): Loss -0.7956, Sem 0.0565, dir -0.9793, norm 0.1272, swav 0.0000 LR: 6.268e-02 Score 97.934 Data time: 0.3064, Forward time: 2.8256, Backward time: 3.5514, DDP time: 0.0039, Total iter time: 6.3361 [2020-11-08 08:48:14,022][root][INFO] - ===> Epoch[1013](2026/2): Loss -0.7875, Sem 0.0549, dir -0.9786, norm 0.1361, swav 0.0000 LR: 6.266e-02 Score 98.015 Data time: 0.2301, Forward time: 2.8254, Backward time: 3.5505, DDP time: 0.0039, Total iter time: 4.5001 [2020-11-08 08:48:22,321][root][INFO] - ===> Epoch[1014](2027/2): Loss -0.8022, Sem 0.0510, dir -0.9811, norm 0.1280, swav 0.0000 LR: 6.264e-02 Score 98.115 Data time: 0.2365, Forward time: 2.8254, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 8.1976 [2020-11-08 08:48:29,219][root][INFO] - ===> Epoch[1014](2028/2): Loss -0.7887, Sem 0.0542, dir -0.9772, norm 0.1343, swav 0.0000 LR: 6.262e-02 Score 98.017 Data time: 0.3160, Forward time: 2.8255, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 6.7338 [2020-11-08 08:48:36,313][root][INFO] - ===> Epoch[1015](2029/2): Loss -0.7938, Sem 0.0547, dir -0.9803, norm 0.1318, swav 0.0000 LR: 6.260e-02 Score 97.959 Data time: 0.2581, Forward time: 2.8253, Backward time: 3.5514, DDP time: 0.0039, Total iter time: 6.9548 [2020-11-08 08:48:42,646][root][INFO] - ===> Epoch[1015](2030/2): Loss -0.7844, Sem 0.0532, dir -0.9783, norm 0.1407, swav 0.0000 LR: 6.258e-02 Score 98.052 Data time: 0.1892, Forward time: 2.8249, Backward time: 3.5516, DDP time: 0.0039, Total iter time: 6.2084 [2020-11-08 08:48:48,392][root][INFO] - ===> Epoch[1016](2031/2): Loss -0.7843, Sem 0.0565, dir -0.9744, norm 0.1336, swav 0.0000 LR: 6.256e-02 Score 97.886 Data time: 0.2431, Forward time: 2.8248, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 5.6560 [2020-11-08 08:48:56,186][root][INFO] - ===> Epoch[1016](2032/2): Loss -0.7731, Sem 0.0549, dir -0.9777, norm 0.1497, swav 0.0000 LR: 6.255e-02 Score 97.973 Data time: 0.3811, Forward time: 2.8254, Backward time: 3.5511, DDP time: 0.0039, Total iter time: 7.6922 [2020-11-08 08:49:03,743][root][INFO] - ===> Epoch[1017](2033/2): Loss -0.7969, Sem 0.0562, dir -0.9801, norm 0.1270, swav 0.0000 LR: 6.253e-02 Score 97.947 Data time: 0.2311, Forward time: 2.8251, Backward time: 3.5516, DDP time: 0.0039, Total iter time: 7.4130 [2020-11-08 08:49:10,543][root][INFO] - ===> Epoch[1017](2034/2): Loss -0.7789, Sem 0.0563, dir -0.9779, norm 0.1427, swav 0.0000 LR: 6.251e-02 Score 97.966 Data time: 0.2841, Forward time: 2.8253, Backward time: 3.5515, DDP time: 0.0039, Total iter time: 6.6474 [2020-11-08 08:49:16,715][root][INFO] - ===> Epoch[1018](2035/2): Loss -0.7958, Sem 0.0532, dir -0.9793, norm 0.1303, swav 0.0000 LR: 6.249e-02 Score 98.026 Data time: 0.2358, Forward time: 2.8251, Backward time: 3.5513, DDP time: 0.0039, Total iter time: 6.0438 [2020-11-08 08:49:24,541][root][INFO] - ===> Epoch[1018](2036/2): Loss -0.7878, Sem 0.0539, dir -0.9777, norm 0.1360, swav 0.0000 LR: 6.247e-02 Score 98.029 Data time: 0.3813, Forward time: 2.8257, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 7.7054 [2020-11-08 08:49:31,354][root][INFO] - ===> Epoch[1019](2037/2): Loss -0.7953, Sem 0.0571, dir -0.9794, norm 0.1270, swav 0.0000 LR: 6.245e-02 Score 97.907 Data time: 0.2580, Forward time: 2.8258, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 6.6731 [2020-11-08 08:49:38,017][root][INFO] - ===> Epoch[1019](2038/2): Loss -0.7710, Sem 0.0567, dir -0.9764, norm 0.1487, swav 0.0000 LR: 6.243e-02 Score 97.925 Data time: 0.2025, Forward time: 2.8256, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 6.5165 [2020-11-08 08:49:43,916][root][INFO] - ===> Epoch[1020](2039/2): Loss -0.7853, Sem 0.0531, dir -0.9773, norm 0.1389, swav 0.0000 LR: 6.241e-02 Score 98.046 Data time: 0.2246, Forward time: 2.8254, Backward time: 3.5510, DDP time: 0.0039, Total iter time: 5.7900 [2020-11-08 08:49:50,750][root][INFO] - ===> Epoch[1020](2040/2): Loss -0.8135, Sem 0.0529, dir -0.9823, norm 0.1159, swav 0.0000 LR: 6.239e-02 Score 98.057 Data time: 0.3215, Forward time: 2.8257, Backward time: 3.5506, DDP time: 0.0039, Total iter time: 6.7114 [2020-11-08 08:49:58,954][root][INFO] - ===> Epoch[1021](2041/2): Loss -0.7902, Sem 0.0544, dir -0.9768, norm 0.1323, swav 0.0000 LR: 6.238e-02 Score 97.988 Data time: 0.2403, Forward time: 2.8258, Backward time: 3.5512, DDP time: 0.0039, Total iter time: 8.0490 [2020-11-08 08:50:05,097][root][INFO] - ===> Epoch[1021](2042/2): Loss -0.7757, Sem 0.0558, dir -0.9770, norm 0.1455, swav 0.0000 LR: 6.236e-02 Score 97.966 Data time: 0.2980, Forward time: 2.8257, Backward time: 3.5509, DDP time: 0.0039, Total iter time: 6.0000 [2020-11-08 08:50:11,261][root][INFO] - ===> Epoch[1022](2043/2): Loss -0.7936, Sem 0.0562, dir -0.9798, norm 0.1300, swav 0.0000 LR: 6.234e-02 Score 97.928 Data time: 0.2238, Forward time: 2.8256, Backward time: 3.5507, DDP time: 0.0039, Total iter time: 6.0272 [2020-11-08 08:50:18,892][root][INFO] - ===> Epoch[1022](2044/2): Loss -0.7872, Sem 0.0558, dir -0.9791, norm 0.1360, swav 0.0000 LR: 6.232e-02 Score 97.919 Data time: 0.3381, Forward time: 2.8261, Backward time: 3.5505, DDP time: 0.0039, Total iter time: 7.4951 [2020-11-08 08:50:27,028][root][INFO] - ===> Epoch[1023](2045/2): Loss -0.7706, Sem 0.0518, dir -0.9770, norm 0.1546, swav 0.0000 LR: 6.230e-02 Score 98.106 Data time: 0.2017, Forward time: 2.8258, Backward time: 3.5515, DDP time: 0.0039, Total iter time: 7.9961 [2020-11-08 08:50:36,149][root][INFO] - ===> Epoch[1023](2046/2): Loss -0.7861, Sem 0.0567, dir -0.9764, norm 0.1337, swav 0.0000 LR: 6.228e-02 Score 97.950 Data time: 0.2561, Forward time: 2.8257, Backward time: 3.5526, DDP time: 0.0039, Total iter time: 9.0310 [2020-11-08 08:50:42,102][root][INFO] - ===> Epoch[1024](2047/2): Loss -0.7989, Sem 0.0557, dir -0.9814, norm 0.1268, swav 0.0000 LR: 6.226e-02 Score 97.973 Data time: 0.2182, Forward time: 2.8255, Backward time: 3.5524, DDP time: 0.0039, Total iter time: 5.8081 [2020-11-08 08:50:48,833][root][INFO] - ===> Epoch[1024](2048/2): Loss -0.7984, Sem 0.0541, dir -0.9794, norm 0.1269, swav 0.0000 LR: 6.224e-02 Score 97.979 Data time: 0.3087, Forward time: 2.8259, Backward time: 3.5520, DDP time: 0.0039, Total iter time: 6.6012 [2020-11-08 08:50:55,056][root][INFO] - ===> Epoch[1025](2049/2): Loss -0.7874, Sem 0.0529, dir -0.9766, norm 0.1364, swav 0.0000 LR: 6.222e-02 Score 98.039 Data time: 0.2043, Forward time: 2.8256, Backward time: 3.5519, DDP time: 0.0039, Total iter time: 6.0803 [2020-11-08 08:51:02,477][root][INFO] - ===> Epoch[1025](2050/2): Loss -0.7891, Sem 0.0548, dir -0.9782, norm 0.1343, swav 0.0000 LR: 6.220e-02 Score 97.989 Data time: 0.2308, Forward time: 2.8256, Backward time: 3.5523, DDP time: 0.0039, Total iter time: 7.2883 [2020-11-08 08:51:09,412][root][INFO] - ===> Epoch[1026](2051/2): Loss -0.7941, Sem 0.0581, dir -0.9796, norm 0.1274, swav 0.0000 LR: 6.219e-02 Score 97.897 Data time: 0.2203, Forward time: 2.8253, Backward time: 3.5526, DDP time: 0.0039, Total iter time: 6.7901 [2020-11-08 08:51:16,985][root][INFO] - ===> Epoch[1026](2052/2): Loss -0.7845, Sem 0.0538, dir -0.9770, norm 0.1387, swav 0.0000 LR: 6.217e-02 Score 98.042 Data time: 0.1535, Forward time: 2.8247, Backward time: 3.5536, DDP time: 0.0039, Total iter time: 7.4326 [2020-11-08 08:51:25,460][root][INFO] - ===> Epoch[1027](2053/2): Loss -0.7780, Sem 0.0539, dir -0.9771, norm 0.1452, swav 0.0000 LR: 6.215e-02 Score 98.006 Data time: 0.2321, Forward time: 2.8247, Backward time: 3.5544, DDP time: 0.0039, Total iter time: 8.3709 [2020-11-08 08:51:31,523][root][INFO] - ===> Epoch[1027](2054/2): Loss -0.7885, Sem 0.0571, dir -0.9767, norm 0.1311, swav 0.0000 LR: 6.213e-02 Score 97.900 Data time: 0.1759, Forward time: 2.8243, Backward time: 3.5545, DDP time: 0.0039, Total iter time: 5.9324 [2020-11-08 08:51:38,717][root][INFO] - ===> Epoch[1028](2055/2): Loss -0.7756, Sem 0.0546, dir -0.9758, norm 0.1456, swav 0.0000 LR: 6.211e-02 Score 98.013 Data time: 0.2142, Forward time: 2.8242, Backward time: 3.5547, DDP time: 0.0039, Total iter time: 7.0810 [2020-11-08 08:51:45,336][root][INFO] - ===> Epoch[1028](2056/2): Loss -0.7807, Sem 0.0559, dir -0.9776, norm 0.1410, swav 0.0000 LR: 6.209e-02 Score 97.933 Data time: 0.2114, Forward time: 2.8240, Backward time: 3.5549, DDP time: 0.0039, Total iter time: 6.5120 [2020-11-08 08:51:51,326][root][INFO] - ===> Epoch[1029](2057/2): Loss -0.7916, Sem 0.0544, dir -0.9788, norm 0.1328, swav 0.0000 LR: 6.207e-02 Score 98.012 Data time: 0.2769, Forward time: 2.8241, Backward time: 3.5543, DDP time: 0.0039, Total iter time: 5.8331 [2020-11-08 08:51:58,443][root][INFO] - ===> Epoch[1029](2058/2): Loss -0.7740, Sem 0.0544, dir -0.9749, norm 0.1465, swav 0.0000 LR: 6.205e-02 Score 98.016 Data time: 0.3283, Forward time: 2.8246, Backward time: 3.5540, DDP time: 0.0039, Total iter time: 6.9813 [2020-11-08 08:52:05,805][root][INFO] - ===> Epoch[1030](2059/2): Loss -0.7859, Sem 0.0556, dir -0.9783, norm 0.1368, swav 0.0000 LR: 6.203e-02 Score 97.963 Data time: 0.2204, Forward time: 2.8246, Backward time: 3.5542, DDP time: 0.0039, Total iter time: 7.2158 [2020-11-08 08:52:11,597][root][INFO] - ===> Epoch[1030](2060/2): Loss -0.8056, Sem 0.0536, dir -0.9804, norm 0.1212, swav 0.0000 LR: 6.201e-02 Score 98.050 Data time: 0.2070, Forward time: 2.8242, Backward time: 3.5541, DDP time: 0.0039, Total iter time: 5.6521 [2020-11-08 08:52:19,241][root][INFO] - ===> Epoch[1031](2061/2): Loss -0.7984, Sem 0.0545, dir -0.9798, norm 0.1269, swav 0.0000 LR: 6.200e-02 Score 97.981 Data time: 0.1738, Forward time: 2.8238, Backward time: 3.5549, DDP time: 0.0039, Total iter time: 7.5317 [2020-11-08 08:52:26,429][root][INFO] - ===> Epoch[1031](2062/2): Loss -0.7864, Sem 0.0536, dir -0.9766, norm 0.1365, swav 0.0000 LR: 6.198e-02 Score 98.016 Data time: 0.2315, Forward time: 2.8237, Backward time: 3.5551, DDP time: 0.0039, Total iter time: 7.0640 [2020-11-08 08:52:34,563][root][INFO] - ===> Epoch[1032](2063/2): Loss -0.7986, Sem 0.0565, dir -0.9807, norm 0.1256, swav 0.0000 LR: 6.196e-02 Score 97.936 Data time: 0.1986, Forward time: 2.8235, Backward time: 3.5559, DDP time: 0.0039, Total iter time: 8.0080 [2020-11-08 08:52:41,910][root][INFO] - ===> Epoch[1032](2064/2): Loss -0.7928, Sem 0.0534, dir -0.9787, norm 0.1324, swav 0.0000 LR: 6.194e-02 Score 98.023 Data time: 0.2142, Forward time: 2.8234, Backward time: 3.5563, DDP time: 0.0039, Total iter time: 7.2354 [2020-11-08 08:52:48,790][root][INFO] - ===> Epoch[1033](2065/2): Loss -0.7840, Sem 0.0560, dir -0.9767, norm 0.1366, swav 0.0000 LR: 6.192e-02 Score 97.920 Data time: 0.3465, Forward time: 2.8234, Backward time: 3.5563, DDP time: 0.0039, Total iter time: 6.7270 [2020-11-08 08:52:55,909][root][INFO] - ===> Epoch[1033](2066/2): Loss -0.7861, Sem 0.0573, dir -0.9786, norm 0.1351, swav 0.0000 LR: 6.190e-02 Score 97.900 Data time: 0.2677, Forward time: 2.8233, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 6.9685 [2020-11-08 08:53:01,879][root][INFO] - ===> Epoch[1034](2067/2): Loss -0.7958, Sem 0.0545, dir -0.9784, norm 0.1281, swav 0.0000 LR: 6.188e-02 Score 98.040 Data time: 0.3266, Forward time: 2.8234, Backward time: 3.5560, DDP time: 0.0039, Total iter time: 5.8297 [2020-11-08 08:53:09,147][root][INFO] - ===> Epoch[1034](2068/2): Loss -0.7815, Sem 0.0564, dir -0.9766, norm 0.1387, swav 0.0000 LR: 6.186e-02 Score 97.960 Data time: 0.2026, Forward time: 2.8232, Backward time: 3.5563, DDP time: 0.0039, Total iter time: 7.1155 [2020-11-08 08:53:16,477][root][INFO] - ===> Epoch[1035](2069/2): Loss -0.8025, Sem 0.0514, dir -0.9808, norm 0.1270, swav 0.0000 LR: 6.184e-02 Score 98.105 Data time: 0.1808, Forward time: 2.8228, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 7.1975 [2020-11-08 08:53:23,350][root][INFO] - ===> Epoch[1035](2070/2): Loss -0.7897, Sem 0.0526, dir -0.9783, norm 0.1359, swav 0.0000 LR: 6.182e-02 Score 98.063 Data time: 0.3069, Forward time: 2.8230, Backward time: 3.5568, DDP time: 0.0039, Total iter time: 6.7702 [2020-11-08 08:53:29,871][root][INFO] - ===> Epoch[1036](2071/2): Loss -0.7888, Sem 0.0549, dir -0.9760, norm 0.1323, swav 0.0000 LR: 6.181e-02 Score 98.000 Data time: 0.2320, Forward time: 2.8228, Backward time: 3.5568, DDP time: 0.0039, Total iter time: 6.3675 [2020-11-08 08:53:37,146][root][INFO] - ===> Epoch[1036](2072/2): Loss -0.7816, Sem 0.0566, dir -0.9785, norm 0.1404, swav 0.0000 LR: 6.179e-02 Score 97.978 Data time: 0.2676, Forward time: 2.8225, Backward time: 3.5573, DDP time: 0.0039, Total iter time: 7.1328 [2020-11-08 08:53:43,850][root][INFO] - ===> Epoch[1037](2073/2): Loss -0.7993, Sem 0.0538, dir -0.9796, norm 0.1265, swav 0.0000 LR: 6.177e-02 Score 98.042 Data time: 0.1990, Forward time: 2.8223, Backward time: 3.5574, DDP time: 0.0039, Total iter time: 6.5882 [2020-11-08 08:53:51,126][root][INFO] - ===> Epoch[1037](2074/2): Loss -0.7941, Sem 0.0529, dir -0.9808, norm 0.1338, swav 0.0000 LR: 6.175e-02 Score 98.073 Data time: 0.2303, Forward time: 2.8222, Backward time: 3.5577, DDP time: 0.0039, Total iter time: 7.1235 [2020-11-08 08:53:57,427][root][INFO] - ===> Epoch[1038](2075/2): Loss -0.7815, Sem 0.0549, dir -0.9759, norm 0.1395, swav 0.0000 LR: 6.173e-02 Score 97.999 Data time: 0.2269, Forward time: 2.8221, Backward time: 3.5575, DDP time: 0.0039, Total iter time: 6.1645 [2020-11-08 08:54:05,378][root][INFO] - ===> Epoch[1038](2076/2): Loss -0.7963, Sem 0.0543, dir -0.9793, norm 0.1287, swav 0.0000 LR: 6.171e-02 Score 97.979 Data time: 0.2931, Forward time: 2.8224, Backward time: 3.5578, DDP time: 0.0039, Total iter time: 7.8135 [2020-11-08 08:54:11,197][root][INFO] - ===> Epoch[1039](2077/2): Loss -0.8027, Sem 0.0524, dir -0.9808, norm 0.1257, swav 0.0000 LR: 6.169e-02 Score 98.063 Data time: 0.1805, Forward time: 2.8221, Backward time: 3.5576, DDP time: 0.0039, Total iter time: 5.6712 [2020-11-08 08:54:16,810][root][INFO] - ===> Epoch[1039](2078/2): Loss -0.7947, Sem 0.0577, dir -0.9793, norm 0.1270, swav 0.0000 LR: 6.167e-02 Score 97.913 Data time: 0.3192, Forward time: 2.8221, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 5.4652 [2020-11-08 08:54:22,400][root][INFO] - ===> Epoch[1040](2079/2): Loss -0.7888, Sem 0.0525, dir -0.9791, norm 0.1379, swav 0.0000 LR: 6.165e-02 Score 98.054 Data time: 0.2042, Forward time: 2.8219, Backward time: 3.5566, DDP time: 0.0039, Total iter time: 5.4594 [2020-11-08 08:54:29,658][root][INFO] - ===> Epoch[1040](2080/2): Loss -0.7956, Sem 0.0548, dir -0.9800, norm 0.1295, swav 0.0000 LR: 6.163e-02 Score 97.995 Data time: 0.2468, Forward time: 2.8219, Backward time: 3.5568, DDP time: 0.0039, Total iter time: 7.1046 [2020-11-08 08:54:38,452][root][INFO] - ===> Epoch[1041](2081/2): Loss -0.7950, Sem 0.0561, dir -0.9799, norm 0.1289, swav 0.0000 LR: 6.162e-02 Score 97.951 Data time: 0.2450, Forward time: 2.8218, Backward time: 3.5578, DDP time: 0.0039, Total iter time: 8.6380 [2020-11-08 08:54:45,372][root][INFO] - ===> Epoch[1041](2082/2): Loss -0.7859, Sem 0.0556, dir -0.9762, norm 0.1346, swav 0.0000 LR: 6.160e-02 Score 97.981 Data time: 0.3777, Forward time: 2.8221, Backward time: 3.5574, DDP time: 0.0039, Total iter time: 6.7735 [2020-11-08 08:54:52,194][root][INFO] - ===> Epoch[1042](2083/2): Loss -0.7898, Sem 0.0548, dir -0.9790, norm 0.1344, swav 0.0000 LR: 6.158e-02 Score 97.973 Data time: 0.3314, Forward time: 2.8224, Backward time: 3.5571, DDP time: 0.0039, Total iter time: 6.6697 [2020-11-08 08:54:57,608][root][INFO] - ===> Epoch[1042](2084/2): Loss -0.7977, Sem 0.0505, dir -0.9790, norm 0.1308, swav 0.0000 LR: 6.156e-02 Score 98.141 Data time: 0.2323, Forward time: 2.8221, Backward time: 3.5568, DDP time: 0.0039, Total iter time: 5.2548 [2020-11-08 08:55:04,341][root][INFO] - ===> Epoch[1043](2085/2): Loss -0.7915, Sem 0.0528, dir -0.9779, norm 0.1337, swav 0.0000 LR: 6.154e-02 Score 98.063 Data time: 0.2886, Forward time: 2.8223, Backward time: 3.5564, DDP time: 0.0039, Total iter time: 6.6269 [2020-11-08 08:55:11,406][root][INFO] - ===> Epoch[1043](2086/2): Loss -0.7990, Sem 0.0525, dir -0.9784, norm 0.1269, swav 0.0000 LR: 6.152e-02 Score 98.071 Data time: 0.2272, Forward time: 2.8223, Backward time: 3.5566, DDP time: 0.0039, Total iter time: 6.9202 [2020-11-08 08:55:17,689][root][INFO] - ===> Epoch[1044](2087/2): Loss -0.8016, Sem 0.0535, dir -0.9820, norm 0.1270, swav 0.0000 LR: 6.150e-02 Score 98.018 Data time: 0.3017, Forward time: 2.8225, Backward time: 3.5561, DDP time: 0.0039, Total iter time: 6.1528 [2020-11-08 08:55:24,759][root][INFO] - ===> Epoch[1044](2088/2): Loss -0.7776, Sem 0.0556, dir -0.9777, norm 0.1444, swav 0.0000 LR: 6.148e-02 Score 97.995 Data time: 0.3391, Forward time: 2.8230, Backward time: 3.5557, DDP time: 0.0039, Total iter time: 6.9051 [2020-11-08 08:55:31,493][root][INFO] - ===> Epoch[1045](2089/2): Loss -0.7903, Sem 0.0565, dir -0.9790, norm 0.1321, swav 0.0000 LR: 6.146e-02 Score 97.918 Data time: 0.2509, Forward time: 2.8231, Backward time: 3.5556, DDP time: 0.0039, Total iter time: 6.5714 [2020-11-08 08:55:39,553][root][INFO] - ===> Epoch[1045](2090/2): Loss -0.7958, Sem 0.0571, dir -0.9804, norm 0.1275, swav 0.0000 LR: 6.145e-02 Score 97.889 Data time: 0.2589, Forward time: 2.8232, Backward time: 3.5561, DDP time: 0.0039, Total iter time: 7.9153 [2020-11-08 08:55:46,635][root][INFO] - ===> Epoch[1046](2091/2): Loss -0.7896, Sem 0.0508, dir -0.9780, norm 0.1375, swav 0.0000 LR: 6.143e-02 Score 98.132 Data time: 0.2411, Forward time: 2.8232, Backward time: 3.5561, DDP time: 0.0039, Total iter time: 6.9207 [2020-11-08 08:55:54,344][root][INFO] - ===> Epoch[1046](2092/2): Loss -0.7965, Sem 0.0532, dir -0.9781, norm 0.1285, swav 0.0000 LR: 6.141e-02 Score 98.027 Data time: 0.2618, Forward time: 2.8231, Backward time: 3.5566, DDP time: 0.0039, Total iter time: 7.5589 [2020-11-08 08:56:01,300][root][INFO] - ===> Epoch[1047](2093/2): Loss -0.7873, Sem 0.0564, dir -0.9772, norm 0.1335, swav 0.0000 LR: 6.139e-02 Score 97.927 Data time: 0.2670, Forward time: 2.8230, Backward time: 3.5567, DDP time: 0.0039, Total iter time: 6.8225 [2020-11-08 08:56:09,150][root][INFO] - ===> Epoch[1047](2094/2): Loss -0.7934, Sem 0.0524, dir -0.9803, norm 0.1346, swav 0.0000 LR: 6.137e-02 Score 98.063 Data time: 0.3349, Forward time: 2.8232, Backward time: 3.5569, DDP time: 0.0039, Total iter time: 7.7112 [2020-11-08 08:56:15,325][root][INFO] - ===> Epoch[1048](2095/2): Loss -0.8070, Sem 0.0526, dir -0.9825, norm 0.1228, swav 0.0000 LR: 6.135e-02 Score 98.060 Data time: 0.3040, Forward time: 2.8233, Backward time: 3.5565, DDP time: 0.0039, Total iter time: 6.0459 [2020-11-08 08:56:22,576][root][INFO] - ===> Epoch[1048](2096/2): Loss -0.8094, Sem 0.0519, dir -0.9817, norm 0.1204, swav 0.0000 LR: 6.133e-02 Score 98.092 Data time: 0.2091, Forward time: 2.8230, Backward time: 3.5570, DDP time: 0.0039, Total iter time: 7.0829 [2020-11-08 08:56:28,968][root][INFO] - ===> Epoch[1049](2097/2): Loss -0.7922, Sem 0.0509, dir -0.9789, norm 0.1358, swav 0.0000 LR: 6.131e-02 Score 98.112 Data time: 0.1535, Forward time: 2.8225, Backward time: 3.5573, DDP time: 0.0039, Total iter time: 6.2634 [2020-11-08 08:56:36,001][root][INFO] - ===> Epoch[1049](2098/2): Loss -0.7862, Sem 0.0571, dir -0.9788, norm 0.1355, swav 0.0000 LR: 6.129e-02 Score 97.888 Data time: 0.3688, Forward time: 2.8228, Backward time: 3.5570, DDP time: 0.0039, Total iter time: 6.9039 [2020-11-08 08:56:42,549][root][INFO] - ===> Epoch[1050](2099/2): Loss -0.7970, Sem 0.0499, dir -0.9786, norm 0.1317, swav 0.0000 LR: 6.127e-02 Score 98.171 Data time: 0.2062, Forward time: 2.8225, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 6.3993 [2020-11-08 08:56:49,043][root][INFO] - ===> Epoch[1050](2100/2): Loss -0.7808, Sem 0.0519, dir -0.9771, norm 0.1444, swav 0.0000 LR: 6.126e-02 Score 98.074 Data time: 0.2201, Forward time: 2.8223, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 6.3500 [2020-11-08 08:56:54,784][root][INFO] - ===> Epoch[1051](2101/2): Loss -0.7848, Sem 0.0547, dir -0.9789, norm 0.1394, swav 0.0000 LR: 6.124e-02 Score 98.003 Data time: 0.3124, Forward time: 2.8223, Backward time: 3.5566, DDP time: 0.0039, Total iter time: 5.5796 [2020-11-08 08:57:02,214][root][INFO] - ===> Epoch[1051](2102/2): Loss -0.8035, Sem 0.0596, dir -0.9812, norm 0.1181, swav 0.0000 LR: 6.122e-02 Score 97.825 Data time: 0.2145, Forward time: 2.8219, Backward time: 3.5573, DDP time: 0.0040, Total iter time: 7.2711 [2020-11-08 08:57:08,587][root][INFO] - ===> Epoch[1052](2103/2): Loss -0.7766, Sem 0.0555, dir -0.9749, norm 0.1428, swav 0.0000 LR: 6.120e-02 Score 97.956 Data time: 0.2117, Forward time: 2.8218, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 6.2678 [2020-11-08 08:57:16,031][root][INFO] - ===> Epoch[1052](2104/2): Loss -0.7881, Sem 0.0554, dir -0.9786, norm 0.1351, swav 0.0000 LR: 6.118e-02 Score 97.978 Data time: 0.3049, Forward time: 2.8221, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 7.2979 [2020-11-08 08:57:23,845][root][INFO] - ===> Epoch[1053](2105/2): Loss -0.7774, Sem 0.0663, dir -0.9776, norm 0.1339, swav 0.0000 LR: 6.116e-02 Score 97.675 Data time: 0.2974, Forward time: 2.8224, Backward time: 3.5573, DDP time: 0.0040, Total iter time: 7.6757 [2020-11-08 08:57:30,844][root][INFO] - ===> Epoch[1053](2106/2): Loss -0.7803, Sem 0.0564, dir -0.9804, norm 0.1436, swav 0.0000 LR: 6.114e-02 Score 97.938 Data time: 0.2414, Forward time: 2.8222, Backward time: 3.5575, DDP time: 0.0040, Total iter time: 6.8672 [2020-11-08 08:57:37,616][root][INFO] - ===> Epoch[1054](2107/2): Loss -0.7724, Sem 0.0830, dir -0.9776, norm 0.1221, swav 0.0000 LR: 6.112e-02 Score 97.366 Data time: 0.1694, Forward time: 2.8219, Backward time: 3.5579, DDP time: 0.0040, Total iter time: 6.6346 [2020-11-08 08:57:43,712][root][INFO] - ===> Epoch[1054](2108/2): Loss -0.7771, Sem 0.0537, dir -0.9750, norm 0.1442, swav 0.0000 LR: 6.110e-02 Score 98.019 Data time: 0.2079, Forward time: 2.8217, Backward time: 3.5577, DDP time: 0.0040, Total iter time: 5.9741 [2020-11-08 08:57:50,207][root][INFO] - ===> Epoch[1055](2109/2): Loss -0.7755, Sem 0.0662, dir -0.9770, norm 0.1353, swav 0.0000 LR: 6.108e-02 Score 97.629 Data time: 0.3139, Forward time: 2.8220, Backward time: 3.5573, DDP time: 0.0040, Total iter time: 6.3556 [2020-11-08 08:57:57,109][root][INFO] - ===> Epoch[1055](2110/2): Loss -0.7803, Sem 0.0592, dir -0.9805, norm 0.1411, swav 0.0000 LR: 6.106e-02 Score 97.899 Data time: 0.3172, Forward time: 2.8224, Backward time: 3.5569, DDP time: 0.0040, Total iter time: 6.7432 [2020-11-08 08:58:03,360][root][INFO] - ===> Epoch[1056](2111/2): Loss -0.7561, Sem 0.0589, dir -0.9733, norm 0.1582, swav 0.0000 LR: 6.105e-02 Score 97.847 Data time: 0.2311, Forward time: 2.8221, Backward time: 3.5568, DDP time: 0.0040, Total iter time: 6.0895 [2020-11-08 08:58:09,167][root][INFO] - ===> Epoch[1056](2112/2): Loss -0.7894, Sem 0.0580, dir -0.9795, norm 0.1322, swav 0.0000 LR: 6.103e-02 Score 97.885 Data time: 0.2833, Forward time: 2.8223, Backward time: 3.5562, DDP time: 0.0040, Total iter time: 5.6516 [2020-11-08 08:58:15,747][root][INFO] - ===> Epoch[1057](2113/2): Loss -0.7881, Sem 0.0603, dir -0.9793, norm 0.1308, swav 0.0000 LR: 6.101e-02 Score 97.814 Data time: 0.2314, Forward time: 2.8220, Backward time: 3.5563, DDP time: 0.0040, Total iter time: 6.4172 [2020-11-08 08:58:22,046][root][INFO] - ===> Epoch[1057](2114/2): Loss -0.7518, Sem 0.0655, dir -0.9719, norm 0.1546, swav 0.0000 LR: 6.099e-02 Score 97.639 Data time: 0.2764, Forward time: 2.8222, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 6.1726 [2020-11-08 08:58:27,977][root][INFO] - ===> Epoch[1058](2115/2): Loss -0.7601, Sem 0.0600, dir -0.9757, norm 0.1556, swav 0.0000 LR: 6.097e-02 Score 97.896 Data time: 0.2865, Forward time: 2.8220, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 5.7558 [2020-11-08 08:58:35,633][root][INFO] - ===> Epoch[1058](2116/2): Loss -0.7869, Sem 0.0616, dir -0.9801, norm 0.1316, swav 0.0000 LR: 6.095e-02 Score 97.762 Data time: 0.2553, Forward time: 2.8220, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 7.5279 [2020-11-08 08:58:42,124][root][INFO] - ===> Epoch[1059](2117/2): Loss -0.7810, Sem 0.0597, dir -0.9773, norm 0.1366, swav 0.0000 LR: 6.093e-02 Score 97.821 Data time: 0.2002, Forward time: 2.8219, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 6.3323 [2020-11-08 08:58:49,070][root][INFO] - ===> Epoch[1059](2118/2): Loss -0.7749, Sem 0.0548, dir -0.9751, norm 0.1454, swav 0.0000 LR: 6.091e-02 Score 98.006 Data time: 0.1963, Forward time: 2.8216, Backward time: 3.5562, DDP time: 0.0040, Total iter time: 6.8087 [2020-11-08 08:58:55,358][root][INFO] - ===> Epoch[1060](2119/2): Loss -0.7802, Sem 0.0578, dir -0.9787, norm 0.1406, swav 0.0000 LR: 6.089e-02 Score 97.882 Data time: 0.2290, Forward time: 2.8215, Backward time: 3.5561, DDP time: 0.0040, Total iter time: 6.1477 [2020-11-08 08:59:01,420][root][INFO] - ===> Epoch[1060](2120/2): Loss -0.7833, Sem 0.0568, dir -0.9780, norm 0.1379, swav 0.0000 LR: 6.087e-02 Score 97.933 Data time: 0.2730, Forward time: 2.8215, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 5.9221 [2020-11-08 08:59:07,682][root][INFO] - ===> Epoch[1061](2121/2): Loss -0.7794, Sem 0.0587, dir -0.9796, norm 0.1415, swav 0.0000 LR: 6.086e-02 Score 97.863 Data time: 0.2838, Forward time: 2.8217, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 6.0993 [2020-11-08 08:59:13,784][root][INFO] - ===> Epoch[1061](2122/2): Loss -0.8064, Sem 0.0558, dir -0.9820, norm 0.1198, swav 0.0000 LR: 6.084e-02 Score 97.943 Data time: 0.2484, Forward time: 2.8216, Backward time: 3.5550, DDP time: 0.0040, Total iter time: 5.9462 [2020-11-08 08:59:20,916][root][INFO] - ===> Epoch[1062](2123/2): Loss -0.7643, Sem 0.0591, dir -0.9763, norm 0.1529, swav 0.0000 LR: 6.082e-02 Score 97.840 Data time: 0.3274, Forward time: 2.8220, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 6.9864 [2020-11-08 08:59:29,145][root][INFO] - ===> Epoch[1062](2124/2): Loss -0.7880, Sem 0.0557, dir -0.9777, norm 0.1339, swav 0.0000 LR: 6.080e-02 Score 97.958 Data time: 0.2581, Forward time: 2.8219, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 8.0854 [2020-11-08 08:59:36,535][root][INFO] - ===> Epoch[1063](2125/2): Loss -0.7674, Sem 0.0572, dir -0.9744, norm 0.1498, swav 0.0000 LR: 6.078e-02 Score 97.919 Data time: 0.2740, Forward time: 2.8221, Backward time: 3.5555, DDP time: 0.0040, Total iter time: 7.2495 [2020-11-08 08:59:43,033][root][INFO] - ===> Epoch[1063](2126/2): Loss -0.7939, Sem 0.0534, dir -0.9791, norm 0.1318, swav 0.0000 LR: 6.076e-02 Score 98.026 Data time: 0.1751, Forward time: 2.8217, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 6.3260 [2020-11-08 08:59:51,587][root][INFO] - ===> Epoch[1064](2127/2): Loss -0.7853, Sem 0.0601, dir -0.9809, norm 0.1354, swav 0.0000 LR: 6.074e-02 Score 97.826 Data time: 0.3072, Forward time: 2.8218, Backward time: 3.5564, DDP time: 0.0040, Total iter time: 8.4621 [2020-11-08 08:59:58,319][root][INFO] - ===> Epoch[1064](2128/2): Loss -0.7696, Sem 0.0553, dir -0.9750, norm 0.1502, swav 0.0000 LR: 6.072e-02 Score 97.958 Data time: 0.2444, Forward time: 2.8218, Backward time: 3.5563, DDP time: 0.0040, Total iter time: 6.5869 [2020-11-08 09:00:05,410][root][INFO] - ===> Epoch[1065](2129/2): Loss -0.7843, Sem 0.0558, dir -0.9784, norm 0.1383, swav 0.0000 LR: 6.070e-02 Score 97.963 Data time: 0.1901, Forward time: 2.8215, Backward time: 3.5567, DDP time: 0.0040, Total iter time: 6.9517 [2020-11-08 09:00:11,857][root][INFO] - ===> Epoch[1065](2130/2): Loss -0.7992, Sem 0.0564, dir -0.9808, norm 0.1251, swav 0.0000 LR: 6.068e-02 Score 97.933 Data time: 0.2486, Forward time: 2.8216, Backward time: 3.5565, DDP time: 0.0040, Total iter time: 6.3001 [2020-11-08 09:00:18,593][root][INFO] - ===> Epoch[1066](2131/2): Loss -0.7809, Sem 0.0571, dir -0.9761, norm 0.1382, swav 0.0000 LR: 6.067e-02 Score 97.920 Data time: 0.2305, Forward time: 2.8215, Backward time: 3.5566, DDP time: 0.0040, Total iter time: 6.5959 [2020-11-08 09:00:23,979][root][INFO] - ===> Epoch[1066](2132/2): Loss -0.7844, Sem 0.0579, dir -0.9790, norm 0.1367, swav 0.0000 LR: 6.065e-02 Score 97.885 Data time: 0.2194, Forward time: 2.8213, Backward time: 3.5560, DDP time: 0.0040, Total iter time: 5.2506 [2020-11-08 09:00:30,524][root][INFO] - ===> Epoch[1067](2133/2): Loss -0.7780, Sem 0.0581, dir -0.9785, norm 0.1423, swav 0.0000 LR: 6.063e-02 Score 97.902 Data time: 0.2637, Forward time: 2.8214, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 6.4182 [2020-11-08 09:00:36,758][root][INFO] - ===> Epoch[1067](2134/2): Loss -0.7851, Sem 0.0540, dir -0.9793, norm 0.1403, swav 0.0000 LR: 6.061e-02 Score 98.017 Data time: 0.1887, Forward time: 2.8212, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 6.0886 [2020-11-08 09:00:43,708][root][INFO] - ===> Epoch[1068](2135/2): Loss -0.7986, Sem 0.0543, dir -0.9787, norm 0.1258, swav 0.0000 LR: 6.059e-02 Score 98.017 Data time: 0.1995, Forward time: 2.8209, Backward time: 3.5561, DDP time: 0.0040, Total iter time: 6.8036 [2020-11-08 09:00:52,171][root][INFO] - ===> Epoch[1068](2136/2): Loss -0.7871, Sem 0.0555, dir -0.9791, norm 0.1365, swav 0.0000 LR: 6.057e-02 Score 97.960 Data time: 0.1876, Forward time: 2.8205, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 8.3018 [2020-11-08 09:01:00,044][root][INFO] - ===> Epoch[1069](2137/2): Loss -0.7897, Sem 0.0540, dir -0.9773, norm 0.1336, swav 0.0000 LR: 6.055e-02 Score 98.012 Data time: 0.3088, Forward time: 2.8205, Backward time: 3.5576, DDP time: 0.0040, Total iter time: 7.7397 [2020-11-08 09:01:06,079][root][INFO] - ===> Epoch[1069](2138/2): Loss -0.7878, Sem 0.0546, dir -0.9789, norm 0.1365, swav 0.0000 LR: 6.053e-02 Score 98.032 Data time: 0.2253, Forward time: 2.8205, Backward time: 3.5573, DDP time: 0.0040, Total iter time: 5.8849 [2020-11-08 09:01:12,932][root][INFO] - ===> Epoch[1070](2139/2): Loss -0.7885, Sem 0.0631, dir -0.9797, norm 0.1281, swav 0.0000 LR: 6.051e-02 Score 97.817 Data time: 0.2197, Forward time: 2.8203, Backward time: 3.5575, DDP time: 0.0040, Total iter time: 6.6669 [2020-11-08 09:01:18,957][root][INFO] - ===> Epoch[1070](2140/2): Loss -0.7801, Sem 0.0534, dir -0.9783, norm 0.1448, swav 0.0000 LR: 6.049e-02 Score 98.050 Data time: 0.2344, Forward time: 2.8202, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 5.8672 [2020-11-08 09:01:25,025][root][INFO] - ===> Epoch[1071](2141/2): Loss -0.7927, Sem 0.0522, dir -0.9781, norm 0.1333, swav 0.0000 LR: 6.048e-02 Score 98.092 Data time: 0.2137, Forward time: 2.8201, Backward time: 3.5569, DDP time: 0.0040, Total iter time: 5.9326 [2020-11-08 09:01:32,941][root][INFO] - ===> Epoch[1071](2142/2): Loss -0.7891, Sem 0.0548, dir -0.9790, norm 0.1351, swav 0.0000 LR: 6.046e-02 Score 97.981 Data time: 0.2716, Forward time: 2.8200, Backward time: 3.5575, DDP time: 0.0040, Total iter time: 7.7849 [2020-11-08 09:01:39,626][root][INFO] - ===> Epoch[1072](2143/2): Loss -0.8027, Sem 0.0550, dir -0.9793, norm 0.1216, swav 0.0000 LR: 6.044e-02 Score 97.960 Data time: 0.2407, Forward time: 2.8200, Backward time: 3.5574, DDP time: 0.0040, Total iter time: 6.5324 [2020-11-08 09:01:46,351][root][INFO] - ===> Epoch[1072](2144/2): Loss -0.7974, Sem 0.0520, dir -0.9807, norm 0.1313, swav 0.0000 LR: 6.042e-02 Score 98.083 Data time: 0.1756, Forward time: 2.8196, Backward time: 3.5577, DDP time: 0.0040, Total iter time: 6.5678 [2020-11-08 09:01:54,159][root][INFO] - ===> Epoch[1073](2145/2): Loss -0.7928, Sem 0.0559, dir -0.9786, norm 0.1298, swav 0.0000 LR: 6.040e-02 Score 97.950 Data time: 0.2281, Forward time: 2.8195, Backward time: 3.5583, DDP time: 0.0040, Total iter time: 7.6718 [2020-11-08 09:02:02,335][root][INFO] - ===> Epoch[1073](2146/2): Loss -0.8000, Sem 0.0546, dir -0.9795, norm 0.1248, swav 0.0000 LR: 6.038e-02 Score 97.995 Data time: 0.1998, Forward time: 2.8193, Backward time: 3.5591, DDP time: 0.0040, Total iter time: 8.0500 [2020-11-08 09:02:09,237][root][INFO] - ===> Epoch[1074](2147/2): Loss -0.7961, Sem 0.0498, dir -0.9807, norm 0.1348, swav 0.0000 LR: 6.036e-02 Score 98.162 Data time: 0.1920, Forward time: 2.8190, Backward time: 3.5594, DDP time: 0.0040, Total iter time: 6.7527 [2020-11-08 09:02:16,395][root][INFO] - ===> Epoch[1074](2148/2): Loss -0.7951, Sem 0.0541, dir -0.9784, norm 0.1292, swav 0.0000 LR: 6.034e-02 Score 98.004 Data time: 0.2789, Forward time: 2.8189, Backward time: 3.5596, DDP time: 0.0040, Total iter time: 7.0255 [2020-11-08 09:02:22,964][root][INFO] - ===> Epoch[1075](2149/2): Loss -0.7885, Sem 0.0564, dir -0.9782, norm 0.1332, swav 0.0000 LR: 6.032e-02 Score 97.934 Data time: 0.1439, Forward time: 2.8184, Backward time: 3.5600, DDP time: 0.0040, Total iter time: 6.3922 [2020-11-08 09:02:28,920][root][INFO] - ===> Epoch[1075](2150/2): Loss -0.8024, Sem 0.0522, dir -0.9808, norm 0.1262, swav 0.0000 LR: 6.030e-02 Score 98.076 Data time: 0.2834, Forward time: 2.8185, Backward time: 3.5595, DDP time: 0.0040, Total iter time: 5.8445 [2020-11-08 09:02:35,970][root][INFO] - ===> Epoch[1076](2151/2): Loss -0.7891, Sem 0.0535, dir -0.9778, norm 0.1352, swav 0.0000 LR: 6.028e-02 Score 98.056 Data time: 0.3435, Forward time: 2.8189, Backward time: 3.5591, DDP time: 0.0040, Total iter time: 6.8949 [2020-11-08 09:02:42,952][root][INFO] - ===> Epoch[1076](2152/2): Loss -0.7977, Sem 0.0545, dir -0.9794, norm 0.1272, swav 0.0000 LR: 6.027e-02 Score 97.981 Data time: 0.2884, Forward time: 2.8194, Backward time: 3.5588, DDP time: 0.0040, Total iter time: 6.8459 [2020-11-08 09:02:48,983][root][INFO] - ===> Epoch[1077](2153/2): Loss -0.7987, Sem 0.0494, dir -0.9802, norm 0.1321, swav 0.0000 LR: 6.025e-02 Score 98.192 Data time: 0.1605, Forward time: 2.8189, Backward time: 3.5589, DDP time: 0.0040, Total iter time: 5.8885 [2020-11-08 09:02:55,690][root][INFO] - ===> Epoch[1077](2154/2): Loss -0.7879, Sem 0.0560, dir -0.9787, norm 0.1348, swav 0.0000 LR: 6.023e-02 Score 97.922 Data time: 0.3292, Forward time: 2.8192, Backward time: 3.5585, DDP time: 0.0040, Total iter time: 6.5761 [2020-11-08 09:03:01,866][root][INFO] - ===> Epoch[1078](2155/2): Loss -0.8126, Sem 0.0501, dir -0.9820, norm 0.1192, swav 0.0000 LR: 6.021e-02 Score 98.156 Data time: 0.3242, Forward time: 2.8194, Backward time: 3.5580, DDP time: 0.0040, Total iter time: 6.0118 [2020-11-08 09:03:08,488][root][INFO] - ===> Epoch[1078](2156/2): Loss -0.7844, Sem 0.0550, dir -0.9774, norm 0.1380, swav 0.0000 LR: 6.019e-02 Score 97.990 Data time: 0.3083, Forward time: 2.8197, Backward time: 3.5575, DDP time: 0.0040, Total iter time: 6.4734 [2020-11-08 09:03:16,949][root][INFO] - ===> Epoch[1079](2157/2): Loss -0.7912, Sem 0.0554, dir -0.9784, norm 0.1318, swav 0.0000 LR: 6.017e-02 Score 98.006 Data time: 0.1973, Forward time: 2.8196, Backward time: 3.5584, DDP time: 0.0040, Total iter time: 8.3086 [2020-11-08 09:03:23,301][root][INFO] - ===> Epoch[1079](2158/2): Loss -0.7903, Sem 0.0551, dir -0.9800, norm 0.1346, swav 0.0000 LR: 6.015e-02 Score 97.988 Data time: 0.2132, Forward time: 2.8194, Backward time: 3.5584, DDP time: 0.0040, Total iter time: 6.2152 [2020-11-08 09:03:31,798][root][INFO] - ===> Epoch[1080](2159/2): Loss -0.8000, Sem 0.0495, dir -0.9795, norm 0.1299, swav 0.0000 LR: 6.013e-02 Score 98.160 Data time: 0.2152, Forward time: 2.8191, Backward time: 3.5594, DDP time: 0.0040, Total iter time: 8.3563 [2020-11-08 09:03:37,196][root][INFO] - ===> Epoch[1080](2160/2): Loss -0.7994, Sem 0.0561, dir -0.9793, norm 0.1238, swav 0.0000 LR: 6.011e-02 Score 97.937 Data time: 0.2648, Forward time: 2.8189, Backward time: 3.5589, DDP time: 0.0040, Total iter time: 5.2620 [2020-11-08 09:03:43,548][root][INFO] - ===> Epoch[1081](2161/2): Loss -0.7892, Sem 0.0540, dir -0.9792, norm 0.1360, swav 0.0000 LR: 6.009e-02 Score 98.022 Data time: 0.3320, Forward time: 2.8192, Backward time: 3.5584, DDP time: 0.0040, Total iter time: 6.2080 [2020-11-08 09:03:49,075][root][INFO] - ===> Epoch[1081](2162/2): Loss -0.8010, Sem 0.0508, dir -0.9798, norm 0.1279, swav 0.0000 LR: 6.008e-02 Score 98.136 Data time: 0.2506, Forward time: 2.8192, Backward time: 3.5578, DDP time: 0.0040, Total iter time: 5.3809 [2020-11-08 09:03:56,370][root][INFO] - ===> Epoch[1082](2163/2): Loss -0.8010, Sem 0.0542, dir -0.9798, norm 0.1247, swav 0.0000 LR: 6.006e-02 Score 98.000 Data time: 0.3370, Forward time: 2.8196, Backward time: 3.5576, DDP time: 0.0040, Total iter time: 7.1575 [2020-11-08 09:04:02,819][root][INFO] - ===> Epoch[1082](2164/2): Loss -0.8051, Sem 0.0515, dir -0.9815, norm 0.1248, swav 0.0000 LR: 6.004e-02 Score 98.078 Data time: 0.2755, Forward time: 2.8198, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 6.2921 [2020-11-08 09:04:12,227][root][INFO] - ===> Epoch[1083](2165/2): Loss -0.7932, Sem 0.0535, dir -0.9803, norm 0.1337, swav 0.0000 LR: 6.002e-02 Score 98.012 Data time: 0.4565, Forward time: 2.8208, Backward time: 3.5573, DDP time: 0.0040, Total iter time: 9.2705 [2020-11-08 09:04:18,223][root][INFO] - ===> Epoch[1083](2166/2): Loss -0.8085, Sem 0.0528, dir -0.9813, norm 0.1201, swav 0.0000 LR: 6.000e-02 Score 98.048 Data time: 0.2806, Forward time: 2.8210, Backward time: 3.5567, DDP time: 0.0040, Total iter time: 5.8370 [2020-11-08 09:04:24,988][root][INFO] - ===> Epoch[1084](2167/2): Loss -0.7753, Sem 0.0574, dir -0.9778, norm 0.1451, swav 0.0000 LR: 5.998e-02 Score 97.929 Data time: 0.3007, Forward time: 2.8213, Backward time: 3.5564, DDP time: 0.0040, Total iter time: 6.6318 [2020-11-08 09:04:31,076][root][INFO] - ===> Epoch[1084](2168/2): Loss -0.8012, Sem 0.0487, dir -0.9810, norm 0.1311, swav 0.0000 LR: 5.996e-02 Score 98.236 Data time: 0.2219, Forward time: 2.8211, Backward time: 3.5563, DDP time: 0.0040, Total iter time: 5.9460 [2020-11-08 09:04:37,609][root][INFO] - ===> Epoch[1085](2169/2): Loss -0.7995, Sem 0.0548, dir -0.9791, norm 0.1248, swav 0.0000 LR: 5.994e-02 Score 97.970 Data time: 0.1904, Forward time: 2.8205, Backward time: 3.5567, DDP time: 0.0040, Total iter time: 6.4337 [2020-11-08 09:04:44,940][root][INFO] - ===> Epoch[1085](2170/2): Loss -0.8010, Sem 0.0526, dir -0.9805, norm 0.1269, swav 0.0000 LR: 5.992e-02 Score 98.053 Data time: 0.2808, Forward time: 2.8207, Backward time: 3.5568, DDP time: 0.0040, Total iter time: 7.2551 [2020-11-08 09:04:50,563][root][INFO] - ===> Epoch[1086](2171/2): Loss -0.7760, Sem 0.0555, dir -0.9744, norm 0.1428, swav 0.0000 LR: 5.990e-02 Score 97.952 Data time: 0.2048, Forward time: 2.8204, Backward time: 3.5565, DDP time: 0.0040, Total iter time: 5.4990 [2020-11-08 09:04:56,928][root][INFO] - ===> Epoch[1086](2172/2): Loss -0.8079, Sem 0.0514, dir -0.9808, norm 0.1215, swav 0.0000 LR: 5.989e-02 Score 98.103 Data time: 0.1995, Forward time: 2.8202, Backward time: 3.5565, DDP time: 0.0040, Total iter time: 6.2352 [2020-11-08 09:05:02,507][root][INFO] - ===> Epoch[1087](2173/2): Loss -0.8069, Sem 0.0511, dir -0.9822, norm 0.1242, swav 0.0000 LR: 5.987e-02 Score 98.099 Data time: 0.2594, Forward time: 2.8203, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 5.4319 [2020-11-08 09:05:09,303][root][INFO] - ===> Epoch[1087](2174/2): Loss -0.7934, Sem 0.0546, dir -0.9788, norm 0.1308, swav 0.0000 LR: 5.985e-02 Score 97.991 Data time: 0.2468, Forward time: 2.8203, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 6.6800 [2020-11-08 09:05:16,295][root][INFO] - ===> Epoch[1088](2175/2): Loss -0.7917, Sem 0.0528, dir -0.9764, norm 0.1319, swav 0.0000 LR: 5.983e-02 Score 98.046 Data time: 0.2118, Forward time: 2.8199, Backward time: 3.5562, DDP time: 0.0040, Total iter time: 6.8490 [2020-11-08 09:05:23,421][root][INFO] - ===> Epoch[1088](2176/2): Loss -0.7967, Sem 0.0537, dir -0.9799, norm 0.1296, swav 0.0000 LR: 5.981e-02 Score 98.022 Data time: 0.2382, Forward time: 2.8200, Backward time: 3.5564, DDP time: 0.0040, Total iter time: 6.9860 [2020-11-08 09:05:29,893][root][INFO] - ===> Epoch[1089](2177/2): Loss -0.8036, Sem 0.0514, dir -0.9809, norm 0.1259, swav 0.0000 LR: 5.979e-02 Score 98.092 Data time: 0.2009, Forward time: 2.8196, Backward time: 3.5565, DDP time: 0.0040, Total iter time: 6.3281 [2020-11-08 09:05:36,710][root][INFO] - ===> Epoch[1089](2178/2): Loss -0.7928, Sem 0.0540, dir -0.9792, norm 0.1324, swav 0.0000 LR: 5.977e-02 Score 97.989 Data time: 0.3988, Forward time: 2.8199, Backward time: 3.5562, DDP time: 0.0040, Total iter time: 6.6968 [2020-11-08 09:05:43,694][root][INFO] - ===> Epoch[1090](2179/2): Loss -0.8080, Sem 0.0541, dir -0.9817, norm 0.1196, swav 0.0000 LR: 5.975e-02 Score 98.016 Data time: 0.2613, Forward time: 2.8200, Backward time: 3.5561, DDP time: 0.0040, Total iter time: 6.8226 [2020-11-08 09:05:51,229][root][INFO] - ===> Epoch[1090](2180/2): Loss -0.8010, Sem 0.0528, dir -0.9804, norm 0.1265, swav 0.0000 LR: 5.973e-02 Score 98.062 Data time: 0.3085, Forward time: 2.8200, Backward time: 3.5564, DDP time: 0.0040, Total iter time: 7.3419 [2020-11-08 09:05:58,451][root][INFO] - ===> Epoch[1091](2181/2): Loss -0.7961, Sem 0.0512, dir -0.9780, norm 0.1307, swav 0.0000 LR: 5.971e-02 Score 98.112 Data time: 0.3505, Forward time: 2.8202, Backward time: 3.5563, DDP time: 0.0040, Total iter time: 7.0959 [2020-11-08 09:06:05,249][root][INFO] - ===> Epoch[1091](2182/2): Loss -0.8029, Sem 0.0527, dir -0.9796, norm 0.1240, swav 0.0000 LR: 5.969e-02 Score 98.099 Data time: 0.2665, Forward time: 2.8204, Backward time: 3.5561, DDP time: 0.0040, Total iter time: 6.6505 [2020-11-08 09:06:11,423][root][INFO] - ===> Epoch[1092](2183/2): Loss -0.7970, Sem 0.0528, dir -0.9801, norm 0.1304, swav 0.0000 LR: 5.968e-02 Score 98.046 Data time: 0.2163, Forward time: 2.8202, Backward time: 3.5560, DDP time: 0.0040, Total iter time: 6.0290 [2020-11-08 09:06:18,238][root][INFO] - ===> Epoch[1092](2184/2): Loss -0.7990, Sem 0.0516, dir -0.9787, norm 0.1282, swav 0.0000 LR: 5.966e-02 Score 98.092 Data time: 0.1681, Forward time: 2.8198, Backward time: 3.5564, DDP time: 0.0040, Total iter time: 6.6938 [2020-11-08 09:06:24,148][root][INFO] - ===> Epoch[1093](2185/2): Loss -0.7941, Sem 0.0543, dir -0.9794, norm 0.1310, swav 0.0000 LR: 5.964e-02 Score 98.005 Data time: 0.1979, Forward time: 2.8195, Backward time: 3.5563, DDP time: 0.0040, Total iter time: 5.7786 [2020-11-08 09:06:29,575][root][INFO] - ===> Epoch[1093](2186/2): Loss -0.7866, Sem 0.0546, dir -0.9782, norm 0.1370, swav 0.0000 LR: 5.962e-02 Score 97.985 Data time: 0.2467, Forward time: 2.8195, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 5.2958 [2020-11-08 09:06:38,935][root][INFO] - ===> Epoch[1094](2187/2): Loss -0.7973, Sem 0.0571, dir -0.9795, norm 0.1251, swav 0.0000 LR: 5.960e-02 Score 97.902 Data time: 0.2344, Forward time: 2.8190, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 9.2232 [2020-11-08 09:06:45,093][root][INFO] - ===> Epoch[1094](2188/2): Loss -0.8064, Sem 0.0504, dir -0.9808, norm 0.1240, swav 0.0000 LR: 5.958e-02 Score 98.143 Data time: 0.2328, Forward time: 2.8188, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 6.0251 [2020-11-08 09:06:51,795][root][INFO] - ===> Epoch[1095](2189/2): Loss -0.7873, Sem 0.0529, dir -0.9774, norm 0.1372, swav 0.0000 LR: 5.956e-02 Score 98.040 Data time: 0.1563, Forward time: 2.8183, Backward time: 3.5576, DDP time: 0.0040, Total iter time: 6.5871 [2020-11-08 09:06:58,564][root][INFO] - ===> Epoch[1095](2190/2): Loss -0.7922, Sem 0.0524, dir -0.9806, norm 0.1359, swav 0.0000 LR: 5.954e-02 Score 98.057 Data time: 0.2401, Forward time: 2.8184, Backward time: 3.5575, DDP time: 0.0040, Total iter time: 6.6704 [2020-11-08 09:07:05,796][root][INFO] - ===> Epoch[1096](2191/2): Loss -0.8121, Sem 0.0521, dir -0.9823, norm 0.1181, swav 0.0000 LR: 5.952e-02 Score 98.080 Data time: 0.1480, Forward time: 2.8178, Backward time: 3.5584, DDP time: 0.0040, Total iter time: 7.1077 [2020-11-08 09:07:12,861][root][INFO] - ===> Epoch[1096](2192/2): Loss -0.7846, Sem 0.0550, dir -0.9789, norm 0.1393, swav 0.0000 LR: 5.950e-02 Score 97.991 Data time: 0.3395, Forward time: 2.8179, Backward time: 3.5584, DDP time: 0.0040, Total iter time: 6.9919 [2020-11-08 09:07:20,302][root][INFO] - ===> Epoch[1097](2193/2): Loss -0.7848, Sem 0.0536, dir -0.9777, norm 0.1393, swav 0.0000 LR: 5.948e-02 Score 98.021 Data time: 0.3444, Forward time: 2.8184, Backward time: 3.5581, DDP time: 0.0040, Total iter time: 7.3007 [2020-11-08 09:07:25,506][root][INFO] - ===> Epoch[1097](2194/2): Loss -0.8035, Sem 0.0513, dir -0.9803, norm 0.1255, swav 0.0000 LR: 5.947e-02 Score 98.114 Data time: 0.2131, Forward time: 2.8183, Backward time: 3.5575, DDP time: 0.0040, Total iter time: 5.0413 [2020-11-08 09:07:32,440][root][INFO] - ===> Epoch[1098](2195/2): Loss -0.8046, Sem 0.0536, dir -0.9816, norm 0.1234, swav 0.0000 LR: 5.945e-02 Score 98.008 Data time: 0.3322, Forward time: 2.8185, Backward time: 3.5573, DDP time: 0.0040, Total iter time: 6.8205 [2020-11-08 09:07:39,411][root][INFO] - ===> Epoch[1098](2196/2): Loss -0.7880, Sem 0.0532, dir -0.9782, norm 0.1370, swav 0.0000 LR: 5.943e-02 Score 98.066 Data time: 0.3447, Forward time: 2.8188, Backward time: 3.5571, DDP time: 0.0040, Total iter time: 6.8131 [2020-11-08 09:07:46,610][root][INFO] - ===> Epoch[1099](2197/2): Loss -0.7990, Sem 0.0501, dir -0.9794, norm 0.1303, swav 0.0000 LR: 5.941e-02 Score 98.136 Data time: 0.2215, Forward time: 2.8187, Backward time: 3.5573, DDP time: 0.0040, Total iter time: 7.0590 [2020-11-08 09:07:52,671][root][INFO] - ===> Epoch[1099](2198/2): Loss -0.8148, Sem 0.0529, dir -0.9816, norm 0.1138, swav 0.0000 LR: 5.939e-02 Score 98.039 Data time: 0.2008, Forward time: 2.8184, Backward time: 3.5573, DDP time: 0.0040, Total iter time: 5.9341 [2020-11-08 09:07:59,042][root][INFO] - ===> Epoch[1100](2199/2): Loss -0.7998, Sem 0.0525, dir -0.9802, norm 0.1279, swav 0.0000 LR: 5.937e-02 Score 98.085 Data time: 0.2578, Forward time: 2.8183, Backward time: 3.5571, DDP time: 0.0040, Total iter time: 6.2518 [2020-11-08 09:08:05,575][root][INFO] - ===> Epoch[1100](2200/2): Loss -0.8070, Sem 0.0536, dir -0.9821, norm 0.1214, swav 0.0000 LR: 5.935e-02 Score 98.030 Data time: 0.3533, Forward time: 2.8186, Backward time: 3.5567, DDP time: 0.0040, Total iter time: 6.3961 [2020-11-08 09:08:12,547][root][INFO] - ===> Epoch[1101](2201/2): Loss -0.8185, Sem 0.0487, dir -0.9828, norm 0.1157, swav 0.0000 LR: 5.933e-02 Score 98.169 Data time: 0.2957, Forward time: 2.8188, Backward time: 3.5565, DDP time: 0.0040, Total iter time: 6.7967 [2020-11-08 09:08:19,494][root][INFO] - ===> Epoch[1101](2202/2): Loss -0.7945, Sem 0.0561, dir -0.9772, norm 0.1265, swav 0.0000 LR: 5.931e-02 Score 97.940 Data time: 0.2989, Forward time: 2.8191, Backward time: 3.5562, DDP time: 0.0040, Total iter time: 6.8058 [2020-11-08 09:08:26,046][root][INFO] - ===> Epoch[1102](2203/2): Loss -0.7980, Sem 0.0529, dir -0.9821, norm 0.1312, swav 0.0000 LR: 5.929e-02 Score 98.051 Data time: 0.3423, Forward time: 2.8194, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 6.4176 [2020-11-08 09:08:32,225][root][INFO] - ===> Epoch[1102](2204/2): Loss -0.8064, Sem 0.0543, dir -0.9793, norm 0.1186, swav 0.0000 LR: 5.928e-02 Score 97.977 Data time: 0.2423, Forward time: 2.8194, Backward time: 3.5555, DDP time: 0.0040, Total iter time: 6.0251 [2020-11-08 09:08:38,762][root][INFO] - ===> Epoch[1103](2205/2): Loss -0.7980, Sem 0.0522, dir -0.9791, norm 0.1290, swav 0.0000 LR: 5.926e-02 Score 98.061 Data time: 0.3863, Forward time: 2.8196, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 6.3859 [2020-11-08 09:08:46,010][root][INFO] - ===> Epoch[1103](2206/2): Loss -0.8020, Sem 0.0558, dir -0.9801, norm 0.1224, swav 0.0000 LR: 5.924e-02 Score 97.976 Data time: 0.2977, Forward time: 2.8195, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 7.0979 [2020-11-08 09:08:53,175][root][INFO] - ===> Epoch[1104](2207/2): Loss -0.8013, Sem 0.0508, dir -0.9821, norm 0.1300, swav 0.0000 LR: 5.922e-02 Score 98.124 Data time: 0.2587, Forward time: 2.8194, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 7.0234 [2020-11-08 09:08:58,765][root][INFO] - ===> Epoch[1104](2208/2): Loss -0.8101, Sem 0.0519, dir -0.9812, norm 0.1192, swav 0.0000 LR: 5.920e-02 Score 98.086 Data time: 0.2682, Forward time: 2.8194, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 5.4531 [2020-11-08 09:09:05,448][root][INFO] - ===> Epoch[1105](2209/2): Loss -0.7963, Sem 0.0540, dir -0.9790, norm 0.1287, swav 0.0000 LR: 5.918e-02 Score 98.012 Data time: 0.2166, Forward time: 2.8192, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 6.5385 [2020-11-08 09:09:10,972][root][INFO] - ===> Epoch[1105](2210/2): Loss -0.8086, Sem 0.0506, dir -0.9822, norm 0.1230, swav 0.0000 LR: 5.916e-02 Score 98.132 Data time: 0.2437, Forward time: 2.8192, Backward time: 3.5546, DDP time: 0.0040, Total iter time: 5.3994 [2020-11-08 09:09:17,216][root][INFO] - ===> Epoch[1106](2211/2): Loss -0.8062, Sem 0.0545, dir -0.9805, norm 0.1198, swav 0.0000 LR: 5.914e-02 Score 97.958 Data time: 0.2462, Forward time: 2.8192, Backward time: 3.5543, DDP time: 0.0040, Total iter time: 6.0865 [2020-11-08 09:09:24,376][root][INFO] - ===> Epoch[1106](2212/2): Loss -0.8115, Sem 0.0503, dir -0.9825, norm 0.1207, swav 0.0000 LR: 5.912e-02 Score 98.142 Data time: 0.4196, Forward time: 2.8196, Backward time: 3.5540, DDP time: 0.0040, Total iter time: 6.9963 [2020-11-08 09:09:31,096][root][INFO] - ===> Epoch[1107](2213/2): Loss -0.7951, Sem 0.0530, dir -0.9787, norm 0.1306, swav 0.0000 LR: 5.910e-02 Score 98.029 Data time: 0.2977, Forward time: 2.8200, Backward time: 3.5536, DDP time: 0.0040, Total iter time: 6.5407 [2020-11-08 09:09:37,259][root][INFO] - ===> Epoch[1107](2214/2): Loss -0.8041, Sem 0.0498, dir -0.9800, norm 0.1261, swav 0.0000 LR: 5.908e-02 Score 98.187 Data time: 0.2320, Forward time: 2.8196, Backward time: 3.5536, DDP time: 0.0040, Total iter time: 5.9906 [2020-11-08 09:09:43,814][root][INFO] - ===> Epoch[1108](2215/2): Loss -0.8150, Sem 0.0502, dir -0.9814, norm 0.1161, swav 0.0000 LR: 5.907e-02 Score 98.166 Data time: 0.3075, Forward time: 2.8199, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 6.4604 [2020-11-08 09:09:50,435][root][INFO] - ===> Epoch[1108](2216/2): Loss -0.8045, Sem 0.0506, dir -0.9819, norm 0.1268, swav 0.0000 LR: 5.905e-02 Score 98.125 Data time: 0.3183, Forward time: 2.8201, Backward time: 3.5529, DDP time: 0.0040, Total iter time: 6.4825 [2020-11-08 09:09:57,409][root][INFO] - ===> Epoch[1109](2217/2): Loss -0.7822, Sem 0.0546, dir -0.9785, norm 0.1417, swav 0.0000 LR: 5.903e-02 Score 97.962 Data time: 0.2185, Forward time: 2.8201, Backward time: 3.5530, DDP time: 0.0040, Total iter time: 6.8320 [2020-11-08 09:10:03,668][root][INFO] - ===> Epoch[1109](2218/2): Loss -0.7777, Sem 0.0513, dir -0.9761, norm 0.1471, swav 0.0000 LR: 5.901e-02 Score 98.090 Data time: 0.2023, Forward time: 2.8197, Backward time: 3.5531, DDP time: 0.0040, Total iter time: 6.1251 [2020-11-08 09:10:11,437][root][INFO] - ===> Epoch[1110](2219/2): Loss -0.8102, Sem 0.0548, dir -0.9815, norm 0.1165, swav 0.0000 LR: 5.899e-02 Score 97.992 Data time: 0.1598, Forward time: 2.8194, Backward time: 3.5538, DDP time: 0.0040, Total iter time: 7.6461 [2020-11-08 09:10:18,916][root][INFO] - ===> Epoch[1110](2220/2): Loss -0.7824, Sem 0.0515, dir -0.9763, norm 0.1424, swav 0.0000 LR: 5.897e-02 Score 98.105 Data time: 0.2036, Forward time: 2.8192, Backward time: 3.5543, DDP time: 0.0040, Total iter time: 7.3561 [2020-11-08 09:10:25,185][root][INFO] - ===> Epoch[1111](2221/2): Loss -0.8015, Sem 0.0528, dir -0.9814, norm 0.1271, swav 0.0000 LR: 5.895e-02 Score 98.055 Data time: 0.3622, Forward time: 2.8194, Backward time: 3.5538, DDP time: 0.0040, Total iter time: 6.1232 [2020-11-08 09:10:31,747][root][INFO] - ===> Epoch[1111](2222/2): Loss -0.8045, Sem 0.0505, dir -0.9790, norm 0.1240, swav 0.0000 LR: 5.893e-02 Score 98.111 Data time: 0.2007, Forward time: 2.8192, Backward time: 3.5539, DDP time: 0.0040, Total iter time: 6.3938 [2020-11-08 09:10:37,412][root][INFO] - ===> Epoch[1112](2223/2): Loss -0.7725, Sem 0.0535, dir -0.9755, norm 0.1495, swav 0.0000 LR: 5.891e-02 Score 98.012 Data time: 0.2268, Forward time: 2.8190, Backward time: 3.5536, DDP time: 0.0040, Total iter time: 5.5226 [2020-11-08 09:10:45,668][root][INFO] - ===> Epoch[1112](2224/2): Loss -0.8020, Sem 0.0533, dir -0.9818, norm 0.1265, swav 0.0000 LR: 5.889e-02 Score 98.009 Data time: 0.3709, Forward time: 2.8197, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 8.1097 [2020-11-08 09:10:52,156][root][INFO] - ===> Epoch[1113](2225/2): Loss -0.7956, Sem 0.0482, dir -0.9781, norm 0.1343, swav 0.0000 LR: 5.887e-02 Score 98.224 Data time: 0.1708, Forward time: 2.8194, Backward time: 3.5536, DDP time: 0.0040, Total iter time: 6.3206 [2020-11-08 09:11:00,934][root][INFO] - ===> Epoch[1113](2226/2): Loss -0.7829, Sem 0.0514, dir -0.9763, norm 0.1420, swav 0.0000 LR: 5.886e-02 Score 98.091 Data time: 0.1979, Forward time: 2.8192, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 8.6433 [2020-11-08 09:11:06,824][root][INFO] - ===> Epoch[1114](2227/2): Loss -0.7860, Sem 0.0587, dir -0.9813, norm 0.1366, swav 0.0000 LR: 5.884e-02 Score 97.840 Data time: 0.2480, Forward time: 2.8193, Backward time: 3.5542, DDP time: 0.0040, Total iter time: 5.7867 [2020-11-08 09:11:13,837][root][INFO] - ===> Epoch[1114](2228/2): Loss -0.7741, Sem 0.0526, dir -0.9750, norm 0.1482, swav 0.0000 LR: 5.882e-02 Score 98.043 Data time: 0.2895, Forward time: 2.8193, Backward time: 3.5542, DDP time: 0.0040, Total iter time: 6.8550 [2020-11-08 09:11:18,978][root][INFO] - ===> Epoch[1115](2229/2): Loss -0.7881, Sem 0.0506, dir -0.9774, norm 0.1387, swav 0.0000 LR: 5.880e-02 Score 98.116 Data time: 0.2314, Forward time: 2.8192, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 4.9909 [2020-11-08 09:11:25,445][root][INFO] - ===> Epoch[1115](2230/2): Loss -0.7993, Sem 0.0537, dir -0.9795, norm 0.1265, swav 0.0000 LR: 5.878e-02 Score 98.013 Data time: 0.2091, Forward time: 2.8190, Backward time: 3.5536, DDP time: 0.0040, Total iter time: 6.3118 [2020-11-08 09:11:32,397][root][INFO] - ===> Epoch[1116](2231/2): Loss -0.7820, Sem 0.0527, dir -0.9765, norm 0.1419, swav 0.0000 LR: 5.876e-02 Score 98.058 Data time: 0.4082, Forward time: 2.8194, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 6.8068 [2020-11-08 09:11:39,285][root][INFO] - ===> Epoch[1116](2232/2): Loss -0.7864, Sem 0.0532, dir -0.9786, norm 0.1390, swav 0.0000 LR: 5.874e-02 Score 98.043 Data time: 0.3295, Forward time: 2.8196, Backward time: 3.5531, DDP time: 0.0040, Total iter time: 6.7268 [2020-11-08 09:11:45,761][root][INFO] - ===> Epoch[1117](2233/2): Loss -0.7887, Sem 0.0543, dir -0.9812, norm 0.1382, swav 0.0000 LR: 5.872e-02 Score 97.989 Data time: 0.1850, Forward time: 2.8193, Backward time: 3.5531, DDP time: 0.0040, Total iter time: 6.3090 [2020-11-08 09:11:52,112][root][INFO] - ===> Epoch[1117](2234/2): Loss -0.8019, Sem 0.0505, dir -0.9777, norm 0.1254, swav 0.0000 LR: 5.870e-02 Score 98.133 Data time: 0.1912, Forward time: 2.8190, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 6.2028 [2020-11-08 09:11:58,526][root][INFO] - ===> Epoch[1118](2235/2): Loss -0.7781, Sem 0.0570, dir -0.9778, norm 0.1428, swav 0.0000 LR: 5.868e-02 Score 97.955 Data time: 0.2544, Forward time: 2.8189, Backward time: 3.5531, DDP time: 0.0040, Total iter time: 6.2814 [2020-11-08 09:12:04,957][root][INFO] - ===> Epoch[1118](2236/2): Loss -0.7992, Sem 0.0528, dir -0.9786, norm 0.1266, swav 0.0000 LR: 5.866e-02 Score 98.047 Data time: 0.1918, Forward time: 2.8185, Backward time: 3.5534, DDP time: 0.0040, Total iter time: 6.2717 [2020-11-08 09:12:10,716][root][INFO] - ===> Epoch[1119](2237/2): Loss -0.7722, Sem 0.0545, dir -0.9757, norm 0.1490, swav 0.0000 LR: 5.865e-02 Score 98.019 Data time: 0.3228, Forward time: 2.8186, Backward time: 3.5528, DDP time: 0.0040, Total iter time: 5.6544 [2020-11-08 09:12:17,655][root][INFO] - ===> Epoch[1119](2238/2): Loss -0.7938, Sem 0.0516, dir -0.9801, norm 0.1347, swav 0.0000 LR: 5.863e-02 Score 98.069 Data time: 0.2249, Forward time: 2.8184, Backward time: 3.5530, DDP time: 0.0040, Total iter time: 6.7980 [2020-11-08 09:12:25,290][root][INFO] - ===> Epoch[1120](2239/2): Loss -0.7996, Sem 0.0532, dir -0.9805, norm 0.1277, swav 0.0000 LR: 5.861e-02 Score 98.051 Data time: 0.3623, Forward time: 2.8190, Backward time: 3.5527, DDP time: 0.0040, Total iter time: 7.4821 [2020-11-08 09:12:32,531][root][INFO] - ===> Epoch[1120](2240/2): Loss -0.7848, Sem 0.0522, dir -0.9776, norm 0.1406, swav 0.0000 LR: 5.859e-02 Score 98.084 Data time: 0.2312, Forward time: 2.8191, Backward time: 3.5528, DDP time: 0.0040, Total iter time: 7.0962 [2020-11-08 09:12:40,400][root][INFO] - ===> Epoch[1121](2241/2): Loss -0.8052, Sem 0.0536, dir -0.9819, norm 0.1232, swav 0.0000 LR: 5.857e-02 Score 98.013 Data time: 0.1866, Forward time: 2.8187, Backward time: 3.5536, DDP time: 0.0040, Total iter time: 7.7216 [2020-11-08 09:12:46,705][root][INFO] - ===> Epoch[1121](2242/2): Loss -0.7726, Sem 0.0533, dir -0.9753, norm 0.1495, swav 0.0000 LR: 5.855e-02 Score 98.017 Data time: 0.2464, Forward time: 2.8189, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 6.1996 [2020-11-08 09:12:53,877][root][INFO] - ===> Epoch[1122](2243/2): Loss -0.7749, Sem 0.0544, dir -0.9746, norm 0.1454, swav 0.0000 LR: 5.853e-02 Score 98.012 Data time: 0.1825, Forward time: 2.8186, Backward time: 3.5537, DDP time: 0.0040, Total iter time: 7.0089 [2020-11-08 09:13:00,228][root][INFO] - ===> Epoch[1122](2244/2): Loss -0.8057, Sem 0.0527, dir -0.9821, norm 0.1237, swav 0.0000 LR: 5.851e-02 Score 98.050 Data time: 0.2513, Forward time: 2.8184, Backward time: 3.5536, DDP time: 0.0040, Total iter time: 6.2660 [2020-11-08 09:13:08,593][root][INFO] - ===> Epoch[1123](2245/2): Loss -0.7809, Sem 0.0509, dir -0.9782, norm 0.1463, swav 0.0000 LR: 5.849e-02 Score 98.117 Data time: 0.3210, Forward time: 2.8185, Backward time: 3.5542, DDP time: 0.0040, Total iter time: 8.2290 [2020-11-08 09:13:15,684][root][INFO] - ===> Epoch[1123](2246/2): Loss -0.7757, Sem 0.0540, dir -0.9755, norm 0.1459, swav 0.0000 LR: 5.847e-02 Score 98.040 Data time: 0.1655, Forward time: 2.8181, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 6.9526 [2020-11-08 09:13:22,478][root][INFO] - ===> Epoch[1124](2247/2): Loss -0.7951, Sem 0.0514, dir -0.9788, norm 0.1323, swav 0.0000 LR: 5.845e-02 Score 98.104 Data time: 0.2351, Forward time: 2.8178, Backward time: 3.5549, DDP time: 0.0040, Total iter time: 6.6797 [2020-11-08 09:13:29,692][root][INFO] - ===> Epoch[1124](2248/2): Loss -0.7910, Sem 0.0529, dir -0.9774, norm 0.1335, swav 0.0000 LR: 5.844e-02 Score 98.026 Data time: 0.1836, Forward time: 2.8175, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 7.0788 [2020-11-08 09:13:36,267][root][INFO] - ===> Epoch[1125](2249/2): Loss -0.7926, Sem 0.0532, dir -0.9775, norm 0.1317, swav 0.0000 LR: 5.842e-02 Score 98.016 Data time: 0.3530, Forward time: 2.8175, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 6.4640 [2020-11-08 09:13:42,927][root][INFO] - ===> Epoch[1125](2250/2): Loss -0.7872, Sem 0.0517, dir -0.9805, norm 0.1416, swav 0.0000 LR: 5.840e-02 Score 98.114 Data time: 0.2895, Forward time: 2.8176, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 6.4949 [2020-11-08 09:13:51,016][root][INFO] - ===> Epoch[1126](2251/2): Loss -0.7908, Sem 0.0516, dir -0.9794, norm 0.1369, swav 0.0000 LR: 5.838e-02 Score 98.086 Data time: 0.2498, Forward time: 2.8177, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 7.9623 [2020-11-08 09:13:57,023][root][INFO] - ===> Epoch[1126](2252/2): Loss -0.7903, Sem 0.0533, dir -0.9793, norm 0.1356, swav 0.0000 LR: 5.836e-02 Score 98.005 Data time: 0.1955, Forward time: 2.8174, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 5.8577 [2020-11-08 09:14:04,628][root][INFO] - ===> Epoch[1127](2253/2): Loss -0.7837, Sem 0.0517, dir -0.9777, norm 0.1422, swav 0.0000 LR: 5.834e-02 Score 98.093 Data time: 0.3152, Forward time: 2.8176, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 7.4477 [2020-11-08 09:14:11,359][root][INFO] - ===> Epoch[1127](2254/2): Loss -0.8010, Sem 0.0502, dir -0.9799, norm 0.1287, swav 0.0000 LR: 5.832e-02 Score 98.155 Data time: 0.2390, Forward time: 2.8174, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 6.5757 [2020-11-08 09:14:18,889][root][INFO] - ===> Epoch[1128](2255/2): Loss -0.8003, Sem 0.0540, dir -0.9784, norm 0.1242, swav 0.0000 LR: 5.830e-02 Score 97.984 Data time: 0.2809, Forward time: 2.8176, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 7.3934 [2020-11-08 09:14:25,460][root][INFO] - ===> Epoch[1128](2256/2): Loss -0.7950, Sem 0.0516, dir -0.9810, norm 0.1344, swav 0.0000 LR: 5.828e-02 Score 98.073 Data time: 0.2100, Forward time: 2.8175, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 6.3985 [2020-11-08 09:14:32,522][root][INFO] - ===> Epoch[1129](2257/2): Loss -0.7939, Sem 0.0524, dir -0.9796, norm 0.1332, swav 0.0000 LR: 5.826e-02 Score 98.019 Data time: 0.2245, Forward time: 2.8174, Backward time: 3.5560, DDP time: 0.0040, Total iter time: 6.9162 [2020-11-08 09:14:37,891][root][INFO] - ===> Epoch[1129](2258/2): Loss -0.7789, Sem 0.0489, dir -0.9776, norm 0.1498, swav 0.0000 LR: 5.824e-02 Score 98.185 Data time: 0.2247, Forward time: 2.8172, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 5.2247 [2020-11-08 09:14:43,628][root][INFO] - ===> Epoch[1130](2259/2): Loss -0.8004, Sem 0.0551, dir -0.9808, norm 0.1253, swav 0.0000 LR: 5.823e-02 Score 97.978 Data time: 0.2955, Forward time: 2.8173, Backward time: 3.5550, DDP time: 0.0040, Total iter time: 5.6112 [2020-11-08 09:14:51,286][root][INFO] - ===> Epoch[1130](2260/2): Loss -0.8012, Sem 0.0481, dir -0.9786, norm 0.1292, swav 0.0000 LR: 5.821e-02 Score 98.220 Data time: 0.2781, Forward time: 2.8174, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 7.5157 [2020-11-08 09:14:59,227][root][INFO] - ===> Epoch[1131](2261/2): Loss -0.7846, Sem 0.0517, dir -0.9776, norm 0.1413, swav 0.0000 LR: 5.819e-02 Score 98.086 Data time: 0.2156, Forward time: 2.8171, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 7.7951 [2020-11-08 09:15:05,481][root][INFO] - ===> Epoch[1131](2262/2): Loss -0.8049, Sem 0.0510, dir -0.9807, norm 0.1247, swav 0.0000 LR: 5.817e-02 Score 98.116 Data time: 0.2102, Forward time: 2.8169, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 6.1054 [2020-11-08 09:15:12,863][root][INFO] - ===> Epoch[1132](2263/2): Loss -0.7960, Sem 0.0503, dir -0.9797, norm 0.1334, swav 0.0000 LR: 5.815e-02 Score 98.122 Data time: 0.3357, Forward time: 2.8173, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 7.2509 [2020-11-08 09:15:20,018][root][INFO] - ===> Epoch[1132](2264/2): Loss -0.7952, Sem 0.0517, dir -0.9792, norm 0.1323, swav 0.0000 LR: 5.813e-02 Score 98.065 Data time: 0.2138, Forward time: 2.8173, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 6.9884 [2020-11-08 09:15:27,327][root][INFO] - ===> Epoch[1133](2265/2): Loss -0.8029, Sem 0.0510, dir -0.9800, norm 0.1261, swav 0.0000 LR: 5.811e-02 Score 98.090 Data time: 0.1807, Forward time: 2.8169, Backward time: 3.5564, DDP time: 0.0040, Total iter time: 7.1515 [2020-11-08 09:15:34,916][root][INFO] - ===> Epoch[1133](2266/2): Loss -0.7872, Sem 0.0548, dir -0.9794, norm 0.1374, swav 0.0000 LR: 5.809e-02 Score 97.982 Data time: 0.1927, Forward time: 2.8166, Backward time: 3.5570, DDP time: 0.0040, Total iter time: 7.4769 [2020-11-08 09:15:40,861][root][INFO] - ===> Epoch[1134](2267/2): Loss -0.7914, Sem 0.0537, dir -0.9787, norm 0.1335, swav 0.0000 LR: 5.807e-02 Score 98.025 Data time: 0.2208, Forward time: 2.8165, Backward time: 3.5568, DDP time: 0.0040, Total iter time: 5.7833 [2020-11-08 09:15:47,010][root][INFO] - ===> Epoch[1134](2268/2): Loss -0.8010, Sem 0.0499, dir -0.9784, norm 0.1275, swav 0.0000 LR: 5.805e-02 Score 98.143 Data time: 0.2250, Forward time: 2.8164, Backward time: 3.5566, DDP time: 0.0040, Total iter time: 6.0210 [2020-11-08 09:15:53,609][root][INFO] - ===> Epoch[1135](2269/2): Loss -0.7932, Sem 0.0560, dir -0.9792, norm 0.1300, swav 0.0000 LR: 5.803e-02 Score 97.934 Data time: 0.1829, Forward time: 2.8161, Backward time: 3.5568, DDP time: 0.0040, Total iter time: 6.4405 [2020-11-08 09:16:01,310][root][INFO] - ===> Epoch[1135](2270/2): Loss -0.8054, Sem 0.0499, dir -0.9810, norm 0.1258, swav 0.0000 LR: 5.801e-02 Score 98.137 Data time: 0.2464, Forward time: 2.8161, Backward time: 3.5571, DDP time: 0.0040, Total iter time: 7.5799 [2020-11-08 09:16:09,330][root][INFO] - ===> Epoch[1136](2271/2): Loss -0.7953, Sem 0.0542, dir -0.9790, norm 0.1295, swav 0.0000 LR: 5.800e-02 Score 97.990 Data time: 0.2434, Forward time: 2.8159, Backward time: 3.5578, DDP time: 0.0040, Total iter time: 7.8440 [2020-11-08 09:16:15,641][root][INFO] - ===> Epoch[1136](2272/2): Loss -0.7842, Sem 0.0496, dir -0.9783, norm 0.1444, swav 0.0000 LR: 5.798e-02 Score 98.157 Data time: 0.2034, Forward time: 2.8158, Backward time: 3.5577, DDP time: 0.0040, Total iter time: 6.1780 [2020-11-08 09:16:21,572][root][INFO] - ===> Epoch[1137](2273/2): Loss -0.8022, Sem 0.0496, dir -0.9801, norm 0.1284, swav 0.0000 LR: 5.796e-02 Score 98.161 Data time: 0.2853, Forward time: 2.8159, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 5.7854 [2020-11-08 09:16:27,798][root][INFO] - ===> Epoch[1137](2274/2): Loss -0.8069, Sem 0.0530, dir -0.9811, norm 0.1213, swav 0.0000 LR: 5.794e-02 Score 98.025 Data time: 0.3361, Forward time: 2.8161, Backward time: 3.5567, DDP time: 0.0040, Total iter time: 6.0658 [2020-11-08 09:16:35,043][root][INFO] - ===> Epoch[1138](2275/2): Loss -0.8105, Sem 0.0503, dir -0.9812, norm 0.1204, swav 0.0000 LR: 5.792e-02 Score 98.126 Data time: 0.3632, Forward time: 2.8164, Backward time: 3.5565, DDP time: 0.0040, Total iter time: 7.0890 [2020-11-08 09:16:41,286][root][INFO] - ===> Epoch[1138](2276/2): Loss -0.8108, Sem 0.0484, dir -0.9808, norm 0.1215, swav 0.0000 LR: 5.790e-02 Score 98.195 Data time: 0.2282, Forward time: 2.8164, Backward time: 3.5563, DDP time: 0.0040, Total iter time: 6.1181 [2020-11-08 09:16:47,976][root][INFO] - ===> Epoch[1139](2277/2): Loss -0.8141, Sem 0.0476, dir -0.9816, norm 0.1199, swav 0.0000 LR: 5.788e-02 Score 98.224 Data time: 0.3290, Forward time: 2.8167, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 6.5398 [2020-11-08 09:16:55,261][root][INFO] - ===> Epoch[1139](2278/2): Loss -0.7972, Sem 0.0537, dir -0.9804, norm 0.1295, swav 0.0000 LR: 5.786e-02 Score 98.004 Data time: 0.3842, Forward time: 2.8172, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 7.1420 [2020-11-08 09:17:01,700][root][INFO] - ===> Epoch[1140](2279/2): Loss -0.8034, Sem 0.0520, dir -0.9808, norm 0.1254, swav 0.0000 LR: 5.784e-02 Score 98.114 Data time: 0.2703, Forward time: 2.8171, Backward time: 3.5555, DDP time: 0.0040, Total iter time: 6.2698 [2020-11-08 09:17:08,872][root][INFO] - ===> Epoch[1140](2280/2): Loss -0.7995, Sem 0.0536, dir -0.9800, norm 0.1270, swav 0.0000 LR: 5.782e-02 Score 97.991 Data time: 0.3724, Forward time: 2.8175, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 7.0308 [2020-11-08 09:17:15,064][root][INFO] - ===> Epoch[1141](2281/2): Loss -0.8046, Sem 0.0515, dir -0.9816, norm 0.1255, swav 0.0000 LR: 5.780e-02 Score 98.095 Data time: 0.3071, Forward time: 2.8178, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 6.0172 [2020-11-08 09:17:21,751][root][INFO] - ===> Epoch[1141](2282/2): Loss -0.8156, Sem 0.0488, dir -0.9804, norm 0.1160, swav 0.0000 LR: 5.779e-02 Score 98.191 Data time: 0.2482, Forward time: 2.8177, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 6.5568 [2020-11-08 09:17:29,556][root][INFO] - ===> Epoch[1142](2283/2): Loss -0.8007, Sem 0.0551, dir -0.9805, norm 0.1248, swav 0.0000 LR: 5.777e-02 Score 97.960 Data time: 0.2468, Forward time: 2.8174, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 7.6217 [2020-11-08 09:17:36,600][root][INFO] - ===> Epoch[1142](2284/2): Loss -0.8076, Sem 0.0512, dir -0.9810, norm 0.1222, swav 0.0000 LR: 5.775e-02 Score 98.105 Data time: 0.3447, Forward time: 2.8177, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 6.9252 [2020-11-08 09:17:43,885][root][INFO] - ===> Epoch[1143](2285/2): Loss -0.8115, Sem 0.0513, dir -0.9809, norm 0.1180, swav 0.0000 LR: 5.773e-02 Score 98.118 Data time: 0.2284, Forward time: 2.8177, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 7.1346 [2020-11-08 09:17:50,925][root][INFO] - ===> Epoch[1143](2286/2): Loss -0.8203, Sem 0.0463, dir -0.9823, norm 0.1158, swav 0.0000 LR: 5.771e-02 Score 98.285 Data time: 0.2855, Forward time: 2.8177, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 6.9103 [2020-11-08 09:17:58,422][root][INFO] - ===> Epoch[1144](2287/2): Loss -0.8009, Sem 0.0523, dir -0.9790, norm 0.1258, swav 0.0000 LR: 5.769e-02 Score 98.074 Data time: 0.3231, Forward time: 2.8181, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 7.3829 [2020-11-08 09:18:05,824][root][INFO] - ===> Epoch[1144](2288/2): Loss -0.8157, Sem 0.0498, dir -0.9818, norm 0.1163, swav 0.0000 LR: 5.767e-02 Score 98.130 Data time: 0.2429, Forward time: 2.8182, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 7.2241 [2020-11-08 09:18:12,844][root][INFO] - ===> Epoch[1145](2289/2): Loss -0.7997, Sem 0.0492, dir -0.9789, norm 0.1300, swav 0.0000 LR: 5.765e-02 Score 98.153 Data time: 0.2980, Forward time: 2.8185, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 6.8596 [2020-11-08 09:18:19,304][root][INFO] - ===> Epoch[1145](2290/2): Loss -0.8084, Sem 0.0533, dir -0.9811, norm 0.1193, swav 0.0000 LR: 5.763e-02 Score 98.028 Data time: 0.2315, Forward time: 2.8182, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 6.3193 [2020-11-08 09:18:27,512][root][INFO] - ===> Epoch[1146](2291/2): Loss -0.8076, Sem 0.0521, dir -0.9818, norm 0.1221, swav 0.0000 LR: 5.761e-02 Score 98.093 Data time: 0.4596, Forward time: 2.8188, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 8.0920 [2020-11-08 09:18:34,351][root][INFO] - ===> Epoch[1146](2292/2): Loss -0.8001, Sem 0.0496, dir -0.9793, norm 0.1296, swav 0.0000 LR: 5.759e-02 Score 98.158 Data time: 0.2200, Forward time: 2.8187, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 6.6870 [2020-11-08 09:18:41,034][root][INFO] - ===> Epoch[1147](2293/2): Loss -0.8037, Sem 0.0506, dir -0.9808, norm 0.1266, swav 0.0000 LR: 5.757e-02 Score 98.121 Data time: 0.2904, Forward time: 2.8189, Backward time: 3.5550, DDP time: 0.0040, Total iter time: 6.5374 [2020-11-08 09:18:48,259][root][INFO] - ===> Epoch[1147](2294/2): Loss -0.8038, Sem 0.0532, dir -0.9793, norm 0.1223, swav 0.0000 LR: 5.756e-02 Score 98.003 Data time: 0.3281, Forward time: 2.8189, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 7.0754 [2020-11-08 09:18:55,162][root][INFO] - ===> Epoch[1148](2295/2): Loss -0.8052, Sem 0.0508, dir -0.9790, norm 0.1230, swav 0.0000 LR: 5.754e-02 Score 98.116 Data time: 0.2482, Forward time: 2.8187, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 6.7700 [2020-11-08 09:19:01,051][root][INFO] - ===> Epoch[1148](2296/2): Loss -0.8024, Sem 0.0509, dir -0.9795, norm 0.1262, swav 0.0000 LR: 5.752e-02 Score 98.125 Data time: 0.3151, Forward time: 2.8188, Backward time: 3.5548, DDP time: 0.0040, Total iter time: 5.7569 [2020-11-08 09:19:08,557][root][INFO] - ===> Epoch[1149](2297/2): Loss -0.7926, Sem 0.0539, dir -0.9804, norm 0.1339, swav 0.0000 LR: 5.750e-02 Score 98.015 Data time: 0.2507, Forward time: 2.8188, Backward time: 3.5550, DDP time: 0.0040, Total iter time: 7.3546 [2020-11-08 09:19:16,126][root][INFO] - ===> Epoch[1149](2298/2): Loss -0.7993, Sem 0.0545, dir -0.9795, norm 0.1257, swav 0.0000 LR: 5.748e-02 Score 98.002 Data time: 0.2328, Forward time: 2.8188, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 7.4403 [2020-11-08 09:19:21,871][root][INFO] - ===> Epoch[1150](2299/2): Loss -0.8033, Sem 0.0519, dir -0.9796, norm 0.1244, swav 0.0000 LR: 5.746e-02 Score 98.077 Data time: 0.2036, Forward time: 2.8187, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 5.6232 [2020-11-08 09:19:27,595][root][INFO] - ===> Epoch[1150](2300/2): Loss -0.8120, Sem 0.0516, dir -0.9816, norm 0.1181, swav 0.0000 LR: 5.744e-02 Score 98.083 Data time: 0.2633, Forward time: 2.8187, Backward time: 3.5545, DDP time: 0.0040, Total iter time: 5.5815 [2020-11-08 09:19:34,667][root][INFO] - ===> Epoch[1151](2301/2): Loss -0.8100, Sem 0.0495, dir -0.9822, norm 0.1227, swav 0.0000 LR: 5.742e-02 Score 98.148 Data time: 0.2373, Forward time: 2.8187, Backward time: 3.5546, DDP time: 0.0040, Total iter time: 6.9144 [2020-11-08 09:19:41,098][root][INFO] - ===> Epoch[1151](2302/2): Loss -0.7934, Sem 0.0473, dir -0.9794, norm 0.1387, swav 0.0000 LR: 5.740e-02 Score 98.254 Data time: 0.2373, Forward time: 2.8187, Backward time: 3.5545, DDP time: 0.0040, Total iter time: 6.2804 [2020-11-08 09:19:49,433][root][INFO] - ===> Epoch[1152](2303/2): Loss -0.7970, Sem 0.0578, dir -0.9802, norm 0.1254, swav 0.0000 LR: 5.738e-02 Score 97.863 Data time: 0.2771, Forward time: 2.8188, Backward time: 3.5550, DDP time: 0.0040, Total iter time: 8.2100 [2020-11-08 09:19:57,353][root][INFO] - ===> Epoch[1152](2304/2): Loss -0.8022, Sem 0.0495, dir -0.9809, norm 0.1292, swav 0.0000 LR: 5.736e-02 Score 98.161 Data time: 0.4077, Forward time: 2.8193, Backward time: 3.5549, DDP time: 0.0040, Total iter time: 7.7593 [2020-11-08 09:20:04,276][root][INFO] - ===> Epoch[1153](2305/2): Loss -0.8117, Sem 0.0500, dir -0.9810, norm 0.1193, swav 0.0000 LR: 5.735e-02 Score 98.136 Data time: 0.2312, Forward time: 2.8192, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 6.7502 [2020-11-08 09:20:10,698][root][INFO] - ===> Epoch[1153](2306/2): Loss -0.8024, Sem 0.0478, dir -0.9815, norm 0.1313, swav 0.0000 LR: 5.733e-02 Score 98.216 Data time: 0.2434, Forward time: 2.8192, Backward time: 3.5549, DDP time: 0.0040, Total iter time: 6.3077 [2020-11-08 09:20:18,161][root][INFO] - ===> Epoch[1154](2307/2): Loss -0.8017, Sem 0.0507, dir -0.9791, norm 0.1267, swav 0.0000 LR: 5.731e-02 Score 98.106 Data time: 0.2908, Forward time: 2.8191, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 7.3504 [2020-11-08 09:20:24,458][root][INFO] - ===> Epoch[1154](2308/2): Loss -0.8021, Sem 0.0508, dir -0.9791, norm 0.1262, swav 0.0000 LR: 5.729e-02 Score 98.131 Data time: 0.3062, Forward time: 2.8194, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 6.1622 [2020-11-08 09:20:30,933][root][INFO] - ===> Epoch[1155](2309/2): Loss -0.8097, Sem 0.0481, dir -0.9811, norm 0.1233, swav 0.0000 LR: 5.727e-02 Score 98.208 Data time: 0.3271, Forward time: 2.8195, Backward time: 3.5544, DDP time: 0.0040, Total iter time: 6.3270 [2020-11-08 09:20:38,375][root][INFO] - ===> Epoch[1155](2310/2): Loss -0.8089, Sem 0.0516, dir -0.9815, norm 0.1210, swav 0.0000 LR: 5.725e-02 Score 98.080 Data time: 0.2531, Forward time: 2.8194, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 7.3052 [2020-11-08 09:20:45,785][root][INFO] - ===> Epoch[1156](2311/2): Loss -0.8097, Sem 0.0506, dir -0.9806, norm 0.1203, swav 0.0000 LR: 5.723e-02 Score 98.099 Data time: 0.2362, Forward time: 2.8194, Backward time: 3.5550, DDP time: 0.0040, Total iter time: 7.2863 [2020-11-08 09:20:52,492][root][INFO] - ===> Epoch[1156](2312/2): Loss -0.8037, Sem 0.0488, dir -0.9816, norm 0.1291, swav 0.0000 LR: 5.721e-02 Score 98.195 Data time: 0.3739, Forward time: 2.8197, Backward time: 3.5546, DDP time: 0.0040, Total iter time: 6.5569 [2020-11-08 09:20:58,987][root][INFO] - ===> Epoch[1157](2313/2): Loss -0.8097, Sem 0.0517, dir -0.9803, norm 0.1189, swav 0.0000 LR: 5.719e-02 Score 98.076 Data time: 0.2034, Forward time: 2.8196, Backward time: 3.5546, DDP time: 0.0040, Total iter time: 6.3462 [2020-11-08 09:21:07,064][root][INFO] - ===> Epoch[1157](2314/2): Loss -0.8020, Sem 0.0534, dir -0.9808, norm 0.1255, swav 0.0000 LR: 5.717e-02 Score 98.023 Data time: 0.1779, Forward time: 2.8193, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 7.9358 [2020-11-08 09:21:14,228][root][INFO] - ===> Epoch[1158](2315/2): Loss -0.8011, Sem 0.0520, dir -0.9808, norm 0.1277, swav 0.0000 LR: 5.715e-02 Score 98.053 Data time: 0.2252, Forward time: 2.8190, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 7.0514 [2020-11-08 09:21:20,866][root][INFO] - ===> Epoch[1158](2316/2): Loss -0.8095, Sem 0.0485, dir -0.9815, norm 0.1235, swav 0.0000 LR: 5.713e-02 Score 98.194 Data time: 0.2139, Forward time: 2.8189, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 6.5073 [2020-11-08 09:21:27,605][root][INFO] - ===> Epoch[1159](2317/2): Loss -0.7941, Sem 0.0536, dir -0.9800, norm 0.1323, swav 0.0000 LR: 5.712e-02 Score 98.023 Data time: 0.1573, Forward time: 2.8185, Backward time: 3.5561, DDP time: 0.0040, Total iter time: 6.5766 [2020-11-08 09:21:32,805][root][INFO] - ===> Epoch[1159](2318/2): Loss -0.7944, Sem 0.0519, dir -0.9789, norm 0.1326, swav 0.0000 LR: 5.710e-02 Score 98.068 Data time: 0.2586, Forward time: 2.8184, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 5.0822 [2020-11-08 09:21:40,114][root][INFO] - ===> Epoch[1160](2319/2): Loss -0.8249, Sem 0.0474, dir -0.9818, norm 0.1095, swav 0.0000 LR: 5.708e-02 Score 98.217 Data time: 0.2873, Forward time: 2.8186, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 7.1740 [2020-11-08 09:21:46,456][root][INFO] - ===> Epoch[1160](2320/2): Loss -0.8194, Sem 0.0490, dir -0.9835, norm 0.1151, swav 0.0000 LR: 5.706e-02 Score 98.178 Data time: 0.2578, Forward time: 2.8183, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 6.1930 [2020-11-08 09:21:56,357][root][INFO] - ===> Epoch[1161](2321/2): Loss -0.8000, Sem 0.0521, dir -0.9808, norm 0.1287, swav 0.0000 LR: 5.704e-02 Score 98.093 Data time: 0.4428, Forward time: 2.8194, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 9.7532 [2020-11-08 09:22:03,216][root][INFO] - ===> Epoch[1161](2322/2): Loss -0.8094, Sem 0.0477, dir -0.9809, norm 0.1238, swav 0.0000 LR: 5.702e-02 Score 98.237 Data time: 0.3096, Forward time: 2.8198, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 6.7014 [2020-11-08 09:22:09,784][root][INFO] - ===> Epoch[1162](2323/2): Loss -0.8080, Sem 0.0505, dir -0.9813, norm 0.1228, swav 0.0000 LR: 5.700e-02 Score 98.125 Data time: 0.3679, Forward time: 2.8201, Backward time: 3.5549, DDP time: 0.0040, Total iter time: 6.4058 [2020-11-08 09:22:16,721][root][INFO] - ===> Epoch[1162](2324/2): Loss -0.8026, Sem 0.0513, dir -0.9800, norm 0.1261, swav 0.0000 LR: 5.698e-02 Score 98.093 Data time: 0.2610, Forward time: 2.8202, Backward time: 3.5549, DDP time: 0.0040, Total iter time: 6.7633 [2020-11-08 09:22:25,417][root][INFO] - ===> Epoch[1163](2325/2): Loss -0.7891, Sem 0.0507, dir -0.9756, norm 0.1359, swav 0.0000 LR: 5.696e-02 Score 98.114 Data time: 0.2381, Forward time: 2.8200, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 8.5655 [2020-11-08 09:22:31,828][root][INFO] - ===> Epoch[1163](2326/2): Loss -0.8073, Sem 0.0483, dir -0.9811, norm 0.1254, swav 0.0000 LR: 5.694e-02 Score 98.201 Data time: 0.2089, Forward time: 2.8195, Backward time: 3.5561, DDP time: 0.0040, Total iter time: 6.3093 [2020-11-08 09:22:38,266][root][INFO] - ===> Epoch[1164](2327/2): Loss -0.8010, Sem 0.0550, dir -0.9794, norm 0.1233, swav 0.0000 LR: 5.692e-02 Score 97.951 Data time: 0.3461, Forward time: 2.8198, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 6.3661 [2020-11-08 09:22:44,559][root][INFO] - ===> Epoch[1164](2328/2): Loss -0.8115, Sem 0.0490, dir -0.9824, norm 0.1219, swav 0.0000 LR: 5.690e-02 Score 98.168 Data time: 0.2416, Forward time: 2.8196, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 6.1540 [2020-11-08 09:22:51,012][root][INFO] - ===> Epoch[1165](2329/2): Loss -0.8128, Sem 0.0468, dir -0.9811, norm 0.1216, swav 0.0000 LR: 5.689e-02 Score 98.245 Data time: 0.3242, Forward time: 2.8199, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 6.3317 [2020-11-08 09:22:58,618][root][INFO] - ===> Epoch[1165](2330/2): Loss -0.8024, Sem 0.0532, dir -0.9806, norm 0.1251, swav 0.0000 LR: 5.687e-02 Score 98.041 Data time: 0.2114, Forward time: 2.8197, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 7.4476 [2020-11-08 09:23:05,154][root][INFO] - ===> Epoch[1166](2331/2): Loss -0.8041, Sem 0.0505, dir -0.9807, norm 0.1260, swav 0.0000 LR: 5.685e-02 Score 98.116 Data time: 0.2051, Forward time: 2.8195, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 6.4226 [2020-11-08 09:23:11,367][root][INFO] - ===> Epoch[1166](2332/2): Loss -0.8153, Sem 0.0506, dir -0.9812, norm 0.1153, swav 0.0000 LR: 5.683e-02 Score 98.145 Data time: 0.2723, Forward time: 2.8194, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 6.0849 [2020-11-08 09:23:17,586][root][INFO] - ===> Epoch[1167](2333/2): Loss -0.8058, Sem 0.0505, dir -0.9807, norm 0.1245, swav 0.0000 LR: 5.681e-02 Score 98.123 Data time: 0.2557, Forward time: 2.8195, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 6.0853 [2020-11-08 09:23:24,401][root][INFO] - ===> Epoch[1167](2334/2): Loss -0.8064, Sem 0.0533, dir -0.9799, norm 0.1202, swav 0.0000 LR: 5.679e-02 Score 98.003 Data time: 0.2436, Forward time: 2.8194, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 6.6606 [2020-11-08 09:23:30,166][root][INFO] - ===> Epoch[1168](2335/2): Loss -0.7959, Sem 0.0524, dir -0.9796, norm 0.1314, swav 0.0000 LR: 5.677e-02 Score 98.065 Data time: 0.1746, Forward time: 2.8190, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 5.6389 [2020-11-08 09:23:36,210][root][INFO] - ===> Epoch[1168](2336/2): Loss -0.7921, Sem 0.0534, dir -0.9779, norm 0.1325, swav 0.0000 LR: 5.675e-02 Score 98.008 Data time: 0.2488, Forward time: 2.8191, Backward time: 3.5549, DDP time: 0.0040, Total iter time: 5.9690 [2020-11-08 09:23:42,774][root][INFO] - ===> Epoch[1169](2337/2): Loss -0.7964, Sem 0.0514, dir -0.9800, norm 0.1322, swav 0.0000 LR: 5.673e-02 Score 98.102 Data time: 0.2667, Forward time: 2.8189, Backward time: 3.5549, DDP time: 0.0040, Total iter time: 6.4064 [2020-11-08 09:23:49,726][root][INFO] - ===> Epoch[1169](2338/2): Loss -0.8058, Sem 0.0518, dir -0.9798, norm 0.1222, swav 0.0000 LR: 5.671e-02 Score 98.084 Data time: 0.2192, Forward time: 2.8188, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 6.8454 [2020-11-08 09:23:57,529][root][INFO] - ===> Epoch[1170](2339/2): Loss -0.8166, Sem 0.0472, dir -0.9815, norm 0.1178, swav 0.0000 LR: 5.669e-02 Score 98.250 Data time: 0.2512, Forward time: 2.8185, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 7.6413 [2020-11-08 09:24:03,978][root][INFO] - ===> Epoch[1170](2340/2): Loss -0.7998, Sem 0.0532, dir -0.9808, norm 0.1278, swav 0.0000 LR: 5.667e-02 Score 98.005 Data time: 0.2303, Forward time: 2.8184, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 6.3141 [2020-11-08 09:24:09,629][root][INFO] - ===> Epoch[1171](2341/2): Loss -0.8143, Sem 0.0514, dir -0.9818, norm 0.1161, swav 0.0000 LR: 5.666e-02 Score 98.086 Data time: 0.2184, Forward time: 2.8181, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 5.5069 [2020-11-08 09:24:15,675][root][INFO] - ===> Epoch[1171](2342/2): Loss -0.7974, Sem 0.0538, dir -0.9781, norm 0.1269, swav 0.0000 LR: 5.664e-02 Score 98.035 Data time: 0.3285, Forward time: 2.8183, Backward time: 3.5549, DDP time: 0.0040, Total iter time: 5.9300 [2020-11-08 09:24:23,191][root][INFO] - ===> Epoch[1172](2343/2): Loss -0.8020, Sem 0.0518, dir -0.9812, norm 0.1274, swav 0.0000 LR: 5.662e-02 Score 98.064 Data time: 0.4000, Forward time: 2.8188, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 7.3715 [2020-11-08 09:24:29,376][root][INFO] - ===> Epoch[1172](2344/2): Loss -0.8072, Sem 0.0502, dir -0.9805, norm 0.1231, swav 0.0000 LR: 5.660e-02 Score 98.129 Data time: 0.3150, Forward time: 2.8190, Backward time: 3.5542, DDP time: 0.0040, Total iter time: 5.9946 [2020-11-08 09:24:36,731][root][INFO] - ===> Epoch[1173](2345/2): Loss -0.8129, Sem 0.0488, dir -0.9808, norm 0.1191, swav 0.0000 LR: 5.658e-02 Score 98.169 Data time: 0.2579, Forward time: 2.8191, Backward time: 3.5543, DDP time: 0.0040, Total iter time: 7.2070 [2020-11-08 09:24:43,219][root][INFO] - ===> Epoch[1173](2346/2): Loss -0.8027, Sem 0.0496, dir -0.9794, norm 0.1271, swav 0.0000 LR: 5.656e-02 Score 98.142 Data time: 0.2159, Forward time: 2.8190, Backward time: 3.5542, DDP time: 0.0040, Total iter time: 6.3313 [2020-11-08 09:24:50,443][root][INFO] - ===> Epoch[1174](2347/2): Loss -0.8201, Sem 0.0489, dir -0.9824, norm 0.1135, swav 0.0000 LR: 5.654e-02 Score 98.199 Data time: 0.1538, Forward time: 2.8186, Backward time: 3.5549, DDP time: 0.0040, Total iter time: 7.0971 [2020-11-08 09:24:57,780][root][INFO] - ===> Epoch[1174](2348/2): Loss -0.8004, Sem 0.0493, dir -0.9796, norm 0.1298, swav 0.0000 LR: 5.652e-02 Score 98.173 Data time: 0.2179, Forward time: 2.8185, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 7.2689 [2020-11-08 09:25:04,307][root][INFO] - ===> Epoch[1175](2349/2): Loss -0.7853, Sem 0.0508, dir -0.9796, norm 0.1436, swav 0.0000 LR: 5.650e-02 Score 98.105 Data time: 0.2678, Forward time: 2.8184, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 6.3973 [2020-11-08 09:25:10,122][root][INFO] - ===> Epoch[1175](2350/2): Loss -0.8184, Sem 0.0499, dir -0.9813, norm 0.1131, swav 0.0000 LR: 5.648e-02 Score 98.162 Data time: 0.2471, Forward time: 2.8185, Backward time: 3.5546, DDP time: 0.0040, Total iter time: 5.6997 [2020-11-08 09:25:16,970][root][INFO] - ===> Epoch[1176](2351/2): Loss -0.7979, Sem 0.0536, dir -0.9813, norm 0.1299, swav 0.0000 LR: 5.646e-02 Score 98.014 Data time: 0.2363, Forward time: 2.8184, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 6.6841 [2020-11-08 09:25:23,865][root][INFO] - ===> Epoch[1176](2352/2): Loss -0.8075, Sem 0.0495, dir -0.9802, norm 0.1232, swav 0.0000 LR: 5.644e-02 Score 98.159 Data time: 0.2480, Forward time: 2.8186, Backward time: 3.5546, DDP time: 0.0040, Total iter time: 6.7690 [2020-11-08 09:25:31,048][root][INFO] - ===> Epoch[1177](2353/2): Loss -0.8172, Sem 0.0511, dir -0.9811, norm 0.1129, swav 0.0000 LR: 5.643e-02 Score 98.111 Data time: 0.1779, Forward time: 2.8183, Backward time: 3.5550, DDP time: 0.0040, Total iter time: 7.0265 [2020-11-08 09:25:37,045][root][INFO] - ===> Epoch[1177](2354/2): Loss -0.8146, Sem 0.0507, dir -0.9813, norm 0.1159, swav 0.0000 LR: 5.641e-02 Score 98.101 Data time: 0.1563, Forward time: 2.8178, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 5.8734 [2020-11-08 09:25:43,878][root][INFO] - ===> Epoch[1178](2355/2): Loss -0.8034, Sem 0.0504, dir -0.9785, norm 0.1247, swav 0.0000 LR: 5.639e-02 Score 98.127 Data time: 0.2768, Forward time: 2.8178, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 6.7828 [2020-11-08 09:25:51,404][root][INFO] - ===> Epoch[1178](2356/2): Loss -0.8020, Sem 0.0502, dir -0.9792, norm 0.1271, swav 0.0000 LR: 5.637e-02 Score 98.147 Data time: 0.2505, Forward time: 2.8178, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 7.3719 [2020-11-08 09:25:59,302][root][INFO] - ===> Epoch[1179](2357/2): Loss -0.8142, Sem 0.0502, dir -0.9807, norm 0.1163, swav 0.0000 LR: 5.635e-02 Score 98.111 Data time: 0.2702, Forward time: 2.8176, Backward time: 3.5560, DDP time: 0.0040, Total iter time: 7.7496 [2020-11-08 09:26:05,553][root][INFO] - ===> Epoch[1179](2358/2): Loss -0.8020, Sem 0.0507, dir -0.9801, norm 0.1275, swav 0.0000 LR: 5.633e-02 Score 98.108 Data time: 0.2729, Forward time: 2.8176, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 6.1365 [2020-11-08 09:26:14,012][root][INFO] - ===> Epoch[1180](2359/2): Loss -0.8009, Sem 0.0502, dir -0.9815, norm 0.1304, swav 0.0000 LR: 5.631e-02 Score 98.122 Data time: 0.2904, Forward time: 2.8176, Backward time: 3.5564, DDP time: 0.0040, Total iter time: 8.3084 [2020-11-08 09:26:20,930][root][INFO] - ===> Epoch[1180](2360/2): Loss -0.8086, Sem 0.0516, dir -0.9808, norm 0.1206, swav 0.0000 LR: 5.629e-02 Score 98.089 Data time: 0.1913, Forward time: 2.8173, Backward time: 3.5567, DDP time: 0.0040, Total iter time: 6.7718 [2020-11-08 09:26:27,972][root][INFO] - ===> Epoch[1181](2361/2): Loss -0.7954, Sem 0.0529, dir -0.9804, norm 0.1321, swav 0.0000 LR: 5.627e-02 Score 98.032 Data time: 0.2472, Forward time: 2.8173, Backward time: 3.5568, DDP time: 0.0040, Total iter time: 6.9014 [2020-11-08 09:26:33,745][root][INFO] - ===> Epoch[1181](2362/2): Loss -0.7994, Sem 0.0498, dir -0.9802, norm 0.1311, swav 0.0000 LR: 5.625e-02 Score 98.162 Data time: 0.2399, Forward time: 2.8171, Backward time: 3.5566, DDP time: 0.0040, Total iter time: 5.6411 [2020-11-08 09:26:41,655][root][INFO] - ===> Epoch[1182](2363/2): Loss -0.7981, Sem 0.0508, dir -0.9797, norm 0.1308, swav 0.0000 LR: 5.623e-02 Score 98.106 Data time: 0.2674, Forward time: 2.8172, Backward time: 3.5569, DDP time: 0.0040, Total iter time: 7.7654 [2020-11-08 09:26:48,600][root][INFO] - ===> Epoch[1182](2364/2): Loss -0.8033, Sem 0.0516, dir -0.9792, norm 0.1243, swav 0.0000 LR: 5.621e-02 Score 98.085 Data time: 0.2988, Forward time: 2.8173, Backward time: 3.5568, DDP time: 0.0040, Total iter time: 6.7676 [2020-11-08 09:26:55,726][root][INFO] - ===> Epoch[1183](2365/2): Loss -0.8023, Sem 0.0503, dir -0.9798, norm 0.1272, swav 0.0000 LR: 5.620e-02 Score 98.146 Data time: 0.3268, Forward time: 2.8174, Backward time: 3.5568, DDP time: 0.0040, Total iter time: 6.9759 [2020-11-08 09:27:02,370][root][INFO] - ===> Epoch[1183](2366/2): Loss -0.8046, Sem 0.0494, dir -0.9808, norm 0.1269, swav 0.0000 LR: 5.618e-02 Score 98.154 Data time: 0.2103, Forward time: 2.8170, Backward time: 3.5570, DDP time: 0.0040, Total iter time: 6.4821 [2020-11-08 09:27:10,371][root][INFO] - ===> Epoch[1184](2367/2): Loss -0.8149, Sem 0.0481, dir -0.9840, norm 0.1210, swav 0.0000 LR: 5.616e-02 Score 98.161 Data time: 0.3978, Forward time: 2.8176, Backward time: 3.5570, DDP time: 0.0040, Total iter time: 7.9070 [2020-11-08 09:27:19,389][root][INFO] - ===> Epoch[1184](2368/2): Loss -0.8068, Sem 0.0512, dir -0.9817, norm 0.1237, swav 0.0000 LR: 5.614e-02 Score 98.133 Data time: 0.4372, Forward time: 2.8183, Backward time: 3.5571, DDP time: 0.0040, Total iter time: 8.8610 [2020-11-08 09:27:26,939][root][INFO] - ===> Epoch[1185](2369/2): Loss -0.7986, Sem 0.0501, dir -0.9803, norm 0.1316, swav 0.0000 LR: 5.612e-02 Score 98.123 Data time: 0.2519, Forward time: 2.8183, Backward time: 3.5573, DDP time: 0.0040, Total iter time: 7.3952 [2020-11-08 09:27:34,029][root][INFO] - ===> Epoch[1185](2370/2): Loss -0.8162, Sem 0.0478, dir -0.9821, norm 0.1181, swav 0.0000 LR: 5.610e-02 Score 98.188 Data time: 0.2047, Forward time: 2.8183, Backward time: 3.5575, DDP time: 0.0040, Total iter time: 6.9315 [2020-11-08 09:27:40,126][root][INFO] - ===> Epoch[1186](2371/2): Loss -0.8090, Sem 0.0549, dir -0.9816, norm 0.1176, swav 0.0000 LR: 5.608e-02 Score 97.974 Data time: 0.1820, Forward time: 2.8180, Backward time: 3.5575, DDP time: 0.0040, Total iter time: 5.9827 [2020-11-08 09:27:47,875][root][INFO] - ===> Epoch[1186](2372/2): Loss -0.8131, Sem 0.0490, dir -0.9831, norm 0.1210, swav 0.0000 LR: 5.606e-02 Score 98.189 Data time: 0.1996, Forward time: 2.8177, Backward time: 3.5582, DDP time: 0.0040, Total iter time: 7.6682 [2020-11-08 09:27:53,571][root][INFO] - ===> Epoch[1187](2373/2): Loss -0.8141, Sem 0.0482, dir -0.9820, norm 0.1198, swav 0.0000 LR: 5.604e-02 Score 98.186 Data time: 0.2088, Forward time: 2.8173, Backward time: 3.5581, DDP time: 0.0040, Total iter time: 5.6169 [2020-11-08 09:28:00,987][root][INFO] - ===> Epoch[1187](2374/2): Loss -0.8024, Sem 0.0517, dir -0.9795, norm 0.1254, swav 0.0000 LR: 5.602e-02 Score 98.080 Data time: 0.2208, Forward time: 2.8172, Backward time: 3.5584, DDP time: 0.0040, Total iter time: 7.3110 [2020-11-08 09:28:07,959][root][INFO] - ===> Epoch[1188](2375/2): Loss -0.8107, Sem 0.0524, dir -0.9822, norm 0.1190, swav 0.0000 LR: 5.600e-02 Score 98.060 Data time: 0.3266, Forward time: 2.8176, Backward time: 3.5582, DDP time: 0.0040, Total iter time: 6.8364 [2020-11-08 09:28:15,153][root][INFO] - ===> Epoch[1188](2376/2): Loss -0.7973, Sem 0.0518, dir -0.9779, norm 0.1289, swav 0.0000 LR: 5.598e-02 Score 98.059 Data time: 0.2545, Forward time: 2.8176, Backward time: 3.5583, DDP time: 0.0040, Total iter time: 7.0408 [2020-11-08 09:28:23,142][root][INFO] - ===> Epoch[1189](2377/2): Loss -0.8061, Sem 0.0501, dir -0.9814, norm 0.1252, swav 0.0000 LR: 5.596e-02 Score 98.107 Data time: 0.2454, Forward time: 2.8174, Backward time: 3.5589, DDP time: 0.0040, Total iter time: 7.8556 [2020-11-08 09:28:29,448][root][INFO] - ===> Epoch[1189](2378/2): Loss -0.8156, Sem 0.0479, dir -0.9808, norm 0.1174, swav 0.0000 LR: 5.595e-02 Score 98.214 Data time: 0.2726, Forward time: 2.8174, Backward time: 3.5587, DDP time: 0.0040, Total iter time: 6.1819 [2020-11-08 09:28:37,407][root][INFO] - ===> Epoch[1190](2379/2): Loss -0.8139, Sem 0.0519, dir -0.9821, norm 0.1164, swav 0.0000 LR: 5.593e-02 Score 98.070 Data time: 0.2832, Forward time: 2.8174, Backward time: 3.5591, DDP time: 0.0040, Total iter time: 7.8080 [2020-11-08 09:28:44,113][root][INFO] - ===> Epoch[1190](2380/2): Loss -0.8081, Sem 0.0487, dir -0.9797, norm 0.1229, swav 0.0000 LR: 5.591e-02 Score 98.189 Data time: 0.2324, Forward time: 2.8174, Backward time: 3.5590, DDP time: 0.0040, Total iter time: 6.5640 [2020-11-08 09:28:51,669][root][INFO] - ===> Epoch[1191](2381/2): Loss -0.8279, Sem 0.0474, dir -0.9831, norm 0.1078, swav 0.0000 LR: 5.589e-02 Score 98.227 Data time: 0.2556, Forward time: 2.8173, Backward time: 3.5594, DDP time: 0.0040, Total iter time: 7.4068 [2020-11-08 09:28:58,238][root][INFO] - ===> Epoch[1191](2382/2): Loss -0.8081, Sem 0.0543, dir -0.9810, norm 0.1186, swav 0.0000 LR: 5.587e-02 Score 97.990 Data time: 0.3300, Forward time: 2.8176, Backward time: 3.5590, DDP time: 0.0040, Total iter time: 6.4469 [2020-11-08 09:29:04,363][root][INFO] - ===> Epoch[1192](2383/2): Loss -0.8111, Sem 0.0490, dir -0.9816, norm 0.1215, swav 0.0000 LR: 5.585e-02 Score 98.153 Data time: 0.2311, Forward time: 2.8173, Backward time: 3.5590, DDP time: 0.0040, Total iter time: 5.9419 [2020-11-08 09:29:11,959][root][INFO] - ===> Epoch[1192](2384/2): Loss -0.8141, Sem 0.0499, dir -0.9809, norm 0.1170, swav 0.0000 LR: 5.583e-02 Score 98.159 Data time: 0.2080, Forward time: 2.8171, Backward time: 3.5595, DDP time: 0.0040, Total iter time: 7.4666 [2020-11-08 09:29:19,509][root][INFO] - ===> Epoch[1193](2385/2): Loss -0.8125, Sem 0.0514, dir -0.9821, norm 0.1182, swav 0.0000 LR: 5.581e-02 Score 98.095 Data time: 0.2686, Forward time: 2.8170, Backward time: 3.5599, DDP time: 0.0040, Total iter time: 7.4040 [2020-11-08 09:29:26,529][root][INFO] - ===> Epoch[1193](2386/2): Loss -0.8006, Sem 0.0498, dir -0.9799, norm 0.1295, swav 0.0000 LR: 5.579e-02 Score 98.148 Data time: 0.1932, Forward time: 2.8166, Backward time: 3.5603, DDP time: 0.0040, Total iter time: 6.8744 [2020-11-08 09:29:33,900][root][INFO] - ===> Epoch[1194](2387/2): Loss -0.8057, Sem 0.0520, dir -0.9821, norm 0.1244, swav 0.0000 LR: 5.577e-02 Score 98.076 Data time: 0.3447, Forward time: 2.8171, Backward time: 3.5601, DDP time: 0.0040, Total iter time: 7.2574 [2020-11-08 09:29:40,754][root][INFO] - ===> Epoch[1194](2388/2): Loss -0.8089, Sem 0.0506, dir -0.9806, norm 0.1212, swav 0.0000 LR: 5.575e-02 Score 98.109 Data time: 0.2564, Forward time: 2.8168, Backward time: 3.5603, DDP time: 0.0040, Total iter time: 6.7081 [2020-11-08 09:29:47,311][root][INFO] - ===> Epoch[1195](2389/2): Loss -0.8189, Sem 0.0499, dir -0.9824, norm 0.1136, swav 0.0000 LR: 5.573e-02 Score 98.145 Data time: 0.2012, Forward time: 2.8166, Backward time: 3.5604, DDP time: 0.0040, Total iter time: 6.4162 [2020-11-08 09:29:54,242][root][INFO] - ===> Epoch[1195](2390/2): Loss -0.8214, Sem 0.0494, dir -0.9828, norm 0.1120, swav 0.0000 LR: 5.572e-02 Score 98.158 Data time: 0.2287, Forward time: 2.8162, Backward time: 3.5607, DDP time: 0.0040, Total iter time: 6.7876 [2020-11-08 09:30:01,704][root][INFO] - ===> Epoch[1196](2391/2): Loss -0.8167, Sem 0.0502, dir -0.9814, norm 0.1145, swav 0.0000 LR: 5.570e-02 Score 98.124 Data time: 0.3388, Forward time: 2.8167, Backward time: 3.5605, DDP time: 0.0040, Total iter time: 7.3546 [2020-11-08 09:30:09,215][root][INFO] - ===> Epoch[1196](2392/2): Loss -0.8072, Sem 0.0523, dir -0.9814, norm 0.1218, swav 0.0000 LR: 5.568e-02 Score 98.098 Data time: 0.3176, Forward time: 2.8170, Backward time: 3.5605, DDP time: 0.0040, Total iter time: 7.3482 [2020-11-08 09:30:15,248][root][INFO] - ===> Epoch[1197](2393/2): Loss -0.8043, Sem 0.0519, dir -0.9812, norm 0.1250, swav 0.0000 LR: 5.566e-02 Score 98.083 Data time: 0.2749, Forward time: 2.8170, Backward time: 3.5602, DDP time: 0.0040, Total iter time: 5.8831 [2020-11-08 09:30:21,561][root][INFO] - ===> Epoch[1197](2394/2): Loss -0.8068, Sem 0.0526, dir -0.9798, norm 0.1203, swav 0.0000 LR: 5.564e-02 Score 98.031 Data time: 0.2942, Forward time: 2.8172, Backward time: 3.5597, DDP time: 0.0040, Total iter time: 6.1472 [2020-11-08 09:30:28,437][root][INFO] - ===> Epoch[1198](2395/2): Loss -0.8229, Sem 0.0472, dir -0.9832, norm 0.1131, swav 0.0000 LR: 5.562e-02 Score 98.242 Data time: 0.2210, Forward time: 2.8171, Backward time: 3.5598, DDP time: 0.0040, Total iter time: 6.7160 [2020-11-08 09:30:34,988][root][INFO] - ===> Epoch[1198](2396/2): Loss -0.8128, Sem 0.0517, dir -0.9810, norm 0.1165, swav 0.0000 LR: 5.560e-02 Score 98.054 Data time: 0.2859, Forward time: 2.8173, Backward time: 3.5595, DDP time: 0.0040, Total iter time: 6.4344 [2020-11-08 09:30:42,074][root][INFO] - ===> Epoch[1199](2397/2): Loss -0.8162, Sem 0.0506, dir -0.9825, norm 0.1158, swav 0.0000 LR: 5.558e-02 Score 98.105 Data time: 0.2641, Forward time: 2.8173, Backward time: 3.5596, DDP time: 0.0040, Total iter time: 6.9104 [2020-11-08 09:30:48,260][root][INFO] - ===> Epoch[1199](2398/2): Loss -0.8069, Sem 0.0498, dir -0.9805, norm 0.1238, swav 0.0000 LR: 5.556e-02 Score 98.155 Data time: 0.1526, Forward time: 2.8168, Backward time: 3.5598, DDP time: 0.0040, Total iter time: 6.0751 [2020-11-08 09:30:55,273][root][INFO] - ===> Epoch[1200](2399/2): Loss -0.8016, Sem 0.0498, dir -0.9800, norm 0.1286, swav 0.0000 LR: 5.554e-02 Score 98.129 Data time: 0.2132, Forward time: 2.8166, Backward time: 3.5602, DDP time: 0.0040, Total iter time: 6.9280 [2020-11-08 09:31:01,436][root][INFO] - ===> Epoch[1200](2400/2): Loss -0.8079, Sem 0.0503, dir -0.9817, norm 0.1234, swav 0.0000 LR: 5.552e-02 Score 98.135 Data time: 0.3182, Forward time: 2.8167, Backward time: 3.5598, DDP time: 0.0040, Total iter time: 6.0207 [2020-11-08 09:31:07,193][root][INFO] - ===> Epoch[1201](2401/2): Loss -0.8122, Sem 0.0518, dir -0.9818, norm 0.1178, swav 0.0000 LR: 5.550e-02 Score 98.067 Data time: 0.2721, Forward time: 2.8168, Backward time: 3.5592, DDP time: 0.0040, Total iter time: 5.6196 [2020-11-08 09:31:13,833][root][INFO] - ===> Epoch[1201](2402/2): Loss -0.8095, Sem 0.0500, dir -0.9816, norm 0.1221, swav 0.0000 LR: 5.548e-02 Score 98.117 Data time: 0.2650, Forward time: 2.8169, Backward time: 3.5590, DDP time: 0.0040, Total iter time: 6.4970 [2020-11-08 09:31:19,966][root][INFO] - ===> Epoch[1202](2403/2): Loss -0.7945, Sem 0.0529, dir -0.9794, norm 0.1321, swav 0.0000 LR: 5.547e-02 Score 98.019 Data time: 0.2186, Forward time: 2.8167, Backward time: 3.5589, DDP time: 0.0040, Total iter time: 5.9635 [2020-11-08 09:31:27,844][root][INFO] - ===> Epoch[1202](2404/2): Loss -0.8084, Sem 0.0491, dir -0.9807, norm 0.1232, swav 0.0000 LR: 5.545e-02 Score 98.165 Data time: 0.4079, Forward time: 2.8173, Backward time: 3.5587, DDP time: 0.0040, Total iter time: 7.7694 [2020-11-08 09:31:33,630][root][INFO] - ===> Epoch[1203](2405/2): Loss -0.8168, Sem 0.0498, dir -0.9816, norm 0.1150, swav 0.0000 LR: 5.543e-02 Score 98.136 Data time: 0.2469, Forward time: 2.8174, Backward time: 3.5582, DDP time: 0.0040, Total iter time: 5.6215 [2020-11-08 09:31:40,141][root][INFO] - ===> Epoch[1203](2406/2): Loss -0.7860, Sem 0.0539, dir -0.9779, norm 0.1380, swav 0.0000 LR: 5.541e-02 Score 97.993 Data time: 0.2932, Forward time: 2.8173, Backward time: 3.5582, DDP time: 0.0040, Total iter time: 6.3856 [2020-11-08 09:31:45,637][root][INFO] - ===> Epoch[1204](2407/2): Loss -0.8118, Sem 0.0520, dir -0.9808, norm 0.1171, swav 0.0000 LR: 5.539e-02 Score 98.114 Data time: 0.2232, Forward time: 2.8172, Backward time: 3.5577, DDP time: 0.0040, Total iter time: 5.3662 [2020-11-08 09:31:53,105][root][INFO] - ===> Epoch[1204](2408/2): Loss -0.8150, Sem 0.0473, dir -0.9826, norm 0.1203, swav 0.0000 LR: 5.537e-02 Score 98.221 Data time: 0.2149, Forward time: 2.8170, Backward time: 3.5582, DDP time: 0.0040, Total iter time: 7.3458 [2020-11-08 09:31:59,980][root][INFO] - ===> Epoch[1205](2409/2): Loss -0.7943, Sem 0.0487, dir -0.9773, norm 0.1343, swav 0.0000 LR: 5.535e-02 Score 98.175 Data time: 0.3230, Forward time: 2.8173, Backward time: 3.5578, DDP time: 0.0040, Total iter time: 6.7335 [2020-11-08 09:32:06,439][root][INFO] - ===> Epoch[1205](2410/2): Loss -0.8102, Sem 0.0511, dir -0.9805, norm 0.1192, swav 0.0000 LR: 5.533e-02 Score 98.101 Data time: 0.3009, Forward time: 2.8173, Backward time: 3.5577, DDP time: 0.0040, Total iter time: 6.3245 [2020-11-08 09:32:13,320][root][INFO] - ===> Epoch[1206](2411/2): Loss -0.8068, Sem 0.0548, dir -0.9813, norm 0.1197, swav 0.0000 LR: 5.531e-02 Score 97.982 Data time: 0.3706, Forward time: 2.8176, Backward time: 3.5574, DDP time: 0.0040, Total iter time: 6.7376 [2020-11-08 09:32:20,569][root][INFO] - ===> Epoch[1206](2412/2): Loss -0.8079, Sem 0.0470, dir -0.9814, norm 0.1265, swav 0.0000 LR: 5.529e-02 Score 98.248 Data time: 0.2531, Forward time: 2.8174, Backward time: 3.5577, DDP time: 0.0040, Total iter time: 7.0684 [2020-11-08 09:32:26,486][root][INFO] - ===> Epoch[1207](2413/2): Loss -0.8076, Sem 0.0505, dir -0.9804, norm 0.1224, swav 0.0000 LR: 5.527e-02 Score 98.105 Data time: 0.2957, Forward time: 2.8175, Backward time: 3.5572, DDP time: 0.0040, Total iter time: 5.7977 [2020-11-08 09:32:33,601][root][INFO] - ===> Epoch[1207](2414/2): Loss -0.7981, Sem 0.0515, dir -0.9782, norm 0.1286, swav 0.0000 LR: 5.525e-02 Score 98.096 Data time: 0.4421, Forward time: 2.8178, Backward time: 3.5570, DDP time: 0.0040, Total iter time: 6.9662 [2020-11-08 09:32:40,015][root][INFO] - ===> Epoch[1208](2415/2): Loss -0.7957, Sem 0.0519, dir -0.9800, norm 0.1323, swav 0.0000 LR: 5.524e-02 Score 98.087 Data time: 0.2564, Forward time: 2.8179, Backward time: 3.5567, DDP time: 0.0040, Total iter time: 6.2541 [2020-11-08 09:32:46,681][root][INFO] - ===> Epoch[1208](2416/2): Loss -0.8073, Sem 0.0485, dir -0.9808, norm 0.1251, swav 0.0000 LR: 5.522e-02 Score 98.188 Data time: 0.2825, Forward time: 2.8179, Backward time: 3.5566, DDP time: 0.0040, Total iter time: 6.5422 [2020-11-08 09:32:52,559][root][INFO] - ===> Epoch[1209](2417/2): Loss -0.7915, Sem 0.0481, dir -0.9808, norm 0.1411, swav 0.0000 LR: 5.520e-02 Score 98.205 Data time: 0.2943, Forward time: 2.8180, Backward time: 3.5562, DDP time: 0.0040, Total iter time: 5.7676 [2020-11-08 09:32:59,678][root][INFO] - ===> Epoch[1209](2418/2): Loss -0.7791, Sem 0.0522, dir -0.9759, norm 0.1446, swav 0.0000 LR: 5.518e-02 Score 98.081 Data time: 0.3834, Forward time: 2.8183, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 6.9406 [2020-11-08 09:33:05,931][root][INFO] - ===> Epoch[1210](2419/2): Loss -0.8092, Sem 0.0512, dir -0.9825, norm 0.1221, swav 0.0000 LR: 5.516e-02 Score 98.111 Data time: 0.3244, Forward time: 2.8185, Backward time: 3.5555, DDP time: 0.0040, Total iter time: 6.1004 [2020-11-08 09:33:12,631][root][INFO] - ===> Epoch[1210](2420/2): Loss -0.7892, Sem 0.0513, dir -0.9777, norm 0.1372, swav 0.0000 LR: 5.514e-02 Score 98.102 Data time: 0.2693, Forward time: 2.8184, Backward time: 3.5555, DDP time: 0.0040, Total iter time: 6.5536 [2020-11-08 09:33:19,125][root][INFO] - ===> Epoch[1211](2421/2): Loss -0.7961, Sem 0.0513, dir -0.9786, norm 0.1313, swav 0.0000 LR: 5.512e-02 Score 98.095 Data time: 0.2506, Forward time: 2.8185, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 6.3707 [2020-11-08 09:33:25,817][root][INFO] - ===> Epoch[1211](2422/2): Loss -0.8121, Sem 0.0486, dir -0.9839, norm 0.1232, swav 0.0000 LR: 5.510e-02 Score 98.176 Data time: 0.2768, Forward time: 2.8184, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 6.5416 [2020-11-08 09:33:32,035][root][INFO] - ===> Epoch[1212](2423/2): Loss -0.7955, Sem 0.0506, dir -0.9776, norm 0.1316, swav 0.0000 LR: 5.508e-02 Score 98.147 Data time: 0.2439, Forward time: 2.8183, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 6.0739 [2020-11-08 09:33:38,620][root][INFO] - ===> Epoch[1212](2424/2): Loss -0.7909, Sem 0.0531, dir -0.9783, norm 0.1343, swav 0.0000 LR: 5.506e-02 Score 98.029 Data time: 0.3753, Forward time: 2.8186, Backward time: 3.5547, DDP time: 0.0040, Total iter time: 6.4581 [2020-11-08 09:33:45,882][root][INFO] - ===> Epoch[1213](2425/2): Loss -0.8038, Sem 0.0509, dir -0.9800, norm 0.1252, swav 0.0000 LR: 5.504e-02 Score 98.082 Data time: 0.3436, Forward time: 2.8189, Backward time: 3.5545, DDP time: 0.0040, Total iter time: 7.1134 [2020-11-08 09:33:52,598][root][INFO] - ===> Epoch[1213](2426/2): Loss -0.7908, Sem 0.0524, dir -0.9772, norm 0.1339, swav 0.0000 LR: 5.502e-02 Score 98.075 Data time: 0.3211, Forward time: 2.8192, Backward time: 3.5541, DDP time: 0.0040, Total iter time: 6.5588 [2020-11-08 09:33:59,895][root][INFO] - ===> Epoch[1214](2427/2): Loss -0.7902, Sem 0.0503, dir -0.9796, norm 0.1391, swav 0.0000 LR: 5.500e-02 Score 98.116 Data time: 0.2429, Forward time: 2.8194, Backward time: 3.5542, DDP time: 0.0040, Total iter time: 7.1724 [2020-11-08 09:34:05,290][root][INFO] - ===> Epoch[1214](2428/2): Loss -0.8130, Sem 0.0504, dir -0.9815, norm 0.1182, swav 0.0000 LR: 5.499e-02 Score 98.132 Data time: 0.2010, Forward time: 2.8192, Backward time: 3.5538, DDP time: 0.0040, Total iter time: 5.2687 [2020-11-08 09:34:11,604][root][INFO] - ===> Epoch[1215](2429/2): Loss -0.7920, Sem 0.0497, dir -0.9774, norm 0.1357, swav 0.0000 LR: 5.497e-02 Score 98.166 Data time: 0.2820, Forward time: 2.8192, Backward time: 3.5536, DDP time: 0.0040, Total iter time: 6.1978 [2020-11-08 09:34:19,862][root][INFO] - ===> Epoch[1215](2430/2): Loss -0.8102, Sem 0.0520, dir -0.9821, norm 0.1199, swav 0.0000 LR: 5.495e-02 Score 98.055 Data time: 0.3770, Forward time: 2.8198, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 8.1127 [2020-11-08 09:34:25,896][root][INFO] - ===> Epoch[1216](2431/2): Loss -0.8215, Sem 0.0454, dir -0.9843, norm 0.1174, swav 0.0000 LR: 5.493e-02 Score 98.309 Data time: 0.2738, Forward time: 2.8197, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 5.8803 [2020-11-08 09:34:31,810][root][INFO] - ===> Epoch[1216](2432/2): Loss -0.8093, Sem 0.0484, dir -0.9812, norm 0.1236, swav 0.0000 LR: 5.491e-02 Score 98.186 Data time: 0.3145, Forward time: 2.8197, Backward time: 3.5528, DDP time: 0.0040, Total iter time: 5.7558 [2020-11-08 09:34:37,458][root][INFO] - ===> Epoch[1217](2433/2): Loss -0.8035, Sem 0.0511, dir -0.9803, norm 0.1256, swav 0.0000 LR: 5.489e-02 Score 98.097 Data time: 0.2672, Forward time: 2.8196, Backward time: 3.5525, DDP time: 0.0040, Total iter time: 5.5162 [2020-11-08 09:34:44,990][root][INFO] - ===> Epoch[1217](2434/2): Loss -0.7938, Sem 0.0517, dir -0.9807, norm 0.1351, swav 0.0000 LR: 5.487e-02 Score 98.081 Data time: 0.2562, Forward time: 2.8194, Backward time: 3.5530, DDP time: 0.0040, Total iter time: 7.4047 [2020-11-08 09:34:50,604][root][INFO] - ===> Epoch[1218](2435/2): Loss -0.8115, Sem 0.0528, dir -0.9824, norm 0.1181, swav 0.0000 LR: 5.485e-02 Score 98.025 Data time: 0.1965, Forward time: 2.8192, Backward time: 3.5527, DDP time: 0.0040, Total iter time: 5.5021 [2020-11-08 09:34:56,674][root][INFO] - ===> Epoch[1218](2436/2): Loss -0.8030, Sem 0.0502, dir -0.9786, norm 0.1254, swav 0.0000 LR: 5.483e-02 Score 98.153 Data time: 0.2397, Forward time: 2.8191, Backward time: 3.5524, DDP time: 0.0040, Total iter time: 5.9239 [2020-11-08 09:35:02,783][root][INFO] - ===> Epoch[1219](2437/2): Loss -0.8184, Sem 0.0460, dir -0.9830, norm 0.1187, swav 0.0000 LR: 5.481e-02 Score 98.271 Data time: 0.2301, Forward time: 2.8190, Backward time: 3.5523, DDP time: 0.0040, Total iter time: 5.9869 [2020-11-08 09:35:09,274][root][INFO] - ===> Epoch[1219](2438/2): Loss -0.8058, Sem 0.0516, dir -0.9814, norm 0.1240, swav 0.0000 LR: 5.479e-02 Score 98.097 Data time: 0.2026, Forward time: 2.8188, Backward time: 3.5524, DDP time: 0.0040, Total iter time: 6.3381 [2020-11-08 09:35:15,798][root][INFO] - ===> Epoch[1220](2439/2): Loss -0.8029, Sem 0.0528, dir -0.9787, norm 0.1230, swav 0.0000 LR: 5.477e-02 Score 98.048 Data time: 0.2333, Forward time: 2.8185, Backward time: 3.5525, DDP time: 0.0040, Total iter time: 6.4116 [2020-11-08 09:35:22,350][root][INFO] - ===> Epoch[1220](2440/2): Loss -0.8131, Sem 0.0490, dir -0.9814, norm 0.1194, swav 0.0000 LR: 5.475e-02 Score 98.163 Data time: 0.2064, Forward time: 2.8182, Backward time: 3.5527, DDP time: 0.0040, Total iter time: 6.4286 [2020-11-08 09:35:29,251][root][INFO] - ===> Epoch[1221](2441/2): Loss -0.8146, Sem 0.0476, dir -0.9817, norm 0.1196, swav 0.0000 LR: 5.473e-02 Score 98.226 Data time: 0.2157, Forward time: 2.8180, Backward time: 3.5529, DDP time: 0.0040, Total iter time: 6.7853 [2020-11-08 09:35:35,658][root][INFO] - ===> Epoch[1221](2442/2): Loss -0.8038, Sem 0.0497, dir -0.9796, norm 0.1260, swav 0.0000 LR: 5.472e-02 Score 98.118 Data time: 0.2652, Forward time: 2.8181, Backward time: 3.5526, DDP time: 0.0040, Total iter time: 6.2790 [2020-11-08 09:35:42,187][root][INFO] - ===> Epoch[1222](2443/2): Loss -0.8012, Sem 0.0517, dir -0.9810, norm 0.1280, swav 0.0000 LR: 5.470e-02 Score 98.076 Data time: 0.2691, Forward time: 2.8181, Backward time: 3.5525, DDP time: 0.0040, Total iter time: 6.3546 [2020-11-08 09:35:48,033][root][INFO] - ===> Epoch[1222](2444/2): Loss -0.8157, Sem 0.0488, dir -0.9822, norm 0.1176, swav 0.0000 LR: 5.468e-02 Score 98.158 Data time: 0.2121, Forward time: 2.8180, Backward time: 3.5522, DDP time: 0.0040, Total iter time: 5.7120 [2020-11-08 09:35:55,299][root][INFO] - ===> Epoch[1223](2445/2): Loss -0.8112, Sem 0.0512, dir -0.9816, norm 0.1192, swav 0.0000 LR: 5.466e-02 Score 98.093 Data time: 0.2841, Forward time: 2.8183, Backward time: 3.5521, DDP time: 0.0040, Total iter time: 7.1434 [2020-11-08 09:36:01,262][root][INFO] - ===> Epoch[1223](2446/2): Loss -0.8173, Sem 0.0456, dir -0.9810, norm 0.1181, swav 0.0000 LR: 5.464e-02 Score 98.320 Data time: 0.2808, Forward time: 2.8183, Backward time: 3.5518, DDP time: 0.0040, Total iter time: 5.7923 [2020-11-08 09:36:08,250][root][INFO] - ===> Epoch[1224](2447/2): Loss -0.8176, Sem 0.0483, dir -0.9819, norm 0.1159, swav 0.0000 LR: 5.462e-02 Score 98.208 Data time: 0.3235, Forward time: 2.8184, Backward time: 3.5516, DDP time: 0.0040, Total iter time: 6.8637 [2020-11-08 09:36:15,407][root][INFO] - ===> Epoch[1224](2448/2): Loss -0.8183, Sem 0.0497, dir -0.9823, norm 0.1144, swav 0.0000 LR: 5.460e-02 Score 98.132 Data time: 0.2483, Forward time: 2.8183, Backward time: 3.5519, DDP time: 0.0040, Total iter time: 6.9858 [2020-11-08 09:36:21,775][root][INFO] - ===> Epoch[1225](2449/2): Loss -0.7997, Sem 0.0503, dir -0.9817, norm 0.1317, swav 0.0000 LR: 5.458e-02 Score 98.118 Data time: 0.1979, Forward time: 2.8181, Backward time: 3.5519, DDP time: 0.0040, Total iter time: 6.2496 [2020-11-08 09:36:28,972][root][INFO] - ===> Epoch[1225](2450/2): Loss -0.8229, Sem 0.0504, dir -0.9830, norm 0.1097, swav 0.0000 LR: 5.456e-02 Score 98.127 Data time: 0.2694, Forward time: 2.8179, Backward time: 3.5522, DDP time: 0.0040, Total iter time: 7.0496 [2020-11-08 09:36:36,013][root][INFO] - ===> Epoch[1226](2451/2): Loss -0.8127, Sem 0.0468, dir -0.9822, norm 0.1227, swav 0.0000 LR: 5.454e-02 Score 98.249 Data time: 0.3713, Forward time: 2.8183, Backward time: 3.5519, DDP time: 0.0040, Total iter time: 6.9131 [2020-11-08 09:36:42,012][root][INFO] - ===> Epoch[1226](2452/2): Loss -0.8007, Sem 0.0512, dir -0.9782, norm 0.1263, swav 0.0000 LR: 5.452e-02 Score 98.068 Data time: 0.2673, Forward time: 2.8183, Backward time: 3.5516, DDP time: 0.0040, Total iter time: 5.8443 [2020-11-08 09:36:48,108][root][INFO] - ===> Epoch[1227](2453/2): Loss -0.8202, Sem 0.0465, dir -0.9819, norm 0.1152, swav 0.0000 LR: 5.450e-02 Score 98.262 Data time: 0.2369, Forward time: 2.8181, Backward time: 3.5514, DDP time: 0.0040, Total iter time: 5.9642 [2020-11-08 09:36:55,331][root][INFO] - ===> Epoch[1227](2454/2): Loss -0.8173, Sem 0.0495, dir -0.9823, norm 0.1154, swav 0.0000 LR: 5.448e-02 Score 98.168 Data time: 0.3313, Forward time: 2.8184, Backward time: 3.5512, DDP time: 0.0040, Total iter time: 7.0929 [2020-11-08 09:37:03,302][root][INFO] - ===> Epoch[1228](2455/2): Loss -0.8049, Sem 0.0563, dir -0.9801, norm 0.1189, swav 0.0000 LR: 5.447e-02 Score 97.916 Data time: 0.3083, Forward time: 2.8188, Backward time: 3.5513, DDP time: 0.0040, Total iter time: 7.8228 [2020-11-08 09:37:09,676][root][INFO] - ===> Epoch[1228](2456/2): Loss -0.8179, Sem 0.0484, dir -0.9820, norm 0.1156, swav 0.0000 LR: 5.445e-02 Score 98.180 Data time: 0.2555, Forward time: 2.8188, Backward time: 3.5511, DDP time: 0.0040, Total iter time: 6.2261 [2020-11-08 09:37:17,442][root][INFO] - ===> Epoch[1229](2457/2): Loss -0.8152, Sem 0.0504, dir -0.9819, norm 0.1163, swav 0.0000 LR: 5.443e-02 Score 98.126 Data time: 0.2468, Forward time: 2.8190, Backward time: 3.5513, DDP time: 0.0040, Total iter time: 7.6199 [2020-11-08 09:37:23,724][root][INFO] - ===> Epoch[1229](2458/2): Loss -0.8051, Sem 0.0471, dir -0.9800, norm 0.1277, swav 0.0000 LR: 5.441e-02 Score 98.230 Data time: 0.2607, Forward time: 2.8188, Backward time: 3.5513, DDP time: 0.0040, Total iter time: 6.1458 [2020-11-08 09:37:30,245][root][INFO] - ===> Epoch[1230](2459/2): Loss -0.8218, Sem 0.0515, dir -0.9812, norm 0.1080, swav 0.0000 LR: 5.439e-02 Score 98.082 Data time: 0.3199, Forward time: 2.8190, Backward time: 3.5509, DDP time: 0.0040, Total iter time: 6.4053 [2020-11-08 09:37:38,118][root][INFO] - ===> Epoch[1230](2460/2): Loss -0.8166, Sem 0.0510, dir -0.9820, norm 0.1144, swav 0.0000 LR: 5.437e-02 Score 98.086 Data time: 0.2064, Forward time: 2.8190, Backward time: 3.5514, DDP time: 0.0040, Total iter time: 7.7323 [2020-11-08 09:37:45,270][root][INFO] - ===> Epoch[1231](2461/2): Loss -0.8061, Sem 0.0511, dir -0.9818, norm 0.1246, swav 0.0000 LR: 5.435e-02 Score 98.096 Data time: 0.2047, Forward time: 2.8188, Backward time: 3.5517, DDP time: 0.0040, Total iter time: 7.0209 [2020-11-08 09:37:50,998][root][INFO] - ===> Epoch[1231](2462/2): Loss -0.8392, Sem 0.0413, dir -0.9845, norm 0.1040, swav 0.0000 LR: 5.433e-02 Score 98.426 Data time: 0.2773, Forward time: 2.8187, Backward time: 3.5513, DDP time: 0.0040, Total iter time: 5.5982 [2020-11-08 09:37:59,427][root][INFO] - ===> Epoch[1232](2463/2): Loss -0.8114, Sem 0.0533, dir -0.9821, norm 0.1174, swav 0.0000 LR: 5.431e-02 Score 98.032 Data time: 0.1830, Forward time: 2.8184, Backward time: 3.5522, DDP time: 0.0040, Total iter time: 8.2657 [2020-11-08 09:38:05,052][root][INFO] - ===> Epoch[1232](2464/2): Loss -0.8183, Sem 0.0495, dir -0.9834, norm 0.1156, swav 0.0000 LR: 5.429e-02 Score 98.161 Data time: 0.2584, Forward time: 2.8185, Backward time: 3.5517, DDP time: 0.0040, Total iter time: 5.5214 [2020-11-08 09:38:12,221][root][INFO] - ===> Epoch[1233](2465/2): Loss -0.8115, Sem 0.0505, dir -0.9813, norm 0.1193, swav 0.0000 LR: 5.427e-02 Score 98.101 Data time: 0.3010, Forward time: 2.8187, Backward time: 3.5515, DDP time: 0.0040, Total iter time: 7.0384 [2020-11-08 09:38:19,879][root][INFO] - ===> Epoch[1233](2466/2): Loss -0.8316, Sem 0.0477, dir -0.9833, norm 0.1040, swav 0.0000 LR: 5.425e-02 Score 98.224 Data time: 0.2355, Forward time: 2.8184, Backward time: 3.5521, DDP time: 0.0040, Total iter time: 7.5034 [2020-11-08 09:38:28,807][root][INFO] - ===> Epoch[1234](2467/2): Loss -0.8041, Sem 0.0522, dir -0.9809, norm 0.1246, swav 0.0000 LR: 5.423e-02 Score 98.059 Data time: 0.4233, Forward time: 2.8192, Backward time: 3.5522, DDP time: 0.0040, Total iter time: 8.7917 [2020-11-08 09:38:36,235][root][INFO] - ===> Epoch[1234](2468/2): Loss -0.8117, Sem 0.0518, dir -0.9827, norm 0.1193, swav 0.0000 LR: 5.422e-02 Score 98.064 Data time: 0.2497, Forward time: 2.8193, Backward time: 3.5523, DDP time: 0.0040, Total iter time: 7.2749 [2020-11-08 09:38:44,298][root][INFO] - ===> Epoch[1235](2469/2): Loss -0.8057, Sem 0.0503, dir -0.9819, norm 0.1258, swav 0.0000 LR: 5.420e-02 Score 98.131 Data time: 0.2465, Forward time: 2.8194, Backward time: 3.5526, DDP time: 0.0040, Total iter time: 7.9104 [2020-11-08 09:38:50,024][root][INFO] - ===> Epoch[1235](2470/2): Loss -0.8052, Sem 0.0527, dir -0.9812, norm 0.1233, swav 0.0000 LR: 5.418e-02 Score 98.021 Data time: 0.1849, Forward time: 2.8192, Backward time: 3.5525, DDP time: 0.0040, Total iter time: 5.5563 [2020-11-08 09:38:56,519][root][INFO] - ===> Epoch[1236](2471/2): Loss -0.8112, Sem 0.0521, dir -0.9811, norm 0.1178, swav 0.0000 LR: 5.416e-02 Score 98.065 Data time: 0.3310, Forward time: 2.8193, Backward time: 3.5522, DDP time: 0.0040, Total iter time: 6.3786 [2020-11-08 09:39:02,497][root][INFO] - ===> Epoch[1236](2472/2): Loss -0.8085, Sem 0.0524, dir -0.9819, norm 0.1211, swav 0.0000 LR: 5.414e-02 Score 98.067 Data time: 0.2177, Forward time: 2.8191, Backward time: 3.5521, DDP time: 0.0040, Total iter time: 5.8131 [2020-11-08 09:39:09,820][root][INFO] - ===> Epoch[1237](2473/2): Loss -0.8081, Sem 0.0478, dir -0.9816, norm 0.1257, swav 0.0000 LR: 5.412e-02 Score 98.211 Data time: 0.3908, Forward time: 2.8195, Backward time: 3.5518, DDP time: 0.0040, Total iter time: 7.2013 [2020-11-08 09:39:17,092][root][INFO] - ===> Epoch[1237](2474/2): Loss -0.8195, Sem 0.0491, dir -0.9812, norm 0.1126, swav 0.0000 LR: 5.410e-02 Score 98.165 Data time: 0.1589, Forward time: 2.8192, Backward time: 3.5523, DDP time: 0.0040, Total iter time: 7.1302 [2020-11-08 09:39:24,693][root][INFO] - ===> Epoch[1238](2475/2): Loss -0.8040, Sem 0.0516, dir -0.9811, norm 0.1255, swav 0.0000 LR: 5.408e-02 Score 98.117 Data time: 0.2315, Forward time: 2.8192, Backward time: 3.5526, DDP time: 0.0040, Total iter time: 7.5110 [2020-11-08 09:39:31,923][root][INFO] - ===> Epoch[1238](2476/2): Loss -0.7998, Sem 0.0493, dir -0.9797, norm 0.1306, swav 0.0000 LR: 5.406e-02 Score 98.165 Data time: 0.2722, Forward time: 2.8191, Backward time: 3.5529, DDP time: 0.0040, Total iter time: 7.0764 [2020-11-08 09:39:37,965][root][INFO] - ===> Epoch[1239](2477/2): Loss -0.7988, Sem 0.0513, dir -0.9809, norm 0.1308, swav 0.0000 LR: 5.404e-02 Score 98.072 Data time: 0.3321, Forward time: 2.8192, Backward time: 3.5524, DDP time: 0.0040, Total iter time: 5.8976 [2020-11-08 09:39:43,670][root][INFO] - ===> Epoch[1239](2478/2): Loss -0.8103, Sem 0.0503, dir -0.9808, norm 0.1201, swav 0.0000 LR: 5.402e-02 Score 98.132 Data time: 0.2277, Forward time: 2.8192, Backward time: 3.5520, DDP time: 0.0040, Total iter time: 5.5609 [2020-11-08 09:39:51,810][root][INFO] - ===> Epoch[1240](2479/2): Loss -0.8011, Sem 0.0501, dir -0.9803, norm 0.1292, swav 0.0000 LR: 5.400e-02 Score 98.154 Data time: 0.2395, Forward time: 2.8190, Backward time: 3.5526, DDP time: 0.0040, Total iter time: 8.0037 [2020-11-08 09:39:58,262][root][INFO] - ===> Epoch[1240](2480/2): Loss -0.7955, Sem 0.0542, dir -0.9782, norm 0.1285, swav 0.0000 LR: 5.398e-02 Score 98.030 Data time: 0.1639, Forward time: 2.8186, Backward time: 3.5528, DDP time: 0.0040, Total iter time: 6.3069 [2020-11-08 09:40:04,514][root][INFO] - ===> Epoch[1241](2481/2): Loss -0.8011, Sem 0.0516, dir -0.9801, norm 0.1274, swav 0.0000 LR: 5.396e-02 Score 98.086 Data time: 0.3123, Forward time: 2.8187, Backward time: 3.5525, DDP time: 0.0040, Total iter time: 6.1392 [2020-11-08 09:40:11,607][root][INFO] - ===> Epoch[1241](2482/2): Loss -0.8120, Sem 0.0516, dir -0.9807, norm 0.1171, swav 0.0000 LR: 5.395e-02 Score 98.092 Data time: 0.2232, Forward time: 2.8187, Backward time: 3.5527, DDP time: 0.0040, Total iter time: 6.9537 [2020-11-08 09:40:18,388][root][INFO] - ===> Epoch[1242](2483/2): Loss -0.7909, Sem 0.0499, dir -0.9768, norm 0.1360, swav 0.0000 LR: 5.393e-02 Score 98.164 Data time: 0.2526, Forward time: 2.8187, Backward time: 3.5526, DDP time: 0.0040, Total iter time: 6.6430 [2020-11-08 09:40:24,634][root][INFO] - ===> Epoch[1242](2484/2): Loss -0.7855, Sem 0.0522, dir -0.9783, norm 0.1406, swav 0.0000 LR: 5.391e-02 Score 98.062 Data time: 0.3525, Forward time: 2.8189, Backward time: 3.5522, DDP time: 0.0040, Total iter time: 6.0945 [2020-11-08 09:40:31,932][root][INFO] - ===> Epoch[1243](2485/2): Loss -0.8079, Sem 0.0505, dir -0.9803, norm 0.1219, swav 0.0000 LR: 5.389e-02 Score 98.113 Data time: 0.2169, Forward time: 2.8186, Backward time: 3.5526, DDP time: 0.0040, Total iter time: 7.1583 [2020-11-08 09:40:38,817][root][INFO] - ===> Epoch[1243](2486/2): Loss -0.8092, Sem 0.0476, dir -0.9800, norm 0.1231, swav 0.0000 LR: 5.387e-02 Score 98.218 Data time: 0.3126, Forward time: 2.8189, Backward time: 3.5524, DDP time: 0.0040, Total iter time: 6.8016 [2020-11-08 09:40:45,454][root][INFO] - ===> Epoch[1244](2487/2): Loss -0.7940, Sem 0.0524, dir -0.9799, norm 0.1334, swav 0.0000 LR: 5.385e-02 Score 98.068 Data time: 0.2199, Forward time: 2.8188, Backward time: 3.5523, DDP time: 0.0040, Total iter time: 6.4793 [2020-11-08 09:40:53,110][root][INFO] - ===> Epoch[1244](2488/2): Loss -0.8116, Sem 0.0492, dir -0.9820, norm 0.1212, swav 0.0000 LR: 5.383e-02 Score 98.157 Data time: 0.2103, Forward time: 2.8188, Backward time: 3.5527, DDP time: 0.0040, Total iter time: 7.5310 [2020-11-08 09:41:00,956][root][INFO] - ===> Epoch[1245](2489/2): Loss -0.8020, Sem 0.0528, dir -0.9815, norm 0.1266, swav 0.0000 LR: 5.381e-02 Score 98.034 Data time: 0.2215, Forward time: 2.8184, Backward time: 3.5534, DDP time: 0.0040, Total iter time: 7.6558 [2020-11-08 09:41:06,658][root][INFO] - ===> Epoch[1245](2490/2): Loss -0.8022, Sem 0.0476, dir -0.9798, norm 0.1300, swav 0.0000 LR: 5.379e-02 Score 98.249 Data time: 0.2576, Forward time: 2.8185, Backward time: 3.5529, DDP time: 0.0040, Total iter time: 5.5637 [2020-11-08 09:41:14,199][root][INFO] - ===> Epoch[1246](2491/2): Loss -0.7845, Sem 0.0542, dir -0.9775, norm 0.1388, swav 0.0000 LR: 5.377e-02 Score 98.004 Data time: 0.2630, Forward time: 2.8186, Backward time: 3.5531, DDP time: 0.0040, Total iter time: 7.4072 [2020-11-08 09:41:19,104][root][INFO] - ===> Epoch[1246](2492/2): Loss -0.8086, Sem 0.0504, dir -0.9821, norm 0.1231, swav 0.0000 LR: 5.375e-02 Score 98.123 Data time: 0.2491, Forward time: 2.8184, Backward time: 3.5525, DDP time: 0.0040, Total iter time: 4.7197 [2020-11-08 09:41:26,442][root][INFO] - ===> Epoch[1247](2493/2): Loss -0.7974, Sem 0.0520, dir -0.9799, norm 0.1305, swav 0.0000 LR: 5.373e-02 Score 98.084 Data time: 0.2473, Forward time: 2.8183, Backward time: 3.5528, DDP time: 0.0040, Total iter time: 7.2070 [2020-11-08 09:41:33,139][root][INFO] - ===> Epoch[1247](2494/2): Loss -0.7912, Sem 0.0516, dir -0.9800, norm 0.1371, swav 0.0000 LR: 5.371e-02 Score 98.058 Data time: 0.2437, Forward time: 2.8183, Backward time: 3.5527, DDP time: 0.0040, Total iter time: 6.5515 [2020-11-08 09:41:40,015][root][INFO] - ===> Epoch[1248](2495/2): Loss -0.7992, Sem 0.0555, dir -0.9806, norm 0.1258, swav 0.0000 LR: 5.369e-02 Score 97.977 Data time: 0.3211, Forward time: 2.8184, Backward time: 3.5526, DDP time: 0.0040, Total iter time: 6.7354 [2020-11-08 09:41:46,374][root][INFO] - ===> Epoch[1248](2496/2): Loss -0.8052, Sem 0.0478, dir -0.9809, norm 0.1279, swav 0.0000 LR: 5.368e-02 Score 98.199 Data time: 0.1919, Forward time: 2.8183, Backward time: 3.5525, DDP time: 0.0040, Total iter time: 6.2003 [2020-11-08 09:41:52,786][root][INFO] - ===> Epoch[1249](2497/2): Loss -0.8043, Sem 0.0493, dir -0.9808, norm 0.1272, swav 0.0000 LR: 5.366e-02 Score 98.147 Data time: 0.1886, Forward time: 2.8180, Backward time: 3.5527, DDP time: 0.0040, Total iter time: 6.2853 [2020-11-08 09:41:58,947][root][INFO] - ===> Epoch[1249](2498/2): Loss -0.8036, Sem 0.0492, dir -0.9802, norm 0.1274, swav 0.0000 LR: 5.364e-02 Score 98.197 Data time: 0.2597, Forward time: 2.8181, Backward time: 3.5523, DDP time: 0.0040, Total iter time: 6.0399 [2020-11-08 09:42:05,472][root][INFO] - ===> Epoch[1250](2499/2): Loss -0.7994, Sem 0.0500, dir -0.9779, norm 0.1284, swav 0.0000 LR: 5.362e-02 Score 98.129 Data time: 0.2629, Forward time: 2.8182, Backward time: 3.5521, DDP time: 0.0040, Total iter time: 6.3730 [2020-11-08 09:42:11,976][root][INFO] - ===> Epoch[1250](2500/2): Loss -0.8026, Sem 0.0506, dir -0.9813, norm 0.1281, swav 0.0000 LR: 5.360e-02 Score 98.151 Data time: 0.2991, Forward time: 2.8181, Backward time: 3.5520, DDP time: 0.0040, Total iter time: 6.3838 [2020-11-08 09:42:12,758][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 09:42:12,986][root][INFO] - ===> Start testing [2020-11-08 09:43:49,509][root][INFO] - 101/312: Data time: 0.0080, Iter time: 0.3051 Loss 5.011 (AVG: 1.747) Score 61.985 (AVG: 78.917) mIOU 42.343 mAP 57.435 mAcc 55.208 IOU: 74.105 95.460 39.119 61.876 79.669 63.513 56.076 38.316 42.057 9.199 26.009 29.972 30.962 33.937 19.597 0.613 45.017 27.185 61.955 12.223 mAP: 72.877 93.992 52.570 64.747 83.388 73.219 53.840 54.490 48.123 49.450 42.896 39.063 59.589 46.729 35.059 11.076 83.981 68.782 79.173 35.654 mAcc: 94.146 99.048 61.969 79.326 90.528 83.893 72.699 52.593 56.921 9.478 30.993 37.377 65.376 39.453 27.254 0.662 87.805 32.187 68.347 14.105 [2020-11-08 09:45:19,664][root][INFO] - 201/312: Data time: 0.0071, Iter time: 0.4216 Loss 2.013 (AVG: 1.595) Score 75.767 (AVG: 80.158) mIOU 44.739 mAP 58.520 mAcc 56.528 IOU: 75.360 95.455 40.088 63.930 80.589 68.535 56.823 40.267 38.363 14.895 23.616 36.150 36.675 30.328 26.465 3.412 50.018 31.926 66.152 15.728 mAP: 74.869 94.898 49.629 69.999 83.980 78.357 56.371 54.300 50.333 43.275 40.797 39.999 56.284 47.763 39.803 19.343 88.260 69.335 74.797 38.005 mAcc: 93.779 98.976 60.566 78.099 91.361 84.877 73.140 56.341 50.689 15.354 29.369 43.761 63.645 35.013 34.276 3.620 88.073 38.055 73.426 18.137 [2020-11-08 09:46:53,603][root][INFO] - 301/312: Data time: 0.0072, Iter time: 0.4126 Loss 4.131 (AVG: 1.598) Score 56.861 (AVG: 79.785) mIOU 44.549 mAP 57.786 mAcc 56.332 IOU: 74.702 95.306 40.668 63.798 79.217 66.061 57.324 39.137 39.876 14.284 23.527 38.144 39.008 31.664 24.370 2.999 46.865 33.107 63.709 17.207 mAP: 75.180 94.949 49.270 67.181 83.928 74.747 59.198 53.181 51.159 42.817 42.086 40.901 56.545 46.104 36.962 16.332 86.439 67.448 71.784 39.514 mAcc: 93.859 98.899 60.852 77.012 89.309 84.567 74.040 53.780 52.169 14.678 27.707 46.388 63.061 36.837 30.324 3.201 85.844 41.341 72.806 19.975 [2020-11-08 09:47:04,203][root][INFO] - 312/312: Data time: 0.0039, Iter time: 0.4268 Loss 0.798 (AVG: 1.592) Score 86.972 (AVG: 79.855) mIOU 44.584 mAP 57.653 mAcc 56.321 IOU: 74.904 95.306 40.480 62.932 79.378 65.805 57.139 39.284 40.858 14.265 24.082 37.768 39.602 31.565 23.609 2.600 48.018 32.752 63.711 17.617 mAP: 75.133 94.992 48.814 66.247 83.874 74.747 58.805 53.026 51.302 42.817 42.754 40.244 56.017 46.104 36.286 16.865 87.138 68.020 70.374 39.511 mAcc: 93.869 98.879 60.479 75.584 89.511 84.567 74.134 54.029 52.909 14.678 28.383 45.741 63.247 36.837 29.427 2.746 86.544 41.480 72.880 20.503 [2020-11-08 09:47:04,203][root][INFO] - Finished test. Elapsed time: 291.2157 [2020-11-08 09:47:16,065][root][INFO] - [2020-11-08 09:47:16,065][root][INFO] - ################################################################ [2020-11-08 09:47:16,065][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 09:47:16,065][root][INFO] - ################################################################ [2020-11-08 09:47:16,065][root][INFO] - cabinet : 0.108 0.252 0.505 [2020-11-08 09:47:16,065][root][INFO] - bed : 0.310 0.668 0.796 [2020-11-08 09:47:16,065][root][INFO] - chair : 0.605 0.774 0.854 [2020-11-08 09:47:16,065][root][INFO] - sofa : 0.393 0.668 0.771 [2020-11-08 09:47:16,065][root][INFO] - table : 0.267 0.444 0.574 [2020-11-08 09:47:16,065][root][INFO] - door : 0.153 0.284 0.418 [2020-11-08 09:47:16,065][root][INFO] - window : 0.051 0.130 0.307 [2020-11-08 09:47:16,065][root][INFO] - bookshelf : 0.007 0.026 0.212 [2020-11-08 09:47:16,065][root][INFO] - picture : 0.092 0.214 0.317 [2020-11-08 09:47:16,065][root][INFO] - counter : 0.002 0.010 0.280 [2020-11-08 09:47:16,065][root][INFO] - desk : 0.022 0.089 0.456 [2020-11-08 09:47:16,066][root][INFO] - curtain : 0.041 0.108 0.159 [2020-11-08 09:47:16,066][root][INFO] - refrigerator : 0.155 0.206 0.280 [2020-11-08 09:47:16,066][root][INFO] - shower curtain : 0.036 0.036 0.051 [2020-11-08 09:47:16,066][root][INFO] - toilet : 0.705 0.877 0.918 [2020-11-08 09:47:16,066][root][INFO] - sink : 0.087 0.282 0.579 [2020-11-08 09:47:16,066][root][INFO] - bathtub : 0.365 0.512 0.671 [2020-11-08 09:47:16,066][root][INFO] - otherfurniture : 0.149 0.253 0.375 [2020-11-08 09:47:16,066][root][INFO] - ---------------------------------------------------------------- [2020-11-08 09:47:16,066][root][INFO] - average : 0.197 0.324 0.473 [2020-11-08 09:47:16,066][root][INFO] - [2020-11-08 09:47:16,272][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 09:47:16,275][root][INFO] - Current best mIoU: 44.812 at iter 1000 [2020-11-08 09:47:21,918][root][INFO] - ===> Epoch[1251](2501/2): Loss -0.8082, Sem 0.0492, dir -0.9809, norm 0.1234, swav 0.0000 LR: 5.358e-02 Score 98.169 Data time: 0.2374, Forward time: 2.8182, Backward time: 3.5516, DDP time: 0.0040, Total iter time: 5.6369 [2020-11-08 09:47:29,751][root][INFO] - ===> Epoch[1251](2502/2): Loss -0.7879, Sem 0.0533, dir -0.9798, norm 0.1386, swav 0.0000 LR: 5.356e-02 Score 98.044 Data time: 0.2061, Forward time: 2.8180, Backward time: 3.5521, DDP time: 0.0040, Total iter time: 7.7109 [2020-11-08 09:47:35,575][root][INFO] - ===> Epoch[1252](2503/2): Loss -0.8178, Sem 0.0488, dir -0.9806, norm 0.1140, swav 0.0000 LR: 5.354e-02 Score 98.198 Data time: 0.2249, Forward time: 2.8179, Backward time: 3.5519, DDP time: 0.0040, Total iter time: 5.6838 [2020-11-08 09:47:42,604][root][INFO] - ===> Epoch[1252](2504/2): Loss -0.8003, Sem 0.0532, dir -0.9802, norm 0.1267, swav 0.0000 LR: 5.352e-02 Score 98.009 Data time: 0.2618, Forward time: 2.8179, Backward time: 3.5519, DDP time: 0.0040, Total iter time: 6.8920 [2020-11-08 09:47:51,755][root][INFO] - ===> Epoch[1253](2505/2): Loss -0.8065, Sem 0.0503, dir -0.9807, norm 0.1240, swav 0.0000 LR: 5.350e-02 Score 98.125 Data time: 0.2398, Forward time: 2.8179, Backward time: 3.5528, DDP time: 0.0040, Total iter time: 8.9956 [2020-11-08 09:47:59,240][root][INFO] - ===> Epoch[1253](2506/2): Loss -0.7960, Sem 0.0500, dir -0.9796, norm 0.1336, swav 0.0000 LR: 5.348e-02 Score 98.127 Data time: 0.2440, Forward time: 2.8179, Backward time: 3.5531, DDP time: 0.0040, Total iter time: 7.3545 [2020-11-08 09:48:06,787][root][INFO] - ===> Epoch[1254](2507/2): Loss -0.8104, Sem 0.0529, dir -0.9808, norm 0.1176, swav 0.0000 LR: 5.346e-02 Score 98.045 Data time: 0.2425, Forward time: 2.8177, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 7.3818 [2020-11-08 09:48:14,016][root][INFO] - ===> Epoch[1254](2508/2): Loss -0.8019, Sem 0.0513, dir -0.9808, norm 0.1277, swav 0.0000 LR: 5.344e-02 Score 98.084 Data time: 0.2238, Forward time: 2.8176, Backward time: 3.5537, DDP time: 0.0040, Total iter time: 7.0897 [2020-11-08 09:48:21,652][root][INFO] - ===> Epoch[1255](2509/2): Loss -0.7976, Sem 0.0505, dir -0.9801, norm 0.1320, swav 0.0000 LR: 5.342e-02 Score 98.125 Data time: 0.3241, Forward time: 2.8177, Backward time: 3.5539, DDP time: 0.0040, Total iter time: 7.4988 [2020-11-08 09:48:28,345][root][INFO] - ===> Epoch[1255](2510/2): Loss -0.8057, Sem 0.0522, dir -0.9797, norm 0.1218, swav 0.0000 LR: 5.341e-02 Score 98.035 Data time: 0.3235, Forward time: 2.8180, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 6.5300 [2020-11-08 09:48:34,664][root][INFO] - ===> Epoch[1256](2511/2): Loss -0.8065, Sem 0.0496, dir -0.9828, norm 0.1267, swav 0.0000 LR: 5.339e-02 Score 98.147 Data time: 0.2611, Forward time: 2.8181, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 6.1666 [2020-11-08 09:48:43,288][root][INFO] - ===> Epoch[1256](2512/2): Loss -0.8140, Sem 0.0503, dir -0.9810, norm 0.1167, swav 0.0000 LR: 5.337e-02 Score 98.139 Data time: 0.3467, Forward time: 2.8181, Backward time: 3.5539, DDP time: 0.0040, Total iter time: 8.4901 [2020-11-08 09:48:50,297][root][INFO] - ===> Epoch[1257](2513/2): Loss -0.8032, Sem 0.0489, dir -0.9810, norm 0.1289, swav 0.0000 LR: 5.335e-02 Score 98.176 Data time: 0.4004, Forward time: 2.8184, Backward time: 3.5536, DDP time: 0.0040, Total iter time: 6.8916 [2020-11-08 09:48:56,930][root][INFO] - ===> Epoch[1257](2514/2): Loss -0.8136, Sem 0.0502, dir -0.9823, norm 0.1184, swav 0.0000 LR: 5.333e-02 Score 98.125 Data time: 0.2959, Forward time: 2.8187, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 6.4724 [2020-11-08 09:49:03,074][root][INFO] - ===> Epoch[1258](2515/2): Loss -0.8137, Sem 0.0484, dir -0.9807, norm 0.1187, swav 0.0000 LR: 5.331e-02 Score 98.203 Data time: 0.1797, Forward time: 2.8185, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 5.9921 [2020-11-08 09:49:09,123][root][INFO] - ===> Epoch[1258](2516/2): Loss -0.7929, Sem 0.0535, dir -0.9795, norm 0.1331, swav 0.0000 LR: 5.329e-02 Score 98.012 Data time: 0.1764, Forward time: 2.8181, Backward time: 3.5533, DDP time: 0.0040, Total iter time: 5.9187 [2020-11-08 09:49:15,811][root][INFO] - ===> Epoch[1259](2517/2): Loss -0.8276, Sem 0.0465, dir -0.9831, norm 0.1089, swav 0.0000 LR: 5.327e-02 Score 98.258 Data time: 0.2868, Forward time: 2.8183, Backward time: 3.5530, DDP time: 0.0040, Total iter time: 6.5922 [2020-11-08 09:49:22,807][root][INFO] - ===> Epoch[1259](2518/2): Loss -0.8063, Sem 0.0482, dir -0.9806, norm 0.1262, swav 0.0000 LR: 5.325e-02 Score 98.221 Data time: 0.1679, Forward time: 2.8180, Backward time: 3.5534, DDP time: 0.0040, Total iter time: 6.8372 [2020-11-08 09:49:29,734][root][INFO] - ===> Epoch[1260](2519/2): Loss -0.8033, Sem 0.0494, dir -0.9799, norm 0.1272, swav 0.0000 LR: 5.323e-02 Score 98.182 Data time: 0.2902, Forward time: 2.8180, Backward time: 3.5534, DDP time: 0.0040, Total iter time: 6.8024 [2020-11-08 09:49:36,414][root][INFO] - ===> Epoch[1260](2520/2): Loss -0.8054, Sem 0.0514, dir -0.9818, norm 0.1250, swav 0.0000 LR: 5.321e-02 Score 98.078 Data time: 0.2508, Forward time: 2.8179, Backward time: 3.5534, DDP time: 0.0040, Total iter time: 6.5438 [2020-11-08 09:49:44,022][root][INFO] - ===> Epoch[1261](2521/2): Loss -0.8097, Sem 0.0496, dir -0.9806, norm 0.1213, swav 0.0000 LR: 5.319e-02 Score 98.147 Data time: 0.2703, Forward time: 2.8178, Backward time: 3.5538, DDP time: 0.0040, Total iter time: 7.4556 [2020-11-08 09:49:50,942][root][INFO] - ===> Epoch[1261](2522/2): Loss -0.8095, Sem 0.0475, dir -0.9806, norm 0.1236, swav 0.0000 LR: 5.317e-02 Score 98.249 Data time: 0.2456, Forward time: 2.8177, Backward time: 3.5539, DDP time: 0.0040, Total iter time: 6.8034 [2020-11-08 09:49:57,350][root][INFO] - ===> Epoch[1262](2523/2): Loss -0.8154, Sem 0.0509, dir -0.9842, norm 0.1179, swav 0.0000 LR: 5.315e-02 Score 98.102 Data time: 0.2919, Forward time: 2.8179, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 6.2487 [2020-11-08 09:50:04,716][root][INFO] - ===> Epoch[1262](2524/2): Loss -0.8022, Sem 0.0503, dir -0.9790, norm 0.1264, swav 0.0000 LR: 5.314e-02 Score 98.101 Data time: 0.2404, Forward time: 2.8179, Backward time: 3.5537, DDP time: 0.0040, Total iter time: 7.1965 [2020-11-08 09:50:10,312][root][INFO] - ===> Epoch[1263](2525/2): Loss -0.8060, Sem 0.0497, dir -0.9802, norm 0.1245, swav 0.0000 LR: 5.312e-02 Score 98.173 Data time: 0.2278, Forward time: 2.8179, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 5.4293 [2020-11-08 09:50:17,455][root][INFO] - ===> Epoch[1263](2526/2): Loss -0.8115, Sem 0.0508, dir -0.9813, norm 0.1190, swav 0.0000 LR: 5.310e-02 Score 98.084 Data time: 0.2355, Forward time: 2.8178, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 7.0015 [2020-11-08 09:50:25,120][root][INFO] - ===> Epoch[1264](2527/2): Loss -0.8001, Sem 0.0527, dir -0.9800, norm 0.1272, swav 0.0000 LR: 5.308e-02 Score 98.046 Data time: 0.3693, Forward time: 2.8182, Backward time: 3.5533, DDP time: 0.0040, Total iter time: 7.5239 [2020-11-08 09:50:33,364][root][INFO] - ===> Epoch[1264](2528/2): Loss -0.8026, Sem 0.0514, dir -0.9793, norm 0.1253, swav 0.0000 LR: 5.306e-02 Score 98.122 Data time: 0.3219, Forward time: 2.8185, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 8.0761 [2020-11-08 09:50:38,856][root][INFO] - ===> Epoch[1265](2529/2): Loss -0.8087, Sem 0.0498, dir -0.9807, norm 0.1222, swav 0.0000 LR: 5.304e-02 Score 98.154 Data time: 0.1665, Forward time: 2.8182, Backward time: 3.5534, DDP time: 0.0040, Total iter time: 5.3305 [2020-11-08 09:50:47,009][root][INFO] - ===> Epoch[1265](2530/2): Loss -0.8002, Sem 0.0506, dir -0.9811, norm 0.1303, swav 0.0000 LR: 5.302e-02 Score 98.119 Data time: 0.3614, Forward time: 2.8187, Backward time: 3.5533, DDP time: 0.0040, Total iter time: 8.0651 [2020-11-08 09:50:53,805][root][INFO] - ===> Epoch[1266](2531/2): Loss -0.8082, Sem 0.0503, dir -0.9816, norm 0.1230, swav 0.0000 LR: 5.300e-02 Score 98.127 Data time: 0.2428, Forward time: 2.8188, Backward time: 3.5532, DDP time: 0.0040, Total iter time: 6.6549 [2020-11-08 09:51:00,512][root][INFO] - ===> Epoch[1266](2532/2): Loss -0.8096, Sem 0.0527, dir -0.9809, norm 0.1187, swav 0.0000 LR: 5.298e-02 Score 98.049 Data time: 0.1613, Forward time: 2.8185, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 6.5465 [2020-11-08 09:51:07,200][root][INFO] - ===> Epoch[1267](2533/2): Loss -0.8071, Sem 0.0500, dir -0.9817, norm 0.1246, swav 0.0000 LR: 5.296e-02 Score 98.153 Data time: 0.2565, Forward time: 2.8185, Backward time: 3.5535, DDP time: 0.0040, Total iter time: 6.5995 [2020-11-08 09:51:14,737][root][INFO] - ===> Epoch[1267](2534/2): Loss -0.8152, Sem 0.0498, dir -0.9816, norm 0.1166, swav 0.0000 LR: 5.294e-02 Score 98.165 Data time: 0.2575, Forward time: 2.8185, Backward time: 3.5537, DDP time: 0.0040, Total iter time: 7.4076 [2020-11-08 09:51:22,660][root][INFO] - ===> Epoch[1268](2535/2): Loss -0.8094, Sem 0.0514, dir -0.9828, norm 0.1220, swav 0.0000 LR: 5.292e-02 Score 98.089 Data time: 0.2319, Forward time: 2.8182, Backward time: 3.5544, DDP time: 0.0040, Total iter time: 7.7727 [2020-11-08 09:51:30,315][root][INFO] - ===> Epoch[1268](2536/2): Loss -0.8129, Sem 0.0516, dir -0.9815, norm 0.1169, swav 0.0000 LR: 5.290e-02 Score 98.096 Data time: 0.2636, Forward time: 2.8181, Backward time: 3.5548, DDP time: 0.0040, Total iter time: 7.5461 [2020-11-08 09:51:38,040][root][INFO] - ===> Epoch[1269](2537/2): Loss -0.8093, Sem 0.0498, dir -0.9814, norm 0.1223, swav 0.0000 LR: 5.288e-02 Score 98.149 Data time: 0.2458, Forward time: 2.8182, Backward time: 3.5551, DDP time: 0.0040, Total iter time: 7.5969 [2020-11-08 09:51:44,398][root][INFO] - ===> Epoch[1269](2538/2): Loss -0.8213, Sem 0.0472, dir -0.9812, norm 0.1127, swav 0.0000 LR: 5.286e-02 Score 98.245 Data time: 0.2630, Forward time: 2.8181, Backward time: 3.5550, DDP time: 0.0040, Total iter time: 6.2140 [2020-11-08 09:51:52,283][root][INFO] - ===> Epoch[1270](2539/2): Loss -0.8106, Sem 0.0518, dir -0.9806, norm 0.1183, swav 0.0000 LR: 5.285e-02 Score 98.086 Data time: 0.2021, Forward time: 2.8179, Backward time: 3.5556, DDP time: 0.0040, Total iter time: 7.7524 [2020-11-08 09:51:59,666][root][INFO] - ===> Epoch[1270](2540/2): Loss -0.8141, Sem 0.0501, dir -0.9823, norm 0.1181, swav 0.0000 LR: 5.283e-02 Score 98.139 Data time: 0.2094, Forward time: 2.8177, Backward time: 3.5559, DDP time: 0.0040, Total iter time: 7.2606 [2020-11-08 09:52:05,250][root][INFO] - ===> Epoch[1271](2541/2): Loss -0.8229, Sem 0.0495, dir -0.9837, norm 0.1113, swav 0.0000 LR: 5.281e-02 Score 98.168 Data time: 0.2611, Forward time: 2.8177, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 5.4422 [2020-11-08 09:52:13,302][root][INFO] - ===> Epoch[1271](2542/2): Loss -0.8121, Sem 0.0474, dir -0.9805, norm 0.1209, swav 0.0000 LR: 5.279e-02 Score 98.222 Data time: 0.2863, Forward time: 2.8178, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 7.8821 [2020-11-08 09:52:20,892][root][INFO] - ===> Epoch[1272](2543/2): Loss -0.8163, Sem 0.0539, dir -0.9816, norm 0.1114, swav 0.0000 LR: 5.277e-02 Score 98.008 Data time: 0.3336, Forward time: 2.8181, Backward time: 3.5558, DDP time: 0.0040, Total iter time: 7.4626 [2020-11-08 09:52:26,968][root][INFO] - ===> Epoch[1272](2544/2): Loss -0.8231, Sem 0.0475, dir -0.9823, norm 0.1116, swav 0.0000 LR: 5.275e-02 Score 98.226 Data time: 0.1938, Forward time: 2.8179, Backward time: 3.5557, DDP time: 0.0040, Total iter time: 5.9291 [2020-11-08 09:52:33,274][root][INFO] - ===> Epoch[1273](2545/2): Loss -0.8071, Sem 0.0535, dir -0.9813, norm 0.1207, swav 0.0000 LR: 5.273e-02 Score 98.075 Data time: 0.3149, Forward time: 2.8181, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 6.1943 [2020-11-08 09:52:40,051][root][INFO] - ===> Epoch[1273](2546/2): Loss -0.8161, Sem 0.0502, dir -0.9830, norm 0.1168, swav 0.0000 LR: 5.271e-02 Score 98.132 Data time: 0.1777, Forward time: 2.8178, Backward time: 3.5555, DDP time: 0.0040, Total iter time: 6.6300 [2020-11-08 09:52:47,538][root][INFO] - ===> Epoch[1274](2547/2): Loss -0.8068, Sem 0.0478, dir -0.9814, norm 0.1268, swav 0.0000 LR: 5.269e-02 Score 98.243 Data time: 0.2043, Forward time: 2.8174, Backward time: 3.5561, DDP time: 0.0040, Total iter time: 7.3376 [2020-11-08 09:52:54,385][root][INFO] - ===> Epoch[1274](2548/2): Loss -0.8149, Sem 0.0518, dir -0.9818, norm 0.1150, swav 0.0000 LR: 5.267e-02 Score 98.087 Data time: 0.2857, Forward time: 2.8176, Backward time: 3.5560, DDP time: 0.0040, Total iter time: 6.7419 [2020-11-08 09:52:59,960][root][INFO] - ===> Epoch[1275](2549/2): Loss -0.8138, Sem 0.0492, dir -0.9815, norm 0.1185, swav 0.0000 LR: 5.265e-02 Score 98.177 Data time: 0.2374, Forward time: 2.8176, Backward time: 3.5555, DDP time: 0.0040, Total iter time: 5.4240 [2020-11-08 09:53:07,028][root][INFO] - ===> Epoch[1275](2550/2): Loss -0.8092, Sem 0.0513, dir -0.9822, norm 0.1217, swav 0.0000 LR: 5.263e-02 Score 98.101 Data time: 0.3228, Forward time: 2.8178, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 6.9186 [2020-11-08 09:53:14,999][root][INFO] - ===> Epoch[1276](2551/2): Loss -0.8144, Sem 0.0471, dir -0.9818, norm 0.1204, swav 0.0000 LR: 5.261e-02 Score 98.230 Data time: 0.3575, Forward time: 2.8184, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 7.7982 [2020-11-08 09:53:21,741][root][INFO] - ===> Epoch[1276](2552/2): Loss -0.8221, Sem 0.0492, dir -0.9815, norm 0.1103, swav 0.0000 LR: 5.259e-02 Score 98.154 Data time: 0.1728, Forward time: 2.8181, Backward time: 3.5554, DDP time: 0.0040, Total iter time: 6.5843 [2020-11-08 09:53:28,644][root][INFO] - ===> Epoch[1277](2553/2): Loss -0.8142, Sem 0.0487, dir -0.9828, norm 0.1198, swav 0.0000 LR: 5.257e-02 Score 98.182 Data time: 0.2497, Forward time: 2.8182, Backward time: 3.5553, DDP time: 0.0040, Total iter time: 6.7785 [2020-11-08 09:53:33,889][root][INFO] - ===> Epoch[1277](2554/2): Loss -0.8248, Sem 0.0482, dir -0.9832, norm 0.1102, swav 0.0000 LR: 5.256e-02 Score 98.204 Data time: 0.1818, Forward time: 2.8179, Backward time: 3.5550, DDP time: 0.0040, Total iter time: 5.1072 [2020-11-08 09:53:41,065][root][INFO] - ===> Epoch[1278](2555/2): Loss -0.8144, Sem 0.0533, dir -0.9823, norm 0.1146, swav 0.0000 LR: 5.254e-02 Score 98.015 Data time: 0.2535, Forward time: 2.8179, Backward time: 3.5552, DDP time: 0.0040, Total iter time: 7.0707 [2020-11-08 09:53:47,929][root][INFO] - ===> Epoch[1278](2556/2): Loss -0.8178, Sem 0.0486, dir -0.9815, norm 0.1151, swav 0.0000 LR: 5.252e-02 Score 98.176 Data time: 0.2594, Forward time: 2.8178, Backward time: 3.5553, DDP time: 0.0041, Total iter time: 6.7081 [2020-11-08 09:53:55,097][root][INFO] - ===> Epoch[1279](2557/2): Loss -0.8234, Sem 0.0487, dir -0.9831, norm 0.1110, swav 0.0000 LR: 5.250e-02 Score 98.168 Data time: 0.3972, Forward time: 2.8182, Backward time: 3.5550, DDP time: 0.0041, Total iter time: 7.0319 [2020-11-08 09:54:01,714][root][INFO] - ===> Epoch[1279](2558/2): Loss -0.8181, Sem 0.0495, dir -0.9836, norm 0.1160, swav 0.0000 LR: 5.248e-02 Score 98.132 Data time: 0.2967, Forward time: 2.8185, Backward time: 3.5546, DDP time: 0.0041, Total iter time: 6.4603 [2020-11-08 09:54:08,442][root][INFO] - ===> Epoch[1280](2559/2): Loss -0.8100, Sem 0.0518, dir -0.9811, norm 0.1192, swav 0.0000 LR: 5.246e-02 Score 98.083 Data time: 0.2284, Forward time: 2.8184, Backward time: 3.5546, DDP time: 0.0041, Total iter time: 6.5785 [2020-11-08 09:54:16,386][root][INFO] - ===> Epoch[1280](2560/2): Loss -0.8296, Sem 0.0468, dir -0.9837, norm 0.1073, swav 0.0000 LR: 5.244e-02 Score 98.247 Data time: 0.2232, Forward time: 2.8182, Backward time: 3.5552, DDP time: 0.0041, Total iter time: 7.8029 [2020-11-08 09:54:25,290][root][INFO] - ===> Epoch[1281](2561/2): Loss -0.8260, Sem 0.0489, dir -0.9835, norm 0.1087, swav 0.0000 LR: 5.242e-02 Score 98.181 Data time: 0.4479, Forward time: 2.8189, Backward time: 3.5553, DDP time: 0.0041, Total iter time: 8.7753 [2020-11-08 09:54:32,643][root][INFO] - ===> Epoch[1281](2562/2): Loss -0.8132, Sem 0.0514, dir -0.9831, norm 0.1185, swav 0.0000 LR: 5.240e-02 Score 98.065 Data time: 0.2308, Forward time: 2.8189, Backward time: 3.5555, DDP time: 0.0041, Total iter time: 7.2018 [2020-11-08 09:54:38,467][root][INFO] - ===> Epoch[1282](2563/2): Loss -0.8182, Sem 0.0490, dir -0.9819, norm 0.1146, swav 0.0000 LR: 5.238e-02 Score 98.147 Data time: 0.2048, Forward time: 2.8186, Backward time: 3.5554, DDP time: 0.0041, Total iter time: 5.6145 [2020-11-08 09:54:45,503][root][INFO] - ===> Epoch[1282](2564/2): Loss -0.8120, Sem 0.0490, dir -0.9826, norm 0.1216, swav 0.0000 LR: 5.236e-02 Score 98.166 Data time: 0.3344, Forward time: 2.8189, Backward time: 3.5551, DDP time: 0.0041, Total iter time: 6.9101 [2020-11-08 09:54:50,863][root][INFO] - ===> Epoch[1283](2565/2): Loss -0.8138, Sem 0.0484, dir -0.9820, norm 0.1199, swav 0.0000 LR: 5.234e-02 Score 98.188 Data time: 0.2451, Forward time: 2.8188, Backward time: 3.5547, DDP time: 0.0041, Total iter time: 5.1939 [2020-11-08 09:54:59,151][root][INFO] - ===> Epoch[1283](2566/2): Loss -0.8058, Sem 0.0555, dir -0.9816, norm 0.1203, swav 0.0000 LR: 5.232e-02 Score 97.931 Data time: 0.2138, Forward time: 2.8185, Backward time: 3.5555, DDP time: 0.0041, Total iter time: 8.1163 [2020-11-08 09:55:05,056][root][INFO] - ===> Epoch[1284](2567/2): Loss -0.8318, Sem 0.0457, dir -0.9836, norm 0.1061, swav 0.0000 LR: 5.230e-02 Score 98.306 Data time: 0.1933, Forward time: 2.8183, Backward time: 3.5554, DDP time: 0.0041, Total iter time: 5.7710 [2020-11-08 09:55:12,368][root][INFO] - ===> Epoch[1284](2568/2): Loss -0.8176, Sem 0.0508, dir -0.9824, norm 0.1141, swav 0.0000 LR: 5.228e-02 Score 98.104 Data time: 0.2133, Forward time: 2.8181, Backward time: 3.5558, DDP time: 0.0041, Total iter time: 7.1673 [2020-11-08 09:55:18,907][root][INFO] - ===> Epoch[1285](2569/2): Loss -0.8173, Sem 0.0477, dir -0.9822, norm 0.1173, swav 0.0000 LR: 5.227e-02 Score 98.209 Data time: 0.2650, Forward time: 2.8179, Backward time: 3.5558, DDP time: 0.0041, Total iter time: 6.3772 [2020-11-08 09:55:24,941][root][INFO] - ===> Epoch[1285](2570/2): Loss -0.8233, Sem 0.0532, dir -0.9836, norm 0.1072, swav 0.0000 LR: 5.225e-02 Score 98.026 Data time: 0.3165, Forward time: 2.8180, Backward time: 3.5553, DDP time: 0.0041, Total iter time: 5.8750 [2020-11-08 09:55:29,864][root][INFO] - ===> Epoch[1286](2571/2): Loss -0.8143, Sem 0.0455, dir -0.9826, norm 0.1227, swav 0.0000 LR: 5.223e-02 Score 98.318 Data time: 0.2206, Forward time: 2.8179, Backward time: 3.5547, DDP time: 0.0041, Total iter time: 4.7673 [2020-11-08 09:55:37,809][root][INFO] - ===> Epoch[1286](2572/2): Loss -0.8090, Sem 0.0518, dir -0.9814, norm 0.1207, swav 0.0000 LR: 5.221e-02 Score 98.089 Data time: 0.2266, Forward time: 2.8177, Backward time: 3.5553, DDP time: 0.0041, Total iter time: 7.8352 [2020-11-08 09:55:45,080][root][INFO] - ===> Epoch[1287](2573/2): Loss -0.8146, Sem 0.0491, dir -0.9827, norm 0.1190, swav 0.0000 LR: 5.219e-02 Score 98.168 Data time: 0.1646, Forward time: 2.8174, Backward time: 3.5558, DDP time: 0.0041, Total iter time: 7.1305 [2020-11-08 09:55:53,059][root][INFO] - ===> Epoch[1287](2574/2): Loss -0.8176, Sem 0.0498, dir -0.9821, norm 0.1147, swav 0.0000 LR: 5.217e-02 Score 98.152 Data time: 0.1968, Forward time: 2.8170, Backward time: 3.5566, DDP time: 0.0041, Total iter time: 7.8529 [2020-11-08 09:55:59,130][root][INFO] - ===> Epoch[1288](2575/2): Loss -0.8252, Sem 0.0499, dir -0.9822, norm 0.1072, swav 0.0000 LR: 5.215e-02 Score 98.134 Data time: 0.2137, Forward time: 2.8170, Backward time: 3.5564, DDP time: 0.0041, Total iter time: 5.9936 [2020-11-08 09:56:06,805][root][INFO] - ===> Epoch[1288](2576/2): Loss -0.8289, Sem 0.0469, dir -0.9848, norm 0.1089, swav 0.0000 LR: 5.213e-02 Score 98.239 Data time: 0.1857, Forward time: 2.8167, Backward time: 3.5570, DDP time: 0.0041, Total iter time: 7.5386 [2020-11-08 09:56:13,606][root][INFO] - ===> Epoch[1289](2577/2): Loss -0.8158, Sem 0.0497, dir -0.9825, norm 0.1170, swav 0.0000 LR: 5.211e-02 Score 98.152 Data time: 0.2754, Forward time: 2.8169, Backward time: 3.5568, DDP time: 0.0041, Total iter time: 6.6765 [2020-11-08 09:56:20,217][root][INFO] - ===> Epoch[1289](2578/2): Loss -0.8139, Sem 0.0524, dir -0.9834, norm 0.1170, swav 0.0000 LR: 5.209e-02 Score 98.028 Data time: 0.2440, Forward time: 2.8168, Backward time: 3.5568, DDP time: 0.0041, Total iter time: 6.4485 [2020-11-08 09:56:26,791][root][INFO] - ===> Epoch[1290](2579/2): Loss -0.8316, Sem 0.0484, dir -0.9836, norm 0.1037, swav 0.0000 LR: 5.207e-02 Score 98.212 Data time: 0.3133, Forward time: 2.8169, Backward time: 3.5566, DDP time: 0.0041, Total iter time: 6.4222 [2020-11-08 09:56:34,571][root][INFO] - ===> Epoch[1290](2580/2): Loss -0.8151, Sem 0.0493, dir -0.9827, norm 0.1184, swav 0.0000 LR: 5.205e-02 Score 98.135 Data time: 0.2201, Forward time: 2.8168, Backward time: 3.5569, DDP time: 0.0041, Total iter time: 7.6387 [2020-11-08 09:56:41,177][root][INFO] - ===> Epoch[1291](2581/2): Loss -0.8114, Sem 0.0515, dir -0.9792, norm 0.1163, swav 0.0000 LR: 5.203e-02 Score 98.074 Data time: 0.2289, Forward time: 2.8168, Backward time: 3.5569, DDP time: 0.0041, Total iter time: 6.4607 [2020-11-08 09:56:46,753][root][INFO] - ===> Epoch[1291](2582/2): Loss -0.8175, Sem 0.0502, dir -0.9827, norm 0.1149, swav 0.0000 LR: 5.201e-02 Score 98.128 Data time: 0.2359, Forward time: 2.8167, Backward time: 3.5565, DDP time: 0.0041, Total iter time: 5.4349 [2020-11-08 09:56:53,957][root][INFO] - ===> Epoch[1292](2583/2): Loss -0.8075, Sem 0.0537, dir -0.9815, norm 0.1202, swav 0.0000 LR: 5.199e-02 Score 98.014 Data time: 0.3387, Forward time: 2.8170, Backward time: 3.5563, DDP time: 0.0041, Total iter time: 7.0745 [2020-11-08 09:56:59,421][root][INFO] - ===> Epoch[1292](2584/2): Loss -0.8079, Sem 0.0499, dir -0.9826, norm 0.1247, swav 0.0000 LR: 5.198e-02 Score 98.146 Data time: 0.2237, Forward time: 2.8169, Backward time: 3.5559, DDP time: 0.0041, Total iter time: 5.2795 [2020-11-08 09:57:06,618][root][INFO] - ===> Epoch[1293](2585/2): Loss -0.8067, Sem 0.0501, dir -0.9800, norm 0.1232, swav 0.0000 LR: 5.196e-02 Score 98.149 Data time: 0.2888, Forward time: 2.8170, Backward time: 3.5559, DDP time: 0.0041, Total iter time: 7.0532 [2020-11-08 09:57:14,090][root][INFO] - ===> Epoch[1293](2586/2): Loss -0.7995, Sem 0.0517, dir -0.9791, norm 0.1279, swav 0.0000 LR: 5.194e-02 Score 98.125 Data time: 0.2380, Forward time: 2.8169, Backward time: 3.5563, DDP time: 0.0041, Total iter time: 7.3321 [2020-11-08 09:57:19,428][root][INFO] - ===> Epoch[1294](2587/2): Loss -0.7992, Sem 0.0478, dir -0.9802, norm 0.1333, swav 0.0000 LR: 5.192e-02 Score 98.199 Data time: 0.2664, Forward time: 2.8169, Backward time: 3.5557, DDP time: 0.0041, Total iter time: 5.2076 [2020-11-08 09:57:25,469][root][INFO] - ===> Epoch[1294](2588/2): Loss -0.8019, Sem 0.0494, dir -0.9794, norm 0.1282, swav 0.0000 LR: 5.190e-02 Score 98.154 Data time: 0.2104, Forward time: 2.8167, Backward time: 3.5556, DDP time: 0.0041, Total iter time: 5.8877 [2020-11-08 09:57:33,391][root][INFO] - ===> Epoch[1295](2589/2): Loss -0.7991, Sem 0.0523, dir -0.9811, norm 0.1297, swav 0.0000 LR: 5.188e-02 Score 98.062 Data time: 0.1680, Forward time: 2.8163, Backward time: 3.5563, DDP time: 0.0041, Total iter time: 7.7792 [2020-11-08 09:57:39,863][root][INFO] - ===> Epoch[1295](2590/2): Loss -0.8034, Sem 0.0468, dir -0.9800, norm 0.1298, swav 0.0000 LR: 5.186e-02 Score 98.277 Data time: 0.1831, Forward time: 2.8161, Backward time: 3.5565, DDP time: 0.0041, Total iter time: 6.3890 [2020-11-08 09:57:46,426][root][INFO] - ===> Epoch[1296](2591/2): Loss -0.8046, Sem 0.0506, dir -0.9800, norm 0.1248, swav 0.0000 LR: 5.184e-02 Score 98.095 Data time: 0.2396, Forward time: 2.8158, Backward time: 3.5566, DDP time: 0.0041, Total iter time: 6.4248 [2020-11-08 09:57:52,458][root][INFO] - ===> Epoch[1296](2592/2): Loss -0.8019, Sem 0.0511, dir -0.9795, norm 0.1265, swav 0.0000 LR: 5.182e-02 Score 98.099 Data time: 0.3083, Forward time: 2.8159, Backward time: 3.5562, DDP time: 0.0041, Total iter time: 5.9105 [2020-11-08 09:57:59,887][root][INFO] - ===> Epoch[1297](2593/2): Loss -0.8069, Sem 0.0493, dir -0.9807, norm 0.1245, swav 0.0000 LR: 5.180e-02 Score 98.188 Data time: 0.3180, Forward time: 2.8160, Backward time: 3.5563, DDP time: 0.0041, Total iter time: 7.2779 [2020-11-08 09:58:07,114][root][INFO] - ===> Epoch[1297](2594/2): Loss -0.8064, Sem 0.0511, dir -0.9822, norm 0.1247, swav 0.0000 LR: 5.178e-02 Score 98.100 Data time: 0.3787, Forward time: 2.8163, Backward time: 3.5561, DDP time: 0.0041, Total iter time: 7.0862 [2020-11-08 09:58:13,084][root][INFO] - ===> Epoch[1298](2595/2): Loss -0.8098, Sem 0.0486, dir -0.9812, norm 0.1229, swav 0.0000 LR: 5.176e-02 Score 98.179 Data time: 0.2551, Forward time: 2.8164, Backward time: 3.5557, DDP time: 0.0041, Total iter time: 5.8396 [2020-11-08 09:58:18,759][root][INFO] - ===> Epoch[1298](2596/2): Loss -0.8078, Sem 0.0503, dir -0.9820, norm 0.1239, swav 0.0000 LR: 5.174e-02 Score 98.106 Data time: 0.2341, Forward time: 2.8164, Backward time: 3.5553, DDP time: 0.0041, Total iter time: 5.5378 [2020-11-08 09:58:25,141][root][INFO] - ===> Epoch[1299](2597/2): Loss -0.8114, Sem 0.0469, dir -0.9810, norm 0.1227, swav 0.0000 LR: 5.172e-02 Score 98.251 Data time: 0.2269, Forward time: 2.8163, Backward time: 3.5552, DDP time: 0.0041, Total iter time: 6.2674 [2020-11-08 09:58:32,373][root][INFO] - ===> Epoch[1299](2598/2): Loss -0.7940, Sem 0.0508, dir -0.9799, norm 0.1351, swav 0.0000 LR: 5.170e-02 Score 98.094 Data time: 0.2504, Forward time: 2.8163, Backward time: 3.5553, DDP time: 0.0041, Total iter time: 7.0791 [2020-11-08 09:58:38,632][root][INFO] - ===> Epoch[1300](2599/2): Loss -0.8271, Sem 0.0477, dir -0.9848, norm 0.1100, swav 0.0000 LR: 5.169e-02 Score 98.210 Data time: 0.3493, Forward time: 2.8165, Backward time: 3.5549, DDP time: 0.0041, Total iter time: 6.1209 [2020-11-08 09:58:46,393][root][INFO] - ===> Epoch[1300](2600/2): Loss -0.8215, Sem 0.0469, dir -0.9821, norm 0.1137, swav 0.0000 LR: 5.167e-02 Score 98.221 Data time: 0.4180, Forward time: 2.8170, Backward time: 3.5547, DDP time: 0.0041, Total iter time: 7.5936 [2020-11-08 09:58:52,474][root][INFO] - ===> Epoch[1301](2601/2): Loss -0.8070, Sem 0.0534, dir -0.9809, norm 0.1206, swav 0.0000 LR: 5.165e-02 Score 98.024 Data time: 0.2729, Forward time: 2.8170, Backward time: 3.5544, DDP time: 0.0041, Total iter time: 5.9249 [2020-11-08 09:58:59,060][root][INFO] - ===> Epoch[1301](2602/2): Loss -0.8043, Sem 0.0510, dir -0.9815, norm 0.1262, swav 0.0000 LR: 5.163e-02 Score 98.097 Data time: 0.3047, Forward time: 2.8173, Backward time: 3.5540, DDP time: 0.0041, Total iter time: 6.4381 [2020-11-08 09:59:05,002][root][INFO] - ===> Epoch[1302](2603/2): Loss -0.7980, Sem 0.0512, dir -0.9808, norm 0.1317, swav 0.0000 LR: 5.161e-02 Score 98.091 Data time: 0.2121, Forward time: 2.8172, Backward time: 3.5538, DDP time: 0.0041, Total iter time: 5.7831 [2020-11-08 09:59:12,732][root][INFO] - ===> Epoch[1302](2604/2): Loss -0.8095, Sem 0.0500, dir -0.9808, norm 0.1214, swav 0.0000 LR: 5.159e-02 Score 98.128 Data time: 0.2378, Forward time: 2.8169, Backward time: 3.5543, DDP time: 0.0041, Total iter time: 7.5975 [2020-11-08 09:59:19,548][root][INFO] - ===> Epoch[1303](2605/2): Loss -0.8198, Sem 0.0469, dir -0.9824, norm 0.1157, swav 0.0000 LR: 5.157e-02 Score 98.238 Data time: 0.2386, Forward time: 2.8168, Backward time: 3.5545, DDP time: 0.0041, Total iter time: 6.7037 [2020-11-08 09:59:26,460][root][INFO] - ===> Epoch[1303](2606/2): Loss -0.8043, Sem 0.0496, dir -0.9815, norm 0.1276, swav 0.0000 LR: 5.155e-02 Score 98.153 Data time: 0.3095, Forward time: 2.8168, Backward time: 3.5545, DDP time: 0.0041, Total iter time: 6.7707 [2020-11-08 09:59:33,880][root][INFO] - ===> Epoch[1304](2607/2): Loss -0.8104, Sem 0.0494, dir -0.9816, norm 0.1217, swav 0.0000 LR: 5.153e-02 Score 98.175 Data time: 0.2255, Forward time: 2.8165, Backward time: 3.5549, DDP time: 0.0041, Total iter time: 7.2490 [2020-11-08 09:59:40,479][root][INFO] - ===> Epoch[1304](2608/2): Loss -0.8038, Sem 0.0507, dir -0.9804, norm 0.1260, swav 0.0000 LR: 5.151e-02 Score 98.107 Data time: 0.1933, Forward time: 2.8164, Backward time: 3.5550, DDP time: 0.0041, Total iter time: 6.4752 [2020-11-08 09:59:47,408][root][INFO] - ===> Epoch[1305](2609/2): Loss -0.8007, Sem 0.0484, dir -0.9799, norm 0.1308, swav 0.0000 LR: 5.149e-02 Score 98.177 Data time: 0.2140, Forward time: 2.8163, Backward time: 3.5552, DDP time: 0.0041, Total iter time: 6.8047 [2020-11-08 09:59:54,737][root][INFO] - ===> Epoch[1305](2610/2): Loss -0.8073, Sem 0.0518, dir -0.9812, norm 0.1221, swav 0.0000 LR: 5.147e-02 Score 98.069 Data time: 0.2113, Forward time: 2.8162, Backward time: 3.5554, DDP time: 0.0041, Total iter time: 7.1998 [2020-11-08 10:00:01,139][root][INFO] - ===> Epoch[1306](2611/2): Loss -0.8101, Sem 0.0493, dir -0.9805, norm 0.1211, swav 0.0000 LR: 5.145e-02 Score 98.151 Data time: 0.2347, Forward time: 2.8161, Backward time: 3.5553, DDP time: 0.0041, Total iter time: 6.2249 [2020-11-08 10:00:07,013][root][INFO] - ===> Epoch[1306](2612/2): Loss -0.7978, Sem 0.0488, dir -0.9785, norm 0.1319, swav 0.0000 LR: 5.143e-02 Score 98.147 Data time: 0.2876, Forward time: 2.8162, Backward time: 3.5548, DDP time: 0.0041, Total iter time: 5.7361 [2020-11-08 10:00:14,452][root][INFO] - ===> Epoch[1307](2613/2): Loss -0.8133, Sem 0.0489, dir -0.9826, norm 0.1204, swav 0.0000 LR: 5.141e-02 Score 98.173 Data time: 0.3530, Forward time: 2.8167, Backward time: 3.5546, DDP time: 0.0041, Total iter time: 7.3020 [2020-11-08 10:00:21,288][root][INFO] - ===> Epoch[1307](2614/2): Loss -0.7970, Sem 0.0495, dir -0.9799, norm 0.1334, swav 0.0000 LR: 5.139e-02 Score 98.148 Data time: 0.3373, Forward time: 2.8168, Backward time: 3.5544, DDP time: 0.0041, Total iter time: 6.6865 [2020-11-08 10:00:28,106][root][INFO] - ===> Epoch[1308](2615/2): Loss -0.7992, Sem 0.0524, dir -0.9781, norm 0.1265, swav 0.0000 LR: 5.138e-02 Score 98.071 Data time: 0.2982, Forward time: 2.8171, Backward time: 3.5541, DDP time: 0.0041, Total iter time: 6.6863 [2020-11-08 10:00:34,539][root][INFO] - ===> Epoch[1308](2616/2): Loss -0.8130, Sem 0.0492, dir -0.9815, norm 0.1192, swav 0.0000 LR: 5.136e-02 Score 98.157 Data time: 0.3100, Forward time: 2.8172, Backward time: 3.5539, DDP time: 0.0041, Total iter time: 6.3029 [2020-11-08 10:00:39,799][root][INFO] - ===> Epoch[1309](2617/2): Loss -0.8047, Sem 0.0460, dir -0.9784, norm 0.1277, swav 0.0000 LR: 5.134e-02 Score 98.269 Data time: 0.2376, Forward time: 2.8172, Backward time: 3.5533, DDP time: 0.0041, Total iter time: 5.1339 [2020-11-08 10:00:46,473][root][INFO] - ===> Epoch[1309](2618/2): Loss -0.8067, Sem 0.0519, dir -0.9798, norm 0.1212, swav 0.0000 LR: 5.132e-02 Score 98.027 Data time: 0.3035, Forward time: 2.8173, Backward time: 3.5531, DDP time: 0.0041, Total iter time: 6.5372 [2020-11-08 10:00:53,121][root][INFO] - ===> Epoch[1310](2619/2): Loss -0.8172, Sem 0.0496, dir -0.9828, norm 0.1160, swav 0.0000 LR: 5.130e-02 Score 98.155 Data time: 0.2397, Forward time: 2.8171, Backward time: 3.5532, DDP time: 0.0041, Total iter time: 6.4812 [2020-11-08 10:00:59,140][root][INFO] - ===> Epoch[1310](2620/2): Loss -0.7952, Sem 0.0495, dir -0.9786, norm 0.1340, swav 0.0000 LR: 5.128e-02 Score 98.168 Data time: 0.2600, Forward time: 2.8173, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 5.9115 [2020-11-08 10:01:06,962][root][INFO] - ===> Epoch[1311](2621/2): Loss -0.8195, Sem 0.0505, dir -0.9828, norm 0.1129, swav 0.0000 LR: 5.126e-02 Score 98.099 Data time: 0.1710, Forward time: 2.8168, Backward time: 3.5537, DDP time: 0.0041, Total iter time: 7.6948 [2020-11-08 10:01:14,339][root][INFO] - ===> Epoch[1311](2622/2): Loss -0.7968, Sem 0.0509, dir -0.9763, norm 0.1286, swav 0.0000 LR: 5.124e-02 Score 98.120 Data time: 0.3156, Forward time: 2.8170, Backward time: 3.5537, DDP time: 0.0041, Total iter time: 7.2933 [2020-11-08 10:01:21,394][root][INFO] - ===> Epoch[1312](2623/2): Loss -0.7875, Sem 0.0488, dir -0.9781, norm 0.1417, swav 0.0000 LR: 5.122e-02 Score 98.206 Data time: 0.3478, Forward time: 2.8174, Backward time: 3.5534, DDP time: 0.0041, Total iter time: 6.9222 [2020-11-08 10:01:27,543][root][INFO] - ===> Epoch[1312](2624/2): Loss -0.8200, Sem 0.0501, dir -0.9833, norm 0.1132, swav 0.0000 LR: 5.120e-02 Score 98.128 Data time: 0.2792, Forward time: 2.8175, Backward time: 3.5530, DDP time: 0.0041, Total iter time: 5.9971 [2020-11-08 10:01:34,970][root][INFO] - ===> Epoch[1313](2625/2): Loss -0.7880, Sem 0.0488, dir -0.9779, norm 0.1411, swav 0.0000 LR: 5.118e-02 Score 98.190 Data time: 0.3518, Forward time: 2.8178, Backward time: 3.5529, DDP time: 0.0041, Total iter time: 7.2753 [2020-11-08 10:01:41,154][root][INFO] - ===> Epoch[1313](2626/2): Loss -0.8030, Sem 0.0508, dir -0.9794, norm 0.1256, swav 0.0000 LR: 5.116e-02 Score 98.094 Data time: 0.3268, Forward time: 2.8180, Backward time: 3.5524, DDP time: 0.0041, Total iter time: 6.0437 [2020-11-08 10:01:48,556][root][INFO] - ===> Epoch[1314](2627/2): Loss -0.8068, Sem 0.0483, dir -0.9808, norm 0.1257, swav 0.0000 LR: 5.114e-02 Score 98.173 Data time: 0.2027, Forward time: 2.8178, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 7.2590 [2020-11-08 10:01:56,193][root][INFO] - ===> Epoch[1314](2628/2): Loss -0.8050, Sem 0.0478, dir -0.9799, norm 0.1271, swav 0.0000 LR: 5.112e-02 Score 98.214 Data time: 0.2678, Forward time: 2.8179, Backward time: 3.5531, DDP time: 0.0041, Total iter time: 7.5294 [2020-11-08 10:02:02,380][root][INFO] - ===> Epoch[1315](2629/2): Loss -0.8114, Sem 0.0473, dir -0.9814, norm 0.1227, swav 0.0000 LR: 5.110e-02 Score 98.246 Data time: 0.2153, Forward time: 2.8177, Backward time: 3.5530, DDP time: 0.0041, Total iter time: 6.0566 [2020-11-08 10:02:09,942][root][INFO] - ===> Epoch[1315](2630/2): Loss -0.8110, Sem 0.0504, dir -0.9813, norm 0.1199, swav 0.0000 LR: 5.108e-02 Score 98.125 Data time: 0.3545, Forward time: 2.8181, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 7.4323 [2020-11-08 10:02:17,378][root][INFO] - ===> Epoch[1316](2631/2): Loss -0.8129, Sem 0.0503, dir -0.9833, norm 0.1200, swav 0.0000 LR: 5.106e-02 Score 98.101 Data time: 0.3731, Forward time: 2.8184, Backward time: 3.5527, DDP time: 0.0041, Total iter time: 7.2656 [2020-11-08 10:02:24,512][root][INFO] - ===> Epoch[1316](2632/2): Loss -0.8231, Sem 0.0478, dir -0.9818, norm 0.1109, swav 0.0000 LR: 5.105e-02 Score 98.220 Data time: 0.2039, Forward time: 2.8183, Backward time: 3.5530, DDP time: 0.0041, Total iter time: 6.9775 [2020-11-08 10:02:31,079][root][INFO] - ===> Epoch[1317](2633/2): Loss -0.8101, Sem 0.0497, dir -0.9799, norm 0.1201, swav 0.0000 LR: 5.103e-02 Score 98.144 Data time: 0.2153, Forward time: 2.8181, Backward time: 3.5530, DDP time: 0.0041, Total iter time: 6.4567 [2020-11-08 10:02:36,548][root][INFO] - ===> Epoch[1317](2634/2): Loss -0.8116, Sem 0.0484, dir -0.9806, norm 0.1206, swav 0.0000 LR: 5.101e-02 Score 98.202 Data time: 0.2513, Forward time: 2.8180, Backward time: 3.5527, DDP time: 0.0041, Total iter time: 5.3516 [2020-11-08 10:02:43,791][root][INFO] - ===> Epoch[1318](2635/2): Loss -0.8160, Sem 0.0477, dir -0.9823, norm 0.1186, swav 0.0000 LR: 5.099e-02 Score 98.216 Data time: 0.2347, Forward time: 2.8180, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 7.1167 [2020-11-08 10:02:52,033][root][INFO] - ===> Epoch[1318](2636/2): Loss -0.8109, Sem 0.0488, dir -0.9804, norm 0.1208, swav 0.0000 LR: 5.097e-02 Score 98.169 Data time: 0.2652, Forward time: 2.8178, Backward time: 3.5535, DDP time: 0.0041, Total iter time: 8.1121 [2020-11-08 10:02:59,091][root][INFO] - ===> Epoch[1319](2637/2): Loss -0.8144, Sem 0.0494, dir -0.9812, norm 0.1174, swav 0.0000 LR: 5.095e-02 Score 98.146 Data time: 0.2462, Forward time: 2.8179, Backward time: 3.5535, DDP time: 0.0041, Total iter time: 6.9465 [2020-11-08 10:03:05,739][root][INFO] - ===> Epoch[1319](2638/2): Loss -0.8090, Sem 0.0491, dir -0.9812, norm 0.1231, swav 0.0000 LR: 5.093e-02 Score 98.182 Data time: 0.1451, Forward time: 2.8174, Backward time: 3.5539, DDP time: 0.0041, Total iter time: 6.5169 [2020-11-08 10:03:10,790][root][INFO] - ===> Epoch[1320](2639/2): Loss -0.8153, Sem 0.0470, dir -0.9817, norm 0.1193, swav 0.0000 LR: 5.091e-02 Score 98.256 Data time: 0.2609, Forward time: 2.8174, Backward time: 3.5533, DDP time: 0.0041, Total iter time: 4.9796 [2020-11-08 10:03:17,230][root][INFO] - ===> Epoch[1320](2640/2): Loss -0.8152, Sem 0.0467, dir -0.9817, norm 0.1198, swav 0.0000 LR: 5.089e-02 Score 98.244 Data time: 0.3077, Forward time: 2.8176, Backward time: 3.5529, DDP time: 0.0041, Total iter time: 6.3048 [2020-11-08 10:03:24,449][root][INFO] - ===> Epoch[1321](2641/2): Loss -0.8322, Sem 0.0453, dir -0.9838, norm 0.1063, swav 0.0000 LR: 5.087e-02 Score 98.298 Data time: 0.2521, Forward time: 2.8174, Backward time: 3.5532, DDP time: 0.0041, Total iter time: 7.0707 [2020-11-08 10:03:30,478][root][INFO] - ===> Epoch[1321](2642/2): Loss -0.8183, Sem 0.0482, dir -0.9833, norm 0.1168, swav 0.0000 LR: 5.085e-02 Score 98.194 Data time: 0.2382, Forward time: 2.8174, Backward time: 3.5530, DDP time: 0.0041, Total iter time: 5.9243 [2020-11-08 10:03:36,939][root][INFO] - ===> Epoch[1322](2643/2): Loss -0.8193, Sem 0.0502, dir -0.9814, norm 0.1119, swav 0.0000 LR: 5.083e-02 Score 98.123 Data time: 0.1919, Forward time: 2.8171, Backward time: 3.5531, DDP time: 0.0041, Total iter time: 6.3183 [2020-11-08 10:03:43,322][root][INFO] - ===> Epoch[1322](2644/2): Loss -0.8267, Sem 0.0455, dir -0.9830, norm 0.1108, swav 0.0000 LR: 5.081e-02 Score 98.287 Data time: 0.2358, Forward time: 2.8168, Backward time: 3.5532, DDP time: 0.0041, Total iter time: 6.2800 [2020-11-08 10:03:50,468][root][INFO] - ===> Epoch[1323](2645/2): Loss -0.8321, Sem 0.0473, dir -0.9849, norm 0.1055, swav 0.0000 LR: 5.079e-02 Score 98.238 Data time: 0.2212, Forward time: 2.8167, Backward time: 3.5535, DDP time: 0.0041, Total iter time: 7.0319 [2020-11-08 10:03:56,842][root][INFO] - ===> Epoch[1323](2646/2): Loss -0.8065, Sem 0.0509, dir -0.9797, norm 0.1223, swav 0.0000 LR: 5.077e-02 Score 98.116 Data time: 0.2672, Forward time: 2.8168, Backward time: 3.5532, DDP time: 0.0041, Total iter time: 6.2257 [2020-11-08 10:04:03,411][root][INFO] - ===> Epoch[1324](2647/2): Loss -0.8185, Sem 0.0506, dir -0.9831, norm 0.1140, swav 0.0000 LR: 5.075e-02 Score 98.099 Data time: 0.1509, Forward time: 2.8164, Backward time: 3.5535, DDP time: 0.0041, Total iter time: 6.4197 [2020-11-08 10:04:10,671][root][INFO] - ===> Epoch[1324](2648/2): Loss -0.8108, Sem 0.0486, dir -0.9798, norm 0.1204, swav 0.0000 LR: 5.074e-02 Score 98.187 Data time: 0.2299, Forward time: 2.8164, Backward time: 3.5537, DDP time: 0.0041, Total iter time: 7.1678 [2020-11-08 10:04:17,129][root][INFO] - ===> Epoch[1325](2649/2): Loss -0.8237, Sem 0.0501, dir -0.9834, norm 0.1096, swav 0.0000 LR: 5.072e-02 Score 98.130 Data time: 0.2909, Forward time: 2.8163, Backward time: 3.5537, DDP time: 0.0041, Total iter time: 6.3291 [2020-11-08 10:04:23,869][root][INFO] - ===> Epoch[1325](2650/2): Loss -0.8157, Sem 0.0490, dir -0.9797, norm 0.1150, swav 0.0000 LR: 5.070e-02 Score 98.180 Data time: 0.3221, Forward time: 2.8165, Backward time: 3.5534, DDP time: 0.0041, Total iter time: 6.6275 [2020-11-08 10:04:30,759][root][INFO] - ===> Epoch[1326](2651/2): Loss -0.8025, Sem 0.0500, dir -0.9808, norm 0.1282, swav 0.0000 LR: 5.068e-02 Score 98.112 Data time: 0.3361, Forward time: 2.8169, Backward time: 3.5530, DDP time: 0.0041, Total iter time: 6.7354 [2020-11-08 10:04:36,972][root][INFO] - ===> Epoch[1326](2652/2): Loss -0.8162, Sem 0.0483, dir -0.9819, norm 0.1175, swav 0.0000 LR: 5.066e-02 Score 98.178 Data time: 0.2790, Forward time: 2.8168, Backward time: 3.5529, DDP time: 0.0041, Total iter time: 6.0653 [2020-11-08 10:04:43,643][root][INFO] - ===> Epoch[1327](2653/2): Loss -0.8185, Sem 0.0459, dir -0.9827, norm 0.1183, swav 0.0000 LR: 5.064e-02 Score 98.267 Data time: 0.2428, Forward time: 2.8168, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 6.5403 [2020-11-08 10:04:50,900][root][INFO] - ===> Epoch[1327](2654/2): Loss -0.8148, Sem 0.0497, dir -0.9796, norm 0.1151, swav 0.0000 LR: 5.062e-02 Score 98.125 Data time: 0.2684, Forward time: 2.8169, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 7.1147 [2020-11-08 10:04:56,470][root][INFO] - ===> Epoch[1328](2655/2): Loss -0.8160, Sem 0.0476, dir -0.9824, norm 0.1189, swav 0.0000 LR: 5.060e-02 Score 98.240 Data time: 0.2354, Forward time: 2.8168, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 5.4069 [2020-11-08 10:05:02,236][root][INFO] - ===> Epoch[1328](2656/2): Loss -0.7986, Sem 0.0510, dir -0.9798, norm 0.1302, swav 0.0000 LR: 5.058e-02 Score 98.090 Data time: 0.2405, Forward time: 2.8167, Backward time: 3.5522, DDP time: 0.0041, Total iter time: 5.6478 [2020-11-08 10:05:08,476][root][INFO] - ===> Epoch[1329](2657/2): Loss -0.8148, Sem 0.0474, dir -0.9821, norm 0.1199, swav 0.0000 LR: 5.056e-02 Score 98.237 Data time: 0.2080, Forward time: 2.8165, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 6.1089 [2020-11-08 10:05:16,275][root][INFO] - ===> Epoch[1329](2658/2): Loss -0.8284, Sem 0.0478, dir -0.9842, norm 0.1079, swav 0.0000 LR: 5.054e-02 Score 98.218 Data time: 0.2210, Forward time: 2.8165, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 7.6697 [2020-11-08 10:05:22,672][root][INFO] - ===> Epoch[1330](2659/2): Loss -0.8159, Sem 0.0502, dir -0.9821, norm 0.1160, swav 0.0000 LR: 5.052e-02 Score 98.122 Data time: 0.1450, Forward time: 2.8161, Backward time: 3.5529, DDP time: 0.0041, Total iter time: 6.2389 [2020-11-08 10:05:29,137][root][INFO] - ===> Epoch[1330](2660/2): Loss -0.8109, Sem 0.0512, dir -0.9817, norm 0.1196, swav 0.0000 LR: 5.050e-02 Score 98.111 Data time: 0.2988, Forward time: 2.8163, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 6.3662 [2020-11-08 10:05:35,408][root][INFO] - ===> Epoch[1331](2661/2): Loss -0.8157, Sem 0.0510, dir -0.9826, norm 0.1158, swav 0.0000 LR: 5.048e-02 Score 98.101 Data time: 0.2574, Forward time: 2.8162, Backward time: 3.5524, DDP time: 0.0041, Total iter time: 6.1172 [2020-11-08 10:05:43,537][root][INFO] - ===> Epoch[1331](2662/2): Loss -0.8161, Sem 0.0468, dir -0.9815, norm 0.1185, swav 0.0000 LR: 5.046e-02 Score 98.241 Data time: 0.2557, Forward time: 2.8163, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 7.9898 [2020-11-08 10:05:49,639][root][INFO] - ===> Epoch[1332](2663/2): Loss -0.8148, Sem 0.0478, dir -0.9807, norm 0.1180, swav 0.0000 LR: 5.044e-02 Score 98.225 Data time: 0.1595, Forward time: 2.8158, Backward time: 3.5529, DDP time: 0.0041, Total iter time: 5.9445 [2020-11-08 10:05:56,891][root][INFO] - ===> Epoch[1332](2664/2): Loss -0.8185, Sem 0.0483, dir -0.9826, norm 0.1158, swav 0.0000 LR: 5.042e-02 Score 98.165 Data time: 0.3699, Forward time: 2.8162, Backward time: 3.5527, DDP time: 0.0041, Total iter time: 7.1439 [2020-11-08 10:06:03,345][root][INFO] - ===> Epoch[1333](2665/2): Loss -0.8165, Sem 0.0461, dir -0.9799, norm 0.1173, swav 0.0000 LR: 5.041e-02 Score 98.259 Data time: 0.3442, Forward time: 2.8164, Backward time: 3.5523, DDP time: 0.0041, Total iter time: 6.2854 [2020-11-08 10:06:10,296][root][INFO] - ===> Epoch[1333](2666/2): Loss -0.8109, Sem 0.0482, dir -0.9807, norm 0.1215, swav 0.0000 LR: 5.039e-02 Score 98.189 Data time: 0.2456, Forward time: 2.8165, Backward time: 3.5523, DDP time: 0.0041, Total iter time: 6.8179 [2020-11-08 10:06:16,331][root][INFO] - ===> Epoch[1334](2667/2): Loss -0.8007, Sem 0.0481, dir -0.9800, norm 0.1311, swav 0.0000 LR: 5.037e-02 Score 98.224 Data time: 0.2548, Forward time: 2.8164, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 5.9010 [2020-11-08 10:06:23,642][root][INFO] - ===> Epoch[1334](2668/2): Loss -0.8132, Sem 0.0499, dir -0.9827, norm 0.1196, swav 0.0000 LR: 5.035e-02 Score 98.147 Data time: 0.2226, Forward time: 2.8162, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 7.1679 [2020-11-08 10:06:30,864][root][INFO] - ===> Epoch[1335](2669/2): Loss -0.8051, Sem 0.0502, dir -0.9805, norm 0.1252, swav 0.0000 LR: 5.033e-02 Score 98.095 Data time: 0.3812, Forward time: 2.8166, Backward time: 3.5522, DDP time: 0.0041, Total iter time: 7.0894 [2020-11-08 10:06:36,989][root][INFO] - ===> Epoch[1335](2670/2): Loss -0.8062, Sem 0.0479, dir -0.9796, norm 0.1255, swav 0.0000 LR: 5.031e-02 Score 98.223 Data time: 0.2552, Forward time: 2.8167, Backward time: 3.5519, DDP time: 0.0041, Total iter time: 5.9578 [2020-11-08 10:06:42,951][root][INFO] - ===> Epoch[1336](2671/2): Loss -0.8008, Sem 0.0521, dir -0.9797, norm 0.1268, swav 0.0000 LR: 5.029e-02 Score 98.075 Data time: 0.3295, Forward time: 2.8168, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 5.8141 [2020-11-08 10:06:50,061][root][INFO] - ===> Epoch[1336](2672/2): Loss -0.8153, Sem 0.0477, dir -0.9827, norm 0.1197, swav 0.0000 LR: 5.027e-02 Score 98.208 Data time: 0.3636, Forward time: 2.8171, Backward time: 3.5511, DDP time: 0.0041, Total iter time: 6.9744 [2020-11-08 10:06:56,311][root][INFO] - ===> Epoch[1337](2673/2): Loss -0.8143, Sem 0.0489, dir -0.9827, norm 0.1195, swav 0.0000 LR: 5.025e-02 Score 98.189 Data time: 0.2163, Forward time: 2.8170, Backward time: 3.5510, DDP time: 0.0041, Total iter time: 6.1054 [2020-11-08 10:07:01,920][root][INFO] - ===> Epoch[1337](2674/2): Loss -0.8085, Sem 0.0466, dir -0.9796, norm 0.1245, swav 0.0000 LR: 5.023e-02 Score 98.278 Data time: 0.2647, Forward time: 2.8170, Backward time: 3.5506, DDP time: 0.0041, Total iter time: 5.4700 [2020-11-08 10:07:08,603][root][INFO] - ===> Epoch[1338](2675/2): Loss -0.8116, Sem 0.0503, dir -0.9823, norm 0.1204, swav 0.0000 LR: 5.021e-02 Score 98.117 Data time: 0.2817, Forward time: 2.8170, Backward time: 3.5506, DDP time: 0.0041, Total iter time: 6.5751 [2020-11-08 10:07:14,783][root][INFO] - ===> Epoch[1338](2676/2): Loss -0.8166, Sem 0.0509, dir -0.9810, norm 0.1136, swav 0.0000 LR: 5.019e-02 Score 98.076 Data time: 0.2775, Forward time: 2.8171, Backward time: 3.5502, DDP time: 0.0041, Total iter time: 6.0186 [2020-11-08 10:07:21,480][root][INFO] - ===> Epoch[1339](2677/2): Loss -0.8007, Sem 0.0511, dir -0.9796, norm 0.1278, swav 0.0000 LR: 5.017e-02 Score 98.120 Data time: 0.2460, Forward time: 2.8171, Backward time: 3.5501, DDP time: 0.0041, Total iter time: 6.5697 [2020-11-08 10:07:27,606][root][INFO] - ===> Epoch[1339](2678/2): Loss -0.8108, Sem 0.0513, dir -0.9817, norm 0.1196, swav 0.0000 LR: 5.015e-02 Score 98.083 Data time: 0.2486, Forward time: 2.8172, Backward time: 3.5498, DDP time: 0.0041, Total iter time: 5.9834 [2020-11-08 10:07:33,743][root][INFO] - ===> Epoch[1340](2679/2): Loss -0.7882, Sem 0.0493, dir -0.9780, norm 0.1405, swav 0.0000 LR: 5.013e-02 Score 98.160 Data time: 0.2102, Forward time: 2.8170, Backward time: 3.5497, DDP time: 0.0041, Total iter time: 5.9653 [2020-11-08 10:07:42,059][root][INFO] - ===> Epoch[1340](2680/2): Loss -0.8202, Sem 0.0500, dir -0.9824, norm 0.1122, swav 0.0000 LR: 5.011e-02 Score 98.147 Data time: 0.2023, Forward time: 2.8168, Backward time: 3.5505, DDP time: 0.0041, Total iter time: 8.2022 [2020-11-08 10:07:49,926][root][INFO] - ===> Epoch[1341](2681/2): Loss -0.8079, Sem 0.0464, dir -0.9801, norm 0.1258, swav 0.0000 LR: 5.009e-02 Score 98.260 Data time: 0.2321, Forward time: 2.8169, Backward time: 3.5508, DDP time: 0.0041, Total iter time: 7.7619 [2020-11-08 10:07:56,537][root][INFO] - ===> Epoch[1341](2682/2): Loss -0.8007, Sem 0.0517, dir -0.9794, norm 0.1269, swav 0.0000 LR: 5.007e-02 Score 98.053 Data time: 0.2619, Forward time: 2.8168, Backward time: 3.5508, DDP time: 0.0041, Total iter time: 6.4565 [2020-11-08 10:08:04,442][root][INFO] - ===> Epoch[1342](2683/2): Loss -0.8190, Sem 0.0510, dir -0.9840, norm 0.1140, swav 0.0000 LR: 5.006e-02 Score 98.086 Data time: 0.2007, Forward time: 2.8166, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 7.7830 [2020-11-08 10:08:10,780][root][INFO] - ===> Epoch[1342](2684/2): Loss -0.7945, Sem 0.0470, dir -0.9790, norm 0.1375, swav 0.0000 LR: 5.004e-02 Score 98.246 Data time: 0.2814, Forward time: 2.8168, Backward time: 3.5510, DDP time: 0.0041, Total iter time: 6.2113 [2020-11-08 10:08:19,165][root][INFO] - ===> Epoch[1343](2685/2): Loss -0.8324, Sem 0.0455, dir -0.9850, norm 0.1071, swav 0.0000 LR: 5.002e-02 Score 98.272 Data time: 0.2564, Forward time: 2.8167, Backward time: 3.5516, DDP time: 0.0041, Total iter time: 8.2301 [2020-11-08 10:08:24,943][root][INFO] - ===> Epoch[1343](2686/2): Loss -0.8252, Sem 0.0475, dir -0.9814, norm 0.1087, swav 0.0000 LR: 5.000e-02 Score 98.203 Data time: 0.2362, Forward time: 2.8166, Backward time: 3.5513, DDP time: 0.0041, Total iter time: 5.6487 [2020-11-08 10:08:32,279][root][INFO] - ===> Epoch[1344](2687/2): Loss -0.8040, Sem 0.0491, dir -0.9800, norm 0.1269, swav 0.0000 LR: 4.998e-02 Score 98.160 Data time: 0.4064, Forward time: 2.8168, Backward time: 3.5513, DDP time: 0.0041, Total iter time: 7.2411 [2020-11-08 10:08:39,464][root][INFO] - ===> Epoch[1344](2688/2): Loss -0.8159, Sem 0.0483, dir -0.9826, norm 0.1184, swav 0.0000 LR: 4.996e-02 Score 98.184 Data time: 0.3461, Forward time: 2.8172, Backward time: 3.5510, DDP time: 0.0041, Total iter time: 7.0589 [2020-11-08 10:08:47,531][root][INFO] - ===> Epoch[1345](2689/2): Loss -0.8053, Sem 0.0488, dir -0.9802, norm 0.1261, swav 0.0000 LR: 4.994e-02 Score 98.174 Data time: 0.2262, Forward time: 2.8171, Backward time: 3.5515, DDP time: 0.0041, Total iter time: 7.9299 [2020-11-08 10:08:55,160][root][INFO] - ===> Epoch[1345](2690/2): Loss -0.8096, Sem 0.0486, dir -0.9807, norm 0.1225, swav 0.0000 LR: 4.992e-02 Score 98.167 Data time: 0.3794, Forward time: 2.8175, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 7.5086 [2020-11-08 10:09:01,489][root][INFO] - ===> Epoch[1346](2691/2): Loss -0.8133, Sem 0.0504, dir -0.9820, norm 0.1184, swav 0.0000 LR: 4.990e-02 Score 98.108 Data time: 0.2875, Forward time: 2.8177, Backward time: 3.5511, DDP time: 0.0041, Total iter time: 6.1953 [2020-11-08 10:09:08,911][root][INFO] - ===> Epoch[1346](2692/2): Loss -0.8162, Sem 0.0488, dir -0.9827, norm 0.1177, swav 0.0000 LR: 4.988e-02 Score 98.159 Data time: 0.2983, Forward time: 2.8179, Backward time: 3.5511, DDP time: 0.0041, Total iter time: 7.2997 [2020-11-08 10:09:16,339][root][INFO] - ===> Epoch[1347](2693/2): Loss -0.8066, Sem 0.0490, dir -0.9810, norm 0.1253, swav 0.0000 LR: 4.986e-02 Score 98.175 Data time: 0.2364, Forward time: 2.8179, Backward time: 3.5512, DDP time: 0.0041, Total iter time: 7.2813 [2020-11-08 10:09:23,911][root][INFO] - ===> Epoch[1347](2694/2): Loss -0.8221, Sem 0.0490, dir -0.9835, norm 0.1124, swav 0.0000 LR: 4.984e-02 Score 98.175 Data time: 0.3026, Forward time: 2.8180, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 7.4467 [2020-11-08 10:09:30,960][root][INFO] - ===> Epoch[1348](2695/2): Loss -0.8339, Sem 0.0452, dir -0.9844, norm 0.1053, swav 0.0000 LR: 4.982e-02 Score 98.297 Data time: 0.3716, Forward time: 2.8182, Backward time: 3.5512, DDP time: 0.0041, Total iter time: 6.8809 [2020-11-08 10:09:37,570][root][INFO] - ===> Epoch[1348](2696/2): Loss -0.8239, Sem 0.0481, dir -0.9831, norm 0.1111, swav 0.0000 LR: 4.980e-02 Score 98.215 Data time: 0.3253, Forward time: 2.8184, Backward time: 3.5509, DDP time: 0.0041, Total iter time: 6.4757 [2020-11-08 10:09:44,324][root][INFO] - ===> Epoch[1349](2697/2): Loss -0.8216, Sem 0.0468, dir -0.9834, norm 0.1149, swav 0.0000 LR: 4.978e-02 Score 98.241 Data time: 0.3132, Forward time: 2.8186, Backward time: 3.5507, DDP time: 0.0041, Total iter time: 6.6201 [2020-11-08 10:09:51,955][root][INFO] - ===> Epoch[1349](2698/2): Loss -0.8207, Sem 0.0490, dir -0.9818, norm 0.1122, swav 0.0000 LR: 4.976e-02 Score 98.175 Data time: 0.2443, Forward time: 2.8186, Backward time: 3.5509, DDP time: 0.0041, Total iter time: 7.4776 [2020-11-08 10:10:00,060][root][INFO] - ===> Epoch[1350](2699/2): Loss -0.8161, Sem 0.0468, dir -0.9808, norm 0.1179, swav 0.0000 LR: 4.974e-02 Score 98.254 Data time: 0.1620, Forward time: 2.8183, Backward time: 3.5517, DDP time: 0.0041, Total iter time: 7.9550 [2020-11-08 10:10:05,626][root][INFO] - ===> Epoch[1350](2700/2): Loss -0.8194, Sem 0.0492, dir -0.9827, norm 0.1141, swav 0.0000 LR: 4.972e-02 Score 98.160 Data time: 0.1979, Forward time: 2.8182, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 5.4778 [2020-11-08 10:10:11,037][root][INFO] - ===> Epoch[1351](2701/2): Loss -0.8255, Sem 0.0477, dir -0.9849, norm 0.1117, swav 0.0000 LR: 4.971e-02 Score 98.203 Data time: 0.2600, Forward time: 2.8182, Backward time: 3.5509, DDP time: 0.0041, Total iter time: 5.2628 [2020-11-08 10:10:20,118][root][INFO] - ===> Epoch[1351](2702/2): Loss -0.8181, Sem 0.0483, dir -0.9827, norm 0.1163, swav 0.0000 LR: 4.969e-02 Score 98.203 Data time: 0.2092, Forward time: 2.8180, Backward time: 3.5518, DDP time: 0.0041, Total iter time: 8.9298 [2020-11-08 10:10:26,863][root][INFO] - ===> Epoch[1352](2703/2): Loss -0.8127, Sem 0.0513, dir -0.9819, norm 0.1179, swav 0.0000 LR: 4.967e-02 Score 98.071 Data time: 0.1472, Forward time: 2.8177, Backward time: 3.5522, DDP time: 0.0041, Total iter time: 6.6338 [2020-11-08 10:10:33,463][root][INFO] - ===> Epoch[1352](2704/2): Loss -0.8216, Sem 0.0478, dir -0.9828, norm 0.1134, swav 0.0000 LR: 4.965e-02 Score 98.200 Data time: 0.2557, Forward time: 2.8175, Backward time: 3.5523, DDP time: 0.0041, Total iter time: 6.5154 [2020-11-08 10:10:40,877][root][INFO] - ===> Epoch[1353](2705/2): Loss -0.8207, Sem 0.0462, dir -0.9834, norm 0.1164, swav 0.0000 LR: 4.963e-02 Score 98.259 Data time: 0.1993, Forward time: 2.8173, Backward time: 3.5526, DDP time: 0.0041, Total iter time: 7.2822 [2020-11-08 10:10:48,664][root][INFO] - ===> Epoch[1353](2706/2): Loss -0.8163, Sem 0.0519, dir -0.9817, norm 0.1135, swav 0.0000 LR: 4.961e-02 Score 98.057 Data time: 0.2593, Forward time: 2.8174, Backward time: 3.5529, DDP time: 0.0041, Total iter time: 7.6351 [2020-11-08 10:10:55,824][root][INFO] - ===> Epoch[1354](2707/2): Loss -0.8243, Sem 0.0490, dir -0.9834, norm 0.1101, swav 0.0000 LR: 4.959e-02 Score 98.179 Data time: 0.1849, Forward time: 2.8172, Backward time: 3.5532, DDP time: 0.0041, Total iter time: 7.0113 [2020-11-08 10:11:02,764][root][INFO] - ===> Epoch[1354](2708/2): Loss -0.8258, Sem 0.0464, dir -0.9837, norm 0.1115, swav 0.0000 LR: 4.957e-02 Score 98.246 Data time: 0.3243, Forward time: 2.8175, Backward time: 3.5530, DDP time: 0.0041, Total iter time: 6.8225 [2020-11-08 10:11:09,016][root][INFO] - ===> Epoch[1355](2709/2): Loss -0.8185, Sem 0.0477, dir -0.9820, norm 0.1158, swav 0.0000 LR: 4.955e-02 Score 98.207 Data time: 0.2564, Forward time: 2.8176, Backward time: 3.5527, DDP time: 0.0041, Total iter time: 6.1127 [2020-11-08 10:11:15,689][root][INFO] - ===> Epoch[1355](2710/2): Loss -0.8125, Sem 0.0470, dir -0.9805, norm 0.1210, swav 0.0000 LR: 4.953e-02 Score 98.254 Data time: 0.3227, Forward time: 2.8176, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 6.5581 [2020-11-08 10:11:22,425][root][INFO] - ===> Epoch[1356](2711/2): Loss -0.8263, Sem 0.0497, dir -0.9841, norm 0.1081, swav 0.0000 LR: 4.951e-02 Score 98.138 Data time: 0.3651, Forward time: 2.8178, Backward time: 3.5523, DDP time: 0.0041, Total iter time: 6.6048 [2020-11-08 10:11:28,585][root][INFO] - ===> Epoch[1356](2712/2): Loss -0.8120, Sem 0.0478, dir -0.9815, norm 0.1217, swav 0.0000 LR: 4.949e-02 Score 98.215 Data time: 0.1981, Forward time: 2.8176, Backward time: 3.5522, DDP time: 0.0041, Total iter time: 6.0206 [2020-11-08 10:11:35,875][root][INFO] - ===> Epoch[1357](2713/2): Loss -0.8098, Sem 0.0496, dir -0.9799, norm 0.1205, swav 0.0000 LR: 4.947e-02 Score 98.144 Data time: 0.2586, Forward time: 2.8176, Backward time: 3.5524, DDP time: 0.0041, Total iter time: 7.1821 [2020-11-08 10:11:42,187][root][INFO] - ===> Epoch[1357](2714/2): Loss -0.8236, Sem 0.0466, dir -0.9832, norm 0.1130, swav 0.0000 LR: 4.945e-02 Score 98.239 Data time: 0.2541, Forward time: 2.8176, Backward time: 3.5522, DDP time: 0.0041, Total iter time: 6.1629 [2020-11-08 10:11:49,982][root][INFO] - ===> Epoch[1358](2715/2): Loss -0.8196, Sem 0.0490, dir -0.9817, norm 0.1130, swav 0.0000 LR: 4.943e-02 Score 98.158 Data time: 0.4164, Forward time: 2.8179, Backward time: 3.5522, DDP time: 0.0041, Total iter time: 7.6540 [2020-11-08 10:11:56,993][root][INFO] - ===> Epoch[1358](2716/2): Loss -0.8120, Sem 0.0485, dir -0.9817, norm 0.1212, swav 0.0000 LR: 4.941e-02 Score 98.194 Data time: 0.2896, Forward time: 2.8179, Backward time: 3.5522, DDP time: 0.0041, Total iter time: 6.8486 [2020-11-08 10:12:05,953][root][INFO] - ===> Epoch[1359](2717/2): Loss -0.8133, Sem 0.0506, dir -0.9804, norm 0.1165, swav 0.0000 LR: 4.939e-02 Score 98.107 Data time: 0.2221, Forward time: 2.8178, Backward time: 3.5531, DDP time: 0.0041, Total iter time: 8.8083 [2020-11-08 10:12:11,684][root][INFO] - ===> Epoch[1359](2718/2): Loss -0.8078, Sem 0.0487, dir -0.9797, norm 0.1232, swav 0.0000 LR: 4.937e-02 Score 98.184 Data time: 0.2314, Forward time: 2.8177, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 5.6159 [2020-11-08 10:12:18,481][root][INFO] - ===> Epoch[1360](2719/2): Loss -0.8059, Sem 0.0490, dir -0.9815, norm 0.1266, swav 0.0000 LR: 4.936e-02 Score 98.175 Data time: 0.3267, Forward time: 2.8178, Backward time: 3.5527, DDP time: 0.0041, Total iter time: 6.6550 [2020-11-08 10:12:25,336][root][INFO] - ===> Epoch[1360](2720/2): Loss -0.8062, Sem 0.0469, dir -0.9795, norm 0.1264, swav 0.0000 LR: 4.934e-02 Score 98.241 Data time: 0.3353, Forward time: 2.8181, Backward time: 3.5524, DDP time: 0.0041, Total iter time: 6.7131 [2020-11-08 10:12:32,684][root][INFO] - ===> Epoch[1361](2721/2): Loss -0.8208, Sem 0.0486, dir -0.9829, norm 0.1135, swav 0.0000 LR: 4.932e-02 Score 98.186 Data time: 0.3618, Forward time: 2.8185, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 7.1856 [2020-11-08 10:12:39,837][root][INFO] - ===> Epoch[1361](2722/2): Loss -0.8103, Sem 0.0487, dir -0.9816, norm 0.1226, swav 0.0000 LR: 4.930e-02 Score 98.165 Data time: 0.3447, Forward time: 2.8188, Backward time: 3.5519, DDP time: 0.0041, Total iter time: 6.9891 [2020-11-08 10:12:47,390][root][INFO] - ===> Epoch[1362](2723/2): Loss -0.8058, Sem 0.0478, dir -0.9813, norm 0.1277, swav 0.0000 LR: 4.928e-02 Score 98.188 Data time: 0.4140, Forward time: 2.8193, Backward time: 3.5517, DDP time: 0.0041, Total iter time: 7.3983 [2020-11-08 10:12:53,229][root][INFO] - ===> Epoch[1362](2724/2): Loss -0.8170, Sem 0.0455, dir -0.9814, norm 0.1189, swav 0.0000 LR: 4.926e-02 Score 98.287 Data time: 0.2294, Forward time: 2.8192, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 5.6673 [2020-11-08 10:13:00,018][root][INFO] - ===> Epoch[1363](2725/2): Loss -0.8136, Sem 0.0480, dir -0.9812, norm 0.1196, swav 0.0000 LR: 4.924e-02 Score 98.190 Data time: 0.3190, Forward time: 2.8194, Backward time: 3.5511, DDP time: 0.0041, Total iter time: 6.6415 [2020-11-08 10:13:06,349][root][INFO] - ===> Epoch[1363](2726/2): Loss -0.8044, Sem 0.0476, dir -0.9787, norm 0.1267, swav 0.0000 LR: 4.922e-02 Score 98.224 Data time: 0.2508, Forward time: 2.8194, Backward time: 3.5509, DDP time: 0.0041, Total iter time: 6.1819 [2020-11-08 10:13:13,651][root][INFO] - ===> Epoch[1364](2727/2): Loss -0.8286, Sem 0.0458, dir -0.9836, norm 0.1092, swav 0.0000 LR: 4.920e-02 Score 98.290 Data time: 0.3002, Forward time: 2.8196, Backward time: 3.5509, DDP time: 0.0041, Total iter time: 7.1782 [2020-11-08 10:13:21,409][root][INFO] - ===> Epoch[1364](2728/2): Loss -0.8218, Sem 0.0480, dir -0.9830, norm 0.1132, swav 0.0000 LR: 4.918e-02 Score 98.213 Data time: 0.1931, Forward time: 2.8193, Backward time: 3.5515, DDP time: 0.0041, Total iter time: 7.6095 [2020-11-08 10:13:29,272][root][INFO] - ===> Epoch[1365](2729/2): Loss -0.8069, Sem 0.0484, dir -0.9819, norm 0.1266, swav 0.0000 LR: 4.916e-02 Score 98.182 Data time: 0.4188, Forward time: 2.8197, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 7.7432 [2020-11-08 10:13:36,912][root][INFO] - ===> Epoch[1365](2730/2): Loss -0.8166, Sem 0.0456, dir -0.9830, norm 0.1209, swav 0.0000 LR: 4.914e-02 Score 98.276 Data time: 0.2420, Forward time: 2.8197, Backward time: 3.5517, DDP time: 0.0041, Total iter time: 7.4869 [2020-11-08 10:13:44,946][root][INFO] - ===> Epoch[1366](2731/2): Loss -0.8153, Sem 0.0477, dir -0.9800, norm 0.1170, swav 0.0000 LR: 4.912e-02 Score 98.204 Data time: 0.2648, Forward time: 2.8197, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 7.9006 [2020-11-08 10:13:52,074][root][INFO] - ===> Epoch[1366](2732/2): Loss -0.8007, Sem 0.0489, dir -0.9787, norm 0.1291, swav 0.0000 LR: 4.910e-02 Score 98.176 Data time: 0.1871, Forward time: 2.8195, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 7.0083 [2020-11-08 10:13:58,438][root][INFO] - ===> Epoch[1367](2733/2): Loss -0.8368, Sem 0.0445, dir -0.9841, norm 0.1028, swav 0.0000 LR: 4.908e-02 Score 98.318 Data time: 0.2545, Forward time: 2.8193, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 6.2539 [2020-11-08 10:14:04,963][root][INFO] - ===> Epoch[1367](2734/2): Loss -0.8057, Sem 0.0449, dir -0.9805, norm 0.1300, swav 0.0000 LR: 4.906e-02 Score 98.300 Data time: 0.3303, Forward time: 2.8195, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 6.3978 [2020-11-08 10:14:12,581][root][INFO] - ===> Epoch[1368](2735/2): Loss -0.8046, Sem 0.0517, dir -0.9817, norm 0.1255, swav 0.0000 LR: 4.904e-02 Score 98.045 Data time: 0.3465, Forward time: 2.8199, Backward time: 3.5520, DDP time: 0.0041, Total iter time: 7.4396 [2020-11-08 10:14:18,444][root][INFO] - ===> Epoch[1368](2736/2): Loss -0.8232, Sem 0.0473, dir -0.9823, norm 0.1118, swav 0.0000 LR: 4.902e-02 Score 98.231 Data time: 0.1985, Forward time: 2.8198, Backward time: 3.5517, DDP time: 0.0041, Total iter time: 5.6942 [2020-11-08 10:14:24,987][root][INFO] - ===> Epoch[1369](2737/2): Loss -0.7955, Sem 0.0499, dir -0.9785, norm 0.1331, swav 0.0000 LR: 4.900e-02 Score 98.135 Data time: 0.2715, Forward time: 2.8199, Backward time: 3.5515, DDP time: 0.0041, Total iter time: 6.3904 [2020-11-08 10:14:33,058][root][INFO] - ===> Epoch[1369](2738/2): Loss -0.8018, Sem 0.0511, dir -0.9806, norm 0.1278, swav 0.0000 LR: 4.899e-02 Score 98.092 Data time: 0.2528, Forward time: 2.8198, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 7.9263 [2020-11-08 10:14:39,207][root][INFO] - ===> Epoch[1370](2739/2): Loss -0.8219, Sem 0.0484, dir -0.9826, norm 0.1124, swav 0.0000 LR: 4.897e-02 Score 98.181 Data time: 0.1688, Forward time: 2.8195, Backward time: 3.5522, DDP time: 0.0041, Total iter time: 6.0056 [2020-11-08 10:14:45,922][root][INFO] - ===> Epoch[1370](2740/2): Loss -0.8181, Sem 0.0478, dir -0.9838, norm 0.1179, swav 0.0000 LR: 4.895e-02 Score 98.208 Data time: 0.2650, Forward time: 2.8195, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 6.5839 [2020-11-08 10:14:53,784][root][INFO] - ===> Epoch[1371](2741/2): Loss -0.8125, Sem 0.0493, dir -0.9826, norm 0.1208, swav 0.0000 LR: 4.893e-02 Score 98.171 Data time: 0.3991, Forward time: 2.8199, Backward time: 3.5520, DDP time: 0.0041, Total iter time: 7.7029 [2020-11-08 10:15:00,395][root][INFO] - ===> Epoch[1371](2742/2): Loss -0.8232, Sem 0.0475, dir -0.9818, norm 0.1111, swav 0.0000 LR: 4.891e-02 Score 98.223 Data time: 0.2043, Forward time: 2.8198, Backward time: 3.5520, DDP time: 0.0041, Total iter time: 6.4408 [2020-11-08 10:15:07,193][root][INFO] - ===> Epoch[1372](2743/2): Loss -0.8125, Sem 0.0472, dir -0.9815, norm 0.1217, swav 0.0000 LR: 4.889e-02 Score 98.213 Data time: 0.3266, Forward time: 2.8201, Backward time: 3.5517, DDP time: 0.0041, Total iter time: 6.6740 [2020-11-08 10:15:14,503][root][INFO] - ===> Epoch[1372](2744/2): Loss -0.8185, Sem 0.0512, dir -0.9822, norm 0.1126, swav 0.0000 LR: 4.887e-02 Score 98.085 Data time: 0.3690, Forward time: 2.8205, Backward time: 3.5515, DDP time: 0.0041, Total iter time: 7.1456 [2020-11-08 10:15:20,531][root][INFO] - ===> Epoch[1373](2745/2): Loss -0.8089, Sem 0.0478, dir -0.9803, norm 0.1235, swav 0.0000 LR: 4.885e-02 Score 98.216 Data time: 0.2031, Forward time: 2.8204, Backward time: 3.5513, DDP time: 0.0041, Total iter time: 5.8711 [2020-11-08 10:15:27,209][root][INFO] - ===> Epoch[1373](2746/2): Loss -0.8059, Sem 0.0490, dir -0.9813, norm 0.1264, swav 0.0000 LR: 4.883e-02 Score 98.158 Data time: 0.2664, Forward time: 2.8204, Backward time: 3.5512, DDP time: 0.0041, Total iter time: 6.5296 [2020-11-08 10:15:34,111][root][INFO] - ===> Epoch[1374](2747/2): Loss -0.8212, Sem 0.0477, dir -0.9821, norm 0.1131, swav 0.0000 LR: 4.881e-02 Score 98.243 Data time: 0.2206, Forward time: 2.8202, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 6.7563 [2020-11-08 10:15:41,352][root][INFO] - ===> Epoch[1374](2748/2): Loss -0.8053, Sem 0.0488, dir -0.9801, norm 0.1259, swav 0.0000 LR: 4.879e-02 Score 98.180 Data time: 0.3266, Forward time: 2.8206, Backward time: 3.5512, DDP time: 0.0041, Total iter time: 7.1400 [2020-11-08 10:15:49,758][root][INFO] - ===> Epoch[1375](2749/2): Loss -0.8103, Sem 0.0494, dir -0.9803, norm 0.1206, swav 0.0000 LR: 4.877e-02 Score 98.144 Data time: 0.3689, Forward time: 2.8211, Backward time: 3.5512, DDP time: 0.0041, Total iter time: 8.2378 [2020-11-08 10:15:57,791][root][INFO] - ===> Epoch[1375](2750/2): Loss -0.8189, Sem 0.0474, dir -0.9810, norm 0.1147, swav 0.0000 LR: 4.875e-02 Score 98.227 Data time: 0.2366, Forward time: 2.8208, Backward time: 3.5518, DDP time: 0.0041, Total iter time: 7.8624 [2020-11-08 10:16:05,330][root][INFO] - ===> Epoch[1376](2751/2): Loss -0.8126, Sem 0.0486, dir -0.9814, norm 0.1202, swav 0.0000 LR: 4.873e-02 Score 98.176 Data time: 0.3371, Forward time: 2.8212, Backward time: 3.5518, DDP time: 0.0041, Total iter time: 7.4174 [2020-11-08 10:16:11,201][root][INFO] - ===> Epoch[1376](2752/2): Loss -0.8159, Sem 0.0466, dir -0.9820, norm 0.1194, swav 0.0000 LR: 4.871e-02 Score 98.251 Data time: 0.2215, Forward time: 2.8212, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 5.7045 [2020-11-08 10:16:19,905][root][INFO] - ===> Epoch[1377](2753/2): Loss -0.8158, Sem 0.0478, dir -0.9819, norm 0.1183, swav 0.0000 LR: 4.869e-02 Score 98.203 Data time: 0.2128, Forward time: 2.8211, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 8.5783 [2020-11-08 10:16:27,416][root][INFO] - ===> Epoch[1377](2754/2): Loss -0.8017, Sem 0.0476, dir -0.9807, norm 0.1314, swav 0.0000 LR: 4.867e-02 Score 98.194 Data time: 0.2073, Forward time: 2.8209, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 7.3708 [2020-11-08 10:16:34,713][root][INFO] - ===> Epoch[1378](2755/2): Loss -0.8030, Sem 0.0500, dir -0.9806, norm 0.1275, swav 0.0000 LR: 4.865e-02 Score 98.111 Data time: 0.2551, Forward time: 2.8210, Backward time: 3.5526, DDP time: 0.0041, Total iter time: 7.1579 [2020-11-08 10:16:41,836][root][INFO] - ===> Epoch[1378](2756/2): Loss -0.8250, Sem 0.0442, dir -0.9825, norm 0.1133, swav 0.0000 LR: 4.863e-02 Score 98.325 Data time: 0.2645, Forward time: 2.8211, Backward time: 3.5526, DDP time: 0.0041, Total iter time: 6.9696 [2020-11-08 10:16:48,634][root][INFO] - ===> Epoch[1379](2757/2): Loss -0.7952, Sem 0.0494, dir -0.9789, norm 0.1343, swav 0.0000 LR: 4.861e-02 Score 98.164 Data time: 0.2025, Forward time: 2.8209, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 6.6612 [2020-11-08 10:16:55,330][root][INFO] - ===> Epoch[1379](2758/2): Loss -0.8215, Sem 0.0475, dir -0.9824, norm 0.1134, swav 0.0000 LR: 4.860e-02 Score 98.215 Data time: 0.2237, Forward time: 2.8208, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 6.5776 [2020-11-08 10:17:01,505][root][INFO] - ===> Epoch[1380](2759/2): Loss -0.8016, Sem 0.0485, dir -0.9785, norm 0.1284, swav 0.0000 LR: 4.858e-02 Score 98.176 Data time: 0.2048, Forward time: 2.8207, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 6.0227 [2020-11-08 10:17:08,082][root][INFO] - ===> Epoch[1380](2760/2): Loss -0.8078, Sem 0.0478, dir -0.9813, norm 0.1257, swav 0.0000 LR: 4.856e-02 Score 98.201 Data time: 0.2973, Forward time: 2.8206, Backward time: 3.5527, DDP time: 0.0041, Total iter time: 6.4172 [2020-11-08 10:17:16,090][root][INFO] - ===> Epoch[1381](2761/2): Loss -0.8303, Sem 0.0458, dir -0.9835, norm 0.1074, swav 0.0000 LR: 4.854e-02 Score 98.270 Data time: 0.3876, Forward time: 2.8211, Backward time: 3.5526, DDP time: 0.0041, Total iter time: 7.8596 [2020-11-08 10:17:22,971][root][INFO] - ===> Epoch[1381](2762/2): Loss -0.7869, Sem 0.0506, dir -0.9774, norm 0.1399, swav 0.0000 LR: 4.852e-02 Score 98.118 Data time: 0.2998, Forward time: 2.8212, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 6.7462 [2020-11-08 10:17:29,759][root][INFO] - ===> Epoch[1382](2763/2): Loss -0.8230, Sem 0.0503, dir -0.9824, norm 0.1092, swav 0.0000 LR: 4.850e-02 Score 98.127 Data time: 0.2973, Forward time: 2.8213, Backward time: 3.5524, DDP time: 0.0041, Total iter time: 6.6342 [2020-11-08 10:17:36,135][root][INFO] - ===> Epoch[1382](2764/2): Loss -0.8127, Sem 0.0473, dir -0.9813, norm 0.1212, swav 0.0000 LR: 4.848e-02 Score 98.216 Data time: 0.2682, Forward time: 2.8214, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 6.2351 [2020-11-08 10:17:42,987][root][INFO] - ===> Epoch[1383](2765/2): Loss -0.8089, Sem 0.0454, dir -0.9800, norm 0.1257, swav 0.0000 LR: 4.846e-02 Score 98.285 Data time: 0.2176, Forward time: 2.8213, Backward time: 3.5522, DDP time: 0.0041, Total iter time: 6.6987 [2020-11-08 10:17:51,175][root][INFO] - ===> Epoch[1383](2766/2): Loss -0.8121, Sem 0.0500, dir -0.9819, norm 0.1198, swav 0.0000 LR: 4.844e-02 Score 98.119 Data time: 0.1731, Forward time: 2.8210, Backward time: 3.5530, DDP time: 0.0041, Total iter time: 8.0497 [2020-11-08 10:17:58,094][root][INFO] - ===> Epoch[1384](2767/2): Loss -0.8051, Sem 0.0471, dir -0.9805, norm 0.1282, swav 0.0000 LR: 4.842e-02 Score 98.247 Data time: 0.2960, Forward time: 2.8213, Backward time: 3.5527, DDP time: 0.0041, Total iter time: 6.8236 [2020-11-08 10:18:05,291][root][INFO] - ===> Epoch[1384](2768/2): Loss -0.8007, Sem 0.0485, dir -0.9809, norm 0.1317, swav 0.0000 LR: 4.840e-02 Score 98.157 Data time: 0.2504, Forward time: 2.8213, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 7.0310 [2020-11-08 10:18:12,036][root][INFO] - ===> Epoch[1385](2769/2): Loss -0.8317, Sem 0.0441, dir -0.9842, norm 0.1085, swav 0.0000 LR: 4.838e-02 Score 98.320 Data time: 0.3046, Forward time: 2.8213, Backward time: 3.5528, DDP time: 0.0041, Total iter time: 6.6160 [2020-11-08 10:18:19,514][root][INFO] - ===> Epoch[1385](2770/2): Loss -0.8012, Sem 0.0486, dir -0.9788, norm 0.1290, swav 0.0000 LR: 4.836e-02 Score 98.176 Data time: 0.2334, Forward time: 2.8213, Backward time: 3.5530, DDP time: 0.0041, Total iter time: 7.3521 [2020-11-08 10:18:25,205][root][INFO] - ===> Epoch[1386](2771/2): Loss -0.8284, Sem 0.0461, dir -0.9828, norm 0.1083, swav 0.0000 LR: 4.834e-02 Score 98.270 Data time: 0.2841, Forward time: 2.8214, Backward time: 3.5525, DDP time: 0.0041, Total iter time: 5.5496 [2020-11-08 10:18:32,455][root][INFO] - ===> Epoch[1386](2772/2): Loss -0.8209, Sem 0.0463, dir -0.9820, norm 0.1148, swav 0.0000 LR: 4.832e-02 Score 98.256 Data time: 0.2803, Forward time: 2.8214, Backward time: 3.5526, DDP time: 0.0041, Total iter time: 7.1117 [2020-11-08 10:18:39,883][root][INFO] - ===> Epoch[1387](2773/2): Loss -0.8052, Sem 0.0495, dir -0.9797, norm 0.1250, swav 0.0000 LR: 4.830e-02 Score 98.154 Data time: 0.2776, Forward time: 2.8216, Backward time: 3.5526, DDP time: 0.0041, Total iter time: 7.2987 [2020-11-08 10:18:45,253][root][INFO] - ===> Epoch[1387](2774/2): Loss -0.8346, Sem 0.0442, dir -0.9851, norm 0.1063, swav 0.0000 LR: 4.828e-02 Score 98.327 Data time: 0.2582, Forward time: 2.8216, Backward time: 3.5521, DDP time: 0.0041, Total iter time: 5.2305 [2020-11-08 10:18:51,484][root][INFO] - ===> Epoch[1388](2775/2): Loss -0.7844, Sem 0.0534, dir -0.9762, norm 0.1384, swav 0.0000 LR: 4.826e-02 Score 98.022 Data time: 0.2815, Forward time: 2.8218, Backward time: 3.5517, DDP time: 0.0041, Total iter time: 6.0803 [2020-11-08 10:19:00,184][root][INFO] - ===> Epoch[1388](2776/2): Loss -0.8243, Sem 0.0470, dir -0.9827, norm 0.1114, swav 0.0000 LR: 4.824e-02 Score 98.235 Data time: 0.2672, Forward time: 2.8218, Backward time: 3.5523, DDP time: 0.0041, Total iter time: 8.5636 [2020-11-08 10:19:05,641][root][INFO] - ===> Epoch[1389](2777/2): Loss -0.7952, Sem 0.0492, dir -0.9777, norm 0.1333, swav 0.0000 LR: 4.822e-02 Score 98.153 Data time: 0.2239, Forward time: 2.8219, Backward time: 3.5518, DDP time: 0.0041, Total iter time: 5.3086 [2020-11-08 10:19:11,306][root][INFO] - ===> Epoch[1389](2778/2): Loss -0.8229, Sem 0.0441, dir -0.9829, norm 0.1159, swav 0.0000 LR: 4.821e-02 Score 98.351 Data time: 0.1839, Forward time: 2.8216, Backward time: 3.5516, DDP time: 0.0041, Total iter time: 5.5227 [2020-11-08 10:19:17,363][root][INFO] - ===> Epoch[1390](2779/2): Loss -0.8184, Sem 0.0479, dir -0.9822, norm 0.1159, swav 0.0000 LR: 4.819e-02 Score 98.213 Data time: 0.2512, Forward time: 2.8216, Backward time: 3.5513, DDP time: 0.0041, Total iter time: 5.9344 [2020-11-08 10:19:25,300][root][INFO] - ===> Epoch[1390](2780/2): Loss -0.7803, Sem 0.0481, dir -0.9764, norm 0.1480, swav 0.0000 LR: 4.817e-02 Score 98.189 Data time: 0.2239, Forward time: 2.8216, Backward time: 3.5518, DDP time: 0.0041, Total iter time: 7.7737 [2020-11-08 10:19:31,367][root][INFO] - ===> Epoch[1391](2781/2): Loss -0.8296, Sem 0.0436, dir -0.9841, norm 0.1108, swav 0.0000 LR: 4.815e-02 Score 98.349 Data time: 0.3257, Forward time: 2.8217, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 5.9336 [2020-11-08 10:19:37,417][root][INFO] - ===> Epoch[1391](2782/2): Loss -0.7876, Sem 0.0490, dir -0.9780, norm 0.1413, swav 0.0000 LR: 4.813e-02 Score 98.138 Data time: 0.2291, Forward time: 2.8217, Backward time: 3.5511, DDP time: 0.0041, Total iter time: 5.8847 [2020-11-08 10:19:44,622][root][INFO] - ===> Epoch[1392](2783/2): Loss -0.7970, Sem 0.0489, dir -0.9786, norm 0.1327, swav 0.0000 LR: 4.811e-02 Score 98.164 Data time: 0.1645, Forward time: 2.8214, Backward time: 3.5515, DDP time: 0.0041, Total iter time: 7.0706 [2020-11-08 10:19:50,742][root][INFO] - ===> Epoch[1392](2784/2): Loss -0.7910, Sem 0.0461, dir -0.9766, norm 0.1394, swav 0.0000 LR: 4.809e-02 Score 98.262 Data time: 0.2384, Forward time: 2.8213, Backward time: 3.5514, DDP time: 0.0041, Total iter time: 6.0067 [2020-11-08 10:19:57,690][root][INFO] - ===> Epoch[1393](2785/2): Loss -0.8159, Sem 0.0478, dir -0.9810, norm 0.1173, swav 0.0000 LR: 4.807e-02 Score 98.231 Data time: 0.3392, Forward time: 2.8216, Backward time: 3.5511, DDP time: 0.0041, Total iter time: 6.7996 [2020-11-08 10:20:04,441][root][INFO] - ===> Epoch[1393](2786/2): Loss -0.7816, Sem 0.0489, dir -0.9755, norm 0.1450, swav 0.0000 LR: 4.805e-02 Score 98.167 Data time: 0.3259, Forward time: 2.8218, Backward time: 3.5508, DDP time: 0.0041, Total iter time: 6.5974 [2020-11-08 10:20:10,805][root][INFO] - ===> Epoch[1394](2787/2): Loss -0.8261, Sem 0.0503, dir -0.9823, norm 0.1059, swav 0.0000 LR: 4.803e-02 Score 98.153 Data time: 0.2878, Forward time: 2.8219, Backward time: 3.5506, DDP time: 0.0041, Total iter time: 6.1980 [2020-11-08 10:20:18,178][root][INFO] - ===> Epoch[1394](2788/2): Loss -0.7815, Sem 0.0461, dir -0.9762, norm 0.1486, swav 0.0000 LR: 4.801e-02 Score 98.263 Data time: 0.2089, Forward time: 2.8217, Backward time: 3.5509, DDP time: 0.0041, Total iter time: 7.2369 [2020-11-08 10:20:24,551][root][INFO] - ===> Epoch[1395](2789/2): Loss -0.8280, Sem 0.0468, dir -0.9842, norm 0.1094, swav 0.0000 LR: 4.799e-02 Score 98.222 Data time: 0.2196, Forward time: 2.8216, Backward time: 3.5509, DDP time: 0.0041, Total iter time: 6.2393 [2020-11-08 10:20:30,874][root][INFO] - ===> Epoch[1395](2790/2): Loss -0.8041, Sem 0.0451, dir -0.9807, norm 0.1315, swav 0.0000 LR: 4.797e-02 Score 98.305 Data time: 0.2543, Forward time: 2.8216, Backward time: 3.5507, DDP time: 0.0041, Total iter time: 6.1693 [2020-11-08 10:20:37,150][root][INFO] - ===> Epoch[1396](2791/2): Loss -0.8088, Sem 0.0463, dir -0.9799, norm 0.1248, swav 0.0000 LR: 4.795e-02 Score 98.265 Data time: 0.3585, Forward time: 2.8217, Backward time: 3.5504, DDP time: 0.0041, Total iter time: 6.1197 [2020-11-08 10:20:44,393][root][INFO] - ===> Epoch[1396](2792/2): Loss -0.8057, Sem 0.0461, dir -0.9806, norm 0.1288, swav 0.0000 LR: 4.793e-02 Score 98.258 Data time: 0.2876, Forward time: 2.8216, Backward time: 3.5506, DDP time: 0.0041, Total iter time: 7.0823 [2020-11-08 10:20:50,577][root][INFO] - ===> Epoch[1397](2793/2): Loss -0.8086, Sem 0.0493, dir -0.9788, norm 0.1209, swav 0.0000 LR: 4.791e-02 Score 98.156 Data time: 0.3085, Forward time: 2.8217, Backward time: 3.5502, DDP time: 0.0041, Total iter time: 6.0544 [2020-11-08 10:20:57,627][root][INFO] - ===> Epoch[1397](2794/2): Loss -0.8145, Sem 0.0472, dir -0.9837, norm 0.1221, swav 0.0000 LR: 4.789e-02 Score 98.241 Data time: 0.2485, Forward time: 2.8217, Backward time: 3.5502, DDP time: 0.0041, Total iter time: 6.9103 [2020-11-08 10:21:04,475][root][INFO] - ===> Epoch[1398](2795/2): Loss -0.7955, Sem 0.0493, dir -0.9779, norm 0.1330, swav 0.0000 LR: 4.787e-02 Score 98.149 Data time: 0.2845, Forward time: 2.8219, Backward time: 3.5500, DDP time: 0.0041, Total iter time: 6.7175 [2020-11-08 10:21:11,602][root][INFO] - ===> Epoch[1398](2796/2): Loss -0.8252, Sem 0.0472, dir -0.9835, norm 0.1111, swav 0.0000 LR: 4.785e-02 Score 98.225 Data time: 0.3168, Forward time: 2.8221, Backward time: 3.5500, DDP time: 0.0041, Total iter time: 6.9844 [2020-11-08 10:21:18,419][root][INFO] - ===> Epoch[1399](2797/2): Loss -0.8086, Sem 0.0477, dir -0.9808, norm 0.1244, swav 0.0000 LR: 4.783e-02 Score 98.230 Data time: 0.2259, Forward time: 2.8221, Backward time: 3.5500, DDP time: 0.0041, Total iter time: 6.6918 [2020-11-08 10:21:24,276][root][INFO] - ===> Epoch[1399](2798/2): Loss -0.7983, Sem 0.0478, dir -0.9805, norm 0.1343, swav 0.0000 LR: 4.781e-02 Score 98.209 Data time: 0.2077, Forward time: 2.8219, Backward time: 3.5498, DDP time: 0.0041, Total iter time: 5.7222 [2020-11-08 10:21:31,679][root][INFO] - ===> Epoch[1400](2799/2): Loss -0.8225, Sem 0.0477, dir -0.9824, norm 0.1123, swav 0.0000 LR: 4.780e-02 Score 98.239 Data time: 0.3400, Forward time: 2.8222, Backward time: 3.5497, DDP time: 0.0041, Total iter time: 7.2859 [2020-11-08 10:21:38,457][root][INFO] - ===> Epoch[1400](2800/2): Loss -0.8077, Sem 0.0493, dir -0.9812, norm 0.1242, swav 0.0000 LR: 4.778e-02 Score 98.148 Data time: 0.2795, Forward time: 2.8221, Backward time: 3.5497, DDP time: 0.0041, Total iter time: 6.6146 [2020-11-08 10:21:44,746][root][INFO] - ===> Epoch[1401](2801/2): Loss -0.8099, Sem 0.0475, dir -0.9803, norm 0.1229, swav 0.0000 LR: 4.776e-02 Score 98.243 Data time: 0.3355, Forward time: 2.8223, Backward time: 3.5493, DDP time: 0.0041, Total iter time: 6.1407 [2020-11-08 10:21:51,165][root][INFO] - ===> Epoch[1401](2802/2): Loss -0.8214, Sem 0.0480, dir -0.9821, norm 0.1128, swav 0.0000 LR: 4.774e-02 Score 98.182 Data time: 0.3180, Forward time: 2.8224, Backward time: 3.5491, DDP time: 0.0041, Total iter time: 6.2759 [2020-11-08 10:21:56,975][root][INFO] - ===> Epoch[1402](2803/2): Loss -0.8164, Sem 0.0470, dir -0.9831, norm 0.1196, swav 0.0000 LR: 4.772e-02 Score 98.215 Data time: 0.2320, Forward time: 2.8223, Backward time: 3.5488, DDP time: 0.0041, Total iter time: 5.6697 [2020-11-08 10:22:03,732][root][INFO] - ===> Epoch[1402](2804/2): Loss -0.8174, Sem 0.0492, dir -0.9822, norm 0.1155, swav 0.0000 LR: 4.770e-02 Score 98.159 Data time: 0.2137, Forward time: 2.8223, Backward time: 3.5488, DDP time: 0.0041, Total iter time: 6.6040 [2020-11-08 10:22:09,888][root][INFO] - ===> Epoch[1403](2805/2): Loss -0.8209, Sem 0.0468, dir -0.9821, norm 0.1145, swav 0.0000 LR: 4.768e-02 Score 98.250 Data time: 0.1835, Forward time: 2.8221, Backward time: 3.5488, DDP time: 0.0041, Total iter time: 6.0324 [2020-11-08 10:22:17,021][root][INFO] - ===> Epoch[1403](2806/2): Loss -0.8098, Sem 0.0518, dir -0.9807, norm 0.1191, swav 0.0000 LR: 4.766e-02 Score 98.063 Data time: 0.2240, Forward time: 2.8219, Backward time: 3.5491, DDP time: 0.0041, Total iter time: 7.0014 [2020-11-08 10:22:22,947][root][INFO] - ===> Epoch[1404](2807/2): Loss -0.8231, Sem 0.0473, dir -0.9823, norm 0.1119, swav 0.0000 LR: 4.764e-02 Score 98.207 Data time: 0.2109, Forward time: 2.8217, Backward time: 3.5489, DDP time: 0.0041, Total iter time: 5.7759 [2020-11-08 10:22:29,211][root][INFO] - ===> Epoch[1404](2808/2): Loss -0.7992, Sem 0.0487, dir -0.9807, norm 0.1328, swav 0.0000 LR: 4.762e-02 Score 98.152 Data time: 0.2666, Forward time: 2.8216, Backward time: 3.5489, DDP time: 0.0041, Total iter time: 6.1473 [2020-11-08 10:22:34,806][root][INFO] - ===> Epoch[1405](2809/2): Loss -0.8179, Sem 0.0490, dir -0.9834, norm 0.1164, swav 0.0000 LR: 4.760e-02 Score 98.165 Data time: 0.2401, Forward time: 2.8214, Backward time: 3.5486, DDP time: 0.0041, Total iter time: 5.4349 [2020-11-08 10:22:41,997][root][INFO] - ===> Epoch[1405](2810/2): Loss -0.8162, Sem 0.0488, dir -0.9827, norm 0.1178, swav 0.0000 LR: 4.758e-02 Score 98.166 Data time: 0.3370, Forward time: 2.8217, Backward time: 3.5484, DDP time: 0.0041, Total iter time: 7.0378 [2020-11-08 10:22:49,078][root][INFO] - ===> Epoch[1406](2811/2): Loss -0.8070, Sem 0.0481, dir -0.9782, norm 0.1230, swav 0.0000 LR: 4.756e-02 Score 98.204 Data time: 0.2193, Forward time: 2.8216, Backward time: 3.5486, DDP time: 0.0041, Total iter time: 6.9285 [2020-11-08 10:22:56,561][root][INFO] - ===> Epoch[1406](2812/2): Loss -0.8146, Sem 0.0458, dir -0.9821, norm 0.1217, swav 0.0000 LR: 4.754e-02 Score 98.270 Data time: 0.3759, Forward time: 2.8219, Backward time: 3.5485, DDP time: 0.0041, Total iter time: 7.3775 [2020-11-08 10:23:02,822][root][INFO] - ===> Epoch[1407](2813/2): Loss -0.8105, Sem 0.0466, dir -0.9798, norm 0.1226, swav 0.0000 LR: 4.752e-02 Score 98.239 Data time: 0.2113, Forward time: 2.8219, Backward time: 3.5483, DDP time: 0.0041, Total iter time: 6.0915 [2020-11-08 10:23:08,739][root][INFO] - ===> Epoch[1407](2814/2): Loss -0.8170, Sem 0.0493, dir -0.9832, norm 0.1169, swav 0.0000 LR: 4.750e-02 Score 98.145 Data time: 0.3344, Forward time: 2.8220, Backward time: 3.5478, DDP time: 0.0041, Total iter time: 5.7781 [2020-11-08 10:23:15,713][root][INFO] - ===> Epoch[1408](2815/2): Loss -0.8237, Sem 0.0464, dir -0.9834, norm 0.1133, swav 0.0000 LR: 4.748e-02 Score 98.252 Data time: 0.3473, Forward time: 2.8223, Backward time: 3.5476, DDP time: 0.0041, Total iter time: 6.8296 [2020-11-08 10:23:24,301][root][INFO] - ===> Epoch[1408](2816/2): Loss -0.8184, Sem 0.0487, dir -0.9830, norm 0.1160, swav 0.0000 LR: 4.746e-02 Score 98.171 Data time: 0.2342, Forward time: 2.8220, Backward time: 3.5484, DDP time: 0.0041, Total iter time: 8.4194 [2020-11-08 10:23:31,635][root][INFO] - ===> Epoch[1409](2817/2): Loss -0.8058, Sem 0.0460, dir -0.9789, norm 0.1270, swav 0.0000 LR: 4.744e-02 Score 98.290 Data time: 0.3814, Forward time: 2.8224, Backward time: 3.5482, DDP time: 0.0041, Total iter time: 7.2082 [2020-11-08 10:23:39,816][root][INFO] - ===> Epoch[1409](2818/2): Loss -0.8164, Sem 0.0511, dir -0.9837, norm 0.1163, swav 0.0000 LR: 4.742e-02 Score 98.054 Data time: 0.4920, Forward time: 2.8229, Backward time: 3.5481, DDP time: 0.0041, Total iter time: 8.0237 [2020-11-08 10:23:47,963][root][INFO] - ===> Epoch[1410](2819/2): Loss -0.8171, Sem 0.0463, dir -0.9805, norm 0.1172, swav 0.0000 LR: 4.740e-02 Score 98.278 Data time: 0.2332, Forward time: 2.8229, Backward time: 3.5485, DDP time: 0.0041, Total iter time: 7.9604 [2020-11-08 10:23:54,823][root][INFO] - ===> Epoch[1410](2820/2): Loss -0.8156, Sem 0.0444, dir -0.9819, norm 0.1219, swav 0.0000 LR: 4.738e-02 Score 98.326 Data time: 0.1700, Forward time: 2.8226, Backward time: 3.5488, DDP time: 0.0041, Total iter time: 6.6977 [2020-11-08 10:24:01,128][root][INFO] - ===> Epoch[1411](2821/2): Loss -0.8183, Sem 0.0483, dir -0.9842, norm 0.1176, swav 0.0000 LR: 4.737e-02 Score 98.193 Data time: 0.2147, Forward time: 2.8224, Backward time: 3.5488, DDP time: 0.0041, Total iter time: 6.2105 [2020-11-08 10:24:07,747][root][INFO] - ===> Epoch[1411](2822/2): Loss -0.8026, Sem 0.0492, dir -0.9800, norm 0.1282, swav 0.0000 LR: 4.735e-02 Score 98.170 Data time: 0.1791, Forward time: 2.8222, Backward time: 3.5490, DDP time: 0.0041, Total iter time: 6.4964 [2020-11-08 10:24:14,742][root][INFO] - ===> Epoch[1412](2823/2): Loss -0.8181, Sem 0.0474, dir -0.9828, norm 0.1173, swav 0.0000 LR: 4.733e-02 Score 98.226 Data time: 0.1924, Forward time: 2.8219, Backward time: 3.5493, DDP time: 0.0041, Total iter time: 6.8589 [2020-11-08 10:24:21,904][root][INFO] - ===> Epoch[1412](2824/2): Loss -0.8245, Sem 0.0433, dir -0.9836, norm 0.1157, swav 0.0000 LR: 4.731e-02 Score 98.348 Data time: 0.3901, Forward time: 2.8222, Backward time: 3.5491, DDP time: 0.0041, Total iter time: 7.0379 [2020-11-08 10:24:29,297][root][INFO] - ===> Epoch[1413](2825/2): Loss -0.8054, Sem 0.0477, dir -0.9807, norm 0.1277, swav 0.0000 LR: 4.729e-02 Score 98.225 Data time: 0.3007, Forward time: 2.8225, Backward time: 3.5490, DDP time: 0.0041, Total iter time: 7.2222 [2020-11-08 10:24:36,558][root][INFO] - ===> Epoch[1413](2826/2): Loss -0.8146, Sem 0.0487, dir -0.9837, norm 0.1204, swav 0.0000 LR: 4.727e-02 Score 98.173 Data time: 0.2669, Forward time: 2.8227, Backward time: 3.5490, DDP time: 0.0041, Total iter time: 7.1069 [2020-11-08 10:24:42,135][root][INFO] - ===> Epoch[1414](2827/2): Loss -0.8161, Sem 0.0484, dir -0.9798, norm 0.1153, swav 0.0000 LR: 4.725e-02 Score 98.176 Data time: 0.2563, Forward time: 2.8225, Backward time: 3.5486, DDP time: 0.0041, Total iter time: 5.3941 [2020-11-08 10:24:49,698][root][INFO] - ===> Epoch[1414](2828/2): Loss -0.8103, Sem 0.0492, dir -0.9826, norm 0.1231, swav 0.0000 LR: 4.723e-02 Score 98.168 Data time: 0.3617, Forward time: 2.8229, Backward time: 3.5485, DDP time: 0.0041, Total iter time: 7.4231 [2020-11-08 10:24:57,200][root][INFO] - ===> Epoch[1415](2829/2): Loss -0.8368, Sem 0.0424, dir -0.9852, norm 0.1060, swav 0.0000 LR: 4.721e-02 Score 98.392 Data time: 0.3406, Forward time: 2.8231, Backward time: 3.5485, DDP time: 0.0041, Total iter time: 7.3431 [2020-11-08 10:25:03,469][root][INFO] - ===> Epoch[1415](2830/2): Loss -0.8171, Sem 0.0492, dir -0.9815, norm 0.1151, swav 0.0000 LR: 4.719e-02 Score 98.140 Data time: 0.2956, Forward time: 2.8232, Backward time: 3.5482, DDP time: 0.0041, Total iter time: 6.1144 [2020-11-08 10:25:09,125][root][INFO] - ===> Epoch[1416](2831/2): Loss -0.8191, Sem 0.0473, dir -0.9819, norm 0.1155, swav 0.0000 LR: 4.717e-02 Score 98.241 Data time: 0.2156, Forward time: 2.8230, Backward time: 3.5479, DDP time: 0.0041, Total iter time: 5.5142 [2020-11-08 10:25:16,487][root][INFO] - ===> Epoch[1416](2832/2): Loss -0.8151, Sem 0.0483, dir -0.9828, norm 0.1195, swav 0.0000 LR: 4.715e-02 Score 98.180 Data time: 0.1910, Forward time: 2.8229, Backward time: 3.5483, DDP time: 0.0041, Total iter time: 7.2461 [2020-11-08 10:25:24,890][root][INFO] - ===> Epoch[1417](2833/2): Loss -0.8178, Sem 0.0485, dir -0.9821, norm 0.1158, swav 0.0000 LR: 4.713e-02 Score 98.177 Data time: 0.2197, Forward time: 2.8228, Backward time: 3.5489, DDP time: 0.0041, Total iter time: 8.2668 [2020-11-08 10:25:30,890][root][INFO] - ===> Epoch[1417](2834/2): Loss -0.8319, Sem 0.0433, dir -0.9845, norm 0.1093, swav 0.0000 LR: 4.711e-02 Score 98.366 Data time: 0.2192, Forward time: 2.8226, Backward time: 3.5488, DDP time: 0.0041, Total iter time: 5.8689 [2020-11-08 10:25:37,984][root][INFO] - ===> Epoch[1418](2835/2): Loss -0.8145, Sem 0.0488, dir -0.9821, norm 0.1188, swav 0.0000 LR: 4.709e-02 Score 98.166 Data time: 0.2934, Forward time: 2.8227, Backward time: 3.5488, DDP time: 0.0041, Total iter time: 6.9770 [2020-11-08 10:25:44,390][root][INFO] - ===> Epoch[1418](2836/2): Loss -0.8214, Sem 0.0495, dir -0.9845, norm 0.1136, swav 0.0000 LR: 4.707e-02 Score 98.137 Data time: 0.3058, Forward time: 2.8227, Backward time: 3.5486, DDP time: 0.0041, Total iter time: 6.2431 [2020-11-08 10:25:50,330][root][INFO] - ===> Epoch[1419](2837/2): Loss -0.8237, Sem 0.0478, dir -0.9831, norm 0.1116, swav 0.0000 LR: 4.705e-02 Score 98.179 Data time: 0.2579, Forward time: 2.8225, Backward time: 3.5485, DDP time: 0.0041, Total iter time: 5.8015 [2020-11-08 10:25:56,964][root][INFO] - ===> Epoch[1419](2838/2): Loss -0.8165, Sem 0.0472, dir -0.9816, norm 0.1179, swav 0.0000 LR: 4.703e-02 Score 98.226 Data time: 0.1707, Forward time: 2.8222, Backward time: 3.5487, DDP time: 0.0041, Total iter time: 6.5139 [2020-11-08 10:26:03,240][root][INFO] - ===> Epoch[1420](2839/2): Loss -0.8222, Sem 0.0485, dir -0.9822, norm 0.1115, swav 0.0000 LR: 4.701e-02 Score 98.186 Data time: 0.2012, Forward time: 2.8219, Backward time: 3.5488, DDP time: 0.0041, Total iter time: 6.1558 [2020-11-08 10:26:09,453][root][INFO] - ===> Epoch[1420](2840/2): Loss -0.8240, Sem 0.0468, dir -0.9830, norm 0.1123, swav 0.0000 LR: 4.699e-02 Score 98.242 Data time: 0.2639, Forward time: 2.8219, Backward time: 3.5486, DDP time: 0.0041, Total iter time: 6.0862 [2020-11-08 10:26:16,543][root][INFO] - ===> Epoch[1421](2841/2): Loss -0.8102, Sem 0.0487, dir -0.9822, norm 0.1233, swav 0.0000 LR: 4.697e-02 Score 98.172 Data time: 0.2653, Forward time: 2.8219, Backward time: 3.5487, DDP time: 0.0041, Total iter time: 6.9239 [2020-11-08 10:26:22,095][root][INFO] - ===> Epoch[1421](2842/2): Loss -0.8189, Sem 0.0491, dir -0.9827, norm 0.1147, swav 0.0000 LR: 4.695e-02 Score 98.155 Data time: 0.2798, Forward time: 2.8219, Backward time: 3.5483, DDP time: 0.0041, Total iter time: 5.3966 [2020-11-08 10:26:30,244][root][INFO] - ===> Epoch[1422](2843/2): Loss -0.8125, Sem 0.0477, dir -0.9805, norm 0.1203, swav 0.0000 LR: 4.693e-02 Score 98.221 Data time: 0.2223, Forward time: 2.8217, Backward time: 3.5489, DDP time: 0.0041, Total iter time: 8.0108 [2020-11-08 10:26:37,046][root][INFO] - ===> Epoch[1422](2844/2): Loss -0.8199, Sem 0.0499, dir -0.9830, norm 0.1131, swav 0.0000 LR: 4.692e-02 Score 98.127 Data time: 0.3594, Forward time: 2.8219, Backward time: 3.5486, DDP time: 0.0041, Total iter time: 6.6674 [2020-11-08 10:26:43,513][root][INFO] - ===> Epoch[1423](2845/2): Loss -0.8264, Sem 0.0477, dir -0.9836, norm 0.1095, swav 0.0000 LR: 4.690e-02 Score 98.227 Data time: 0.2933, Forward time: 2.8221, Backward time: 3.5483, DDP time: 0.0041, Total iter time: 6.2980 [2020-11-08 10:26:50,632][root][INFO] - ===> Epoch[1423](2846/2): Loss -0.8071, Sem 0.0506, dir -0.9802, norm 0.1224, swav 0.0000 LR: 4.688e-02 Score 98.147 Data time: 0.3490, Forward time: 2.8224, Backward time: 3.5480, DDP time: 0.0041, Total iter time: 6.9593 [2020-11-08 10:26:58,192][root][INFO] - ===> Epoch[1424](2847/2): Loss -0.8098, Sem 0.0514, dir -0.9829, norm 0.1217, swav 0.0000 LR: 4.686e-02 Score 98.071 Data time: 0.3622, Forward time: 2.8228, Backward time: 3.5479, DDP time: 0.0041, Total iter time: 7.4231 [2020-11-08 10:27:05,209][root][INFO] - ===> Epoch[1424](2848/2): Loss -0.8108, Sem 0.0494, dir -0.9819, norm 0.1218, swav 0.0000 LR: 4.684e-02 Score 98.178 Data time: 0.2716, Forward time: 2.8230, Backward time: 3.5478, DDP time: 0.0041, Total iter time: 6.8721 [2020-11-08 10:27:11,708][root][INFO] - ===> Epoch[1425](2849/2): Loss -0.8112, Sem 0.0508, dir -0.9818, norm 0.1198, swav 0.0000 LR: 4.682e-02 Score 98.086 Data time: 0.3446, Forward time: 2.8233, Backward time: 3.5474, DDP time: 0.0041, Total iter time: 6.3777 [2020-11-08 10:27:19,166][root][INFO] - ===> Epoch[1425](2850/2): Loss -0.8255, Sem 0.0457, dir -0.9826, norm 0.1113, swav 0.0000 LR: 4.680e-02 Score 98.295 Data time: 0.2506, Forward time: 2.8233, Backward time: 3.5476, DDP time: 0.0041, Total iter time: 7.3150 [2020-11-08 10:27:25,594][root][INFO] - ===> Epoch[1426](2851/2): Loss -0.8143, Sem 0.0502, dir -0.9827, norm 0.1182, swav 0.0000 LR: 4.678e-02 Score 98.116 Data time: 0.2610, Forward time: 2.8233, Backward time: 3.5474, DDP time: 0.0041, Total iter time: 6.2950 [2020-11-08 10:27:32,705][root][INFO] - ===> Epoch[1426](2852/2): Loss -0.8131, Sem 0.0500, dir -0.9820, norm 0.1188, swav 0.0000 LR: 4.676e-02 Score 98.125 Data time: 0.2655, Forward time: 2.8234, Backward time: 3.5474, DDP time: 0.0041, Total iter time: 6.9557 [2020-11-08 10:27:39,266][root][INFO] - ===> Epoch[1427](2853/2): Loss -0.8173, Sem 0.0475, dir -0.9818, norm 0.1170, swav 0.0000 LR: 4.674e-02 Score 98.208 Data time: 0.2825, Forward time: 2.8234, Backward time: 3.5473, DDP time: 0.0041, Total iter time: 6.4201 [2020-11-08 10:27:46,074][root][INFO] - ===> Epoch[1427](2854/2): Loss -0.8153, Sem 0.0460, dir -0.9813, norm 0.1200, swav 0.0000 LR: 4.672e-02 Score 98.283 Data time: 0.3111, Forward time: 2.8235, Backward time: 3.5472, DDP time: 0.0041, Total iter time: 6.6628 [2020-11-08 10:27:52,126][root][INFO] - ===> Epoch[1428](2855/2): Loss -0.8237, Sem 0.0493, dir -0.9825, norm 0.1095, swav 0.0000 LR: 4.670e-02 Score 98.172 Data time: 0.2790, Forward time: 2.8236, Backward time: 3.5468, DDP time: 0.0041, Total iter time: 5.9154 [2020-11-08 10:28:00,427][root][INFO] - ===> Epoch[1428](2856/2): Loss -0.8231, Sem 0.0495, dir -0.9837, norm 0.1111, swav 0.0000 LR: 4.668e-02 Score 98.136 Data time: 0.3263, Forward time: 2.8238, Backward time: 3.5471, DDP time: 0.0041, Total iter time: 8.1422 [2020-11-08 10:28:06,648][root][INFO] - ===> Epoch[1429](2857/2): Loss -0.8165, Sem 0.0511, dir -0.9826, norm 0.1150, swav 0.0000 LR: 4.666e-02 Score 98.078 Data time: 0.2798, Forward time: 2.8238, Backward time: 3.5468, DDP time: 0.0041, Total iter time: 6.0356 [2020-11-08 10:28:12,636][root][INFO] - ===> Epoch[1429](2858/2): Loss -0.8217, Sem 0.0481, dir -0.9825, norm 0.1128, swav 0.0000 LR: 4.664e-02 Score 98.208 Data time: 0.2448, Forward time: 2.8238, Backward time: 3.5465, DDP time: 0.0041, Total iter time: 5.8440 [2020-11-08 10:28:21,935][root][INFO] - ===> Epoch[1430](2859/2): Loss -0.8217, Sem 0.0469, dir -0.9829, norm 0.1142, swav 0.0000 LR: 4.662e-02 Score 98.244 Data time: 0.1718, Forward time: 2.8235, Backward time: 3.5476, DDP time: 0.0041, Total iter time: 9.1524 [2020-11-08 10:28:28,465][root][INFO] - ===> Epoch[1430](2860/2): Loss -0.8219, Sem 0.0472, dir -0.9836, norm 0.1146, swav 0.0000 LR: 4.660e-02 Score 98.235 Data time: 0.2341, Forward time: 2.8234, Backward time: 3.5477, DDP time: 0.0041, Total iter time: 6.4046 [2020-11-08 10:28:34,888][root][INFO] - ===> Epoch[1431](2861/2): Loss -0.8203, Sem 0.0482, dir -0.9826, norm 0.1141, swav 0.0000 LR: 4.658e-02 Score 98.190 Data time: 0.2879, Forward time: 2.8235, Backward time: 3.5474, DDP time: 0.0041, Total iter time: 6.2854 [2020-11-08 10:28:41,976][root][INFO] - ===> Epoch[1431](2862/2): Loss -0.8162, Sem 0.0505, dir -0.9815, norm 0.1149, swav 0.0000 LR: 4.656e-02 Score 98.120 Data time: 0.1929, Forward time: 2.8233, Backward time: 3.5477, DDP time: 0.0041, Total iter time: 6.9296 [2020-11-08 10:28:47,356][root][INFO] - ===> Epoch[1432](2863/2): Loss -0.8186, Sem 0.0470, dir -0.9819, norm 0.1164, swav 0.0000 LR: 4.654e-02 Score 98.213 Data time: 0.1763, Forward time: 2.8231, Backward time: 3.5475, DDP time: 0.0041, Total iter time: 5.2613 [2020-11-08 10:28:55,583][root][INFO] - ===> Epoch[1432](2864/2): Loss -0.8285, Sem 0.0467, dir -0.9832, norm 0.1081, swav 0.0000 LR: 4.652e-02 Score 98.239 Data time: 0.3601, Forward time: 2.8233, Backward time: 3.5477, DDP time: 0.0041, Total iter time: 8.1219 [2020-11-08 10:29:02,162][root][INFO] - ===> Epoch[1433](2865/2): Loss -0.8242, Sem 0.0473, dir -0.9824, norm 0.1109, swav 0.0000 LR: 4.650e-02 Score 98.216 Data time: 0.2712, Forward time: 2.8234, Backward time: 3.5475, DDP time: 0.0041, Total iter time: 6.4241 [2020-11-08 10:29:09,045][root][INFO] - ===> Epoch[1433](2866/2): Loss -0.8171, Sem 0.0505, dir -0.9834, norm 0.1158, swav 0.0000 LR: 4.648e-02 Score 98.106 Data time: 0.2395, Forward time: 2.8234, Backward time: 3.5475, DDP time: 0.0041, Total iter time: 6.7438 [2020-11-08 10:29:15,249][root][INFO] - ===> Epoch[1434](2867/2): Loss -0.8314, Sem 0.0470, dir -0.9840, norm 0.1057, swav 0.0000 LR: 4.646e-02 Score 98.245 Data time: 0.2908, Forward time: 2.8234, Backward time: 3.5473, DDP time: 0.0041, Total iter time: 6.0713 [2020-11-08 10:29:22,991][root][INFO] - ===> Epoch[1434](2868/2): Loss -0.8274, Sem 0.0441, dir -0.9833, norm 0.1117, swav 0.0000 LR: 4.645e-02 Score 98.338 Data time: 0.2848, Forward time: 2.8234, Backward time: 3.5476, DDP time: 0.0041, Total iter time: 7.5955 [2020-11-08 10:29:30,015][root][INFO] - ===> Epoch[1435](2869/2): Loss -0.8196, Sem 0.0461, dir -0.9827, norm 0.1171, swav 0.0000 LR: 4.643e-02 Score 98.286 Data time: 0.3208, Forward time: 2.8236, Backward time: 3.5474, DDP time: 0.0041, Total iter time: 6.9129 [2020-11-08 10:29:37,110][root][INFO] - ===> Epoch[1435](2870/2): Loss -0.8214, Sem 0.0525, dir -0.9819, norm 0.1079, swav 0.0000 LR: 4.641e-02 Score 98.020 Data time: 0.3239, Forward time: 2.8238, Backward time: 3.5472, DDP time: 0.0041, Total iter time: 6.9559 [2020-11-08 10:29:43,687][root][INFO] - ===> Epoch[1436](2871/2): Loss -0.8164, Sem 0.0452, dir -0.9817, norm 0.1201, swav 0.0000 LR: 4.639e-02 Score 98.304 Data time: 0.2118, Forward time: 2.8237, Backward time: 3.5473, DDP time: 0.0041, Total iter time: 6.4588 [2020-11-08 10:29:50,522][root][INFO] - ===> Epoch[1436](2872/2): Loss -0.8343, Sem 0.0445, dir -0.9848, norm 0.1060, swav 0.0000 LR: 4.637e-02 Score 98.318 Data time: 0.3718, Forward time: 2.8240, Backward time: 3.5470, DDP time: 0.0041, Total iter time: 6.7160 [2020-11-08 10:29:58,354][root][INFO] - ===> Epoch[1437](2873/2): Loss -0.8205, Sem 0.0497, dir -0.9820, norm 0.1118, swav 0.0000 LR: 4.635e-02 Score 98.132 Data time: 0.2105, Forward time: 2.8238, Backward time: 3.5475, DDP time: 0.0041, Total iter time: 7.6809 [2020-11-08 10:30:04,376][root][INFO] - ===> Epoch[1437](2874/2): Loss -0.8174, Sem 0.0447, dir -0.9838, norm 0.1216, swav 0.0000 LR: 4.633e-02 Score 98.332 Data time: 0.2819, Forward time: 2.8240, Backward time: 3.5471, DDP time: 0.0041, Total iter time: 5.8916 [2020-11-08 10:30:11,275][root][INFO] - ===> Epoch[1438](2875/2): Loss -0.8167, Sem 0.0494, dir -0.9810, norm 0.1148, swav 0.0000 LR: 4.631e-02 Score 98.121 Data time: 0.3125, Forward time: 2.8240, Backward time: 3.5470, DDP time: 0.0041, Total iter time: 6.7501 [2020-11-08 10:30:17,857][root][INFO] - ===> Epoch[1438](2876/2): Loss -0.8256, Sem 0.0486, dir -0.9829, norm 0.1087, swav 0.0000 LR: 4.629e-02 Score 98.172 Data time: 0.2284, Forward time: 2.8240, Backward time: 3.5470, DDP time: 0.0041, Total iter time: 6.4408 [2020-11-08 10:30:25,087][root][INFO] - ===> Epoch[1439](2877/2): Loss -0.8313, Sem 0.0463, dir -0.9838, norm 0.1062, swav 0.0000 LR: 4.627e-02 Score 98.266 Data time: 0.4285, Forward time: 2.8243, Backward time: 3.5467, DDP time: 0.0041, Total iter time: 7.0825 [2020-11-08 10:30:31,342][root][INFO] - ===> Epoch[1439](2878/2): Loss -0.8203, Sem 0.0446, dir -0.9820, norm 0.1172, swav 0.0000 LR: 4.625e-02 Score 98.320 Data time: 0.2681, Forward time: 2.8243, Backward time: 3.5466, DDP time: 0.0041, Total iter time: 6.1074 [2020-11-08 10:30:38,945][root][INFO] - ===> Epoch[1440](2879/2): Loss -0.8157, Sem 0.0486, dir -0.9835, norm 0.1192, swav 0.0000 LR: 4.623e-02 Score 98.164 Data time: 0.2472, Forward time: 2.8242, Backward time: 3.5469, DDP time: 0.0041, Total iter time: 7.4583 [2020-11-08 10:30:46,432][root][INFO] - ===> Epoch[1440](2880/2): Loss -0.8325, Sem 0.0450, dir -0.9830, norm 0.1055, swav 0.0000 LR: 4.621e-02 Score 98.294 Data time: 0.2432, Forward time: 2.8242, Backward time: 3.5471, DDP time: 0.0041, Total iter time: 7.3614 [2020-11-08 10:30:53,437][root][INFO] - ===> Epoch[1441](2881/2): Loss -0.8157, Sem 0.0475, dir -0.9806, norm 0.1174, swav 0.0000 LR: 4.619e-02 Score 98.192 Data time: 0.4084, Forward time: 2.8244, Backward time: 3.5469, DDP time: 0.0041, Total iter time: 6.8431 [2020-11-08 10:31:00,355][root][INFO] - ===> Epoch[1441](2882/2): Loss -0.8143, Sem 0.0495, dir -0.9824, norm 0.1186, swav 0.0000 LR: 4.617e-02 Score 98.159 Data time: 0.3140, Forward time: 2.8245, Backward time: 3.5468, DDP time: 0.0041, Total iter time: 6.7347 [2020-11-08 10:31:07,484][root][INFO] - ===> Epoch[1442](2883/2): Loss -0.8184, Sem 0.0463, dir -0.9803, norm 0.1157, swav 0.0000 LR: 4.615e-02 Score 98.229 Data time: 0.2918, Forward time: 2.8246, Backward time: 3.5468, DDP time: 0.0041, Total iter time: 6.9764 [2020-11-08 10:31:14,294][root][INFO] - ===> Epoch[1442](2884/2): Loss -0.8056, Sem 0.0471, dir -0.9806, norm 0.1279, swav 0.0000 LR: 4.613e-02 Score 98.230 Data time: 0.2862, Forward time: 2.8247, Backward time: 3.5466, DDP time: 0.0041, Total iter time: 6.6853 [2020-11-08 10:31:21,081][root][INFO] - ===> Epoch[1443](2885/2): Loss -0.8194, Sem 0.0488, dir -0.9826, norm 0.1144, swav 0.0000 LR: 4.611e-02 Score 98.151 Data time: 0.2299, Forward time: 2.8247, Backward time: 3.5466, DDP time: 0.0041, Total iter time: 6.6337 [2020-11-08 10:31:28,565][root][INFO] - ===> Epoch[1443](2886/2): Loss -0.8016, Sem 0.0459, dir -0.9783, norm 0.1309, swav 0.0000 LR: 4.609e-02 Score 98.287 Data time: 0.2630, Forward time: 2.8247, Backward time: 3.5469, DDP time: 0.0041, Total iter time: 7.3471 [2020-11-08 10:31:34,247][root][INFO] - ===> Epoch[1444](2887/2): Loss -0.8213, Sem 0.0480, dir -0.9833, norm 0.1141, swav 0.0000 LR: 4.607e-02 Score 98.202 Data time: 0.2669, Forward time: 2.8247, Backward time: 3.5464, DDP time: 0.0041, Total iter time: 5.5528 [2020-11-08 10:31:40,232][root][INFO] - ===> Epoch[1444](2888/2): Loss -0.8190, Sem 0.0479, dir -0.9804, norm 0.1135, swav 0.0000 LR: 4.605e-02 Score 98.188 Data time: 0.3213, Forward time: 2.8248, Backward time: 3.5460, DDP time: 0.0041, Total iter time: 5.8452 [2020-11-08 10:31:46,972][root][INFO] - ===> Epoch[1445](2889/2): Loss -0.8004, Sem 0.0482, dir -0.9809, norm 0.1324, swav 0.0000 LR: 4.603e-02 Score 98.189 Data time: 0.2716, Forward time: 2.8249, Backward time: 3.5460, DDP time: 0.0041, Total iter time: 6.6221 [2020-11-08 10:31:53,969][root][INFO] - ===> Epoch[1445](2890/2): Loss -0.8222, Sem 0.0470, dir -0.9813, norm 0.1122, swav 0.0000 LR: 4.601e-02 Score 98.227 Data time: 0.2085, Forward time: 2.8246, Backward time: 3.5462, DDP time: 0.0041, Total iter time: 6.8566 [2020-11-08 10:32:01,526][root][INFO] - ===> Epoch[1446](2891/2): Loss -0.8010, Sem 0.0486, dir -0.9812, norm 0.1317, swav 0.0000 LR: 4.599e-02 Score 98.200 Data time: 0.3363, Forward time: 2.8250, Backward time: 3.5461, DDP time: 0.0041, Total iter time: 7.4650 [2020-11-08 10:32:08,202][root][INFO] - ===> Epoch[1446](2892/2): Loss -0.8083, Sem 0.0459, dir -0.9792, norm 0.1250, swav 0.0000 LR: 4.597e-02 Score 98.270 Data time: 0.2764, Forward time: 2.8251, Backward time: 3.5460, DDP time: 0.0041, Total iter time: 6.5344 [2020-11-08 10:32:14,177][root][INFO] - ===> Epoch[1447](2893/2): Loss -0.8145, Sem 0.0490, dir -0.9809, norm 0.1174, swav 0.0000 LR: 4.595e-02 Score 98.147 Data time: 0.3071, Forward time: 2.8252, Backward time: 3.5455, DDP time: 0.0041, Total iter time: 5.8299 [2020-11-08 10:32:21,803][root][INFO] - ===> Epoch[1447](2894/2): Loss -0.8054, Sem 0.0443, dir -0.9773, norm 0.1276, swav 0.0000 LR: 4.594e-02 Score 98.311 Data time: 0.3407, Forward time: 2.8253, Backward time: 3.5456, DDP time: 0.0041, Total iter time: 7.4822 [2020-11-08 10:32:29,221][root][INFO] - ===> Epoch[1448](2895/2): Loss -0.8110, Sem 0.0504, dir -0.9812, norm 0.1198, swav 0.0000 LR: 4.592e-02 Score 98.094 Data time: 0.2635, Forward time: 2.8255, Backward time: 3.5457, DDP time: 0.0041, Total iter time: 7.2868 [2020-11-08 10:32:35,943][root][INFO] - ===> Epoch[1448](2896/2): Loss -0.8131, Sem 0.0475, dir -0.9825, norm 0.1219, swav 0.0000 LR: 4.590e-02 Score 98.222 Data time: 0.2622, Forward time: 2.8254, Backward time: 3.5457, DDP time: 0.0041, Total iter time: 6.5609 [2020-11-08 10:32:41,304][root][INFO] - ===> Epoch[1449](2897/2): Loss -0.8121, Sem 0.0483, dir -0.9813, norm 0.1210, swav 0.0000 LR: 4.588e-02 Score 98.190 Data time: 0.1823, Forward time: 2.8251, Backward time: 3.5455, DDP time: 0.0041, Total iter time: 5.2125 [2020-11-08 10:32:47,384][root][INFO] - ===> Epoch[1449](2898/2): Loss -0.8179, Sem 0.0464, dir -0.9840, norm 0.1197, swav 0.0000 LR: 4.586e-02 Score 98.260 Data time: 0.3275, Forward time: 2.8252, Backward time: 3.5452, DDP time: 0.0041, Total iter time: 5.9750 [2020-11-08 10:32:55,301][root][INFO] - ===> Epoch[1450](2899/2): Loss -0.8135, Sem 0.0487, dir -0.9803, norm 0.1181, swav 0.0000 LR: 4.584e-02 Score 98.181 Data time: 0.3589, Forward time: 2.8256, Backward time: 3.5451, DDP time: 0.0041, Total iter time: 7.7411 [2020-11-08 10:33:00,942][root][INFO] - ===> Epoch[1450](2900/2): Loss -0.8187, Sem 0.0472, dir -0.9821, norm 0.1162, swav 0.0000 LR: 4.582e-02 Score 98.228 Data time: 0.2347, Forward time: 2.8255, Backward time: 3.5448, DDP time: 0.0041, Total iter time: 5.4804 [2020-11-08 10:33:07,883][root][INFO] - ===> Epoch[1451](2901/2): Loss -0.8197, Sem 0.0454, dir -0.9835, norm 0.1185, swav 0.0000 LR: 4.580e-02 Score 98.309 Data time: 0.2640, Forward time: 2.8254, Backward time: 3.5449, DDP time: 0.0041, Total iter time: 6.8065 [2020-11-08 10:33:14,266][root][INFO] - ===> Epoch[1451](2902/2): Loss -0.8106, Sem 0.0474, dir -0.9803, norm 0.1223, swav 0.0000 LR: 4.578e-02 Score 98.197 Data time: 0.2204, Forward time: 2.8252, Backward time: 3.5449, DDP time: 0.0041, Total iter time: 6.2117 [2020-11-08 10:33:20,735][root][INFO] - ===> Epoch[1452](2903/2): Loss -0.8015, Sem 0.0493, dir -0.9810, norm 0.1302, swav 0.0000 LR: 4.576e-02 Score 98.139 Data time: 0.3729, Forward time: 2.8254, Backward time: 3.5446, DDP time: 0.0041, Total iter time: 6.3579 [2020-11-08 10:33:27,155][root][INFO] - ===> Epoch[1452](2904/2): Loss -0.8162, Sem 0.0453, dir -0.9815, norm 0.1199, swav 0.0000 LR: 4.574e-02 Score 98.312 Data time: 0.2947, Forward time: 2.8256, Backward time: 3.5442, DDP time: 0.0041, Total iter time: 6.2695 [2020-11-08 10:33:32,884][root][INFO] - ===> Epoch[1453](2905/2): Loss -0.8056, Sem 0.0465, dir -0.9809, norm 0.1287, swav 0.0000 LR: 4.572e-02 Score 98.251 Data time: 0.1914, Forward time: 2.8255, Backward time: 3.5440, DDP time: 0.0041, Total iter time: 5.5856 [2020-11-08 10:33:39,510][root][INFO] - ===> Epoch[1453](2906/2): Loss -0.8166, Sem 0.0501, dir -0.9809, norm 0.1142, swav 0.0000 LR: 4.570e-02 Score 98.121 Data time: 0.3175, Forward time: 2.8256, Backward time: 3.5438, DDP time: 0.0041, Total iter time: 6.4886 [2020-11-08 10:33:46,153][root][INFO] - ===> Epoch[1454](2907/2): Loss -0.8224, Sem 0.0450, dir -0.9820, norm 0.1147, swav 0.0000 LR: 4.568e-02 Score 98.294 Data time: 0.2107, Forward time: 2.8255, Backward time: 3.5439, DDP time: 0.0041, Total iter time: 6.4956 [2020-11-08 10:33:53,259][root][INFO] - ===> Epoch[1454](2908/2): Loss -0.8175, Sem 0.0466, dir -0.9832, norm 0.1191, swav 0.0000 LR: 4.566e-02 Score 98.259 Data time: 0.2408, Forward time: 2.8255, Backward time: 3.5440, DDP time: 0.0041, Total iter time: 6.9772 [2020-11-08 10:33:59,338][root][INFO] - ===> Epoch[1455](2909/2): Loss -0.8123, Sem 0.0505, dir -0.9815, norm 0.1187, swav 0.0000 LR: 4.564e-02 Score 98.102 Data time: 0.2616, Forward time: 2.8255, Backward time: 3.5437, DDP time: 0.0041, Total iter time: 5.9225 [2020-11-08 10:34:04,781][root][INFO] - ===> Epoch[1455](2910/2): Loss -0.8119, Sem 0.0463, dir -0.9805, norm 0.1223, swav 0.0000 LR: 4.562e-02 Score 98.265 Data time: 0.2507, Forward time: 2.8253, Backward time: 3.5434, DDP time: 0.0041, Total iter time: 5.2751 [2020-11-08 10:34:12,071][root][INFO] - ===> Epoch[1456](2911/2): Loss -0.8252, Sem 0.0485, dir -0.9838, norm 0.1101, swav 0.0000 LR: 4.560e-02 Score 98.186 Data time: 0.3672, Forward time: 2.8257, Backward time: 3.5432, DDP time: 0.0041, Total iter time: 7.1812 [2020-11-08 10:34:18,264][root][INFO] - ===> Epoch[1456](2912/2): Loss -0.8219, Sem 0.0466, dir -0.9814, norm 0.1130, swav 0.0000 LR: 4.558e-02 Score 98.220 Data time: 0.3047, Forward time: 2.8258, Backward time: 3.5428, DDP time: 0.0041, Total iter time: 6.0145 [2020-11-08 10:34:26,357][root][INFO] - ===> Epoch[1457](2913/2): Loss -0.8204, Sem 0.0456, dir -0.9824, norm 0.1164, swav 0.0000 LR: 4.556e-02 Score 98.284 Data time: 0.3701, Forward time: 2.8263, Backward time: 3.5428, DDP time: 0.0041, Total iter time: 7.9578 [2020-11-08 10:34:34,619][root][INFO] - ===> Epoch[1457](2914/2): Loss -0.8186, Sem 0.0502, dir -0.9832, norm 0.1144, swav 0.0000 LR: 4.554e-02 Score 98.128 Data time: 0.2990, Forward time: 2.8264, Backward time: 3.5431, DDP time: 0.0041, Total iter time: 8.1044 [2020-11-08 10:34:41,450][root][INFO] - ===> Epoch[1458](2915/2): Loss -0.8182, Sem 0.0480, dir -0.9827, norm 0.1165, swav 0.0000 LR: 4.552e-02 Score 98.173 Data time: 0.2145, Forward time: 2.8263, Backward time: 3.5432, DDP time: 0.0041, Total iter time: 6.6672 [2020-11-08 10:34:47,646][root][INFO] - ===> Epoch[1458](2916/2): Loss -0.8194, Sem 0.0491, dir -0.9832, norm 0.1148, swav 0.0000 LR: 4.550e-02 Score 98.167 Data time: 0.2333, Forward time: 2.8262, Backward time: 3.5430, DDP time: 0.0041, Total iter time: 6.0849 [2020-11-08 10:34:54,146][root][INFO] - ===> Epoch[1459](2917/2): Loss -0.8153, Sem 0.0478, dir -0.9810, norm 0.1179, swav 0.0000 LR: 4.548e-02 Score 98.221 Data time: 0.2118, Forward time: 2.8262, Backward time: 3.5430, DDP time: 0.0041, Total iter time: 6.3812 [2020-11-08 10:35:00,891][root][INFO] - ===> Epoch[1459](2918/2): Loss -0.8137, Sem 0.0458, dir -0.9811, norm 0.1215, swav 0.0000 LR: 4.546e-02 Score 98.270 Data time: 0.2555, Forward time: 2.8262, Backward time: 3.5430, DDP time: 0.0041, Total iter time: 6.6261 [2020-11-08 10:35:07,589][root][INFO] - ===> Epoch[1460](2919/2): Loss -0.8347, Sem 0.0457, dir -0.9831, norm 0.1027, swav 0.0000 LR: 4.544e-02 Score 98.279 Data time: 0.2812, Forward time: 2.8262, Backward time: 3.5428, DDP time: 0.0041, Total iter time: 6.5603 [2020-11-08 10:35:15,104][root][INFO] - ===> Epoch[1460](2920/2): Loss -0.8208, Sem 0.0450, dir -0.9826, norm 0.1168, swav 0.0000 LR: 4.542e-02 Score 98.279 Data time: 0.3263, Forward time: 2.8265, Backward time: 3.5428, DDP time: 0.0041, Total iter time: 7.3662 [2020-11-08 10:35:22,732][root][INFO] - ===> Epoch[1461](2921/2): Loss -0.8215, Sem 0.0476, dir -0.9832, norm 0.1142, swav 0.0000 LR: 4.541e-02 Score 98.202 Data time: 0.3898, Forward time: 2.8269, Backward time: 3.5426, DDP time: 0.0041, Total iter time: 7.4696 [2020-11-08 10:35:29,618][root][INFO] - ===> Epoch[1461](2922/2): Loss -0.8252, Sem 0.0474, dir -0.9837, norm 0.1111, swav 0.0000 LR: 4.539e-02 Score 98.193 Data time: 0.3131, Forward time: 2.8271, Backward time: 3.5424, DDP time: 0.0041, Total iter time: 6.7449 [2020-11-08 10:35:36,766][root][INFO] - ===> Epoch[1462](2923/2): Loss -0.8201, Sem 0.0472, dir -0.9826, norm 0.1153, swav 0.0000 LR: 4.537e-02 Score 98.209 Data time: 0.2099, Forward time: 2.8270, Backward time: 3.5426, DDP time: 0.0041, Total iter time: 7.0354 [2020-11-08 10:35:42,806][root][INFO] - ===> Epoch[1462](2924/2): Loss -0.8313, Sem 0.0465, dir -0.9823, norm 0.1044, swav 0.0000 LR: 4.535e-02 Score 98.255 Data time: 0.2530, Forward time: 2.8269, Backward time: 3.5425, DDP time: 0.0041, Total iter time: 5.9602 [2020-11-08 10:35:48,337][root][INFO] - ===> Epoch[1463](2925/2): Loss -0.8159, Sem 0.0467, dir -0.9830, norm 0.1205, swav 0.0000 LR: 4.533e-02 Score 98.259 Data time: 0.2738, Forward time: 2.8269, Backward time: 3.5421, DDP time: 0.0041, Total iter time: 5.4477 [2020-11-08 10:35:55,699][root][INFO] - ===> Epoch[1463](2926/2): Loss -0.8213, Sem 0.0460, dir -0.9819, norm 0.1146, swav 0.0000 LR: 4.531e-02 Score 98.278 Data time: 0.5644, Forward time: 2.8272, Backward time: 3.5419, DDP time: 0.0041, Total iter time: 7.2447 [2020-11-08 10:36:04,018][root][INFO] - ===> Epoch[1464](2927/2): Loss -0.8243, Sem 0.0470, dir -0.9819, norm 0.1106, swav 0.0000 LR: 4.529e-02 Score 98.225 Data time: 0.4522, Forward time: 2.8277, Backward time: 3.5418, DDP time: 0.0041, Total iter time: 8.1846 [2020-11-08 10:36:11,655][root][INFO] - ===> Epoch[1464](2928/2): Loss -0.8156, Sem 0.0487, dir -0.9822, norm 0.1180, swav 0.0000 LR: 4.527e-02 Score 98.167 Data time: 0.3129, Forward time: 2.8280, Backward time: 3.5418, DDP time: 0.0041, Total iter time: 7.4599 [2020-11-08 10:36:18,655][root][INFO] - ===> Epoch[1465](2929/2): Loss -0.8194, Sem 0.0489, dir -0.9833, norm 0.1150, swav 0.0000 LR: 4.525e-02 Score 98.174 Data time: 0.2830, Forward time: 2.8281, Backward time: 3.5417, DDP time: 0.0041, Total iter time: 6.8525 [2020-11-08 10:36:25,590][root][INFO] - ===> Epoch[1465](2930/2): Loss -0.8283, Sem 0.0490, dir -0.9836, norm 0.1064, swav 0.0000 LR: 4.523e-02 Score 98.153 Data time: 0.2502, Forward time: 2.8281, Backward time: 3.5418, DDP time: 0.0041, Total iter time: 6.8241 [2020-11-08 10:36:31,944][root][INFO] - ===> Epoch[1466](2931/2): Loss -0.8384, Sem 0.0444, dir -0.9849, norm 0.1022, swav 0.0000 LR: 4.521e-02 Score 98.337 Data time: 0.2184, Forward time: 2.8281, Backward time: 3.5416, DDP time: 0.0041, Total iter time: 6.2255 [2020-11-08 10:36:39,122][root][INFO] - ===> Epoch[1466](2932/2): Loss -0.8255, Sem 0.0467, dir -0.9828, norm 0.1106, swav 0.0000 LR: 4.519e-02 Score 98.259 Data time: 0.2773, Forward time: 2.8281, Backward time: 3.5417, DDP time: 0.0041, Total iter time: 7.0650 [2020-11-08 10:36:47,401][root][INFO] - ===> Epoch[1467](2933/2): Loss -0.8384, Sem 0.0464, dir -0.9843, norm 0.0995, swav 0.0000 LR: 4.517e-02 Score 98.251 Data time: 0.3854, Forward time: 2.8286, Backward time: 3.5417, DDP time: 0.0041, Total iter time: 8.1393 [2020-11-08 10:36:53,667][root][INFO] - ===> Epoch[1467](2934/2): Loss -0.8152, Sem 0.0450, dir -0.9818, norm 0.1217, swav 0.0000 LR: 4.515e-02 Score 98.292 Data time: 0.3294, Forward time: 2.8288, Backward time: 3.5413, DDP time: 0.0041, Total iter time: 6.1042 [2020-11-08 10:37:01,790][root][INFO] - ===> Epoch[1468](2935/2): Loss -0.8189, Sem 0.0509, dir -0.9823, norm 0.1126, swav 0.0000 LR: 4.513e-02 Score 98.099 Data time: 0.2399, Forward time: 2.8287, Backward time: 3.5418, DDP time: 0.0041, Total iter time: 7.9992 [2020-11-08 10:37:07,797][root][INFO] - ===> Epoch[1468](2936/2): Loss -0.8303, Sem 0.0452, dir -0.9842, norm 0.1087, swav 0.0000 LR: 4.511e-02 Score 98.295 Data time: 0.2978, Forward time: 2.8287, Backward time: 3.5415, DDP time: 0.0041, Total iter time: 5.8769 [2020-11-08 10:37:13,741][root][INFO] - ===> Epoch[1469](2937/2): Loss -0.8227, Sem 0.0466, dir -0.9825, norm 0.1132, swav 0.0000 LR: 4.509e-02 Score 98.226 Data time: 0.3126, Forward time: 2.8289, Backward time: 3.5410, DDP time: 0.0041, Total iter time: 5.7999 [2020-11-08 10:37:20,238][root][INFO] - ===> Epoch[1469](2938/2): Loss -0.8305, Sem 0.0474, dir -0.9846, norm 0.1068, swav 0.0000 LR: 4.507e-02 Score 98.218 Data time: 0.3473, Forward time: 2.8290, Backward time: 3.5408, DDP time: 0.0041, Total iter time: 6.3676 [2020-11-08 10:37:27,850][root][INFO] - ===> Epoch[1470](2939/2): Loss -0.8240, Sem 0.0499, dir -0.9828, norm 0.1089, swav 0.0000 LR: 4.505e-02 Score 98.128 Data time: 0.1780, Forward time: 2.8288, Backward time: 3.5412, DDP time: 0.0041, Total iter time: 7.4692 [2020-11-08 10:37:34,255][root][INFO] - ===> Epoch[1470](2940/2): Loss -0.8250, Sem 0.0472, dir -0.9829, norm 0.1107, swav 0.0000 LR: 4.503e-02 Score 98.225 Data time: 0.2239, Forward time: 2.8288, Backward time: 3.5411, DDP time: 0.0041, Total iter time: 6.3241 [2020-11-08 10:37:41,519][root][INFO] - ===> Epoch[1471](2941/2): Loss -0.8358, Sem 0.0459, dir -0.9853, norm 0.1036, swav 0.0000 LR: 4.501e-02 Score 98.271 Data time: 0.2234, Forward time: 2.8287, Backward time: 3.5414, DDP time: 0.0041, Total iter time: 7.1474 [2020-11-08 10:37:48,019][root][INFO] - ===> Epoch[1471](2942/2): Loss -0.8204, Sem 0.0510, dir -0.9814, norm 0.1100, swav 0.0000 LR: 4.499e-02 Score 98.080 Data time: 0.3617, Forward time: 2.8289, Backward time: 3.5410, DDP time: 0.0041, Total iter time: 6.4032 [2020-11-08 10:37:53,155][root][INFO] - ===> Epoch[1472](2943/2): Loss -0.8405, Sem 0.0445, dir -0.9853, norm 0.1004, swav 0.0000 LR: 4.497e-02 Score 98.295 Data time: 0.2256, Forward time: 2.8288, Backward time: 3.5405, DDP time: 0.0041, Total iter time: 4.9991 [2020-11-08 10:37:59,473][root][INFO] - ===> Epoch[1472](2944/2): Loss -0.8210, Sem 0.0477, dir -0.9821, norm 0.1133, swav 0.0000 LR: 4.495e-02 Score 98.216 Data time: 0.2801, Forward time: 2.8289, Backward time: 3.5403, DDP time: 0.0041, Total iter time: 6.1938 [2020-11-08 10:38:08,053][root][INFO] - ===> Epoch[1473](2945/2): Loss -0.8187, Sem 0.0463, dir -0.9821, norm 0.1172, swav 0.0000 LR: 4.493e-02 Score 98.262 Data time: 0.3575, Forward time: 2.8291, Backward time: 3.5407, DDP time: 0.0041, Total iter time: 8.4587 [2020-11-08 10:38:14,670][root][INFO] - ===> Epoch[1473](2946/2): Loss -0.8132, Sem 0.0498, dir -0.9825, norm 0.1195, swav 0.0000 LR: 4.491e-02 Score 98.130 Data time: 0.2165, Forward time: 2.8290, Backward time: 3.5407, DDP time: 0.0041, Total iter time: 6.4665 [2020-11-08 10:38:21,078][root][INFO] - ===> Epoch[1474](2947/2): Loss -0.8417, Sem 0.0435, dir -0.9850, norm 0.0998, swav 0.0000 LR: 4.489e-02 Score 98.368 Data time: 0.2965, Forward time: 2.8292, Backward time: 3.5403, DDP time: 0.0041, Total iter time: 6.2701 [2020-11-08 10:38:28,246][root][INFO] - ===> Epoch[1474](2948/2): Loss -0.8184, Sem 0.0490, dir -0.9832, norm 0.1158, swav 0.0000 LR: 4.487e-02 Score 98.153 Data time: 0.2188, Forward time: 2.8292, Backward time: 3.5405, DDP time: 0.0041, Total iter time: 7.0118 [2020-11-08 10:38:34,397][root][INFO] - ===> Epoch[1475](2949/2): Loss -0.8270, Sem 0.0488, dir -0.9833, norm 0.1075, swav 0.0000 LR: 4.485e-02 Score 98.165 Data time: 0.1737, Forward time: 2.8290, Backward time: 3.5405, DDP time: 0.0041, Total iter time: 6.0346 [2020-11-08 10:38:41,418][root][INFO] - ===> Epoch[1475](2950/2): Loss -0.8213, Sem 0.0436, dir -0.9842, norm 0.1193, swav 0.0000 LR: 4.484e-02 Score 98.361 Data time: 0.2219, Forward time: 2.8287, Backward time: 3.5408, DDP time: 0.0041, Total iter time: 6.9131 [2020-11-08 10:38:48,433][root][INFO] - ===> Epoch[1476](2951/2): Loss -0.8216, Sem 0.0523, dir -0.9829, norm 0.1090, swav 0.0000 LR: 4.482e-02 Score 98.057 Data time: 0.1566, Forward time: 2.8284, Backward time: 3.5411, DDP time: 0.0041, Total iter time: 6.8999 [2020-11-08 10:38:55,347][root][INFO] - ===> Epoch[1476](2952/2): Loss -0.8315, Sem 0.0463, dir -0.9851, norm 0.1072, swav 0.0000 LR: 4.480e-02 Score 98.235 Data time: 0.2599, Forward time: 2.8283, Backward time: 3.5413, DDP time: 0.0041, Total iter time: 6.8254 [2020-11-08 10:39:03,132][root][INFO] - ===> Epoch[1477](2953/2): Loss -0.8323, Sem 0.0453, dir -0.9830, norm 0.1054, swav 0.0000 LR: 4.478e-02 Score 98.280 Data time: 0.2594, Forward time: 2.8283, Backward time: 3.5416, DDP time: 0.0041, Total iter time: 7.6933 [2020-11-08 10:39:09,751][root][INFO] - ===> Epoch[1477](2954/2): Loss -0.8344, Sem 0.0471, dir -0.9854, norm 0.1038, swav 0.0000 LR: 4.476e-02 Score 98.244 Data time: 0.3433, Forward time: 2.8285, Backward time: 3.5413, DDP time: 0.0041, Total iter time: 6.4458 [2020-11-08 10:39:16,780][root][INFO] - ===> Epoch[1478](2955/2): Loss -0.8161, Sem 0.0482, dir -0.9823, norm 0.1180, swav 0.0000 LR: 4.474e-02 Score 98.209 Data time: 0.2451, Forward time: 2.8284, Backward time: 3.5415, DDP time: 0.0041, Total iter time: 6.8894 [2020-11-08 10:39:24,067][root][INFO] - ===> Epoch[1478](2956/2): Loss -0.8253, Sem 0.0449, dir -0.9828, norm 0.1126, swav 0.0000 LR: 4.472e-02 Score 98.302 Data time: 0.2548, Forward time: 2.8285, Backward time: 3.5415, DDP time: 0.0041, Total iter time: 7.1430 [2020-11-08 10:39:33,010][root][INFO] - ===> Epoch[1479](2957/2): Loss -0.8214, Sem 0.0502, dir -0.9827, norm 0.1111, swav 0.0000 LR: 4.470e-02 Score 98.106 Data time: 0.2262, Forward time: 2.8284, Backward time: 3.5423, DDP time: 0.0041, Total iter time: 8.7686 [2020-11-08 10:39:38,510][root][INFO] - ===> Epoch[1479](2958/2): Loss -0.8313, Sem 0.0450, dir -0.9849, norm 0.1086, swav 0.0000 LR: 4.468e-02 Score 98.316 Data time: 0.2408, Forward time: 2.8284, Backward time: 3.5419, DDP time: 0.0041, Total iter time: 5.3608 [2020-11-08 10:39:45,155][root][INFO] - ===> Epoch[1480](2959/2): Loss -0.8138, Sem 0.0482, dir -0.9812, norm 0.1193, swav 0.0000 LR: 4.466e-02 Score 98.163 Data time: 0.1647, Forward time: 2.8281, Backward time: 3.5420, DDP time: 0.0041, Total iter time: 6.4844 [2020-11-08 10:39:52,113][root][INFO] - ===> Epoch[1480](2960/2): Loss -0.8223, Sem 0.0482, dir -0.9823, norm 0.1118, swav 0.0000 LR: 4.464e-02 Score 98.202 Data time: 0.2772, Forward time: 2.8281, Backward time: 3.5422, DDP time: 0.0041, Total iter time: 6.8537 [2020-11-08 10:39:59,005][root][INFO] - ===> Epoch[1481](2961/2): Loss -0.8152, Sem 0.0484, dir -0.9824, norm 0.1188, swav 0.0000 LR: 4.462e-02 Score 98.197 Data time: 0.2728, Forward time: 2.8282, Backward time: 3.5420, DDP time: 0.0041, Total iter time: 6.7281 [2020-11-08 10:40:05,288][root][INFO] - ===> Epoch[1481](2962/2): Loss -0.8320, Sem 0.0443, dir -0.9832, norm 0.1068, swav 0.0000 LR: 4.460e-02 Score 98.322 Data time: 0.1973, Forward time: 2.8278, Backward time: 3.5422, DDP time: 0.0041, Total iter time: 6.1273 [2020-11-08 10:40:11,243][root][INFO] - ===> Epoch[1482](2963/2): Loss -0.8312, Sem 0.0497, dir -0.9845, norm 0.1035, swav 0.0000 LR: 4.458e-02 Score 98.120 Data time: 0.2420, Forward time: 2.8279, Backward time: 3.5419, DDP time: 0.0041, Total iter time: 5.8938 [2020-11-08 10:40:18,658][root][INFO] - ===> Epoch[1482](2964/2): Loss -0.8032, Sem 0.0580, dir -0.9820, norm 0.1209, swav 0.0000 LR: 4.456e-02 Score 98.009 Data time: 0.2765, Forward time: 2.8279, Backward time: 3.5421, DDP time: 0.0041, Total iter time: 7.2883 [2020-11-08 10:40:24,796][root][INFO] - ===> Epoch[1483](2965/2): Loss -0.8345, Sem 0.0471, dir -0.9848, norm 0.1032, swav 0.0000 LR: 4.454e-02 Score 98.211 Data time: 0.3244, Forward time: 2.8279, Backward time: 3.5418, DDP time: 0.0041, Total iter time: 6.0218 [2020-11-08 10:40:31,375][root][INFO] - ===> Epoch[1483](2966/2): Loss -0.8128, Sem 0.0478, dir -0.9810, norm 0.1204, swav 0.0000 LR: 4.452e-02 Score 98.225 Data time: 0.2645, Forward time: 2.8280, Backward time: 3.5416, DDP time: 0.0041, Total iter time: 6.4441 [2020-11-08 10:40:38,500][root][INFO] - ===> Epoch[1484](2967/2): Loss -0.8364, Sem 0.0489, dir -0.9845, norm 0.0991, swav 0.0000 LR: 4.450e-02 Score 98.169 Data time: 0.2247, Forward time: 2.8279, Backward time: 3.5418, DDP time: 0.0041, Total iter time: 6.9989 [2020-11-08 10:40:44,267][root][INFO] - ===> Epoch[1484](2968/2): Loss -0.8275, Sem 0.0471, dir -0.9826, norm 0.1080, swav 0.0000 LR: 4.448e-02 Score 98.222 Data time: 0.2463, Forward time: 2.8279, Backward time: 3.5415, DDP time: 0.0041, Total iter time: 5.6251 [2020-11-08 10:40:50,927][root][INFO] - ===> Epoch[1485](2969/2): Loss -0.8255, Sem 0.0493, dir -0.9838, norm 0.1091, swav 0.0000 LR: 4.446e-02 Score 98.170 Data time: 0.2432, Forward time: 2.8279, Backward time: 3.5414, DDP time: 0.0041, Total iter time: 6.5459 [2020-11-08 10:40:57,112][root][INFO] - ===> Epoch[1485](2970/2): Loss -0.8411, Sem 0.0468, dir -0.9847, norm 0.0968, swav 0.0000 LR: 4.444e-02 Score 98.248 Data time: 0.2050, Forward time: 2.8277, Backward time: 3.5414, DDP time: 0.0041, Total iter time: 6.0690 [2020-11-08 10:41:04,999][root][INFO] - ===> Epoch[1486](2971/2): Loss -0.8259, Sem 0.0457, dir -0.9841, norm 0.1124, swav 0.0000 LR: 4.442e-02 Score 98.282 Data time: 0.2687, Forward time: 2.8278, Backward time: 3.5417, DDP time: 0.0041, Total iter time: 7.7787 [2020-11-08 10:41:11,610][root][INFO] - ===> Epoch[1486](2972/2): Loss -0.8198, Sem 0.0502, dir -0.9812, norm 0.1112, swav 0.0000 LR: 4.440e-02 Score 98.121 Data time: 0.2725, Forward time: 2.8277, Backward time: 3.5417, DDP time: 0.0041, Total iter time: 6.4769 [2020-11-08 10:41:18,481][root][INFO] - ===> Epoch[1487](2973/2): Loss -0.8325, Sem 0.0473, dir -0.9845, norm 0.1047, swav 0.0000 LR: 4.438e-02 Score 98.201 Data time: 0.3216, Forward time: 2.8278, Backward time: 3.5416, DDP time: 0.0041, Total iter time: 6.7454 [2020-11-08 10:41:24,388][root][INFO] - ===> Epoch[1487](2974/2): Loss -0.8369, Sem 0.0460, dir -0.9845, norm 0.1016, swav 0.0000 LR: 4.436e-02 Score 98.264 Data time: 0.2184, Forward time: 2.8277, Backward time: 3.5414, DDP time: 0.0041, Total iter time: 5.7600 [2020-11-08 10:41:30,625][root][INFO] - ===> Epoch[1488](2975/2): Loss -0.8167, Sem 0.0475, dir -0.9805, norm 0.1163, swav 0.0000 LR: 4.434e-02 Score 98.226 Data time: 0.2774, Forward time: 2.8277, Backward time: 3.5411, DDP time: 0.0041, Total iter time: 6.0794 [2020-11-08 10:41:37,035][root][INFO] - ===> Epoch[1488](2976/2): Loss -0.8296, Sem 0.0455, dir -0.9845, norm 0.1094, swav 0.0000 LR: 4.432e-02 Score 98.287 Data time: 0.3079, Forward time: 2.8279, Backward time: 3.5408, DDP time: 0.0041, Total iter time: 6.2632 [2020-11-08 10:41:43,063][root][INFO] - ===> Epoch[1489](2977/2): Loss -0.8253, Sem 0.0450, dir -0.9823, norm 0.1121, swav 0.0000 LR: 4.430e-02 Score 98.307 Data time: 0.2617, Forward time: 2.8279, Backward time: 3.5405, DDP time: 0.0041, Total iter time: 5.8744 [2020-11-08 10:41:49,866][root][INFO] - ===> Epoch[1489](2978/2): Loss -0.8374, Sem 0.0456, dir -0.9854, norm 0.1023, swav 0.0000 LR: 4.428e-02 Score 98.278 Data time: 0.3311, Forward time: 2.8281, Backward time: 3.5403, DDP time: 0.0041, Total iter time: 6.6485 [2020-11-08 10:41:55,892][root][INFO] - ===> Epoch[1490](2979/2): Loss -0.8468, Sem 0.0431, dir -0.9863, norm 0.0964, swav 0.0000 LR: 4.426e-02 Score 98.379 Data time: 0.2868, Forward time: 2.8282, Backward time: 3.5400, DDP time: 0.0041, Total iter time: 5.8810 [2020-11-08 10:42:03,988][root][INFO] - ===> Epoch[1490](2980/2): Loss -0.8212, Sem 0.0486, dir -0.9824, norm 0.1126, swav 0.0000 LR: 4.424e-02 Score 98.194 Data time: 0.2272, Forward time: 2.8279, Backward time: 3.5406, DDP time: 0.0041, Total iter time: 7.9643 [2020-11-08 10:42:10,158][root][INFO] - ===> Epoch[1491](2981/2): Loss -0.8314, Sem 0.0472, dir -0.9846, norm 0.1060, swav 0.0000 LR: 4.422e-02 Score 98.233 Data time: 0.2618, Forward time: 2.8280, Backward time: 3.5403, DDP time: 0.0041, Total iter time: 6.0643 [2020-11-08 10:42:17,310][root][INFO] - ===> Epoch[1491](2982/2): Loss -0.8234, Sem 0.0474, dir -0.9829, norm 0.1121, swav 0.0000 LR: 4.421e-02 Score 98.204 Data time: 0.2208, Forward time: 2.8278, Backward time: 3.5406, DDP time: 0.0041, Total iter time: 7.0096 [2020-11-08 10:42:23,259][root][INFO] - ===> Epoch[1492](2983/2): Loss -0.8138, Sem 0.0508, dir -0.9813, norm 0.1167, swav 0.0000 LR: 4.419e-02 Score 98.102 Data time: 0.2701, Forward time: 2.8279, Backward time: 3.5402, DDP time: 0.0041, Total iter time: 5.8163 [2020-11-08 10:42:29,687][root][INFO] - ===> Epoch[1492](2984/2): Loss -0.8348, Sem 0.0449, dir -0.9850, norm 0.1052, swav 0.0000 LR: 4.417e-02 Score 98.306 Data time: 0.1961, Forward time: 2.8278, Backward time: 3.5403, DDP time: 0.0041, Total iter time: 6.2866 [2020-11-08 10:42:35,975][root][INFO] - ===> Epoch[1493](2985/2): Loss -0.8318, Sem 0.0461, dir -0.9849, norm 0.1070, swav 0.0000 LR: 4.415e-02 Score 98.262 Data time: 0.1877, Forward time: 2.8276, Backward time: 3.5403, DDP time: 0.0041, Total iter time: 6.1948 [2020-11-08 10:42:43,397][root][INFO] - ===> Epoch[1493](2986/2): Loss -0.8268, Sem 0.0466, dir -0.9838, norm 0.1104, swav 0.0000 LR: 4.413e-02 Score 98.252 Data time: 0.2197, Forward time: 2.8275, Backward time: 3.5406, DDP time: 0.0041, Total iter time: 7.2774 [2020-11-08 10:42:51,227][root][INFO] - ===> Epoch[1494](2987/2): Loss -0.8301, Sem 0.0444, dir -0.9808, norm 0.1064, swav 0.0000 LR: 4.411e-02 Score 98.330 Data time: 0.1934, Forward time: 2.8273, Backward time: 3.5411, DDP time: 0.0041, Total iter time: 7.6815 [2020-11-08 10:42:56,980][root][INFO] - ===> Epoch[1494](2988/2): Loss -0.8166, Sem 0.0484, dir -0.9828, norm 0.1177, swav 0.0000 LR: 4.409e-02 Score 98.161 Data time: 0.2666, Forward time: 2.8274, Backward time: 3.5407, DDP time: 0.0041, Total iter time: 5.6220 [2020-11-08 10:43:03,475][root][INFO] - ===> Epoch[1495](2989/2): Loss -0.8196, Sem 0.0488, dir -0.9827, norm 0.1143, swav 0.0000 LR: 4.407e-02 Score 98.184 Data time: 0.2526, Forward time: 2.8272, Backward time: 3.5407, DDP time: 0.0041, Total iter time: 6.3436 [2020-11-08 10:43:10,294][root][INFO] - ===> Epoch[1495](2990/2): Loss -0.8248, Sem 0.0456, dir -0.9834, norm 0.1130, swav 0.0000 LR: 4.405e-02 Score 98.289 Data time: 0.3301, Forward time: 2.8272, Backward time: 3.5406, DDP time: 0.0041, Total iter time: 6.6762 [2020-11-08 10:43:17,307][root][INFO] - ===> Epoch[1496](2991/2): Loss -0.8250, Sem 0.0474, dir -0.9826, norm 0.1103, swav 0.0000 LR: 4.403e-02 Score 98.171 Data time: 0.3088, Forward time: 2.8274, Backward time: 3.5405, DDP time: 0.0041, Total iter time: 6.8430 [2020-11-08 10:43:23,384][root][INFO] - ===> Epoch[1496](2992/2): Loss -0.8321, Sem 0.0444, dir -0.9838, norm 0.1073, swav 0.0000 LR: 4.401e-02 Score 98.303 Data time: 0.2031, Forward time: 2.8273, Backward time: 3.5404, DDP time: 0.0041, Total iter time: 5.9095 [2020-11-08 10:43:31,019][root][INFO] - ===> Epoch[1497](2993/2): Loss -0.8252, Sem 0.0487, dir -0.9837, norm 0.1098, swav 0.0000 LR: 4.399e-02 Score 98.159 Data time: 0.3375, Forward time: 2.8276, Backward time: 3.5403, DDP time: 0.0041, Total iter time: 7.5115 [2020-11-08 10:43:37,024][root][INFO] - ===> Epoch[1497](2994/2): Loss -0.8299, Sem 0.0461, dir -0.9821, norm 0.1061, swav 0.0000 LR: 4.397e-02 Score 98.310 Data time: 0.3231, Forward time: 2.8277, Backward time: 3.5399, DDP time: 0.0041, Total iter time: 5.8275 [2020-11-08 10:43:43,274][root][INFO] - ===> Epoch[1498](2995/2): Loss -0.8234, Sem 0.0471, dir -0.9822, norm 0.1117, swav 0.0000 LR: 4.395e-02 Score 98.227 Data time: 0.2725, Forward time: 2.8277, Backward time: 3.5397, DDP time: 0.0041, Total iter time: 6.1336 [2020-11-08 10:43:49,874][root][INFO] - ===> Epoch[1498](2996/2): Loss -0.8266, Sem 0.0476, dir -0.9845, norm 0.1102, swav 0.0000 LR: 4.393e-02 Score 98.190 Data time: 0.2256, Forward time: 2.8274, Backward time: 3.5399, DDP time: 0.0041, Total iter time: 6.4538 [2020-11-08 10:43:55,507][root][INFO] - ===> Epoch[1499](2997/2): Loss -0.8203, Sem 0.0469, dir -0.9814, norm 0.1142, swav 0.0000 LR: 4.391e-02 Score 98.226 Data time: 0.2197, Forward time: 2.8274, Backward time: 3.5395, DDP time: 0.0041, Total iter time: 5.5304 [2020-11-08 10:44:02,532][root][INFO] - ===> Epoch[1499](2998/2): Loss -0.8324, Sem 0.0478, dir -0.9856, norm 0.1054, swav 0.0000 LR: 4.389e-02 Score 98.212 Data time: 0.2501, Forward time: 2.8274, Backward time: 3.5396, DDP time: 0.0041, Total iter time: 6.8675 [2020-11-08 10:44:09,021][root][INFO] - ===> Epoch[1500](2999/2): Loss -0.8285, Sem 0.0456, dir -0.9814, norm 0.1072, swav 0.0000 LR: 4.387e-02 Score 98.253 Data time: 0.1937, Forward time: 2.8272, Backward time: 3.5397, DDP time: 0.0041, Total iter time: 6.3236 [2020-11-08 10:44:15,778][root][INFO] - ===> Epoch[1500](3000/2): Loss -0.8227, Sem 0.0488, dir -0.9825, norm 0.1109, swav 0.0000 LR: 4.385e-02 Score 98.155 Data time: 0.2973, Forward time: 2.8274, Backward time: 3.5394, DDP time: 0.0041, Total iter time: 6.6254 [2020-11-08 10:44:16,562][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 10:44:16,738][root][INFO] - ===> Start testing [2020-11-08 10:45:49,690][root][INFO] - 101/312: Data time: 0.0640, Iter time: 0.1219 Loss 0.584 (AVG: 1.577) Score 90.304 (AVG: 80.176) mIOU 45.275 mAP 58.612 mAcc 57.456 IOU: 73.405 95.732 42.202 64.180 79.592 66.456 56.512 36.335 34.143 15.578 19.660 52.077 42.768 27.257 27.016 5.335 50.563 35.416 63.645 17.624 mAP: 73.938 95.740 49.878 71.702 82.489 71.052 57.728 50.647 42.845 43.646 48.900 45.012 62.126 49.094 33.012 23.929 90.197 69.360 71.624 39.319 mAcc: 95.044 98.703 61.623 80.159 89.323 87.692 67.715 53.289 40.923 16.023 23.688 63.958 65.621 30.647 30.802 5.503 87.960 50.328 80.370 19.754 [2020-11-08 10:47:31,981][root][INFO] - 201/312: Data time: 0.0046, Iter time: 0.2071 Loss 1.050 (AVG: 1.676) Score 88.012 (AVG: 79.479) mIOU 44.052 mAP 57.526 mAcc 56.839 IOU: 73.854 95.533 39.677 60.794 79.993 69.153 56.022 39.689 36.238 15.374 22.744 41.131 41.269 27.323 21.295 9.334 43.219 33.126 59.542 15.733 mAP: 73.761 95.159 47.011 70.622 80.911 73.782 54.080 52.976 46.734 41.748 46.046 42.601 58.649 42.983 29.328 27.232 85.579 66.527 76.321 38.478 mAcc: 94.750 98.803 59.371 78.616 90.753 87.900 67.164 56.058 43.873 16.064 28.805 56.713 64.588 30.143 27.553 9.749 82.401 46.950 78.981 17.537 [2020-11-08 10:48:56,282][root][INFO] - 301/312: Data time: 0.0062, Iter time: 0.3562 Loss 1.217 (AVG: 1.661) Score 83.180 (AVG: 79.652) mIOU 44.730 mAP 58.926 mAcc 57.027 IOU: 73.925 95.451 39.931 65.276 79.791 67.614 57.062 39.277 37.112 12.916 21.416 39.974 42.128 27.803 23.258 7.119 48.536 33.189 65.952 16.859 mAP: 73.977 95.478 48.857 72.646 83.375 75.012 59.187 52.828 48.620 40.784 43.310 42.511 61.462 43.996 36.093 29.088 85.916 68.668 76.800 39.914 mAcc: 94.604 98.843 58.476 82.160 89.024 88.759 67.997 55.525 45.190 13.391 26.511 53.168 66.408 30.674 30.916 7.641 84.195 46.416 81.303 19.331 [2020-11-08 10:49:09,372][root][INFO] - 312/312: Data time: 0.0029, Iter time: 0.3523 Loss 1.219 (AVG: 1.637) Score 83.371 (AVG: 79.846) mIOU 44.939 mAP 58.895 mAcc 57.262 IOU: 74.072 95.456 40.536 64.853 80.088 67.219 57.610 39.651 38.275 14.171 21.755 40.133 42.630 27.792 23.755 7.109 47.945 33.057 65.551 17.132 mAP: 73.915 95.463 48.804 71.874 83.359 75.012 58.797 52.929 49.212 40.599 43.083 42.561 61.726 43.996 36.063 29.088 86.001 68.735 76.800 39.895 mAcc: 94.461 98.836 59.132 81.352 89.277 88.759 68.282 56.130 46.269 14.700 26.900 53.039 66.948 30.674 31.700 7.641 83.912 46.294 81.303 19.630 [2020-11-08 10:49:09,373][root][INFO] - Finished test. Elapsed time: 292.6336 [2020-11-08 10:49:20,685][root][INFO] - [2020-11-08 10:49:20,686][root][INFO] - ################################################################ [2020-11-08 10:49:20,686][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 10:49:20,686][root][INFO] - ################################################################ [2020-11-08 10:49:20,686][root][INFO] - cabinet : 0.120 0.260 0.522 [2020-11-08 10:49:20,686][root][INFO] - bed : 0.344 0.654 0.736 [2020-11-08 10:49:20,686][root][INFO] - chair : 0.617 0.783 0.858 [2020-11-08 10:49:20,686][root][INFO] - sofa : 0.417 0.703 0.798 [2020-11-08 10:49:20,686][root][INFO] - table : 0.233 0.388 0.507 [2020-11-08 10:49:20,686][root][INFO] - door : 0.153 0.276 0.417 [2020-11-08 10:49:20,686][root][INFO] - window : 0.033 0.088 0.261 [2020-11-08 10:49:20,686][root][INFO] - bookshelf : 0.010 0.027 0.232 [2020-11-08 10:49:20,686][root][INFO] - picture : 0.093 0.186 0.296 [2020-11-08 10:49:20,686][root][INFO] - counter : 0.009 0.066 0.434 [2020-11-08 10:49:20,686][root][INFO] - desk : 0.028 0.098 0.476 [2020-11-08 10:49:20,686][root][INFO] - curtain : 0.030 0.085 0.192 [2020-11-08 10:49:20,686][root][INFO] - refrigerator : 0.142 0.222 0.236 [2020-11-08 10:49:20,686][root][INFO] - shower curtain : 0.036 0.036 0.124 [2020-11-08 10:49:20,686][root][INFO] - toilet : 0.715 0.865 0.905 [2020-11-08 10:49:20,686][root][INFO] - sink : 0.068 0.268 0.654 [2020-11-08 10:49:20,686][root][INFO] - bathtub : 0.440 0.667 0.818 [2020-11-08 10:49:20,686][root][INFO] - otherfurniture : 0.173 0.288 0.396 [2020-11-08 10:49:20,686][root][INFO] - ---------------------------------------------------------------- [2020-11-08 10:49:20,686][root][INFO] - average : 0.203 0.331 0.492 [2020-11-08 10:49:20,686][root][INFO] - [2020-11-08 10:49:20,890][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 10:49:21,788][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 10:49:21,957][root][INFO] - Current best mIoU: 44.939 at iter 3000 [2020-11-08 10:49:26,008][root][INFO] - ===> Epoch[1501](3001/2): Loss -0.8194, Sem 0.0447, dir -0.9827, norm 0.1187, swav 0.0000 LR: 4.383e-02 Score 98.303 Data time: 0.1774, Forward time: 2.8271, Backward time: 3.5388, DDP time: 0.0041, Total iter time: 4.0460 [2020-11-08 10:49:34,889][root][INFO] - ===> Epoch[1501](3002/2): Loss -0.8308, Sem 0.0463, dir -0.9840, norm 0.1069, swav 0.0000 LR: 4.381e-02 Score 98.256 Data time: 0.2710, Forward time: 2.8272, Backward time: 3.5395, DDP time: 0.0041, Total iter time: 8.7454 [2020-11-08 10:49:42,187][root][INFO] - ===> Epoch[1502](3003/2): Loss -0.8329, Sem 0.0467, dir -0.9841, norm 0.1045, swav 0.0000 LR: 4.379e-02 Score 98.235 Data time: 0.2959, Forward time: 2.8274, Backward time: 3.5394, DDP time: 0.0041, Total iter time: 7.1314 [2020-11-08 10:49:49,363][root][INFO] - ===> Epoch[1502](3004/2): Loss -0.8283, Sem 0.0472, dir -0.9831, norm 0.1077, swav 0.0000 LR: 4.377e-02 Score 98.247 Data time: 0.2162, Forward time: 2.8273, Backward time: 3.5395, DDP time: 0.0041, Total iter time: 7.0056 [2020-11-08 10:49:56,362][root][INFO] - ===> Epoch[1503](3005/2): Loss -0.8216, Sem 0.0484, dir -0.9822, norm 0.1122, swav 0.0000 LR: 4.375e-02 Score 98.165 Data time: 0.3064, Forward time: 2.8273, Backward time: 3.5396, DDP time: 0.0041, Total iter time: 6.8559 [2020-11-08 10:50:02,926][root][INFO] - ===> Epoch[1503](3006/2): Loss -0.8227, Sem 0.0469, dir -0.9833, norm 0.1137, swav 0.0000 LR: 4.373e-02 Score 98.239 Data time: 0.3252, Forward time: 2.8275, Backward time: 3.5393, DDP time: 0.0041, Total iter time: 6.4030 [2020-11-08 10:50:09,444][root][INFO] - ===> Epoch[1504](3007/2): Loss -0.8252, Sem 0.0476, dir -0.9831, norm 0.1103, swav 0.0000 LR: 4.371e-02 Score 98.212 Data time: 0.2792, Forward time: 2.8275, Backward time: 3.5392, DDP time: 0.0041, Total iter time: 6.3647 [2020-11-08 10:50:14,885][root][INFO] - ===> Epoch[1504](3008/2): Loss -0.8268, Sem 0.0473, dir -0.9836, norm 0.1096, swav 0.0000 LR: 4.369e-02 Score 98.210 Data time: 0.2001, Forward time: 2.8273, Backward time: 3.5389, DDP time: 0.0041, Total iter time: 5.2774 [2020-11-08 10:50:20,714][root][INFO] - ===> Epoch[1505](3009/2): Loss -0.8234, Sem 0.0465, dir -0.9839, norm 0.1139, swav 0.0000 LR: 4.367e-02 Score 98.251 Data time: 0.2606, Forward time: 2.8274, Backward time: 3.5385, DDP time: 0.0041, Total iter time: 5.7486 [2020-11-08 10:50:28,411][root][INFO] - ===> Epoch[1505](3010/2): Loss -0.8224, Sem 0.0456, dir -0.9814, norm 0.1135, swav 0.0000 LR: 4.365e-02 Score 98.283 Data time: 0.1827, Forward time: 2.8272, Backward time: 3.5390, DDP time: 0.0041, Total iter time: 7.5557 [2020-11-08 10:50:34,264][root][INFO] - ===> Epoch[1506](3011/2): Loss -0.8161, Sem 0.0476, dir -0.9825, norm 0.1188, swav 0.0000 LR: 4.363e-02 Score 98.225 Data time: 0.2185, Forward time: 2.8269, Backward time: 3.5389, DDP time: 0.0041, Total iter time: 5.7332 [2020-11-08 10:50:41,406][root][INFO] - ===> Epoch[1506](3012/2): Loss -0.8305, Sem 0.0472, dir -0.9830, norm 0.1054, swav 0.0000 LR: 4.361e-02 Score 98.220 Data time: 0.3819, Forward time: 2.8272, Backward time: 3.5388, DDP time: 0.0041, Total iter time: 7.0247 [2020-11-08 10:50:47,095][root][INFO] - ===> Epoch[1507](3013/2): Loss -0.8301, Sem 0.0448, dir -0.9842, norm 0.1093, swav 0.0000 LR: 4.359e-02 Score 98.307 Data time: 0.3057, Forward time: 2.8272, Backward time: 3.5383, DDP time: 0.0041, Total iter time: 5.5327 [2020-11-08 10:50:55,244][root][INFO] - ===> Epoch[1507](3014/2): Loss -0.8286, Sem 0.0499, dir -0.9820, norm 0.1036, swav 0.0000 LR: 4.357e-02 Score 98.132 Data time: 0.2838, Forward time: 2.8271, Backward time: 3.5388, DDP time: 0.0041, Total iter time: 8.0015 [2020-11-08 10:51:02,397][root][INFO] - ===> Epoch[1508](3015/2): Loss -0.8243, Sem 0.0453, dir -0.9834, norm 0.1138, swav 0.0000 LR: 4.355e-02 Score 98.268 Data time: 0.3779, Forward time: 2.8274, Backward time: 3.5386, DDP time: 0.0041, Total iter time: 6.9916 [2020-11-08 10:51:09,730][root][INFO] - ===> Epoch[1508](3016/2): Loss -0.8161, Sem 0.0461, dir -0.9821, norm 0.1198, swav 0.0000 LR: 4.353e-02 Score 98.251 Data time: 0.3583, Forward time: 2.8277, Backward time: 3.5384, DDP time: 0.0041, Total iter time: 7.1874 [2020-11-08 10:51:15,715][root][INFO] - ===> Epoch[1509](3017/2): Loss -0.8228, Sem 0.0472, dir -0.9837, norm 0.1136, swav 0.0000 LR: 4.351e-02 Score 98.206 Data time: 0.2224, Forward time: 2.8277, Backward time: 3.5382, DDP time: 0.0041, Total iter time: 5.8325 [2020-11-08 10:51:23,802][root][INFO] - ===> Epoch[1509](3018/2): Loss -0.8129, Sem 0.0465, dir -0.9820, norm 0.1226, swav 0.0000 LR: 4.349e-02 Score 98.271 Data time: 0.2626, Forward time: 2.8276, Backward time: 3.5386, DDP time: 0.0041, Total iter time: 7.9544 [2020-11-08 10:51:29,795][root][INFO] - ===> Epoch[1510](3019/2): Loss -0.8237, Sem 0.0470, dir -0.9832, norm 0.1125, swav 0.0000 LR: 4.348e-02 Score 98.236 Data time: 0.2909, Forward time: 2.8278, Backward time: 3.5382, DDP time: 0.0041, Total iter time: 5.8475 [2020-11-08 10:51:37,308][root][INFO] - ===> Epoch[1510](3020/2): Loss -0.8356, Sem 0.0444, dir -0.9846, norm 0.1046, swav 0.0000 LR: 4.346e-02 Score 98.308 Data time: 0.2513, Forward time: 2.8277, Backward time: 3.5385, DDP time: 0.0041, Total iter time: 7.3551 [2020-11-08 10:51:44,250][root][INFO] - ===> Epoch[1511](3021/2): Loss -0.8306, Sem 0.0456, dir -0.9825, norm 0.1062, swav 0.0000 LR: 4.344e-02 Score 98.271 Data time: 0.2366, Forward time: 2.8276, Backward time: 3.5386, DDP time: 0.0041, Total iter time: 6.7929 [2020-11-08 10:51:50,035][root][INFO] - ===> Epoch[1511](3022/2): Loss -0.8311, Sem 0.0448, dir -0.9842, norm 0.1083, swav 0.0000 LR: 4.342e-02 Score 98.318 Data time: 0.2747, Forward time: 2.8275, Backward time: 3.5384, DDP time: 0.0041, Total iter time: 5.6154 [2020-11-08 10:51:56,815][root][INFO] - ===> Epoch[1512](3023/2): Loss -0.8104, Sem 0.0506, dir -0.9814, norm 0.1205, swav 0.0000 LR: 4.340e-02 Score 98.106 Data time: 0.3002, Forward time: 2.8274, Backward time: 3.5384, DDP time: 0.0041, Total iter time: 6.6170 [2020-11-08 10:52:02,983][root][INFO] - ===> Epoch[1512](3024/2): Loss -0.8247, Sem 0.0444, dir -0.9832, norm 0.1141, swav 0.0000 LR: 4.338e-02 Score 98.323 Data time: 0.2881, Forward time: 2.8276, Backward time: 3.5380, DDP time: 0.0041, Total iter time: 6.0000 [2020-11-08 10:52:10,230][root][INFO] - ===> Epoch[1513](3025/2): Loss -0.8343, Sem 0.0450, dir -0.9841, norm 0.1048, swav 0.0000 LR: 4.336e-02 Score 98.300 Data time: 0.2811, Forward time: 2.8277, Backward time: 3.5380, DDP time: 0.0041, Total iter time: 7.1060 [2020-11-08 10:52:17,803][root][INFO] - ===> Epoch[1513](3026/2): Loss -0.8157, Sem 0.0498, dir -0.9809, norm 0.1154, swav 0.0000 LR: 4.334e-02 Score 98.129 Data time: 0.2459, Forward time: 2.8278, Backward time: 3.5382, DDP time: 0.0041, Total iter time: 7.4349 [2020-11-08 10:52:25,208][root][INFO] - ===> Epoch[1514](3027/2): Loss -0.8203, Sem 0.0479, dir -0.9827, norm 0.1145, swav 0.0000 LR: 4.332e-02 Score 98.204 Data time: 0.2828, Forward time: 2.8279, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 7.2684 [2020-11-08 10:52:31,223][root][INFO] - ===> Epoch[1514](3028/2): Loss -0.8270, Sem 0.0456, dir -0.9833, norm 0.1107, swav 0.0000 LR: 4.330e-02 Score 98.285 Data time: 0.2588, Forward time: 2.8277, Backward time: 3.5381, DDP time: 0.0042, Total iter time: 5.8649 [2020-11-08 10:52:37,813][root][INFO] - ===> Epoch[1515](3029/2): Loss -0.8236, Sem 0.0450, dir -0.9830, norm 0.1144, swav 0.0000 LR: 4.328e-02 Score 98.293 Data time: 0.3307, Forward time: 2.8279, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 6.4573 [2020-11-08 10:52:45,245][root][INFO] - ===> Epoch[1515](3030/2): Loss -0.8261, Sem 0.0489, dir -0.9822, norm 0.1071, swav 0.0000 LR: 4.326e-02 Score 98.170 Data time: 0.3372, Forward time: 2.8283, Backward time: 3.5377, DDP time: 0.0042, Total iter time: 7.2647 [2020-11-08 10:52:52,021][root][INFO] - ===> Epoch[1516](3031/2): Loss -0.8244, Sem 0.0467, dir -0.9846, norm 0.1136, swav 0.0000 LR: 4.324e-02 Score 98.253 Data time: 0.2451, Forward time: 2.8282, Backward time: 3.5378, DDP time: 0.0042, Total iter time: 6.6207 [2020-11-08 10:52:58,822][root][INFO] - ===> Epoch[1516](3032/2): Loss -0.8252, Sem 0.0466, dir -0.9814, norm 0.1096, swav 0.0000 LR: 4.322e-02 Score 98.232 Data time: 0.2562, Forward time: 2.8282, Backward time: 3.5377, DDP time: 0.0042, Total iter time: 6.6603 [2020-11-08 10:53:07,060][root][INFO] - ===> Epoch[1517](3033/2): Loss -0.8270, Sem 0.0473, dir -0.9832, norm 0.1089, swav 0.0000 LR: 4.320e-02 Score 98.255 Data time: 0.3184, Forward time: 2.8285, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 8.1043 [2020-11-08 10:53:13,571][root][INFO] - ===> Epoch[1517](3034/2): Loss -0.8143, Sem 0.0487, dir -0.9816, norm 0.1186, swav 0.0000 LR: 4.318e-02 Score 98.197 Data time: 0.2975, Forward time: 2.8287, Backward time: 3.5376, DDP time: 0.0042, Total iter time: 6.3677 [2020-11-08 10:53:19,678][root][INFO] - ===> Epoch[1518](3035/2): Loss -0.8165, Sem 0.0478, dir -0.9830, norm 0.1188, swav 0.0000 LR: 4.316e-02 Score 98.183 Data time: 0.2572, Forward time: 2.8286, Backward time: 3.5374, DDP time: 0.0042, Total iter time: 5.9539 [2020-11-08 10:53:26,423][root][INFO] - ===> Epoch[1518](3036/2): Loss -0.8468, Sem 0.0435, dir -0.9859, norm 0.0956, swav 0.0000 LR: 4.314e-02 Score 98.348 Data time: 0.2629, Forward time: 2.8284, Backward time: 3.5375, DDP time: 0.0042, Total iter time: 6.6349 [2020-11-08 10:53:32,916][root][INFO] - ===> Epoch[1519](3037/2): Loss -0.8276, Sem 0.0461, dir -0.9831, norm 0.1094, swav 0.0000 LR: 4.312e-02 Score 98.255 Data time: 0.2073, Forward time: 2.8282, Backward time: 3.5376, DDP time: 0.0042, Total iter time: 6.3440 [2020-11-08 10:53:41,049][root][INFO] - ===> Epoch[1519](3038/2): Loss -0.8313, Sem 0.0477, dir -0.9843, norm 0.1054, swav 0.0000 LR: 4.310e-02 Score 98.201 Data time: 0.2306, Forward time: 2.8281, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 8.0366 [2020-11-08 10:53:48,028][root][INFO] - ===> Epoch[1520](3039/2): Loss -0.8267, Sem 0.0468, dir -0.9840, norm 0.1105, swav 0.0000 LR: 4.308e-02 Score 98.230 Data time: 0.3268, Forward time: 2.8283, Backward time: 3.5380, DDP time: 0.0042, Total iter time: 6.8520 [2020-11-08 10:53:55,443][root][INFO] - ===> Epoch[1520](3040/2): Loss -0.8279, Sem 0.0443, dir -0.9837, norm 0.1116, swav 0.0000 LR: 4.306e-02 Score 98.325 Data time: 0.2238, Forward time: 2.8283, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 7.2607 [2020-11-08 10:54:01,532][root][INFO] - ===> Epoch[1521](3041/2): Loss -0.8331, Sem 0.0441, dir -0.9839, norm 0.1066, swav 0.0000 LR: 4.304e-02 Score 98.320 Data time: 0.3062, Forward time: 2.8284, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 5.9454 [2020-11-08 10:54:07,763][root][INFO] - ===> Epoch[1521](3042/2): Loss -0.8289, Sem 0.0466, dir -0.9844, norm 0.1089, swav 0.0000 LR: 4.302e-02 Score 98.235 Data time: 0.1895, Forward time: 2.8282, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 6.0430 [2020-11-08 10:54:13,969][root][INFO] - ===> Epoch[1522](3043/2): Loss -0.8253, Sem 0.0491, dir -0.9832, norm 0.1088, swav 0.0000 LR: 4.300e-02 Score 98.155 Data time: 0.2618, Forward time: 2.8280, Backward time: 3.5378, DDP time: 0.0042, Total iter time: 6.0479 [2020-11-08 10:54:19,702][root][INFO] - ===> Epoch[1522](3044/2): Loss -0.8228, Sem 0.0484, dir -0.9827, norm 0.1114, swav 0.0000 LR: 4.298e-02 Score 98.204 Data time: 0.2597, Forward time: 2.8280, Backward time: 3.5374, DDP time: 0.0042, Total iter time: 5.6009 [2020-11-08 10:54:27,736][root][INFO] - ===> Epoch[1523](3045/2): Loss -0.8187, Sem 0.0486, dir -0.9817, norm 0.1145, swav 0.0000 LR: 4.296e-02 Score 98.169 Data time: 0.3276, Forward time: 2.8282, Backward time: 3.5376, DDP time: 0.0042, Total iter time: 7.8713 [2020-11-08 10:54:34,284][root][INFO] - ===> Epoch[1523](3046/2): Loss -0.8333, Sem 0.0442, dir -0.9853, norm 0.1078, swav 0.0000 LR: 4.294e-02 Score 98.326 Data time: 0.3830, Forward time: 2.8283, Backward time: 3.5373, DDP time: 0.0042, Total iter time: 6.3897 [2020-11-08 10:54:42,473][root][INFO] - ===> Epoch[1524](3047/2): Loss -0.8315, Sem 0.0479, dir -0.9836, norm 0.1042, swav 0.0000 LR: 4.292e-02 Score 98.206 Data time: 0.2877, Forward time: 2.8284, Backward time: 3.5377, DDP time: 0.0042, Total iter time: 8.0650 [2020-11-08 10:54:48,184][root][INFO] - ===> Epoch[1524](3048/2): Loss -0.8207, Sem 0.0463, dir -0.9825, norm 0.1154, swav 0.0000 LR: 4.290e-02 Score 98.258 Data time: 0.2444, Forward time: 2.8284, Backward time: 3.5374, DDP time: 0.0042, Total iter time: 5.5511 [2020-11-08 10:54:55,409][root][INFO] - ===> Epoch[1525](3049/2): Loss -0.8301, Sem 0.0465, dir -0.9840, norm 0.1074, swav 0.0000 LR: 4.288e-02 Score 98.248 Data time: 0.2294, Forward time: 2.8283, Backward time: 3.5376, DDP time: 0.0042, Total iter time: 7.0708 [2020-11-08 10:55:02,633][root][INFO] - ===> Epoch[1525](3050/2): Loss -0.8182, Sem 0.0481, dir -0.9817, norm 0.1154, swav 0.0000 LR: 4.286e-02 Score 98.212 Data time: 0.2305, Forward time: 2.8283, Backward time: 3.5377, DDP time: 0.0042, Total iter time: 7.0941 [2020-11-08 10:55:09,015][root][INFO] - ===> Epoch[1526](3051/2): Loss -0.8199, Sem 0.0474, dir -0.9831, norm 0.1157, swav 0.0000 LR: 4.284e-02 Score 98.220 Data time: 0.1731, Forward time: 2.8280, Backward time: 3.5378, DDP time: 0.0042, Total iter time: 6.2400 [2020-11-08 10:55:14,755][root][INFO] - ===> Epoch[1526](3052/2): Loss -0.8304, Sem 0.0470, dir -0.9848, norm 0.1075, swav 0.0000 LR: 4.282e-02 Score 98.235 Data time: 0.2819, Forward time: 2.8280, Backward time: 3.5375, DDP time: 0.0042, Total iter time: 5.6180 [2020-11-08 10:55:21,408][root][INFO] - ===> Epoch[1527](3053/2): Loss -0.8286, Sem 0.0484, dir -0.9849, norm 0.1079, swav 0.0000 LR: 4.280e-02 Score 98.170 Data time: 0.2894, Forward time: 2.8279, Backward time: 3.5375, DDP time: 0.0042, Total iter time: 6.5249 [2020-11-08 10:55:28,520][root][INFO] - ===> Epoch[1527](3054/2): Loss -0.8221, Sem 0.0459, dir -0.9818, norm 0.1138, swav 0.0000 LR: 4.278e-02 Score 98.298 Data time: 0.3218, Forward time: 2.8280, Backward time: 3.5375, DDP time: 0.0042, Total iter time: 6.9732 [2020-11-08 10:55:34,776][root][INFO] - ===> Epoch[1528](3055/2): Loss -0.8213, Sem 0.0484, dir -0.9836, norm 0.1139, swav 0.0000 LR: 4.276e-02 Score 98.148 Data time: 0.2287, Forward time: 2.8279, Backward time: 3.5374, DDP time: 0.0042, Total iter time: 6.1173 [2020-11-08 10:55:42,345][root][INFO] - ===> Epoch[1528](3056/2): Loss -0.8313, Sem 0.0444, dir -0.9840, norm 0.1082, swav 0.0000 LR: 4.274e-02 Score 98.329 Data time: 0.2464, Forward time: 2.8277, Backward time: 3.5378, DDP time: 0.0042, Total iter time: 7.4034 [2020-11-08 10:55:49,409][root][INFO] - ===> Epoch[1529](3057/2): Loss -0.8248, Sem 0.0484, dir -0.9847, norm 0.1115, swav 0.0000 LR: 4.272e-02 Score 98.193 Data time: 0.2121, Forward time: 2.8276, Backward time: 3.5380, DDP time: 0.0042, Total iter time: 6.9395 [2020-11-08 10:55:55,651][root][INFO] - ===> Epoch[1529](3058/2): Loss -0.8217, Sem 0.0480, dir -0.9823, norm 0.1125, swav 0.0000 LR: 4.270e-02 Score 98.188 Data time: 0.2583, Forward time: 2.8276, Backward time: 3.5378, DDP time: 0.0042, Total iter time: 6.0960 [2020-11-08 10:56:02,367][root][INFO] - ===> Epoch[1530](3059/2): Loss -0.8417, Sem 0.0443, dir -0.9854, norm 0.0994, swav 0.0000 LR: 4.268e-02 Score 98.320 Data time: 0.2535, Forward time: 2.8277, Backward time: 3.5376, DDP time: 0.0042, Total iter time: 6.5479 [2020-11-08 10:56:07,975][root][INFO] - ===> Epoch[1530](3060/2): Loss -0.8198, Sem 0.0472, dir -0.9839, norm 0.1168, swav 0.0000 LR: 4.267e-02 Score 98.223 Data time: 0.1975, Forward time: 2.8275, Backward time: 3.5374, DDP time: 0.0042, Total iter time: 5.4672 [2020-11-08 10:56:15,684][root][INFO] - ===> Epoch[1531](3061/2): Loss -0.8392, Sem 0.0438, dir -0.9846, norm 0.1016, swav 0.0000 LR: 4.265e-02 Score 98.336 Data time: 0.2463, Forward time: 2.8275, Backward time: 3.5378, DDP time: 0.0042, Total iter time: 7.5842 [2020-11-08 10:56:23,306][root][INFO] - ===> Epoch[1531](3062/2): Loss -0.8250, Sem 0.0481, dir -0.9841, norm 0.1110, swav 0.0000 LR: 4.263e-02 Score 98.188 Data time: 0.3100, Forward time: 2.8275, Backward time: 3.5380, DDP time: 0.0042, Total iter time: 7.4672 [2020-11-08 10:56:31,008][root][INFO] - ===> Epoch[1532](3063/2): Loss -0.8197, Sem 0.0453, dir -0.9838, norm 0.1187, swav 0.0000 LR: 4.261e-02 Score 98.285 Data time: 0.2823, Forward time: 2.8276, Backward time: 3.5381, DDP time: 0.0042, Total iter time: 7.5689 [2020-11-08 10:56:37,145][root][INFO] - ===> Epoch[1532](3064/2): Loss -0.8312, Sem 0.0463, dir -0.9837, norm 0.1061, swav 0.0000 LR: 4.259e-02 Score 98.261 Data time: 0.2790, Forward time: 2.8276, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 5.9754 [2020-11-08 10:56:44,027][root][INFO] - ===> Epoch[1533](3065/2): Loss -0.8291, Sem 0.0455, dir -0.9848, norm 0.1103, swav 0.0000 LR: 4.257e-02 Score 98.287 Data time: 0.2458, Forward time: 2.8275, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 6.7190 [2020-11-08 10:56:49,392][root][INFO] - ===> Epoch[1533](3066/2): Loss -0.8267, Sem 0.0472, dir -0.9846, norm 0.1108, swav 0.0000 LR: 4.255e-02 Score 98.222 Data time: 0.2249, Forward time: 2.8275, Backward time: 3.5375, DDP time: 0.0042, Total iter time: 5.2303 [2020-11-08 10:56:56,038][root][INFO] - ===> Epoch[1534](3067/2): Loss -0.8240, Sem 0.0466, dir -0.9840, norm 0.1134, swav 0.0000 LR: 4.253e-02 Score 98.235 Data time: 0.2542, Forward time: 2.8274, Backward time: 3.5375, DDP time: 0.0042, Total iter time: 6.5008 [2020-11-08 10:57:02,258][root][INFO] - ===> Epoch[1534](3068/2): Loss -0.8274, Sem 0.0469, dir -0.9830, norm 0.1087, swav 0.0000 LR: 4.251e-02 Score 98.247 Data time: 0.2947, Forward time: 2.8276, Backward time: 3.5372, DDP time: 0.0042, Total iter time: 6.0570 [2020-11-08 10:57:10,199][root][INFO] - ===> Epoch[1535](3069/2): Loss -0.8204, Sem 0.0491, dir -0.9832, norm 0.1137, swav 0.0000 LR: 4.249e-02 Score 98.172 Data time: 0.2318, Forward time: 2.8276, Backward time: 3.5375, DDP time: 0.0042, Total iter time: 7.8125 [2020-11-08 10:57:15,520][root][INFO] - ===> Epoch[1535](3070/2): Loss -0.8323, Sem 0.0432, dir -0.9843, norm 0.1088, swav 0.0000 LR: 4.247e-02 Score 98.391 Data time: 0.2746, Forward time: 2.8275, Backward time: 3.5371, DDP time: 0.0042, Total iter time: 5.1778 [2020-11-08 10:57:24,128][root][INFO] - ===> Epoch[1536](3071/2): Loss -0.8280, Sem 0.0495, dir -0.9832, norm 0.1058, swav 0.0000 LR: 4.245e-02 Score 98.121 Data time: 0.4209, Forward time: 2.8280, Backward time: 3.5372, DDP time: 0.0042, Total iter time: 8.4730 [2020-11-08 10:57:31,018][root][INFO] - ===> Epoch[1536](3072/2): Loss -0.8272, Sem 0.0448, dir -0.9841, norm 0.1121, swav 0.0000 LR: 4.243e-02 Score 98.307 Data time: 0.2590, Forward time: 2.8281, Backward time: 3.5371, DDP time: 0.0042, Total iter time: 6.7409 [2020-11-08 10:57:37,361][root][INFO] - ===> Epoch[1537](3073/2): Loss -0.8293, Sem 0.0484, dir -0.9832, norm 0.1055, swav 0.0000 LR: 4.241e-02 Score 98.163 Data time: 0.2076, Forward time: 2.8280, Backward time: 3.5371, DDP time: 0.0042, Total iter time: 6.1876 [2020-11-08 10:57:44,366][root][INFO] - ===> Epoch[1537](3074/2): Loss -0.8174, Sem 0.0442, dir -0.9828, norm 0.1212, swav 0.0000 LR: 4.239e-02 Score 98.332 Data time: 0.3403, Forward time: 2.8282, Backward time: 3.5369, DDP time: 0.0042, Total iter time: 6.8670 [2020-11-08 10:57:51,197][root][INFO] - ===> Epoch[1538](3075/2): Loss -0.8304, Sem 0.0450, dir -0.9844, norm 0.1090, swav 0.0000 LR: 4.237e-02 Score 98.313 Data time: 0.1783, Forward time: 2.8280, Backward time: 3.5371, DDP time: 0.0042, Total iter time: 6.6746 [2020-11-08 10:57:56,886][root][INFO] - ===> Epoch[1538](3076/2): Loss -0.8235, Sem 0.0477, dir -0.9827, norm 0.1115, swav 0.0000 LR: 4.235e-02 Score 98.207 Data time: 0.2286, Forward time: 2.8279, Backward time: 3.5368, DDP time: 0.0042, Total iter time: 5.5526 [2020-11-08 10:58:06,190][root][INFO] - ===> Epoch[1539](3077/2): Loss -0.8265, Sem 0.0458, dir -0.9839, norm 0.1117, swav 0.0000 LR: 4.233e-02 Score 98.254 Data time: 0.2605, Forward time: 2.8277, Backward time: 3.5377, DDP time: 0.0042, Total iter time: 9.1465 [2020-11-08 10:58:13,133][root][INFO] - ===> Epoch[1539](3078/2): Loss -0.8224, Sem 0.0460, dir -0.9834, norm 0.1151, swav 0.0000 LR: 4.231e-02 Score 98.276 Data time: 0.2246, Forward time: 2.8276, Backward time: 3.5378, DDP time: 0.0042, Total iter time: 6.7760 [2020-11-08 10:58:19,503][root][INFO] - ===> Epoch[1540](3079/2): Loss -0.8171, Sem 0.0478, dir -0.9830, norm 0.1181, swav 0.0000 LR: 4.229e-02 Score 98.197 Data time: 0.1746, Forward time: 2.8273, Backward time: 3.5380, DDP time: 0.0042, Total iter time: 6.2049 [2020-11-08 10:58:25,749][root][INFO] - ===> Epoch[1540](3080/2): Loss -0.8262, Sem 0.0447, dir -0.9829, norm 0.1120, swav 0.0000 LR: 4.227e-02 Score 98.309 Data time: 0.3056, Forward time: 2.8274, Backward time: 3.5377, DDP time: 0.0042, Total iter time: 6.1426 [2020-11-08 10:58:32,346][root][INFO] - ===> Epoch[1541](3081/2): Loss -0.8388, Sem 0.0441, dir -0.9849, norm 0.1020, swav 0.0000 LR: 4.225e-02 Score 98.333 Data time: 0.1815, Forward time: 2.8272, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 6.4172 [2020-11-08 10:58:41,195][root][INFO] - ===> Epoch[1541](3082/2): Loss -0.8223, Sem 0.0460, dir -0.9822, norm 0.1138, swav 0.0000 LR: 4.223e-02 Score 98.268 Data time: 0.3545, Forward time: 2.8274, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 8.7095 [2020-11-08 10:58:47,096][root][INFO] - ===> Epoch[1542](3083/2): Loss -0.8121, Sem 0.0491, dir -0.9823, norm 0.1210, swav 0.0000 LR: 4.221e-02 Score 98.185 Data time: 0.2157, Forward time: 2.8272, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 5.7247 [2020-11-08 10:58:55,488][root][INFO] - ===> Epoch[1542](3084/2): Loss -0.8281, Sem 0.0475, dir -0.9843, norm 0.1088, swav 0.0000 LR: 4.219e-02 Score 98.213 Data time: 0.1810, Forward time: 2.8269, Backward time: 3.5389, DDP time: 0.0042, Total iter time: 8.2777 [2020-11-08 10:59:01,799][root][INFO] - ===> Epoch[1543](3085/2): Loss -0.8321, Sem 0.0472, dir -0.9848, norm 0.1055, swav 0.0000 LR: 4.217e-02 Score 98.209 Data time: 0.2754, Forward time: 2.8270, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 6.1739 [2020-11-08 10:59:09,347][root][INFO] - ===> Epoch[1543](3086/2): Loss -0.8308, Sem 0.0440, dir -0.9834, norm 0.1086, swav 0.0000 LR: 4.215e-02 Score 98.348 Data time: 0.2232, Forward time: 2.8270, Backward time: 3.5389, DDP time: 0.0042, Total iter time: 7.3653 [2020-11-08 10:59:15,796][root][INFO] - ===> Epoch[1544](3087/2): Loss -0.8220, Sem 0.0475, dir -0.9839, norm 0.1144, swav 0.0000 LR: 4.213e-02 Score 98.225 Data time: 0.2945, Forward time: 2.8271, Backward time: 3.5387, DDP time: 0.0042, Total iter time: 6.3148 [2020-11-08 10:59:21,999][root][INFO] - ===> Epoch[1544](3088/2): Loss -0.8319, Sem 0.0443, dir -0.9852, norm 0.1090, swav 0.0000 LR: 4.211e-02 Score 98.311 Data time: 0.2959, Forward time: 2.8270, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 6.0034 [2020-11-08 10:59:29,704][root][INFO] - ===> Epoch[1545](3089/2): Loss -0.8355, Sem 0.0450, dir -0.9844, norm 0.1040, swav 0.0000 LR: 4.209e-02 Score 98.282 Data time: 0.3093, Forward time: 2.8272, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 7.5551 [2020-11-08 10:59:36,829][root][INFO] - ===> Epoch[1545](3090/2): Loss -0.8173, Sem 0.0461, dir -0.9819, norm 0.1185, swav 0.0000 LR: 4.207e-02 Score 98.277 Data time: 0.3297, Forward time: 2.8275, Backward time: 3.5384, DDP time: 0.0042, Total iter time: 6.9592 [2020-11-08 10:59:43,104][root][INFO] - ===> Epoch[1546](3091/2): Loss -0.8281, Sem 0.0491, dir -0.9849, norm 0.1076, swav 0.0000 LR: 4.205e-02 Score 98.145 Data time: 0.2668, Forward time: 2.8274, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 6.1287 [2020-11-08 10:59:51,242][root][INFO] - ===> Epoch[1546](3092/2): Loss -0.8290, Sem 0.0452, dir -0.9838, norm 0.1096, swav 0.0000 LR: 4.203e-02 Score 98.308 Data time: 0.2557, Forward time: 2.8273, Backward time: 3.5387, DDP time: 0.0042, Total iter time: 7.9786 [2020-11-08 10:59:57,274][root][INFO] - ===> Epoch[1547](3093/2): Loss -0.8327, Sem 0.0473, dir -0.9836, norm 0.1037, swav 0.0000 LR: 4.201e-02 Score 98.207 Data time: 0.1593, Forward time: 2.8270, Backward time: 3.5388, DDP time: 0.0042, Total iter time: 5.9064 [2020-11-08 11:00:02,656][root][INFO] - ===> Epoch[1547](3094/2): Loss -0.8247, Sem 0.0447, dir -0.9824, norm 0.1130, swav 0.0000 LR: 4.199e-02 Score 98.302 Data time: 0.2480, Forward time: 2.8268, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 5.2667 [2020-11-08 11:00:10,579][root][INFO] - ===> Epoch[1548](3095/2): Loss -0.8190, Sem 0.0488, dir -0.9836, norm 0.1158, swav 0.0000 LR: 4.197e-02 Score 98.171 Data time: 0.2629, Forward time: 2.8269, Backward time: 3.5388, DDP time: 0.0042, Total iter time: 7.8024 [2020-11-08 11:00:17,684][root][INFO] - ===> Epoch[1548](3096/2): Loss -0.8387, Sem 0.0446, dir -0.9848, norm 0.1015, swav 0.0000 LR: 4.195e-02 Score 98.303 Data time: 0.2143, Forward time: 2.8269, Backward time: 3.5389, DDP time: 0.0042, Total iter time: 6.9603 [2020-11-08 11:00:24,184][root][INFO] - ===> Epoch[1549](3097/2): Loss -0.8210, Sem 0.0457, dir -0.9829, norm 0.1162, swav 0.0000 LR: 4.193e-02 Score 98.271 Data time: 0.1784, Forward time: 2.8266, Backward time: 3.5390, DDP time: 0.0042, Total iter time: 6.3413 [2020-11-08 11:00:30,687][root][INFO] - ===> Epoch[1549](3098/2): Loss -0.8298, Sem 0.0476, dir -0.9841, norm 0.1067, swav 0.0000 LR: 4.191e-02 Score 98.227 Data time: 0.1930, Forward time: 2.8265, Backward time: 3.5391, DDP time: 0.0042, Total iter time: 6.3856 [2020-11-08 11:00:38,091][root][INFO] - ===> Epoch[1550](3099/2): Loss -0.8332, Sem 0.0467, dir -0.9839, norm 0.1040, swav 0.0000 LR: 4.189e-02 Score 98.234 Data time: 0.2088, Forward time: 2.8263, Backward time: 3.5394, DDP time: 0.0042, Total iter time: 7.2663 [2020-11-08 11:00:45,061][root][INFO] - ===> Epoch[1550](3100/2): Loss -0.8240, Sem 0.0440, dir -0.9827, norm 0.1147, swav 0.0000 LR: 4.187e-02 Score 98.342 Data time: 0.2730, Forward time: 2.8263, Backward time: 3.5395, DDP time: 0.0042, Total iter time: 6.8153 [2020-11-08 11:00:53,447][root][INFO] - ===> Epoch[1551](3101/2): Loss -0.8277, Sem 0.0452, dir -0.9837, norm 0.1108, swav 0.0000 LR: 4.185e-02 Score 98.296 Data time: 0.3944, Forward time: 2.8268, Backward time: 3.5395, DDP time: 0.0042, Total iter time: 8.2178 [2020-11-08 11:01:01,278][root][INFO] - ===> Epoch[1551](3102/2): Loss -0.8378, Sem 0.0468, dir -0.9860, norm 0.1013, swav 0.0000 LR: 4.183e-02 Score 98.219 Data time: 0.3722, Forward time: 2.8272, Backward time: 3.5393, DDP time: 0.0042, Total iter time: 7.6752 [2020-11-08 11:01:07,415][root][INFO] - ===> Epoch[1552](3103/2): Loss -0.8262, Sem 0.0466, dir -0.9840, norm 0.1112, swav 0.0000 LR: 4.181e-02 Score 98.237 Data time: 0.2687, Forward time: 2.8272, Backward time: 3.5391, DDP time: 0.0042, Total iter time: 5.9893 [2020-11-08 11:01:14,110][root][INFO] - ===> Epoch[1552](3104/2): Loss -0.8323, Sem 0.0471, dir -0.9835, norm 0.1041, swav 0.0000 LR: 4.179e-02 Score 98.224 Data time: 0.3217, Forward time: 2.8274, Backward time: 3.5389, DDP time: 0.0042, Total iter time: 6.5609 [2020-11-08 11:01:20,243][root][INFO] - ===> Epoch[1553](3105/2): Loss -0.8420, Sem 0.0425, dir -0.9845, norm 0.1000, swav 0.0000 LR: 4.177e-02 Score 98.400 Data time: 0.2763, Forward time: 2.8275, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 5.9821 [2020-11-08 11:01:27,299][root][INFO] - ===> Epoch[1553](3106/2): Loss -0.8333, Sem 0.0442, dir -0.9837, norm 0.1061, swav 0.0000 LR: 4.175e-02 Score 98.338 Data time: 0.3006, Forward time: 2.8276, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 6.9208 [2020-11-08 11:01:34,053][root][INFO] - ===> Epoch[1554](3107/2): Loss -0.8296, Sem 0.0466, dir -0.9829, norm 0.1067, swav 0.0000 LR: 4.173e-02 Score 98.255 Data time: 0.3484, Forward time: 2.8278, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 6.6017 [2020-11-08 11:01:39,517][root][INFO] - ===> Epoch[1554](3108/2): Loss -0.8342, Sem 0.0460, dir -0.9853, norm 0.1051, swav 0.0000 LR: 4.171e-02 Score 98.252 Data time: 0.2963, Forward time: 2.8277, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 5.3458 [2020-11-08 11:01:47,482][root][INFO] - ===> Epoch[1555](3109/2): Loss -0.8298, Sem 0.0465, dir -0.9830, norm 0.1067, swav 0.0000 LR: 4.169e-02 Score 98.256 Data time: 0.2139, Forward time: 2.8274, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 7.8061 [2020-11-08 11:01:53,494][root][INFO] - ===> Epoch[1555](3110/2): Loss -0.8378, Sem 0.0460, dir -0.9845, norm 0.1007, swav 0.0000 LR: 4.167e-02 Score 98.250 Data time: 0.2598, Forward time: 2.8275, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 5.8998 [2020-11-08 11:02:01,218][root][INFO] - ===> Epoch[1556](3111/2): Loss -0.8231, Sem 0.0501, dir -0.9829, norm 0.1097, swav 0.0000 LR: 4.165e-02 Score 98.141 Data time: 0.2989, Forward time: 2.8277, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 7.5821 [2020-11-08 11:02:07,051][root][INFO] - ===> Epoch[1556](3112/2): Loss -0.8287, Sem 0.0451, dir -0.9840, norm 0.1102, swav 0.0000 LR: 4.163e-02 Score 98.304 Data time: 0.1896, Forward time: 2.8274, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 5.6614 [2020-11-08 11:02:15,425][root][INFO] - ===> Epoch[1557](3113/2): Loss -0.8244, Sem 0.0489, dir -0.9836, norm 0.1103, swav 0.0000 LR: 4.162e-02 Score 98.148 Data time: 0.2941, Forward time: 2.8275, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 8.2610 [2020-11-08 11:02:22,370][root][INFO] - ===> Epoch[1557](3114/2): Loss -0.8408, Sem 0.0421, dir -0.9846, norm 0.1017, swav 0.0000 LR: 4.160e-02 Score 98.389 Data time: 0.2563, Forward time: 2.8274, Backward time: 3.5387, DDP time: 0.0042, Total iter time: 6.7837 [2020-11-08 11:02:28,147][root][INFO] - ===> Epoch[1558](3115/2): Loss -0.8320, Sem 0.0471, dir -0.9839, norm 0.1048, swav 0.0000 LR: 4.158e-02 Score 98.218 Data time: 0.3066, Forward time: 2.8274, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 5.6611 [2020-11-08 11:02:34,768][root][INFO] - ===> Epoch[1558](3116/2): Loss -0.8297, Sem 0.0470, dir -0.9839, norm 0.1073, swav 0.0000 LR: 4.156e-02 Score 98.231 Data time: 0.2633, Forward time: 2.8275, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 6.4581 [2020-11-08 11:02:42,874][root][INFO] - ===> Epoch[1559](3117/2): Loss -0.8160, Sem 0.0497, dir -0.9824, norm 0.1168, swav 0.0000 LR: 4.154e-02 Score 98.147 Data time: 0.2578, Forward time: 2.8276, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 7.9918 [2020-11-08 11:02:49,752][root][INFO] - ===> Epoch[1559](3118/2): Loss -0.8310, Sem 0.0448, dir -0.9834, norm 0.1077, swav 0.0000 LR: 4.152e-02 Score 98.289 Data time: 0.2044, Forward time: 2.8272, Backward time: 3.5389, DDP time: 0.0042, Total iter time: 6.7387 [2020-11-08 11:02:55,300][root][INFO] - ===> Epoch[1560](3119/2): Loss -0.8287, Sem 0.0495, dir -0.9834, norm 0.1052, swav 0.0000 LR: 4.150e-02 Score 98.147 Data time: 0.2555, Forward time: 2.8273, Backward time: 3.5384, DDP time: 0.0042, Total iter time: 5.4619 [2020-11-08 11:03:02,235][root][INFO] - ===> Epoch[1560](3120/2): Loss -0.8290, Sem 0.0454, dir -0.9838, norm 0.1094, swav 0.0000 LR: 4.148e-02 Score 98.272 Data time: 0.2439, Forward time: 2.8274, Backward time: 3.5384, DDP time: 0.0042, Total iter time: 6.7969 [2020-11-08 11:03:09,679][root][INFO] - ===> Epoch[1561](3121/2): Loss -0.8394, Sem 0.0457, dir -0.9840, norm 0.0989, swav 0.0000 LR: 4.146e-02 Score 98.283 Data time: 0.2593, Forward time: 2.8274, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 7.3220 [2020-11-08 11:03:16,348][root][INFO] - ===> Epoch[1561](3122/2): Loss -0.8262, Sem 0.0462, dir -0.9833, norm 0.1109, swav 0.0000 LR: 4.144e-02 Score 98.237 Data time: 0.3212, Forward time: 2.8276, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 6.5303 [2020-11-08 11:03:22,593][root][INFO] - ===> Epoch[1562](3123/2): Loss -0.8344, Sem 0.0461, dir -0.9844, norm 0.1039, swav 0.0000 LR: 4.142e-02 Score 98.264 Data time: 0.2090, Forward time: 2.8275, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 6.0920 [2020-11-08 11:03:29,252][root][INFO] - ===> Epoch[1562](3124/2): Loss -0.8270, Sem 0.0464, dir -0.9832, norm 0.1098, swav 0.0000 LR: 4.140e-02 Score 98.260 Data time: 0.1935, Forward time: 2.8273, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 6.5177 [2020-11-08 11:03:35,171][root][INFO] - ===> Epoch[1563](3125/2): Loss -0.8262, Sem 0.0472, dir -0.9820, norm 0.1086, swav 0.0000 LR: 4.138e-02 Score 98.246 Data time: 0.2672, Forward time: 2.8274, Backward time: 3.5380, DDP time: 0.0042, Total iter time: 5.8045 [2020-11-08 11:03:44,181][root][INFO] - ===> Epoch[1563](3126/2): Loss -0.8314, Sem 0.0462, dir -0.9855, norm 0.1079, swav 0.0000 LR: 4.136e-02 Score 98.253 Data time: 0.4604, Forward time: 2.8279, Backward time: 3.5381, DDP time: 0.0042, Total iter time: 8.8872 [2020-11-08 11:03:49,907][root][INFO] - ===> Epoch[1564](3127/2): Loss -0.8306, Sem 0.0461, dir -0.9833, norm 0.1066, swav 0.0000 LR: 4.134e-02 Score 98.260 Data time: 0.1565, Forward time: 2.8277, Backward time: 3.5380, DDP time: 0.0042, Total iter time: 5.5709 [2020-11-08 11:03:57,612][root][INFO] - ===> Epoch[1564](3128/2): Loss -0.8193, Sem 0.0449, dir -0.9830, norm 0.1188, swav 0.0000 LR: 4.132e-02 Score 98.304 Data time: 0.2130, Forward time: 2.8275, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 7.6114 [2020-11-08 11:04:03,769][root][INFO] - ===> Epoch[1565](3129/2): Loss -0.8340, Sem 0.0465, dir -0.9843, norm 0.1038, swav 0.0000 LR: 4.130e-02 Score 98.256 Data time: 0.2033, Forward time: 2.8274, Backward time: 3.5384, DDP time: 0.0042, Total iter time: 6.0447 [2020-11-08 11:04:12,739][root][INFO] - ===> Epoch[1565](3130/2): Loss -0.8033, Sem 0.0494, dir -0.9815, norm 0.1289, swav 0.0000 LR: 4.128e-02 Score 98.128 Data time: 0.1836, Forward time: 2.8271, Backward time: 3.5393, DDP time: 0.0042, Total iter time: 8.8215 [2020-11-08 11:04:18,931][root][INFO] - ===> Epoch[1566](3131/2): Loss -0.8398, Sem 0.0442, dir -0.9835, norm 0.0995, swav 0.0000 LR: 4.126e-02 Score 98.325 Data time: 0.2461, Forward time: 2.8271, Backward time: 3.5391, DDP time: 0.0042, Total iter time: 6.1014 [2020-11-08 11:04:25,407][root][INFO] - ===> Epoch[1566](3132/2): Loss -0.8191, Sem 0.0482, dir -0.9810, norm 0.1137, swav 0.0000 LR: 4.124e-02 Score 98.189 Data time: 0.3042, Forward time: 2.8272, Backward time: 3.5389, DDP time: 0.0042, Total iter time: 6.3317 [2020-11-08 11:04:31,358][root][INFO] - ===> Epoch[1567](3133/2): Loss -0.8356, Sem 0.0451, dir -0.9847, norm 0.1039, swav 0.0000 LR: 4.122e-02 Score 98.271 Data time: 0.3196, Forward time: 2.8273, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 5.8047 [2020-11-08 11:04:38,080][root][INFO] - ===> Epoch[1567](3134/2): Loss -0.8301, Sem 0.0442, dir -0.9843, norm 0.1101, swav 0.0000 LR: 4.120e-02 Score 98.316 Data time: 0.2209, Forward time: 2.8272, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 6.5580 [2020-11-08 11:04:44,673][root][INFO] - ===> Epoch[1568](3135/2): Loss -0.8303, Sem 0.0485, dir -0.9843, norm 0.1055, swav 0.0000 LR: 4.118e-02 Score 98.198 Data time: 0.3292, Forward time: 2.8274, Backward time: 3.5384, DDP time: 0.0042, Total iter time: 6.4704 [2020-11-08 11:04:53,301][root][INFO] - ===> Epoch[1568](3136/2): Loss -0.8291, Sem 0.0471, dir -0.9841, norm 0.1078, swav 0.0000 LR: 4.116e-02 Score 98.223 Data time: 0.2430, Forward time: 2.8274, Backward time: 3.5389, DDP time: 0.0042, Total iter time: 8.4651 [2020-11-08 11:04:59,765][root][INFO] - ===> Epoch[1569](3137/2): Loss -0.8214, Sem 0.0478, dir -0.9824, norm 0.1132, swav 0.0000 LR: 4.114e-02 Score 98.203 Data time: 0.1647, Forward time: 2.8270, Backward time: 3.5392, DDP time: 0.0042, Total iter time: 6.3040 [2020-11-08 11:05:05,747][root][INFO] - ===> Epoch[1569](3138/2): Loss -0.8335, Sem 0.0443, dir -0.9845, norm 0.1067, swav 0.0000 LR: 4.112e-02 Score 98.292 Data time: 0.3000, Forward time: 2.8271, Backward time: 3.5388, DDP time: 0.0042, Total iter time: 5.8986 [2020-11-08 11:05:13,026][root][INFO] - ===> Epoch[1570](3139/2): Loss -0.8283, Sem 0.0493, dir -0.9839, norm 0.1064, swav 0.0000 LR: 4.110e-02 Score 98.146 Data time: 0.2245, Forward time: 2.8270, Backward time: 3.5390, DDP time: 0.0042, Total iter time: 7.1354 [2020-11-08 11:05:20,021][root][INFO] - ===> Epoch[1570](3140/2): Loss -0.8208, Sem 0.0464, dir -0.9815, norm 0.1143, swav 0.0000 LR: 4.108e-02 Score 98.249 Data time: 0.2050, Forward time: 2.8268, Backward time: 3.5393, DDP time: 0.0042, Total iter time: 6.8497 [2020-11-08 11:05:27,210][root][INFO] - ===> Epoch[1571](3141/2): Loss -0.8302, Sem 0.0470, dir -0.9832, norm 0.1061, swav 0.0000 LR: 4.106e-02 Score 98.227 Data time: 0.2825, Forward time: 2.8269, Backward time: 3.5393, DDP time: 0.0042, Total iter time: 7.0466 [2020-11-08 11:05:33,933][root][INFO] - ===> Epoch[1571](3142/2): Loss -0.8275, Sem 0.0449, dir -0.9858, norm 0.1134, swav 0.0000 LR: 4.104e-02 Score 98.290 Data time: 0.3214, Forward time: 2.8270, Backward time: 3.5392, DDP time: 0.0042, Total iter time: 6.5600 [2020-11-08 11:05:39,955][root][INFO] - ===> Epoch[1572](3143/2): Loss -0.8371, Sem 0.0433, dir -0.9836, norm 0.1033, swav 0.0000 LR: 4.102e-02 Score 98.380 Data time: 0.2253, Forward time: 2.8269, Backward time: 3.5390, DDP time: 0.0042, Total iter time: 5.8552 [2020-11-08 11:05:46,431][root][INFO] - ===> Epoch[1572](3144/2): Loss -0.8273, Sem 0.0481, dir -0.9833, norm 0.1079, swav 0.0000 LR: 4.100e-02 Score 98.196 Data time: 0.2744, Forward time: 2.8270, Backward time: 3.5388, DDP time: 0.0042, Total iter time: 6.3400 [2020-11-08 11:05:54,235][root][INFO] - ===> Epoch[1573](3145/2): Loss -0.8322, Sem 0.0450, dir -0.9842, norm 0.1069, swav 0.0000 LR: 4.098e-02 Score 98.292 Data time: 0.2351, Forward time: 2.8269, Backward time: 3.5391, DDP time: 0.0042, Total iter time: 7.6547 [2020-11-08 11:06:02,221][root][INFO] - ===> Epoch[1573](3146/2): Loss -0.8379, Sem 0.0444, dir -0.9840, norm 0.1017, swav 0.0000 LR: 4.096e-02 Score 98.320 Data time: 0.3195, Forward time: 2.8269, Backward time: 3.5394, DDP time: 0.0042, Total iter time: 7.8547 [2020-11-08 11:06:08,408][root][INFO] - ===> Epoch[1574](3147/2): Loss -0.8252, Sem 0.0490, dir -0.9829, norm 0.1087, swav 0.0000 LR: 4.094e-02 Score 98.205 Data time: 0.3097, Forward time: 2.8270, Backward time: 3.5391, DDP time: 0.0042, Total iter time: 6.0472 [2020-11-08 11:06:14,841][root][INFO] - ===> Epoch[1574](3148/2): Loss -0.8325, Sem 0.0458, dir -0.9846, norm 0.1063, swav 0.0000 LR: 4.092e-02 Score 98.264 Data time: 0.3385, Forward time: 2.8272, Backward time: 3.5388, DDP time: 0.0042, Total iter time: 6.2838 [2020-11-08 11:06:20,952][root][INFO] - ===> Epoch[1575](3149/2): Loss -0.8413, Sem 0.0442, dir -0.9854, norm 0.1000, swav 0.0000 LR: 4.090e-02 Score 98.327 Data time: 0.2317, Forward time: 2.8272, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 5.9462 [2020-11-08 11:06:27,240][root][INFO] - ===> Epoch[1575](3150/2): Loss -0.8212, Sem 0.0490, dir -0.9830, norm 0.1128, swav 0.0000 LR: 4.088e-02 Score 98.156 Data time: 0.2399, Forward time: 2.8272, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 6.1510 [2020-11-08 11:06:35,618][root][INFO] - ===> Epoch[1576](3151/2): Loss -0.8280, Sem 0.0455, dir -0.9818, norm 0.1083, swav 0.0000 LR: 4.086e-02 Score 98.283 Data time: 0.2498, Forward time: 2.8271, Backward time: 3.5390, DDP time: 0.0042, Total iter time: 8.2393 [2020-11-08 11:06:42,082][root][INFO] - ===> Epoch[1576](3152/2): Loss -0.8244, Sem 0.0477, dir -0.9838, norm 0.1117, swav 0.0000 LR: 4.084e-02 Score 98.221 Data time: 0.1868, Forward time: 2.8268, Backward time: 3.5392, DDP time: 0.0042, Total iter time: 6.3204 [2020-11-08 11:06:48,612][root][INFO] - ===> Epoch[1577](3153/2): Loss -0.8233, Sem 0.0461, dir -0.9815, norm 0.1121, swav 0.0000 LR: 4.082e-02 Score 98.247 Data time: 0.2503, Forward time: 2.8269, Backward time: 3.5390, DDP time: 0.0042, Total iter time: 6.4108 [2020-11-08 11:06:53,824][root][INFO] - ===> Epoch[1577](3154/2): Loss -0.8353, Sem 0.0438, dir -0.9855, norm 0.1063, swav 0.0000 LR: 4.080e-02 Score 98.366 Data time: 0.1790, Forward time: 2.8267, Backward time: 3.5387, DDP time: 0.0042, Total iter time: 5.0626 [2020-11-08 11:07:00,682][root][INFO] - ===> Epoch[1578](3155/2): Loss -0.8194, Sem 0.0490, dir -0.9821, norm 0.1137, swav 0.0000 LR: 4.078e-02 Score 98.138 Data time: 0.2964, Forward time: 2.8268, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 6.7468 [2020-11-08 11:07:06,800][root][INFO] - ===> Epoch[1578](3156/2): Loss -0.8217, Sem 0.0469, dir -0.9834, norm 0.1148, swav 0.0000 LR: 4.076e-02 Score 98.259 Data time: 0.2355, Forward time: 2.8268, Backward time: 3.5384, DDP time: 0.0042, Total iter time: 5.9353 [2020-11-08 11:07:14,627][root][INFO] - ===> Epoch[1579](3157/2): Loss -0.8316, Sem 0.0463, dir -0.9835, norm 0.1056, swav 0.0000 LR: 4.074e-02 Score 98.263 Data time: 0.3264, Forward time: 2.8269, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 7.6955 [2020-11-08 11:07:20,894][root][INFO] - ===> Epoch[1579](3158/2): Loss -0.8262, Sem 0.0414, dir -0.9841, norm 0.1164, swav 0.0000 LR: 4.072e-02 Score 98.441 Data time: 0.1992, Forward time: 2.8267, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 6.1115 [2020-11-08 11:07:28,070][root][INFO] - ===> Epoch[1580](3159/2): Loss -0.8286, Sem 0.0498, dir -0.9832, norm 0.1048, swav 0.0000 LR: 4.070e-02 Score 98.111 Data time: 0.1986, Forward time: 2.8265, Backward time: 3.5389, DDP time: 0.0042, Total iter time: 7.0492 [2020-11-08 11:07:34,228][root][INFO] - ===> Epoch[1580](3160/2): Loss -0.8301, Sem 0.0448, dir -0.9832, norm 0.1083, swav 0.0000 LR: 4.068e-02 Score 98.315 Data time: 0.2634, Forward time: 2.8266, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 6.0212 [2020-11-08 11:07:41,180][root][INFO] - ===> Epoch[1581](3161/2): Loss -0.8241, Sem 0.0471, dir -0.9826, norm 0.1113, swav 0.0000 LR: 4.066e-02 Score 98.246 Data time: 0.2664, Forward time: 2.8266, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 6.8101 [2020-11-08 11:07:46,819][root][INFO] - ===> Epoch[1581](3162/2): Loss -0.8330, Sem 0.0478, dir -0.9837, norm 0.1030, swav 0.0000 LR: 4.064e-02 Score 98.196 Data time: 0.2353, Forward time: 2.8265, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 5.4918 [2020-11-08 11:07:54,487][root][INFO] - ===> Epoch[1582](3163/2): Loss -0.8262, Sem 0.0466, dir -0.9813, norm 0.1085, swav 0.0000 LR: 4.062e-02 Score 98.261 Data time: 0.3291, Forward time: 2.8268, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 7.5318 [2020-11-08 11:08:00,117][root][INFO] - ===> Epoch[1582](3164/2): Loss -0.8221, Sem 0.0453, dir -0.9823, norm 0.1149, swav 0.0000 LR: 4.060e-02 Score 98.286 Data time: 0.1741, Forward time: 2.8266, Backward time: 3.5381, DDP time: 0.0042, Total iter time: 5.4531 [2020-11-08 11:08:06,739][root][INFO] - ===> Epoch[1583](3165/2): Loss -0.8339, Sem 0.0456, dir -0.9845, norm 0.1050, swav 0.0000 LR: 4.058e-02 Score 98.275 Data time: 0.2207, Forward time: 2.8265, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 6.4738 [2020-11-08 11:08:13,190][root][INFO] - ===> Epoch[1583](3166/2): Loss -0.8243, Sem 0.0440, dir -0.9831, norm 0.1148, swav 0.0000 LR: 4.056e-02 Score 98.350 Data time: 0.2071, Forward time: 2.8263, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 6.2967 [2020-11-08 11:08:21,031][root][INFO] - ===> Epoch[1584](3167/2): Loss -0.8276, Sem 0.0455, dir -0.9838, norm 0.1106, swav 0.0000 LR: 4.054e-02 Score 98.264 Data time: 0.3756, Forward time: 2.8267, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 7.7182 [2020-11-08 11:08:29,200][root][INFO] - ===> Epoch[1584](3168/2): Loss -0.8384, Sem 0.0431, dir -0.9846, norm 0.1031, swav 0.0000 LR: 4.052e-02 Score 98.355 Data time: 0.2381, Forward time: 2.8266, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 8.0136 [2020-11-08 11:08:35,651][root][INFO] - ===> Epoch[1585](3169/2): Loss -0.8342, Sem 0.0462, dir -0.9847, norm 0.1043, swav 0.0000 LR: 4.050e-02 Score 98.254 Data time: 0.3627, Forward time: 2.8268, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 6.3376 [2020-11-08 11:08:43,154][root][INFO] - ===> Epoch[1585](3170/2): Loss -0.8250, Sem 0.0445, dir -0.9827, norm 0.1132, swav 0.0000 LR: 4.048e-02 Score 98.326 Data time: 0.2164, Forward time: 2.8267, Backward time: 3.5386, DDP time: 0.0042, Total iter time: 7.3482 [2020-11-08 11:08:50,036][root][INFO] - ===> Epoch[1586](3171/2): Loss -0.8335, Sem 0.0438, dir -0.9849, norm 0.1075, swav 0.0000 LR: 4.046e-02 Score 98.348 Data time: 0.1824, Forward time: 2.8266, Backward time: 3.5388, DDP time: 0.0042, Total iter time: 6.7525 [2020-11-08 11:08:56,256][root][INFO] - ===> Epoch[1586](3172/2): Loss -0.8242, Sem 0.0466, dir -0.9825, norm 0.1117, swav 0.0000 LR: 4.044e-02 Score 98.252 Data time: 0.1813, Forward time: 2.8263, Backward time: 3.5388, DDP time: 0.0042, Total iter time: 6.1094 [2020-11-08 11:09:02,411][root][INFO] - ===> Epoch[1587](3173/2): Loss -0.8267, Sem 0.0473, dir -0.9821, norm 0.1080, swav 0.0000 LR: 4.042e-02 Score 98.225 Data time: 0.2596, Forward time: 2.8264, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 6.0121 [2020-11-08 11:09:09,993][root][INFO] - ===> Epoch[1587](3174/2): Loss -0.8252, Sem 0.0483, dir -0.9842, norm 0.1107, swav 0.0000 LR: 4.040e-02 Score 98.160 Data time: 0.3346, Forward time: 2.8268, Backward time: 3.5384, DDP time: 0.0042, Total iter time: 7.4328 [2020-11-08 11:09:16,960][root][INFO] - ===> Epoch[1588](3175/2): Loss -0.8350, Sem 0.0427, dir -0.9841, norm 0.1065, swav 0.0000 LR: 4.038e-02 Score 98.392 Data time: 0.2605, Forward time: 2.8269, Backward time: 3.5383, DDP time: 0.0042, Total iter time: 6.7893 [2020-11-08 11:09:23,219][root][INFO] - ===> Epoch[1588](3176/2): Loss -0.8307, Sem 0.0443, dir -0.9837, norm 0.1087, swav 0.0000 LR: 4.036e-02 Score 98.314 Data time: 0.2587, Forward time: 2.8269, Backward time: 3.5381, DDP time: 0.0042, Total iter time: 6.0795 [2020-11-08 11:09:29,687][root][INFO] - ===> Epoch[1589](3177/2): Loss -0.8377, Sem 0.0444, dir -0.9845, norm 0.1024, swav 0.0000 LR: 4.034e-02 Score 98.309 Data time: 0.3088, Forward time: 2.8271, Backward time: 3.5378, DDP time: 0.0042, Total iter time: 6.3292 [2020-11-08 11:09:35,472][root][INFO] - ===> Epoch[1589](3178/2): Loss -0.8430, Sem 0.0420, dir -0.9836, norm 0.0986, swav 0.0000 LR: 4.032e-02 Score 98.409 Data time: 0.2392, Forward time: 2.8271, Backward time: 3.5375, DDP time: 0.0042, Total iter time: 5.6033 [2020-11-08 11:09:41,887][root][INFO] - ===> Epoch[1590](3179/2): Loss -0.8318, Sem 0.0457, dir -0.9857, norm 0.1082, swav 0.0000 LR: 4.030e-02 Score 98.243 Data time: 0.3378, Forward time: 2.8272, Backward time: 3.5372, DDP time: 0.0042, Total iter time: 6.2708 [2020-11-08 11:09:49,677][root][INFO] - ===> Epoch[1590](3180/2): Loss -0.8302, Sem 0.0449, dir -0.9832, norm 0.1081, swav 0.0000 LR: 4.028e-02 Score 98.303 Data time: 0.2011, Forward time: 2.8270, Backward time: 3.5377, DDP time: 0.0042, Total iter time: 7.6312 [2020-11-08 11:09:57,204][root][INFO] - ===> Epoch[1591](3181/2): Loss -0.8305, Sem 0.0458, dir -0.9832, norm 0.1069, swav 0.0000 LR: 4.026e-02 Score 98.259 Data time: 0.3250, Forward time: 2.8274, Backward time: 3.5376, DDP time: 0.0042, Total iter time: 7.4111 [2020-11-08 11:10:04,184][root][INFO] - ===> Epoch[1591](3182/2): Loss -0.8459, Sem 0.0426, dir -0.9860, norm 0.0975, swav 0.0000 LR: 4.024e-02 Score 98.388 Data time: 0.2665, Forward time: 2.8273, Backward time: 3.5377, DDP time: 0.0042, Total iter time: 6.8180 [2020-11-08 11:10:10,108][root][INFO] - ===> Epoch[1592](3183/2): Loss -0.8372, Sem 0.0457, dir -0.9846, norm 0.1016, swav 0.0000 LR: 4.022e-02 Score 98.296 Data time: 0.2732, Forward time: 2.8272, Backward time: 3.5375, DDP time: 0.0042, Total iter time: 5.8127 [2020-11-08 11:10:18,251][root][INFO] - ===> Epoch[1592](3184/2): Loss -0.8259, Sem 0.0462, dir -0.9838, norm 0.1117, swav 0.0000 LR: 4.020e-02 Score 98.256 Data time: 0.2476, Forward time: 2.8272, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 7.9883 [2020-11-08 11:10:25,068][root][INFO] - ===> Epoch[1593](3185/2): Loss -0.8361, Sem 0.0472, dir -0.9839, norm 0.1006, swav 0.0000 LR: 4.018e-02 Score 98.222 Data time: 0.1850, Forward time: 2.8270, Backward time: 3.5380, DDP time: 0.0042, Total iter time: 6.6601 [2020-11-08 11:10:31,151][root][INFO] - ===> Epoch[1593](3186/2): Loss -0.8274, Sem 0.0451, dir -0.9834, norm 0.1108, swav 0.0000 LR: 4.016e-02 Score 98.290 Data time: 0.2327, Forward time: 2.8269, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 6.0000 [2020-11-08 11:10:37,556][root][INFO] - ===> Epoch[1594](3187/2): Loss -0.8344, Sem 0.0463, dir -0.9841, norm 0.1034, swav 0.0000 LR: 4.014e-02 Score 98.252 Data time: 0.1973, Forward time: 2.8267, Backward time: 3.5380, DDP time: 0.0042, Total iter time: 6.2530 [2020-11-08 11:10:44,361][root][INFO] - ===> Epoch[1594](3188/2): Loss -0.8283, Sem 0.0445, dir -0.9841, norm 0.1113, swav 0.0000 LR: 4.012e-02 Score 98.297 Data time: 0.2303, Forward time: 2.8266, Backward time: 3.5380, DDP time: 0.0042, Total iter time: 6.6671 [2020-11-08 11:10:50,439][root][INFO] - ===> Epoch[1595](3189/2): Loss -0.8376, Sem 0.0455, dir -0.9837, norm 0.1006, swav 0.0000 LR: 4.010e-02 Score 98.287 Data time: 0.2270, Forward time: 2.8266, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 5.9387 [2020-11-08 11:10:56,607][root][INFO] - ===> Epoch[1595](3190/2): Loss -0.8265, Sem 0.0448, dir -0.9848, norm 0.1136, swav 0.0000 LR: 4.008e-02 Score 98.294 Data time: 0.2926, Forward time: 2.8267, Backward time: 3.5376, DDP time: 0.0042, Total iter time: 6.0270 [2020-11-08 11:11:03,215][root][INFO] - ===> Epoch[1596](3191/2): Loss -0.8440, Sem 0.0421, dir -0.9839, norm 0.0977, swav 0.0000 LR: 4.006e-02 Score 98.390 Data time: 0.1630, Forward time: 2.8263, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 6.4360 [2020-11-08 11:11:09,698][root][INFO] - ===> Epoch[1596](3192/2): Loss -0.8298, Sem 0.0466, dir -0.9839, norm 0.1075, swav 0.0000 LR: 4.004e-02 Score 98.242 Data time: 0.3351, Forward time: 2.8265, Backward time: 3.5376, DDP time: 0.0042, Total iter time: 6.3523 [2020-11-08 11:11:16,315][root][INFO] - ===> Epoch[1597](3193/2): Loss -0.8329, Sem 0.0456, dir -0.9844, norm 0.1059, swav 0.0000 LR: 4.002e-02 Score 98.273 Data time: 0.2184, Forward time: 2.8264, Backward time: 3.5376, DDP time: 0.0042, Total iter time: 6.4633 [2020-11-08 11:11:24,298][root][INFO] - ===> Epoch[1597](3194/2): Loss -0.8335, Sem 0.0472, dir -0.9841, norm 0.1034, swav 0.0000 LR: 4.000e-02 Score 98.217 Data time: 0.2483, Forward time: 2.8263, Backward time: 3.5381, DDP time: 0.0042, Total iter time: 7.8396 [2020-11-08 11:11:30,964][root][INFO] - ===> Epoch[1598](3195/2): Loss -0.8348, Sem 0.0437, dir -0.9850, norm 0.1065, swav 0.0000 LR: 3.998e-02 Score 98.333 Data time: 0.2029, Forward time: 2.8261, Backward time: 3.5382, DDP time: 0.0042, Total iter time: 6.5131 [2020-11-08 11:11:38,017][root][INFO] - ===> Epoch[1598](3196/2): Loss -0.8227, Sem 0.0479, dir -0.9824, norm 0.1118, swav 0.0000 LR: 3.996e-02 Score 98.191 Data time: 0.2022, Forward time: 2.8259, Backward time: 3.5384, DDP time: 0.0042, Total iter time: 6.9368 [2020-11-08 11:11:45,424][root][INFO] - ===> Epoch[1599](3197/2): Loss -0.8344, Sem 0.0450, dir -0.9836, norm 0.1042, swav 0.0000 LR: 3.994e-02 Score 98.286 Data time: 0.1661, Forward time: 2.8256, Backward time: 3.5389, DDP time: 0.0042, Total iter time: 7.2791 [2020-11-08 11:11:50,680][root][INFO] - ===> Epoch[1599](3198/2): Loss -0.8284, Sem 0.0441, dir -0.9838, norm 0.1113, swav 0.0000 LR: 3.993e-02 Score 98.331 Data time: 0.2710, Forward time: 2.8255, Backward time: 3.5385, DDP time: 0.0042, Total iter time: 5.1203 [2020-11-08 11:11:56,198][root][INFO] - ===> Epoch[1600](3199/2): Loss -0.8268, Sem 0.0468, dir -0.9823, norm 0.1087, swav 0.0000 LR: 3.991e-02 Score 98.235 Data time: 0.2467, Forward time: 2.8255, Backward time: 3.5381, DDP time: 0.0042, Total iter time: 5.3553 [2020-11-08 11:12:02,662][root][INFO] - ===> Epoch[1600](3200/2): Loss -0.8368, Sem 0.0452, dir -0.9848, norm 0.1028, swav 0.0000 LR: 3.989e-02 Score 98.294 Data time: 0.3139, Forward time: 2.8256, Backward time: 3.5379, DDP time: 0.0042, Total iter time: 6.3054 [2020-11-08 11:12:09,292][root][INFO] - ===> Epoch[1601](3201/2): Loss -0.8321, Sem 0.0454, dir -0.9838, norm 0.1064, swav 0.0000 LR: 3.987e-02 Score 98.272 Data time: 0.2746, Forward time: 2.8257, Backward time: 3.5377, DDP time: 0.0042, Total iter time: 6.4683 [2020-11-08 11:12:15,727][root][INFO] - ===> Epoch[1601](3202/2): Loss -0.8346, Sem 0.0451, dir -0.9860, norm 0.1062, swav 0.0000 LR: 3.985e-02 Score 98.288 Data time: 0.2661, Forward time: 2.8259, Backward time: 3.5374, DDP time: 0.0042, Total iter time: 6.2813 [2020-11-08 11:12:20,920][root][INFO] - ===> Epoch[1602](3203/2): Loss -0.8380, Sem 0.0436, dir -0.9849, norm 0.1033, swav 0.0000 LR: 3.983e-02 Score 98.352 Data time: 0.2291, Forward time: 2.8257, Backward time: 3.5371, DDP time: 0.0042, Total iter time: 5.0488 [2020-11-08 11:12:27,708][root][INFO] - ===> Epoch[1602](3204/2): Loss -0.8248, Sem 0.0457, dir -0.9826, norm 0.1121, swav 0.0000 LR: 3.981e-02 Score 98.248 Data time: 0.2404, Forward time: 2.8257, Backward time: 3.5371, DDP time: 0.0042, Total iter time: 6.6972 [2020-11-08 11:12:35,878][root][INFO] - ===> Epoch[1603](3205/2): Loss -0.8395, Sem 0.0467, dir -0.9855, norm 0.0993, swav 0.0000 LR: 3.979e-02 Score 98.236 Data time: 0.3915, Forward time: 2.8261, Backward time: 3.5371, DDP time: 0.0042, Total iter time: 8.0077 [2020-11-08 11:12:43,168][root][INFO] - ===> Epoch[1603](3206/2): Loss -0.8271, Sem 0.0501, dir -0.9817, norm 0.1045, swav 0.0000 LR: 3.977e-02 Score 98.116 Data time: 0.2145, Forward time: 2.8261, Backward time: 3.5373, DDP time: 0.0042, Total iter time: 7.1477 [2020-11-08 11:12:48,395][root][INFO] - ===> Epoch[1604](3207/2): Loss -0.8246, Sem 0.0442, dir -0.9835, norm 0.1147, swav 0.0000 LR: 3.975e-02 Score 98.328 Data time: 0.2328, Forward time: 2.8260, Backward time: 3.5368, DDP time: 0.0042, Total iter time: 5.0725 [2020-11-08 11:12:54,483][root][INFO] - ===> Epoch[1604](3208/2): Loss -0.8339, Sem 0.0442, dir -0.9848, norm 0.1067, swav 0.0000 LR: 3.973e-02 Score 98.347 Data time: 0.2692, Forward time: 2.8261, Backward time: 3.5365, DDP time: 0.0042, Total iter time: 5.9298 [2020-11-08 11:13:00,048][root][INFO] - ===> Epoch[1605](3209/2): Loss -0.8411, Sem 0.0445, dir -0.9852, norm 0.0996, swav 0.0000 LR: 3.971e-02 Score 98.317 Data time: 0.2263, Forward time: 2.8260, Backward time: 3.5362, DDP time: 0.0042, Total iter time: 5.4111 [2020-11-08 11:13:07,739][root][INFO] - ===> Epoch[1605](3210/2): Loss -0.8239, Sem 0.0448, dir -0.9831, norm 0.1144, swav 0.0000 LR: 3.969e-02 Score 98.294 Data time: 0.3585, Forward time: 2.8263, Backward time: 3.5362, DDP time: 0.0042, Total iter time: 7.5596 [2020-11-08 11:13:15,180][root][INFO] - ===> Epoch[1606](3211/2): Loss -0.8369, Sem 0.0463, dir -0.9848, norm 0.1016, swav 0.0000 LR: 3.967e-02 Score 98.231 Data time: 0.1943, Forward time: 2.8262, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 7.2717 [2020-11-08 11:13:21,300][root][INFO] - ===> Epoch[1606](3212/2): Loss -0.8274, Sem 0.0458, dir -0.9833, norm 0.1100, swav 0.0000 LR: 3.965e-02 Score 98.275 Data time: 0.2445, Forward time: 2.8260, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 5.9501 [2020-11-08 11:13:27,999][root][INFO] - ===> Epoch[1607](3213/2): Loss -0.8333, Sem 0.0450, dir -0.9829, norm 0.1046, swav 0.0000 LR: 3.963e-02 Score 98.290 Data time: 0.2218, Forward time: 2.8259, Backward time: 3.5365, DDP time: 0.0042, Total iter time: 6.5926 [2020-11-08 11:13:35,161][root][INFO] - ===> Epoch[1607](3214/2): Loss -0.8343, Sem 0.0453, dir -0.9854, norm 0.1058, swav 0.0000 LR: 3.961e-02 Score 98.287 Data time: 0.3141, Forward time: 2.8262, Backward time: 3.5363, DDP time: 0.0042, Total iter time: 7.0311 [2020-11-08 11:13:43,434][root][INFO] - ===> Epoch[1608](3215/2): Loss -0.8259, Sem 0.0476, dir -0.9827, norm 0.1091, swav 0.0000 LR: 3.959e-02 Score 98.203 Data time: 0.2029, Forward time: 2.8261, Backward time: 3.5369, DDP time: 0.0042, Total iter time: 8.0976 [2020-11-08 11:13:50,551][root][INFO] - ===> Epoch[1608](3216/2): Loss -0.8352, Sem 0.0433, dir -0.9840, norm 0.1054, swav 0.0000 LR: 3.957e-02 Score 98.365 Data time: 0.3263, Forward time: 2.8263, Backward time: 3.5367, DDP time: 0.0042, Total iter time: 6.9760 [2020-11-08 11:13:57,150][root][INFO] - ===> Epoch[1609](3217/2): Loss -0.8216, Sem 0.0483, dir -0.9819, norm 0.1120, swav 0.0000 LR: 3.955e-02 Score 98.188 Data time: 0.2294, Forward time: 2.8262, Backward time: 3.5368, DDP time: 0.0042, Total iter time: 6.4356 [2020-11-08 11:14:04,499][root][INFO] - ===> Epoch[1609](3218/2): Loss -0.8240, Sem 0.0452, dir -0.9834, norm 0.1142, swav 0.0000 LR: 3.953e-02 Score 98.280 Data time: 0.2086, Forward time: 2.8259, Backward time: 3.5372, DDP time: 0.0042, Total iter time: 7.2191 [2020-11-08 11:14:11,918][root][INFO] - ===> Epoch[1610](3219/2): Loss -0.8349, Sem 0.0448, dir -0.9850, norm 0.1053, swav 0.0000 LR: 3.951e-02 Score 98.316 Data time: 0.3244, Forward time: 2.8260, Backward time: 3.5372, DDP time: 0.0042, Total iter time: 7.2881 [2020-11-08 11:14:18,376][root][INFO] - ===> Epoch[1610](3220/2): Loss -0.8277, Sem 0.0484, dir -0.9832, norm 0.1071, swav 0.0000 LR: 3.949e-02 Score 98.183 Data time: 0.2703, Forward time: 2.8261, Backward time: 3.5371, DDP time: 0.0042, Total iter time: 6.3042 [2020-11-08 11:14:25,550][root][INFO] - ===> Epoch[1611](3221/2): Loss -0.8237, Sem 0.0473, dir -0.9829, norm 0.1118, swav 0.0000 LR: 3.947e-02 Score 98.207 Data time: 0.3288, Forward time: 2.8264, Backward time: 3.5369, DDP time: 0.0042, Total iter time: 7.0251 [2020-11-08 11:14:31,599][root][INFO] - ===> Epoch[1611](3222/2): Loss -0.8236, Sem 0.0442, dir -0.9841, norm 0.1163, swav 0.0000 LR: 3.945e-02 Score 98.338 Data time: 0.1774, Forward time: 2.8262, Backward time: 3.5368, DDP time: 0.0042, Total iter time: 5.8936 [2020-11-08 11:14:39,013][root][INFO] - ===> Epoch[1612](3223/2): Loss -0.8240, Sem 0.0466, dir -0.9829, norm 0.1123, swav 0.0000 LR: 3.943e-02 Score 98.261 Data time: 0.2856, Forward time: 2.8261, Backward time: 3.5370, DDP time: 0.0042, Total iter time: 7.2841 [2020-11-08 11:14:44,865][root][INFO] - ===> Epoch[1612](3224/2): Loss -0.8291, Sem 0.0464, dir -0.9827, norm 0.1072, swav 0.0000 LR: 3.941e-02 Score 98.238 Data time: 0.2374, Forward time: 2.8259, Backward time: 3.5370, DDP time: 0.0042, Total iter time: 5.7017 [2020-11-08 11:14:52,059][root][INFO] - ===> Epoch[1613](3225/2): Loss -0.8274, Sem 0.0453, dir -0.9830, norm 0.1103, swav 0.0000 LR: 3.939e-02 Score 98.299 Data time: 0.3991, Forward time: 2.8261, Backward time: 3.5368, DDP time: 0.0042, Total iter time: 7.0370 [2020-11-08 11:14:58,965][root][INFO] - ===> Epoch[1613](3226/2): Loss -0.8274, Sem 0.0450, dir -0.9834, norm 0.1110, swav 0.0000 LR: 3.937e-02 Score 98.306 Data time: 0.3189, Forward time: 2.8264, Backward time: 3.5365, DDP time: 0.0042, Total iter time: 6.7585 [2020-11-08 11:15:05,791][root][INFO] - ===> Epoch[1614](3227/2): Loss -0.8347, Sem 0.0468, dir -0.9850, norm 0.1035, swav 0.0000 LR: 3.935e-02 Score 98.220 Data time: 0.3170, Forward time: 2.8267, Backward time: 3.5363, DDP time: 0.0042, Total iter time: 6.6603 [2020-11-08 11:15:12,064][root][INFO] - ===> Epoch[1614](3228/2): Loss -0.8268, Sem 0.0462, dir -0.9838, norm 0.1108, swav 0.0000 LR: 3.933e-02 Score 98.248 Data time: 0.2159, Forward time: 2.8266, Backward time: 3.5362, DDP time: 0.0042, Total iter time: 6.1080 [2020-11-08 11:15:18,497][root][INFO] - ===> Epoch[1615](3229/2): Loss -0.8323, Sem 0.0448, dir -0.9843, norm 0.1071, swav 0.0000 LR: 3.931e-02 Score 98.308 Data time: 0.2569, Forward time: 2.8265, Backward time: 3.5361, DDP time: 0.0042, Total iter time: 6.3178 [2020-11-08 11:15:25,549][root][INFO] - ===> Epoch[1615](3230/2): Loss -0.8271, Sem 0.0454, dir -0.9833, norm 0.1108, swav 0.0000 LR: 3.929e-02 Score 98.292 Data time: 0.2002, Forward time: 2.8263, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 6.9104 [2020-11-08 11:15:32,595][root][INFO] - ===> Epoch[1616](3231/2): Loss -0.8297, Sem 0.0471, dir -0.9840, norm 0.1072, swav 0.0000 LR: 3.927e-02 Score 98.219 Data time: 0.3309, Forward time: 2.8265, Backward time: 3.5362, DDP time: 0.0042, Total iter time: 6.9094 [2020-11-08 11:15:38,770][root][INFO] - ===> Epoch[1616](3232/2): Loss -0.8314, Sem 0.0438, dir -0.9838, norm 0.1086, swav 0.0000 LR: 3.925e-02 Score 98.367 Data time: 0.2432, Forward time: 2.8264, Backward time: 3.5362, DDP time: 0.0042, Total iter time: 6.0135 [2020-11-08 11:15:45,585][root][INFO] - ===> Epoch[1617](3233/2): Loss -0.8290, Sem 0.0458, dir -0.9833, norm 0.1085, swav 0.0000 LR: 3.923e-02 Score 98.280 Data time: 0.2382, Forward time: 2.8262, Backward time: 3.5363, DDP time: 0.0042, Total iter time: 6.6444 [2020-11-08 11:15:51,756][root][INFO] - ===> Epoch[1617](3234/2): Loss -0.8182, Sem 0.0463, dir -0.9820, norm 0.1175, swav 0.0000 LR: 3.921e-02 Score 98.255 Data time: 0.2697, Forward time: 2.8262, Backward time: 3.5361, DDP time: 0.0042, Total iter time: 6.0456 [2020-11-08 11:15:57,221][root][INFO] - ===> Epoch[1618](3235/2): Loss -0.8326, Sem 0.0462, dir -0.9851, norm 0.1062, swav 0.0000 LR: 3.919e-02 Score 98.255 Data time: 0.1898, Forward time: 2.8261, Backward time: 3.5358, DDP time: 0.0042, Total iter time: 5.3333 [2020-11-08 11:16:03,997][root][INFO] - ===> Epoch[1618](3236/2): Loss -0.8240, Sem 0.0461, dir -0.9819, norm 0.1118, swav 0.0000 LR: 3.917e-02 Score 98.262 Data time: 0.1558, Forward time: 2.8258, Backward time: 3.5361, DDP time: 0.0042, Total iter time: 6.6607 [2020-11-08 11:16:11,658][root][INFO] - ===> Epoch[1619](3237/2): Loss -0.8304, Sem 0.0443, dir -0.9839, norm 0.1091, swav 0.0000 LR: 3.915e-02 Score 98.312 Data time: 0.2152, Forward time: 2.8256, Backward time: 3.5366, DDP time: 0.0042, Total iter time: 7.5839 [2020-11-08 11:16:18,377][root][INFO] - ===> Epoch[1619](3238/2): Loss -0.8176, Sem 0.0451, dir -0.9831, norm 0.1204, swav 0.0000 LR: 3.913e-02 Score 98.312 Data time: 0.2640, Forward time: 2.8257, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 6.6060 [2020-11-08 11:16:24,112][root][INFO] - ===> Epoch[1620](3239/2): Loss -0.8448, Sem 0.0421, dir -0.9852, norm 0.0984, swav 0.0000 LR: 3.911e-02 Score 98.425 Data time: 0.2604, Forward time: 2.8257, Backward time: 3.5361, DDP time: 0.0042, Total iter time: 5.6067 [2020-11-08 11:16:31,604][root][INFO] - ===> Epoch[1620](3240/2): Loss -0.8377, Sem 0.0460, dir -0.9856, norm 0.1019, swav 0.0000 LR: 3.909e-02 Score 98.260 Data time: 0.2479, Forward time: 2.8256, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 7.3739 [2020-11-08 11:16:38,080][root][INFO] - ===> Epoch[1621](3241/2): Loss -0.8188, Sem 0.0449, dir -0.9836, norm 0.1199, swav 0.0000 LR: 3.907e-02 Score 98.294 Data time: 0.2901, Forward time: 2.8256, Backward time: 3.5363, DDP time: 0.0042, Total iter time: 6.3435 [2020-11-08 11:16:45,299][root][INFO] - ===> Epoch[1621](3242/2): Loss -0.8378, Sem 0.0461, dir -0.9846, norm 0.1007, swav 0.0000 LR: 3.905e-02 Score 98.244 Data time: 0.2564, Forward time: 2.8257, Backward time: 3.5363, DDP time: 0.0042, Total iter time: 7.0521 [2020-11-08 11:16:51,291][root][INFO] - ===> Epoch[1622](3243/2): Loss -0.8287, Sem 0.0446, dir -0.9837, norm 0.1104, swav 0.0000 LR: 3.903e-02 Score 98.317 Data time: 0.1897, Forward time: 2.8253, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 5.8208 [2020-11-08 11:16:58,043][root][INFO] - ===> Epoch[1622](3244/2): Loss -0.8323, Sem 0.0459, dir -0.9843, norm 0.1061, swav 0.0000 LR: 3.901e-02 Score 98.263 Data time: 0.3101, Forward time: 2.8255, Backward time: 3.5362, DDP time: 0.0042, Total iter time: 6.6211 [2020-11-08 11:17:03,765][root][INFO] - ===> Epoch[1623](3245/2): Loss -0.8310, Sem 0.0455, dir -0.9830, norm 0.1066, swav 0.0000 LR: 3.899e-02 Score 98.293 Data time: 0.1832, Forward time: 2.8254, Backward time: 3.5360, DDP time: 0.0042, Total iter time: 5.5505 [2020-11-08 11:17:10,520][root][INFO] - ===> Epoch[1623](3246/2): Loss -0.8194, Sem 0.0473, dir -0.9826, norm 0.1159, swav 0.0000 LR: 3.897e-02 Score 98.212 Data time: 0.2271, Forward time: 2.8253, Backward time: 3.5361, DDP time: 0.0042, Total iter time: 6.6112 [2020-11-08 11:17:19,136][root][INFO] - ===> Epoch[1624](3247/2): Loss -0.8302, Sem 0.0440, dir -0.9838, norm 0.1096, swav 0.0000 LR: 3.895e-02 Score 98.368 Data time: 0.2500, Forward time: 2.8252, Backward time: 3.5367, DDP time: 0.0042, Total iter time: 8.4596 [2020-11-08 11:17:26,118][root][INFO] - ===> Epoch[1624](3248/2): Loss -0.8227, Sem 0.0459, dir -0.9820, norm 0.1134, swav 0.0000 LR: 3.893e-02 Score 98.261 Data time: 0.3825, Forward time: 2.8254, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 6.8537 [2020-11-08 11:17:33,138][root][INFO] - ===> Epoch[1625](3249/2): Loss -0.8178, Sem 0.0452, dir -0.9829, norm 0.1199, swav 0.0000 LR: 3.891e-02 Score 98.273 Data time: 0.2546, Forward time: 2.8254, Backward time: 3.5365, DDP time: 0.0042, Total iter time: 6.8322 [2020-11-08 11:17:40,515][root][INFO] - ===> Epoch[1625](3250/2): Loss -0.8341, Sem 0.0475, dir -0.9853, norm 0.1037, swav 0.0000 LR: 3.889e-02 Score 98.180 Data time: 0.3658, Forward time: 2.8257, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 7.2310 [2020-11-08 11:17:45,816][root][INFO] - ===> Epoch[1626](3251/2): Loss -0.8275, Sem 0.0441, dir -0.9833, norm 0.1117, swav 0.0000 LR: 3.887e-02 Score 98.344 Data time: 0.2552, Forward time: 2.8256, Backward time: 3.5360, DDP time: 0.0042, Total iter time: 5.1331 [2020-11-08 11:17:52,613][root][INFO] - ===> Epoch[1626](3252/2): Loss -0.8328, Sem 0.0424, dir -0.9860, norm 0.1108, swav 0.0000 LR: 3.885e-02 Score 98.388 Data time: 0.2281, Forward time: 2.8256, Backward time: 3.5360, DDP time: 0.0042, Total iter time: 6.6634 [2020-11-08 11:17:58,757][root][INFO] - ===> Epoch[1627](3253/2): Loss -0.8321, Sem 0.0442, dir -0.9840, norm 0.1077, swav 0.0000 LR: 3.883e-02 Score 98.339 Data time: 0.2587, Forward time: 2.8255, Backward time: 3.5358, DDP time: 0.0042, Total iter time: 6.0012 [2020-11-08 11:18:05,790][root][INFO] - ===> Epoch[1627](3254/2): Loss -0.8352, Sem 0.0460, dir -0.9838, norm 0.1026, swav 0.0000 LR: 3.881e-02 Score 98.270 Data time: 0.1881, Forward time: 2.8254, Backward time: 3.5361, DDP time: 0.0042, Total iter time: 6.8621 [2020-11-08 11:18:15,280][root][INFO] - ===> Epoch[1628](3255/2): Loss -0.8226, Sem 0.0461, dir -0.9850, norm 0.1162, swav 0.0000 LR: 3.879e-02 Score 98.260 Data time: 0.2132, Forward time: 2.8253, Backward time: 3.5369, DDP time: 0.0042, Total iter time: 9.3843 [2020-11-08 11:18:21,478][root][INFO] - ===> Epoch[1628](3256/2): Loss -0.8238, Sem 0.0462, dir -0.9814, norm 0.1114, swav 0.0000 LR: 3.877e-02 Score 98.261 Data time: 0.2595, Forward time: 2.8252, Backward time: 3.5368, DDP time: 0.0042, Total iter time: 6.0580 [2020-11-08 11:18:27,600][root][INFO] - ===> Epoch[1629](3257/2): Loss -0.8227, Sem 0.0472, dir -0.9830, norm 0.1131, swav 0.0000 LR: 3.875e-02 Score 98.203 Data time: 0.3045, Forward time: 2.8252, Backward time: 3.5366, DDP time: 0.0042, Total iter time: 5.9799 [2020-11-08 11:18:33,894][root][INFO] - ===> Epoch[1629](3258/2): Loss -0.8326, Sem 0.0467, dir -0.9856, norm 0.1064, swav 0.0000 LR: 3.873e-02 Score 98.228 Data time: 0.2488, Forward time: 2.8251, Backward time: 3.5366, DDP time: 0.0042, Total iter time: 6.1596 [2020-11-08 11:18:40,849][root][INFO] - ===> Epoch[1630](3259/2): Loss -0.8280, Sem 0.0449, dir -0.9832, norm 0.1102, swav 0.0000 LR: 3.871e-02 Score 98.292 Data time: 0.2428, Forward time: 2.8250, Backward time: 3.5366, DDP time: 0.0042, Total iter time: 6.8039 [2020-11-08 11:18:47,111][root][INFO] - ===> Epoch[1630](3260/2): Loss -0.8335, Sem 0.0437, dir -0.9849, norm 0.1076, swav 0.0000 LR: 3.869e-02 Score 98.345 Data time: 0.2552, Forward time: 2.8251, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 6.0966 [2020-11-08 11:18:53,434][root][INFO] - ===> Epoch[1631](3261/2): Loss -0.8245, Sem 0.0474, dir -0.9832, norm 0.1113, swav 0.0000 LR: 3.867e-02 Score 98.199 Data time: 0.2562, Forward time: 2.8252, Backward time: 3.5362, DDP time: 0.0042, Total iter time: 6.1452 [2020-11-08 11:18:59,072][root][INFO] - ===> Epoch[1631](3262/2): Loss -0.8327, Sem 0.0415, dir -0.9839, norm 0.1097, swav 0.0000 LR: 3.865e-02 Score 98.424 Data time: 0.1454, Forward time: 2.8249, Backward time: 3.5361, DDP time: 0.0042, Total iter time: 5.4671 [2020-11-08 11:19:06,995][root][INFO] - ===> Epoch[1632](3263/2): Loss -0.8301, Sem 0.0467, dir -0.9847, norm 0.1079, swav 0.0000 LR: 3.863e-02 Score 98.233 Data time: 0.2270, Forward time: 2.8248, Backward time: 3.5365, DDP time: 0.0042, Total iter time: 7.8068 [2020-11-08 11:19:13,265][root][INFO] - ===> Epoch[1632](3264/2): Loss -0.8329, Sem 0.0440, dir -0.9837, norm 0.1068, swav 0.0000 LR: 3.861e-02 Score 98.331 Data time: 0.1774, Forward time: 2.8245, Backward time: 3.5366, DDP time: 0.0042, Total iter time: 6.1257 [2020-11-08 11:19:18,782][root][INFO] - ===> Epoch[1633](3265/2): Loss -0.8300, Sem 0.0468, dir -0.9843, norm 0.1075, swav 0.0000 LR: 3.859e-02 Score 98.230 Data time: 0.2406, Forward time: 2.8245, Backward time: 3.5363, DDP time: 0.0042, Total iter time: 5.3945 [2020-11-08 11:19:26,236][root][INFO] - ===> Epoch[1633](3266/2): Loss -0.8398, Sem 0.0420, dir -0.9856, norm 0.1038, swav 0.0000 LR: 3.857e-02 Score 98.418 Data time: 0.3197, Forward time: 2.8246, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 7.3211 [2020-11-08 11:19:32,310][root][INFO] - ===> Epoch[1634](3267/2): Loss -0.8370, Sem 0.0451, dir -0.9858, norm 0.1037, swav 0.0000 LR: 3.855e-02 Score 98.294 Data time: 0.1665, Forward time: 2.8243, Backward time: 3.5364, DDP time: 0.0042, Total iter time: 5.8967 [2020-11-08 11:19:38,134][root][INFO] - ===> Epoch[1634](3268/2): Loss -0.8334, Sem 0.0449, dir -0.9842, norm 0.1059, swav 0.0000 LR: 3.853e-02 Score 98.299 Data time: 0.3020, Forward time: 2.8244, Backward time: 3.5360, DDP time: 0.0042, Total iter time: 5.6887 [2020-11-08 11:19:46,004][root][INFO] - ===> Epoch[1635](3269/2): Loss -0.8279, Sem 0.0453, dir -0.9832, norm 0.1100, swav 0.0000 LR: 3.851e-02 Score 98.297 Data time: 0.2864, Forward time: 2.8244, Backward time: 3.5363, DDP time: 0.0042, Total iter time: 7.7280 [2020-11-08 11:19:52,263][root][INFO] - ===> Epoch[1635](3270/2): Loss -0.8362, Sem 0.0451, dir -0.9849, norm 0.1036, swav 0.0000 LR: 3.849e-02 Score 98.301 Data time: 0.2194, Forward time: 2.8244, Backward time: 3.5362, DDP time: 0.0042, Total iter time: 6.1051 [2020-11-08 11:19:57,782][root][INFO] - ===> Epoch[1636](3271/2): Loss -0.8344, Sem 0.0462, dir -0.9851, norm 0.1045, swav 0.0000 LR: 3.847e-02 Score 98.273 Data time: 0.2283, Forward time: 2.8243, Backward time: 3.5358, DDP time: 0.0042, Total iter time: 5.3798 [2020-11-08 11:20:04,218][root][INFO] - ===> Epoch[1636](3272/2): Loss -0.8282, Sem 0.0460, dir -0.9834, norm 0.1091, swav 0.0000 LR: 3.845e-02 Score 98.260 Data time: 0.2755, Forward time: 2.8244, Backward time: 3.5356, DDP time: 0.0042, Total iter time: 6.2893 [2020-11-08 11:20:10,214][root][INFO] - ===> Epoch[1637](3273/2): Loss -0.8386, Sem 0.0456, dir -0.9834, norm 0.0992, swav 0.0000 LR: 3.843e-02 Score 98.281 Data time: 0.2379, Forward time: 2.8244, Backward time: 3.5354, DDP time: 0.0042, Total iter time: 5.8388 [2020-11-08 11:20:17,893][root][INFO] - ===> Epoch[1637](3274/2): Loss -0.8341, Sem 0.0453, dir -0.9859, norm 0.1065, swav 0.0000 LR: 3.841e-02 Score 98.279 Data time: 0.2640, Forward time: 2.8243, Backward time: 3.5357, DDP time: 0.0042, Total iter time: 7.5382 [2020-11-08 11:20:22,984][root][INFO] - ===> Epoch[1638](3275/2): Loss -0.8417, Sem 0.0446, dir -0.9836, norm 0.0973, swav 0.0000 LR: 3.839e-02 Score 98.329 Data time: 0.2314, Forward time: 2.8243, Backward time: 3.5352, DDP time: 0.0042, Total iter time: 4.9608 [2020-11-08 11:20:29,483][root][INFO] - ===> Epoch[1638](3276/2): Loss -0.8302, Sem 0.0451, dir -0.9838, norm 0.1084, swav 0.0000 LR: 3.837e-02 Score 98.296 Data time: 0.3426, Forward time: 2.8245, Backward time: 3.5349, DDP time: 0.0042, Total iter time: 6.3722 [2020-11-08 11:20:36,291][root][INFO] - ===> Epoch[1639](3277/2): Loss -0.8467, Sem 0.0429, dir -0.9849, norm 0.0954, swav 0.0000 LR: 3.835e-02 Score 98.366 Data time: 0.3138, Forward time: 2.8248, Backward time: 3.5346, DDP time: 0.0042, Total iter time: 6.6324 [2020-11-08 11:20:41,675][root][INFO] - ===> Epoch[1639](3278/2): Loss -0.8351, Sem 0.0451, dir -0.9845, norm 0.1043, swav 0.0000 LR: 3.833e-02 Score 98.287 Data time: 0.2247, Forward time: 2.8247, Backward time: 3.5342, DDP time: 0.0042, Total iter time: 5.2376 [2020-11-08 11:20:48,511][root][INFO] - ===> Epoch[1640](3279/2): Loss -0.8341, Sem 0.0446, dir -0.9843, norm 0.1055, swav 0.0000 LR: 3.831e-02 Score 98.306 Data time: 0.2246, Forward time: 2.8247, Backward time: 3.5343, DDP time: 0.0042, Total iter time: 6.7099 [2020-11-08 11:20:55,321][root][INFO] - ===> Epoch[1640](3280/2): Loss -0.8345, Sem 0.0455, dir -0.9846, norm 0.1046, swav 0.0000 LR: 3.829e-02 Score 98.285 Data time: 0.2534, Forward time: 2.8246, Backward time: 3.5344, DDP time: 0.0042, Total iter time: 6.6798 [2020-11-08 11:21:02,092][root][INFO] - ===> Epoch[1641](3281/2): Loss -0.8306, Sem 0.0453, dir -0.9843, norm 0.1083, swav 0.0000 LR: 3.827e-02 Score 98.283 Data time: 0.2915, Forward time: 2.8248, Backward time: 3.5342, DDP time: 0.0042, Total iter time: 6.6219 [2020-11-08 11:21:07,093][root][INFO] - ===> Epoch[1641](3282/2): Loss -0.8542, Sem 0.0424, dir -0.9872, norm 0.0906, swav 0.0000 LR: 3.825e-02 Score 98.376 Data time: 0.2160, Forward time: 2.8246, Backward time: 3.5337, DDP time: 0.0042, Total iter time: 4.8337 [2020-11-08 11:21:13,770][root][INFO] - ===> Epoch[1642](3283/2): Loss -0.8229, Sem 0.0485, dir -0.9835, norm 0.1122, swav 0.0000 LR: 3.823e-02 Score 98.156 Data time: 0.5060, Forward time: 2.8248, Backward time: 3.5335, DDP time: 0.0042, Total iter time: 6.5626 [2020-11-08 11:21:22,940][root][INFO] - ===> Epoch[1642](3284/2): Loss -0.8401, Sem 0.0422, dir -0.9851, norm 0.1029, swav 0.0000 LR: 3.821e-02 Score 98.411 Data time: 0.4187, Forward time: 2.8254, Backward time: 3.5335, DDP time: 0.0042, Total iter time: 9.0163 [2020-11-08 11:21:29,717][root][INFO] - ===> Epoch[1643](3285/2): Loss -0.8423, Sem 0.0425, dir -0.9852, norm 0.1004, swav 0.0000 LR: 3.819e-02 Score 98.386 Data time: 0.2827, Forward time: 2.8255, Backward time: 3.5334, DDP time: 0.0042, Total iter time: 6.6060 [2020-11-08 11:21:36,043][root][INFO] - ===> Epoch[1643](3286/2): Loss -0.8328, Sem 0.0458, dir -0.9846, norm 0.1059, swav 0.0000 LR: 3.817e-02 Score 98.258 Data time: 0.2857, Forward time: 2.8256, Backward time: 3.5332, DDP time: 0.0042, Total iter time: 6.1686 [2020-11-08 11:21:41,969][root][INFO] - ===> Epoch[1644](3287/2): Loss -0.8414, Sem 0.0413, dir -0.9855, norm 0.1028, swav 0.0000 LR: 3.815e-02 Score 98.425 Data time: 0.2365, Forward time: 2.8255, Backward time: 3.5330, DDP time: 0.0042, Total iter time: 5.7373 [2020-11-08 11:21:49,440][root][INFO] - ===> Epoch[1644](3288/2): Loss -0.8328, Sem 0.0475, dir -0.9842, norm 0.1039, swav 0.0000 LR: 3.813e-02 Score 98.221 Data time: 0.3531, Forward time: 2.8258, Backward time: 3.5329, DDP time: 0.0042, Total iter time: 7.3583 [2020-11-08 11:21:57,202][root][INFO] - ===> Epoch[1645](3289/2): Loss -0.8380, Sem 0.0449, dir -0.9850, norm 0.1021, swav 0.0000 LR: 3.811e-02 Score 98.300 Data time: 0.3375, Forward time: 2.8262, Backward time: 3.5328, DDP time: 0.0042, Total iter time: 7.6112 [2020-11-08 11:22:02,972][root][INFO] - ===> Epoch[1645](3290/2): Loss -0.8337, Sem 0.0448, dir -0.9851, norm 0.1066, swav 0.0000 LR: 3.809e-02 Score 98.288 Data time: 0.2284, Forward time: 2.8261, Backward time: 3.5325, DDP time: 0.0042, Total iter time: 5.6241 [2020-11-08 11:22:09,775][root][INFO] - ===> Epoch[1646](3291/2): Loss -0.8392, Sem 0.0458, dir -0.9835, norm 0.0985, swav 0.0000 LR: 3.807e-02 Score 98.256 Data time: 0.2994, Forward time: 2.8262, Backward time: 3.5324, DDP time: 0.0042, Total iter time: 6.6651 [2020-11-08 11:22:16,636][root][INFO] - ===> Epoch[1646](3292/2): Loss -0.8339, Sem 0.0449, dir -0.9841, norm 0.1053, swav 0.0000 LR: 3.805e-02 Score 98.321 Data time: 0.2112, Forward time: 2.8260, Backward time: 3.5326, DDP time: 0.0042, Total iter time: 6.7329 [2020-11-08 11:22:24,054][root][INFO] - ===> Epoch[1647](3293/2): Loss -0.8349, Sem 0.0445, dir -0.9848, norm 0.1054, swav 0.0000 LR: 3.803e-02 Score 98.331 Data time: 0.1946, Forward time: 2.8259, Backward time: 3.5329, DDP time: 0.0042, Total iter time: 7.2831 [2020-11-08 11:22:31,647][root][INFO] - ===> Epoch[1647](3294/2): Loss -0.8391, Sem 0.0457, dir -0.9845, norm 0.0996, swav 0.0000 LR: 3.801e-02 Score 98.250 Data time: 0.2132, Forward time: 2.8257, Backward time: 3.5334, DDP time: 0.0042, Total iter time: 7.4447 [2020-11-08 11:22:38,648][root][INFO] - ===> Epoch[1648](3295/2): Loss -0.8327, Sem 0.0445, dir -0.9847, norm 0.1076, swav 0.0000 LR: 3.799e-02 Score 98.338 Data time: 0.2300, Forward time: 2.8255, Backward time: 3.5335, DDP time: 0.0042, Total iter time: 6.8788 [2020-11-08 11:22:47,416][root][INFO] - ===> Epoch[1648](3296/2): Loss -0.8270, Sem 0.0450, dir -0.9844, norm 0.1124, swav 0.0000 LR: 3.797e-02 Score 98.298 Data time: 0.4525, Forward time: 2.8260, Backward time: 3.5336, DDP time: 0.0042, Total iter time: 8.6296 [2020-11-08 11:22:55,258][root][INFO] - ===> Epoch[1649](3297/2): Loss -0.8350, Sem 0.0441, dir -0.9847, norm 0.1057, swav 0.0000 LR: 3.795e-02 Score 98.346 Data time: 0.3500, Forward time: 2.8264, Backward time: 3.5335, DDP time: 0.0042, Total iter time: 7.6763 [2020-11-08 11:23:00,931][root][INFO] - ===> Epoch[1649](3298/2): Loss -0.8454, Sem 0.0454, dir -0.9851, norm 0.0944, swav 0.0000 LR: 3.793e-02 Score 98.253 Data time: 0.3003, Forward time: 2.8265, Backward time: 3.5330, DDP time: 0.0042, Total iter time: 5.5134 [2020-11-08 11:23:08,819][root][INFO] - ===> Epoch[1650](3299/2): Loss -0.8383, Sem 0.0473, dir -0.9845, norm 0.0989, swav 0.0000 LR: 3.791e-02 Score 98.214 Data time: 0.2930, Forward time: 2.8265, Backward time: 3.5333, DDP time: 0.0042, Total iter time: 7.7584 [2020-11-08 11:23:16,476][root][INFO] - ===> Epoch[1650](3300/2): Loss -0.8277, Sem 0.0457, dir -0.9839, norm 0.1105, swav 0.0000 LR: 3.789e-02 Score 98.275 Data time: 0.2699, Forward time: 2.8267, Backward time: 3.5334, DDP time: 0.0042, Total iter time: 7.5364 [2020-11-08 11:23:22,241][root][INFO] - ===> Epoch[1651](3301/2): Loss -0.8388, Sem 0.0436, dir -0.9850, norm 0.1026, swav 0.0000 LR: 3.787e-02 Score 98.361 Data time: 0.2768, Forward time: 2.8267, Backward time: 3.5331, DDP time: 0.0042, Total iter time: 5.6368 [2020-11-08 11:23:29,188][root][INFO] - ===> Epoch[1651](3302/2): Loss -0.8355, Sem 0.0482, dir -0.9849, norm 0.1012, swav 0.0000 LR: 3.785e-02 Score 98.157 Data time: 0.3464, Forward time: 2.8269, Backward time: 3.5329, DDP time: 0.0042, Total iter time: 6.8117 [2020-11-08 11:23:35,617][root][INFO] - ===> Epoch[1652](3303/2): Loss -0.8400, Sem 0.0438, dir -0.9850, norm 0.1013, swav 0.0000 LR: 3.783e-02 Score 98.356 Data time: 0.2575, Forward time: 2.8268, Backward time: 3.5329, DDP time: 0.0042, Total iter time: 6.2570 [2020-11-08 11:23:44,530][root][INFO] - ===> Epoch[1652](3304/2): Loss -0.8322, Sem 0.0456, dir -0.9847, norm 0.1069, swav 0.0000 LR: 3.781e-02 Score 98.273 Data time: 0.4655, Forward time: 2.8273, Backward time: 3.5329, DDP time: 0.0042, Total iter time: 8.7954 [2020-11-08 11:23:50,981][root][INFO] - ===> Epoch[1653](3305/2): Loss -0.8371, Sem 0.0458, dir -0.9847, norm 0.1018, swav 0.0000 LR: 3.779e-02 Score 98.250 Data time: 0.2157, Forward time: 2.8273, Backward time: 3.5328, DDP time: 0.0042, Total iter time: 6.3147 [2020-11-08 11:23:57,663][root][INFO] - ===> Epoch[1653](3306/2): Loss -0.8338, Sem 0.0457, dir -0.9829, norm 0.1034, swav 0.0000 LR: 3.777e-02 Score 98.274 Data time: 0.2060, Forward time: 2.8271, Backward time: 3.5330, DDP time: 0.0042, Total iter time: 6.5554 [2020-11-08 11:24:05,627][root][INFO] - ===> Epoch[1654](3307/2): Loss -0.8418, Sem 0.0445, dir -0.9859, norm 0.0996, swav 0.0000 LR: 3.775e-02 Score 98.334 Data time: 0.1814, Forward time: 2.8269, Backward time: 3.5335, DDP time: 0.0042, Total iter time: 7.8702 [2020-11-08 11:24:11,936][root][INFO] - ===> Epoch[1654](3308/2): Loss -0.8291, Sem 0.0473, dir -0.9839, norm 0.1074, swav 0.0000 LR: 3.773e-02 Score 98.203 Data time: 0.1582, Forward time: 2.8267, Backward time: 3.5336, DDP time: 0.0042, Total iter time: 6.2002 [2020-11-08 11:24:17,710][root][INFO] - ===> Epoch[1655](3309/2): Loss -0.8328, Sem 0.0457, dir -0.9843, norm 0.1058, swav 0.0000 LR: 3.771e-02 Score 98.260 Data time: 0.1671, Forward time: 2.8265, Backward time: 3.5335, DDP time: 0.0042, Total iter time: 5.7131 [2020-11-08 11:24:26,231][root][INFO] - ===> Epoch[1655](3310/2): Loss -0.8398, Sem 0.0450, dir -0.9855, norm 0.1006, swav 0.0000 LR: 3.769e-02 Score 98.309 Data time: 0.2058, Forward time: 2.8263, Backward time: 3.5342, DDP time: 0.0042, Total iter time: 8.3652 [2020-11-08 11:24:33,747][root][INFO] - ===> Epoch[1656](3311/2): Loss -0.8381, Sem 0.0458, dir -0.9839, norm 0.1000, swav 0.0000 LR: 3.767e-02 Score 98.264 Data time: 0.2060, Forward time: 2.8261, Backward time: 3.5346, DDP time: 0.0042, Total iter time: 7.3936 [2020-11-08 11:24:41,476][root][INFO] - ===> Epoch[1656](3312/2): Loss -0.8379, Sem 0.0437, dir -0.9849, norm 0.1034, swav 0.0000 LR: 3.765e-02 Score 98.351 Data time: 0.1801, Forward time: 2.8260, Backward time: 3.5350, DDP time: 0.0042, Total iter time: 7.6177 [2020-11-08 11:24:47,942][root][INFO] - ===> Epoch[1657](3313/2): Loss -0.8334, Sem 0.0489, dir -0.9841, norm 0.1019, swav 0.0000 LR: 3.763e-02 Score 98.181 Data time: 0.3419, Forward time: 2.8261, Backward time: 3.5348, DDP time: 0.0042, Total iter time: 6.3409 [2020-11-08 11:24:53,933][root][INFO] - ===> Epoch[1657](3314/2): Loss -0.8305, Sem 0.0434, dir -0.9827, norm 0.1088, swav 0.0000 LR: 3.761e-02 Score 98.359 Data time: 0.1990, Forward time: 2.8260, Backward time: 3.5346, DDP time: 0.0042, Total iter time: 5.8576 [2020-11-08 11:25:02,115][root][INFO] - ===> Epoch[1658](3315/2): Loss -0.8398, Sem 0.0437, dir -0.9855, norm 0.1020, swav 0.0000 LR: 3.759e-02 Score 98.352 Data time: 0.2024, Forward time: 2.8258, Backward time: 3.5352, DDP time: 0.0042, Total iter time: 8.0448 [2020-11-08 11:25:09,263][root][INFO] - ===> Epoch[1658](3316/2): Loss -0.8268, Sem 0.0466, dir -0.9829, norm 0.1095, swav 0.0000 LR: 3.757e-02 Score 98.297 Data time: 0.3086, Forward time: 2.8260, Backward time: 3.5351, DDP time: 0.0042, Total iter time: 7.0284 [2020-11-08 11:25:16,849][root][INFO] - ===> Epoch[1659](3317/2): Loss -0.8411, Sem 0.0453, dir -0.9858, norm 0.0994, swav 0.0000 LR: 3.755e-02 Score 98.300 Data time: 0.3559, Forward time: 2.8263, Backward time: 3.5350, DDP time: 0.0042, Total iter time: 7.4481 [2020-11-08 11:25:23,092][root][INFO] - ===> Epoch[1659](3318/2): Loss -0.8330, Sem 0.0457, dir -0.9851, norm 0.1064, swav 0.0000 LR: 3.753e-02 Score 98.267 Data time: 0.2894, Forward time: 2.8264, Backward time: 3.5348, DDP time: 0.0042, Total iter time: 6.0819 [2020-11-08 11:25:29,621][root][INFO] - ===> Epoch[1660](3319/2): Loss -0.8385, Sem 0.0438, dir -0.9841, norm 0.1018, swav 0.0000 LR: 3.751e-02 Score 98.340 Data time: 0.3087, Forward time: 2.8266, Backward time: 3.5345, DDP time: 0.0042, Total iter time: 6.3858 [2020-11-08 11:25:36,592][root][INFO] - ===> Epoch[1660](3320/2): Loss -0.8383, Sem 0.0449, dir -0.9843, norm 0.1010, swav 0.0000 LR: 3.749e-02 Score 98.303 Data time: 0.2263, Forward time: 2.8266, Backward time: 3.5345, DDP time: 0.0042, Total iter time: 6.8199 [2020-11-08 11:25:44,742][root][INFO] - ===> Epoch[1661](3321/2): Loss -0.8322, Sem 0.0455, dir -0.9836, norm 0.1059, swav 0.0000 LR: 3.747e-02 Score 98.279 Data time: 0.2497, Forward time: 2.8266, Backward time: 3.5348, DDP time: 0.0042, Total iter time: 8.0121 [2020-11-08 11:25:52,058][root][INFO] - ===> Epoch[1661](3322/2): Loss -0.8320, Sem 0.0483, dir -0.9833, norm 0.1031, swav 0.0000 LR: 3.745e-02 Score 98.179 Data time: 0.2426, Forward time: 2.8265, Backward time: 3.5351, DDP time: 0.0042, Total iter time: 7.1635 [2020-11-08 11:25:59,928][root][INFO] - ===> Epoch[1662](3323/2): Loss -0.8351, Sem 0.0461, dir -0.9841, norm 0.1029, swav 0.0000 LR: 3.742e-02 Score 98.265 Data time: 0.2527, Forward time: 2.8264, Backward time: 3.5355, DDP time: 0.0042, Total iter time: 7.7367 [2020-11-08 11:26:06,508][root][INFO] - ===> Epoch[1662](3324/2): Loss -0.8376, Sem 0.0445, dir -0.9841, norm 0.1021, swav 0.0000 LR: 3.740e-02 Score 98.323 Data time: 0.2617, Forward time: 2.8264, Backward time: 3.5354, DDP time: 0.0042, Total iter time: 6.4297 [2020-11-08 11:26:12,635][root][INFO] - ===> Epoch[1663](3325/2): Loss -0.8392, Sem 0.0469, dir -0.9858, norm 0.0996, swav 0.0000 LR: 3.738e-02 Score 98.209 Data time: 0.3411, Forward time: 2.8265, Backward time: 3.5351, DDP time: 0.0042, Total iter time: 5.9713 [2020-11-08 11:26:18,880][root][INFO] - ===> Epoch[1663](3326/2): Loss -0.8390, Sem 0.0453, dir -0.9838, norm 0.0995, swav 0.0000 LR: 3.736e-02 Score 98.303 Data time: 0.2133, Forward time: 2.8264, Backward time: 3.5350, DDP time: 0.0042, Total iter time: 6.0983 [2020-11-08 11:26:26,140][root][INFO] - ===> Epoch[1664](3327/2): Loss -0.8397, Sem 0.0469, dir -0.9854, norm 0.0989, swav 0.0000 LR: 3.734e-02 Score 98.219 Data time: 0.2659, Forward time: 2.8264, Backward time: 3.5351, DDP time: 0.0042, Total iter time: 7.1354 [2020-11-08 11:26:32,598][root][INFO] - ===> Epoch[1664](3328/2): Loss -0.8409, Sem 0.0449, dir -0.9847, norm 0.0989, swav 0.0000 LR: 3.732e-02 Score 98.298 Data time: 0.2694, Forward time: 2.8263, Backward time: 3.5351, DDP time: 0.0042, Total iter time: 6.3159 [2020-11-08 11:26:38,788][root][INFO] - ===> Epoch[1665](3329/2): Loss -0.8402, Sem 0.0454, dir -0.9854, norm 0.0999, swav 0.0000 LR: 3.730e-02 Score 98.291 Data time: 0.2875, Forward time: 2.8264, Backward time: 3.5348, DDP time: 0.0042, Total iter time: 6.0430 [2020-11-08 11:26:46,673][root][INFO] - ===> Epoch[1665](3330/2): Loss -0.8283, Sem 0.0487, dir -0.9836, norm 0.1066, swav 0.0000 LR: 3.728e-02 Score 98.181 Data time: 0.2708, Forward time: 2.8265, Backward time: 3.5350, DDP time: 0.0042, Total iter time: 7.7522 [2020-11-08 11:26:53,558][root][INFO] - ===> Epoch[1666](3331/2): Loss -0.8397, Sem 0.0462, dir -0.9850, norm 0.0991, swav 0.0000 LR: 3.726e-02 Score 98.247 Data time: 0.2460, Forward time: 2.8264, Backward time: 3.5351, DDP time: 0.0042, Total iter time: 6.7197 [2020-11-08 11:27:00,788][root][INFO] - ===> Epoch[1666](3332/2): Loss -0.8462, Sem 0.0443, dir -0.9849, norm 0.0944, swav 0.0000 LR: 3.724e-02 Score 98.316 Data time: 0.3086, Forward time: 2.8266, Backward time: 3.5350, DDP time: 0.0042, Total iter time: 7.0973 [2020-11-08 11:27:07,314][root][INFO] - ===> Epoch[1667](3333/2): Loss -0.8335, Sem 0.0451, dir -0.9842, norm 0.1055, swav 0.0000 LR: 3.722e-02 Score 98.299 Data time: 0.2686, Forward time: 2.8267, Backward time: 3.5348, DDP time: 0.0042, Total iter time: 6.3423 [2020-11-08 11:27:13,210][root][INFO] - ===> Epoch[1667](3334/2): Loss -0.8448, Sem 0.0446, dir -0.9857, norm 0.0963, swav 0.0000 LR: 3.720e-02 Score 98.299 Data time: 0.2315, Forward time: 2.8266, Backward time: 3.5346, DDP time: 0.0042, Total iter time: 5.7747 [2020-11-08 11:27:20,518][root][INFO] - ===> Epoch[1668](3335/2): Loss -0.8407, Sem 0.0454, dir -0.9848, norm 0.0988, swav 0.0000 LR: 3.718e-02 Score 98.285 Data time: 0.4183, Forward time: 2.8269, Backward time: 3.5345, DDP time: 0.0042, Total iter time: 7.1770 [2020-11-08 11:27:27,793][root][INFO] - ===> Epoch[1668](3336/2): Loss -0.8369, Sem 0.0451, dir -0.9838, norm 0.1017, swav 0.0000 LR: 3.716e-02 Score 98.304 Data time: 0.2030, Forward time: 2.8268, Backward time: 3.5347, DDP time: 0.0042, Total iter time: 7.0891 [2020-11-08 11:27:34,665][root][INFO] - ===> Epoch[1669](3337/2): Loss -0.8390, Sem 0.0447, dir -0.9846, norm 0.1009, swav 0.0000 LR: 3.714e-02 Score 98.314 Data time: 0.2398, Forward time: 2.8266, Backward time: 3.5348, DDP time: 0.0042, Total iter time: 6.7078 [2020-11-08 11:27:42,630][root][INFO] - ===> Epoch[1669](3338/2): Loss -0.8268, Sem 0.0483, dir -0.9831, norm 0.1080, swav 0.0000 LR: 3.712e-02 Score 98.189 Data time: 0.4265, Forward time: 2.8270, Backward time: 3.5348, DDP time: 0.0042, Total iter time: 7.8380 [2020-11-08 11:27:48,323][root][INFO] - ===> Epoch[1670](3339/2): Loss -0.8455, Sem 0.0421, dir -0.9865, norm 0.0989, swav 0.0000 LR: 3.710e-02 Score 98.372 Data time: 0.2519, Forward time: 2.8271, Backward time: 3.5344, DDP time: 0.0042, Total iter time: 5.5505 [2020-11-08 11:27:56,627][root][INFO] - ===> Epoch[1670](3340/2): Loss -0.8322, Sem 0.0470, dir -0.9844, norm 0.1052, swav 0.0000 LR: 3.708e-02 Score 98.210 Data time: 0.1811, Forward time: 2.8269, Backward time: 3.5350, DDP time: 0.0042, Total iter time: 8.1577 [2020-11-08 11:28:03,454][root][INFO] - ===> Epoch[1671](3341/2): Loss -0.8411, Sem 0.0441, dir -0.9860, norm 0.1008, swav 0.0000 LR: 3.706e-02 Score 98.354 Data time: 0.2220, Forward time: 2.8267, Backward time: 3.5351, DDP time: 0.0042, Total iter time: 6.7106 [2020-11-08 11:28:11,747][root][INFO] - ===> Epoch[1671](3342/2): Loss -0.8355, Sem 0.0444, dir -0.9838, norm 0.1039, swav 0.0000 LR: 3.704e-02 Score 98.318 Data time: 0.3541, Forward time: 2.8269, Backward time: 3.5353, DDP time: 0.0042, Total iter time: 8.1443 [2020-11-08 11:28:17,600][root][INFO] - ===> Epoch[1672](3343/2): Loss -0.8323, Sem 0.0455, dir -0.9838, norm 0.1060, swav 0.0000 LR: 3.702e-02 Score 98.269 Data time: 0.2445, Forward time: 2.8270, Backward time: 3.5350, DDP time: 0.0042, Total iter time: 5.7209 [2020-11-08 11:28:23,738][root][INFO] - ===> Epoch[1672](3344/2): Loss -0.8321, Sem 0.0455, dir -0.9840, norm 0.1064, swav 0.0000 LR: 3.700e-02 Score 98.281 Data time: 0.2153, Forward time: 2.8269, Backward time: 3.5349, DDP time: 0.0042, Total iter time: 5.9918 [2020-11-08 11:28:31,050][root][INFO] - ===> Epoch[1673](3345/2): Loss -0.8365, Sem 0.0465, dir -0.9852, norm 0.1023, swav 0.0000 LR: 3.698e-02 Score 98.237 Data time: 0.2276, Forward time: 2.8269, Backward time: 3.5350, DDP time: 0.0042, Total iter time: 7.1555 [2020-11-08 11:28:37,937][root][INFO] - ===> Epoch[1673](3346/2): Loss -0.8247, Sem 0.0431, dir -0.9834, norm 0.1156, swav 0.0000 LR: 3.696e-02 Score 98.385 Data time: 0.2099, Forward time: 2.8269, Backward time: 3.5351, DDP time: 0.0042, Total iter time: 6.7393 [2020-11-08 11:28:42,849][root][INFO] - ===> Epoch[1674](3347/2): Loss -0.8509, Sem 0.0439, dir -0.9858, norm 0.0910, swav 0.0000 LR: 3.694e-02 Score 98.333 Data time: 0.2020, Forward time: 2.8267, Backward time: 3.5347, DDP time: 0.0042, Total iter time: 4.7935 [2020-11-08 11:28:50,291][root][INFO] - ===> Epoch[1674](3348/2): Loss -0.8373, Sem 0.0435, dir -0.9848, norm 0.1041, swav 0.0000 LR: 3.692e-02 Score 98.351 Data time: 0.4188, Forward time: 2.8270, Backward time: 3.5346, DDP time: 0.0042, Total iter time: 7.3236 [2020-11-08 11:28:57,511][root][INFO] - ===> Epoch[1675](3349/2): Loss -0.8346, Sem 0.0444, dir -0.9853, norm 0.1064, swav 0.0000 LR: 3.690e-02 Score 98.328 Data time: 0.1897, Forward time: 2.8268, Backward time: 3.5349, DDP time: 0.0042, Total iter time: 7.0538 [2020-11-08 11:29:04,036][root][INFO] - ===> Epoch[1675](3350/2): Loss -0.8248, Sem 0.0475, dir -0.9823, norm 0.1100, swav 0.0000 LR: 3.688e-02 Score 98.252 Data time: 0.1331, Forward time: 2.8264, Backward time: 3.5352, DDP time: 0.0042, Total iter time: 6.4085 [2020-11-08 11:29:11,122][root][INFO] - ===> Epoch[1676](3351/2): Loss -0.8392, Sem 0.0421, dir -0.9845, norm 0.1032, swav 0.0000 LR: 3.686e-02 Score 98.412 Data time: 0.2084, Forward time: 2.8264, Backward time: 3.5353, DDP time: 0.0042, Total iter time: 7.0424 [2020-11-08 11:29:17,745][root][INFO] - ===> Epoch[1676](3352/2): Loss -0.8351, Sem 0.0446, dir -0.9841, norm 0.1044, swav 0.0000 LR: 3.684e-02 Score 98.309 Data time: 0.2559, Forward time: 2.8264, Backward time: 3.5352, DDP time: 0.0042, Total iter time: 6.4970 [2020-11-08 11:29:23,524][root][INFO] - ===> Epoch[1677](3353/2): Loss -0.8316, Sem 0.0484, dir -0.9840, norm 0.1041, swav 0.0000 LR: 3.682e-02 Score 98.197 Data time: 0.3085, Forward time: 2.8264, Backward time: 3.5349, DDP time: 0.0042, Total iter time: 5.6196 [2020-11-08 11:29:31,044][root][INFO] - ===> Epoch[1677](3354/2): Loss -0.8341, Sem 0.0444, dir -0.9842, norm 0.1057, swav 0.0000 LR: 3.680e-02 Score 98.323 Data time: 0.4115, Forward time: 2.8268, Backward time: 3.5347, DDP time: 0.0042, Total iter time: 7.3751 [2020-11-08 11:29:36,851][root][INFO] - ===> Epoch[1678](3355/2): Loss -0.8446, Sem 0.0447, dir -0.9848, norm 0.0955, swav 0.0000 LR: 3.678e-02 Score 98.294 Data time: 0.2230, Forward time: 2.8267, Backward time: 3.5345, DDP time: 0.0042, Total iter time: 5.6539 [2020-11-08 11:29:43,480][root][INFO] - ===> Epoch[1678](3356/2): Loss -0.8332, Sem 0.0457, dir -0.9841, norm 0.1052, swav 0.0000 LR: 3.676e-02 Score 98.257 Data time: 0.2668, Forward time: 2.8267, Backward time: 3.5344, DDP time: 0.0042, Total iter time: 6.5008 [2020-11-08 11:29:49,336][root][INFO] - ===> Epoch[1679](3357/2): Loss -0.8526, Sem 0.0423, dir -0.9862, norm 0.0914, swav 0.0000 LR: 3.674e-02 Score 98.404 Data time: 0.2036, Forward time: 2.8265, Backward time: 3.5343, DDP time: 0.0042, Total iter time: 5.7255 [2020-11-08 11:29:56,874][root][INFO] - ===> Epoch[1679](3358/2): Loss -0.8324, Sem 0.0458, dir -0.9844, norm 0.1063, swav 0.0000 LR: 3.672e-02 Score 98.257 Data time: 0.3446, Forward time: 2.8269, Backward time: 3.5342, DDP time: 0.0042, Total iter time: 7.4161 [2020-11-08 11:30:03,595][root][INFO] - ===> Epoch[1680](3359/2): Loss -0.8388, Sem 0.0471, dir -0.9840, norm 0.0981, swav 0.0000 LR: 3.670e-02 Score 98.220 Data time: 0.3346, Forward time: 2.8270, Backward time: 3.5340, DDP time: 0.0042, Total iter time: 6.5577 [2020-11-08 11:30:09,691][root][INFO] - ===> Epoch[1680](3360/2): Loss -0.8441, Sem 0.0447, dir -0.9856, norm 0.0968, swav 0.0000 LR: 3.668e-02 Score 98.313 Data time: 0.2663, Forward time: 2.8270, Backward time: 3.5338, DDP time: 0.0042, Total iter time: 5.9448 [2020-11-08 11:30:16,070][root][INFO] - ===> Epoch[1681](3361/2): Loss -0.8313, Sem 0.0466, dir -0.9832, norm 0.1053, swav 0.0000 LR: 3.666e-02 Score 98.263 Data time: 0.3389, Forward time: 2.8272, Backward time: 3.5335, DDP time: 0.0042, Total iter time: 6.2304 [2020-11-08 11:30:21,740][root][INFO] - ===> Epoch[1681](3362/2): Loss -0.8520, Sem 0.0407, dir -0.9862, norm 0.0935, swav 0.0000 LR: 3.664e-02 Score 98.445 Data time: 0.3225, Forward time: 2.8272, Backward time: 3.5330, DDP time: 0.0042, Total iter time: 5.5049 [2020-11-08 11:30:29,437][root][INFO] - ===> Epoch[1682](3363/2): Loss -0.8347, Sem 0.0443, dir -0.9853, norm 0.1062, swav 0.0000 LR: 3.662e-02 Score 98.332 Data time: 0.3242, Forward time: 2.8274, Backward time: 3.5331, DDP time: 0.0042, Total iter time: 7.5733 [2020-11-08 11:30:35,732][root][INFO] - ===> Epoch[1682](3364/2): Loss -0.8432, Sem 0.0437, dir -0.9852, norm 0.0984, swav 0.0000 LR: 3.660e-02 Score 98.331 Data time: 0.2203, Forward time: 2.8273, Backward time: 3.5331, DDP time: 0.0042, Total iter time: 6.1347 [2020-11-08 11:30:42,440][root][INFO] - ===> Epoch[1683](3365/2): Loss -0.8363, Sem 0.0467, dir -0.9848, norm 0.1018, swav 0.0000 LR: 3.658e-02 Score 98.236 Data time: 0.2036, Forward time: 2.8272, Backward time: 3.5331, DDP time: 0.0042, Total iter time: 6.5570 [2020-11-08 11:30:48,194][root][INFO] - ===> Epoch[1683](3366/2): Loss -0.8385, Sem 0.0414, dir -0.9854, norm 0.1055, swav 0.0000 LR: 3.656e-02 Score 98.450 Data time: 0.2393, Forward time: 2.8270, Backward time: 3.5330, DDP time: 0.0042, Total iter time: 5.6457 [2020-11-08 11:30:55,107][root][INFO] - ===> Epoch[1684](3367/2): Loss -0.8376, Sem 0.0479, dir -0.9849, norm 0.0995, swav 0.0000 LR: 3.654e-02 Score 98.183 Data time: 0.3153, Forward time: 2.8272, Backward time: 3.5328, DDP time: 0.0042, Total iter time: 6.8114 [2020-11-08 11:31:00,796][root][INFO] - ===> Epoch[1684](3368/2): Loss -0.8330, Sem 0.0448, dir -0.9847, norm 0.1069, swav 0.0000 LR: 3.652e-02 Score 98.295 Data time: 0.3052, Forward time: 2.8273, Backward time: 3.5324, DDP time: 0.0042, Total iter time: 5.5336 [2020-11-08 11:31:06,845][root][INFO] - ===> Epoch[1685](3369/2): Loss -0.8366, Sem 0.0459, dir -0.9850, norm 0.1025, swav 0.0000 LR: 3.650e-02 Score 98.267 Data time: 0.2694, Forward time: 2.8272, Backward time: 3.5323, DDP time: 0.0042, Total iter time: 5.9166 [2020-11-08 11:31:14,364][root][INFO] - ===> Epoch[1685](3370/2): Loss -0.8336, Sem 0.0461, dir -0.9832, norm 0.1034, swav 0.0000 LR: 3.648e-02 Score 98.252 Data time: 0.1770, Forward time: 2.8270, Backward time: 3.5327, DDP time: 0.0042, Total iter time: 7.3999 [2020-11-08 11:31:21,153][root][INFO] - ===> Epoch[1686](3371/2): Loss -0.8375, Sem 0.0431, dir -0.9852, norm 0.1046, swav 0.0000 LR: 3.646e-02 Score 98.368 Data time: 0.2133, Forward time: 2.8269, Backward time: 3.5328, DDP time: 0.0042, Total iter time: 6.6753 [2020-11-08 11:31:28,059][root][INFO] - ===> Epoch[1686](3372/2): Loss -0.8381, Sem 0.0454, dir -0.9846, norm 0.1011, swav 0.0000 LR: 3.644e-02 Score 98.289 Data time: 0.3349, Forward time: 2.8271, Backward time: 3.5326, DDP time: 0.0042, Total iter time: 6.7672 [2020-11-08 11:31:36,312][root][INFO] - ===> Epoch[1687](3373/2): Loss -0.8341, Sem 0.0447, dir -0.9844, norm 0.1055, swav 0.0000 LR: 3.642e-02 Score 98.302 Data time: 0.3884, Forward time: 2.8275, Backward time: 3.5326, DDP time: 0.0042, Total iter time: 8.0969 [2020-11-08 11:31:42,848][root][INFO] - ===> Epoch[1687](3374/2): Loss -0.8441, Sem 0.0438, dir -0.9862, norm 0.0983, swav 0.0000 LR: 3.640e-02 Score 98.328 Data time: 0.2135, Forward time: 2.8275, Backward time: 3.5325, DDP time: 0.0042, Total iter time: 6.3734 [2020-11-08 11:31:48,404][root][INFO] - ===> Epoch[1688](3375/2): Loss -0.8369, Sem 0.0484, dir -0.9854, norm 0.1001, swav 0.0000 LR: 3.638e-02 Score 98.187 Data time: 0.2223, Forward time: 2.8274, Backward time: 3.5322, DDP time: 0.0042, Total iter time: 5.4143 [2020-11-08 11:31:55,593][root][INFO] - ===> Epoch[1688](3376/2): Loss -0.8342, Sem 0.0454, dir -0.9844, norm 0.1049, swav 0.0000 LR: 3.636e-02 Score 98.290 Data time: 0.1481, Forward time: 2.8271, Backward time: 3.5327, DDP time: 0.0042, Total iter time: 7.0751 [2020-11-08 11:32:01,602][root][INFO] - ===> Epoch[1689](3377/2): Loss -0.8452, Sem 0.0439, dir -0.9854, norm 0.0963, swav 0.0000 LR: 3.634e-02 Score 98.343 Data time: 0.2242, Forward time: 2.8270, Backward time: 3.5326, DDP time: 0.0042, Total iter time: 5.8613 [2020-11-08 11:32:08,541][root][INFO] - ===> Epoch[1689](3378/2): Loss -0.8410, Sem 0.0441, dir -0.9862, norm 0.1012, swav 0.0000 LR: 3.632e-02 Score 98.334 Data time: 0.3174, Forward time: 2.8271, Backward time: 3.5325, DDP time: 0.0042, Total iter time: 6.7851 [2020-11-08 11:32:14,507][root][INFO] - ===> Epoch[1690](3379/2): Loss -0.8410, Sem 0.0454, dir -0.9845, norm 0.0981, swav 0.0000 LR: 3.630e-02 Score 98.277 Data time: 0.2783, Forward time: 2.8270, Backward time: 3.5323, DDP time: 0.0042, Total iter time: 5.7916 [2020-11-08 11:32:20,801][root][INFO] - ===> Epoch[1690](3380/2): Loss -0.8266, Sem 0.0480, dir -0.9840, norm 0.1094, swav 0.0000 LR: 3.628e-02 Score 98.175 Data time: 0.3163, Forward time: 2.8271, Backward time: 3.5320, DDP time: 0.0042, Total iter time: 6.1659 [2020-11-08 11:32:28,298][root][INFO] - ===> Epoch[1691](3381/2): Loss -0.8431, Sem 0.0442, dir -0.9855, norm 0.0982, swav 0.0000 LR: 3.626e-02 Score 98.331 Data time: 0.2215, Forward time: 2.8270, Backward time: 3.5323, DDP time: 0.0042, Total iter time: 7.3526 [2020-11-08 11:32:33,794][root][INFO] - ===> Epoch[1691](3382/2): Loss -0.8535, Sem 0.0410, dir -0.9867, norm 0.0922, swav 0.0000 LR: 3.624e-02 Score 98.453 Data time: 0.2220, Forward time: 2.8268, Backward time: 3.5321, DDP time: 0.0042, Total iter time: 5.3668 [2020-11-08 11:32:41,461][root][INFO] - ===> Epoch[1692](3383/2): Loss -0.8294, Sem 0.0472, dir -0.9829, norm 0.1063, swav 0.0000 LR: 3.622e-02 Score 98.201 Data time: 0.2645, Forward time: 2.8268, Backward time: 3.5324, DDP time: 0.0042, Total iter time: 7.5493 [2020-11-08 11:32:47,986][root][INFO] - ===> Epoch[1692](3384/2): Loss -0.8492, Sem 0.0414, dir -0.9866, norm 0.0960, swav 0.0000 LR: 3.620e-02 Score 98.413 Data time: 0.3362, Forward time: 2.8270, Backward time: 3.5320, DDP time: 0.0042, Total iter time: 6.3598 [2020-11-08 11:32:53,593][root][INFO] - ===> Epoch[1693](3385/2): Loss -0.8454, Sem 0.0440, dir -0.9848, norm 0.0955, swav 0.0000 LR: 3.618e-02 Score 98.339 Data time: 0.2752, Forward time: 2.8271, Backward time: 3.5316, DDP time: 0.0042, Total iter time: 5.4574 [2020-11-08 11:33:02,064][root][INFO] - ===> Epoch[1693](3386/2): Loss -0.8311, Sem 0.0446, dir -0.9846, norm 0.1089, swav 0.0000 LR: 3.616e-02 Score 98.316 Data time: 0.3245, Forward time: 2.8272, Backward time: 3.5320, DDP time: 0.0042, Total iter time: 8.3417 [2020-11-08 11:33:11,415][root][INFO] - ===> Epoch[1694](3387/2): Loss -0.8360, Sem 0.0450, dir -0.9831, norm 0.1021, swav 0.0000 LR: 3.614e-02 Score 98.284 Data time: 0.2644, Forward time: 2.8271, Backward time: 3.5328, DDP time: 0.0042, Total iter time: 9.1867 [2020-11-08 11:33:18,028][root][INFO] - ===> Epoch[1694](3388/2): Loss -0.8334, Sem 0.0440, dir -0.9852, norm 0.1078, swav 0.0000 LR: 3.612e-02 Score 98.317 Data time: 0.2065, Forward time: 2.8270, Backward time: 3.5328, DDP time: 0.0042, Total iter time: 6.5066 [2020-11-08 11:33:23,967][root][INFO] - ===> Epoch[1695](3389/2): Loss -0.8344, Sem 0.0434, dir -0.9844, norm 0.1066, swav 0.0000 LR: 3.610e-02 Score 98.342 Data time: 0.3115, Forward time: 2.8271, Backward time: 3.5325, DDP time: 0.0042, Total iter time: 5.7938 [2020-11-08 11:33:30,938][root][INFO] - ===> Epoch[1695](3390/2): Loss -0.8341, Sem 0.0438, dir -0.9849, norm 0.1070, swav 0.0000 LR: 3.608e-02 Score 98.350 Data time: 0.3149, Forward time: 2.8271, Backward time: 3.5324, DDP time: 0.0042, Total iter time: 6.8120 [2020-11-08 11:33:38,346][root][INFO] - ===> Epoch[1696](3391/2): Loss -0.8332, Sem 0.0502, dir -0.9840, norm 0.1006, swav 0.0000 LR: 3.606e-02 Score 98.115 Data time: 0.3462, Forward time: 2.8273, Backward time: 3.5324, DDP time: 0.0042, Total iter time: 7.2414 [2020-11-08 11:33:44,535][root][INFO] - ===> Epoch[1696](3392/2): Loss -0.8314, Sem 0.0438, dir -0.9842, norm 0.1090, swav 0.0000 LR: 3.604e-02 Score 98.347 Data time: 0.2683, Forward time: 2.8273, Backward time: 3.5322, DDP time: 0.0042, Total iter time: 6.0288 [2020-11-08 11:33:51,527][root][INFO] - ===> Epoch[1697](3393/2): Loss -0.8369, Sem 0.0440, dir -0.9841, norm 0.1031, swav 0.0000 LR: 3.602e-02 Score 98.322 Data time: 0.2602, Forward time: 2.8274, Backward time: 3.5322, DDP time: 0.0042, Total iter time: 6.8470 [2020-11-08 11:33:57,242][root][INFO] - ===> Epoch[1697](3394/2): Loss -0.8315, Sem 0.0440, dir -0.9838, norm 0.1084, swav 0.0000 LR: 3.600e-02 Score 98.336 Data time: 0.2000, Forward time: 2.8272, Backward time: 3.5320, DDP time: 0.0042, Total iter time: 5.5941 [2020-11-08 11:34:03,157][root][INFO] - ===> Epoch[1698](3395/2): Loss -0.8417, Sem 0.0423, dir -0.9857, norm 0.1017, swav 0.0000 LR: 3.598e-02 Score 98.386 Data time: 0.2940, Forward time: 2.8272, Backward time: 3.5317, DDP time: 0.0042, Total iter time: 5.8027 [2020-11-08 11:34:10,310][root][INFO] - ===> Epoch[1698](3396/2): Loss -0.8379, Sem 0.0453, dir -0.9841, norm 0.1009, swav 0.0000 LR: 3.596e-02 Score 98.290 Data time: 0.3765, Forward time: 2.8275, Backward time: 3.5315, DDP time: 0.0042, Total iter time: 6.9855 [2020-11-08 11:34:16,724][root][INFO] - ===> Epoch[1699](3397/2): Loss -0.8451, Sem 0.0420, dir -0.9839, norm 0.0968, swav 0.0000 LR: 3.594e-02 Score 98.392 Data time: 0.2340, Forward time: 2.8275, Backward time: 3.5314, DDP time: 0.0042, Total iter time: 6.2631 [2020-11-08 11:34:25,385][root][INFO] - ===> Epoch[1699](3398/2): Loss -0.8428, Sem 0.0458, dir -0.9859, norm 0.0973, swav 0.0000 LR: 3.592e-02 Score 98.288 Data time: 0.3860, Forward time: 2.8279, Backward time: 3.5315, DDP time: 0.0042, Total iter time: 8.5222 [2020-11-08 11:34:32,265][root][INFO] - ===> Epoch[1700](3399/2): Loss -0.8381, Sem 0.0439, dir -0.9844, norm 0.1025, swav 0.0000 LR: 3.590e-02 Score 98.322 Data time: 0.3546, Forward time: 2.8281, Backward time: 3.5313, DDP time: 0.0042, Total iter time: 6.7029 [2020-11-08 11:34:41,785][root][INFO] - ===> Epoch[1700](3400/2): Loss -0.8323, Sem 0.0448, dir -0.9848, norm 0.1077, swav 0.0000 LR: 3.588e-02 Score 98.307 Data time: 0.1441, Forward time: 2.8278, Backward time: 3.5324, DDP time: 0.0042, Total iter time: 9.3582 [2020-11-08 11:34:48,424][root][INFO] - ===> Epoch[1701](3401/2): Loss -0.8367, Sem 0.0436, dir -0.9854, norm 0.1050, swav 0.0000 LR: 3.586e-02 Score 98.328 Data time: 0.1703, Forward time: 2.8276, Backward time: 3.5326, DDP time: 0.0042, Total iter time: 6.5804 [2020-11-08 11:34:54,977][root][INFO] - ===> Epoch[1701](3402/2): Loss -0.8337, Sem 0.0465, dir -0.9838, norm 0.1036, swav 0.0000 LR: 3.584e-02 Score 98.250 Data time: 0.2728, Forward time: 2.8277, Backward time: 3.5324, DDP time: 0.0042, Total iter time: 6.4660 [2020-11-08 11:35:00,918][root][INFO] - ===> Epoch[1702](3403/2): Loss -0.8427, Sem 0.0429, dir -0.9859, norm 0.1003, swav 0.0000 LR: 3.582e-02 Score 98.371 Data time: 0.1793, Forward time: 2.8275, Backward time: 3.5324, DDP time: 0.0042, Total iter time: 5.8194 [2020-11-08 11:35:09,254][root][INFO] - ===> Epoch[1702](3404/2): Loss -0.8459, Sem 0.0435, dir -0.9846, norm 0.0952, swav 0.0000 LR: 3.580e-02 Score 98.356 Data time: 0.1852, Forward time: 2.8273, Backward time: 3.5330, DDP time: 0.0042, Total iter time: 8.2226 [2020-11-08 11:35:17,404][root][INFO] - ===> Epoch[1703](3405/2): Loss -0.8399, Sem 0.0448, dir -0.9852, norm 0.1005, swav 0.0000 LR: 3.577e-02 Score 98.299 Data time: 0.2608, Forward time: 2.8273, Backward time: 3.5334, DDP time: 0.0042, Total iter time: 8.0345 [2020-11-08 11:35:23,019][root][INFO] - ===> Epoch[1703](3406/2): Loss -0.8425, Sem 0.0439, dir -0.9861, norm 0.0997, swav 0.0000 LR: 3.575e-02 Score 98.329 Data time: 0.2868, Forward time: 2.8273, Backward time: 3.5330, DDP time: 0.0042, Total iter time: 5.4606 [2020-11-08 11:35:32,601][root][INFO] - ===> Epoch[1704](3407/2): Loss -0.8313, Sem 0.0450, dir -0.9852, norm 0.1089, swav 0.0000 LR: 3.573e-02 Score 98.310 Data time: 0.2417, Forward time: 2.8272, Backward time: 3.5339, DDP time: 0.0042, Total iter time: 9.4307 [2020-11-08 11:35:39,211][root][INFO] - ===> Epoch[1704](3408/2): Loss -0.8341, Sem 0.0445, dir -0.9847, norm 0.1061, swav 0.0000 LR: 3.571e-02 Score 98.319 Data time: 0.1869, Forward time: 2.8269, Backward time: 3.5341, DDP time: 0.0042, Total iter time: 6.4721 [2020-11-08 11:35:46,217][root][INFO] - ===> Epoch[1705](3409/2): Loss -0.8408, Sem 0.0438, dir -0.9844, norm 0.0997, swav 0.0000 LR: 3.569e-02 Score 98.338 Data time: 0.2103, Forward time: 2.8268, Backward time: 3.5343, DDP time: 0.0042, Total iter time: 6.9285 [2020-11-08 11:35:53,435][root][INFO] - ===> Epoch[1705](3410/2): Loss -0.8405, Sem 0.0463, dir -0.9858, norm 0.0990, swav 0.0000 LR: 3.567e-02 Score 98.227 Data time: 0.2987, Forward time: 2.8268, Backward time: 3.5344, DDP time: 0.0042, Total iter time: 7.0754 [2020-11-08 11:36:00,379][root][INFO] - ===> Epoch[1706](3411/2): Loss -0.8366, Sem 0.0451, dir -0.9838, norm 0.1020, swav 0.0000 LR: 3.565e-02 Score 98.307 Data time: 0.1710, Forward time: 2.8266, Backward time: 3.5347, DDP time: 0.0042, Total iter time: 6.7960 [2020-11-08 11:36:07,242][root][INFO] - ===> Epoch[1706](3412/2): Loss -0.8401, Sem 0.0420, dir -0.9853, norm 0.1033, swav 0.0000 LR: 3.563e-02 Score 98.393 Data time: 0.1760, Forward time: 2.8263, Backward time: 3.5350, DDP time: 0.0042, Total iter time: 6.7570 [2020-11-08 11:36:13,898][root][INFO] - ===> Epoch[1707](3413/2): Loss -0.8413, Sem 0.0430, dir -0.9851, norm 0.1007, swav 0.0000 LR: 3.561e-02 Score 98.387 Data time: 0.2039, Forward time: 2.8262, Backward time: 3.5351, DDP time: 0.0042, Total iter time: 6.5896 [2020-11-08 11:36:19,785][root][INFO] - ===> Epoch[1707](3414/2): Loss -0.8386, Sem 0.0457, dir -0.9851, norm 0.1008, swav 0.0000 LR: 3.559e-02 Score 98.251 Data time: 0.2514, Forward time: 2.8262, Backward time: 3.5348, DDP time: 0.0042, Total iter time: 5.7406 [2020-11-08 11:36:25,329][root][INFO] - ===> Epoch[1708](3415/2): Loss -0.8380, Sem 0.0450, dir -0.9854, norm 0.1024, swav 0.0000 LR: 3.557e-02 Score 98.290 Data time: 0.2750, Forward time: 2.8262, Backward time: 3.5344, DDP time: 0.0042, Total iter time: 5.3955 [2020-11-08 11:36:33,006][root][INFO] - ===> Epoch[1708](3416/2): Loss -0.8405, Sem 0.0440, dir -0.9851, norm 0.1006, swav 0.0000 LR: 3.555e-02 Score 98.330 Data time: 0.3824, Forward time: 2.8266, Backward time: 3.5343, DDP time: 0.0042, Total iter time: 7.5376 [2020-11-08 11:36:39,153][root][INFO] - ===> Epoch[1709](3417/2): Loss -0.8435, Sem 0.0455, dir -0.9855, norm 0.0965, swav 0.0000 LR: 3.553e-02 Score 98.269 Data time: 0.2647, Forward time: 2.8264, Backward time: 3.5342, DDP time: 0.0042, Total iter time: 5.9880 [2020-11-08 11:36:45,458][root][INFO] - ===> Epoch[1709](3418/2): Loss -0.8418, Sem 0.0453, dir -0.9841, norm 0.0970, swav 0.0000 LR: 3.551e-02 Score 98.288 Data time: 0.2849, Forward time: 2.8265, Backward time: 3.5339, DDP time: 0.0042, Total iter time: 6.1489 [2020-11-08 11:36:51,921][root][INFO] - ===> Epoch[1710](3419/2): Loss -0.8413, Sem 0.0423, dir -0.9859, norm 0.1023, swav 0.0000 LR: 3.549e-02 Score 98.369 Data time: 0.2818, Forward time: 2.8265, Backward time: 3.5338, DDP time: 0.0042, Total iter time: 6.2871 [2020-11-08 11:36:59,604][root][INFO] - ===> Epoch[1710](3420/2): Loss -0.8422, Sem 0.0460, dir -0.9852, norm 0.0969, swav 0.0000 LR: 3.547e-02 Score 98.251 Data time: 0.1815, Forward time: 2.8263, Backward time: 3.5343, DDP time: 0.0042, Total iter time: 7.5280 [2020-11-08 11:37:06,642][root][INFO] - ===> Epoch[1711](3421/2): Loss -0.8354, Sem 0.0444, dir -0.9843, norm 0.1045, swav 0.0000 LR: 3.545e-02 Score 98.320 Data time: 0.3062, Forward time: 2.8264, Backward time: 3.5342, DDP time: 0.0042, Total iter time: 6.8936 [2020-11-08 11:37:13,811][root][INFO] - ===> Epoch[1711](3422/2): Loss -0.8518, Sem 0.0430, dir -0.9873, norm 0.0925, swav 0.0000 LR: 3.543e-02 Score 98.374 Data time: 0.2767, Forward time: 2.8265, Backward time: 3.5342, DDP time: 0.0042, Total iter time: 7.0026 [2020-11-08 11:37:21,074][root][INFO] - ===> Epoch[1712](3423/2): Loss -0.8381, Sem 0.0427, dir -0.9842, norm 0.1033, swav 0.0000 LR: 3.541e-02 Score 98.375 Data time: 0.1718, Forward time: 2.8262, Backward time: 3.5346, DDP time: 0.0043, Total iter time: 7.1103 [2020-11-08 11:37:27,316][root][INFO] - ===> Epoch[1712](3424/2): Loss -0.8344, Sem 0.0478, dir -0.9848, norm 0.1026, swav 0.0000 LR: 3.539e-02 Score 98.191 Data time: 0.3030, Forward time: 2.8263, Backward time: 3.5344, DDP time: 0.0043, Total iter time: 6.1268 [2020-11-08 11:37:33,986][root][INFO] - ===> Epoch[1713](3425/2): Loss -0.8328, Sem 0.0438, dir -0.9832, norm 0.1065, swav 0.0000 LR: 3.537e-02 Score 98.359 Data time: 0.2273, Forward time: 2.8262, Backward time: 3.5344, DDP time: 0.0043, Total iter time: 6.5011 [2020-11-08 11:37:41,586][root][INFO] - ===> Epoch[1713](3426/2): Loss -0.8450, Sem 0.0436, dir -0.9852, norm 0.0966, swav 0.0000 LR: 3.535e-02 Score 98.351 Data time: 0.2992, Forward time: 2.8262, Backward time: 3.5346, DDP time: 0.0043, Total iter time: 7.4390 [2020-11-08 11:37:48,653][root][INFO] - ===> Epoch[1714](3427/2): Loss -0.8386, Sem 0.0459, dir -0.9842, norm 0.0997, swav 0.0000 LR: 3.533e-02 Score 98.273 Data time: 0.1901, Forward time: 2.8260, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 6.9352 [2020-11-08 11:37:56,466][root][INFO] - ===> Epoch[1714](3428/2): Loss -0.8345, Sem 0.0453, dir -0.9838, norm 0.1040, swav 0.0000 LR: 3.531e-02 Score 98.282 Data time: 0.2168, Forward time: 2.8259, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 7.7130 [2020-11-08 11:38:03,947][root][INFO] - ===> Epoch[1715](3429/2): Loss -0.8355, Sem 0.0467, dir -0.9838, norm 0.1016, swav 0.0000 LR: 3.529e-02 Score 98.230 Data time: 0.2350, Forward time: 2.8258, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 7.3222 [2020-11-08 11:38:10,048][root][INFO] - ===> Epoch[1715](3430/2): Loss -0.8428, Sem 0.0442, dir -0.9851, norm 0.0981, swav 0.0000 LR: 3.527e-02 Score 98.326 Data time: 0.2492, Forward time: 2.8257, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 5.9844 [2020-11-08 11:38:15,923][root][INFO] - ===> Epoch[1716](3431/2): Loss -0.8432, Sem 0.0425, dir -0.9845, norm 0.0988, swav 0.0000 LR: 3.525e-02 Score 98.403 Data time: 0.2019, Forward time: 2.8256, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 5.7466 [2020-11-08 11:38:22,881][root][INFO] - ===> Epoch[1716](3432/2): Loss -0.8353, Sem 0.0440, dir -0.9843, norm 0.1049, swav 0.0000 LR: 3.523e-02 Score 98.320 Data time: 0.2622, Forward time: 2.8256, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 6.8277 [2020-11-08 11:38:28,943][root][INFO] - ===> Epoch[1717](3433/2): Loss -0.8483, Sem 0.0418, dir -0.9863, norm 0.0961, swav 0.0000 LR: 3.521e-02 Score 98.410 Data time: 0.1925, Forward time: 2.8255, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 5.9148 [2020-11-08 11:38:35,116][root][INFO] - ===> Epoch[1717](3434/2): Loss -0.8285, Sem 0.0444, dir -0.9831, norm 0.1102, swav 0.0000 LR: 3.519e-02 Score 98.335 Data time: 0.2230, Forward time: 2.8254, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 6.0279 [2020-11-08 11:38:43,305][root][INFO] - ===> Epoch[1718](3435/2): Loss -0.8311, Sem 0.0479, dir -0.9834, norm 0.1044, swav 0.0000 LR: 3.517e-02 Score 98.188 Data time: 0.1999, Forward time: 2.8252, Backward time: 3.5357, DDP time: 0.0043, Total iter time: 8.0212 [2020-11-08 11:38:50,074][root][INFO] - ===> Epoch[1718](3436/2): Loss -0.8259, Sem 0.0448, dir -0.9845, norm 0.1138, swav 0.0000 LR: 3.515e-02 Score 98.300 Data time: 0.2275, Forward time: 2.8251, Backward time: 3.5358, DDP time: 0.0043, Total iter time: 6.6324 [2020-11-08 11:38:57,008][root][INFO] - ===> Epoch[1719](3437/2): Loss -0.8352, Sem 0.0448, dir -0.9847, norm 0.1048, swav 0.0000 LR: 3.513e-02 Score 98.319 Data time: 0.3604, Forward time: 2.8253, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 6.7895 [2020-11-08 11:39:05,598][root][INFO] - ===> Epoch[1719](3438/2): Loss -0.8274, Sem 0.0460, dir -0.9837, norm 0.1103, swav 0.0000 LR: 3.511e-02 Score 98.241 Data time: 0.2450, Forward time: 2.8253, Backward time: 3.5360, DDP time: 0.0043, Total iter time: 8.4433 [2020-11-08 11:39:12,962][root][INFO] - ===> Epoch[1720](3439/2): Loss -0.8355, Sem 0.0434, dir -0.9829, norm 0.1041, swav 0.0000 LR: 3.509e-02 Score 98.352 Data time: 0.2541, Forward time: 2.8253, Backward time: 3.5362, DDP time: 0.0043, Total iter time: 7.2181 [2020-11-08 11:39:18,475][root][INFO] - ===> Epoch[1720](3440/2): Loss -0.8433, Sem 0.0422, dir -0.9868, norm 0.1013, swav 0.0000 LR: 3.507e-02 Score 98.400 Data time: 0.2586, Forward time: 2.8254, Backward time: 3.5358, DDP time: 0.0043, Total iter time: 5.3497 [2020-11-08 11:39:25,255][root][INFO] - ===> Epoch[1721](3441/2): Loss -0.8336, Sem 0.0421, dir -0.9831, norm 0.1074, swav 0.0000 LR: 3.505e-02 Score 98.403 Data time: 0.2040, Forward time: 2.8252, Backward time: 3.5359, DDP time: 0.0043, Total iter time: 6.6287 [2020-11-08 11:39:30,759][root][INFO] - ===> Epoch[1721](3442/2): Loss -0.8331, Sem 0.0471, dir -0.9847, norm 0.1045, swav 0.0000 LR: 3.503e-02 Score 98.199 Data time: 0.2816, Forward time: 2.8252, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 5.3762 [2020-11-08 11:39:38,043][root][INFO] - ===> Epoch[1722](3443/2): Loss -0.8394, Sem 0.0431, dir -0.9835, norm 0.1010, swav 0.0000 LR: 3.501e-02 Score 98.374 Data time: 0.2264, Forward time: 2.8251, Backward time: 3.5357, DDP time: 0.0043, Total iter time: 7.1206 [2020-11-08 11:39:44,743][root][INFO] - ===> Epoch[1722](3444/2): Loss -0.8358, Sem 0.0433, dir -0.9857, norm 0.1066, swav 0.0000 LR: 3.499e-02 Score 98.361 Data time: 0.3507, Forward time: 2.8253, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 6.5529 [2020-11-08 11:39:52,171][root][INFO] - ===> Epoch[1723](3445/2): Loss -0.8381, Sem 0.0477, dir -0.9847, norm 0.0990, swav 0.0000 LR: 3.497e-02 Score 98.203 Data time: 0.2134, Forward time: 2.8252, Backward time: 3.5357, DDP time: 0.0043, Total iter time: 7.2857 [2020-11-08 11:39:57,582][root][INFO] - ===> Epoch[1723](3446/2): Loss -0.8319, Sem 0.0430, dir -0.9834, norm 0.1084, swav 0.0000 LR: 3.495e-02 Score 98.358 Data time: 0.2884, Forward time: 2.8251, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 5.2812 [2020-11-08 11:40:04,069][root][INFO] - ===> Epoch[1724](3447/2): Loss -0.8317, Sem 0.0452, dir -0.9853, norm 0.1083, swav 0.0000 LR: 3.493e-02 Score 98.293 Data time: 0.2610, Forward time: 2.8252, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 6.3524 [2020-11-08 11:40:10,035][root][INFO] - ===> Epoch[1724](3448/2): Loss -0.8451, Sem 0.0454, dir -0.9852, norm 0.0947, swav 0.0000 LR: 3.491e-02 Score 98.288 Data time: 0.3387, Forward time: 2.8252, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 5.7899 [2020-11-08 11:40:16,652][root][INFO] - ===> Epoch[1725](3449/2): Loss -0.8510, Sem 0.0416, dir -0.9868, norm 0.0942, swav 0.0000 LR: 3.489e-02 Score 98.405 Data time: 0.3159, Forward time: 2.8254, Backward time: 3.5348, DDP time: 0.0043, Total iter time: 6.4706 [2020-11-08 11:40:24,711][root][INFO] - ===> Epoch[1725](3450/2): Loss -0.8344, Sem 0.0436, dir -0.9834, norm 0.1054, swav 0.0000 LR: 3.487e-02 Score 98.342 Data time: 0.3848, Forward time: 2.8257, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 7.8967 [2020-11-08 11:40:31,248][root][INFO] - ===> Epoch[1726](3451/2): Loss -0.8440, Sem 0.0452, dir -0.9863, norm 0.0971, swav 0.0000 LR: 3.485e-02 Score 98.262 Data time: 0.2457, Forward time: 2.8257, Backward time: 3.5346, DDP time: 0.0043, Total iter time: 6.3798 [2020-11-08 11:40:38,369][root][INFO] - ===> Epoch[1726](3452/2): Loss -0.8400, Sem 0.0432, dir -0.9832, norm 0.1000, swav 0.0000 LR: 3.483e-02 Score 98.358 Data time: 0.2459, Forward time: 2.8256, Backward time: 3.5348, DDP time: 0.0043, Total iter time: 6.9736 [2020-11-08 11:40:46,980][root][INFO] - ===> Epoch[1727](3453/2): Loss -0.8491, Sem 0.0427, dir -0.9867, norm 0.0948, swav 0.0000 LR: 3.481e-02 Score 98.366 Data time: 0.2287, Forward time: 2.8254, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 8.4850 [2020-11-08 11:40:52,948][root][INFO] - ===> Epoch[1727](3454/2): Loss -0.8383, Sem 0.0433, dir -0.9845, norm 0.1028, swav 0.0000 LR: 3.478e-02 Score 98.344 Data time: 0.2659, Forward time: 2.8255, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 5.8673 [2020-11-08 11:41:01,219][root][INFO] - ===> Epoch[1728](3455/2): Loss -0.8301, Sem 0.0453, dir -0.9843, norm 0.1090, swav 0.0000 LR: 3.476e-02 Score 98.292 Data time: 0.3174, Forward time: 2.8256, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 8.1166 [2020-11-08 11:41:07,445][root][INFO] - ===> Epoch[1728](3456/2): Loss -0.8393, Sem 0.0450, dir -0.9853, norm 0.1010, swav 0.0000 LR: 3.474e-02 Score 98.289 Data time: 0.3533, Forward time: 2.8257, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 6.0671 [2020-11-08 11:41:14,799][root][INFO] - ===> Epoch[1729](3457/2): Loss -0.8398, Sem 0.0443, dir -0.9842, norm 0.1001, swav 0.0000 LR: 3.472e-02 Score 98.306 Data time: 0.3856, Forward time: 2.8259, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 7.2141 [2020-11-08 11:41:21,010][root][INFO] - ===> Epoch[1729](3458/2): Loss -0.8399, Sem 0.0424, dir -0.9850, norm 0.1027, swav 0.0000 LR: 3.470e-02 Score 98.415 Data time: 0.2567, Forward time: 2.8258, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.0669 [2020-11-08 11:41:28,053][root][INFO] - ===> Epoch[1730](3459/2): Loss -0.8329, Sem 0.0479, dir -0.9843, norm 0.1035, swav 0.0000 LR: 3.468e-02 Score 98.211 Data time: 0.3216, Forward time: 2.8259, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.9033 [2020-11-08 11:41:34,500][root][INFO] - ===> Epoch[1730](3460/2): Loss -0.8441, Sem 0.0426, dir -0.9853, norm 0.0986, swav 0.0000 LR: 3.466e-02 Score 98.375 Data time: 0.1919, Forward time: 2.8257, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.2892 [2020-11-08 11:41:40,376][root][INFO] - ===> Epoch[1731](3461/2): Loss -0.8522, Sem 0.0432, dir -0.9865, norm 0.0910, swav 0.0000 LR: 3.464e-02 Score 98.354 Data time: 0.2696, Forward time: 2.8257, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 5.7525 [2020-11-08 11:41:46,151][root][INFO] - ===> Epoch[1731](3462/2): Loss -0.8366, Sem 0.0427, dir -0.9855, norm 0.1062, swav 0.0000 LR: 3.462e-02 Score 98.369 Data time: 0.2980, Forward time: 2.8258, Backward time: 3.5344, DDP time: 0.0043, Total iter time: 5.6528 [2020-11-08 11:41:54,761][root][INFO] - ===> Epoch[1732](3463/2): Loss -0.8358, Sem 0.0464, dir -0.9852, norm 0.1030, swav 0.0000 LR: 3.460e-02 Score 98.239 Data time: 0.2628, Forward time: 2.8259, Backward time: 3.5348, DDP time: 0.0043, Total iter time: 8.4629 [2020-11-08 11:42:01,120][root][INFO] - ===> Epoch[1732](3464/2): Loss -0.8305, Sem 0.0454, dir -0.9837, norm 0.1078, swav 0.0000 LR: 3.458e-02 Score 98.275 Data time: 0.1793, Forward time: 2.8256, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 6.2223 [2020-11-08 11:42:08,135][root][INFO] - ===> Epoch[1733](3465/2): Loss -0.8314, Sem 0.0470, dir -0.9849, norm 0.1065, swav 0.0000 LR: 3.456e-02 Score 98.210 Data time: 0.3457, Forward time: 2.8259, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 6.9165 [2020-11-08 11:42:13,920][root][INFO] - ===> Epoch[1733](3466/2): Loss -0.8437, Sem 0.0397, dir -0.9844, norm 0.1010, swav 0.0000 LR: 3.454e-02 Score 98.469 Data time: 0.2127, Forward time: 2.8258, Backward time: 3.5345, DDP time: 0.0043, Total iter time: 5.6533 [2020-11-08 11:42:21,765][root][INFO] - ===> Epoch[1734](3467/2): Loss -0.8255, Sem 0.0486, dir -0.9840, norm 0.1099, swav 0.0000 LR: 3.452e-02 Score 98.168 Data time: 0.3532, Forward time: 2.8262, Backward time: 3.5344, DDP time: 0.0043, Total iter time: 7.7333 [2020-11-08 11:42:27,923][root][INFO] - ===> Epoch[1734](3468/2): Loss -0.8418, Sem 0.0426, dir -0.9856, norm 0.1013, swav 0.0000 LR: 3.450e-02 Score 98.346 Data time: 0.3337, Forward time: 2.8263, Backward time: 3.5341, DDP time: 0.0043, Total iter time: 6.0090 [2020-11-08 11:42:34,513][root][INFO] - ===> Epoch[1735](3469/2): Loss -0.8364, Sem 0.0452, dir -0.9851, norm 0.1034, swav 0.0000 LR: 3.448e-02 Score 98.281 Data time: 0.2795, Forward time: 2.8265, Backward time: 3.5339, DDP time: 0.0043, Total iter time: 6.4209 [2020-11-08 11:42:40,655][root][INFO] - ===> Epoch[1735](3470/2): Loss -0.8319, Sem 0.0455, dir -0.9835, norm 0.1061, swav 0.0000 LR: 3.446e-02 Score 98.270 Data time: 0.2429, Forward time: 2.8264, Backward time: 3.5337, DDP time: 0.0043, Total iter time: 5.9869 [2020-11-08 11:42:46,235][root][INFO] - ===> Epoch[1736](3471/2): Loss -0.8370, Sem 0.0438, dir -0.9861, norm 0.1053, swav 0.0000 LR: 3.444e-02 Score 98.326 Data time: 0.2263, Forward time: 2.8264, Backward time: 3.5334, DDP time: 0.0043, Total iter time: 5.4439 [2020-11-08 11:42:52,519][root][INFO] - ===> Epoch[1736](3472/2): Loss -0.8389, Sem 0.0448, dir -0.9840, norm 0.1003, swav 0.0000 LR: 3.442e-02 Score 98.286 Data time: 0.2729, Forward time: 2.8263, Backward time: 3.5333, DDP time: 0.0043, Total iter time: 6.1429 [2020-11-08 11:42:59,543][root][INFO] - ===> Epoch[1737](3473/2): Loss -0.8407, Sem 0.0437, dir -0.9851, norm 0.1007, swav 0.0000 LR: 3.440e-02 Score 98.322 Data time: 0.3181, Forward time: 2.8265, Backward time: 3.5331, DDP time: 0.0043, Total iter time: 6.8803 [2020-11-08 11:43:06,190][root][INFO] - ===> Epoch[1737](3474/2): Loss -0.8305, Sem 0.0454, dir -0.9835, norm 0.1076, swav 0.0000 LR: 3.438e-02 Score 98.290 Data time: 0.2334, Forward time: 2.8265, Backward time: 3.5331, DDP time: 0.0043, Total iter time: 6.5139 [2020-11-08 11:43:11,241][root][INFO] - ===> Epoch[1738](3475/2): Loss -0.8382, Sem 0.0445, dir -0.9857, norm 0.1030, swav 0.0000 LR: 3.436e-02 Score 98.315 Data time: 0.2280, Forward time: 2.8264, Backward time: 3.5327, DDP time: 0.0043, Total iter time: 4.8660 [2020-11-08 11:43:17,298][root][INFO] - ===> Epoch[1738](3476/2): Loss -0.8380, Sem 0.0443, dir -0.9842, norm 0.1019, swav 0.0000 LR: 3.434e-02 Score 98.318 Data time: 0.2908, Forward time: 2.8266, Backward time: 3.5323, DDP time: 0.0043, Total iter time: 5.9311 [2020-11-08 11:43:24,183][root][INFO] - ===> Epoch[1739](3477/2): Loss -0.8369, Sem 0.0434, dir -0.9850, norm 0.1047, swav 0.0000 LR: 3.432e-02 Score 98.349 Data time: 0.2021, Forward time: 2.8264, Backward time: 3.5325, DDP time: 0.0043, Total iter time: 6.7320 [2020-11-08 11:43:32,317][root][INFO] - ===> Epoch[1739](3478/2): Loss -0.8413, Sem 0.0462, dir -0.9857, norm 0.0982, swav 0.0000 LR: 3.430e-02 Score 98.257 Data time: 0.2887, Forward time: 2.8264, Backward time: 3.5329, DDP time: 0.0043, Total iter time: 8.0148 [2020-11-08 11:43:38,912][root][INFO] - ===> Epoch[1740](3479/2): Loss -0.8329, Sem 0.0440, dir -0.9844, norm 0.1075, swav 0.0000 LR: 3.428e-02 Score 98.318 Data time: 0.1795, Forward time: 2.8262, Backward time: 3.5330, DDP time: 0.0043, Total iter time: 6.4480 [2020-11-08 11:43:46,397][root][INFO] - ===> Epoch[1740](3480/2): Loss -0.8565, Sem 0.0409, dir -0.9860, norm 0.0887, swav 0.0000 LR: 3.426e-02 Score 98.437 Data time: 0.2705, Forward time: 2.8261, Backward time: 3.5332, DDP time: 0.0043, Total iter time: 7.3912 [2020-11-08 11:43:52,838][root][INFO] - ===> Epoch[1741](3481/2): Loss -0.8493, Sem 0.0419, dir -0.9870, norm 0.0958, swav 0.0000 LR: 3.424e-02 Score 98.408 Data time: 0.2388, Forward time: 2.8261, Backward time: 3.5331, DDP time: 0.0043, Total iter time: 6.2710 [2020-11-08 11:43:59,040][root][INFO] - ===> Epoch[1741](3482/2): Loss -0.8394, Sem 0.0444, dir -0.9836, norm 0.0999, swav 0.0000 LR: 3.422e-02 Score 98.314 Data time: 0.2338, Forward time: 2.8260, Backward time: 3.5331, DDP time: 0.0043, Total iter time: 6.0625 [2020-11-08 11:44:06,008][root][INFO] - ===> Epoch[1742](3483/2): Loss -0.8379, Sem 0.0454, dir -0.9858, norm 0.1025, swav 0.0000 LR: 3.420e-02 Score 98.276 Data time: 0.3714, Forward time: 2.8262, Backward time: 3.5329, DDP time: 0.0043, Total iter time: 6.8149 [2020-11-08 11:44:13,549][root][INFO] - ===> Epoch[1742](3484/2): Loss -0.8357, Sem 0.0434, dir -0.9832, norm 0.1041, swav 0.0000 LR: 3.418e-02 Score 98.353 Data time: 0.2045, Forward time: 2.8260, Backward time: 3.5332, DDP time: 0.0043, Total iter time: 7.3695 [2020-11-08 11:44:20,538][root][INFO] - ===> Epoch[1743](3485/2): Loss -0.8447, Sem 0.0446, dir -0.9853, norm 0.0960, swav 0.0000 LR: 3.416e-02 Score 98.302 Data time: 0.3319, Forward time: 2.8263, Backward time: 3.5330, DDP time: 0.0043, Total iter time: 6.8494 [2020-11-08 11:44:28,639][root][INFO] - ===> Epoch[1743](3486/2): Loss -0.8349, Sem 0.0458, dir -0.9841, norm 0.1035, swav 0.0000 LR: 3.414e-02 Score 98.276 Data time: 0.2947, Forward time: 2.8264, Backward time: 3.5333, DDP time: 0.0043, Total iter time: 7.9540 [2020-11-08 11:44:34,785][root][INFO] - ===> Epoch[1744](3487/2): Loss -0.8244, Sem 0.0474, dir -0.9841, norm 0.1123, swav 0.0000 LR: 3.412e-02 Score 98.224 Data time: 0.2488, Forward time: 2.8263, Backward time: 3.5332, DDP time: 0.0043, Total iter time: 5.9929 [2020-11-08 11:44:41,490][root][INFO] - ===> Epoch[1744](3488/2): Loss -0.8428, Sem 0.0448, dir -0.9859, norm 0.0984, swav 0.0000 LR: 3.410e-02 Score 98.296 Data time: 0.2478, Forward time: 2.8263, Backward time: 3.5331, DDP time: 0.0043, Total iter time: 6.5615 [2020-11-08 11:44:49,674][root][INFO] - ===> Epoch[1745](3489/2): Loss -0.8268, Sem 0.0459, dir -0.9829, norm 0.1102, swav 0.0000 LR: 3.408e-02 Score 98.263 Data time: 0.1815, Forward time: 2.8261, Backward time: 3.5337, DDP time: 0.0043, Total iter time: 8.0398 [2020-11-08 11:44:58,335][root][INFO] - ===> Epoch[1745](3490/2): Loss -0.8438, Sem 0.0449, dir -0.9856, norm 0.0969, swav 0.0000 LR: 3.406e-02 Score 98.292 Data time: 0.2631, Forward time: 2.8262, Backward time: 3.5341, DDP time: 0.0043, Total iter time: 8.5564 [2020-11-08 11:45:06,991][root][INFO] - ===> Epoch[1746](3491/2): Loss -0.8394, Sem 0.0418, dir -0.9848, norm 0.1037, swav 0.0000 LR: 3.404e-02 Score 98.412 Data time: 0.2198, Forward time: 2.8260, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 8.4982 [2020-11-08 11:45:13,268][root][INFO] - ===> Epoch[1746](3492/2): Loss -0.8534, Sem 0.0433, dir -0.9859, norm 0.0892, swav 0.0000 LR: 3.401e-02 Score 98.340 Data time: 0.1983, Forward time: 2.8259, Backward time: 3.5348, DDP time: 0.0043, Total iter time: 6.1751 [2020-11-08 11:45:19,830][root][INFO] - ===> Epoch[1747](3493/2): Loss -0.8319, Sem 0.0436, dir -0.9838, norm 0.1083, swav 0.0000 LR: 3.399e-02 Score 98.320 Data time: 0.2974, Forward time: 2.8259, Backward time: 3.5346, DDP time: 0.0043, Total iter time: 6.4161 [2020-11-08 11:45:25,425][root][INFO] - ===> Epoch[1747](3494/2): Loss -0.8386, Sem 0.0449, dir -0.9841, norm 0.1006, swav 0.0000 LR: 3.397e-02 Score 98.298 Data time: 0.1993, Forward time: 2.8258, Backward time: 3.5345, DDP time: 0.0043, Total iter time: 5.4302 [2020-11-08 11:45:32,285][root][INFO] - ===> Epoch[1748](3495/2): Loss -0.8402, Sem 0.0464, dir -0.9851, norm 0.0985, swav 0.0000 LR: 3.395e-02 Score 98.230 Data time: 0.2697, Forward time: 2.8258, Backward time: 3.5345, DDP time: 0.0043, Total iter time: 6.7219 [2020-11-08 11:45:39,197][root][INFO] - ===> Epoch[1748](3496/2): Loss -0.8403, Sem 0.0422, dir -0.9835, norm 0.1009, swav 0.0000 LR: 3.393e-02 Score 98.400 Data time: 0.3170, Forward time: 2.8260, Backward time: 3.5342, DDP time: 0.0043, Total iter time: 6.7468 [2020-11-08 11:45:45,209][root][INFO] - ===> Epoch[1749](3497/2): Loss -0.8470, Sem 0.0433, dir -0.9861, norm 0.0957, swav 0.0000 LR: 3.391e-02 Score 98.336 Data time: 0.2475, Forward time: 2.8260, Backward time: 3.5340, DDP time: 0.0043, Total iter time: 5.8266 [2020-11-08 11:45:52,605][root][INFO] - ===> Epoch[1749](3498/2): Loss -0.8335, Sem 0.0468, dir -0.9831, norm 0.1028, swav 0.0000 LR: 3.389e-02 Score 98.226 Data time: 0.1670, Forward time: 2.8257, Backward time: 3.5345, DDP time: 0.0043, Total iter time: 7.2680 [2020-11-08 11:45:58,705][root][INFO] - ===> Epoch[1750](3499/2): Loss -0.8491, Sem 0.0443, dir -0.9849, norm 0.0915, swav 0.0000 LR: 3.387e-02 Score 98.333 Data time: 0.2481, Forward time: 2.8256, Backward time: 3.5343, DDP time: 0.0043, Total iter time: 5.9681 [2020-11-08 11:46:04,499][root][INFO] - ===> Epoch[1750](3500/2): Loss -0.8401, Sem 0.0419, dir -0.9860, norm 0.1040, swav 0.0000 LR: 3.385e-02 Score 98.406 Data time: 0.2065, Forward time: 2.8255, Backward time: 3.5341, DDP time: 0.0043, Total iter time: 5.6462 [2020-11-08 11:46:05,287][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 11:46:05,487][root][INFO] - ===> Start testing [2020-11-08 11:47:43,831][root][INFO] - 101/312: Data time: 0.0077, Iter time: 0.5282 Loss 2.376 (AVG: 1.964) Score 69.631 (AVG: 77.479) mIOU 41.105 mAP 57.508 mAcc 55.090 IOU: 72.711 94.771 41.046 54.502 75.209 62.683 50.916 36.836 43.836 10.486 15.440 33.108 41.564 19.185 19.215 0.747 42.536 26.902 64.157 16.244 mAP: 74.486 93.986 51.183 70.070 80.227 73.110 55.195 49.225 53.881 44.644 34.785 33.393 66.299 35.938 38.350 21.094 85.781 67.704 78.826 41.985 mAcc: 94.959 98.972 62.400 78.419 86.005 90.994 64.455 47.355 58.678 10.791 18.768 48.608 69.375 23.628 23.767 0.834 86.325 39.607 79.962 17.903 [2020-11-08 11:49:12,574][root][INFO] - 201/312: Data time: 0.0050, Iter time: 0.4252 Loss 0.262 (AVG: 1.764) Score 95.599 (AVG: 79.047) mIOU 44.044 mAP 57.956 mAcc 56.223 IOU: 73.380 94.993 41.122 64.380 77.481 66.615 54.256 39.382 39.891 16.247 20.354 38.168 42.607 25.143 23.276 3.325 50.061 32.295 61.829 16.076 mAP: 73.595 94.169 49.099 69.007 80.939 76.017 53.191 52.619 51.420 45.919 37.449 41.254 60.728 43.066 39.538 24.313 86.538 71.136 70.784 38.343 mAcc: 94.724 98.934 59.576 79.836 87.093 91.327 66.908 53.046 51.437 16.769 24.498 51.101 67.093 28.643 29.686 3.514 83.952 45.265 73.129 17.932 [2020-11-08 11:50:48,783][root][INFO] - 301/312: Data time: 0.0057, Iter time: 0.4490 Loss 1.259 (AVG: 1.660) Score 84.247 (AVG: 79.978) mIOU 45.010 mAP 58.736 mAcc 56.922 IOU: 74.160 95.244 40.776 62.133 79.642 66.206 58.688 38.673 40.805 15.785 22.166 40.780 44.185 30.688 22.244 3.752 49.347 33.102 66.081 15.747 mAP: 73.712 94.644 49.640 72.053 82.997 74.153 58.897 51.989 52.358 45.599 42.615 43.697 62.225 45.428 34.674 24.140 83.487 69.926 73.288 39.186 mAcc: 94.543 98.866 58.618 81.689 88.226 88.259 71.249 52.903 52.422 16.348 26.378 53.738 66.609 33.865 27.455 4.019 81.607 45.847 78.230 17.579 [2020-11-08 11:50:59,421][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.3644 Loss 0.620 (AVG: 1.653) Score 84.431 (AVG: 80.004) mIOU 45.368 mAP 58.918 mAcc 57.223 IOU: 74.056 95.260 40.997 62.394 79.896 66.108 58.539 38.379 40.899 18.167 22.246 41.064 43.233 31.942 22.955 4.406 50.476 33.806 66.799 15.743 mAP: 73.665 94.765 49.720 72.550 83.325 73.757 58.941 52.396 52.244 44.526 42.390 43.642 62.184 46.295 35.326 25.100 83.837 69.690 74.825 39.178 mAcc: 94.409 98.871 58.710 81.965 88.445 88.326 70.548 53.187 51.942 18.780 26.496 53.774 66.446 35.399 28.240 4.688 81.045 46.449 79.157 17.585 [2020-11-08 11:50:59,422][root][INFO] - Finished test. Elapsed time: 293.9340 [2020-11-08 11:51:10,286][root][INFO] - [2020-11-08 11:51:10,286][root][INFO] - ################################################################ [2020-11-08 11:51:10,286][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 11:51:10,287][root][INFO] - ################################################################ [2020-11-08 11:51:10,287][root][INFO] - cabinet : 0.126 0.268 0.507 [2020-11-08 11:51:10,287][root][INFO] - bed : 0.336 0.655 0.749 [2020-11-08 11:51:10,287][root][INFO] - chair : 0.609 0.774 0.859 [2020-11-08 11:51:10,287][root][INFO] - sofa : 0.417 0.696 0.815 [2020-11-08 11:51:10,287][root][INFO] - table : 0.273 0.423 0.543 [2020-11-08 11:51:10,287][root][INFO] - door : 0.140 0.268 0.400 [2020-11-08 11:51:10,287][root][INFO] - window : 0.053 0.144 0.311 [2020-11-08 11:51:10,287][root][INFO] - bookshelf : 0.017 0.056 0.295 [2020-11-08 11:51:10,287][root][INFO] - picture : 0.089 0.180 0.269 [2020-11-08 11:51:10,287][root][INFO] - counter : 0.004 0.027 0.361 [2020-11-08 11:51:10,287][root][INFO] - desk : 0.027 0.105 0.501 [2020-11-08 11:51:10,287][root][INFO] - curtain : 0.036 0.131 0.225 [2020-11-08 11:51:10,287][root][INFO] - refrigerator : 0.155 0.226 0.248 [2020-11-08 11:51:10,287][root][INFO] - shower curtain : 0.009 0.009 0.024 [2020-11-08 11:51:10,287][root][INFO] - toilet : 0.681 0.814 0.868 [2020-11-08 11:51:10,287][root][INFO] - sink : 0.069 0.225 0.613 [2020-11-08 11:51:10,287][root][INFO] - bathtub : 0.404 0.561 0.736 [2020-11-08 11:51:10,287][root][INFO] - otherfurniture : 0.149 0.267 0.374 [2020-11-08 11:51:10,287][root][INFO] - ---------------------------------------------------------------- [2020-11-08 11:51:10,287][root][INFO] - average : 0.200 0.324 0.483 [2020-11-08 11:51:10,287][root][INFO] - [2020-11-08 11:51:10,507][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 11:51:11,272][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 11:51:11,420][root][INFO] - Current best mIoU: 45.368 at iter 3500 [2020-11-08 11:51:16,403][root][INFO] - ===> Epoch[1751](3501/2): Loss -0.8409, Sem 0.0441, dir -0.9849, norm 0.0998, swav 0.0000 LR: 3.383e-02 Score 98.326 Data time: 0.2174, Forward time: 2.8254, Backward time: 3.5338, DDP time: 0.0043, Total iter time: 4.9778 [2020-11-08 11:51:21,731][root][INFO] - ===> Epoch[1751](3502/2): Loss -0.8392, Sem 0.0449, dir -0.9853, norm 0.1012, swav 0.0000 LR: 3.381e-02 Score 98.273 Data time: 0.2318, Forward time: 2.8254, Backward time: 3.5333, DDP time: 0.0043, Total iter time: 5.1850 [2020-11-08 11:51:29,149][root][INFO] - ===> Epoch[1752](3503/2): Loss -0.8377, Sem 0.0430, dir -0.9834, norm 0.1026, swav 0.0000 LR: 3.379e-02 Score 98.386 Data time: 0.1720, Forward time: 2.8252, Backward time: 3.5338, DDP time: 0.0043, Total iter time: 7.2885 [2020-11-08 11:51:35,344][root][INFO] - ===> Epoch[1752](3504/2): Loss -0.8479, Sem 0.0454, dir -0.9850, norm 0.0917, swav 0.0000 LR: 3.377e-02 Score 98.269 Data time: 0.2311, Forward time: 2.8251, Backward time: 3.5336, DDP time: 0.0043, Total iter time: 6.0769 [2020-11-08 11:51:42,541][root][INFO] - ===> Epoch[1753](3505/2): Loss -0.8397, Sem 0.0442, dir -0.9844, norm 0.1004, swav 0.0000 LR: 3.375e-02 Score 98.332 Data time: 0.3018, Forward time: 2.8251, Backward time: 3.5338, DDP time: 0.0043, Total iter time: 7.0468 [2020-11-08 11:51:50,049][root][INFO] - ===> Epoch[1753](3506/2): Loss -0.8433, Sem 0.0449, dir -0.9852, norm 0.0970, swav 0.0000 LR: 3.373e-02 Score 98.278 Data time: 0.2885, Forward time: 2.8253, Backward time: 3.5338, DDP time: 0.0043, Total iter time: 7.3707 [2020-11-08 11:51:56,867][root][INFO] - ===> Epoch[1754](3507/2): Loss -0.8432, Sem 0.0425, dir -0.9861, norm 0.1005, swav 0.0000 LR: 3.371e-02 Score 98.375 Data time: 0.2598, Forward time: 2.8252, Backward time: 3.5338, DDP time: 0.0043, Total iter time: 6.6270 [2020-11-08 11:52:03,855][root][INFO] - ===> Epoch[1754](3508/2): Loss -0.8512, Sem 0.0404, dir -0.9856, norm 0.0940, swav 0.0000 LR: 3.369e-02 Score 98.470 Data time: 0.2186, Forward time: 2.8251, Backward time: 3.5339, DDP time: 0.0043, Total iter time: 6.8194 [2020-11-08 11:52:10,379][root][INFO] - ===> Epoch[1755](3509/2): Loss -0.8385, Sem 0.0456, dir -0.9845, norm 0.1004, swav 0.0000 LR: 3.367e-02 Score 98.277 Data time: 0.2047, Forward time: 2.8250, Backward time: 3.5340, DDP time: 0.0043, Total iter time: 6.3697 [2020-11-08 11:52:16,985][root][INFO] - ===> Epoch[1755](3510/2): Loss -0.8524, Sem 0.0398, dir -0.9879, norm 0.0957, swav 0.0000 LR: 3.365e-02 Score 98.464 Data time: 0.2391, Forward time: 2.8249, Backward time: 3.5340, DDP time: 0.0043, Total iter time: 6.4795 [2020-11-08 11:52:25,200][root][INFO] - ===> Epoch[1756](3511/2): Loss -0.8330, Sem 0.0468, dir -0.9836, norm 0.1038, swav 0.0000 LR: 3.363e-02 Score 98.221 Data time: 0.2530, Forward time: 2.8248, Backward time: 3.5345, DDP time: 0.0043, Total iter time: 8.0882 [2020-11-08 11:52:32,825][root][INFO] - ===> Epoch[1756](3512/2): Loss -0.8307, Sem 0.0440, dir -0.9841, norm 0.1094, swav 0.0000 LR: 3.361e-02 Score 98.326 Data time: 0.1825, Forward time: 2.8246, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 7.4279 [2020-11-08 11:52:39,197][root][INFO] - ===> Epoch[1757](3513/2): Loss -0.8439, Sem 0.0452, dir -0.9857, norm 0.0966, swav 0.0000 LR: 3.359e-02 Score 98.284 Data time: 0.2884, Forward time: 2.8248, Backward time: 3.5346, DDP time: 0.0043, Total iter time: 6.2707 [2020-11-08 11:52:46,318][root][INFO] - ===> Epoch[1757](3514/2): Loss -0.8238, Sem 0.0439, dir -0.9829, norm 0.1152, swav 0.0000 LR: 3.357e-02 Score 98.353 Data time: 0.2250, Forward time: 2.8247, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 6.9783 [2020-11-08 11:52:52,088][root][INFO] - ===> Epoch[1758](3515/2): Loss -0.8463, Sem 0.0451, dir -0.9861, norm 0.0947, swav 0.0000 LR: 3.355e-02 Score 98.290 Data time: 0.2742, Forward time: 2.8248, Backward time: 3.5344, DDP time: 0.0043, Total iter time: 5.6430 [2020-11-08 11:52:59,244][root][INFO] - ===> Epoch[1758](3516/2): Loss -0.8379, Sem 0.0445, dir -0.9854, norm 0.1030, swav 0.0000 LR: 3.353e-02 Score 98.305 Data time: 0.2911, Forward time: 2.8247, Backward time: 3.5345, DDP time: 0.0043, Total iter time: 7.0076 [2020-11-08 11:53:05,193][root][INFO] - ===> Epoch[1759](3517/2): Loss -0.8378, Sem 0.0442, dir -0.9853, norm 0.1032, swav 0.0000 LR: 3.351e-02 Score 98.334 Data time: 0.2729, Forward time: 2.8248, Backward time: 3.5342, DDP time: 0.0043, Total iter time: 5.7984 [2020-11-08 11:53:12,089][root][INFO] - ===> Epoch[1759](3518/2): Loss -0.8481, Sem 0.0447, dir -0.9854, norm 0.0927, swav 0.0000 LR: 3.349e-02 Score 98.285 Data time: 0.2701, Forward time: 2.8249, Backward time: 3.5341, DDP time: 0.0043, Total iter time: 6.7345 [2020-11-08 11:53:18,498][root][INFO] - ===> Epoch[1760](3519/2): Loss -0.8439, Sem 0.0417, dir -0.9850, norm 0.0994, swav 0.0000 LR: 3.347e-02 Score 98.443 Data time: 0.2101, Forward time: 2.8248, Backward time: 3.5341, DDP time: 0.0043, Total iter time: 6.2594 [2020-11-08 11:53:24,441][root][INFO] - ===> Epoch[1760](3520/2): Loss -0.8401, Sem 0.0453, dir -0.9850, norm 0.0996, swav 0.0000 LR: 3.345e-02 Score 98.261 Data time: 0.2277, Forward time: 2.8247, Backward time: 3.5339, DDP time: 0.0043, Total iter time: 5.8219 [2020-11-08 11:53:31,082][root][INFO] - ===> Epoch[1761](3521/2): Loss -0.8406, Sem 0.0434, dir -0.9851, norm 0.1011, swav 0.0000 LR: 3.343e-02 Score 98.345 Data time: 0.1973, Forward time: 2.8246, Backward time: 3.5340, DDP time: 0.0043, Total iter time: 6.4944 [2020-11-08 11:53:37,908][root][INFO] - ===> Epoch[1761](3522/2): Loss -0.8333, Sem 0.0462, dir -0.9849, norm 0.1054, swav 0.0000 LR: 3.341e-02 Score 98.259 Data time: 0.2292, Forward time: 2.8246, Backward time: 3.5341, DDP time: 0.0043, Total iter time: 6.7210 [2020-11-08 11:53:45,768][root][INFO] - ===> Epoch[1762](3523/2): Loss -0.8386, Sem 0.0451, dir -0.9831, norm 0.0994, swav 0.0000 LR: 3.339e-02 Score 98.293 Data time: 0.2466, Forward time: 2.8246, Backward time: 3.5343, DDP time: 0.0043, Total iter time: 7.7136 [2020-11-08 11:53:51,999][root][INFO] - ===> Epoch[1762](3524/2): Loss -0.8479, Sem 0.0427, dir -0.9863, norm 0.0958, swav 0.0000 LR: 3.337e-02 Score 98.362 Data time: 0.2248, Forward time: 2.8244, Backward time: 3.5343, DDP time: 0.0043, Total iter time: 6.1045 [2020-11-08 11:53:59,875][root][INFO] - ===> Epoch[1763](3525/2): Loss -0.8447, Sem 0.0428, dir -0.9853, norm 0.0978, swav 0.0000 LR: 3.334e-02 Score 98.371 Data time: 0.2579, Forward time: 2.8244, Backward time: 3.5346, DDP time: 0.0043, Total iter time: 7.7406 [2020-11-08 11:54:07,048][root][INFO] - ===> Epoch[1763](3526/2): Loss -0.8428, Sem 0.0457, dir -0.9849, norm 0.0964, swav 0.0000 LR: 3.332e-02 Score 98.267 Data time: 0.2997, Forward time: 2.8245, Backward time: 3.5346, DDP time: 0.0043, Total iter time: 7.0216 [2020-11-08 11:54:13,876][root][INFO] - ===> Epoch[1764](3527/2): Loss -0.8344, Sem 0.0456, dir -0.9827, norm 0.1027, swav 0.0000 LR: 3.330e-02 Score 98.284 Data time: 0.2281, Forward time: 2.8243, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 6.6793 [2020-11-08 11:54:20,159][root][INFO] - ===> Epoch[1764](3528/2): Loss -0.8371, Sem 0.0445, dir -0.9858, norm 0.1042, swav 0.0000 LR: 3.328e-02 Score 98.310 Data time: 0.2083, Forward time: 2.8242, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 6.1428 [2020-11-08 11:54:28,216][root][INFO] - ===> Epoch[1765](3529/2): Loss -0.8333, Sem 0.0437, dir -0.9835, norm 0.1065, swav 0.0000 LR: 3.326e-02 Score 98.337 Data time: 0.2415, Forward time: 2.8242, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 7.8987 [2020-11-08 11:54:35,162][root][INFO] - ===> Epoch[1765](3530/2): Loss -0.8358, Sem 0.0456, dir -0.9844, norm 0.1030, swav 0.0000 LR: 3.324e-02 Score 98.280 Data time: 0.2509, Forward time: 2.8242, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 6.7944 [2020-11-08 11:54:42,270][root][INFO] - ===> Epoch[1766](3531/2): Loss -0.8469, Sem 0.0438, dir -0.9862, norm 0.0955, swav 0.0000 LR: 3.322e-02 Score 98.322 Data time: 0.2639, Forward time: 2.8242, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 6.9309 [2020-11-08 11:54:48,945][root][INFO] - ===> Epoch[1766](3532/2): Loss -0.8452, Sem 0.0420, dir -0.9855, norm 0.0983, swav 0.0000 LR: 3.320e-02 Score 98.401 Data time: 0.2579, Forward time: 2.8242, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 6.5311 [2020-11-08 11:54:56,951][root][INFO] - ===> Epoch[1767](3533/2): Loss -0.8386, Sem 0.0442, dir -0.9844, norm 0.1016, swav 0.0000 LR: 3.318e-02 Score 98.338 Data time: 0.2338, Forward time: 2.8242, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 7.8607 [2020-11-08 11:55:02,717][root][INFO] - ===> Epoch[1767](3534/2): Loss -0.8386, Sem 0.0479, dir -0.9853, norm 0.0988, swav 0.0000 LR: 3.316e-02 Score 98.193 Data time: 0.2047, Forward time: 2.8240, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 5.6077 [2020-11-08 11:55:10,190][root][INFO] - ===> Epoch[1768](3535/2): Loss -0.8407, Sem 0.0407, dir -0.9848, norm 0.1034, swav 0.0000 LR: 3.314e-02 Score 98.474 Data time: 0.4736, Forward time: 2.8243, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 7.3588 [2020-11-08 11:55:17,579][root][INFO] - ===> Epoch[1768](3536/2): Loss -0.8347, Sem 0.0460, dir -0.9841, norm 0.1034, swav 0.0000 LR: 3.312e-02 Score 98.248 Data time: 0.2783, Forward time: 2.8244, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 7.2154 [2020-11-08 11:55:24,663][root][INFO] - ===> Epoch[1769](3537/2): Loss -0.8398, Sem 0.0438, dir -0.9850, norm 0.1014, swav 0.0000 LR: 3.310e-02 Score 98.348 Data time: 0.3986, Forward time: 2.8246, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.9486 [2020-11-08 11:55:32,205][root][INFO] - ===> Epoch[1769](3538/2): Loss -0.8344, Sem 0.0437, dir -0.9847, norm 0.1066, swav 0.0000 LR: 3.308e-02 Score 98.331 Data time: 0.2132, Forward time: 2.8246, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 7.3981 [2020-11-08 11:55:38,295][root][INFO] - ===> Epoch[1770](3539/2): Loss -0.8379, Sem 0.0460, dir -0.9850, norm 0.1010, swav 0.0000 LR: 3.306e-02 Score 98.262 Data time: 0.1826, Forward time: 2.8244, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 5.9634 [2020-11-08 11:55:44,908][root][INFO] - ===> Epoch[1770](3540/2): Loss -0.8350, Sem 0.0454, dir -0.9843, norm 0.1039, swav 0.0000 LR: 3.304e-02 Score 98.286 Data time: 0.2445, Forward time: 2.8244, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 6.5419 [2020-11-08 11:55:52,150][root][INFO] - ===> Epoch[1771](3541/2): Loss -0.8401, Sem 0.0432, dir -0.9855, norm 0.1022, swav 0.0000 LR: 3.302e-02 Score 98.361 Data time: 0.2897, Forward time: 2.8245, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 7.1021 [2020-11-08 11:55:58,563][root][INFO] - ===> Epoch[1771](3542/2): Loss -0.8400, Sem 0.0428, dir -0.9845, norm 0.1017, swav 0.0000 LR: 3.300e-02 Score 98.373 Data time: 0.3053, Forward time: 2.8245, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 6.2908 [2020-11-08 11:56:06,344][root][INFO] - ===> Epoch[1772](3543/2): Loss -0.8417, Sem 0.0437, dir -0.9868, norm 0.1014, swav 0.0000 LR: 3.298e-02 Score 98.358 Data time: 0.3656, Forward time: 2.8248, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 7.6549 [2020-11-08 11:56:12,050][root][INFO] - ===> Epoch[1772](3544/2): Loss -0.8370, Sem 0.0435, dir -0.9840, norm 0.1035, swav 0.0000 LR: 3.296e-02 Score 98.354 Data time: 0.2496, Forward time: 2.8249, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 5.5632 [2020-11-08 11:56:18,067][root][INFO] - ===> Epoch[1773](3545/2): Loss -0.8414, Sem 0.0430, dir -0.9856, norm 0.1011, swav 0.0000 LR: 3.294e-02 Score 98.371 Data time: 0.3018, Forward time: 2.8248, Backward time: 3.5345, DDP time: 0.0043, Total iter time: 5.8961 [2020-11-08 11:56:24,562][root][INFO] - ===> Epoch[1773](3546/2): Loss -0.8452, Sem 0.0460, dir -0.9859, norm 0.0948, swav 0.0000 LR: 3.292e-02 Score 98.247 Data time: 0.3053, Forward time: 2.8250, Backward time: 3.5343, DDP time: 0.0043, Total iter time: 6.3700 [2020-11-08 11:56:32,715][root][INFO] - ===> Epoch[1774](3547/2): Loss -0.8388, Sem 0.0420, dir -0.9848, norm 0.1040, swav 0.0000 LR: 3.290e-02 Score 98.402 Data time: 0.1849, Forward time: 2.8248, Backward time: 3.5348, DDP time: 0.0043, Total iter time: 8.0285 [2020-11-08 11:56:39,531][root][INFO] - ===> Epoch[1774](3548/2): Loss -0.8370, Sem 0.0449, dir -0.9843, norm 0.1024, swav 0.0000 LR: 3.288e-02 Score 98.301 Data time: 0.2384, Forward time: 2.8247, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 6.6980 [2020-11-08 11:56:47,609][root][INFO] - ===> Epoch[1775](3549/2): Loss -0.8365, Sem 0.0434, dir -0.9846, norm 0.1047, swav 0.0000 LR: 3.286e-02 Score 98.343 Data time: 0.1812, Forward time: 2.8245, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 7.9792 [2020-11-08 11:56:53,961][root][INFO] - ===> Epoch[1775](3550/2): Loss -0.8336, Sem 0.0484, dir -0.9838, norm 0.1019, swav 0.0000 LR: 3.284e-02 Score 98.149 Data time: 0.2475, Forward time: 2.8245, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 6.2427 [2020-11-08 11:57:00,368][root][INFO] - ===> Epoch[1776](3551/2): Loss -0.8468, Sem 0.0418, dir -0.9857, norm 0.0971, swav 0.0000 LR: 3.282e-02 Score 98.420 Data time: 0.1599, Forward time: 2.8242, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 6.2573 [2020-11-08 11:57:06,845][root][INFO] - ===> Epoch[1776](3552/2): Loss -0.8504, Sem 0.0429, dir -0.9859, norm 0.0926, swav 0.0000 LR: 3.280e-02 Score 98.360 Data time: 0.2990, Forward time: 2.8244, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 6.3542 [2020-11-08 11:57:14,239][root][INFO] - ===> Epoch[1777](3553/2): Loss -0.8383, Sem 0.0441, dir -0.9852, norm 0.1027, swav 0.0000 LR: 3.277e-02 Score 98.314 Data time: 0.3323, Forward time: 2.8246, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 7.2497 [2020-11-08 11:57:19,707][root][INFO] - ===> Epoch[1777](3554/2): Loss -0.8522, Sem 0.0417, dir -0.9870, norm 0.0931, swav 0.0000 LR: 3.275e-02 Score 98.421 Data time: 0.2565, Forward time: 2.8246, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 5.2882 [2020-11-08 11:57:26,493][root][INFO] - ===> Epoch[1778](3555/2): Loss -0.8376, Sem 0.0461, dir -0.9843, norm 0.1006, swav 0.0000 LR: 3.273e-02 Score 98.265 Data time: 0.2932, Forward time: 2.8247, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 6.6488 [2020-11-08 11:57:32,758][root][INFO] - ===> Epoch[1778](3556/2): Loss -0.8467, Sem 0.0441, dir -0.9853, norm 0.0945, swav 0.0000 LR: 3.271e-02 Score 98.323 Data time: 0.2591, Forward time: 2.8246, Backward time: 3.5346, DDP time: 0.0043, Total iter time: 6.1257 [2020-11-08 11:57:40,988][root][INFO] - ===> Epoch[1779](3557/2): Loss -0.8382, Sem 0.0453, dir -0.9844, norm 0.1009, swav 0.0000 LR: 3.269e-02 Score 98.276 Data time: 0.1538, Forward time: 2.8243, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 8.1094 [2020-11-08 11:57:48,484][root][INFO] - ===> Epoch[1779](3558/2): Loss -0.8399, Sem 0.0436, dir -0.9859, norm 0.1025, swav 0.0000 LR: 3.267e-02 Score 98.340 Data time: 0.2594, Forward time: 2.8242, Backward time: 3.5356, DDP time: 0.0043, Total iter time: 7.4211 [2020-11-08 11:57:54,584][root][INFO] - ===> Epoch[1780](3559/2): Loss -0.8423, Sem 0.0456, dir -0.9851, norm 0.0972, swav 0.0000 LR: 3.265e-02 Score 98.248 Data time: 0.2710, Forward time: 2.8243, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 5.9462 [2020-11-08 11:58:00,816][root][INFO] - ===> Epoch[1780](3560/2): Loss -0.8414, Sem 0.0432, dir -0.9849, norm 0.1003, swav 0.0000 LR: 3.263e-02 Score 98.366 Data time: 0.2502, Forward time: 2.8242, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 6.0849 [2020-11-08 11:58:07,950][root][INFO] - ===> Epoch[1781](3561/2): Loss -0.8500, Sem 0.0423, dir -0.9861, norm 0.0937, swav 0.0000 LR: 3.261e-02 Score 98.378 Data time: 0.2650, Forward time: 2.8241, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 7.0007 [2020-11-08 11:58:13,847][root][INFO] - ===> Epoch[1781](3562/2): Loss -0.8304, Sem 0.0453, dir -0.9833, norm 0.1076, swav 0.0000 LR: 3.259e-02 Score 98.292 Data time: 0.2167, Forward time: 2.8240, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 5.7362 [2020-11-08 11:58:21,162][root][INFO] - ===> Epoch[1782](3563/2): Loss -0.8439, Sem 0.0441, dir -0.9859, norm 0.0979, swav 0.0000 LR: 3.257e-02 Score 98.316 Data time: 0.2985, Forward time: 2.8240, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 7.1585 [2020-11-08 11:58:27,249][root][INFO] - ===> Epoch[1782](3564/2): Loss -0.8426, Sem 0.0454, dir -0.9851, norm 0.0971, swav 0.0000 LR: 3.255e-02 Score 98.266 Data time: 0.2318, Forward time: 2.8239, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 5.9079 [2020-11-08 11:58:34,597][root][INFO] - ===> Epoch[1783](3565/2): Loss -0.8358, Sem 0.0435, dir -0.9851, norm 0.1058, swav 0.0000 LR: 3.253e-02 Score 98.349 Data time: 0.3057, Forward time: 2.8240, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 7.2097 [2020-11-08 11:58:39,891][root][INFO] - ===> Epoch[1783](3566/2): Loss -0.8487, Sem 0.0439, dir -0.9857, norm 0.0931, swav 0.0000 LR: 3.251e-02 Score 98.317 Data time: 0.2390, Forward time: 2.8238, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 5.1332 [2020-11-08 11:58:47,669][root][INFO] - ===> Epoch[1784](3567/2): Loss -0.8319, Sem 0.0429, dir -0.9842, norm 0.1095, swav 0.0000 LR: 3.249e-02 Score 98.386 Data time: 0.1955, Forward time: 2.8237, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 7.6506 [2020-11-08 11:58:54,558][root][INFO] - ===> Epoch[1784](3568/2): Loss -0.8565, Sem 0.0419, dir -0.9868, norm 0.0884, swav 0.0000 LR: 3.247e-02 Score 98.405 Data time: 0.2375, Forward time: 2.8237, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 6.7450 [2020-11-08 11:59:00,682][root][INFO] - ===> Epoch[1785](3569/2): Loss -0.8364, Sem 0.0430, dir -0.9842, norm 0.1047, swav 0.0000 LR: 3.245e-02 Score 98.370 Data time: 0.2969, Forward time: 2.8238, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 5.9833 [2020-11-08 11:59:08,611][root][INFO] - ===> Epoch[1785](3570/2): Loss -0.8384, Sem 0.0440, dir -0.9845, norm 0.1022, swav 0.0000 LR: 3.243e-02 Score 98.315 Data time: 0.3637, Forward time: 2.8241, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 7.7857 [2020-11-08 11:59:15,824][root][INFO] - ===> Epoch[1786](3571/2): Loss -0.8379, Sem 0.0441, dir -0.9842, norm 0.1022, swav 0.0000 LR: 3.241e-02 Score 98.348 Data time: 0.1858, Forward time: 2.8239, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 7.0515 [2020-11-08 11:59:23,493][root][INFO] - ===> Epoch[1786](3572/2): Loss -0.8488, Sem 0.0414, dir -0.9850, norm 0.0948, swav 0.0000 LR: 3.239e-02 Score 98.418 Data time: 0.3512, Forward time: 2.8242, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 7.5545 [2020-11-08 11:59:29,363][root][INFO] - ===> Epoch[1787](3573/2): Loss -0.8471, Sem 0.0423, dir -0.9865, norm 0.0971, swav 0.0000 LR: 3.237e-02 Score 98.386 Data time: 0.2033, Forward time: 2.8241, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 5.7215 [2020-11-08 11:59:36,522][root][INFO] - ===> Epoch[1787](3574/2): Loss -0.8356, Sem 0.0446, dir -0.9823, norm 0.1021, swav 0.0000 LR: 3.235e-02 Score 98.290 Data time: 0.2780, Forward time: 2.8240, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 7.0428 [2020-11-08 11:59:45,376][root][INFO] - ===> Epoch[1788](3575/2): Loss -0.8353, Sem 0.0426, dir -0.9838, norm 0.1060, swav 0.0000 LR: 3.233e-02 Score 98.401 Data time: 0.1990, Forward time: 2.8239, Backward time: 3.5360, DDP time: 0.0043, Total iter time: 8.7250 [2020-11-08 11:59:50,922][root][INFO] - ===> Epoch[1788](3576/2): Loss -0.8482, Sem 0.0442, dir -0.9869, norm 0.0944, swav 0.0000 LR: 3.231e-02 Score 98.315 Data time: 0.2630, Forward time: 2.8239, Backward time: 3.5356, DDP time: 0.0043, Total iter time: 5.4015 [2020-11-08 11:59:57,824][root][INFO] - ===> Epoch[1789](3577/2): Loss -0.8370, Sem 0.0445, dir -0.9846, norm 0.1031, swav 0.0000 LR: 3.229e-02 Score 98.298 Data time: 0.3014, Forward time: 2.8240, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 6.7383 [2020-11-08 12:00:04,413][root][INFO] - ===> Epoch[1789](3578/2): Loss -0.8445, Sem 0.0470, dir -0.9862, norm 0.0946, swav 0.0000 LR: 3.227e-02 Score 98.205 Data time: 0.3486, Forward time: 2.8240, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 6.4360 [2020-11-08 12:00:13,499][root][INFO] - ===> Epoch[1790](3579/2): Loss -0.8470, Sem 0.0417, dir -0.9844, norm 0.0958, swav 0.0000 LR: 3.224e-02 Score 98.398 Data time: 0.2672, Forward time: 2.8241, Backward time: 3.5359, DDP time: 0.0043, Total iter time: 8.9346 [2020-11-08 12:00:20,162][root][INFO] - ===> Epoch[1790](3580/2): Loss -0.8554, Sem 0.0402, dir -0.9875, norm 0.0920, swav 0.0000 LR: 3.222e-02 Score 98.460 Data time: 0.2238, Forward time: 2.8240, Backward time: 3.5360, DDP time: 0.0043, Total iter time: 6.5274 [2020-11-08 12:00:26,829][root][INFO] - ===> Epoch[1791](3581/2): Loss -0.8384, Sem 0.0440, dir -0.9848, norm 0.1025, swav 0.0000 LR: 3.220e-02 Score 98.342 Data time: 0.3112, Forward time: 2.8242, Backward time: 3.5357, DDP time: 0.0043, Total iter time: 6.5279 [2020-11-08 12:00:32,742][root][INFO] - ===> Epoch[1791](3582/2): Loss -0.8526, Sem 0.0412, dir -0.9864, norm 0.0926, swav 0.0000 LR: 3.218e-02 Score 98.405 Data time: 0.2641, Forward time: 2.8243, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 5.7396 [2020-11-08 12:00:40,657][root][INFO] - ===> Epoch[1792](3583/2): Loss -0.8559, Sem 0.0407, dir -0.9858, norm 0.0893, swav 0.0000 LR: 3.216e-02 Score 98.456 Data time: 0.4505, Forward time: 2.8247, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 7.7655 [2020-11-08 12:00:47,689][root][INFO] - ===> Epoch[1792](3584/2): Loss -0.8396, Sem 0.0440, dir -0.9851, norm 0.1015, swav 0.0000 LR: 3.214e-02 Score 98.315 Data time: 0.2856, Forward time: 2.8249, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 6.8671 [2020-11-08 12:00:55,199][root][INFO] - ===> Epoch[1793](3585/2): Loss -0.8476, Sem 0.0420, dir -0.9852, norm 0.0955, swav 0.0000 LR: 3.212e-02 Score 98.405 Data time: 0.3044, Forward time: 2.8250, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 7.3584 [2020-11-08 12:01:02,813][root][INFO] - ===> Epoch[1793](3586/2): Loss -0.8428, Sem 0.0430, dir -0.9852, norm 0.0994, swav 0.0000 LR: 3.210e-02 Score 98.368 Data time: 0.2872, Forward time: 2.8251, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 7.4482 [2020-11-08 12:01:09,291][root][INFO] - ===> Epoch[1794](3587/2): Loss -0.8530, Sem 0.0413, dir -0.9865, norm 0.0923, swav 0.0000 LR: 3.208e-02 Score 98.420 Data time: 0.1725, Forward time: 2.8249, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 6.3555 [2020-11-08 12:01:15,572][root][INFO] - ===> Epoch[1794](3588/2): Loss -0.8434, Sem 0.0433, dir -0.9857, norm 0.0990, swav 0.0000 LR: 3.206e-02 Score 98.356 Data time: 0.1736, Forward time: 2.8247, Backward time: 3.5354, DDP time: 0.0043, Total iter time: 6.1692 [2020-11-08 12:01:21,802][root][INFO] - ===> Epoch[1795](3589/2): Loss -0.8408, Sem 0.0445, dir -0.9851, norm 0.0998, swav 0.0000 LR: 3.204e-02 Score 98.311 Data time: 0.2427, Forward time: 2.8247, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 6.1303 [2020-11-08 12:01:29,452][root][INFO] - ===> Epoch[1795](3590/2): Loss -0.8470, Sem 0.0469, dir -0.9864, norm 0.0925, swav 0.0000 LR: 3.202e-02 Score 98.204 Data time: 0.2898, Forward time: 2.8246, Backward time: 3.5356, DDP time: 0.0043, Total iter time: 7.5028 [2020-11-08 12:01:37,332][root][INFO] - ===> Epoch[1796](3591/2): Loss -0.8345, Sem 0.0440, dir -0.9838, norm 0.1053, swav 0.0000 LR: 3.200e-02 Score 98.351 Data time: 0.2576, Forward time: 2.8246, Backward time: 3.5359, DDP time: 0.0043, Total iter time: 7.7396 [2020-11-08 12:01:44,215][root][INFO] - ===> Epoch[1796](3592/2): Loss -0.8429, Sem 0.0447, dir -0.9845, norm 0.0969, swav 0.0000 LR: 3.198e-02 Score 98.299 Data time: 0.2140, Forward time: 2.8244, Backward time: 3.5361, DDP time: 0.0043, Total iter time: 6.7275 [2020-11-08 12:01:52,392][root][INFO] - ===> Epoch[1797](3593/2): Loss -0.8473, Sem 0.0429, dir -0.9860, norm 0.0958, swav 0.0000 LR: 3.196e-02 Score 98.364 Data time: 0.2741, Forward time: 2.8243, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 8.0575 [2020-11-08 12:01:58,203][root][INFO] - ===> Epoch[1797](3594/2): Loss -0.8300, Sem 0.0470, dir -0.9841, norm 0.1072, swav 0.0000 LR: 3.194e-02 Score 98.217 Data time: 0.1999, Forward time: 2.8241, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 5.6728 [2020-11-08 12:02:04,770][root][INFO] - ===> Epoch[1798](3595/2): Loss -0.8544, Sem 0.0446, dir -0.9865, norm 0.0875, swav 0.0000 LR: 3.192e-02 Score 98.303 Data time: 0.3415, Forward time: 2.8243, Backward time: 3.5362, DDP time: 0.0043, Total iter time: 6.4434 [2020-11-08 12:02:11,242][root][INFO] - ===> Epoch[1798](3596/2): Loss -0.8399, Sem 0.0438, dir -0.9852, norm 0.1015, swav 0.0000 LR: 3.190e-02 Score 98.321 Data time: 0.2315, Forward time: 2.8242, Backward time: 3.5361, DDP time: 0.0043, Total iter time: 6.3344 [2020-11-08 12:02:18,634][root][INFO] - ===> Epoch[1799](3597/2): Loss -0.8425, Sem 0.0453, dir -0.9845, norm 0.0967, swav 0.0000 LR: 3.188e-02 Score 98.277 Data time: 0.2445, Forward time: 2.8243, Backward time: 3.5362, DDP time: 0.0043, Total iter time: 7.2397 [2020-11-08 12:02:25,632][root][INFO] - ===> Epoch[1799](3598/2): Loss -0.8465, Sem 0.0444, dir -0.9851, norm 0.0941, swav 0.0000 LR: 3.186e-02 Score 98.306 Data time: 0.2393, Forward time: 2.8241, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 6.8457 [2020-11-08 12:02:31,308][root][INFO] - ===> Epoch[1800](3599/2): Loss -0.8392, Sem 0.0413, dir -0.9842, norm 0.1038, swav 0.0000 LR: 3.184e-02 Score 98.424 Data time: 0.3058, Forward time: 2.8241, Backward time: 3.5361, DDP time: 0.0043, Total iter time: 5.5708 [2020-11-08 12:02:40,001][root][INFO] - ===> Epoch[1800](3600/2): Loss -0.8515, Sem 0.0458, dir -0.9861, norm 0.0887, swav 0.0000 LR: 3.182e-02 Score 98.261 Data time: 0.2539, Forward time: 2.8241, Backward time: 3.5367, DDP time: 0.0043, Total iter time: 8.5543 [2020-11-08 12:02:46,279][root][INFO] - ===> Epoch[1801](3601/2): Loss -0.8396, Sem 0.0451, dir -0.9847, norm 0.1000, swav 0.0000 LR: 3.180e-02 Score 98.280 Data time: 0.2477, Forward time: 2.8241, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 6.1470 [2020-11-08 12:02:53,345][root][INFO] - ===> Epoch[1801](3602/2): Loss -0.8439, Sem 0.0427, dir -0.9851, norm 0.0985, swav 0.0000 LR: 3.177e-02 Score 98.376 Data time: 0.2274, Forward time: 2.8240, Backward time: 3.5366, DDP time: 0.0043, Total iter time: 6.8984 [2020-11-08 12:02:58,806][root][INFO] - ===> Epoch[1802](3603/2): Loss -0.8318, Sem 0.0434, dir -0.9841, norm 0.1089, swav 0.0000 LR: 3.175e-02 Score 98.339 Data time: 0.2642, Forward time: 2.8239, Backward time: 3.5363, DDP time: 0.0043, Total iter time: 5.3270 [2020-11-08 12:03:05,686][root][INFO] - ===> Epoch[1802](3604/2): Loss -0.8603, Sem 0.0416, dir -0.9873, norm 0.0854, swav 0.0000 LR: 3.173e-02 Score 98.408 Data time: 0.2587, Forward time: 2.8239, Backward time: 3.5363, DDP time: 0.0043, Total iter time: 6.7496 [2020-11-08 12:03:13,015][root][INFO] - ===> Epoch[1803](3605/2): Loss -0.8431, Sem 0.0440, dir -0.9853, norm 0.0982, swav 0.0000 LR: 3.171e-02 Score 98.340 Data time: 0.3521, Forward time: 2.8242, Backward time: 3.5362, DDP time: 0.0043, Total iter time: 7.1694 [2020-11-08 12:03:19,606][root][INFO] - ===> Epoch[1803](3606/2): Loss -0.8389, Sem 0.0448, dir -0.9839, norm 0.1002, swav 0.0000 LR: 3.169e-02 Score 98.288 Data time: 0.2820, Forward time: 2.8242, Backward time: 3.5361, DDP time: 0.0043, Total iter time: 6.4384 [2020-11-08 12:03:26,317][root][INFO] - ===> Epoch[1804](3607/2): Loss -0.8395, Sem 0.0458, dir -0.9863, norm 0.1010, swav 0.0000 LR: 3.167e-02 Score 98.249 Data time: 0.1647, Forward time: 2.8239, Backward time: 3.5363, DDP time: 0.0043, Total iter time: 6.5676 [2020-11-08 12:03:35,118][root][INFO] - ===> Epoch[1804](3608/2): Loss -0.8564, Sem 0.0390, dir -0.9869, norm 0.0915, swav 0.0000 LR: 3.165e-02 Score 98.513 Data time: 0.3329, Forward time: 2.8240, Backward time: 3.5368, DDP time: 0.0043, Total iter time: 8.6846 [2020-11-08 12:03:41,068][root][INFO] - ===> Epoch[1805](3609/2): Loss -0.8419, Sem 0.0429, dir -0.9848, norm 0.1001, swav 0.0000 LR: 3.163e-02 Score 98.375 Data time: 0.2432, Forward time: 2.8239, Backward time: 3.5366, DDP time: 0.0043, Total iter time: 5.7917 [2020-11-08 12:03:48,407][root][INFO] - ===> Epoch[1805](3610/2): Loss -0.8539, Sem 0.0458, dir -0.9867, norm 0.0871, swav 0.0000 LR: 3.161e-02 Score 98.256 Data time: 0.3121, Forward time: 2.8241, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 7.1913 [2020-11-08 12:03:55,032][root][INFO] - ===> Epoch[1806](3611/2): Loss -0.8456, Sem 0.0408, dir -0.9847, norm 0.0983, swav 0.0000 LR: 3.159e-02 Score 98.443 Data time: 0.1824, Forward time: 2.8239, Backward time: 3.5367, DDP time: 0.0043, Total iter time: 6.4359 [2020-11-08 12:04:02,054][root][INFO] - ===> Epoch[1806](3612/2): Loss -0.8400, Sem 0.0457, dir -0.9853, norm 0.0997, swav 0.0000 LR: 3.157e-02 Score 98.257 Data time: 0.3775, Forward time: 2.8241, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 6.8961 [2020-11-08 12:04:08,758][root][INFO] - ===> Epoch[1807](3613/2): Loss -0.8496, Sem 0.0418, dir -0.9863, norm 0.0949, swav 0.0000 LR: 3.155e-02 Score 98.405 Data time: 0.3431, Forward time: 2.8243, Backward time: 3.5363, DDP time: 0.0043, Total iter time: 6.5552 [2020-11-08 12:04:17,076][root][INFO] - ===> Epoch[1807](3614/2): Loss -0.8422, Sem 0.0436, dir -0.9861, norm 0.1003, swav 0.0000 LR: 3.153e-02 Score 98.340 Data time: 0.3025, Forward time: 2.8244, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 8.1519 [2020-11-08 12:04:23,153][root][INFO] - ===> Epoch[1808](3615/2): Loss -0.8499, Sem 0.0457, dir -0.9851, norm 0.0894, swav 0.0000 LR: 3.151e-02 Score 98.273 Data time: 0.1981, Forward time: 2.8243, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 5.9377 [2020-11-08 12:04:30,328][root][INFO] - ===> Epoch[1808](3616/2): Loss -0.8447, Sem 0.0437, dir -0.9870, norm 0.0986, swav 0.0000 LR: 3.149e-02 Score 98.341 Data time: 0.2890, Forward time: 2.8242, Backward time: 3.5366, DDP time: 0.0043, Total iter time: 7.0665 [2020-11-08 12:04:36,916][root][INFO] - ===> Epoch[1809](3617/2): Loss -0.8507, Sem 0.0426, dir -0.9870, norm 0.0937, swav 0.0000 LR: 3.147e-02 Score 98.372 Data time: 0.2208, Forward time: 2.8242, Backward time: 3.5366, DDP time: 0.0043, Total iter time: 6.4425 [2020-11-08 12:04:44,107][root][INFO] - ===> Epoch[1809](3618/2): Loss -0.8520, Sem 0.0423, dir -0.9862, norm 0.0919, swav 0.0000 LR: 3.145e-02 Score 98.401 Data time: 0.2425, Forward time: 2.8242, Backward time: 3.5367, DDP time: 0.0043, Total iter time: 7.0588 [2020-11-08 12:04:51,494][root][INFO] - ===> Epoch[1810](3619/2): Loss -0.8336, Sem 0.0429, dir -0.9845, norm 0.1081, swav 0.0000 LR: 3.143e-02 Score 98.344 Data time: 0.3112, Forward time: 2.8241, Backward time: 3.5369, DDP time: 0.0043, Total iter time: 7.2541 [2020-11-08 12:04:59,242][root][INFO] - ===> Epoch[1810](3620/2): Loss -0.8502, Sem 0.0436, dir -0.9853, norm 0.0915, swav 0.0000 LR: 3.141e-02 Score 98.356 Data time: 0.2175, Forward time: 2.8240, Backward time: 3.5373, DDP time: 0.0043, Total iter time: 7.5817 [2020-11-08 12:05:07,210][root][INFO] - ===> Epoch[1811](3621/2): Loss -0.8359, Sem 0.0437, dir -0.9837, norm 0.1040, swav 0.0000 LR: 3.139e-02 Score 98.340 Data time: 0.1679, Forward time: 2.8237, Backward time: 3.5378, DDP time: 0.0043, Total iter time: 7.8528 [2020-11-08 12:05:13,803][root][INFO] - ===> Epoch[1811](3622/2): Loss -0.8513, Sem 0.0398, dir -0.9855, norm 0.0945, swav 0.0000 LR: 3.137e-02 Score 98.460 Data time: 0.3583, Forward time: 2.8238, Backward time: 3.5376, DDP time: 0.0043, Total iter time: 6.4738 [2020-11-08 12:05:20,472][root][INFO] - ===> Epoch[1812](3623/2): Loss -0.8462, Sem 0.0443, dir -0.9874, norm 0.0969, swav 0.0000 LR: 3.135e-02 Score 98.328 Data time: 0.2499, Forward time: 2.8237, Backward time: 3.5377, DDP time: 0.0043, Total iter time: 6.5232 [2020-11-08 12:05:27,662][root][INFO] - ===> Epoch[1812](3624/2): Loss -0.8460, Sem 0.0426, dir -0.9852, norm 0.0966, swav 0.0000 LR: 3.132e-02 Score 98.380 Data time: 0.2256, Forward time: 2.8236, Backward time: 3.5379, DDP time: 0.0043, Total iter time: 7.0496 [2020-11-08 12:05:35,625][root][INFO] - ===> Epoch[1813](3625/2): Loss -0.8347, Sem 0.0446, dir -0.9846, norm 0.1053, swav 0.0000 LR: 3.130e-02 Score 98.337 Data time: 0.2077, Forward time: 2.8234, Backward time: 3.5383, DDP time: 0.0043, Total iter time: 7.8290 [2020-11-08 12:05:42,059][root][INFO] - ===> Epoch[1813](3626/2): Loss -0.8529, Sem 0.0412, dir -0.9850, norm 0.0909, swav 0.0000 LR: 3.128e-02 Score 98.429 Data time: 0.2833, Forward time: 2.8236, Backward time: 3.5381, DDP time: 0.0043, Total iter time: 6.3297 [2020-11-08 12:05:48,763][root][INFO] - ===> Epoch[1814](3627/2): Loss -0.8457, Sem 0.0426, dir -0.9861, norm 0.0977, swav 0.0000 LR: 3.126e-02 Score 98.374 Data time: 0.2064, Forward time: 2.8234, Backward time: 3.5382, DDP time: 0.0043, Total iter time: 6.5744 [2020-11-08 12:05:54,924][root][INFO] - ===> Epoch[1814](3628/2): Loss -0.8427, Sem 0.0484, dir -0.9853, norm 0.0942, swav 0.0000 LR: 3.124e-02 Score 98.170 Data time: 0.2148, Forward time: 2.8233, Backward time: 3.5382, DDP time: 0.0043, Total iter time: 6.0293 [2020-11-08 12:06:01,150][root][INFO] - ===> Epoch[1815](3629/2): Loss -0.8445, Sem 0.0437, dir -0.9853, norm 0.0971, swav 0.0000 LR: 3.122e-02 Score 98.328 Data time: 0.2527, Forward time: 2.8233, Backward time: 3.5380, DDP time: 0.0043, Total iter time: 6.1037 [2020-11-08 12:06:07,310][root][INFO] - ===> Epoch[1815](3630/2): Loss -0.8500, Sem 0.0449, dir -0.9857, norm 0.0907, swav 0.0000 LR: 3.120e-02 Score 98.291 Data time: 0.1991, Forward time: 2.8232, Backward time: 3.5380, DDP time: 0.0043, Total iter time: 6.0140 [2020-11-08 12:06:12,889][root][INFO] - ===> Epoch[1816](3631/2): Loss -0.8443, Sem 0.0426, dir -0.9849, norm 0.0980, swav 0.0000 LR: 3.118e-02 Score 98.390 Data time: 0.1759, Forward time: 2.8229, Backward time: 3.5379, DDP time: 0.0043, Total iter time: 5.4719 [2020-11-08 12:06:19,961][root][INFO] - ===> Epoch[1816](3632/2): Loss -0.8515, Sem 0.0426, dir -0.9865, norm 0.0923, swav 0.0000 LR: 3.116e-02 Score 98.373 Data time: 0.2900, Forward time: 2.8230, Backward time: 3.5379, DDP time: 0.0043, Total iter time: 6.9695 [2020-11-08 12:06:25,789][root][INFO] - ===> Epoch[1817](3633/2): Loss -0.8434, Sem 0.0446, dir -0.9848, norm 0.0968, swav 0.0000 LR: 3.114e-02 Score 98.307 Data time: 0.2794, Forward time: 2.8231, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 5.6526 [2020-11-08 12:06:33,415][root][INFO] - ===> Epoch[1817](3634/2): Loss -0.8414, Sem 0.0461, dir -0.9850, norm 0.0975, swav 0.0000 LR: 3.112e-02 Score 98.263 Data time: 0.3686, Forward time: 2.8234, Backward time: 3.5374, DDP time: 0.0043, Total iter time: 7.4731 [2020-11-08 12:06:40,649][root][INFO] - ===> Epoch[1818](3635/2): Loss -0.8428, Sem 0.0449, dir -0.9858, norm 0.0982, swav 0.0000 LR: 3.110e-02 Score 98.301 Data time: 0.3666, Forward time: 2.8237, Backward time: 3.5372, DDP time: 0.0043, Total iter time: 7.0880 [2020-11-08 12:06:47,282][root][INFO] - ===> Epoch[1818](3636/2): Loss -0.8496, Sem 0.0437, dir -0.9861, norm 0.0928, swav 0.0000 LR: 3.108e-02 Score 98.334 Data time: 0.3043, Forward time: 2.8239, Backward time: 3.5370, DDP time: 0.0043, Total iter time: 6.4755 [2020-11-08 12:06:54,117][root][INFO] - ===> Epoch[1819](3637/2): Loss -0.8497, Sem 0.0424, dir -0.9866, norm 0.0946, swav 0.0000 LR: 3.106e-02 Score 98.381 Data time: 0.2532, Forward time: 2.8239, Backward time: 3.5369, DDP time: 0.0043, Total iter time: 6.6930 [2020-11-08 12:06:59,700][root][INFO] - ===> Epoch[1819](3638/2): Loss -0.8585, Sem 0.0408, dir -0.9872, norm 0.0879, swav 0.0000 LR: 3.104e-02 Score 98.443 Data time: 0.2382, Forward time: 2.8238, Backward time: 3.5367, DDP time: 0.0043, Total iter time: 5.4578 [2020-11-08 12:07:07,906][root][INFO] - ===> Epoch[1820](3639/2): Loss -0.8400, Sem 0.0470, dir -0.9848, norm 0.0978, swav 0.0000 LR: 3.102e-02 Score 98.203 Data time: 0.2462, Forward time: 2.8238, Backward time: 3.5371, DDP time: 0.0043, Total iter time: 8.0859 [2020-11-08 12:07:15,097][root][INFO] - ===> Epoch[1820](3640/2): Loss -0.8505, Sem 0.0416, dir -0.9861, norm 0.0940, swav 0.0000 LR: 3.100e-02 Score 98.419 Data time: 0.2215, Forward time: 2.8237, Backward time: 3.5373, DDP time: 0.0043, Total iter time: 7.0825 [2020-11-08 12:07:20,538][root][INFO] - ===> Epoch[1821](3641/2): Loss -0.8429, Sem 0.0441, dir -0.9849, norm 0.0979, swav 0.0000 LR: 3.098e-02 Score 98.324 Data time: 0.2564, Forward time: 2.8235, Backward time: 3.5371, DDP time: 0.0043, Total iter time: 5.3096 [2020-11-08 12:07:28,060][root][INFO] - ===> Epoch[1821](3642/2): Loss -0.8438, Sem 0.0452, dir -0.9861, norm 0.0971, swav 0.0000 LR: 3.096e-02 Score 98.291 Data time: 0.3574, Forward time: 2.8237, Backward time: 3.5370, DDP time: 0.0043, Total iter time: 7.4127 [2020-11-08 12:07:34,409][root][INFO] - ===> Epoch[1822](3643/2): Loss -0.8452, Sem 0.0453, dir -0.9869, norm 0.0964, swav 0.0000 LR: 3.094e-02 Score 98.283 Data time: 0.2773, Forward time: 2.8238, Backward time: 3.5369, DDP time: 0.0043, Total iter time: 6.2002 [2020-11-08 12:07:41,692][root][INFO] - ===> Epoch[1822](3644/2): Loss -0.8450, Sem 0.0429, dir -0.9845, norm 0.0967, swav 0.0000 LR: 3.092e-02 Score 98.382 Data time: 0.2078, Forward time: 2.8236, Backward time: 3.5371, DDP time: 0.0043, Total iter time: 7.1293 [2020-11-08 12:07:47,833][root][INFO] - ===> Epoch[1823](3645/2): Loss -0.8563, Sem 0.0410, dir -0.9872, norm 0.0899, swav 0.0000 LR: 3.089e-02 Score 98.447 Data time: 0.1872, Forward time: 2.8234, Backward time: 3.5371, DDP time: 0.0043, Total iter time: 6.0204 [2020-11-08 12:07:54,535][root][INFO] - ===> Epoch[1823](3646/2): Loss -0.8376, Sem 0.0469, dir -0.9850, norm 0.1005, swav 0.0000 LR: 3.087e-02 Score 98.201 Data time: 0.2954, Forward time: 2.8235, Backward time: 3.5371, DDP time: 0.0043, Total iter time: 6.5767 [2020-11-08 12:08:00,473][root][INFO] - ===> Epoch[1824](3647/2): Loss -0.8443, Sem 0.0447, dir -0.9850, norm 0.0960, swav 0.0000 LR: 3.085e-02 Score 98.304 Data time: 0.2401, Forward time: 2.8235, Backward time: 3.5368, DDP time: 0.0043, Total iter time: 5.7693 [2020-11-08 12:08:06,206][root][INFO] - ===> Epoch[1824](3648/2): Loss -0.8396, Sem 0.0425, dir -0.9847, norm 0.1026, swav 0.0000 LR: 3.083e-02 Score 98.395 Data time: 0.2199, Forward time: 2.8233, Backward time: 3.5367, DDP time: 0.0043, Total iter time: 5.6053 [2020-11-08 12:08:13,539][root][INFO] - ===> Epoch[1825](3649/2): Loss -0.8436, Sem 0.0426, dir -0.9852, norm 0.0991, swav 0.0000 LR: 3.081e-02 Score 98.383 Data time: 0.2549, Forward time: 2.8233, Backward time: 3.5368, DDP time: 0.0043, Total iter time: 7.2237 [2020-11-08 12:08:20,223][root][INFO] - ===> Epoch[1825](3650/2): Loss -0.8359, Sem 0.0454, dir -0.9853, norm 0.1040, swav 0.0000 LR: 3.079e-02 Score 98.280 Data time: 0.2030, Forward time: 2.8231, Backward time: 3.5370, DDP time: 0.0043, Total iter time: 6.5298 [2020-11-08 12:08:27,054][root][INFO] - ===> Epoch[1826](3651/2): Loss -0.8509, Sem 0.0434, dir -0.9866, norm 0.0923, swav 0.0000 LR: 3.077e-02 Score 98.318 Data time: 0.3008, Forward time: 2.8232, Backward time: 3.5369, DDP time: 0.0043, Total iter time: 6.7295 [2020-11-08 12:08:33,976][root][INFO] - ===> Epoch[1826](3652/2): Loss -0.8417, Sem 0.0424, dir -0.9853, norm 0.1012, swav 0.0000 LR: 3.075e-02 Score 98.387 Data time: 0.2650, Forward time: 2.8231, Backward time: 3.5370, DDP time: 0.0043, Total iter time: 6.7677 [2020-11-08 12:08:41,368][root][INFO] - ===> Epoch[1827](3653/2): Loss -0.8429, Sem 0.0454, dir -0.9855, norm 0.0971, swav 0.0000 LR: 3.073e-02 Score 98.268 Data time: 0.2284, Forward time: 2.8229, Backward time: 3.5373, DDP time: 0.0043, Total iter time: 7.2451 [2020-11-08 12:08:47,848][root][INFO] - ===> Epoch[1827](3654/2): Loss -0.8438, Sem 0.0431, dir -0.9846, norm 0.0978, swav 0.0000 LR: 3.071e-02 Score 98.371 Data time: 0.2747, Forward time: 2.8230, Backward time: 3.5372, DDP time: 0.0043, Total iter time: 6.3994 [2020-11-08 12:08:55,513][root][INFO] - ===> Epoch[1828](3655/2): Loss -0.8396, Sem 0.0463, dir -0.9853, norm 0.0993, swav 0.0000 LR: 3.069e-02 Score 98.283 Data time: 0.2186, Forward time: 2.8229, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 7.5271 [2020-11-08 12:09:01,363][root][INFO] - ===> Epoch[1828](3656/2): Loss -0.8502, Sem 0.0432, dir -0.9867, norm 0.0933, swav 0.0000 LR: 3.067e-02 Score 98.370 Data time: 0.1822, Forward time: 2.8227, Backward time: 3.5374, DDP time: 0.0043, Total iter time: 5.7119 [2020-11-08 12:09:08,437][root][INFO] - ===> Epoch[1829](3657/2): Loss -0.8411, Sem 0.0446, dir -0.9848, norm 0.0991, swav 0.0000 LR: 3.065e-02 Score 98.320 Data time: 0.2632, Forward time: 2.8227, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 6.9591 [2020-11-08 12:09:15,081][root][INFO] - ===> Epoch[1829](3658/2): Loss -0.8413, Sem 0.0479, dir -0.9855, norm 0.0963, swav 0.0000 LR: 3.063e-02 Score 98.206 Data time: 0.3190, Forward time: 2.8229, Backward time: 3.5373, DDP time: 0.0043, Total iter time: 6.4895 [2020-11-08 12:09:22,200][root][INFO] - ===> Epoch[1830](3659/2): Loss -0.8512, Sem 0.0413, dir -0.9861, norm 0.0936, swav 0.0000 LR: 3.061e-02 Score 98.436 Data time: 0.2323, Forward time: 2.8228, Backward time: 3.5374, DDP time: 0.0043, Total iter time: 6.9698 [2020-11-08 12:09:28,758][root][INFO] - ===> Epoch[1830](3660/2): Loss -0.8354, Sem 0.0472, dir -0.9854, norm 0.1028, swav 0.0000 LR: 3.059e-02 Score 98.255 Data time: 0.1839, Forward time: 2.8226, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 6.4222 [2020-11-08 12:09:34,652][root][INFO] - ===> Epoch[1831](3661/2): Loss -0.8351, Sem 0.0473, dir -0.9846, norm 0.1022, swav 0.0000 LR: 3.057e-02 Score 98.216 Data time: 0.2708, Forward time: 2.8226, Backward time: 3.5373, DDP time: 0.0043, Total iter time: 5.7853 [2020-11-08 12:09:42,079][root][INFO] - ===> Epoch[1831](3662/2): Loss -0.8476, Sem 0.0420, dir -0.9854, norm 0.0959, swav 0.0000 LR: 3.055e-02 Score 98.399 Data time: 0.3544, Forward time: 2.8229, Backward time: 3.5372, DDP time: 0.0043, Total iter time: 7.3003 [2020-11-08 12:09:49,201][root][INFO] - ===> Epoch[1832](3663/2): Loss -0.8551, Sem 0.0419, dir -0.9865, norm 0.0895, swav 0.0000 LR: 3.053e-02 Score 98.396 Data time: 0.3331, Forward time: 2.8232, Backward time: 3.5370, DDP time: 0.0043, Total iter time: 6.9665 [2020-11-08 12:09:55,870][root][INFO] - ===> Epoch[1832](3664/2): Loss -0.8463, Sem 0.0428, dir -0.9860, norm 0.0969, swav 0.0000 LR: 3.050e-02 Score 98.374 Data time: 0.1746, Forward time: 2.8229, Backward time: 3.5371, DDP time: 0.0043, Total iter time: 6.5244 [2020-11-08 12:10:04,606][root][INFO] - ===> Epoch[1833](3665/2): Loss -0.8464, Sem 0.0420, dir -0.9852, norm 0.0968, swav 0.0000 LR: 3.048e-02 Score 98.400 Data time: 0.2030, Forward time: 2.8228, Backward time: 3.5378, DDP time: 0.0043, Total iter time: 8.6183 [2020-11-08 12:10:11,456][root][INFO] - ===> Epoch[1833](3666/2): Loss -0.8386, Sem 0.0403, dir -0.9854, norm 0.1065, swav 0.0000 LR: 3.046e-02 Score 98.488 Data time: 0.2947, Forward time: 2.8230, Backward time: 3.5376, DDP time: 0.0043, Total iter time: 6.7714 [2020-11-08 12:10:17,600][root][INFO] - ===> Epoch[1834](3667/2): Loss -0.8413, Sem 0.0459, dir -0.9844, norm 0.0972, swav 0.0000 LR: 3.044e-02 Score 98.227 Data time: 0.3239, Forward time: 2.8231, Backward time: 3.5373, DDP time: 0.0043, Total iter time: 5.9899 [2020-11-08 12:10:23,830][root][INFO] - ===> Epoch[1834](3668/2): Loss -0.8416, Sem 0.0460, dir -0.9849, norm 0.0974, swav 0.0000 LR: 3.042e-02 Score 98.277 Data time: 0.2864, Forward time: 2.8232, Backward time: 3.5370, DDP time: 0.0043, Total iter time: 6.0914 [2020-11-08 12:10:31,164][root][INFO] - ===> Epoch[1835](3669/2): Loss -0.8441, Sem 0.0416, dir -0.9857, norm 0.1000, swav 0.0000 LR: 3.040e-02 Score 98.406 Data time: 0.2473, Forward time: 2.8232, Backward time: 3.5372, DDP time: 0.0043, Total iter time: 7.1923 [2020-11-08 12:10:37,749][root][INFO] - ===> Epoch[1835](3670/2): Loss -0.8438, Sem 0.0457, dir -0.9871, norm 0.0977, swav 0.0000 LR: 3.038e-02 Score 98.256 Data time: 0.2463, Forward time: 2.8231, Backward time: 3.5372, DDP time: 0.0043, Total iter time: 6.4398 [2020-11-08 12:10:44,063][root][INFO] - ===> Epoch[1836](3671/2): Loss -0.8436, Sem 0.0418, dir -0.9841, norm 0.0987, swav 0.0000 LR: 3.036e-02 Score 98.399 Data time: 0.2496, Forward time: 2.8232, Backward time: 3.5370, DDP time: 0.0043, Total iter time: 6.1862 [2020-11-08 12:10:51,242][root][INFO] - ===> Epoch[1836](3672/2): Loss -0.8397, Sem 0.0432, dir -0.9854, norm 0.1024, swav 0.0000 LR: 3.034e-02 Score 98.350 Data time: 0.2199, Forward time: 2.8231, Backward time: 3.5371, DDP time: 0.0043, Total iter time: 7.0179 [2020-11-08 12:10:58,891][root][INFO] - ===> Epoch[1837](3673/2): Loss -0.8333, Sem 0.0455, dir -0.9819, norm 0.1031, swav 0.0000 LR: 3.032e-02 Score 98.283 Data time: 0.1816, Forward time: 2.8230, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 7.5300 [2020-11-08 12:11:05,789][root][INFO] - ===> Epoch[1837](3674/2): Loss -0.8522, Sem 0.0412, dir -0.9865, norm 0.0931, swav 0.0000 LR: 3.030e-02 Score 98.428 Data time: 0.2689, Forward time: 2.8230, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 6.7953 [2020-11-08 12:11:13,722][root][INFO] - ===> Epoch[1838](3675/2): Loss -0.8465, Sem 0.0440, dir -0.9860, norm 0.0956, swav 0.0000 LR: 3.028e-02 Score 98.322 Data time: 0.2972, Forward time: 2.8230, Backward time: 3.5378, DDP time: 0.0043, Total iter time: 7.7954 [2020-11-08 12:11:20,215][root][INFO] - ===> Epoch[1838](3676/2): Loss -0.8408, Sem 0.0418, dir -0.9844, norm 0.1018, swav 0.0000 LR: 3.026e-02 Score 98.431 Data time: 0.2720, Forward time: 2.8230, Backward time: 3.5376, DDP time: 0.0043, Total iter time: 6.3505 [2020-11-08 12:11:26,827][root][INFO] - ===> Epoch[1839](3677/2): Loss -0.8398, Sem 0.0432, dir -0.9855, norm 0.1024, swav 0.0000 LR: 3.024e-02 Score 98.353 Data time: 0.2792, Forward time: 2.8231, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 6.4816 [2020-11-08 12:11:32,743][root][INFO] - ===> Epoch[1839](3678/2): Loss -0.8433, Sem 0.0418, dir -0.9833, norm 0.0982, swav 0.0000 LR: 3.022e-02 Score 98.405 Data time: 0.2367, Forward time: 2.8231, Backward time: 3.5373, DDP time: 0.0043, Total iter time: 5.7411 [2020-11-08 12:11:41,056][root][INFO] - ===> Epoch[1840](3679/2): Loss -0.8451, Sem 0.0431, dir -0.9854, norm 0.0973, swav 0.0000 LR: 3.020e-02 Score 98.339 Data time: 0.2391, Forward time: 2.8230, Backward time: 3.5377, DDP time: 0.0043, Total iter time: 8.1766 [2020-11-08 12:11:47,884][root][INFO] - ===> Epoch[1840](3680/2): Loss -0.8410, Sem 0.0471, dir -0.9845, norm 0.0964, swav 0.0000 LR: 3.018e-02 Score 98.215 Data time: 0.2309, Forward time: 2.8231, Backward time: 3.5377, DDP time: 0.0043, Total iter time: 6.7019 [2020-11-08 12:11:56,162][root][INFO] - ===> Epoch[1841](3681/2): Loss -0.8467, Sem 0.0431, dir -0.9861, norm 0.0963, swav 0.0000 LR: 3.016e-02 Score 98.367 Data time: 0.1918, Forward time: 2.8229, Backward time: 3.5383, DDP time: 0.0043, Total iter time: 8.1250 [2020-11-08 12:12:03,562][root][INFO] - ===> Epoch[1841](3682/2): Loss -0.8421, Sem 0.0429, dir -0.9849, norm 0.1000, swav 0.0000 LR: 3.013e-02 Score 98.361 Data time: 0.2153, Forward time: 2.8228, Backward time: 3.5386, DDP time: 0.0043, Total iter time: 7.3255 [2020-11-08 12:12:10,626][root][INFO] - ===> Epoch[1842](3683/2): Loss -0.8472, Sem 0.0429, dir -0.9867, norm 0.0966, swav 0.0000 LR: 3.011e-02 Score 98.350 Data time: 0.2130, Forward time: 2.8227, Backward time: 3.5387, DDP time: 0.0043, Total iter time: 6.9375 [2020-11-08 12:12:17,357][root][INFO] - ===> Epoch[1842](3684/2): Loss -0.8453, Sem 0.0436, dir -0.9854, norm 0.0965, swav 0.0000 LR: 3.009e-02 Score 98.339 Data time: 0.3081, Forward time: 2.8228, Backward time: 3.5386, DDP time: 0.0043, Total iter time: 6.5877 [2020-11-08 12:12:23,536][root][INFO] - ===> Epoch[1843](3685/2): Loss -0.8430, Sem 0.0459, dir -0.9862, norm 0.0972, swav 0.0000 LR: 3.007e-02 Score 98.279 Data time: 0.2315, Forward time: 2.8228, Backward time: 3.5384, DDP time: 0.0043, Total iter time: 6.0325 [2020-11-08 12:12:30,560][root][INFO] - ===> Epoch[1843](3686/2): Loss -0.8518, Sem 0.0399, dir -0.9855, norm 0.0939, swav 0.0000 LR: 3.005e-02 Score 98.469 Data time: 0.2373, Forward time: 2.8228, Backward time: 3.5385, DDP time: 0.0043, Total iter time: 6.8825 [2020-11-08 12:12:37,658][root][INFO] - ===> Epoch[1844](3687/2): Loss -0.8465, Sem 0.0434, dir -0.9851, norm 0.0952, swav 0.0000 LR: 3.003e-02 Score 98.347 Data time: 0.2234, Forward time: 2.8227, Backward time: 3.5386, DDP time: 0.0043, Total iter time: 6.9496 [2020-11-08 12:12:44,773][root][INFO] - ===> Epoch[1844](3688/2): Loss -0.8383, Sem 0.0448, dir -0.9849, norm 0.1018, swav 0.0000 LR: 3.001e-02 Score 98.311 Data time: 0.1370, Forward time: 2.8224, Backward time: 3.5390, DDP time: 0.0043, Total iter time: 6.9838 [2020-11-08 12:12:50,793][root][INFO] - ===> Epoch[1845](3689/2): Loss -0.8372, Sem 0.0451, dir -0.9848, norm 0.1025, swav 0.0000 LR: 2.999e-02 Score 98.270 Data time: 0.2405, Forward time: 2.8223, Backward time: 3.5388, DDP time: 0.0043, Total iter time: 5.9508 [2020-11-08 12:12:56,532][root][INFO] - ===> Epoch[1845](3690/2): Loss -0.8516, Sem 0.0414, dir -0.9864, norm 0.0934, swav 0.0000 LR: 2.997e-02 Score 98.410 Data time: 0.2572, Forward time: 2.8224, Backward time: 3.5385, DDP time: 0.0043, Total iter time: 5.5986 [2020-11-08 12:13:02,885][root][INFO] - ===> Epoch[1846](3691/2): Loss -0.8455, Sem 0.0417, dir -0.9851, norm 0.0979, swav 0.0000 LR: 2.995e-02 Score 98.411 Data time: 0.2184, Forward time: 2.8224, Backward time: 3.5384, DDP time: 0.0043, Total iter time: 6.2328 [2020-11-08 12:13:09,695][root][INFO] - ===> Epoch[1846](3692/2): Loss -0.8424, Sem 0.0445, dir -0.9853, norm 0.0984, swav 0.0000 LR: 2.993e-02 Score 98.288 Data time: 0.2511, Forward time: 2.8223, Backward time: 3.5385, DDP time: 0.0043, Total iter time: 6.6951 [2020-11-08 12:13:18,203][root][INFO] - ===> Epoch[1847](3693/2): Loss -0.8361, Sem 0.0432, dir -0.9850, norm 0.1057, swav 0.0000 LR: 2.991e-02 Score 98.362 Data time: 0.2348, Forward time: 2.8222, Backward time: 3.5390, DDP time: 0.0043, Total iter time: 8.3908 [2020-11-08 12:13:24,924][root][INFO] - ===> Epoch[1847](3694/2): Loss -0.8640, Sem 0.0415, dir -0.9869, norm 0.0814, swav 0.0000 LR: 2.989e-02 Score 98.420 Data time: 0.3304, Forward time: 2.8224, Backward time: 3.5388, DDP time: 0.0043, Total iter time: 6.6034 [2020-11-08 12:13:31,543][root][INFO] - ===> Epoch[1848](3695/2): Loss -0.8381, Sem 0.0430, dir -0.9853, norm 0.1042, swav 0.0000 LR: 2.987e-02 Score 98.379 Data time: 0.2382, Forward time: 2.8223, Backward time: 3.5388, DDP time: 0.0043, Total iter time: 6.4804 [2020-11-08 12:13:39,269][root][INFO] - ===> Epoch[1848](3696/2): Loss -0.8513, Sem 0.0416, dir -0.9856, norm 0.0927, swav 0.0000 LR: 2.985e-02 Score 98.407 Data time: 0.2464, Forward time: 2.8223, Backward time: 3.5391, DDP time: 0.0043, Total iter time: 7.5978 [2020-11-08 12:13:46,950][root][INFO] - ===> Epoch[1849](3697/2): Loss -0.8417, Sem 0.0423, dir -0.9849, norm 0.1009, swav 0.0000 LR: 2.983e-02 Score 98.384 Data time: 0.3346, Forward time: 2.8226, Backward time: 3.5390, DDP time: 0.0043, Total iter time: 7.5126 [2020-11-08 12:13:53,034][root][INFO] - ===> Epoch[1849](3698/2): Loss -0.8377, Sem 0.0455, dir -0.9853, norm 0.1021, swav 0.0000 LR: 2.981e-02 Score 98.254 Data time: 0.1954, Forward time: 2.8225, Backward time: 3.5388, DDP time: 0.0043, Total iter time: 5.9311 [2020-11-08 12:13:59,734][root][INFO] - ===> Epoch[1850](3699/2): Loss -0.8393, Sem 0.0408, dir -0.9848, norm 0.1048, swav 0.0000 LR: 2.979e-02 Score 98.446 Data time: 0.1424, Forward time: 2.8222, Backward time: 3.5391, DDP time: 0.0043, Total iter time: 6.5534 [2020-11-08 12:14:07,293][root][INFO] - ===> Epoch[1850](3700/2): Loss -0.8446, Sem 0.0435, dir -0.9850, norm 0.0968, swav 0.0000 LR: 2.976e-02 Score 98.318 Data time: 0.1577, Forward time: 2.8219, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 7.4697 [2020-11-08 12:14:13,991][root][INFO] - ===> Epoch[1851](3701/2): Loss -0.8349, Sem 0.0451, dir -0.9843, norm 0.1042, swav 0.0000 LR: 2.974e-02 Score 98.299 Data time: 0.2681, Forward time: 2.8219, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 6.5720 [2020-11-08 12:14:21,314][root][INFO] - ===> Epoch[1851](3702/2): Loss -0.8472, Sem 0.0437, dir -0.9853, norm 0.0944, swav 0.0000 LR: 2.972e-02 Score 98.337 Data time: 0.2656, Forward time: 2.8220, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 7.1620 [2020-11-08 12:14:27,563][root][INFO] - ===> Epoch[1852](3703/2): Loss -0.8441, Sem 0.0451, dir -0.9866, norm 0.0974, swav 0.0000 LR: 2.970e-02 Score 98.278 Data time: 0.2342, Forward time: 2.8219, Backward time: 3.5395, DDP time: 0.0043, Total iter time: 6.0985 [2020-11-08 12:14:34,671][root][INFO] - ===> Epoch[1852](3704/2): Loss -0.8420, Sem 0.0430, dir -0.9853, norm 0.1002, swav 0.0000 LR: 2.968e-02 Score 98.347 Data time: 0.2191, Forward time: 2.8219, Backward time: 3.5397, DDP time: 0.0043, Total iter time: 6.9488 [2020-11-08 12:14:42,092][root][INFO] - ===> Epoch[1853](3705/2): Loss -0.8522, Sem 0.0428, dir -0.9862, norm 0.0911, swav 0.0000 LR: 2.966e-02 Score 98.365 Data time: 0.2379, Forward time: 2.8218, Backward time: 3.5398, DDP time: 0.0043, Total iter time: 7.2871 [2020-11-08 12:14:48,439][root][INFO] - ===> Epoch[1853](3706/2): Loss -0.8465, Sem 0.0431, dir -0.9858, norm 0.0962, swav 0.0000 LR: 2.964e-02 Score 98.346 Data time: 0.2765, Forward time: 2.8219, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 6.1982 [2020-11-08 12:14:55,123][root][INFO] - ===> Epoch[1854](3707/2): Loss -0.8316, Sem 0.0437, dir -0.9845, norm 0.1092, swav 0.0000 LR: 2.962e-02 Score 98.345 Data time: 0.2229, Forward time: 2.8218, Backward time: 3.5397, DDP time: 0.0043, Total iter time: 6.5180 [2020-11-08 12:15:01,808][root][INFO] - ===> Epoch[1854](3708/2): Loss -0.8392, Sem 0.0458, dir -0.9849, norm 0.0999, swav 0.0000 LR: 2.960e-02 Score 98.257 Data time: 0.2934, Forward time: 2.8218, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 6.5589 [2020-11-08 12:15:09,586][root][INFO] - ===> Epoch[1855](3709/2): Loss -0.8476, Sem 0.0446, dir -0.9861, norm 0.0938, swav 0.0000 LR: 2.958e-02 Score 98.299 Data time: 0.3910, Forward time: 2.8221, Backward time: 3.5395, DDP time: 0.0043, Total iter time: 7.6215 [2020-11-08 12:15:15,608][root][INFO] - ===> Epoch[1855](3710/2): Loss -0.8474, Sem 0.0410, dir -0.9853, norm 0.0968, swav 0.0000 LR: 2.956e-02 Score 98.452 Data time: 0.2689, Forward time: 2.8222, Backward time: 3.5392, DDP time: 0.0043, Total iter time: 5.8389 [2020-11-08 12:15:23,252][root][INFO] - ===> Epoch[1856](3711/2): Loss -0.8467, Sem 0.0447, dir -0.9860, norm 0.0946, swav 0.0000 LR: 2.954e-02 Score 98.275 Data time: 0.3048, Forward time: 2.8224, Backward time: 3.5393, DDP time: 0.0043, Total iter time: 7.5317 [2020-11-08 12:15:30,266][root][INFO] - ===> Epoch[1856](3712/2): Loss -0.8431, Sem 0.0454, dir -0.9854, norm 0.0968, swav 0.0000 LR: 2.952e-02 Score 98.295 Data time: 0.2297, Forward time: 2.8224, Backward time: 3.5393, DDP time: 0.0043, Total iter time: 6.8573 [2020-11-08 12:15:36,136][root][INFO] - ===> Epoch[1857](3713/2): Loss -0.8392, Sem 0.0433, dir -0.9847, norm 0.1022, swav 0.0000 LR: 2.950e-02 Score 98.348 Data time: 0.2167, Forward time: 2.8224, Backward time: 3.5391, DDP time: 0.0043, Total iter time: 5.7442 [2020-11-08 12:15:42,995][root][INFO] - ===> Epoch[1857](3714/2): Loss -0.8500, Sem 0.0435, dir -0.9861, norm 0.0926, swav 0.0000 LR: 2.948e-02 Score 98.371 Data time: 0.1932, Forward time: 2.8222, Backward time: 3.5393, DDP time: 0.0043, Total iter time: 6.7192 [2020-11-08 12:15:49,536][root][INFO] - ===> Epoch[1858](3715/2): Loss -0.8519, Sem 0.0413, dir -0.9852, norm 0.0919, swav 0.0000 LR: 2.946e-02 Score 98.424 Data time: 0.2272, Forward time: 2.8221, Backward time: 3.5393, DDP time: 0.0043, Total iter time: 6.4149 [2020-11-08 12:15:55,189][root][INFO] - ===> Epoch[1858](3716/2): Loss -0.8492, Sem 0.0437, dir -0.9859, norm 0.0930, swav 0.0000 LR: 2.943e-02 Score 98.324 Data time: 0.2664, Forward time: 2.8221, Backward time: 3.5390, DDP time: 0.0043, Total iter time: 5.5358 [2020-11-08 12:16:02,507][root][INFO] - ===> Epoch[1859](3717/2): Loss -0.8421, Sem 0.0440, dir -0.9851, norm 0.0989, swav 0.0000 LR: 2.941e-02 Score 98.307 Data time: 0.2649, Forward time: 2.8222, Backward time: 3.5391, DDP time: 0.0043, Total iter time: 7.1773 [2020-11-08 12:16:09,050][root][INFO] - ===> Epoch[1859](3718/2): Loss -0.8454, Sem 0.0433, dir -0.9860, norm 0.0973, swav 0.0000 LR: 2.939e-02 Score 98.363 Data time: 0.2579, Forward time: 2.8222, Backward time: 3.5390, DDP time: 0.0043, Total iter time: 6.3982 [2020-11-08 12:16:17,274][root][INFO] - ===> Epoch[1860](3719/2): Loss -0.8412, Sem 0.0428, dir -0.9847, norm 0.1008, swav 0.0000 LR: 2.937e-02 Score 98.359 Data time: 0.1970, Forward time: 2.8220, Backward time: 3.5395, DDP time: 0.0043, Total iter time: 8.0828 [2020-11-08 12:16:23,206][root][INFO] - ===> Epoch[1860](3720/2): Loss -0.8533, Sem 0.0446, dir -0.9867, norm 0.0888, swav 0.0000 LR: 2.935e-02 Score 98.287 Data time: 0.2528, Forward time: 2.8219, Backward time: 3.5393, DDP time: 0.0043, Total iter time: 5.8091 [2020-11-08 12:16:30,289][root][INFO] - ===> Epoch[1861](3721/2): Loss -0.8576, Sem 0.0413, dir -0.9874, norm 0.0886, swav 0.0000 LR: 2.933e-02 Score 98.420 Data time: 0.2063, Forward time: 2.8218, Backward time: 3.5395, DDP time: 0.0043, Total iter time: 6.9429 [2020-11-08 12:16:37,391][root][INFO] - ===> Epoch[1861](3722/2): Loss -0.8388, Sem 0.0443, dir -0.9855, norm 0.1023, swav 0.0000 LR: 2.931e-02 Score 98.299 Data time: 0.2476, Forward time: 2.8218, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 6.9712 [2020-11-08 12:16:44,341][root][INFO] - ===> Epoch[1862](3723/2): Loss -0.8491, Sem 0.0406, dir -0.9868, norm 0.0971, swav 0.0000 LR: 2.929e-02 Score 98.442 Data time: 0.2369, Forward time: 2.8218, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 6.7992 [2020-11-08 12:16:51,616][root][INFO] - ===> Epoch[1862](3724/2): Loss -0.8476, Sem 0.0430, dir -0.9855, norm 0.0949, swav 0.0000 LR: 2.927e-02 Score 98.361 Data time: 0.2571, Forward time: 2.8216, Backward time: 3.5399, DDP time: 0.0043, Total iter time: 7.1485 [2020-11-08 12:16:58,766][root][INFO] - ===> Epoch[1863](3725/2): Loss -0.8457, Sem 0.0442, dir -0.9858, norm 0.0958, swav 0.0000 LR: 2.925e-02 Score 98.317 Data time: 0.4238, Forward time: 2.8219, Backward time: 3.5397, DDP time: 0.0043, Total iter time: 7.0197 [2020-11-08 12:17:04,970][root][INFO] - ===> Epoch[1863](3726/2): Loss -0.8590, Sem 0.0412, dir -0.9869, norm 0.0866, swav 0.0000 LR: 2.923e-02 Score 98.419 Data time: 0.2857, Forward time: 2.8220, Backward time: 3.5394, DDP time: 0.0043, Total iter time: 6.0541 [2020-11-08 12:17:12,036][root][INFO] - ===> Epoch[1864](3727/2): Loss -0.8410, Sem 0.0455, dir -0.9860, norm 0.0995, swav 0.0000 LR: 2.921e-02 Score 98.254 Data time: 0.3077, Forward time: 2.8223, Backward time: 3.5392, DDP time: 0.0043, Total iter time: 6.9315 [2020-11-08 12:17:17,851][root][INFO] - ===> Epoch[1864](3728/2): Loss -0.8454, Sem 0.0430, dir -0.9857, norm 0.0973, swav 0.0000 LR: 2.919e-02 Score 98.383 Data time: 0.2186, Forward time: 2.8222, Backward time: 3.5391, DDP time: 0.0043, Total iter time: 5.6650 [2020-11-08 12:17:25,203][root][INFO] - ===> Epoch[1865](3729/2): Loss -0.8439, Sem 0.0445, dir -0.9857, norm 0.0973, swav 0.0000 LR: 2.917e-02 Score 98.310 Data time: 0.2757, Forward time: 2.8223, Backward time: 3.5391, DDP time: 0.0043, Total iter time: 7.2247 [2020-11-08 12:17:33,807][root][INFO] - ===> Epoch[1865](3730/2): Loss -0.8499, Sem 0.0426, dir -0.9859, norm 0.0934, swav 0.0000 LR: 2.915e-02 Score 98.382 Data time: 0.2405, Forward time: 2.8222, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 8.4698 [2020-11-08 12:17:39,068][root][INFO] - ===> Epoch[1866](3731/2): Loss -0.8500, Sem 0.0419, dir -0.9860, norm 0.0941, swav 0.0000 LR: 2.913e-02 Score 98.385 Data time: 0.1924, Forward time: 2.8220, Backward time: 3.5394, DDP time: 0.0043, Total iter time: 5.1409 [2020-11-08 12:17:45,364][root][INFO] - ===> Epoch[1866](3732/2): Loss -0.8408, Sem 0.0459, dir -0.9853, norm 0.0987, swav 0.0000 LR: 2.910e-02 Score 98.271 Data time: 0.2405, Forward time: 2.8220, Backward time: 3.5393, DDP time: 0.0043, Total iter time: 6.1868 [2020-11-08 12:17:53,242][root][INFO] - ===> Epoch[1867](3733/2): Loss -0.8377, Sem 0.0453, dir -0.9844, norm 0.1014, swav 0.0000 LR: 2.908e-02 Score 98.296 Data time: 0.2135, Forward time: 2.8217, Backward time: 3.5398, DDP time: 0.0043, Total iter time: 7.7252 [2020-11-08 12:17:59,093][root][INFO] - ===> Epoch[1867](3734/2): Loss -0.8535, Sem 0.0402, dir -0.9864, norm 0.0927, swav 0.0000 LR: 2.906e-02 Score 98.458 Data time: 0.2087, Forward time: 2.8216, Backward time: 3.5397, DDP time: 0.0043, Total iter time: 5.7469 [2020-11-08 12:18:05,568][root][INFO] - ===> Epoch[1868](3735/2): Loss -0.8497, Sem 0.0443, dir -0.9861, norm 0.0921, swav 0.0000 LR: 2.904e-02 Score 98.286 Data time: 0.2355, Forward time: 2.8216, Backward time: 3.5397, DDP time: 0.0043, Total iter time: 6.3216 [2020-11-08 12:18:11,989][root][INFO] - ===> Epoch[1868](3736/2): Loss -0.8432, Sem 0.0426, dir -0.9846, norm 0.0988, swav 0.0000 LR: 2.902e-02 Score 98.399 Data time: 0.3496, Forward time: 2.8216, Backward time: 3.5395, DDP time: 0.0043, Total iter time: 6.2621 [2020-11-08 12:18:18,448][root][INFO] - ===> Epoch[1869](3737/2): Loss -0.8494, Sem 0.0447, dir -0.9863, norm 0.0922, swav 0.0000 LR: 2.900e-02 Score 98.280 Data time: 0.3198, Forward time: 2.8218, Backward time: 3.5392, DDP time: 0.0043, Total iter time: 6.3130 [2020-11-08 12:18:26,029][root][INFO] - ===> Epoch[1869](3738/2): Loss -0.8476, Sem 0.0422, dir -0.9863, norm 0.0965, swav 0.0000 LR: 2.898e-02 Score 98.364 Data time: 0.2258, Forward time: 2.8218, Backward time: 3.5394, DDP time: 0.0043, Total iter time: 7.4383 [2020-11-08 12:18:32,184][root][INFO] - ===> Epoch[1870](3739/2): Loss -0.8451, Sem 0.0454, dir -0.9859, norm 0.0954, swav 0.0000 LR: 2.896e-02 Score 98.282 Data time: 0.3336, Forward time: 2.8219, Backward time: 3.5391, DDP time: 0.0043, Total iter time: 6.0179 [2020-11-08 12:18:39,215][root][INFO] - ===> Epoch[1870](3740/2): Loss -0.8425, Sem 0.0416, dir -0.9850, norm 0.1010, swav 0.0000 LR: 2.894e-02 Score 98.418 Data time: 0.2690, Forward time: 2.8218, Backward time: 3.5393, DDP time: 0.0043, Total iter time: 6.8921 [2020-11-08 12:18:46,430][root][INFO] - ===> Epoch[1871](3741/2): Loss -0.8487, Sem 0.0426, dir -0.9860, norm 0.0947, swav 0.0000 LR: 2.892e-02 Score 98.377 Data time: 0.2701, Forward time: 2.8218, Backward time: 3.5393, DDP time: 0.0043, Total iter time: 7.0762 [2020-11-08 12:18:54,408][root][INFO] - ===> Epoch[1871](3742/2): Loss -0.8473, Sem 0.0424, dir -0.9867, norm 0.0970, swav 0.0000 LR: 2.890e-02 Score 98.372 Data time: 0.3870, Forward time: 2.8219, Backward time: 3.5394, DDP time: 0.0043, Total iter time: 7.8290 [2020-11-08 12:19:00,111][root][INFO] - ===> Epoch[1872](3743/2): Loss -0.8444, Sem 0.0442, dir -0.9856, norm 0.0971, swav 0.0000 LR: 2.888e-02 Score 98.336 Data time: 0.2303, Forward time: 2.8219, Backward time: 3.5392, DDP time: 0.0043, Total iter time: 5.5462 [2020-11-08 12:19:08,730][root][INFO] - ===> Epoch[1872](3744/2): Loss -0.8382, Sem 0.0424, dir -0.9847, norm 0.1041, swav 0.0000 LR: 2.886e-02 Score 98.386 Data time: 0.2709, Forward time: 2.8218, Backward time: 3.5397, DDP time: 0.0043, Total iter time: 8.5068 [2020-11-08 12:19:14,780][root][INFO] - ===> Epoch[1873](3745/2): Loss -0.8493, Sem 0.0406, dir -0.9861, norm 0.0962, swav 0.0000 LR: 2.884e-02 Score 98.435 Data time: 0.3277, Forward time: 2.8218, Backward time: 3.5395, DDP time: 0.0043, Total iter time: 5.9454 [2020-11-08 12:19:21,389][root][INFO] - ===> Epoch[1873](3746/2): Loss -0.8452, Sem 0.0435, dir -0.9865, norm 0.0978, swav 0.0000 LR: 2.882e-02 Score 98.345 Data time: 0.2012, Forward time: 2.8217, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 6.4587 [2020-11-08 12:19:28,207][root][INFO] - ===> Epoch[1874](3747/2): Loss -0.8556, Sem 0.0411, dir -0.9864, norm 0.0897, swav 0.0000 LR: 2.879e-02 Score 98.449 Data time: 0.2298, Forward time: 2.8216, Backward time: 3.5396, DDP time: 0.0043, Total iter time: 6.7156 [2020-11-08 12:19:35,630][root][INFO] - ===> Epoch[1874](3748/2): Loss -0.8430, Sem 0.0437, dir -0.9857, norm 0.0990, swav 0.0000 LR: 2.877e-02 Score 98.332 Data time: 0.3004, Forward time: 2.8216, Backward time: 3.5398, DDP time: 0.0043, Total iter time: 7.2862 [2020-11-08 12:19:43,509][root][INFO] - ===> Epoch[1875](3749/2): Loss -0.8471, Sem 0.0443, dir -0.9859, norm 0.0946, swav 0.0000 LR: 2.875e-02 Score 98.318 Data time: 0.3780, Forward time: 2.8220, Backward time: 3.5397, DDP time: 0.0043, Total iter time: 7.7310 [2020-11-08 12:19:49,986][root][INFO] - ===> Epoch[1875](3750/2): Loss -0.8501, Sem 0.0414, dir -0.9862, norm 0.0947, swav 0.0000 LR: 2.873e-02 Score 98.410 Data time: 0.3499, Forward time: 2.8222, Backward time: 3.5394, DDP time: 0.0043, Total iter time: 6.3272 [2020-11-08 12:19:57,396][root][INFO] - ===> Epoch[1876](3751/2): Loss -0.8431, Sem 0.0447, dir -0.9852, norm 0.0974, swav 0.0000 LR: 2.871e-02 Score 98.300 Data time: 0.3084, Forward time: 2.8223, Backward time: 3.5394, DDP time: 0.0043, Total iter time: 7.2287 [2020-11-08 12:20:02,737][root][INFO] - ===> Epoch[1876](3752/2): Loss -0.8415, Sem 0.0413, dir -0.9843, norm 0.1015, swav 0.0000 LR: 2.869e-02 Score 98.424 Data time: 0.2518, Forward time: 2.8222, Backward time: 3.5391, DDP time: 0.0043, Total iter time: 5.1960 [2020-11-08 12:20:08,421][root][INFO] - ===> Epoch[1877](3753/2): Loss -0.8532, Sem 0.0408, dir -0.9863, norm 0.0924, swav 0.0000 LR: 2.867e-02 Score 98.428 Data time: 0.2932, Forward time: 2.8221, Backward time: 3.5389, DDP time: 0.0043, Total iter time: 5.5482 [2020-11-08 12:20:14,916][root][INFO] - ===> Epoch[1877](3754/2): Loss -0.8465, Sem 0.0427, dir -0.9848, norm 0.0956, swav 0.0000 LR: 2.865e-02 Score 98.379 Data time: 0.2985, Forward time: 2.8222, Backward time: 3.5387, DDP time: 0.0043, Total iter time: 6.3894 [2020-11-08 12:20:21,922][root][INFO] - ===> Epoch[1878](3755/2): Loss -0.8523, Sem 0.0437, dir -0.9872, norm 0.0913, swav 0.0000 LR: 2.863e-02 Score 98.319 Data time: 0.1786, Forward time: 2.8221, Backward time: 3.5389, DDP time: 0.0043, Total iter time: 6.8446 [2020-11-08 12:20:28,024][root][INFO] - ===> Epoch[1878](3756/2): Loss -0.8439, Sem 0.0424, dir -0.9850, norm 0.0987, swav 0.0000 LR: 2.861e-02 Score 98.375 Data time: 0.2063, Forward time: 2.8219, Backward time: 3.5389, DDP time: 0.0043, Total iter time: 5.9490 [2020-11-08 12:20:35,533][root][INFO] - ===> Epoch[1879](3757/2): Loss -0.8423, Sem 0.0432, dir -0.9859, norm 0.1004, swav 0.0000 LR: 2.859e-02 Score 98.341 Data time: 0.4276, Forward time: 2.8221, Backward time: 3.5388, DDP time: 0.0043, Total iter time: 7.3736 [2020-11-08 12:20:41,616][root][INFO] - ===> Epoch[1879](3758/2): Loss -0.8438, Sem 0.0421, dir -0.9856, norm 0.0997, swav 0.0000 LR: 2.857e-02 Score 98.406 Data time: 0.2522, Forward time: 2.8222, Backward time: 3.5385, DDP time: 0.0043, Total iter time: 5.9357 [2020-11-08 12:20:49,957][root][INFO] - ===> Epoch[1880](3759/2): Loss -0.8545, Sem 0.0409, dir -0.9865, norm 0.0911, swav 0.0000 LR: 2.855e-02 Score 98.442 Data time: 0.2436, Forward time: 2.8222, Backward time: 3.5389, DDP time: 0.0043, Total iter time: 8.1997 [2020-11-08 12:20:56,362][root][INFO] - ===> Epoch[1880](3760/2): Loss -0.8592, Sem 0.0402, dir -0.9864, norm 0.0870, swav 0.0000 LR: 2.853e-02 Score 98.456 Data time: 0.2300, Forward time: 2.8221, Backward time: 3.5389, DDP time: 0.0043, Total iter time: 6.2359 [2020-11-08 12:21:03,413][root][INFO] - ===> Epoch[1881](3761/2): Loss -0.8608, Sem 0.0399, dir -0.9877, norm 0.0870, swav 0.0000 LR: 2.851e-02 Score 98.470 Data time: 0.2982, Forward time: 2.8222, Backward time: 3.5389, DDP time: 0.0043, Total iter time: 6.9290 [2020-11-08 12:21:10,134][root][INFO] - ===> Epoch[1881](3762/2): Loss -0.8324, Sem 0.0471, dir -0.9840, norm 0.1045, swav 0.0000 LR: 2.848e-02 Score 98.232 Data time: 0.2432, Forward time: 2.8221, Backward time: 3.5389, DDP time: 0.0043, Total iter time: 6.5636 [2020-11-08 12:21:16,122][root][INFO] - ===> Epoch[1882](3763/2): Loss -0.8444, Sem 0.0446, dir -0.9857, norm 0.0967, swav 0.0000 LR: 2.846e-02 Score 98.307 Data time: 0.2321, Forward time: 2.8221, Backward time: 3.5387, DDP time: 0.0043, Total iter time: 5.8464 [2020-11-08 12:21:22,227][root][INFO] - ===> Epoch[1882](3764/2): Loss -0.8501, Sem 0.0434, dir -0.9859, norm 0.0924, swav 0.0000 LR: 2.844e-02 Score 98.340 Data time: 0.2440, Forward time: 2.8221, Backward time: 3.5385, DDP time: 0.0043, Total iter time: 5.9313 [2020-11-08 12:21:28,270][root][INFO] - ===> Epoch[1883](3765/2): Loss -0.8390, Sem 0.0446, dir -0.9848, norm 0.1011, swav 0.0000 LR: 2.842e-02 Score 98.291 Data time: 0.2451, Forward time: 2.8220, Backward time: 3.5384, DDP time: 0.0043, Total iter time: 5.8920 [2020-11-08 12:21:34,150][root][INFO] - ===> Epoch[1883](3766/2): Loss -0.8502, Sem 0.0435, dir -0.9873, norm 0.0936, swav 0.0000 LR: 2.840e-02 Score 98.346 Data time: 0.1888, Forward time: 2.8218, Backward time: 3.5383, DDP time: 0.0043, Total iter time: 5.7827 [2020-11-08 12:21:40,513][root][INFO] - ===> Epoch[1884](3767/2): Loss -0.8502, Sem 0.0435, dir -0.9856, norm 0.0918, swav 0.0000 LR: 2.838e-02 Score 98.334 Data time: 0.1964, Forward time: 2.8217, Backward time: 3.5384, DDP time: 0.0043, Total iter time: 6.2386 [2020-11-08 12:21:47,062][root][INFO] - ===> Epoch[1884](3768/2): Loss -0.8476, Sem 0.0425, dir -0.9858, norm 0.0957, swav 0.0000 LR: 2.836e-02 Score 98.365 Data time: 0.3637, Forward time: 2.8218, Backward time: 3.5382, DDP time: 0.0043, Total iter time: 6.4191 [2020-11-08 12:21:53,471][root][INFO] - ===> Epoch[1885](3769/2): Loss -0.8455, Sem 0.0430, dir -0.9856, norm 0.0971, swav 0.0000 LR: 2.834e-02 Score 98.344 Data time: 0.2990, Forward time: 2.8219, Backward time: 3.5379, DDP time: 0.0043, Total iter time: 6.2435 [2020-11-08 12:21:59,766][root][INFO] - ===> Epoch[1885](3770/2): Loss -0.8445, Sem 0.0443, dir -0.9856, norm 0.0968, swav 0.0000 LR: 2.832e-02 Score 98.325 Data time: 0.3004, Forward time: 2.8220, Backward time: 3.5377, DDP time: 0.0043, Total iter time: 6.1327 [2020-11-08 12:22:06,202][root][INFO] - ===> Epoch[1886](3771/2): Loss -0.8571, Sem 0.0409, dir -0.9871, norm 0.0891, swav 0.0000 LR: 2.830e-02 Score 98.448 Data time: 0.3495, Forward time: 2.8221, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 6.3225 [2020-11-08 12:22:13,446][root][INFO] - ===> Epoch[1886](3772/2): Loss -0.8532, Sem 0.0433, dir -0.9865, norm 0.0900, swav 0.0000 LR: 2.828e-02 Score 98.351 Data time: 0.2258, Forward time: 2.8220, Backward time: 3.5377, DDP time: 0.0043, Total iter time: 7.0919 [2020-11-08 12:22:19,471][root][INFO] - ===> Epoch[1887](3773/2): Loss -0.8421, Sem 0.0420, dir -0.9847, norm 0.1006, swav 0.0000 LR: 2.826e-02 Score 98.404 Data time: 0.1721, Forward time: 2.8218, Backward time: 3.5377, DDP time: 0.0043, Total iter time: 5.9006 [2020-11-08 12:22:25,804][root][INFO] - ===> Epoch[1887](3774/2): Loss -0.8498, Sem 0.0412, dir -0.9864, norm 0.0954, swav 0.0000 LR: 2.824e-02 Score 98.448 Data time: 0.1819, Forward time: 2.8215, Backward time: 3.5378, DDP time: 0.0043, Total iter time: 6.2043 [2020-11-08 12:22:31,599][root][INFO] - ===> Epoch[1888](3775/2): Loss -0.8453, Sem 0.0447, dir -0.9856, norm 0.0956, swav 0.0000 LR: 2.822e-02 Score 98.276 Data time: 0.1859, Forward time: 2.8213, Backward time: 3.5378, DDP time: 0.0043, Total iter time: 5.6561 [2020-11-08 12:22:38,917][root][INFO] - ===> Epoch[1888](3776/2): Loss -0.8420, Sem 0.0442, dir -0.9854, norm 0.0993, swav 0.0000 LR: 2.819e-02 Score 98.349 Data time: 0.2410, Forward time: 2.8212, Backward time: 3.5380, DDP time: 0.0043, Total iter time: 7.1692 [2020-11-08 12:22:45,062][root][INFO] - ===> Epoch[1889](3777/2): Loss -0.8477, Sem 0.0438, dir -0.9849, norm 0.0933, swav 0.0000 LR: 2.817e-02 Score 98.343 Data time: 0.3360, Forward time: 2.8213, Backward time: 3.5377, DDP time: 0.0043, Total iter time: 5.9842 [2020-11-08 12:22:52,447][root][INFO] - ===> Epoch[1889](3778/2): Loss -0.8500, Sem 0.0416, dir -0.9870, norm 0.0954, swav 0.0000 LR: 2.815e-02 Score 98.424 Data time: 0.2201, Forward time: 2.8212, Backward time: 3.5379, DDP time: 0.0043, Total iter time: 7.2137 [2020-11-08 12:22:58,022][root][INFO] - ===> Epoch[1890](3779/2): Loss -0.8508, Sem 0.0446, dir -0.9878, norm 0.0923, swav 0.0000 LR: 2.813e-02 Score 98.289 Data time: 0.3198, Forward time: 2.8212, Backward time: 3.5376, DDP time: 0.0043, Total iter time: 5.4412 [2020-11-08 12:23:05,134][root][INFO] - ===> Epoch[1890](3780/2): Loss -0.8430, Sem 0.0440, dir -0.9849, norm 0.0979, swav 0.0000 LR: 2.811e-02 Score 98.311 Data time: 0.2576, Forward time: 2.8212, Backward time: 3.5376, DDP time: 0.0043, Total iter time: 6.9736 [2020-11-08 12:23:11,977][root][INFO] - ===> Epoch[1891](3781/2): Loss -0.8517, Sem 0.0427, dir -0.9862, norm 0.0918, swav 0.0000 LR: 2.809e-02 Score 98.383 Data time: 0.2790, Forward time: 2.8213, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 6.6941 [2020-11-08 12:23:18,070][root][INFO] - ===> Epoch[1891](3782/2): Loss -0.8445, Sem 0.0475, dir -0.9858, norm 0.0938, swav 0.0000 LR: 2.807e-02 Score 98.213 Data time: 0.2127, Forward time: 2.8213, Backward time: 3.5374, DDP time: 0.0043, Total iter time: 5.9452 [2020-11-08 12:23:24,883][root][INFO] - ===> Epoch[1892](3783/2): Loss -0.8447, Sem 0.0427, dir -0.9847, norm 0.0973, swav 0.0000 LR: 2.805e-02 Score 98.379 Data time: 0.2082, Forward time: 2.8211, Backward time: 3.5375, DDP time: 0.0043, Total iter time: 6.6738 [2020-11-08 12:23:31,183][root][INFO] - ===> Epoch[1892](3784/2): Loss -0.8466, Sem 0.0456, dir -0.9859, norm 0.0937, swav 0.0000 LR: 2.803e-02 Score 98.259 Data time: 0.3464, Forward time: 2.8213, Backward time: 3.5373, DDP time: 0.0043, Total iter time: 6.1722 [2020-11-08 12:23:37,122][root][INFO] - ===> Epoch[1893](3785/2): Loss -0.8458, Sem 0.0426, dir -0.9852, norm 0.0968, swav 0.0000 LR: 2.801e-02 Score 98.380 Data time: 0.3037, Forward time: 2.8214, Backward time: 3.5369, DDP time: 0.0043, Total iter time: 5.7833 [2020-11-08 12:23:43,800][root][INFO] - ===> Epoch[1893](3786/2): Loss -0.8437, Sem 0.0418, dir -0.9855, norm 0.1000, swav 0.0000 LR: 2.799e-02 Score 98.413 Data time: 0.3992, Forward time: 2.8215, Backward time: 3.5367, DDP time: 0.0043, Total iter time: 6.5210 [2020-11-08 12:23:50,697][root][INFO] - ===> Epoch[1894](3787/2): Loss -0.8476, Sem 0.0438, dir -0.9860, norm 0.0946, swav 0.0000 LR: 2.797e-02 Score 98.326 Data time: 0.3905, Forward time: 2.8218, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 6.7698 [2020-11-08 12:23:59,706][root][INFO] - ===> Epoch[1894](3788/2): Loss -0.8405, Sem 0.0431, dir -0.9854, norm 0.1018, swav 0.0000 LR: 2.795e-02 Score 98.356 Data time: 0.4428, Forward time: 2.8223, Backward time: 3.5365, DDP time: 0.0043, Total iter time: 8.8669 [2020-11-08 12:24:06,310][root][INFO] - ===> Epoch[1895](3789/2): Loss -0.8472, Sem 0.0435, dir -0.9861, norm 0.0954, swav 0.0000 LR: 2.793e-02 Score 98.337 Data time: 0.2946, Forward time: 2.8223, Backward time: 3.5364, DDP time: 0.0043, Total iter time: 6.4477 [2020-11-08 12:24:12,252][root][INFO] - ===> Epoch[1895](3790/2): Loss -0.8447, Sem 0.0441, dir -0.9855, norm 0.0967, swav 0.0000 LR: 2.790e-02 Score 98.354 Data time: 0.2513, Forward time: 2.8223, Backward time: 3.5361, DDP time: 0.0043, Total iter time: 5.7847 [2020-11-08 12:24:17,943][root][INFO] - ===> Epoch[1896](3791/2): Loss -0.8494, Sem 0.0427, dir -0.9864, norm 0.0943, swav 0.0000 LR: 2.788e-02 Score 98.352 Data time: 0.2242, Forward time: 2.8222, Backward time: 3.5359, DDP time: 0.0043, Total iter time: 5.5657 [2020-11-08 12:24:24,689][root][INFO] - ===> Epoch[1896](3792/2): Loss -0.8420, Sem 0.0434, dir -0.9845, norm 0.0992, swav 0.0000 LR: 2.786e-02 Score 98.351 Data time: 0.3264, Forward time: 2.8224, Backward time: 3.5357, DDP time: 0.0043, Total iter time: 6.6061 [2020-11-08 12:24:31,960][root][INFO] - ===> Epoch[1897](3793/2): Loss -0.8458, Sem 0.0418, dir -0.9847, norm 0.0972, swav 0.0000 LR: 2.784e-02 Score 98.405 Data time: 0.3772, Forward time: 2.8226, Backward time: 3.5356, DDP time: 0.0043, Total iter time: 7.0975 [2020-11-08 12:24:39,183][root][INFO] - ===> Epoch[1897](3794/2): Loss -0.8511, Sem 0.0417, dir -0.9872, norm 0.0944, swav 0.0000 LR: 2.782e-02 Score 98.415 Data time: 0.3409, Forward time: 2.8227, Backward time: 3.5356, DDP time: 0.0043, Total iter time: 7.0714 [2020-11-08 12:24:46,069][root][INFO] - ===> Epoch[1898](3795/2): Loss -0.8583, Sem 0.0404, dir -0.9871, norm 0.0884, swav 0.0000 LR: 2.780e-02 Score 98.450 Data time: 0.3177, Forward time: 2.8228, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 6.7467 [2020-11-08 12:24:51,903][root][INFO] - ===> Epoch[1898](3796/2): Loss -0.8423, Sem 0.0448, dir -0.9853, norm 0.0982, swav 0.0000 LR: 2.778e-02 Score 98.292 Data time: 0.2675, Forward time: 2.8227, Backward time: 3.5353, DDP time: 0.0043, Total iter time: 5.6884 [2020-11-08 12:24:58,580][root][INFO] - ===> Epoch[1899](3797/2): Loss -0.8473, Sem 0.0443, dir -0.9851, norm 0.0935, swav 0.0000 LR: 2.776e-02 Score 98.311 Data time: 0.3689, Forward time: 2.8229, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.5578 [2020-11-08 12:25:04,433][root][INFO] - ===> Epoch[1899](3798/2): Loss -0.8434, Sem 0.0430, dir -0.9869, norm 0.1004, swav 0.0000 LR: 2.774e-02 Score 98.351 Data time: 0.2037, Forward time: 2.8228, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 5.7059 [2020-11-08 12:25:12,128][root][INFO] - ===> Epoch[1900](3799/2): Loss -0.8409, Sem 0.0450, dir -0.9859, norm 0.0999, swav 0.0000 LR: 2.772e-02 Score 98.309 Data time: 0.2401, Forward time: 2.8228, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 7.5679 [2020-11-08 12:25:18,288][root][INFO] - ===> Epoch[1900](3800/2): Loss -0.8443, Sem 0.0430, dir -0.9851, norm 0.0978, swav 0.0000 LR: 2.770e-02 Score 98.370 Data time: 0.2374, Forward time: 2.8228, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.0107 [2020-11-08 12:25:25,398][root][INFO] - ===> Epoch[1901](3801/2): Loss -0.8433, Sem 0.0433, dir -0.9863, norm 0.0997, swav 0.0000 LR: 2.768e-02 Score 98.352 Data time: 0.2551, Forward time: 2.8229, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.9856 [2020-11-08 12:25:32,263][root][INFO] - ===> Epoch[1901](3802/2): Loss -0.8443, Sem 0.0448, dir -0.9848, norm 0.0958, swav 0.0000 LR: 2.766e-02 Score 98.301 Data time: 0.2049, Forward time: 2.8228, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 6.7068 [2020-11-08 12:25:38,574][root][INFO] - ===> Epoch[1902](3803/2): Loss -0.8535, Sem 0.0395, dir -0.9877, norm 0.0947, swav 0.0000 LR: 2.764e-02 Score 98.499 Data time: 0.2658, Forward time: 2.8227, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.1753 [2020-11-08 12:25:44,766][root][INFO] - ===> Epoch[1902](3804/2): Loss -0.8432, Sem 0.0432, dir -0.9849, norm 0.0984, swav 0.0000 LR: 2.761e-02 Score 98.338 Data time: 0.2188, Forward time: 2.8226, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.0539 [2020-11-08 12:25:50,925][root][INFO] - ===> Epoch[1903](3805/2): Loss -0.8580, Sem 0.0401, dir -0.9865, norm 0.0884, swav 0.0000 LR: 2.759e-02 Score 98.476 Data time: 0.2028, Forward time: 2.8225, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 6.0142 [2020-11-08 12:25:58,304][root][INFO] - ===> Epoch[1903](3806/2): Loss -0.8500, Sem 0.0436, dir -0.9869, norm 0.0933, swav 0.0000 LR: 2.757e-02 Score 98.310 Data time: 0.3251, Forward time: 2.8226, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 7.2481 [2020-11-08 12:26:04,516][root][INFO] - ===> Epoch[1904](3807/2): Loss -0.8428, Sem 0.0415, dir -0.9857, norm 0.1014, swav 0.0000 LR: 2.755e-02 Score 98.402 Data time: 0.2619, Forward time: 2.8225, Backward time: 3.5348, DDP time: 0.0043, Total iter time: 6.0414 [2020-11-08 12:26:10,673][root][INFO] - ===> Epoch[1904](3808/2): Loss -0.8433, Sem 0.0439, dir -0.9843, norm 0.0972, swav 0.0000 LR: 2.753e-02 Score 98.352 Data time: 0.2680, Forward time: 2.8226, Backward time: 3.5346, DDP time: 0.0043, Total iter time: 6.0290 [2020-11-08 12:26:17,798][root][INFO] - ===> Epoch[1905](3809/2): Loss -0.8491, Sem 0.0437, dir -0.9858, norm 0.0929, swav 0.0000 LR: 2.751e-02 Score 98.320 Data time: 0.2383, Forward time: 2.8226, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 6.9620 [2020-11-08 12:26:24,109][root][INFO] - ===> Epoch[1905](3810/2): Loss -0.8536, Sem 0.0425, dir -0.9861, norm 0.0901, swav 0.0000 LR: 2.749e-02 Score 98.387 Data time: 0.2079, Forward time: 2.8225, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 6.1752 [2020-11-08 12:26:32,075][root][INFO] - ===> Epoch[1906](3811/2): Loss -0.8512, Sem 0.0448, dir -0.9870, norm 0.0910, swav 0.0000 LR: 2.747e-02 Score 98.274 Data time: 0.2252, Forward time: 2.8224, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 7.8087 [2020-11-08 12:26:38,472][root][INFO] - ===> Epoch[1906](3812/2): Loss -0.8427, Sem 0.0445, dir -0.9844, norm 0.0971, swav 0.0000 LR: 2.745e-02 Score 98.309 Data time: 0.2877, Forward time: 2.8226, Backward time: 3.5347, DDP time: 0.0043, Total iter time: 6.2507 [2020-11-08 12:26:46,354][root][INFO] - ===> Epoch[1907](3813/2): Loss -0.8487, Sem 0.0431, dir -0.9861, norm 0.0943, swav 0.0000 LR: 2.743e-02 Score 98.333 Data time: 0.2339, Forward time: 2.8225, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 7.7333 [2020-11-08 12:26:52,849][root][INFO] - ===> Epoch[1907](3814/2): Loss -0.8505, Sem 0.0437, dir -0.9857, norm 0.0915, swav 0.0000 LR: 2.741e-02 Score 98.379 Data time: 0.2296, Forward time: 2.8225, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 6.3432 [2020-11-08 12:26:59,488][root][INFO] - ===> Epoch[1908](3815/2): Loss -0.8457, Sem 0.0426, dir -0.9866, norm 0.0984, swav 0.0000 LR: 2.739e-02 Score 98.374 Data time: 0.3060, Forward time: 2.8227, Backward time: 3.5348, DDP time: 0.0043, Total iter time: 6.5017 [2020-11-08 12:27:06,695][root][INFO] - ===> Epoch[1908](3816/2): Loss -0.8498, Sem 0.0423, dir -0.9854, norm 0.0933, swav 0.0000 LR: 2.736e-02 Score 98.393 Data time: 0.2192, Forward time: 2.8226, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 7.0430 [2020-11-08 12:27:13,879][root][INFO] - ===> Epoch[1909](3817/2): Loss -0.8494, Sem 0.0437, dir -0.9856, norm 0.0925, swav 0.0000 LR: 2.734e-02 Score 98.335 Data time: 0.2460, Forward time: 2.8225, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 7.0346 [2020-11-08 12:27:20,443][root][INFO] - ===> Epoch[1909](3818/2): Loss -0.8479, Sem 0.0437, dir -0.9869, norm 0.0953, swav 0.0000 LR: 2.732e-02 Score 98.346 Data time: 0.2490, Forward time: 2.8224, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 6.4324 [2020-11-08 12:27:27,105][root][INFO] - ===> Epoch[1910](3819/2): Loss -0.8542, Sem 0.0399, dir -0.9859, norm 0.0917, swav 0.0000 LR: 2.730e-02 Score 98.496 Data time: 0.2259, Forward time: 2.8224, Backward time: 3.5351, DDP time: 0.0043, Total iter time: 6.5315 [2020-11-08 12:27:34,328][root][INFO] - ===> Epoch[1910](3820/2): Loss -0.8485, Sem 0.0448, dir -0.9858, norm 0.0925, swav 0.0000 LR: 2.728e-02 Score 98.290 Data time: 0.1608, Forward time: 2.8221, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 7.0729 [2020-11-08 12:27:41,495][root][INFO] - ===> Epoch[1911](3821/2): Loss -0.8482, Sem 0.0422, dir -0.9859, norm 0.0955, swav 0.0000 LR: 2.726e-02 Score 98.404 Data time: 0.2160, Forward time: 2.8220, Backward time: 3.5357, DDP time: 0.0043, Total iter time: 7.0622 [2020-11-08 12:27:48,245][root][INFO] - ===> Epoch[1911](3822/2): Loss -0.8472, Sem 0.0422, dir -0.9854, norm 0.0960, swav 0.0000 LR: 2.724e-02 Score 98.393 Data time: 0.4123, Forward time: 2.8221, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 6.6291 [2020-11-08 12:27:57,287][root][INFO] - ===> Epoch[1912](3823/2): Loss -0.8573, Sem 0.0431, dir -0.9873, norm 0.0869, swav 0.0000 LR: 2.722e-02 Score 98.348 Data time: 0.2085, Forward time: 2.8221, Backward time: 3.5361, DDP time: 0.0043, Total iter time: 8.8633 [2020-11-08 12:28:02,875][root][INFO] - ===> Epoch[1912](3824/2): Loss -0.8513, Sem 0.0430, dir -0.9862, norm 0.0919, swav 0.0000 LR: 2.720e-02 Score 98.371 Data time: 0.2511, Forward time: 2.8221, Backward time: 3.5358, DDP time: 0.0043, Total iter time: 5.4432 [2020-11-08 12:28:09,338][root][INFO] - ===> Epoch[1913](3825/2): Loss -0.8516, Sem 0.0428, dir -0.9856, norm 0.0912, swav 0.0000 LR: 2.718e-02 Score 98.371 Data time: 0.2239, Forward time: 2.8221, Backward time: 3.5357, DDP time: 0.0043, Total iter time: 6.3342 [2020-11-08 12:28:15,539][root][INFO] - ===> Epoch[1913](3826/2): Loss -0.8508, Sem 0.0414, dir -0.9859, norm 0.0937, swav 0.0000 LR: 2.716e-02 Score 98.434 Data time: 0.2575, Forward time: 2.8221, Backward time: 3.5355, DDP time: 0.0043, Total iter time: 6.0850 [2020-11-08 12:28:21,206][root][INFO] - ===> Epoch[1914](3827/2): Loss -0.8448, Sem 0.0442, dir -0.9851, norm 0.0961, swav 0.0000 LR: 2.714e-02 Score 98.318 Data time: 0.2590, Forward time: 2.8222, Backward time: 3.5352, DDP time: 0.0043, Total iter time: 5.5043 [2020-11-08 12:28:27,324][root][INFO] - ===> Epoch[1914](3828/2): Loss -0.8512, Sem 0.0425, dir -0.9867, norm 0.0931, swav 0.0000 LR: 2.712e-02 Score 98.376 Data time: 0.3059, Forward time: 2.8222, Backward time: 3.5350, DDP time: 0.0043, Total iter time: 5.9877 [2020-11-08 12:28:34,137][root][INFO] - ===> Epoch[1915](3829/2): Loss -0.8470, Sem 0.0448, dir -0.9854, norm 0.0937, swav 0.0000 LR: 2.709e-02 Score 98.287 Data time: 0.3346, Forward time: 2.8223, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 6.6784 [2020-11-08 12:28:41,234][root][INFO] - ===> Epoch[1915](3830/2): Loss -0.8544, Sem 0.0423, dir -0.9861, norm 0.0894, swav 0.0000 LR: 2.707e-02 Score 98.390 Data time: 0.2177, Forward time: 2.8223, Backward time: 3.5349, DDP time: 0.0043, Total iter time: 6.9572 [2020-11-08 12:28:49,750][root][INFO] - ===> Epoch[1916](3831/2): Loss -0.8493, Sem 0.0435, dir -0.9867, norm 0.0939, swav 0.0000 LR: 2.705e-02 Score 98.352 Data time: 0.2213, Forward time: 2.8222, Backward time: 3.5354, DDP time: 0.0044, Total iter time: 8.3828 [2020-11-08 12:28:55,948][root][INFO] - ===> Epoch[1916](3832/2): Loss -0.8511, Sem 0.0429, dir -0.9856, norm 0.0915, swav 0.0000 LR: 2.703e-02 Score 98.354 Data time: 0.2928, Forward time: 2.8224, Backward time: 3.5351, DDP time: 0.0044, Total iter time: 6.0647 [2020-11-08 12:29:02,608][root][INFO] - ===> Epoch[1917](3833/2): Loss -0.8446, Sem 0.0433, dir -0.9861, norm 0.0982, swav 0.0000 LR: 2.701e-02 Score 98.347 Data time: 0.2774, Forward time: 2.8225, Backward time: 3.5349, DDP time: 0.0044, Total iter time: 6.4894 [2020-11-08 12:29:11,812][root][INFO] - ===> Epoch[1917](3834/2): Loss -0.8564, Sem 0.0408, dir -0.9857, norm 0.0884, swav 0.0000 LR: 2.699e-02 Score 98.441 Data time: 0.1746, Forward time: 2.8223, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 9.0528 [2020-11-08 12:29:18,179][root][INFO] - ===> Epoch[1918](3835/2): Loss -0.8434, Sem 0.0435, dir -0.9853, norm 0.0985, swav 0.0000 LR: 2.697e-02 Score 98.328 Data time: 0.1988, Forward time: 2.8221, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 6.2108 [2020-11-08 12:29:26,116][root][INFO] - ===> Epoch[1918](3836/2): Loss -0.8517, Sem 0.0419, dir -0.9870, norm 0.0935, swav 0.0000 LR: 2.695e-02 Score 98.420 Data time: 0.1826, Forward time: 2.8219, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 7.8351 [2020-11-08 12:29:33,213][root][INFO] - ===> Epoch[1919](3837/2): Loss -0.8521, Sem 0.0412, dir -0.9860, norm 0.0926, swav 0.0000 LR: 2.693e-02 Score 98.430 Data time: 0.1885, Forward time: 2.8217, Backward time: 3.5365, DDP time: 0.0044, Total iter time: 6.9512 [2020-11-08 12:29:40,365][root][INFO] - ===> Epoch[1919](3838/2): Loss -0.8504, Sem 0.0459, dir -0.9859, norm 0.0896, swav 0.0000 LR: 2.691e-02 Score 98.262 Data time: 0.1788, Forward time: 2.8215, Backward time: 3.5368, DDP time: 0.0044, Total iter time: 7.0261 [2020-11-08 12:29:45,551][root][INFO] - ===> Epoch[1920](3839/2): Loss -0.8446, Sem 0.0433, dir -0.9855, norm 0.0976, swav 0.0000 LR: 2.689e-02 Score 98.356 Data time: 0.2167, Forward time: 2.8215, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 5.0551 [2020-11-08 12:29:51,775][root][INFO] - ===> Epoch[1920](3840/2): Loss -0.8473, Sem 0.0430, dir -0.9859, norm 0.0956, swav 0.0000 LR: 2.687e-02 Score 98.383 Data time: 0.2825, Forward time: 2.8216, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 6.0809 [2020-11-08 12:29:57,931][root][INFO] - ===> Epoch[1921](3841/2): Loss -0.8512, Sem 0.0406, dir -0.9863, norm 0.0945, swav 0.0000 LR: 2.684e-02 Score 98.458 Data time: 0.3836, Forward time: 2.8217, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 5.9786 [2020-11-08 12:30:04,680][root][INFO] - ===> Epoch[1921](3842/2): Loss -0.8479, Sem 0.0447, dir -0.9863, norm 0.0937, swav 0.0000 LR: 2.682e-02 Score 98.306 Data time: 0.3105, Forward time: 2.8218, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.6025 [2020-11-08 12:30:10,947][root][INFO] - ===> Epoch[1922](3843/2): Loss -0.8550, Sem 0.0421, dir -0.9848, norm 0.0877, swav 0.0000 LR: 2.680e-02 Score 98.392 Data time: 0.1865, Forward time: 2.8217, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.1308 [2020-11-08 12:30:17,079][root][INFO] - ===> Epoch[1922](3844/2): Loss -0.8475, Sem 0.0427, dir -0.9857, norm 0.0956, swav 0.0000 LR: 2.678e-02 Score 98.361 Data time: 0.2260, Forward time: 2.8217, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 5.9872 [2020-11-08 12:30:23,773][root][INFO] - ===> Epoch[1923](3845/2): Loss -0.8430, Sem 0.0447, dir -0.9859, norm 0.0981, swav 0.0000 LR: 2.676e-02 Score 98.309 Data time: 0.1897, Forward time: 2.8215, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.5660 [2020-11-08 12:30:32,291][root][INFO] - ===> Epoch[1923](3846/2): Loss -0.8486, Sem 0.0412, dir -0.9850, norm 0.0952, swav 0.0000 LR: 2.674e-02 Score 98.452 Data time: 0.2343, Forward time: 2.8215, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 8.4010 [2020-11-08 12:30:38,798][root][INFO] - ===> Epoch[1924](3847/2): Loss -0.8562, Sem 0.0431, dir -0.9877, norm 0.0883, swav 0.0000 LR: 2.672e-02 Score 98.362 Data time: 0.2863, Forward time: 2.8216, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 6.3667 [2020-11-08 12:30:44,335][root][INFO] - ===> Epoch[1924](3848/2): Loss -0.8358, Sem 0.0448, dir -0.9841, norm 0.1034, swav 0.0000 LR: 2.670e-02 Score 98.310 Data time: 0.2041, Forward time: 2.8215, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 5.3765 [2020-11-08 12:30:51,296][root][INFO] - ===> Epoch[1925](3849/2): Loss -0.8377, Sem 0.0443, dir -0.9856, norm 0.1035, swav 0.0000 LR: 2.668e-02 Score 98.319 Data time: 0.2132, Forward time: 2.8213, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 6.8587 [2020-11-08 12:30:58,145][root][INFO] - ===> Epoch[1925](3850/2): Loss -0.8405, Sem 0.0428, dir -0.9852, norm 0.1019, swav 0.0000 LR: 2.666e-02 Score 98.369 Data time: 0.1897, Forward time: 2.8211, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 6.7376 [2020-11-08 12:31:03,770][root][INFO] - ===> Epoch[1926](3851/2): Loss -0.8601, Sem 0.0422, dir -0.9868, norm 0.0845, swav 0.0000 LR: 2.664e-02 Score 98.376 Data time: 0.1712, Forward time: 2.8209, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 5.4999 [2020-11-08 12:31:09,732][root][INFO] - ===> Epoch[1926](3852/2): Loss -0.8302, Sem 0.0449, dir -0.9841, norm 0.1091, swav 0.0000 LR: 2.662e-02 Score 98.305 Data time: 0.2921, Forward time: 2.8210, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 5.8991 [2020-11-08 12:31:16,442][root][INFO] - ===> Epoch[1927](3853/2): Loss -0.8554, Sem 0.0402, dir -0.9876, norm 0.0919, swav 0.0000 LR: 2.659e-02 Score 98.466 Data time: 0.2312, Forward time: 2.8209, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 6.5676 [2020-11-08 12:31:23,092][root][INFO] - ===> Epoch[1927](3854/2): Loss -0.8427, Sem 0.0423, dir -0.9841, norm 0.0991, swav 0.0000 LR: 2.657e-02 Score 98.387 Data time: 0.1953, Forward time: 2.8208, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 6.5087 [2020-11-08 12:31:28,453][root][INFO] - ===> Epoch[1928](3855/2): Loss -0.8463, Sem 0.0434, dir -0.9859, norm 0.0962, swav 0.0000 LR: 2.655e-02 Score 98.342 Data time: 0.2600, Forward time: 2.8208, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 5.2503 [2020-11-08 12:31:35,571][root][INFO] - ===> Epoch[1928](3856/2): Loss -0.8469, Sem 0.0437, dir -0.9860, norm 0.0954, swav 0.0000 LR: 2.653e-02 Score 98.320 Data time: 0.1667, Forward time: 2.8206, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 6.9688 [2020-11-08 12:31:42,642][root][INFO] - ===> Epoch[1929](3857/2): Loss -0.8497, Sem 0.0442, dir -0.9860, norm 0.0921, swav 0.0000 LR: 2.651e-02 Score 98.317 Data time: 0.1598, Forward time: 2.8203, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 6.9318 [2020-11-08 12:31:48,826][root][INFO] - ===> Epoch[1929](3858/2): Loss -0.8553, Sem 0.0420, dir -0.9865, norm 0.0892, swav 0.0000 LR: 2.649e-02 Score 98.404 Data time: 0.2502, Forward time: 2.8204, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 6.1214 [2020-11-08 12:31:56,357][root][INFO] - ===> Epoch[1930](3859/2): Loss -0.8434, Sem 0.0428, dir -0.9859, norm 0.0997, swav 0.0000 LR: 2.647e-02 Score 98.372 Data time: 0.3446, Forward time: 2.8205, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 7.3743 [2020-11-08 12:32:03,361][root][INFO] - ===> Epoch[1930](3860/2): Loss -0.8519, Sem 0.0426, dir -0.9866, norm 0.0921, swav 0.0000 LR: 2.645e-02 Score 98.376 Data time: 0.2262, Forward time: 2.8205, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 6.8422 [2020-11-08 12:32:09,497][root][INFO] - ===> Epoch[1931](3861/2): Loss -0.8482, Sem 0.0432, dir -0.9852, norm 0.0938, swav 0.0000 LR: 2.643e-02 Score 98.362 Data time: 0.1937, Forward time: 2.8204, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 5.9845 [2020-11-08 12:32:15,901][root][INFO] - ===> Epoch[1931](3862/2): Loss -0.8419, Sem 0.0419, dir -0.9851, norm 0.1013, swav 0.0000 LR: 2.641e-02 Score 98.403 Data time: 0.3034, Forward time: 2.8204, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 6.2836 [2020-11-08 12:32:23,737][root][INFO] - ===> Epoch[1932](3863/2): Loss -0.8458, Sem 0.0453, dir -0.9860, norm 0.0949, swav 0.0000 LR: 2.639e-02 Score 98.271 Data time: 0.2415, Forward time: 2.8203, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 7.6915 [2020-11-08 12:32:29,491][root][INFO] - ===> Epoch[1932](3864/2): Loss -0.8523, Sem 0.0413, dir -0.9855, norm 0.0919, swav 0.0000 LR: 2.637e-02 Score 98.425 Data time: 0.1879, Forward time: 2.8201, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 5.6066 [2020-11-08 12:32:36,658][root][INFO] - ===> Epoch[1933](3865/2): Loss -0.8500, Sem 0.0427, dir -0.9859, norm 0.0931, swav 0.0000 LR: 2.634e-02 Score 98.364 Data time: 0.1650, Forward time: 2.8198, Backward time: 3.5365, DDP time: 0.0044, Total iter time: 7.0530 [2020-11-08 12:32:44,965][root][INFO] - ===> Epoch[1933](3866/2): Loss -0.8458, Sem 0.0421, dir -0.9865, norm 0.0986, swav 0.0000 LR: 2.632e-02 Score 98.411 Data time: 0.3054, Forward time: 2.8198, Backward time: 3.5368, DDP time: 0.0044, Total iter time: 8.1787 [2020-11-08 12:32:50,971][root][INFO] - ===> Epoch[1934](3867/2): Loss -0.8562, Sem 0.0436, dir -0.9861, norm 0.0863, swav 0.0000 LR: 2.630e-02 Score 98.340 Data time: 0.1978, Forward time: 2.8197, Backward time: 3.5367, DDP time: 0.0044, Total iter time: 5.8359 [2020-11-08 12:32:58,024][root][INFO] - ===> Epoch[1934](3868/2): Loss -0.8431, Sem 0.0413, dir -0.9846, norm 0.1002, swav 0.0000 LR: 2.628e-02 Score 98.435 Data time: 0.2556, Forward time: 2.8197, Backward time: 3.5368, DDP time: 0.0044, Total iter time: 6.9074 [2020-11-08 12:33:05,233][root][INFO] - ===> Epoch[1935](3869/2): Loss -0.8635, Sem 0.0419, dir -0.9879, norm 0.0825, swav 0.0000 LR: 2.626e-02 Score 98.377 Data time: 0.2780, Forward time: 2.8198, Backward time: 3.5368, DDP time: 0.0044, Total iter time: 7.0603 [2020-11-08 12:33:13,888][root][INFO] - ===> Epoch[1935](3870/2): Loss -0.8586, Sem 0.0396, dir -0.9871, norm 0.0889, swav 0.0000 LR: 2.624e-02 Score 98.483 Data time: 0.1761, Forward time: 2.8196, Backward time: 3.5374, DDP time: 0.0044, Total iter time: 8.4758 [2020-11-08 12:33:19,246][root][INFO] - ===> Epoch[1936](3871/2): Loss -0.8432, Sem 0.0435, dir -0.9848, norm 0.0981, swav 0.0000 LR: 2.622e-02 Score 98.343 Data time: 0.2113, Forward time: 2.8195, Backward time: 3.5372, DDP time: 0.0044, Total iter time: 5.2214 [2020-11-08 12:33:27,354][root][INFO] - ===> Epoch[1936](3872/2): Loss -0.8462, Sem 0.0440, dir -0.9857, norm 0.0955, swav 0.0000 LR: 2.620e-02 Score 98.339 Data time: 0.4958, Forward time: 2.8198, Backward time: 3.5372, DDP time: 0.0044, Total iter time: 7.9715 [2020-11-08 12:33:33,826][root][INFO] - ===> Epoch[1937](3873/2): Loss -0.8494, Sem 0.0431, dir -0.9858, norm 0.0932, swav 0.0000 LR: 2.618e-02 Score 98.343 Data time: 0.2670, Forward time: 2.8199, Backward time: 3.5369, DDP time: 0.0044, Total iter time: 6.3155 [2020-11-08 12:33:40,725][root][INFO] - ===> Epoch[1937](3874/2): Loss -0.8476, Sem 0.0416, dir -0.9856, norm 0.0964, swav 0.0000 LR: 2.616e-02 Score 98.400 Data time: 0.2215, Forward time: 2.8199, Backward time: 3.5370, DDP time: 0.0044, Total iter time: 6.7214 [2020-11-08 12:33:47,386][root][INFO] - ===> Epoch[1938](3875/2): Loss -0.8471, Sem 0.0425, dir -0.9862, norm 0.0966, swav 0.0000 LR: 2.614e-02 Score 98.374 Data time: 0.2404, Forward time: 2.8199, Backward time: 3.5369, DDP time: 0.0044, Total iter time: 6.5027 [2020-11-08 12:33:54,188][root][INFO] - ===> Epoch[1938](3876/2): Loss -0.8494, Sem 0.0429, dir -0.9864, norm 0.0941, swav 0.0000 LR: 2.611e-02 Score 98.342 Data time: 0.3275, Forward time: 2.8201, Backward time: 3.5367, DDP time: 0.0044, Total iter time: 6.6602 [2020-11-08 12:34:01,786][root][INFO] - ===> Epoch[1939](3877/2): Loss -0.8468, Sem 0.0451, dir -0.9864, norm 0.0944, swav 0.0000 LR: 2.609e-02 Score 98.282 Data time: 0.4068, Forward time: 2.8204, Backward time: 3.5366, DDP time: 0.0044, Total iter time: 7.4406 [2020-11-08 12:34:08,378][root][INFO] - ===> Epoch[1939](3878/2): Loss -0.8437, Sem 0.0421, dir -0.9857, norm 0.0998, swav 0.0000 LR: 2.607e-02 Score 98.391 Data time: 0.3185, Forward time: 2.8206, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 6.4579 [2020-11-08 12:34:15,019][root][INFO] - ===> Epoch[1940](3879/2): Loss -0.8487, Sem 0.0443, dir -0.9869, norm 0.0939, swav 0.0000 LR: 2.605e-02 Score 98.298 Data time: 0.2568, Forward time: 2.8206, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 6.5155 [2020-11-08 12:34:22,070][root][INFO] - ===> Epoch[1940](3880/2): Loss -0.8494, Sem 0.0426, dir -0.9860, norm 0.0940, swav 0.0000 LR: 2.603e-02 Score 98.370 Data time: 0.2877, Forward time: 2.8206, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 6.8948 [2020-11-08 12:34:30,224][root][INFO] - ===> Epoch[1941](3881/2): Loss -0.8506, Sem 0.0423, dir -0.9866, norm 0.0937, swav 0.0000 LR: 2.601e-02 Score 98.391 Data time: 0.2822, Forward time: 2.8208, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 7.9933 [2020-11-08 12:34:37,020][root][INFO] - ===> Epoch[1941](3882/2): Loss -0.8518, Sem 0.0438, dir -0.9859, norm 0.0903, swav 0.0000 LR: 2.599e-02 Score 98.333 Data time: 0.1960, Forward time: 2.8207, Backward time: 3.5366, DDP time: 0.0044, Total iter time: 6.6392 [2020-11-08 12:34:43,008][root][INFO] - ===> Epoch[1942](3883/2): Loss -0.8488, Sem 0.0420, dir -0.9855, norm 0.0947, swav 0.0000 LR: 2.597e-02 Score 98.403 Data time: 0.2426, Forward time: 2.8206, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 5.8616 [2020-11-08 12:34:50,141][root][INFO] - ===> Epoch[1942](3884/2): Loss -0.8468, Sem 0.0430, dir -0.9861, norm 0.0963, swav 0.0000 LR: 2.595e-02 Score 98.351 Data time: 0.1928, Forward time: 2.8205, Backward time: 3.5367, DDP time: 0.0044, Total iter time: 7.0125 [2020-11-08 12:34:56,597][root][INFO] - ===> Epoch[1943](3885/2): Loss -0.8468, Sem 0.0418, dir -0.9865, norm 0.0979, swav 0.0000 LR: 2.593e-02 Score 98.398 Data time: 0.2843, Forward time: 2.8206, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 6.3330 [2020-11-08 12:35:03,096][root][INFO] - ===> Epoch[1943](3886/2): Loss -0.8475, Sem 0.0436, dir -0.9859, norm 0.0947, swav 0.0000 LR: 2.591e-02 Score 98.338 Data time: 0.2556, Forward time: 2.8206, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 6.3536 [2020-11-08 12:35:10,643][root][INFO] - ===> Epoch[1944](3887/2): Loss -0.8372, Sem 0.0472, dir -0.9847, norm 0.1003, swav 0.0000 LR: 2.588e-02 Score 98.215 Data time: 0.3373, Forward time: 2.8209, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 7.3651 [2020-11-08 12:35:16,935][root][INFO] - ===> Epoch[1944](3888/2): Loss -0.8589, Sem 0.0381, dir -0.9871, norm 0.0900, swav 0.0000 LR: 2.586e-02 Score 98.527 Data time: 0.2698, Forward time: 2.8209, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 6.1477 [2020-11-08 12:35:22,005][root][INFO] - ===> Epoch[1945](3889/2): Loss -0.8452, Sem 0.0402, dir -0.9863, norm 0.1009, swav 0.0000 LR: 2.584e-02 Score 98.458 Data time: 0.2795, Forward time: 2.8208, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 4.9310 [2020-11-08 12:35:28,631][root][INFO] - ===> Epoch[1945](3890/2): Loss -0.8510, Sem 0.0434, dir -0.9857, norm 0.0913, swav 0.0000 LR: 2.582e-02 Score 98.355 Data time: 0.2336, Forward time: 2.8207, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 6.4967 [2020-11-08 12:35:35,059][root][INFO] - ===> Epoch[1946](3891/2): Loss -0.8541, Sem 0.0415, dir -0.9859, norm 0.0903, swav 0.0000 LR: 2.580e-02 Score 98.428 Data time: 0.2253, Forward time: 2.8207, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 6.2824 [2020-11-08 12:35:42,027][root][INFO] - ===> Epoch[1946](3892/2): Loss -0.8437, Sem 0.0443, dir -0.9866, norm 0.0986, swav 0.0000 LR: 2.578e-02 Score 98.307 Data time: 0.2448, Forward time: 2.8207, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.8429 [2020-11-08 12:35:47,809][root][INFO] - ===> Epoch[1947](3893/2): Loss -0.8517, Sem 0.0417, dir -0.9855, norm 0.0921, swav 0.0000 LR: 2.576e-02 Score 98.391 Data time: 0.2758, Forward time: 2.8207, Backward time: 3.5354, DDP time: 0.0044, Total iter time: 5.6423 [2020-11-08 12:35:56,352][root][INFO] - ===> Epoch[1947](3894/2): Loss -0.8636, Sem 0.0406, dir -0.9881, norm 0.0839, swav 0.0000 LR: 2.574e-02 Score 98.428 Data time: 0.2292, Forward time: 2.8205, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 8.4053 [2020-11-08 12:36:02,208][root][INFO] - ===> Epoch[1948](3895/2): Loss -0.8470, Sem 0.0423, dir -0.9864, norm 0.0971, swav 0.0000 LR: 2.572e-02 Score 98.378 Data time: 0.1763, Forward time: 2.8203, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 5.7053 [2020-11-08 12:36:09,187][root][INFO] - ===> Epoch[1948](3896/2): Loss -0.8488, Sem 0.0431, dir -0.9860, norm 0.0942, swav 0.0000 LR: 2.570e-02 Score 98.345 Data time: 0.2168, Forward time: 2.8202, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 6.8575 [2020-11-08 12:36:16,383][root][INFO] - ===> Epoch[1949](3897/2): Loss -0.8447, Sem 0.0412, dir -0.9850, norm 0.0991, swav 0.0000 LR: 2.568e-02 Score 98.407 Data time: 0.3113, Forward time: 2.8204, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 7.0219 [2020-11-08 12:36:23,651][root][INFO] - ===> Epoch[1949](3898/2): Loss -0.8563, Sem 0.0417, dir -0.9875, norm 0.0895, swav 0.0000 LR: 2.565e-02 Score 98.408 Data time: 0.2069, Forward time: 2.8203, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 7.1107 [2020-11-08 12:36:30,861][root][INFO] - ===> Epoch[1950](3899/2): Loss -0.8384, Sem 0.0442, dir -0.9849, norm 0.1023, swav 0.0000 LR: 2.563e-02 Score 98.313 Data time: 0.2768, Forward time: 2.8204, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 7.0752 [2020-11-08 12:36:37,117][root][INFO] - ===> Epoch[1950](3900/2): Loss -0.8604, Sem 0.0398, dir -0.9872, norm 0.0870, swav 0.0000 LR: 2.561e-02 Score 98.466 Data time: 0.1715, Forward time: 2.8203, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 6.0916 [2020-11-08 12:36:43,019][root][INFO] - ===> Epoch[1951](3901/2): Loss -0.8511, Sem 0.0433, dir -0.9858, norm 0.0914, swav 0.0000 LR: 2.559e-02 Score 98.338 Data time: 0.1879, Forward time: 2.8200, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 5.7908 [2020-11-08 12:36:51,927][root][INFO] - ===> Epoch[1951](3902/2): Loss -0.8422, Sem 0.0427, dir -0.9846, norm 0.0997, swav 0.0000 LR: 2.557e-02 Score 98.377 Data time: 0.2234, Forward time: 2.8200, Backward time: 3.5369, DDP time: 0.0044, Total iter time: 8.8169 [2020-11-08 12:36:58,959][root][INFO] - ===> Epoch[1952](3903/2): Loss -0.8547, Sem 0.0456, dir -0.9869, norm 0.0866, swav 0.0000 LR: 2.555e-02 Score 98.270 Data time: 0.1983, Forward time: 2.8198, Backward time: 3.5371, DDP time: 0.0044, Total iter time: 6.8777 [2020-11-08 12:37:07,009][root][INFO] - ===> Epoch[1952](3904/2): Loss -0.8450, Sem 0.0415, dir -0.9853, norm 0.0989, swav 0.0000 LR: 2.553e-02 Score 98.414 Data time: 0.2702, Forward time: 2.8198, Backward time: 3.5374, DDP time: 0.0044, Total iter time: 7.9108 [2020-11-08 12:37:14,740][root][INFO] - ===> Epoch[1953](3905/2): Loss -0.8527, Sem 0.0431, dir -0.9864, norm 0.0906, swav 0.0000 LR: 2.551e-02 Score 98.357 Data time: 0.3462, Forward time: 2.8201, Backward time: 3.5373, DDP time: 0.0044, Total iter time: 7.5834 [2020-11-08 12:37:20,804][root][INFO] - ===> Epoch[1953](3906/2): Loss -0.8455, Sem 0.0422, dir -0.9868, norm 0.0991, swav 0.0000 LR: 2.549e-02 Score 98.380 Data time: 0.1630, Forward time: 2.8198, Backward time: 3.5374, DDP time: 0.0044, Total iter time: 5.9287 [2020-11-08 12:37:26,795][root][INFO] - ===> Epoch[1954](3907/2): Loss -0.8427, Sem 0.0460, dir -0.9844, norm 0.0957, swav 0.0000 LR: 2.547e-02 Score 98.265 Data time: 0.1870, Forward time: 2.8197, Backward time: 3.5373, DDP time: 0.0044, Total iter time: 5.8607 [2020-11-08 12:37:32,182][root][INFO] - ===> Epoch[1954](3908/2): Loss -0.8572, Sem 0.0406, dir -0.9875, norm 0.0896, swav 0.0000 LR: 2.545e-02 Score 98.461 Data time: 0.2476, Forward time: 2.8197, Backward time: 3.5370, DDP time: 0.0044, Total iter time: 5.2671 [2020-11-08 12:37:39,318][root][INFO] - ===> Epoch[1955](3909/2): Loss -0.8484, Sem 0.0436, dir -0.9854, norm 0.0934, swav 0.0000 LR: 2.542e-02 Score 98.339 Data time: 0.3133, Forward time: 2.8196, Backward time: 3.5371, DDP time: 0.0044, Total iter time: 7.0074 [2020-11-08 12:37:46,515][root][INFO] - ===> Epoch[1955](3910/2): Loss -0.8460, Sem 0.0444, dir -0.9866, norm 0.0962, swav 0.0000 LR: 2.540e-02 Score 98.311 Data time: 0.2882, Forward time: 2.8197, Backward time: 3.5371, DDP time: 0.0044, Total iter time: 7.0706 [2020-11-08 12:37:52,027][root][INFO] - ===> Epoch[1956](3911/2): Loss -0.8538, Sem 0.0415, dir -0.9859, norm 0.0906, swav 0.0000 LR: 2.538e-02 Score 98.406 Data time: 0.2571, Forward time: 2.8198, Backward time: 3.5367, DDP time: 0.0044, Total iter time: 5.3622 [2020-11-08 12:37:58,644][root][INFO] - ===> Epoch[1956](3912/2): Loss -0.8467, Sem 0.0440, dir -0.9865, norm 0.0959, swav 0.0000 LR: 2.536e-02 Score 98.358 Data time: 0.2466, Forward time: 2.8197, Backward time: 3.5367, DDP time: 0.0044, Total iter time: 6.4689 [2020-11-08 12:38:06,786][root][INFO] - ===> Epoch[1957](3913/2): Loss -0.8470, Sem 0.0421, dir -0.9858, norm 0.0968, swav 0.0000 LR: 2.534e-02 Score 98.381 Data time: 0.4213, Forward time: 2.8201, Backward time: 3.5367, DDP time: 0.0044, Total iter time: 8.0076 [2020-11-08 12:38:13,689][root][INFO] - ===> Epoch[1957](3914/2): Loss -0.8577, Sem 0.0424, dir -0.9863, norm 0.0862, swav 0.0000 LR: 2.532e-02 Score 98.373 Data time: 0.3069, Forward time: 2.8201, Backward time: 3.5366, DDP time: 0.0044, Total iter time: 6.7531 [2020-11-08 12:38:20,412][root][INFO] - ===> Epoch[1958](3915/2): Loss -0.8424, Sem 0.0444, dir -0.9853, norm 0.0986, swav 0.0000 LR: 2.530e-02 Score 98.314 Data time: 0.2210, Forward time: 2.8200, Backward time: 3.5367, DDP time: 0.0044, Total iter time: 6.5809 [2020-11-08 12:38:27,186][root][INFO] - ===> Epoch[1958](3916/2): Loss -0.8444, Sem 0.0423, dir -0.9860, norm 0.0994, swav 0.0000 LR: 2.528e-02 Score 98.400 Data time: 0.1960, Forward time: 2.8200, Backward time: 3.5367, DDP time: 0.0044, Total iter time: 6.6388 [2020-11-08 12:38:32,778][root][INFO] - ===> Epoch[1959](3917/2): Loss -0.8473, Sem 0.0409, dir -0.9864, norm 0.0982, swav 0.0000 LR: 2.526e-02 Score 98.434 Data time: 0.2232, Forward time: 2.8199, Backward time: 3.5365, DDP time: 0.0044, Total iter time: 5.4387 [2020-11-08 12:38:39,415][root][INFO] - ===> Epoch[1959](3918/2): Loss -0.8442, Sem 0.0460, dir -0.9846, norm 0.0943, swav 0.0000 LR: 2.524e-02 Score 98.233 Data time: 0.3697, Forward time: 2.8200, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 6.5120 [2020-11-08 12:38:45,680][root][INFO] - ===> Epoch[1960](3919/2): Loss -0.8465, Sem 0.0429, dir -0.9871, norm 0.0977, swav 0.0000 LR: 2.521e-02 Score 98.385 Data time: 0.3230, Forward time: 2.8201, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 6.0578 [2020-11-08 12:38:51,913][root][INFO] - ===> Epoch[1960](3920/2): Loss -0.8475, Sem 0.0431, dir -0.9859, norm 0.0953, swav 0.0000 LR: 2.519e-02 Score 98.368 Data time: 0.2595, Forward time: 2.8201, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 6.1138 [2020-11-08 12:39:00,040][root][INFO] - ===> Epoch[1961](3921/2): Loss -0.8520, Sem 0.0429, dir -0.9865, norm 0.0916, swav 0.0000 LR: 2.517e-02 Score 98.360 Data time: 0.2505, Forward time: 2.8201, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 7.9933 [2020-11-08 12:39:07,294][root][INFO] - ===> Epoch[1961](3922/2): Loss -0.8581, Sem 0.0403, dir -0.9878, norm 0.0894, swav 0.0000 LR: 2.515e-02 Score 98.444 Data time: 0.1910, Forward time: 2.8199, Backward time: 3.5365, DDP time: 0.0044, Total iter time: 7.1148 [2020-11-08 12:39:14,013][root][INFO] - ===> Epoch[1962](3923/2): Loss -0.8565, Sem 0.0421, dir -0.9873, norm 0.0886, swav 0.0000 LR: 2.513e-02 Score 98.381 Data time: 0.3152, Forward time: 2.8201, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 6.6030 [2020-11-08 12:39:20,862][root][INFO] - ===> Epoch[1962](3924/2): Loss -0.8518, Sem 0.0417, dir -0.9861, norm 0.0926, swav 0.0000 LR: 2.511e-02 Score 98.408 Data time: 0.2863, Forward time: 2.8201, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 6.6845 [2020-11-08 12:39:26,392][root][INFO] - ===> Epoch[1963](3925/2): Loss -0.8458, Sem 0.0448, dir -0.9847, norm 0.0942, swav 0.0000 LR: 2.509e-02 Score 98.280 Data time: 0.2491, Forward time: 2.8201, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 5.3755 [2020-11-08 12:39:32,667][root][INFO] - ===> Epoch[1963](3926/2): Loss -0.8612, Sem 0.0412, dir -0.9881, norm 0.0857, swav 0.0000 LR: 2.507e-02 Score 98.416 Data time: 0.2017, Forward time: 2.8200, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 6.1179 [2020-11-08 12:39:39,997][root][INFO] - ===> Epoch[1964](3927/2): Loss -0.8378, Sem 0.0422, dir -0.9851, norm 0.1051, swav 0.0000 LR: 2.505e-02 Score 98.398 Data time: 0.2561, Forward time: 2.8200, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 7.2025 [2020-11-08 12:39:48,082][root][INFO] - ===> Epoch[1964](3928/2): Loss -0.8562, Sem 0.0435, dir -0.9875, norm 0.0877, swav 0.0000 LR: 2.503e-02 Score 98.344 Data time: 0.2704, Forward time: 2.8199, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 7.9376 [2020-11-08 12:39:56,282][root][INFO] - ===> Epoch[1965](3929/2): Loss -0.8502, Sem 0.0418, dir -0.9854, norm 0.0933, swav 0.0000 LR: 2.500e-02 Score 98.414 Data time: 0.3534, Forward time: 2.8201, Backward time: 3.5366, DDP time: 0.0044, Total iter time: 8.0479 [2020-11-08 12:40:02,517][root][INFO] - ===> Epoch[1965](3930/2): Loss -0.8514, Sem 0.0441, dir -0.9872, norm 0.0917, swav 0.0000 LR: 2.498e-02 Score 98.299 Data time: 0.2494, Forward time: 2.8201, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 6.0889 [2020-11-08 12:40:09,538][root][INFO] - ===> Epoch[1966](3931/2): Loss -0.8491, Sem 0.0430, dir -0.9861, norm 0.0940, swav 0.0000 LR: 2.496e-02 Score 98.364 Data time: 0.2363, Forward time: 2.8202, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 6.8668 [2020-11-08 12:40:17,212][root][INFO] - ===> Epoch[1966](3932/2): Loss -0.8503, Sem 0.0416, dir -0.9865, norm 0.0947, swav 0.0000 LR: 2.494e-02 Score 98.420 Data time: 0.2132, Forward time: 2.8200, Backward time: 3.5367, DDP time: 0.0044, Total iter time: 7.5195 [2020-11-08 12:40:23,287][root][INFO] - ===> Epoch[1967](3933/2): Loss -0.8512, Sem 0.0426, dir -0.9856, norm 0.0918, swav 0.0000 LR: 2.492e-02 Score 98.365 Data time: 0.2320, Forward time: 2.8200, Backward time: 3.5366, DDP time: 0.0044, Total iter time: 5.9273 [2020-11-08 12:40:29,681][root][INFO] - ===> Epoch[1967](3934/2): Loss -0.8502, Sem 0.0417, dir -0.9879, norm 0.0959, swav 0.0000 LR: 2.490e-02 Score 98.392 Data time: 0.2453, Forward time: 2.8200, Backward time: 3.5365, DDP time: 0.0044, Total iter time: 6.2456 [2020-11-08 12:40:35,305][root][INFO] - ===> Epoch[1968](3935/2): Loss -0.8501, Sem 0.0447, dir -0.9858, norm 0.0910, swav 0.0000 LR: 2.488e-02 Score 98.290 Data time: 0.2704, Forward time: 2.8199, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 5.4819 [2020-11-08 12:40:41,901][root][INFO] - ===> Epoch[1968](3936/2): Loss -0.8547, Sem 0.0428, dir -0.9861, norm 0.0886, swav 0.0000 LR: 2.486e-02 Score 98.374 Data time: 0.3527, Forward time: 2.8201, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 6.4622 [2020-11-08 12:40:48,654][root][INFO] - ===> Epoch[1969](3937/2): Loss -0.8430, Sem 0.0436, dir -0.9860, norm 0.0994, swav 0.0000 LR: 2.484e-02 Score 98.334 Data time: 0.2320, Forward time: 2.8200, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 6.5937 [2020-11-08 12:40:56,100][root][INFO] - ===> Epoch[1969](3938/2): Loss -0.8477, Sem 0.0428, dir -0.9861, norm 0.0956, swav 0.0000 LR: 2.482e-02 Score 98.377 Data time: 0.2326, Forward time: 2.8199, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 7.3201 [2020-11-08 12:41:02,710][root][INFO] - ===> Epoch[1970](3939/2): Loss -0.8612, Sem 0.0389, dir -0.9865, norm 0.0863, swav 0.0000 LR: 2.479e-02 Score 98.501 Data time: 0.2819, Forward time: 2.8199, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 6.4705 [2020-11-08 12:41:09,317][root][INFO] - ===> Epoch[1970](3940/2): Loss -0.8516, Sem 0.0430, dir -0.9864, norm 0.0918, swav 0.0000 LR: 2.477e-02 Score 98.352 Data time: 0.2659, Forward time: 2.8200, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 6.4716 [2020-11-08 12:41:15,378][root][INFO] - ===> Epoch[1971](3941/2): Loss -0.8475, Sem 0.0432, dir -0.9863, norm 0.0956, swav 0.0000 LR: 2.475e-02 Score 98.340 Data time: 0.2853, Forward time: 2.8201, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 5.8953 [2020-11-08 12:41:22,682][root][INFO] - ===> Epoch[1971](3942/2): Loss -0.8508, Sem 0.0435, dir -0.9856, norm 0.0913, swav 0.0000 LR: 2.473e-02 Score 98.351 Data time: 0.2444, Forward time: 2.8201, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 7.1485 [2020-11-08 12:41:29,420][root][INFO] - ===> Epoch[1972](3943/2): Loss -0.8464, Sem 0.0432, dir -0.9855, norm 0.0959, swav 0.0000 LR: 2.471e-02 Score 98.374 Data time: 0.2669, Forward time: 2.8201, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 6.6186 [2020-11-08 12:41:35,340][root][INFO] - ===> Epoch[1972](3944/2): Loss -0.8468, Sem 0.0413, dir -0.9861, norm 0.0980, swav 0.0000 LR: 2.469e-02 Score 98.425 Data time: 0.1954, Forward time: 2.8200, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 5.7896 [2020-11-08 12:41:41,638][root][INFO] - ===> Epoch[1973](3945/2): Loss -0.8454, Sem 0.0421, dir -0.9861, norm 0.0986, swav 0.0000 LR: 2.467e-02 Score 98.400 Data time: 0.2320, Forward time: 2.8200, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.1523 [2020-11-08 12:41:48,881][root][INFO] - ===> Epoch[1973](3946/2): Loss -0.8549, Sem 0.0431, dir -0.9870, norm 0.0889, swav 0.0000 LR: 2.465e-02 Score 98.346 Data time: 0.2052, Forward time: 2.8198, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 7.1141 [2020-11-08 12:41:55,472][root][INFO] - ===> Epoch[1974](3947/2): Loss -0.8457, Sem 0.0418, dir -0.9857, norm 0.0982, swav 0.0000 LR: 2.463e-02 Score 98.414 Data time: 0.2497, Forward time: 2.8199, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 6.4159 [2020-11-08 12:42:02,564][root][INFO] - ===> Epoch[1974](3948/2): Loss -0.8430, Sem 0.0420, dir -0.9851, norm 0.1001, swav 0.0000 LR: 2.461e-02 Score 98.392 Data time: 0.1916, Forward time: 2.8197, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 6.9238 [2020-11-08 12:42:08,102][root][INFO] - ===> Epoch[1975](3949/2): Loss -0.8511, Sem 0.0424, dir -0.9858, norm 0.0922, swav 0.0000 LR: 2.458e-02 Score 98.368 Data time: 0.2847, Forward time: 2.8197, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 5.3940 [2020-11-08 12:42:14,291][root][INFO] - ===> Epoch[1975](3950/2): Loss -0.8434, Sem 0.0450, dir -0.9851, norm 0.0967, swav 0.0000 LR: 2.456e-02 Score 98.298 Data time: 0.2400, Forward time: 2.8196, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.0054 [2020-11-08 12:42:20,347][root][INFO] - ===> Epoch[1976](3951/2): Loss -0.8488, Sem 0.0397, dir -0.9866, norm 0.0981, swav 0.0000 LR: 2.454e-02 Score 98.481 Data time: 0.2397, Forward time: 2.8195, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 5.9121 [2020-11-08 12:42:26,818][root][INFO] - ===> Epoch[1976](3952/2): Loss -0.8554, Sem 0.0415, dir -0.9863, norm 0.0894, swav 0.0000 LR: 2.452e-02 Score 98.417 Data time: 0.3198, Forward time: 2.8196, Backward time: 3.5354, DDP time: 0.0044, Total iter time: 6.3380 [2020-11-08 12:42:33,577][root][INFO] - ===> Epoch[1977](3953/2): Loss -0.8542, Sem 0.0412, dir -0.9858, norm 0.0904, swav 0.0000 LR: 2.450e-02 Score 98.433 Data time: 0.1968, Forward time: 2.8194, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 6.5924 [2020-11-08 12:42:41,000][root][INFO] - ===> Epoch[1977](3954/2): Loss -0.8518, Sem 0.0447, dir -0.9863, norm 0.0898, swav 0.0000 LR: 2.448e-02 Score 98.288 Data time: 0.3436, Forward time: 2.8196, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 7.2835 [2020-11-08 12:42:47,761][root][INFO] - ===> Epoch[1978](3955/2): Loss -0.8488, Sem 0.0415, dir -0.9864, norm 0.0961, swav 0.0000 LR: 2.446e-02 Score 98.410 Data time: 0.2532, Forward time: 2.8196, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 6.6100 [2020-11-08 12:42:55,134][root][INFO] - ===> Epoch[1978](3956/2): Loss -0.8588, Sem 0.0397, dir -0.9871, norm 0.0886, swav 0.0000 LR: 2.444e-02 Score 98.470 Data time: 0.2426, Forward time: 2.8194, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 7.2261 [2020-11-08 12:43:01,299][root][INFO] - ===> Epoch[1979](3957/2): Loss -0.8543, Sem 0.0420, dir -0.9868, norm 0.0905, swav 0.0000 LR: 2.442e-02 Score 98.394 Data time: 0.2092, Forward time: 2.8193, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 6.0264 [2020-11-08 12:43:08,014][root][INFO] - ===> Epoch[1979](3958/2): Loss -0.8504, Sem 0.0431, dir -0.9859, norm 0.0923, swav 0.0000 LR: 2.440e-02 Score 98.356 Data time: 0.2912, Forward time: 2.8194, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 6.5808 [2020-11-08 12:43:14,589][root][INFO] - ===> Epoch[1980](3959/2): Loss -0.8465, Sem 0.0429, dir -0.9854, norm 0.0960, swav 0.0000 LR: 2.437e-02 Score 98.372 Data time: 0.2009, Forward time: 2.8192, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.4357 [2020-11-08 12:43:20,546][root][INFO] - ===> Epoch[1980](3960/2): Loss -0.8532, Sem 0.0422, dir -0.9871, norm 0.0917, swav 0.0000 LR: 2.435e-02 Score 98.386 Data time: 0.3002, Forward time: 2.8193, Backward time: 3.5354, DDP time: 0.0044, Total iter time: 5.8085 [2020-11-08 12:43:28,240][root][INFO] - ===> Epoch[1981](3961/2): Loss -0.8501, Sem 0.0420, dir -0.9861, norm 0.0939, swav 0.0000 LR: 2.433e-02 Score 98.395 Data time: 0.3833, Forward time: 2.8196, Backward time: 3.5353, DDP time: 0.0044, Total iter time: 7.5482 [2020-11-08 12:43:34,310][root][INFO] - ===> Epoch[1981](3962/2): Loss -0.8500, Sem 0.0424, dir -0.9862, norm 0.0938, swav 0.0000 LR: 2.431e-02 Score 98.387 Data time: 0.2498, Forward time: 2.8197, Backward time: 3.5351, DDP time: 0.0044, Total iter time: 5.9264 [2020-11-08 12:43:40,012][root][INFO] - ===> Epoch[1982](3963/2): Loss -0.8570, Sem 0.0433, dir -0.9857, norm 0.0854, swav 0.0000 LR: 2.429e-02 Score 98.329 Data time: 0.2633, Forward time: 2.8196, Backward time: 3.5349, DDP time: 0.0044, Total iter time: 5.5415 [2020-11-08 12:43:46,548][root][INFO] - ===> Epoch[1982](3964/2): Loss -0.8443, Sem 0.0426, dir -0.9859, norm 0.0990, swav 0.0000 LR: 2.427e-02 Score 98.392 Data time: 0.3211, Forward time: 2.8196, Backward time: 3.5347, DDP time: 0.0044, Total iter time: 6.4051 [2020-11-08 12:43:53,561][root][INFO] - ===> Epoch[1983](3965/2): Loss -0.8452, Sem 0.0436, dir -0.9849, norm 0.0961, swav 0.0000 LR: 2.425e-02 Score 98.343 Data time: 0.1779, Forward time: 2.8194, Backward time: 3.5350, DDP time: 0.0044, Total iter time: 6.8756 [2020-11-08 12:43:59,827][root][INFO] - ===> Epoch[1983](3966/2): Loss -0.8553, Sem 0.0403, dir -0.9863, norm 0.0907, swav 0.0000 LR: 2.423e-02 Score 98.453 Data time: 0.2348, Forward time: 2.8193, Backward time: 3.5350, DDP time: 0.0044, Total iter time: 6.1487 [2020-11-08 12:44:06,242][root][INFO] - ===> Epoch[1984](3967/2): Loss -0.8596, Sem 0.0413, dir -0.9873, norm 0.0864, swav 0.0000 LR: 2.421e-02 Score 98.421 Data time: 0.2180, Forward time: 2.8192, Backward time: 3.5350, DDP time: 0.0044, Total iter time: 6.2732 [2020-11-08 12:44:13,299][root][INFO] - ===> Epoch[1984](3968/2): Loss -0.8481, Sem 0.0432, dir -0.9863, norm 0.0949, swav 0.0000 LR: 2.418e-02 Score 98.350 Data time: 0.2636, Forward time: 2.8192, Backward time: 3.5351, DDP time: 0.0044, Total iter time: 6.9031 [2020-11-08 12:44:20,394][root][INFO] - ===> Epoch[1985](3969/2): Loss -0.8495, Sem 0.0423, dir -0.9859, norm 0.0941, swav 0.0000 LR: 2.416e-02 Score 98.387 Data time: 0.3737, Forward time: 2.8193, Backward time: 3.5349, DDP time: 0.0044, Total iter time: 6.9228 [2020-11-08 12:44:28,359][root][INFO] - ===> Epoch[1985](3970/2): Loss -0.8422, Sem 0.0430, dir -0.9858, norm 0.1006, swav 0.0000 LR: 2.414e-02 Score 98.352 Data time: 0.2229, Forward time: 2.8193, Backward time: 3.5353, DDP time: 0.0044, Total iter time: 7.8164 [2020-11-08 12:44:34,666][root][INFO] - ===> Epoch[1986](3971/2): Loss -0.8594, Sem 0.0425, dir -0.9869, norm 0.0850, swav 0.0000 LR: 2.412e-02 Score 98.368 Data time: 0.3363, Forward time: 2.8194, Backward time: 3.5350, DDP time: 0.0044, Total iter time: 6.1682 [2020-11-08 12:44:40,669][root][INFO] - ===> Epoch[1986](3972/2): Loss -0.8511, Sem 0.0417, dir -0.9858, norm 0.0931, swav 0.0000 LR: 2.410e-02 Score 98.401 Data time: 0.3267, Forward time: 2.8195, Backward time: 3.5347, DDP time: 0.0044, Total iter time: 5.8370 [2020-11-08 12:44:49,256][root][INFO] - ===> Epoch[1987](3973/2): Loss -0.8505, Sem 0.0417, dir -0.9855, norm 0.0932, swav 0.0000 LR: 2.408e-02 Score 98.406 Data time: 0.3856, Forward time: 2.8199, Backward time: 3.5347, DDP time: 0.0044, Total iter time: 8.4380 [2020-11-08 12:44:55,048][root][INFO] - ===> Epoch[1987](3974/2): Loss -0.8697, Sem 0.0408, dir -0.9882, norm 0.0777, swav 0.0000 LR: 2.406e-02 Score 98.437 Data time: 0.1870, Forward time: 2.8197, Backward time: 3.5347, DDP time: 0.0044, Total iter time: 5.6618 [2020-11-08 12:45:01,736][root][INFO] - ===> Epoch[1988](3975/2): Loss -0.8495, Sem 0.0415, dir -0.9871, norm 0.0961, swav 0.0000 LR: 2.404e-02 Score 98.418 Data time: 0.3669, Forward time: 2.8198, Backward time: 3.5345, DDP time: 0.0044, Total iter time: 6.5792 [2020-11-08 12:45:09,253][root][INFO] - ===> Epoch[1988](3976/2): Loss -0.8523, Sem 0.0434, dir -0.9858, norm 0.0901, swav 0.0000 LR: 2.402e-02 Score 98.328 Data time: 0.2370, Forward time: 2.8198, Backward time: 3.5347, DDP time: 0.0044, Total iter time: 7.3800 [2020-11-08 12:45:16,827][root][INFO] - ===> Epoch[1989](3977/2): Loss -0.8493, Sem 0.0434, dir -0.9857, norm 0.0929, swav 0.0000 LR: 2.399e-02 Score 98.342 Data time: 0.3343, Forward time: 2.8201, Backward time: 3.5346, DDP time: 0.0044, Total iter time: 7.4327 [2020-11-08 12:45:24,992][root][INFO] - ===> Epoch[1989](3978/2): Loss -0.8521, Sem 0.0419, dir -0.9851, norm 0.0910, swav 0.0000 LR: 2.397e-02 Score 98.418 Data time: 0.2507, Forward time: 2.8200, Backward time: 3.5350, DDP time: 0.0044, Total iter time: 8.0035 [2020-11-08 12:45:31,015][root][INFO] - ===> Epoch[1990](3979/2): Loss -0.8560, Sem 0.0446, dir -0.9873, norm 0.0867, swav 0.0000 LR: 2.395e-02 Score 98.315 Data time: 0.2673, Forward time: 2.8199, Backward time: 3.5348, DDP time: 0.0044, Total iter time: 5.8863 [2020-11-08 12:45:40,207][root][INFO] - ===> Epoch[1990](3980/2): Loss -0.8510, Sem 0.0425, dir -0.9856, norm 0.0921, swav 0.0000 LR: 2.393e-02 Score 98.383 Data time: 0.2701, Forward time: 2.8198, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 9.0541 [2020-11-08 12:45:47,108][root][INFO] - ===> Epoch[1991](3981/2): Loss -0.8489, Sem 0.0427, dir -0.9854, norm 0.0938, swav 0.0000 LR: 2.391e-02 Score 98.377 Data time: 0.2309, Forward time: 2.8198, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 6.7843 [2020-11-08 12:45:53,831][root][INFO] - ===> Epoch[1991](3982/2): Loss -0.8623, Sem 0.0394, dir -0.9883, norm 0.0865, swav 0.0000 LR: 2.389e-02 Score 98.468 Data time: 0.2901, Forward time: 2.8198, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 6.5877 [2020-11-08 12:45:59,694][root][INFO] - ===> Epoch[1992](3983/2): Loss -0.8596, Sem 0.0408, dir -0.9861, norm 0.0857, swav 0.0000 LR: 2.387e-02 Score 98.460 Data time: 0.2938, Forward time: 2.8199, Backward time: 3.5352, DDP time: 0.0044, Total iter time: 5.6741 [2020-11-08 12:46:05,975][root][INFO] - ===> Epoch[1992](3984/2): Loss -0.8518, Sem 0.0432, dir -0.9872, norm 0.0922, swav 0.0000 LR: 2.385e-02 Score 98.345 Data time: 0.2381, Forward time: 2.8199, Backward time: 3.5351, DDP time: 0.0044, Total iter time: 6.1431 [2020-11-08 12:46:14,273][root][INFO] - ===> Epoch[1993](3985/2): Loss -0.8448, Sem 0.0441, dir -0.9855, norm 0.0967, swav 0.0000 LR: 2.383e-02 Score 98.318 Data time: 0.1666, Forward time: 2.8197, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 8.1419 [2020-11-08 12:46:21,016][root][INFO] - ===> Epoch[1993](3986/2): Loss -0.8535, Sem 0.0431, dir -0.9862, norm 0.0897, swav 0.0000 LR: 2.381e-02 Score 98.352 Data time: 0.2727, Forward time: 2.8197, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 6.6299 [2020-11-08 12:46:26,647][root][INFO] - ===> Epoch[1994](3987/2): Loss -0.8535, Sem 0.0429, dir -0.9857, norm 0.0893, swav 0.0000 LR: 2.378e-02 Score 98.373 Data time: 0.2251, Forward time: 2.8196, Backward time: 3.5354, DDP time: 0.0044, Total iter time: 5.4640 [2020-11-08 12:46:34,318][root][INFO] - ===> Epoch[1994](3988/2): Loss -0.8484, Sem 0.0402, dir -0.9860, norm 0.0974, swav 0.0000 LR: 2.376e-02 Score 98.459 Data time: 0.2768, Forward time: 2.8196, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 7.5269 [2020-11-08 12:46:40,822][root][INFO] - ===> Epoch[1995](3989/2): Loss -0.8492, Sem 0.0446, dir -0.9860, norm 0.0923, swav 0.0000 LR: 2.374e-02 Score 98.306 Data time: 0.1778, Forward time: 2.8194, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.3354 [2020-11-08 12:46:49,388][root][INFO] - ===> Epoch[1995](3990/2): Loss -0.8538, Sem 0.0400, dir -0.9868, norm 0.0930, swav 0.0000 LR: 2.372e-02 Score 98.466 Data time: 0.4032, Forward time: 2.8198, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 8.4531 [2020-11-08 12:46:56,487][root][INFO] - ===> Epoch[1996](3991/2): Loss -0.8542, Sem 0.0445, dir -0.9866, norm 0.0879, swav 0.0000 LR: 2.370e-02 Score 98.305 Data time: 0.2874, Forward time: 2.8199, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 6.9200 [2020-11-08 12:47:02,583][root][INFO] - ===> Epoch[1996](3992/2): Loss -0.8448, Sem 0.0444, dir -0.9849, norm 0.0957, swav 0.0000 LR: 2.368e-02 Score 98.317 Data time: 0.2741, Forward time: 2.8200, Backward time: 3.5354, DDP time: 0.0044, Total iter time: 5.9528 [2020-11-08 12:47:08,983][root][INFO] - ===> Epoch[1997](3993/2): Loss -0.8480, Sem 0.0416, dir -0.9861, norm 0.0966, swav 0.0000 LR: 2.366e-02 Score 98.419 Data time: 0.2217, Forward time: 2.8200, Backward time: 3.5353, DDP time: 0.0044, Total iter time: 6.2530 [2020-11-08 12:47:15,118][root][INFO] - ===> Epoch[1997](3994/2): Loss -0.8695, Sem 0.0403, dir -0.9882, norm 0.0784, swav 0.0000 LR: 2.364e-02 Score 98.472 Data time: 0.2186, Forward time: 2.8199, Backward time: 3.5352, DDP time: 0.0044, Total iter time: 5.9926 [2020-11-08 12:47:21,629][root][INFO] - ===> Epoch[1998](3995/2): Loss -0.8531, Sem 0.0414, dir -0.9869, norm 0.0924, swav 0.0000 LR: 2.361e-02 Score 98.408 Data time: 0.2490, Forward time: 2.8198, Backward time: 3.5352, DDP time: 0.0044, Total iter time: 6.3816 [2020-11-08 12:47:27,814][root][INFO] - ===> Epoch[1998](3996/2): Loss -0.8522, Sem 0.0432, dir -0.9863, norm 0.0908, swav 0.0000 LR: 2.359e-02 Score 98.336 Data time: 0.2540, Forward time: 2.8198, Backward time: 3.5350, DDP time: 0.0044, Total iter time: 6.0690 [2020-11-08 12:47:34,442][root][INFO] - ===> Epoch[1999](3997/2): Loss -0.8413, Sem 0.0418, dir -0.9845, norm 0.1014, swav 0.0000 LR: 2.357e-02 Score 98.404 Data time: 0.2654, Forward time: 2.8199, Backward time: 3.5349, DDP time: 0.0044, Total iter time: 6.4692 [2020-11-08 12:47:41,749][root][INFO] - ===> Epoch[1999](3998/2): Loss -0.8554, Sem 0.0438, dir -0.9861, norm 0.0869, swav 0.0000 LR: 2.355e-02 Score 98.310 Data time: 0.1918, Forward time: 2.8198, Backward time: 3.5352, DDP time: 0.0044, Total iter time: 7.1656 [2020-11-08 12:47:49,824][root][INFO] - ===> Epoch[2000](3999/2): Loss -0.8578, Sem 0.0401, dir -0.9880, norm 0.0902, swav 0.0000 LR: 2.353e-02 Score 98.477 Data time: 0.1982, Forward time: 2.8196, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 7.9678 [2020-11-08 12:47:57,101][root][INFO] - ===> Epoch[2000](4000/2): Loss -0.8536, Sem 0.0432, dir -0.9864, norm 0.0895, swav 0.0000 LR: 2.351e-02 Score 98.341 Data time: 0.3360, Forward time: 2.8199, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 7.1629 [2020-11-08 12:47:58,216][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 12:47:58,390][root][INFO] - ===> Start testing [2020-11-08 12:49:34,655][root][INFO] - 101/312: Data time: 0.0061, Iter time: 0.2611 Loss 0.952 (AVG: 1.563) Score 83.209 (AVG: 81.366) mIOU 46.811 mAP 60.431 mAcc 58.720 IOU: 75.151 95.397 44.508 78.281 81.133 63.388 57.615 44.280 47.903 8.719 29.600 39.542 45.287 29.905 11.674 5.953 44.833 35.901 71.883 25.275 mAP: 75.762 94.790 52.103 80.333 83.258 78.905 57.959 58.811 56.525 39.578 48.030 40.962 58.226 46.496 33.625 20.077 85.662 69.838 81.357 46.315 mAcc: 95.368 99.012 59.887 85.387 89.611 89.965 68.942 63.070 56.547 8.856 34.926 49.859 66.776 32.931 14.138 6.317 85.726 56.216 79.221 31.641 [2020-11-08 12:51:10,064][root][INFO] - 201/312: Data time: 0.0067, Iter time: 0.1433 Loss 0.293 (AVG: 1.700) Score 91.326 (AVG: 79.680) mIOU 44.093 mAP 58.427 mAcc 56.525 IOU: 73.205 95.461 41.710 62.038 80.385 67.207 56.334 39.673 41.864 15.434 22.483 37.271 41.842 24.599 19.820 3.230 41.526 32.915 67.478 17.377 mAP: 74.192 95.069 51.055 75.977 84.067 73.718 58.836 52.905 52.688 42.718 40.591 40.561 61.943 39.967 33.256 17.517 85.483 65.120 79.293 43.580 mAcc: 94.164 98.948 60.181 80.920 89.187 89.021 65.042 57.962 49.385 15.877 26.525 47.114 69.943 27.638 24.944 3.509 83.271 45.536 81.160 20.180 [2020-11-08 12:52:39,962][root][INFO] - 301/312: Data time: 0.1779, Iter time: 0.3723 Loss 0.888 (AVG: 1.662) Score 86.254 (AVG: 79.963) mIOU 44.551 mAP 58.371 mAcc 56.970 IOU: 74.301 95.266 39.448 63.907 79.705 66.669 57.468 40.205 40.654 15.954 22.511 37.955 40.538 33.168 21.164 2.648 44.890 31.055 65.611 17.898 mAP: 74.078 94.991 49.300 72.577 83.205 74.090 59.600 53.830 51.432 43.540 41.338 41.986 60.213 46.143 35.694 20.099 84.644 65.972 74.139 40.543 mAcc: 93.874 98.871 58.176 80.495 88.390 88.891 67.701 58.542 50.082 16.455 26.767 48.521 66.406 37.352 27.393 2.835 83.265 44.810 80.214 20.371 [2020-11-08 12:52:53,652][root][INFO] - 312/312: Data time: 0.0061, Iter time: 0.8147 Loss 1.831 (AVG: 1.648) Score 71.481 (AVG: 79.984) mIOU 44.715 mAP 58.361 mAcc 57.149 IOU: 74.472 95.241 40.738 64.200 79.688 66.733 56.944 40.520 41.335 15.828 23.164 38.271 41.384 33.254 21.369 2.684 44.240 31.633 64.810 17.790 mAP: 74.035 94.995 50.048 71.921 83.254 74.283 58.752 53.810 51.419 43.855 42.416 41.731 60.852 47.042 35.587 19.428 83.558 66.540 73.679 40.016 mAcc: 93.735 98.851 59.787 80.798 88.508 89.008 67.221 58.958 51.597 16.337 27.612 49.272 67.119 37.063 27.699 2.863 83.072 45.104 78.173 20.212 [2020-11-08 12:52:53,653][root][INFO] - Finished test. Elapsed time: 295.2615 [2020-11-08 12:53:04,968][root][INFO] - [2020-11-08 12:53:04,968][root][INFO] - ################################################################ [2020-11-08 12:53:04,968][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 12:53:04,968][root][INFO] - ################################################################ [2020-11-08 12:53:04,968][root][INFO] - cabinet : 0.117 0.241 0.488 [2020-11-08 12:53:04,968][root][INFO] - bed : 0.351 0.711 0.807 [2020-11-08 12:53:04,968][root][INFO] - chair : 0.620 0.787 0.860 [2020-11-08 12:53:04,968][root][INFO] - sofa : 0.449 0.718 0.814 [2020-11-08 12:53:04,968][root][INFO] - table : 0.281 0.439 0.548 [2020-11-08 12:53:04,969][root][INFO] - door : 0.168 0.316 0.450 [2020-11-08 12:53:04,969][root][INFO] - window : 0.050 0.124 0.310 [2020-11-08 12:53:04,969][root][INFO] - bookshelf : 0.017 0.053 0.290 [2020-11-08 12:53:04,969][root][INFO] - picture : 0.086 0.187 0.314 [2020-11-08 12:53:04,969][root][INFO] - counter : 0.009 0.063 0.400 [2020-11-08 12:53:04,969][root][INFO] - desk : 0.027 0.099 0.483 [2020-11-08 12:53:04,969][root][INFO] - curtain : 0.048 0.110 0.201 [2020-11-08 12:53:04,969][root][INFO] - refrigerator : 0.157 0.211 0.239 [2020-11-08 12:53:04,969][root][INFO] - shower curtain : 0.036 0.036 0.036 [2020-11-08 12:53:04,969][root][INFO] - toilet : 0.697 0.828 0.889 [2020-11-08 12:53:04,969][root][INFO] - sink : 0.077 0.270 0.593 [2020-11-08 12:53:04,969][root][INFO] - bathtub : 0.382 0.522 0.683 [2020-11-08 12:53:04,969][root][INFO] - otherfurniture : 0.164 0.272 0.393 [2020-11-08 12:53:04,969][root][INFO] - ---------------------------------------------------------------- [2020-11-08 12:53:04,969][root][INFO] - average : 0.208 0.333 0.489 [2020-11-08 12:53:04,969][root][INFO] - [2020-11-08 12:53:05,199][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 12:53:05,202][root][INFO] - Current best mIoU: 45.368 at iter 3500 [2020-11-08 12:53:09,929][root][INFO] - ===> Epoch[2001](4001/2): Loss -0.8477, Sem 0.0399, dir -0.9858, norm 0.0982, swav 0.0000 LR: 2.349e-02 Score 98.479 Data time: 0.1961, Forward time: 2.8198, Backward time: 3.5351, DDP time: 0.0044, Total iter time: 4.7199 [2020-11-08 12:53:17,336][root][INFO] - ===> Epoch[2001](4002/2): Loss -0.8606, Sem 0.0427, dir -0.9875, norm 0.0843, swav 0.0000 LR: 2.347e-02 Score 98.363 Data time: 0.2726, Forward time: 2.8198, Backward time: 3.5353, DDP time: 0.0044, Total iter time: 7.2685 [2020-11-08 12:53:25,612][root][INFO] - ===> Epoch[2002](4003/2): Loss -0.8527, Sem 0.0422, dir -0.9868, norm 0.0919, swav 0.0000 LR: 2.345e-02 Score 98.393 Data time: 0.3091, Forward time: 2.8198, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 8.1214 [2020-11-08 12:53:32,271][root][INFO] - ===> Epoch[2002](4004/2): Loss -0.8526, Sem 0.0442, dir -0.9866, norm 0.0897, swav 0.0000 LR: 2.342e-02 Score 98.319 Data time: 0.2117, Forward time: 2.8198, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 6.4888 [2020-11-08 12:53:39,535][root][INFO] - ===> Epoch[2003](4005/2): Loss -0.8642, Sem 0.0379, dir -0.9873, norm 0.0851, swav 0.0000 LR: 2.340e-02 Score 98.552 Data time: 0.2367, Forward time: 2.8196, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 7.1132 [2020-11-08 12:53:46,138][root][INFO] - ===> Epoch[2003](4006/2): Loss -0.8606, Sem 0.0420, dir -0.9877, norm 0.0850, swav 0.0000 LR: 2.338e-02 Score 98.378 Data time: 0.2196, Forward time: 2.8194, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 6.5034 [2020-11-08 12:53:53,843][root][INFO] - ===> Epoch[2004](4007/2): Loss -0.8644, Sem 0.0397, dir -0.9879, norm 0.0838, swav 0.0000 LR: 2.336e-02 Score 98.487 Data time: 0.2725, Forward time: 2.8193, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 7.5852 [2020-11-08 12:53:59,848][root][INFO] - ===> Epoch[2004](4008/2): Loss -0.8490, Sem 0.0435, dir -0.9858, norm 0.0933, swav 0.0000 LR: 2.334e-02 Score 98.321 Data time: 0.2458, Forward time: 2.8193, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 5.8693 [2020-11-08 12:54:05,810][root][INFO] - ===> Epoch[2005](4009/2): Loss -0.8611, Sem 0.0410, dir -0.9881, norm 0.0861, swav 0.0000 LR: 2.332e-02 Score 98.417 Data time: 0.2601, Forward time: 2.8194, Backward time: 3.5358, DDP time: 0.0044, Total iter time: 5.8285 [2020-11-08 12:54:13,294][root][INFO] - ===> Epoch[2005](4010/2): Loss -0.8572, Sem 0.0421, dir -0.9862, norm 0.0869, swav 0.0000 LR: 2.330e-02 Score 98.410 Data time: 0.1752, Forward time: 2.8191, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 7.3462 [2020-11-08 12:54:19,495][root][INFO] - ===> Epoch[2006](4011/2): Loss -0.8531, Sem 0.0447, dir -0.9863, norm 0.0885, swav 0.0000 LR: 2.328e-02 Score 98.292 Data time: 0.2991, Forward time: 2.8193, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 6.1398 [2020-11-08 12:54:25,561][root][INFO] - ===> Epoch[2006](4012/2): Loss -0.8473, Sem 0.0424, dir -0.9846, norm 0.0948, swav 0.0000 LR: 2.326e-02 Score 98.400 Data time: 0.2345, Forward time: 2.8193, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 5.9465 [2020-11-08 12:54:31,952][root][INFO] - ===> Epoch[2007](4013/2): Loss -0.8494, Sem 0.0424, dir -0.9861, norm 0.0943, swav 0.0000 LR: 2.323e-02 Score 98.372 Data time: 0.2076, Forward time: 2.8192, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.2627 [2020-11-08 12:54:37,010][root][INFO] - ===> Epoch[2007](4014/2): Loss -0.8570, Sem 0.0426, dir -0.9863, norm 0.0867, swav 0.0000 LR: 2.321e-02 Score 98.377 Data time: 0.1989, Forward time: 2.8191, Backward time: 3.5354, DDP time: 0.0044, Total iter time: 4.9238 [2020-11-08 12:54:44,366][root][INFO] - ===> Epoch[2008](4015/2): Loss -0.8539, Sem 0.0415, dir -0.9880, norm 0.0926, swav 0.0000 LR: 2.319e-02 Score 98.397 Data time: 0.2596, Forward time: 2.8191, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 7.2378 [2020-11-08 12:54:51,770][root][INFO] - ===> Epoch[2008](4016/2): Loss -0.8461, Sem 0.0444, dir -0.9854, norm 0.0949, swav 0.0000 LR: 2.317e-02 Score 98.320 Data time: 0.2170, Forward time: 2.8190, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 7.2440 [2020-11-08 12:54:59,541][root][INFO] - ===> Epoch[2009](4017/2): Loss -0.8489, Sem 0.0423, dir -0.9857, norm 0.0945, swav 0.0000 LR: 2.315e-02 Score 98.394 Data time: 0.2461, Forward time: 2.8190, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 7.6406 [2020-11-08 12:55:07,333][root][INFO] - ===> Epoch[2009](4018/2): Loss -0.8551, Sem 0.0419, dir -0.9868, norm 0.0899, swav 0.0000 LR: 2.313e-02 Score 98.376 Data time: 0.3164, Forward time: 2.8192, Backward time: 3.5360, DDP time: 0.0044, Total iter time: 7.6656 [2020-11-08 12:55:12,790][root][INFO] - ===> Epoch[2010](4019/2): Loss -0.8583, Sem 0.0403, dir -0.9875, norm 0.0889, swav 0.0000 LR: 2.311e-02 Score 98.441 Data time: 0.2603, Forward time: 2.8192, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 5.3052 [2020-11-08 12:55:19,861][root][INFO] - ===> Epoch[2010](4020/2): Loss -0.8515, Sem 0.0426, dir -0.9863, norm 0.0922, swav 0.0000 LR: 2.309e-02 Score 98.367 Data time: 0.2765, Forward time: 2.8192, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.9366 [2020-11-08 12:55:28,372][root][INFO] - ===> Epoch[2011](4021/2): Loss -0.8550, Sem 0.0407, dir -0.9872, norm 0.0914, swav 0.0000 LR: 2.306e-02 Score 98.465 Data time: 0.4271, Forward time: 2.8196, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 8.3922 [2020-11-08 12:55:34,638][root][INFO] - ===> Epoch[2011](4022/2): Loss -0.8518, Sem 0.0429, dir -0.9858, norm 0.0912, swav 0.0000 LR: 2.304e-02 Score 98.349 Data time: 0.2450, Forward time: 2.8197, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 6.1198 [2020-11-08 12:55:41,532][root][INFO] - ===> Epoch[2012](4023/2): Loss -0.8564, Sem 0.0442, dir -0.9852, norm 0.0846, swav 0.0000 LR: 2.302e-02 Score 98.327 Data time: 0.2693, Forward time: 2.8197, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 6.7474 [2020-11-08 12:55:47,628][root][INFO] - ===> Epoch[2012](4024/2): Loss -0.8559, Sem 0.0418, dir -0.9865, norm 0.0889, swav 0.0000 LR: 2.300e-02 Score 98.386 Data time: 0.2240, Forward time: 2.8196, Backward time: 3.5354, DDP time: 0.0044, Total iter time: 5.9565 [2020-11-08 12:55:54,782][root][INFO] - ===> Epoch[2013](4025/2): Loss -0.8474, Sem 0.0432, dir -0.9865, norm 0.0958, swav 0.0000 LR: 2.298e-02 Score 98.355 Data time: 0.3351, Forward time: 2.8196, Backward time: 3.5355, DDP time: 0.0044, Total iter time: 7.0188 [2020-11-08 12:55:59,765][root][INFO] - ===> Epoch[2013](4026/2): Loss -0.8557, Sem 0.0419, dir -0.9877, norm 0.0901, swav 0.0000 LR: 2.296e-02 Score 98.388 Data time: 0.1936, Forward time: 2.8194, Backward time: 3.5352, DDP time: 0.0044, Total iter time: 4.8585 [2020-11-08 12:56:07,146][root][INFO] - ===> Epoch[2014](4027/2): Loss -0.8576, Sem 0.0403, dir -0.9865, norm 0.0886, swav 0.0000 LR: 2.294e-02 Score 98.466 Data time: 0.1900, Forward time: 2.8192, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 7.2708 [2020-11-08 12:56:14,009][root][INFO] - ===> Epoch[2014](4028/2): Loss -0.8527, Sem 0.0429, dir -0.9861, norm 0.0905, swav 0.0000 LR: 2.292e-02 Score 98.366 Data time: 0.2548, Forward time: 2.8191, Backward time: 3.5357, DDP time: 0.0044, Total iter time: 6.7713 [2020-11-08 12:56:19,977][root][INFO] - ===> Epoch[2015](4029/2): Loss -0.8538, Sem 0.0432, dir -0.9856, norm 0.0886, swav 0.0000 LR: 2.290e-02 Score 98.352 Data time: 0.1986, Forward time: 2.8190, Backward time: 3.5356, DDP time: 0.0044, Total iter time: 5.8209 [2020-11-08 12:56:27,968][root][INFO] - ===> Epoch[2015](4030/2): Loss -0.8560, Sem 0.0398, dir -0.9878, norm 0.0920, swav 0.0000 LR: 2.287e-02 Score 98.468 Data time: 0.1773, Forward time: 2.8188, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 7.8576 [2020-11-08 12:56:34,605][root][INFO] - ===> Epoch[2016](4031/2): Loss -0.8598, Sem 0.0413, dir -0.9874, norm 0.0863, swav 0.0000 LR: 2.285e-02 Score 98.423 Data time: 0.2986, Forward time: 2.8190, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 6.5210 [2020-11-08 12:56:42,077][root][INFO] - ===> Epoch[2016](4032/2): Loss -0.8554, Sem 0.0420, dir -0.9864, norm 0.0889, swav 0.0000 LR: 2.283e-02 Score 98.390 Data time: 0.2016, Forward time: 2.8189, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 7.3179 [2020-11-08 12:56:48,982][root][INFO] - ===> Epoch[2017](4033/2): Loss -0.8538, Sem 0.0424, dir -0.9875, norm 0.0913, swav 0.0000 LR: 2.281e-02 Score 98.374 Data time: 0.2244, Forward time: 2.8188, Backward time: 3.5362, DDP time: 0.0044, Total iter time: 6.7692 [2020-11-08 12:56:55,721][root][INFO] - ===> Epoch[2017](4034/2): Loss -0.8564, Sem 0.0411, dir -0.9857, norm 0.0882, swav 0.0000 LR: 2.279e-02 Score 98.441 Data time: 0.2826, Forward time: 2.8188, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 6.5860 [2020-11-08 12:57:02,115][root][INFO] - ===> Epoch[2018](4035/2): Loss -0.8592, Sem 0.0395, dir -0.9869, norm 0.0882, swav 0.0000 LR: 2.277e-02 Score 98.469 Data time: 0.2366, Forward time: 2.8188, Backward time: 3.5361, DDP time: 0.0044, Total iter time: 6.2343 [2020-11-08 12:57:02,232][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,250][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,251][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,263][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,267][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,269][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,271][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,272][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:08,078][root][INFO] - ===> Epoch[2018](4036/2): Loss -0.8488, Sem 0.0441, dir -0.9852, norm 0.0923, swav 0.0000 LR: 2.275e-02 Score 98.314 Data time: 0.2089, Forward time: 2.8187, Backward time: 3.5359, DDP time: 0.0044, Total iter time: 5.8117 [2020-11-08 12:57:16,093][root][INFO] - ===> Epoch[2019](4037/2): Loss -0.8488, Sem 0.0431, dir -0.9858, norm 0.0939, swav 0.0000 LR: 2.273e-02 Score 98.352 Data time: 0.2058, Forward time: 2.8186, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 7.9015 [2020-11-08 12:57:21,898][root][INFO] - ===> Epoch[2019](4038/2): Loss -0.8554, Sem 0.0407, dir -0.9859, norm 0.0898, swav 0.0000 LR: 2.270e-02 Score 98.449 Data time: 0.1725, Forward time: 2.8185, Backward time: 3.5363, DDP time: 0.0044, Total iter time: 5.7033 [2020-11-08 12:57:28,503][root][INFO] - ===> Epoch[2020](4039/2): Loss -0.8507, Sem 0.0430, dir -0.9854, norm 0.0917, swav 0.0000 LR: 2.268e-02 Score 98.371 Data time: 0.1892, Forward time: 2.8183, Backward time: 3.5364, DDP time: 0.0044, Total iter time: 6.5027 [2020-11-08 13:00:39,363][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:39,369][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:39,375][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:39,376][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:39,377][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:39,380][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:39,386][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:39,386][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:39,400][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:39,403][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:39,409][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:39,411][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:39,411][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:39,416][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:39,421][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:39,424][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:50,185][root][INFO] - ===> Configurations [2020-11-08 13:00:50,207][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth weights_for_inner_model: false dilations: - 1 - 1 - 1 - 1 wrapper_type: null wrapper_region_type: 1 wrapper_kernel_size: 3 wrapper_lr: 0.1 meanfield_iterations: 10 crf_spatial_sigma: 1 crf_chromatic_sigma: 12 optimizer: optimizer: SGD lr: 0.1 sgd_momentum: 0.9 sgd_dampening: 0.1 adam_beta1: 0.9 adam_beta2: 0.999 weight_decay: 0.0001 param_histogram_freq: 100 save_param_histogram: false iter_size: 1 bn_momentum: 0.02 scheduler: PolyLR max_iter: 5000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: data_efficient_by_scenes/5/2.txt voxel_size: 0.05 data_dir: data sampled_inds: null temporal_dilation: 30 temporal_numseq: 3 point_lim: -1 pre_point_lim: -1 batch_size: 6 val_batch_size: 1 test_batch_size: 1 cache_data: false num_workers: 1 num_val_workers: 1 ignore_label: 255 return_transformation: false ignore_duplicate_class: false partial_crop: 0 train_limit_numpoints: 0 synthia_path: /home/chrischoy/datasets/Synthia/Synthia4D synthia_camera_path: /home/chrischoy/datasets/Synthia/%s/CameraParams/ synthia_camera_intrinsic_file: intrinsics.txt synthia_camera_extrinsics_file: Stereo_Right/Omni_F/%s.txt temporal_rand_dilation: false temporal_rand_numseq: false scannet_path: /checkpoint/jihou/data/scannet/pointcloud/ stanford3d_path: /home/chrischoy/datasets/Stanford3D train: is_train: true stat_freq: 1 save_freq: 500 val_freq: 500 empty_cache_freq: 1 train_phase: train val_phase: val overwrite_weights: true resume: true resume_optimizer: True, eval_upsample: false lenient_weight_loading: true distributed: distributed_world_size: 8 distributed_rank: 0 distributed_backend: nccl distributed_init_method: tcp://learnfair2360:10100 distributed_port: 10100 device_id: 0 distributed_no_spawn: true ddp_backend: c10d bucket_cap_mb: 25 augmentation: use_feat_aug: true data_aug_color_trans_ratio: 0.1 data_aug_color_jitter_std: 0.05 normalize_color: true data_aug_scale_min: 0.9 data_aug_scale_max: 1.1 data_aug_hue_max: 0.5 data_aug_saturation_max: 0.2 test: visualize: false save_features: false save_feat_dir: outputs/feat save_prediction: false save_pred_dir: outputs/pred test_temporal_average: false visualize_path: outputs/visualize test_phase: test evaluate_original_pointcloud: false test_original_pointcloud: false test_stat_freq: 100 misc: is_cuda: true load_path: null log_step: 50 log_level: INFO num_gpu: 1 seed: 123 log_dir: /checkpoint/jihou/insseglessscenes_ load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-08 13:00:50,207][root][INFO] - ===> Initializing dataloader [2020-11-08 13:00:50,250][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 13:00:50,255][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 13:00:50,255][root][INFO] - ===> Building model [2020-11-08 13:00:50,571][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 13:00:50,571][root][INFO] - Res16UNet34C( (conv0p1s1): MinkowskiConvolution(in=3, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[3, 3, 3], stride=[1, 1, 1], dilation=[1, 1, 1]) (bn0): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (conv1p1s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block1): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv2p2s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block2): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv3p4s2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn3): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block3): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv4p8s2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn4): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block4): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (4): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (5): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr4p16s2): MinkowskiConvolutionTranspose(in=256, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr4): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block5): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr5p8s2): MinkowskiConvolutionTranspose(in=256, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr5): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block6): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr6p4s2): MinkowskiConvolutionTranspose(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr6): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block7): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr7p2s2): MinkowskiConvolutionTranspose(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr7): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block8): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (final): MinkowskiConvolution(in=96, out=20, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (relu): MinkowskiReLU() (offsets_pre): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (bntr_offset): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (offsets): MinkowskiConvolution(in=96, out=3, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) ) [2020-11-08 13:00:50,575][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 13:00:51,661][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 13:00:51,848][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 13:00:51,848][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-08 13:00:52,585][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 2000) [2020-11-08 13:01:03,463][root][INFO] - ===> Epoch[2000](4001/2): Loss -0.8571, Sem 0.0420, dir -0.9866, norm 0.0875, swav 0.0000 LR: 2.345e-02 Score 98.386 Data time: 2.4373, Forward time: 2.4298, Backward time: 5.8432, DDP time: 0.0048, Total iter time: 10.8198 [2020-11-08 13:01:11,753][root][INFO] - ===> Epoch[2000](4002/2): Loss -0.8515, Sem 0.0416, dir -0.9859, norm 0.0928, swav 0.0000 LR: 2.342e-02 Score 98.418 Data time: 0.2073, Forward time: 2.3105, Backward time: 5.6686, DDP time: 0.0043, Total iter time: 8.0623 [2020-11-08 13:01:19,761][root][INFO] - ===> Epoch[2001](4003/2): Loss -0.8605, Sem 0.0395, dir -0.9872, norm 0.0872, swav 0.0000 LR: 2.340e-02 Score 98.485 Data time: 0.2299, Forward time: 2.4400, Backward time: 5.2971, DDP time: 0.0042, Total iter time: 7.6010 [2020-11-08 13:01:26,453][root][INFO] - ===> Epoch[2001](4004/2): Loss -0.8517, Sem 0.0442, dir -0.9866, norm 0.0907, swav 0.0000 LR: 2.338e-02 Score 98.319 Data time: 0.2387, Forward time: 2.4602, Backward time: 4.8329, DDP time: 0.0043, Total iter time: 6.2841 [2020-11-08 13:01:33,809][root][INFO] - ===> Epoch[2002](4005/2): Loss -0.8502, Sem 0.0408, dir -0.9856, norm 0.0946, swav 0.0000 LR: 2.336e-02 Score 98.449 Data time: 0.1848, Forward time: 2.3733, Backward time: 4.8028, DDP time: 0.0042, Total iter time: 7.0255 [2020-11-08 13:01:40,710][root][INFO] - ===> Epoch[2002](4006/2): Loss -0.8559, Sem 0.0429, dir -0.9867, norm 0.0879, swav 0.0000 LR: 2.334e-02 Score 98.332 Data time: 0.1986, Forward time: 2.3183, Backward time: 4.7093, DDP time: 0.0042, Total iter time: 6.6105 [2020-11-08 13:01:48,544][root][INFO] - ===> Epoch[2003](4007/2): Loss -0.8524, Sem 0.0421, dir -0.9861, norm 0.0916, swav 0.0000 LR: 2.332e-02 Score 98.401 Data time: 0.2652, Forward time: 2.3353, Backward time: 4.7161, DDP time: 0.0041, Total iter time: 7.5828 [2020-11-08 13:01:55,302][root][INFO] - ===> Epoch[2003](4008/2): Loss -0.8485, Sem 0.0424, dir -0.9859, norm 0.0950, swav 0.0000 LR: 2.330e-02 Score 98.379 Data time: 0.2753, Forward time: 2.4207, Backward time: 4.5247, DDP time: 0.0042, Total iter time: 6.5267 [2020-11-08 13:02:01,337][root][INFO] - ===> Epoch[2004](4009/2): Loss -0.8568, Sem 0.0414, dir -0.9873, norm 0.0891, swav 0.0000 LR: 2.328e-02 Score 98.407 Data time: 0.2064, Forward time: 2.4310, Backward time: 4.3594, DDP time: 0.0042, Total iter time: 5.8136 [2020-11-08 13:02:08,686][root][INFO] - ===> Epoch[2004](4010/2): Loss -0.8479, Sem 0.0441, dir -0.9851, norm 0.0930, swav 0.0000 LR: 2.326e-02 Score 98.324 Data time: 0.1541, Forward time: 2.3566, Backward time: 4.4374, DDP time: 0.0042, Total iter time: 7.1644 [2020-11-08 13:02:14,962][root][INFO] - ===> Epoch[2005](4011/2): Loss -0.8480, Sem 0.0450, dir -0.9857, norm 0.0927, swav 0.0000 LR: 2.323e-02 Score 98.277 Data time: 0.2852, Forward time: 2.4238, Backward time: 4.2864, DDP time: 0.0040, Total iter time: 6.1690 [2020-11-08 13:02:21,560][root][INFO] - ===> Epoch[2005](4012/2): Loss -0.8450, Sem 0.0404, dir -0.9845, norm 0.0991, swav 0.0000 LR: 2.321e-02 Score 98.463 Data time: 0.2303, Forward time: 2.4416, Backward time: 4.2205, DDP time: 0.0039, Total iter time: 6.4404 [2020-11-08 13:02:28,086][root][INFO] - ===> Epoch[2006](4013/2): Loss -0.8479, Sem 0.0436, dir -0.9857, norm 0.0942, swav 0.0000 LR: 2.319e-02 Score 98.335 Data time: 0.1959, Forward time: 2.4285, Backward time: 4.1883, DDP time: 0.0039, Total iter time: 6.3696 [2020-11-08 13:02:33,407][root][INFO] - ===> Epoch[2006](4014/2): Loss -0.8579, Sem 0.0420, dir -0.9859, norm 0.0860, swav 0.0000 LR: 2.317e-02 Score 98.396 Data time: 0.1803, Forward time: 2.3972, Backward time: 4.1009, DDP time: 0.0039, Total iter time: 5.2034 [2020-11-08 13:02:40,830][root][INFO] - ===> Epoch[2007](4015/2): Loss -0.8520, Sem 0.0430, dir -0.9875, norm 0.0926, swav 0.0000 LR: 2.315e-02 Score 98.362 Data time: 0.2527, Forward time: 2.4191, Backward time: 4.1099, DDP time: 0.0039, Total iter time: 7.3042 [2020-11-08 13:02:47,948][root][INFO] - ===> Epoch[2007](4016/2): Loss -0.8604, Sem 0.0395, dir -0.9875, norm 0.0877, swav 0.0000 LR: 2.313e-02 Score 98.487 Data time: 0.2266, Forward time: 2.4258, Backward time: 4.1107, DDP time: 0.0039, Total iter time: 6.9781 [2020-11-08 13:02:55,205][root][INFO] - ===> Epoch[2008](4017/2): Loss -0.8480, Sem 0.0430, dir -0.9852, norm 0.0942, swav 0.0000 LR: 2.311e-02 Score 98.353 Data time: 0.2075, Forward time: 2.4151, Backward time: 4.1361, DDP time: 0.0039, Total iter time: 7.1131 [2020-11-08 13:03:03,153][root][INFO] - ===> Epoch[2008](4018/2): Loss -0.8539, Sem 0.0425, dir -0.9870, norm 0.0906, swav 0.0000 LR: 2.309e-02 Score 98.367 Data time: 0.2856, Forward time: 2.4572, Backward time: 4.1436, DDP time: 0.0039, Total iter time: 7.8207 [2020-11-08 13:03:08,615][root][INFO] - ===> Epoch[2009](4019/2): Loss -0.8534, Sem 0.0419, dir -0.9868, norm 0.0915, swav 0.0000 LR: 2.306e-02 Score 98.395 Data time: 0.2532, Forward time: 2.4787, Backward time: 4.0388, DDP time: 0.0038, Total iter time: 5.2830 [2020-11-08 13:03:15,246][root][INFO] - ===> Epoch[2009](4020/2): Loss -0.8619, Sem 0.0402, dir -0.9871, norm 0.0850, swav 0.0000 LR: 2.304e-02 Score 98.462 Data time: 0.3482, Forward time: 2.4773, Backward time: 4.0176, DDP time: 0.0038, Total iter time: 6.5046 [2020-11-08 13:03:23,277][root][INFO] - ===> Epoch[2010](4021/2): Loss -0.8550, Sem 0.0415, dir -0.9867, norm 0.0902, swav 0.0000 LR: 2.302e-02 Score 98.419 Data time: 0.4070, Forward time: 2.5567, Backward time: 3.9851, DDP time: 0.0037, Total iter time: 7.8980 [2020-11-08 13:03:29,881][root][INFO] - ===> Epoch[2010](4022/2): Loss -0.8493, Sem 0.0434, dir -0.9860, norm 0.0933, swav 0.0000 LR: 2.300e-02 Score 98.323 Data time: 0.2450, Forward time: 2.5730, Backward time: 3.9513, DDP time: 0.0037, Total iter time: 6.4685 [2020-11-08 13:03:36,641][root][INFO] - ===> Epoch[2011](4023/2): Loss -0.8561, Sem 0.0433, dir -0.9851, norm 0.0857, swav 0.0000 LR: 2.298e-02 Score 98.365 Data time: 0.2304, Forward time: 2.5742, Backward time: 3.9409, DDP time: 0.0037, Total iter time: 6.6305 [2020-11-08 13:03:43,107][root][INFO] - ===> Epoch[2011](4024/2): Loss -0.8594, Sem 0.0407, dir -0.9877, norm 0.0876, swav 0.0000 LR: 2.296e-02 Score 98.436 Data time: 0.2201, Forward time: 2.5684, Backward time: 3.9275, DDP time: 0.0037, Total iter time: 6.3638 [2020-11-08 13:03:50,017][root][INFO] - ===> Epoch[2012](4025/2): Loss -0.8545, Sem 0.0428, dir -0.9865, norm 0.0892, swav 0.0000 LR: 2.294e-02 Score 98.370 Data time: 0.2435, Forward time: 2.5756, Backward time: 3.9198, DDP time: 0.0037, Total iter time: 6.8008 [2020-11-08 13:03:55,536][root][INFO] - ===> Epoch[2012](4026/2): Loss -0.8603, Sem 0.0411, dir -0.9882, norm 0.0868, swav 0.0000 LR: 2.292e-02 Score 98.415 Data time: 0.1744, Forward time: 2.5559, Backward time: 3.8872, DDP time: 0.0037, Total iter time: 5.3911 [2020-11-08 13:04:02,345][root][INFO] - ===> Epoch[2013](4027/2): Loss -0.8414, Sem 0.0432, dir -0.9842, norm 0.0995, swav 0.0000 LR: 2.290e-02 Score 98.361 Data time: 0.1640, Forward time: 2.5259, Backward time: 3.9168, DDP time: 0.0037, Total iter time: 6.7499 [2020-11-08 13:04:09,717][root][INFO] - ===> Epoch[2013](4028/2): Loss -0.8526, Sem 0.0417, dir -0.9859, norm 0.0916, swav 0.0000 LR: 2.287e-02 Score 98.409 Data time: 0.2372, Forward time: 2.5239, Backward time: 3.9367, DDP time: 0.0037, Total iter time: 7.3083 [2020-11-08 13:04:15,592][root][INFO] - ===> Epoch[2014](4029/2): Loss -0.8457, Sem 0.0435, dir -0.9849, norm 0.0957, swav 0.0000 LR: 2.285e-02 Score 98.350 Data time: 0.1953, Forward time: 2.5172, Backward time: 3.9102, DDP time: 0.0037, Total iter time: 5.7545 [2020-11-08 13:04:23,285][root][INFO] - ===> Epoch[2014](4030/2): Loss -0.8483, Sem 0.0436, dir -0.9870, norm 0.0951, swav 0.0000 LR: 2.283e-02 Score 98.344 Data time: 0.1572, Forward time: 2.4883, Backward time: 3.9646, DDP time: 0.0037, Total iter time: 7.5660 [2020-11-08 13:04:29,428][root][INFO] - ===> Epoch[2015](4031/2): Loss -0.8534, Sem 0.0433, dir -0.9865, norm 0.0899, swav 0.0000 LR: 2.281e-02 Score 98.363 Data time: 0.3014, Forward time: 2.5101, Backward time: 3.9197, DDP time: 0.0036, Total iter time: 6.0520 [2020-11-08 13:04:37,283][root][INFO] - ===> Epoch[2015](4032/2): Loss -0.8517, Sem 0.0417, dir -0.9868, norm 0.0934, swav 0.0000 LR: 2.279e-02 Score 98.388 Data time: 0.2227, Forward time: 2.5074, Backward time: 3.9512, DDP time: 0.0037, Total iter time: 7.7139 [2020-11-08 13:04:43,705][root][INFO] - ===> Epoch[2016](4033/2): Loss -0.8544, Sem 0.0429, dir -0.9872, norm 0.0899, swav 0.0000 LR: 2.277e-02 Score 98.354 Data time: 0.2239, Forward time: 2.5058, Backward time: 3.9386, DDP time: 0.0036, Total iter time: 6.3002 [2020-11-08 13:04:50,130][root][INFO] - ===> Epoch[2016](4034/2): Loss -0.8558, Sem 0.0396, dir -0.9864, norm 0.0911, swav 0.0000 LR: 2.275e-02 Score 98.480 Data time: 0.2229, Forward time: 2.5000, Backward time: 3.9310, DDP time: 0.0037, Total iter time: 6.3184 [2020-11-08 13:04:56,759][root][INFO] - ===> Epoch[2017](4035/2): Loss -0.8492, Sem 0.0411, dir -0.9861, norm 0.0958, swav 0.0000 LR: 2.273e-02 Score 98.416 Data time: 0.2231, Forward time: 2.4939, Backward time: 3.9303, DDP time: 0.0037, Total iter time: 6.5152 [2020-11-08 13:05:03,103][root][INFO] - ===> Epoch[2017](4036/2): Loss -0.8464, Sem 0.0441, dir -0.9859, norm 0.0953, swav 0.0000 LR: 2.270e-02 Score 98.316 Data time: 0.2066, Forward time: 2.4883, Backward time: 3.9226, DDP time: 0.0037, Total iter time: 6.2399 [2020-11-08 13:05:11,302][root][INFO] - ===> Epoch[2018](4037/2): Loss -0.8479, Sem 0.0445, dir -0.9854, norm 0.0930, swav 0.0000 LR: 2.268e-02 Score 98.299 Data time: 0.1912, Forward time: 2.4790, Backward time: 3.9669, DDP time: 0.0037, Total iter time: 8.0754 [2020-11-08 13:05:17,244][root][INFO] - ===> Epoch[2018](4038/2): Loss -0.8571, Sem 0.0397, dir -0.9863, norm 0.0895, swav 0.0000 LR: 2.266e-02 Score 98.491 Data time: 0.1878, Forward time: 2.4656, Backward time: 3.9565, DDP time: 0.0037, Total iter time: 5.8286 [2020-11-08 13:05:24,112][root][INFO] - ===> Epoch[2019](4039/2): Loss -0.8528, Sem 0.0432, dir -0.9861, norm 0.0901, swav 0.0000 LR: 2.264e-02 Score 98.365 Data time: 0.1869, Forward time: 2.4495, Backward time: 3.9729, DDP time: 0.0037, Total iter time: 6.7710 [2020-11-08 13:05:31,093][root][INFO] - ===> Epoch[2019](4040/2): Loss -0.8550, Sem 0.0417, dir -0.9858, norm 0.0892, swav 0.0000 LR: 2.262e-02 Score 98.413 Data time: 0.3581, Forward time: 2.4750, Backward time: 3.9493, DDP time: 0.0037, Total iter time: 6.8804 [2020-11-08 13:05:38,825][root][INFO] - ===> Epoch[2020](4041/2): Loss -0.8569, Sem 0.0390, dir -0.9872, norm 0.0913, swav 0.0000 LR: 2.260e-02 Score 98.494 Data time: 0.2042, Forward time: 2.4700, Backward time: 3.9736, DDP time: 0.0037, Total iter time: 7.5952 [2020-11-08 13:05:45,347][root][INFO] - ===> Epoch[2020](4042/2): Loss -0.8567, Sem 0.0439, dir -0.9872, norm 0.0865, swav 0.0000 LR: 2.258e-02 Score 98.300 Data time: 0.2960, Forward time: 2.4876, Backward time: 3.9476, DDP time: 0.0037, Total iter time: 6.4111 [2020-11-08 13:05:52,173][root][INFO] - ===> Epoch[2021](4043/2): Loss -0.8525, Sem 0.0437, dir -0.9870, norm 0.0908, swav 0.0000 LR: 2.256e-02 Score 98.318 Data time: 0.2174, Forward time: 2.4769, Backward time: 3.9554, DDP time: 0.0037, Total iter time: 6.6752 [2020-11-08 13:05:58,629][root][INFO] - ===> Epoch[2021](4044/2): Loss -0.8582, Sem 0.0407, dir -0.9868, norm 0.0879, swav 0.0000 LR: 2.253e-02 Score 98.446 Data time: 0.2206, Forward time: 2.4676, Backward time: 3.9548, DDP time: 0.0037, Total iter time: 6.3435 [2020-11-08 13:06:07,687][root][INFO] - ===> Epoch[2022](4045/2): Loss -0.8538, Sem 0.0428, dir -0.9871, norm 0.0906, swav 0.0000 LR: 2.251e-02 Score 98.356 Data time: 0.4910, Forward time: 2.5141, Backward time: 3.9530, DDP time: 0.0036, Total iter time: 8.9391 [2020-11-08 13:06:13,620][root][INFO] - ===> Epoch[2022](4046/2): Loss -0.8411, Sem 0.0406, dir -0.9854, norm 0.1037, swav 0.0000 LR: 2.249e-02 Score 98.433 Data time: 0.2536, Forward time: 2.5249, Backward time: 3.9214, DDP time: 0.0036, Total iter time: 5.8110 [2020-11-08 13:06:21,381][root][INFO] - ===> Epoch[2023](4047/2): Loss -0.8476, Sem 0.0430, dir -0.9859, norm 0.0953, swav 0.0000 LR: 2.247e-02 Score 98.352 Data time: 0.2530, Forward time: 2.5317, Backward time: 3.9317, DDP time: 0.0036, Total iter time: 7.6106 [2020-11-08 13:06:27,522][root][INFO] - ===> Epoch[2023](4048/2): Loss -0.8567, Sem 0.0430, dir -0.9868, norm 0.0871, swav 0.0000 LR: 2.245e-02 Score 98.352 Data time: 0.2304, Forward time: 2.5349, Backward time: 3.9127, DDP time: 0.0036, Total iter time: 5.9973 [2020-11-08 13:06:33,864][root][INFO] - ===> Epoch[2024](4049/2): Loss -0.8477, Sem 0.0428, dir -0.9857, norm 0.0952, swav 0.0000 LR: 2.243e-02 Score 98.362 Data time: 0.1655, Forward time: 2.5195, Backward time: 3.9171, DDP time: 0.0036, Total iter time: 6.2204 [2020-11-08 13:06:39,108][root][INFO] - ===> Epoch[2024](4050/2): Loss -0.8584, Sem 0.0423, dir -0.9864, norm 0.0858, swav 0.0000 LR: 2.241e-02 Score 98.397 Data time: 0.2475, Forward time: 2.5210, Backward time: 3.8846, DDP time: 0.0037, Total iter time: 5.1530 [2020-11-08 13:06:47,801][root][INFO] - ===> Epoch[2025](4051/2): Loss -0.8475, Sem 0.0440, dir -0.9863, norm 0.0948, swav 0.0000 LR: 2.239e-02 Score 98.307 Data time: 0.2529, Forward time: 2.5244, Backward time: 3.9154, DDP time: 0.0037, Total iter time: 8.5633 [2020-11-08 13:06:53,823][root][INFO] - ===> Epoch[2025](4052/2): Loss -0.8520, Sem 0.0425, dir -0.9866, norm 0.0920, swav 0.0000 LR: 2.236e-02 Score 98.382 Data time: 0.2610, Forward time: 2.5295, Backward time: 3.8939, DDP time: 0.0037, Total iter time: 5.8857 [2020-11-08 13:07:00,504][root][INFO] - ===> Epoch[2026](4053/2): Loss -0.8569, Sem 0.0427, dir -0.9872, norm 0.0876, swav 0.0000 LR: 2.234e-02 Score 98.380 Data time: 0.2123, Forward time: 2.5263, Backward time: 3.8936, DDP time: 0.0037, Total iter time: 6.5564 [2020-11-08 13:07:07,722][root][INFO] - ===> Epoch[2026](4054/2): Loss -0.8505, Sem 0.0416, dir -0.9871, norm 0.0949, swav 0.0000 LR: 2.232e-02 Score 98.410 Data time: 0.2966, Forward time: 2.5326, Backward time: 3.8929, DDP time: 0.0037, Total iter time: 7.1124 [2020-11-08 13:07:16,412][root][INFO] - ===> Epoch[2027](4055/2): Loss -0.8492, Sem 0.0421, dir -0.9858, norm 0.0945, swav 0.0000 LR: 2.230e-02 Score 98.379 Data time: 0.2266, Forward time: 2.5297, Backward time: 3.9269, DDP time: 0.0037, Total iter time: 8.5552 [2020-11-08 13:07:22,955][root][INFO] - ===> Epoch[2027](4056/2): Loss -0.8536, Sem 0.0414, dir -0.9863, norm 0.0913, swav 0.0000 LR: 2.228e-02 Score 98.416 Data time: 0.3638, Forward time: 2.5434, Backward time: 3.9054, DDP time: 0.0036, Total iter time: 6.3955 [2020-11-08 13:07:30,997][root][INFO] - ===> Epoch[2028](4057/2): Loss -0.8520, Sem 0.0433, dir -0.9860, norm 0.0907, swav 0.0000 LR: 2.226e-02 Score 98.343 Data time: 0.2653, Forward time: 2.5538, Backward time: 3.9142, DDP time: 0.0036, Total iter time: 7.9073 [2020-11-08 13:07:37,537][root][INFO] - ===> Epoch[2028](4058/2): Loss -0.8494, Sem 0.0416, dir -0.9862, norm 0.0953, swav 0.0000 LR: 2.224e-02 Score 98.436 Data time: 0.1794, Forward time: 2.5433, Backward time: 3.9182, DDP time: 0.0037, Total iter time: 6.4146 [2020-11-08 13:07:44,923][root][INFO] - ===> Epoch[2029](4059/2): Loss -0.8469, Sem 0.0454, dir -0.9858, norm 0.0935, swav 0.0000 LR: 2.222e-02 Score 98.279 Data time: 0.2033, Forward time: 2.5375, Backward time: 3.9322, DDP time: 0.0037, Total iter time: 7.2793 [2020-11-08 13:07:52,643][root][INFO] - ===> Epoch[2029](4060/2): Loss -0.8529, Sem 0.0425, dir -0.9861, norm 0.0907, swav 0.0000 LR: 2.219e-02 Score 98.383 Data time: 0.2232, Forward time: 2.5322, Backward time: 3.9499, DDP time: 0.0037, Total iter time: 7.5931 [2020-11-08 13:07:59,093][root][INFO] - ===> Epoch[2030](4061/2): Loss -0.8433, Sem 0.0437, dir -0.9853, norm 0.0983, swav 0.0000 LR: 2.217e-02 Score 98.341 Data time: 0.2781, Forward time: 2.5413, Backward time: 3.9335, DDP time: 0.0037, Total iter time: 6.3487 [2020-11-08 13:08:05,783][root][INFO] - ===> Epoch[2030](4062/2): Loss -0.8469, Sem 0.0413, dir -0.9858, norm 0.0976, swav 0.0000 LR: 2.215e-02 Score 98.397 Data time: 0.3664, Forward time: 2.5561, Backward time: 3.9137, DDP time: 0.0036, Total iter time: 6.5423 [2020-11-08 13:08:12,966][root][INFO] - ===> Epoch[2031](4063/2): Loss -0.8475, Sem 0.0436, dir -0.9859, norm 0.0948, swav 0.0000 LR: 2.213e-02 Score 98.342 Data time: 0.2810, Forward time: 2.5642, Backward time: 3.9088, DDP time: 0.0036, Total iter time: 7.0402 [2020-11-08 13:08:19,720][root][INFO] - ===> Epoch[2031](4064/2): Loss -0.8520, Sem 0.0412, dir -0.9862, norm 0.0930, swav 0.0000 LR: 2.211e-02 Score 98.403 Data time: 0.3711, Forward time: 2.5777, Backward time: 3.8916, DDP time: 0.0036, Total iter time: 6.6164 [2020-11-08 13:08:26,418][root][INFO] - ===> Epoch[2032](4065/2): Loss -0.8527, Sem 0.0419, dir -0.9863, norm 0.0917, swav 0.0000 LR: 2.209e-02 Score 98.404 Data time: 0.3527, Forward time: 2.5916, Backward time: 3.8737, DDP time: 0.0036, Total iter time: 6.5764 [2020-11-08 13:08:32,329][root][INFO] - ===> Epoch[2032](4066/2): Loss -0.8504, Sem 0.0408, dir -0.9865, norm 0.0952, swav 0.0000 LR: 2.207e-02 Score 98.434 Data time: 0.2588, Forward time: 2.5938, Backward time: 3.8566, DDP time: 0.0036, Total iter time: 5.7893 [2020-11-08 13:08:40,063][root][INFO] - ===> Epoch[2033](4067/2): Loss -0.8556, Sem 0.0412, dir -0.9874, norm 0.0906, swav 0.0000 LR: 2.205e-02 Score 98.405 Data time: 0.1893, Forward time: 2.5851, Backward time: 3.8774, DDP time: 0.0036, Total iter time: 7.6175 [2020-11-08 13:08:45,941][root][INFO] - ===> Epoch[2033](4068/2): Loss -0.8493, Sem 0.0409, dir -0.9854, norm 0.0951, swav 0.0000 LR: 2.202e-02 Score 98.438 Data time: 0.2717, Forward time: 2.5922, Backward time: 3.8564, DDP time: 0.0036, Total iter time: 5.7988 [2020-11-08 13:08:52,890][root][INFO] - ===> Epoch[2034](4069/2): Loss -0.8532, Sem 0.0397, dir -0.9868, norm 0.0939, swav 0.0000 LR: 2.200e-02 Score 98.457 Data time: 0.2636, Forward time: 2.5944, Backward time: 3.8547, DDP time: 0.0036, Total iter time: 6.8323 [2020-11-08 13:08:59,756][root][INFO] - ===> Epoch[2034](4070/2): Loss -0.8517, Sem 0.0436, dir -0.9871, norm 0.0918, swav 0.0000 LR: 2.198e-02 Score 98.333 Data time: 0.3783, Forward time: 2.6074, Backward time: 3.8403, DDP time: 0.0035, Total iter time: 6.7472 [2020-11-08 13:09:06,594][root][INFO] - ===> Epoch[2035](4071/2): Loss -0.8481, Sem 0.0443, dir -0.9846, norm 0.0921, swav 0.0000 LR: 2.196e-02 Score 98.300 Data time: 0.2060, Forward time: 2.6038, Backward time: 3.8430, DDP time: 0.0035, Total iter time: 6.7056 [2020-11-08 13:09:12,413][root][INFO] - ===> Epoch[2035](4072/2): Loss -0.8560, Sem 0.0413, dir -0.9871, norm 0.0898, swav 0.0000 LR: 2.194e-02 Score 98.430 Data time: 0.1670, Forward time: 2.5906, Backward time: 3.8417, DDP time: 0.0035, Total iter time: 5.6908 [2020-11-08 13:09:20,997][root][INFO] - ===> Epoch[2036](4073/2): Loss -0.8483, Sem 0.0416, dir -0.9859, norm 0.0960, swav 0.0000 LR: 2.192e-02 Score 98.387 Data time: 0.1733, Forward time: 2.5795, Backward time: 3.8759, DDP time: 0.0036, Total iter time: 8.5158 [2020-11-08 13:09:26,905][root][INFO] - ===> Epoch[2036](4074/2): Loss -0.8632, Sem 0.0395, dir -0.9880, norm 0.0854, swav 0.0000 LR: 2.190e-02 Score 98.499 Data time: 0.2628, Forward time: 2.5808, Backward time: 3.8615, DDP time: 0.0036, Total iter time: 5.7918 [2020-11-08 13:09:33,271][root][INFO] - ===> Epoch[2037](4075/2): Loss -0.8417, Sem 0.0450, dir -0.9850, norm 0.0983, swav 0.0000 LR: 2.188e-02 Score 98.307 Data time: 0.3249, Forward time: 2.5898, Backward time: 3.8454, DDP time: 0.0035, Total iter time: 6.2454 [2020-11-08 13:09:40,119][root][INFO] - ===> Epoch[2037](4076/2): Loss -0.8487, Sem 0.0437, dir -0.9872, norm 0.0947, swav 0.0000 LR: 2.185e-02 Score 98.326 Data time: 0.2649, Forward time: 2.5930, Backward time: 3.8416, DDP time: 0.0035, Total iter time: 6.7210 [2020-11-08 13:09:46,643][root][INFO] - ===> Epoch[2038](4077/2): Loss -0.8571, Sem 0.0414, dir -0.9869, norm 0.0884, swav 0.0000 LR: 2.183e-02 Score 98.396 Data time: 0.3707, Forward time: 2.6015, Backward time: 3.8274, DDP time: 0.0035, Total iter time: 6.3906 [2020-11-08 13:09:52,332][root][INFO] - ===> Epoch[2038](4078/2): Loss -0.8413, Sem 0.0454, dir -0.9841, norm 0.0974, swav 0.0000 LR: 2.181e-02 Score 98.263 Data time: 0.2608, Forward time: 2.6040, Backward time: 3.8102, DDP time: 0.0035, Total iter time: 5.5697 [2020-11-08 13:09:59,661][root][INFO] - ===> Epoch[2039](4079/2): Loss -0.8575, Sem 0.0416, dir -0.9869, norm 0.0878, swav 0.0000 LR: 2.179e-02 Score 98.392 Data time: 0.3607, Forward time: 2.6152, Backward time: 3.8039, DDP time: 0.0035, Total iter time: 7.2208 [2020-11-08 13:10:06,742][root][INFO] - ===> Epoch[2039](4080/2): Loss -0.8597, Sem 0.0388, dir -0.9871, norm 0.0886, swav 0.0000 LR: 2.177e-02 Score 98.496 Data time: 0.2063, Forward time: 2.6115, Backward time: 3.8098, DDP time: 0.0036, Total iter time: 6.9463 [2020-11-08 13:10:13,043][root][INFO] - ===> Epoch[2040](4081/2): Loss -0.8577, Sem 0.0423, dir -0.9870, norm 0.0870, swav 0.0000 LR: 2.175e-02 Score 98.365 Data time: 0.2876, Forward time: 2.6140, Backward time: 3.8005, DDP time: 0.0036, Total iter time: 6.2043 [2020-11-08 13:10:20,194][root][INFO] - ===> Epoch[2040](4082/2): Loss -0.8513, Sem 0.0400, dir -0.9854, norm 0.0941, swav 0.0000 LR: 2.173e-02 Score 98.480 Data time: 0.3876, Forward time: 2.6265, Backward time: 3.7906, DDP time: 0.0035, Total iter time: 7.0330 [2020-11-08 13:10:26,759][root][INFO] - ===> Epoch[2041](4083/2): Loss -0.8584, Sem 0.0410, dir -0.9878, norm 0.0884, swav 0.0000 LR: 2.170e-02 Score 98.430 Data time: 0.2695, Forward time: 2.6328, Backward time: 3.7810, DDP time: 0.0035, Total iter time: 6.4415 [2020-11-08 13:10:32,961][root][INFO] - ===> Epoch[2041](4084/2): Loss -0.8477, Sem 0.0424, dir -0.9855, norm 0.0954, swav 0.0000 LR: 2.168e-02 Score 98.366 Data time: 0.2398, Forward time: 2.6324, Backward time: 3.7737, DDP time: 0.0035, Total iter time: 6.0797 [2020-11-08 13:10:38,860][root][INFO] - ===> Epoch[2042](4085/2): Loss -0.8651, Sem 0.0379, dir -0.9887, norm 0.0856, swav 0.0000 LR: 2.166e-02 Score 98.516 Data time: 0.2362, Forward time: 2.6305, Backward time: 3.7649, DDP time: 0.0035, Total iter time: 5.7966 [2020-11-08 13:10:45,457][root][INFO] - ===> Epoch[2042](4086/2): Loss -0.8428, Sem 0.0444, dir -0.9853, norm 0.0981, swav 0.0000 LR: 2.164e-02 Score 98.313 Data time: 0.3212, Forward time: 2.6377, Backward time: 3.7549, DDP time: 0.0035, Total iter time: 6.4911 [2020-11-08 13:10:51,009][root][INFO] - ===> Epoch[2043](4087/2): Loss -0.8574, Sem 0.0427, dir -0.9871, norm 0.0870, swav 0.0000 LR: 2.162e-02 Score 98.359 Data time: 0.1858, Forward time: 2.6299, Backward time: 3.7482, DDP time: 0.0035, Total iter time: 5.4121 [2020-11-08 13:10:59,688][root][INFO] - ===> Epoch[2043](4088/2): Loss -0.8519, Sem 0.0422, dir -0.9861, norm 0.0920, swav 0.0000 LR: 2.160e-02 Score 98.380 Data time: 0.2431, Forward time: 2.6263, Backward time: 3.7721, DDP time: 0.0035, Total iter time: 8.6147 [2020-11-08 13:11:06,111][root][INFO] - ===> Epoch[2044](4089/2): Loss -0.8529, Sem 0.0399, dir -0.9861, norm 0.0933, swav 0.0000 LR: 2.158e-02 Score 98.472 Data time: 0.2907, Forward time: 2.6303, Backward time: 3.7634, DDP time: 0.0035, Total iter time: 6.3015 [2020-11-08 13:11:14,255][root][INFO] - ===> Epoch[2044](4090/2): Loss -0.8452, Sem 0.0420, dir -0.9848, norm 0.0977, swav 0.0000 LR: 2.156e-02 Score 98.415 Data time: 0.2619, Forward time: 2.6332, Backward time: 3.7745, DDP time: 0.0035, Total iter time: 8.0416 [2020-11-08 13:11:23,121][root][INFO] - ===> Epoch[2045](4091/2): Loss -0.8489, Sem 0.0431, dir -0.9866, norm 0.0946, swav 0.0000 LR: 2.153e-02 Score 98.365 Data time: 0.2559, Forward time: 2.6331, Backward time: 3.7958, DDP time: 0.0036, Total iter time: 8.7590 [2020-11-08 13:11:29,795][root][INFO] - ===> Epoch[2045](4092/2): Loss -0.8524, Sem 0.0431, dir -0.9861, norm 0.0906, swav 0.0000 LR: 2.151e-02 Score 98.338 Data time: 0.3052, Forward time: 2.6397, Backward time: 3.7872, DDP time: 0.0036, Total iter time: 6.5770 [2020-11-08 13:11:35,691][root][INFO] - ===> Epoch[2046](4093/2): Loss -0.8519, Sem 0.0444, dir -0.9867, norm 0.0904, swav 0.0000 LR: 2.149e-02 Score 98.315 Data time: 0.2429, Forward time: 2.6398, Backward time: 3.7768, DDP time: 0.0036, Total iter time: 5.7746 [2020-11-08 13:11:42,528][root][INFO] - ===> Epoch[2046](4094/2): Loss -0.8604, Sem 0.0410, dir -0.9882, norm 0.0868, swav 0.0000 LR: 2.147e-02 Score 98.416 Data time: 0.2846, Forward time: 2.6438, Backward time: 3.7726, DDP time: 0.0036, Total iter time: 6.7335 [2020-11-08 13:11:49,872][root][INFO] - ===> Epoch[2047](4095/2): Loss -0.8482, Sem 0.0434, dir -0.9858, norm 0.0941, swav 0.0000 LR: 2.145e-02 Score 98.353 Data time: 0.2333, Forward time: 2.6426, Backward time: 3.7783, DDP time: 0.0036, Total iter time: 7.1960 [2020-11-08 13:11:57,207][root][INFO] - ===> Epoch[2047](4096/2): Loss -0.8531, Sem 0.0427, dir -0.9858, norm 0.0899, swav 0.0000 LR: 2.143e-02 Score 98.372 Data time: 0.2051, Forward time: 2.6377, Backward time: 3.7879, DDP time: 0.0036, Total iter time: 7.2230 [2020-11-08 13:12:04,860][root][INFO] - ===> Epoch[2048](4097/2): Loss -0.8511, Sem 0.0424, dir -0.9866, norm 0.0931, swav 0.0000 LR: 2.141e-02 Score 98.360 Data time: 0.2492, Forward time: 2.6330, Backward time: 3.8001, DDP time: 0.0036, Total iter time: 7.5523 [2020-11-08 13:12:11,593][root][INFO] - ===> Epoch[2048](4098/2): Loss -0.8573, Sem 0.0391, dir -0.9875, norm 0.0910, swav 0.0000 LR: 2.138e-02 Score 98.498 Data time: 0.2585, Forward time: 2.6314, Backward time: 3.8000, DDP time: 0.0036, Total iter time: 6.6101 [2020-11-08 13:12:18,418][root][INFO] - ===> Epoch[2049](4099/2): Loss -0.8545, Sem 0.0425, dir -0.9862, norm 0.0892, swav 0.0000 LR: 2.136e-02 Score 98.374 Data time: 0.2764, Forward time: 2.6314, Backward time: 3.7993, DDP time: 0.0036, Total iter time: 6.7152 [2020-11-08 13:12:25,669][root][INFO] - ===> Epoch[2049](4100/2): Loss -0.8491, Sem 0.0413, dir -0.9869, norm 0.0964, swav 0.0000 LR: 2.134e-02 Score 98.414 Data time: 0.4155, Forward time: 2.6414, Backward time: 3.7919, DDP time: 0.0036, Total iter time: 7.1268 [2020-11-08 13:12:32,937][root][INFO] - ===> Epoch[2050](4101/2): Loss -0.8425, Sem 0.0418, dir -0.9851, norm 0.1008, swav 0.0000 LR: 2.132e-02 Score 98.420 Data time: 0.1938, Forward time: 2.6376, Backward time: 3.7990, DDP time: 0.0036, Total iter time: 7.1331 [2020-11-08 13:12:40,587][root][INFO] - ===> Epoch[2050](4102/2): Loss -0.8630, Sem 0.0408, dir -0.9887, norm 0.0849, swav 0.0000 LR: 2.130e-02 Score 98.434 Data time: 0.2203, Forward time: 2.6340, Backward time: 3.8099, DDP time: 0.0036, Total iter time: 7.5409 [2020-11-08 13:12:47,309][root][INFO] - ===> Epoch[2051](4103/2): Loss -0.8630, Sem 0.0376, dir -0.9852, norm 0.0845, swav 0.0000 LR: 2.128e-02 Score 98.564 Data time: 0.1942, Forward time: 2.6276, Backward time: 3.8148, DDP time: 0.0036, Total iter time: 6.6064 [2020-11-08 13:12:53,934][root][INFO] - ===> Epoch[2051](4104/2): Loss -0.8489, Sem 0.0428, dir -0.9858, norm 0.0942, swav 0.0000 LR: 2.126e-02 Score 98.356 Data time: 0.2051, Forward time: 2.6240, Backward time: 3.8164, DDP time: 0.0036, Total iter time: 6.5434 [2020-11-08 13:13:00,279][root][INFO] - ===> Epoch[2052](4105/2): Loss -0.8515, Sem 0.0429, dir -0.9863, norm 0.0919, swav 0.0000 LR: 2.124e-02 Score 98.361 Data time: 0.2593, Forward time: 2.6203, Backward time: 3.8147, DDP time: 0.0036, Total iter time: 6.2284 [2020-11-08 13:13:08,933][root][INFO] - ===> Epoch[2052](4106/2): Loss -0.8579, Sem 0.0419, dir -0.9876, norm 0.0878, swav 0.0000 LR: 2.121e-02 Score 98.408 Data time: 0.2501, Forward time: 2.6199, Backward time: 3.8310, DDP time: 0.0036, Total iter time: 8.5326 [2020-11-08 13:13:15,068][root][INFO] - ===> Epoch[2053](4107/2): Loss -0.8487, Sem 0.0434, dir -0.9859, norm 0.0938, swav 0.0000 LR: 2.119e-02 Score 98.325 Data time: 0.2778, Forward time: 2.6228, Backward time: 3.8211, DDP time: 0.0036, Total iter time: 6.0106 [2020-11-08 13:13:21,583][root][INFO] - ===> Epoch[2053](4108/2): Loss -0.8464, Sem 0.0434, dir -0.9859, norm 0.0960, swav 0.0000 LR: 2.117e-02 Score 98.333 Data time: 0.3138, Forward time: 2.6285, Backward time: 3.8118, DDP time: 0.0036, Total iter time: 6.3986 [2020-11-08 13:13:28,416][root][INFO] - ===> Epoch[2054](4109/2): Loss -0.8584, Sem 0.0424, dir -0.9874, norm 0.0865, swav 0.0000 LR: 2.115e-02 Score 98.377 Data time: 0.3816, Forward time: 2.6363, Backward time: 3.8029, DDP time: 0.0036, Total iter time: 6.7093 [2020-11-08 13:13:34,939][root][INFO] - ===> Epoch[2054](4110/2): Loss -0.8482, Sem 0.0433, dir -0.9853, norm 0.0938, swav 0.0000 LR: 2.113e-02 Score 98.319 Data time: 0.2407, Forward time: 2.6370, Backward time: 3.7988, DDP time: 0.0036, Total iter time: 6.3890 [2020-11-08 13:13:41,385][root][INFO] - ===> Epoch[2055](4111/2): Loss -0.8555, Sem 0.0409, dir -0.9850, norm 0.0887, swav 0.0000 LR: 2.111e-02 Score 98.445 Data time: 0.2400, Forward time: 2.6382, Backward time: 3.7941, DDP time: 0.0036, Total iter time: 6.3271 [2020-11-08 13:13:46,747][root][INFO] - ===> Epoch[2055](4112/2): Loss -0.8596, Sem 0.0398, dir -0.9877, norm 0.0882, swav 0.0000 LR: 2.109e-02 Score 98.458 Data time: 0.2143, Forward time: 2.6327, Backward time: 3.7861, DDP time: 0.0036, Total iter time: 5.2133 [2020-11-08 13:13:55,419][root][INFO] - ===> Epoch[2056](4113/2): Loss -0.8489, Sem 0.0427, dir -0.9858, norm 0.0942, swav 0.0000 LR: 2.106e-02 Score 98.380 Data time: 0.2473, Forward time: 2.6337, Backward time: 3.8006, DDP time: 0.0036, Total iter time: 8.5851 [2020-11-08 13:14:02,915][root][INFO] - ===> Epoch[2056](4114/2): Loss -0.8630, Sem 0.0389, dir -0.9885, norm 0.0866, swav 0.0000 LR: 2.104e-02 Score 98.506 Data time: 0.1861, Forward time: 2.6300, Backward time: 3.8095, DDP time: 0.0036, Total iter time: 7.3654 [2020-11-08 13:14:09,229][root][INFO] - ===> Epoch[2057](4115/2): Loss -0.8607, Sem 0.0409, dir -0.9862, norm 0.0847, swav 0.0000 LR: 2.102e-02 Score 98.430 Data time: 0.1776, Forward time: 2.6236, Backward time: 3.8113, DDP time: 0.0036, Total iter time: 6.2101 [2020-11-08 13:14:16,559][root][INFO] - ===> Epoch[2057](4116/2): Loss -0.8594, Sem 0.0413, dir -0.9877, norm 0.0870, swav 0.0000 LR: 2.100e-02 Score 98.413 Data time: 0.2311, Forward time: 2.6221, Backward time: 3.8166, DDP time: 0.0036, Total iter time: 7.2206 [2020-11-08 13:14:24,642][root][INFO] - ===> Epoch[2058](4117/2): Loss -0.8466, Sem 0.0442, dir -0.9866, norm 0.0957, swav 0.0000 LR: 2.098e-02 Score 98.296 Data time: 0.2119, Forward time: 2.6176, Backward time: 3.8306, DDP time: 0.0036, Total iter time: 7.9408 [2020-11-08 13:14:31,423][root][INFO] - ===> Epoch[2058](4118/2): Loss -0.8576, Sem 0.0412, dir -0.9859, norm 0.0870, swav 0.0000 LR: 2.096e-02 Score 98.434 Data time: 0.3860, Forward time: 2.6245, Backward time: 3.8220, DDP time: 0.0036, Total iter time: 6.6556 [2020-11-08 13:14:38,437][root][INFO] - ===> Epoch[2059](4119/2): Loss -0.8562, Sem 0.0411, dir -0.9881, norm 0.0908, swav 0.0000 LR: 2.094e-02 Score 98.427 Data time: 0.2196, Forward time: 2.6234, Backward time: 3.8241, DDP time: 0.0036, Total iter time: 6.8905 [2020-11-08 13:14:46,397][root][INFO] - ===> Epoch[2059](4120/2): Loss -0.8460, Sem 0.0428, dir -0.9856, norm 0.0968, swav 0.0000 LR: 2.091e-02 Score 98.357 Data time: 0.2239, Forward time: 2.6221, Backward time: 3.8341, DDP time: 0.0036, Total iter time: 7.8486 [2020-11-08 13:14:53,077][root][INFO] - ===> Epoch[2060](4121/2): Loss -0.8529, Sem 0.0426, dir -0.9866, norm 0.0912, swav 0.0000 LR: 2.089e-02 Score 98.376 Data time: 0.2132, Forward time: 2.6187, Backward time: 3.8357, DDP time: 0.0036, Total iter time: 6.5545 [2020-11-08 13:15:00,618][root][INFO] - ===> Epoch[2060](4122/2): Loss -0.8581, Sem 0.0397, dir -0.9864, norm 0.0885, swav 0.0000 LR: 2.087e-02 Score 98.468 Data time: 0.3116, Forward time: 2.6238, Backward time: 3.8356, DDP time: 0.0036, Total iter time: 7.4306 [2020-11-08 13:15:08,076][root][INFO] - ===> Epoch[2061](4123/2): Loss -0.8608, Sem 0.0414, dir -0.9876, norm 0.0854, swav 0.0000 LR: 2.085e-02 Score 98.408 Data time: 0.2351, Forward time: 2.6253, Backward time: 3.8382, DDP time: 0.0036, Total iter time: 7.3058 [2020-11-08 13:15:14,672][root][INFO] - ===> Epoch[2061](4124/2): Loss -0.8508, Sem 0.0407, dir -0.9857, norm 0.0943, swav 0.0000 LR: 2.083e-02 Score 98.436 Data time: 0.2205, Forward time: 2.6245, Backward time: 3.8365, DDP time: 0.0036, Total iter time: 6.4655 [2020-11-08 13:15:20,860][root][INFO] - ===> Epoch[2062](4125/2): Loss -0.8592, Sem 0.0412, dir -0.9868, norm 0.0864, swav 0.0000 LR: 2.081e-02 Score 98.421 Data time: 0.2528, Forward time: 2.6250, Backward time: 3.8306, DDP time: 0.0036, Total iter time: 6.0909 [2020-11-08 13:15:28,040][root][INFO] - ===> Epoch[2062](4126/2): Loss -0.8566, Sem 0.0406, dir -0.9875, norm 0.0903, swav 0.0000 LR: 2.079e-02 Score 98.446 Data time: 0.3831, Forward time: 2.6328, Backward time: 3.8244, DDP time: 0.0036, Total iter time: 7.0525 [2020-11-08 13:15:33,597][root][INFO] - ===> Epoch[2063](4127/2): Loss -0.8578, Sem 0.0393, dir -0.9873, norm 0.0903, swav 0.0000 LR: 2.076e-02 Score 98.492 Data time: 0.1681, Forward time: 2.6272, Backward time: 3.8196, DDP time: 0.0036, Total iter time: 5.4110 [2020-11-08 13:15:40,156][root][INFO] - ===> Epoch[2063](4128/2): Loss -0.8517, Sem 0.0446, dir -0.9862, norm 0.0900, swav 0.0000 LR: 2.074e-02 Score 98.296 Data time: 0.2943, Forward time: 2.6296, Backward time: 3.8147, DDP time: 0.0036, Total iter time: 6.4642 [2020-11-08 13:15:46,081][root][INFO] - ===> Epoch[2064](4129/2): Loss -0.8494, Sem 0.0425, dir -0.9870, norm 0.0951, swav 0.0000 LR: 2.072e-02 Score 98.361 Data time: 0.2666, Forward time: 2.6287, Backward time: 3.8081, DDP time: 0.0036, Total iter time: 5.7988 [2020-11-08 13:15:52,848][root][INFO] - ===> Epoch[2064](4130/2): Loss -0.8559, Sem 0.0402, dir -0.9857, norm 0.0896, swav 0.0000 LR: 2.070e-02 Score 98.463 Data time: 0.2959, Forward time: 2.6333, Backward time: 3.8027, DDP time: 0.0036, Total iter time: 6.6493 [2020-11-08 13:16:00,015][root][INFO] - ===> Epoch[2065](4131/2): Loss -0.8549, Sem 0.0416, dir -0.9882, norm 0.0917, swav 0.0000 LR: 2.068e-02 Score 98.387 Data time: 0.1557, Forward time: 2.6266, Backward time: 3.8114, DDP time: 0.0036, Total iter time: 7.0354 [2020-11-08 13:16:06,079][root][INFO] - ===> Epoch[2065](4132/2): Loss -0.8532, Sem 0.0411, dir -0.9855, norm 0.0911, swav 0.0000 LR: 2.066e-02 Score 98.417 Data time: 0.2016, Forward time: 2.6217, Backward time: 3.8105, DDP time: 0.0036, Total iter time: 5.9735 [2020-11-08 13:16:12,102][root][INFO] - ===> Epoch[2066](4133/2): Loss -0.8502, Sem 0.0426, dir -0.9872, norm 0.0944, swav 0.0000 LR: 2.064e-02 Score 98.396 Data time: 0.2596, Forward time: 2.6224, Backward time: 3.8038, DDP time: 0.0036, Total iter time: 5.9258 [2020-11-08 13:16:18,552][root][INFO] - ===> Epoch[2066](4134/2): Loss -0.8441, Sem 0.0412, dir -0.9841, norm 0.0987, swav 0.0000 LR: 2.061e-02 Score 98.423 Data time: 0.3168, Forward time: 2.6282, Backward time: 3.7948, DDP time: 0.0036, Total iter time: 6.3266 [2020-11-08 13:16:26,652][root][INFO] - ===> Epoch[2067](4135/2): Loss -0.8508, Sem 0.0450, dir -0.9875, norm 0.0917, swav 0.0000 LR: 2.059e-02 Score 98.298 Data time: 0.2540, Forward time: 2.6295, Backward time: 3.8022, DDP time: 0.0036, Total iter time: 7.9778 [2020-11-08 13:16:33,742][root][INFO] - ===> Epoch[2067](4136/2): Loss -0.8509, Sem 0.0407, dir -0.9851, norm 0.0934, swav 0.0000 LR: 2.057e-02 Score 98.427 Data time: 0.2456, Forward time: 2.6277, Backward time: 3.8053, DDP time: 0.0036, Total iter time: 6.9847 [2020-11-08 13:16:42,946][root][INFO] - ===> Epoch[2068](4137/2): Loss -0.8520, Sem 0.0395, dir -0.9862, norm 0.0947, swav 0.0000 LR: 2.055e-02 Score 98.497 Data time: 0.4908, Forward time: 2.6421, Backward time: 3.8067, DDP time: 0.0036, Total iter time: 9.0956 [2020-11-08 13:16:47,821][root][INFO] - ===> Epoch[2068](4138/2): Loss -0.8534, Sem 0.0419, dir -0.9859, norm 0.0907, swav 0.0000 LR: 2.053e-02 Score 98.398 Data time: 0.1962, Forward time: 2.6399, Backward time: 3.7948, DDP time: 0.0036, Total iter time: 4.7539 [2020-11-08 13:16:54,720][root][INFO] - ===> Epoch[2069](4139/2): Loss -0.8472, Sem 0.0451, dir -0.9876, norm 0.0954, swav 0.0000 LR: 2.051e-02 Score 98.261 Data time: 0.2245, Forward time: 2.6392, Backward time: 3.7957, DDP time: 0.0036, Total iter time: 6.7938 [2020-11-08 13:17:01,126][root][INFO] - ===> Epoch[2069](4140/2): Loss -0.8489, Sem 0.0426, dir -0.9850, norm 0.0936, swav 0.0000 LR: 2.049e-02 Score 98.377 Data time: 0.1605, Forward time: 2.6330, Backward time: 3.7987, DDP time: 0.0036, Total iter time: 6.2726 [2020-11-08 13:17:09,925][root][INFO] - ===> Epoch[2070](4141/2): Loss -0.8589, Sem 0.0400, dir -0.9869, norm 0.0881, swav 0.0000 LR: 2.046e-02 Score 98.472 Data time: 0.2774, Forward time: 2.6326, Backward time: 3.8119, DDP time: 0.0036, Total iter time: 8.6929 [2020-11-08 13:17:16,436][root][INFO] - ===> Epoch[2070](4142/2): Loss -0.8468, Sem 0.0461, dir -0.9862, norm 0.0934, swav 0.0000 LR: 2.044e-02 Score 98.237 Data time: 0.2096, Forward time: 2.6296, Backward time: 3.8124, DDP time: 0.0036, Total iter time: 6.3973 [2020-11-08 13:17:21,889][root][INFO] - ===> Epoch[2071](4143/2): Loss -0.8481, Sem 0.0402, dir -0.9869, norm 0.0987, swav 0.0000 LR: 2.042e-02 Score 98.479 Data time: 0.2341, Forward time: 2.6285, Backward time: 3.8041, DDP time: 0.0036, Total iter time: 5.3693 [2020-11-08 13:17:28,126][root][INFO] - ===> Epoch[2071](4144/2): Loss -0.8463, Sem 0.0449, dir -0.9850, norm 0.0938, swav 0.0000 LR: 2.040e-02 Score 98.293 Data time: 0.2463, Forward time: 2.6286, Backward time: 3.7997, DDP time: 0.0036, Total iter time: 6.1273 [2020-11-08 13:17:34,836][root][INFO] - ===> Epoch[2072](4145/2): Loss -0.8530, Sem 0.0422, dir -0.9864, norm 0.0912, swav 0.0000 LR: 2.038e-02 Score 98.387 Data time: 0.2185, Forward time: 2.6263, Backward time: 3.8009, DDP time: 0.0036, Total iter time: 6.5909 [2020-11-08 13:17:41,519][root][INFO] - ===> Epoch[2072](4146/2): Loss -0.8549, Sem 0.0440, dir -0.9862, norm 0.0874, swav 0.0000 LR: 2.036e-02 Score 98.329 Data time: 0.1908, Forward time: 2.6228, Backward time: 3.8034, DDP time: 0.0036, Total iter time: 6.5829 [2020-11-08 13:17:47,614][root][INFO] - ===> Epoch[2073](4147/2): Loss -0.8429, Sem 0.0426, dir -0.9856, norm 0.1001, swav 0.0000 LR: 2.034e-02 Score 98.392 Data time: 0.2400, Forward time: 2.6222, Backward time: 3.7991, DDP time: 0.0036, Total iter time: 5.9934 [2020-11-08 13:17:54,548][root][INFO] - ===> Epoch[2073](4148/2): Loss -0.8541, Sem 0.0426, dir -0.9863, norm 0.0895, swav 0.0000 LR: 2.031e-02 Score 98.369 Data time: 0.2274, Forward time: 2.6214, Backward time: 3.8004, DDP time: 0.0036, Total iter time: 6.8159 [2020-11-08 13:18:01,228][root][INFO] - ===> Epoch[2074](4149/2): Loss -0.8568, Sem 0.0420, dir -0.9864, norm 0.0876, swav 0.0000 LR: 2.029e-02 Score 98.394 Data time: 0.1857, Forward time: 2.6160, Backward time: 3.8044, DDP time: 0.0036, Total iter time: 6.5467 [2020-11-08 13:18:07,672][root][INFO] - ===> Epoch[2074](4150/2): Loss -0.8490, Sem 0.0429, dir -0.9862, norm 0.0943, swav 0.0000 LR: 2.027e-02 Score 98.357 Data time: 0.2498, Forward time: 2.6172, Backward time: 3.8010, DDP time: 0.0036, Total iter time: 6.3909 [2020-11-08 13:18:14,485][root][INFO] - ===> Epoch[2075](4151/2): Loss -0.8495, Sem 0.0448, dir -0.9858, norm 0.0915, swav 0.0000 LR: 2.025e-02 Score 98.279 Data time: 0.2430, Forward time: 2.6164, Backward time: 3.8013, DDP time: 0.0036, Total iter time: 6.6821 [2020-11-08 13:18:20,558][root][INFO] - ===> Epoch[2075](4152/2): Loss -0.8569, Sem 0.0406, dir -0.9867, norm 0.0892, swav 0.0000 LR: 2.023e-02 Score 98.442 Data time: 0.2290, Forward time: 2.6139, Backward time: 3.7986, DDP time: 0.0036, Total iter time: 5.9284 [2020-11-08 13:18:27,364][root][INFO] - ===> Epoch[2076](4153/2): Loss -0.8511, Sem 0.0429, dir -0.9864, norm 0.0924, swav 0.0000 LR: 2.021e-02 Score 98.339 Data time: 0.3059, Forward time: 2.6172, Backward time: 3.7949, DDP time: 0.0036, Total iter time: 6.6890 [2020-11-08 13:18:34,600][root][INFO] - ===> Epoch[2076](4154/2): Loss -0.8506, Sem 0.0442, dir -0.9868, norm 0.0920, swav 0.0000 LR: 2.018e-02 Score 98.310 Data time: 0.2233, Forward time: 2.6164, Backward time: 3.7979, DDP time: 0.0036, Total iter time: 7.0919 [2020-11-08 13:18:41,361][root][INFO] - ===> Epoch[2077](4155/2): Loss -0.8557, Sem 0.0422, dir -0.9865, norm 0.0886, swav 0.0000 LR: 2.016e-02 Score 98.381 Data time: 0.1913, Forward time: 2.6117, Backward time: 3.8018, DDP time: 0.0036, Total iter time: 6.6182 [2020-11-08 13:18:48,215][root][INFO] - ===> Epoch[2077](4156/2): Loss -0.8623, Sem 0.0396, dir -0.9870, norm 0.0851, swav 0.0000 LR: 2.014e-02 Score 98.496 Data time: 0.1958, Forward time: 2.6077, Backward time: 3.8058, DDP time: 0.0036, Total iter time: 6.7496 [2020-11-08 13:18:55,316][root][INFO] - ===> Epoch[2078](4157/2): Loss -0.8648, Sem 0.0409, dir -0.9880, norm 0.0823, swav 0.0000 LR: 2.012e-02 Score 98.425 Data time: 0.2812, Forward time: 2.6102, Backward time: 3.8046, DDP time: 0.0036, Total iter time: 6.9867 [2020-11-08 13:19:01,412][root][INFO] - ===> Epoch[2078](4158/2): Loss -0.8706, Sem 0.0365, dir -0.9882, norm 0.0810, swav 0.0000 LR: 2.010e-02 Score 98.582 Data time: 0.2017, Forward time: 2.6076, Backward time: 3.8025, DDP time: 0.0036, Total iter time: 5.9492 [2020-11-08 13:19:08,612][root][INFO] - ===> Epoch[2079](4159/2): Loss -0.8580, Sem 0.0429, dir -0.9868, norm 0.0858, swav 0.0000 LR: 2.008e-02 Score 98.382 Data time: 0.3027, Forward time: 2.6070, Backward time: 3.8047, DDP time: 0.0036, Total iter time: 7.0626 [2020-11-08 13:19:14,841][root][INFO] - ===> Epoch[2079](4160/2): Loss -0.8564, Sem 0.0417, dir -0.9869, norm 0.0888, swav 0.0000 LR: 2.006e-02 Score 98.425 Data time: 0.3156, Forward time: 2.6107, Backward time: 3.7970, DDP time: 0.0036, Total iter time: 6.1062 [2020-11-08 13:19:21,353][root][INFO] - ===> Epoch[2080](4161/2): Loss -0.8518, Sem 0.0431, dir -0.9861, norm 0.0912, swav 0.0000 LR: 2.003e-02 Score 98.357 Data time: 0.3009, Forward time: 2.6149, Backward time: 3.7905, DDP time: 0.0036, Total iter time: 6.3720 [2020-11-08 13:19:27,943][root][INFO] - ===> Epoch[2080](4162/2): Loss -0.8516, Sem 0.0432, dir -0.9856, norm 0.0907, swav 0.0000 LR: 2.001e-02 Score 98.354 Data time: 0.2199, Forward time: 2.6139, Backward time: 3.7899, DDP time: 0.0036, Total iter time: 6.4595 [2020-11-08 13:19:36,536][root][INFO] - ===> Epoch[2081](4163/2): Loss -0.8611, Sem 0.0418, dir -0.9871, norm 0.0841, swav 0.0000 LR: 1.999e-02 Score 98.397 Data time: 0.2570, Forward time: 2.6149, Backward time: 3.7991, DDP time: 0.0036, Total iter time: 8.4885 [2020-11-08 13:19:44,142][root][INFO] - ===> Epoch[2081](4164/2): Loss -0.8501, Sem 0.0416, dir -0.9861, norm 0.0944, swav 0.0000 LR: 1.997e-02 Score 98.414 Data time: 0.2171, Forward time: 2.6128, Backward time: 3.8055, DDP time: 0.0036, Total iter time: 7.4787 [2020-11-08 13:19:51,117][root][INFO] - ===> Epoch[2082](4165/2): Loss -0.8552, Sem 0.0417, dir -0.9863, norm 0.0895, swav 0.0000 LR: 1.995e-02 Score 98.412 Data time: 0.2890, Forward time: 2.6147, Backward time: 3.8040, DDP time: 0.0036, Total iter time: 6.8429 [2020-11-08 13:19:58,078][root][INFO] - ===> Epoch[2082](4166/2): Loss -0.8597, Sem 0.0410, dir -0.9875, norm 0.0868, swav 0.0000 LR: 1.993e-02 Score 98.420 Data time: 0.2490, Forward time: 2.6153, Backward time: 3.8039, DDP time: 0.0036, Total iter time: 6.8209 [2020-11-08 13:20:06,280][root][INFO] - ===> Epoch[2083](4167/2): Loss -0.8540, Sem 0.0391, dir -0.9861, norm 0.0929, swav 0.0000 LR: 1.990e-02 Score 98.502 Data time: 0.2207, Forward time: 2.6143, Backward time: 3.8125, DDP time: 0.0036, Total iter time: 8.0734 [2020-11-08 13:20:13,070][root][INFO] - ===> Epoch[2083](4168/2): Loss -0.8502, Sem 0.0445, dir -0.9860, norm 0.0913, swav 0.0000 LR: 1.988e-02 Score 98.306 Data time: 0.1887, Forward time: 2.6093, Backward time: 3.8170, DDP time: 0.0036, Total iter time: 6.6918 [2020-11-08 13:20:20,602][root][INFO] - ===> Epoch[2084](4169/2): Loss -0.8664, Sem 0.0402, dir -0.9878, norm 0.0813, swav 0.0000 LR: 1.986e-02 Score 98.459 Data time: 0.3543, Forward time: 2.6156, Backward time: 3.8144, DDP time: 0.0036, Total iter time: 7.4384 [2020-11-08 13:20:26,332][root][INFO] - ===> Epoch[2084](4170/2): Loss -0.8592, Sem 0.0415, dir -0.9875, norm 0.0868, swav 0.0000 LR: 1.984e-02 Score 98.400 Data time: 0.2204, Forward time: 2.6136, Backward time: 3.8098, DDP time: 0.0036, Total iter time: 5.5938 [2020-11-08 13:20:33,158][root][INFO] - ===> Epoch[2085](4171/2): Loss -0.8512, Sem 0.0425, dir -0.9859, norm 0.0922, swav 0.0000 LR: 1.982e-02 Score 98.356 Data time: 0.2803, Forward time: 2.6158, Backward time: 3.8072, DDP time: 0.0037, Total iter time: 6.7121 [2020-11-08 13:20:40,350][root][INFO] - ===> Epoch[2085](4172/2): Loss -0.8587, Sem 0.0416, dir -0.9859, norm 0.0856, swav 0.0000 LR: 1.980e-02 Score 98.411 Data time: 0.2028, Forward time: 2.6129, Backward time: 3.8117, DDP time: 0.0037, Total iter time: 7.0522 [2020-11-08 13:20:46,904][root][INFO] - ===> Epoch[2086](4173/2): Loss -0.8479, Sem 0.0406, dir -0.9855, norm 0.0970, swav 0.0000 LR: 1.978e-02 Score 98.456 Data time: 0.2814, Forward time: 2.6141, Backward time: 3.8088, DDP time: 0.0037, Total iter time: 6.4586 [2020-11-08 13:20:53,332][root][INFO] - ===> Epoch[2086](4174/2): Loss -0.8576, Sem 0.0436, dir -0.9871, norm 0.0860, swav 0.0000 LR: 1.975e-02 Score 98.319 Data time: 0.3147, Forward time: 2.6174, Backward time: 3.8029, DDP time: 0.0037, Total iter time: 6.2990 [2020-11-08 13:20:59,524][root][INFO] - ===> Epoch[2087](4175/2): Loss -0.8519, Sem 0.0400, dir -0.9863, norm 0.0943, swav 0.0000 LR: 1.973e-02 Score 98.472 Data time: 0.2971, Forward time: 2.6208, Backward time: 3.7957, DDP time: 0.0037, Total iter time: 6.0647 [2020-11-08 13:21:08,084][root][INFO] - ===> Epoch[2087](4176/2): Loss -0.8493, Sem 0.0441, dir -0.9866, norm 0.0932, swav 0.0000 LR: 1.971e-02 Score 98.313 Data time: 0.2317, Forward time: 2.6199, Backward time: 3.8059, DDP time: 0.0036, Total iter time: 8.4147 [2020-11-08 13:21:14,136][root][INFO] - ===> Epoch[2088](4177/2): Loss -0.8518, Sem 0.0428, dir -0.9852, norm 0.0906, swav 0.0000 LR: 1.969e-02 Score 98.362 Data time: 0.3100, Forward time: 2.6229, Backward time: 3.7985, DDP time: 0.0036, Total iter time: 5.9551 [2020-11-08 13:21:20,122][root][INFO] - ===> Epoch[2088](4178/2): Loss -0.8490, Sem 0.0420, dir -0.9859, norm 0.0949, swav 0.0000 LR: 1.967e-02 Score 98.407 Data time: 0.2629, Forward time: 2.6231, Backward time: 3.7933, DDP time: 0.0036, Total iter time: 5.8316 [2020-11-08 13:21:27,721][root][INFO] - ===> Epoch[2089](4179/2): Loss -0.8474, Sem 0.0431, dir -0.9874, norm 0.0969, swav 0.0000 LR: 1.965e-02 Score 98.357 Data time: 0.3590, Forward time: 2.6280, Backward time: 3.7922, DDP time: 0.0036, Total iter time: 7.4963 [2020-11-08 13:21:33,288][root][INFO] - ===> Epoch[2089](4180/2): Loss -0.8535, Sem 0.0426, dir -0.9855, norm 0.0894, swav 0.0000 LR: 1.962e-02 Score 98.367 Data time: 0.2055, Forward time: 2.6257, Backward time: 3.7875, DDP time: 0.0036, Total iter time: 5.4460 [2020-11-08 13:21:40,031][root][INFO] - ===> Epoch[2090](4181/2): Loss -0.8493, Sem 0.0430, dir -0.9865, norm 0.0941, swav 0.0000 LR: 1.960e-02 Score 98.342 Data time: 0.2292, Forward time: 2.6251, Backward time: 3.7878, DDP time: 0.0036, Total iter time: 6.6622 [2020-11-08 13:21:46,867][root][INFO] - ===> Epoch[2090](4182/2): Loss -0.8540, Sem 0.0411, dir -0.9856, norm 0.0906, swav 0.0000 LR: 1.958e-02 Score 98.422 Data time: 0.2954, Forward time: 2.6270, Backward time: 3.7858, DDP time: 0.0036, Total iter time: 6.7480 [2020-11-08 13:21:53,176][root][INFO] - ===> Epoch[2091](4183/2): Loss -0.8578, Sem 0.0429, dir -0.9870, norm 0.0863, swav 0.0000 LR: 1.956e-02 Score 98.345 Data time: 0.3439, Forward time: 2.6303, Backward time: 3.7794, DDP time: 0.0036, Total iter time: 6.1937 [2020-11-08 13:21:59,167][root][INFO] - ===> Epoch[2091](4184/2): Loss -0.8616, Sem 0.0401, dir -0.9868, norm 0.0851, swav 0.0000 LR: 1.954e-02 Score 98.460 Data time: 0.2837, Forward time: 2.6318, Backward time: 3.7732, DDP time: 0.0036, Total iter time: 5.8801 [2020-11-08 13:22:07,320][root][INFO] - ===> Epoch[2092](4185/2): Loss -0.8523, Sem 0.0424, dir -0.9864, norm 0.0917, swav 0.0000 LR: 1.952e-02 Score 98.383 Data time: 0.4488, Forward time: 2.6396, Backward time: 3.7719, DDP time: 0.0036, Total iter time: 8.0517 [2020-11-08 13:22:14,370][root][INFO] - ===> Epoch[2092](4186/2): Loss -0.8596, Sem 0.0425, dir -0.9876, norm 0.0855, swav 0.0000 LR: 1.950e-02 Score 98.334 Data time: 0.3507, Forward time: 2.6452, Backward time: 3.7671, DDP time: 0.0036, Total iter time: 6.9249 [2020-11-08 13:22:21,333][root][INFO] - ===> Epoch[2093](4187/2): Loss -0.8541, Sem 0.0424, dir -0.9864, norm 0.0898, swav 0.0000 LR: 1.947e-02 Score 98.392 Data time: 0.2136, Forward time: 2.6436, Backward time: 3.7692, DDP time: 0.0036, Total iter time: 6.8370 [2020-11-08 13:22:27,182][root][INFO] - ===> Epoch[2093](4188/2): Loss -0.8587, Sem 0.0409, dir -0.9871, norm 0.0874, swav 0.0000 LR: 1.945e-02 Score 98.442 Data time: 0.2804, Forward time: 2.6456, Backward time: 3.7620, DDP time: 0.0036, Total iter time: 5.7428 [2020-11-08 13:22:34,921][root][INFO] - ===> Epoch[2094](4189/2): Loss -0.8528, Sem 0.0421, dir -0.9861, norm 0.0912, swav 0.0000 LR: 1.943e-02 Score 98.375 Data time: 0.3223, Forward time: 2.6484, Backward time: 3.7635, DDP time: 0.0036, Total iter time: 7.6122 [2020-11-08 13:22:41,232][root][INFO] - ===> Epoch[2094](4190/2): Loss -0.8538, Sem 0.0425, dir -0.9872, norm 0.0909, swav 0.0000 LR: 1.941e-02 Score 98.366 Data time: 0.2599, Forward time: 2.6487, Backward time: 3.7603, DDP time: 0.0036, Total iter time: 6.1828 [2020-11-08 13:22:48,255][root][INFO] - ===> Epoch[2095](4191/2): Loss -0.8635, Sem 0.0403, dir -0.9874, norm 0.0836, swav 0.0000 LR: 1.939e-02 Score 98.452 Data time: 0.2937, Forward time: 2.6514, Backward time: 3.7584, DDP time: 0.0036, Total iter time: 6.8812 [2020-11-08 13:22:54,624][root][INFO] - ===> Epoch[2095](4192/2): Loss -0.8472, Sem 0.0442, dir -0.9856, norm 0.0942, swav 0.0000 LR: 1.937e-02 Score 98.339 Data time: 0.2211, Forward time: 2.6498, Backward time: 3.7572, DDP time: 0.0036, Total iter time: 6.2197 [2020-11-08 13:23:00,683][root][INFO] - ===> Epoch[2096](4193/2): Loss -0.8545, Sem 0.0408, dir -0.9871, norm 0.0918, swav 0.0000 LR: 1.934e-02 Score 98.436 Data time: 0.2115, Forward time: 2.6463, Backward time: 3.7566, DDP time: 0.0036, Total iter time: 5.9448 [2020-11-08 13:23:08,465][root][INFO] - ===> Epoch[2096](4194/2): Loss -0.8545, Sem 0.0416, dir -0.9866, norm 0.0906, swav 0.0000 LR: 1.932e-02 Score 98.392 Data time: 0.4297, Forward time: 2.6529, Backward time: 3.7544, DDP time: 0.0036, Total iter time: 7.6891 [2020-11-08 13:23:15,397][root][INFO] - ===> Epoch[2097](4195/2): Loss -0.8492, Sem 0.0442, dir -0.9852, norm 0.0918, swav 0.0000 LR: 1.930e-02 Score 98.325 Data time: 0.2817, Forward time: 2.6551, Backward time: 3.7524, DDP time: 0.0036, Total iter time: 6.7878 [2020-11-08 13:23:21,491][root][INFO] - ===> Epoch[2097](4196/2): Loss -0.8555, Sem 0.0422, dir -0.9863, norm 0.0886, swav 0.0000 LR: 1.928e-02 Score 98.380 Data time: 0.2812, Forward time: 2.6566, Backward time: 3.7471, DDP time: 0.0036, Total iter time: 5.9634 [2020-11-08 13:23:28,071][root][INFO] - ===> Epoch[2098](4197/2): Loss -0.8482, Sem 0.0422, dir -0.9864, norm 0.0960, swav 0.0000 LR: 1.926e-02 Score 98.385 Data time: 0.2445, Forward time: 2.6545, Backward time: 3.7476, DDP time: 0.0036, Total iter time: 6.4360 [2020-11-08 13:23:33,420][root][INFO] - ===> Epoch[2098](4198/2): Loss -0.8604, Sem 0.0419, dir -0.9872, norm 0.0848, swav 0.0000 LR: 1.924e-02 Score 98.402 Data time: 0.2363, Forward time: 2.6534, Backward time: 3.7416, DDP time: 0.0036, Total iter time: 5.2724 [2020-11-08 13:23:38,822][root][INFO] - ===> Epoch[2099](4199/2): Loss -0.8589, Sem 0.0398, dir -0.9860, norm 0.0872, swav 0.0000 LR: 1.921e-02 Score 98.478 Data time: 0.2731, Forward time: 2.6541, Backward time: 3.7339, DDP time: 0.0036, Total iter time: 5.2826 [2020-11-08 13:23:46,893][root][INFO] - ===> Epoch[2099](4200/2): Loss -0.8528, Sem 0.0431, dir -0.9874, norm 0.0915, swav 0.0000 LR: 1.919e-02 Score 98.357 Data time: 0.4431, Forward time: 2.6610, Backward time: 3.7325, DDP time: 0.0036, Total iter time: 7.9482 [2020-11-08 13:23:55,029][root][INFO] - ===> Epoch[2100](4201/2): Loss -0.8580, Sem 0.0421, dir -0.9863, norm 0.0861, swav 0.0000 LR: 1.917e-02 Score 98.392 Data time: 0.2740, Forward time: 2.6626, Backward time: 3.7369, DDP time: 0.0036, Total iter time: 7.9956 [2020-11-08 13:24:03,006][root][INFO] - ===> Epoch[2100](4202/2): Loss -0.8508, Sem 0.0435, dir -0.9850, norm 0.0907, swav 0.0000 LR: 1.915e-02 Score 98.367 Data time: 0.2378, Forward time: 2.6626, Backward time: 3.7423, DDP time: 0.0036, Total iter time: 7.8575 [2020-11-08 13:24:08,747][root][INFO] - ===> Epoch[2101](4203/2): Loss -0.8620, Sem 0.0384, dir -0.9873, norm 0.0868, swav 0.0000 LR: 1.913e-02 Score 98.511 Data time: 0.2012, Forward time: 2.6603, Backward time: 3.7394, DDP time: 0.0036, Total iter time: 5.6304 [2020-11-08 13:24:15,836][root][INFO] - ===> Epoch[2101](4204/2): Loss -0.8581, Sem 0.0433, dir -0.9870, norm 0.0856, swav 0.0000 LR: 1.911e-02 Score 98.340 Data time: 0.2022, Forward time: 2.6573, Backward time: 3.7437, DDP time: 0.0036, Total iter time: 6.9999 [2020-11-08 13:24:23,451][root][INFO] - ===> Epoch[2102](4205/2): Loss -0.8659, Sem 0.0398, dir -0.9878, norm 0.0821, swav 0.0000 LR: 1.908e-02 Score 98.449 Data time: 0.4120, Forward time: 2.6631, Backward time: 3.7414, DDP time: 0.0036, Total iter time: 7.5327 [2020-11-08 13:24:30,615][root][INFO] - ===> Epoch[2102](4206/2): Loss -0.8549, Sem 0.0426, dir -0.9874, norm 0.0899, swav 0.0000 LR: 1.906e-02 Score 98.393 Data time: 0.2373, Forward time: 2.6627, Backward time: 3.7431, DDP time: 0.0036, Total iter time: 7.0347 [2020-11-08 13:24:37,720][root][INFO] - ===> Epoch[2103](4207/2): Loss -0.8654, Sem 0.0399, dir -0.9876, norm 0.0822, swav 0.0000 LR: 1.904e-02 Score 98.452 Data time: 0.2252, Forward time: 2.6614, Backward time: 3.7456, DDP time: 0.0036, Total iter time: 6.9900 [2020-11-08 13:24:46,158][root][INFO] - ===> Epoch[2103](4208/2): Loss -0.8590, Sem 0.0401, dir -0.9869, norm 0.0878, swav 0.0000 LR: 1.902e-02 Score 98.459 Data time: 0.2007, Forward time: 2.6586, Backward time: 3.7557, DDP time: 0.0036, Total iter time: 8.3212 [2020-11-08 13:24:51,616][root][INFO] - ===> Epoch[2104](4209/2): Loss -0.8528, Sem 0.0425, dir -0.9866, norm 0.0912, swav 0.0000 LR: 1.900e-02 Score 98.372 Data time: 0.2024, Forward time: 2.6564, Backward time: 3.7516, DDP time: 0.0036, Total iter time: 5.3575 [2020-11-08 13:24:58,089][root][INFO] - ===> Epoch[2104](4210/2): Loss -0.8626, Sem 0.0408, dir -0.9876, norm 0.0842, swav 0.0000 LR: 1.898e-02 Score 98.414 Data time: 0.2733, Forward time: 2.6549, Backward time: 3.7511, DDP time: 0.0036, Total iter time: 6.3441 [2020-11-08 13:25:06,537][root][INFO] - ===> Epoch[2105](4211/2): Loss -0.8541, Sem 0.0431, dir -0.9855, norm 0.0884, swav 0.0000 LR: 1.895e-02 Score 98.352 Data time: 0.3083, Forward time: 2.6565, Backward time: 3.7566, DDP time: 0.0036, Total iter time: 8.3248 [2020-11-08 13:25:13,469][root][INFO] - ===> Epoch[2105](4212/2): Loss -0.8564, Sem 0.0392, dir -0.9865, norm 0.0909, swav 0.0000 LR: 1.893e-02 Score 98.492 Data time: 0.2579, Forward time: 2.6561, Backward time: 3.7571, DDP time: 0.0036, Total iter time: 6.7744 [2020-11-08 13:25:19,784][root][INFO] - ===> Epoch[2106](4213/2): Loss -0.8551, Sem 0.0407, dir -0.9865, norm 0.0906, swav 0.0000 LR: 1.891e-02 Score 98.453 Data time: 0.3172, Forward time: 2.6591, Backward time: 3.7515, DDP time: 0.0036, Total iter time: 6.1813 [2020-11-08 13:25:27,928][root][INFO] - ===> Epoch[2106](4214/2): Loss -0.8588, Sem 0.0415, dir -0.9870, norm 0.0866, swav 0.0000 LR: 1.889e-02 Score 98.387 Data time: 0.2779, Forward time: 2.6604, Backward time: 3.7557, DDP time: 0.0036, Total iter time: 8.0173 [2020-11-08 13:25:36,341][root][INFO] - ===> Epoch[2107](4215/2): Loss -0.8538, Sem 0.0437, dir -0.9856, norm 0.0881, swav 0.0000 LR: 1.887e-02 Score 98.334 Data time: 0.4402, Forward time: 2.6680, Backward time: 3.7548, DDP time: 0.0036, Total iter time: 8.2886 [2020-11-08 13:25:44,291][root][INFO] - ===> Epoch[2107](4216/2): Loss -0.8562, Sem 0.0409, dir -0.9867, norm 0.0896, swav 0.0000 LR: 1.885e-02 Score 98.426 Data time: 0.2744, Forward time: 2.6682, Backward time: 3.7590, DDP time: 0.0036, Total iter time: 7.8070 [2020-11-08 13:25:50,206][root][INFO] - ===> Epoch[2108](4217/2): Loss -0.8538, Sem 0.0404, dir -0.9867, norm 0.0925, swav 0.0000 LR: 1.882e-02 Score 98.439 Data time: 0.2637, Forward time: 2.6678, Backward time: 3.7551, DDP time: 0.0036, Total iter time: 5.7904 [2020-11-08 13:25:56,969][root][INFO] - ===> Epoch[2108](4218/2): Loss -0.8572, Sem 0.0432, dir -0.9872, norm 0.0868, swav 0.0000 LR: 1.880e-02 Score 98.341 Data time: 0.2734, Forward time: 2.6687, Backward time: 3.7537, DDP time: 0.0036, Total iter time: 6.6493 [2020-11-08 13:26:03,959][root][INFO] - ===> Epoch[2109](4219/2): Loss -0.8570, Sem 0.0387, dir -0.9859, norm 0.0902, swav 0.0000 LR: 1.878e-02 Score 98.531 Data time: 0.2562, Forward time: 2.6674, Backward time: 3.7553, DDP time: 0.0036, Total iter time: 6.8584 [2020-11-08 13:26:10,588][root][INFO] - ===> Epoch[2109](4220/2): Loss -0.8564, Sem 0.0413, dir -0.9867, norm 0.0890, swav 0.0000 LR: 1.876e-02 Score 98.418 Data time: 0.3675, Forward time: 2.6707, Backward time: 3.7508, DDP time: 0.0036, Total iter time: 6.5272 [2020-11-08 13:26:18,064][root][INFO] - ===> Epoch[2110](4221/2): Loss -0.8531, Sem 0.0447, dir -0.9871, norm 0.0894, swav 0.0000 LR: 1.874e-02 Score 98.282 Data time: 0.2191, Forward time: 2.6696, Backward time: 3.7544, DDP time: 0.0036, Total iter time: 7.3395 [2020-11-08 13:26:24,721][root][INFO] - ===> Epoch[2110](4222/2): Loss -0.8555, Sem 0.0411, dir -0.9870, norm 0.0904, swav 0.0000 LR: 1.872e-02 Score 98.408 Data time: 0.2858, Forward time: 2.6706, Backward time: 3.7523, DDP time: 0.0036, Total iter time: 6.5414 [2020-11-08 13:26:30,391][root][INFO] - ===> Epoch[2111](4223/2): Loss -0.8546, Sem 0.0416, dir -0.9868, norm 0.0906, swav 0.0000 LR: 1.869e-02 Score 98.421 Data time: 0.2700, Forward time: 2.6720, Backward time: 3.7457, DDP time: 0.0036, Total iter time: 5.5450 [2020-11-08 13:26:37,106][root][INFO] - ===> Epoch[2111](4224/2): Loss -0.8588, Sem 0.0421, dir -0.9863, norm 0.0854, swav 0.0000 LR: 1.867e-02 Score 98.392 Data time: 0.2437, Forward time: 2.6708, Backward time: 3.7461, DDP time: 0.0036, Total iter time: 6.5978 [2020-11-08 13:26:44,109][root][INFO] - ===> Epoch[2112](4225/2): Loss -0.8519, Sem 0.0426, dir -0.9866, norm 0.0921, swav 0.0000 LR: 1.865e-02 Score 98.367 Data time: 0.2811, Forward time: 2.6720, Backward time: 3.7455, DDP time: 0.0036, Total iter time: 6.8882 [2020-11-08 13:26:51,404][root][INFO] - ===> Epoch[2112](4226/2): Loss -0.8536, Sem 0.0407, dir -0.9869, norm 0.0926, swav 0.0000 LR: 1.863e-02 Score 98.446 Data time: 0.2446, Forward time: 2.6725, Backward time: 3.7469, DDP time: 0.0036, Total iter time: 7.1858 [2020-11-08 13:26:57,296][root][INFO] - ===> Epoch[2113](4227/2): Loss -0.8495, Sem 0.0478, dir -0.9861, norm 0.0889, swav 0.0000 LR: 1.861e-02 Score 98.217 Data time: 0.1460, Forward time: 2.6680, Backward time: 3.7474, DDP time: 0.0036, Total iter time: 5.7713 [2020-11-08 13:27:03,503][root][INFO] - ===> Epoch[2113](4228/2): Loss -0.8522, Sem 0.0455, dir -0.9865, norm 0.0887, swav 0.0000 LR: 1.859e-02 Score 98.327 Data time: 0.1700, Forward time: 2.6650, Backward time: 3.7481, DDP time: 0.0036, Total iter time: 6.1682 [2020-11-08 13:27:09,662][root][INFO] - ===> Epoch[2114](4229/2): Loss -0.8521, Sem 0.0434, dir -0.9862, norm 0.0908, swav 0.0000 LR: 1.856e-02 Score 98.341 Data time: 0.1575, Forward time: 2.6608, Backward time: 3.7494, DDP time: 0.0036, Total iter time: 6.0617 [2020-11-08 13:27:16,892][root][INFO] - ===> Epoch[2114](4230/2): Loss -0.8648, Sem 0.0384, dir -0.9878, norm 0.0846, swav 0.0000 LR: 1.854e-02 Score 98.517 Data time: 0.2412, Forward time: 2.6599, Backward time: 3.7522, DDP time: 0.0036, Total iter time: 7.1744 [2020-11-08 13:27:24,190][root][INFO] - ===> Epoch[2115](4231/2): Loss -0.8559, Sem 0.0426, dir -0.9874, norm 0.0890, swav 0.0000 LR: 1.852e-02 Score 98.364 Data time: 0.4314, Forward time: 2.6646, Backward time: 3.7490, DDP time: 0.0036, Total iter time: 7.1952 [2020-11-08 13:27:33,070][root][INFO] - ===> Epoch[2115](4232/2): Loss -0.8538, Sem 0.0411, dir -0.9863, norm 0.0914, swav 0.0000 LR: 1.850e-02 Score 98.444 Data time: 0.4485, Forward time: 2.6725, Backward time: 3.7491, DDP time: 0.0036, Total iter time: 8.7358 [2020-11-08 13:27:41,409][root][INFO] - ===> Epoch[2116](4233/2): Loss -0.8520, Sem 0.0425, dir -0.9858, norm 0.0914, swav 0.0000 LR: 1.848e-02 Score 98.372 Data time: 0.4191, Forward time: 2.6795, Backward time: 3.7479, DDP time: 0.0036, Total iter time: 8.2124 [2020-11-08 13:27:48,635][root][INFO] - ===> Epoch[2116](4234/2): Loss -0.8586, Sem 0.0444, dir -0.9880, norm 0.0850, swav 0.0000 LR: 1.846e-02 Score 98.279 Data time: 0.3985, Forward time: 2.6838, Backward time: 3.7447, DDP time: 0.0036, Total iter time: 7.0880 [2020-11-08 13:27:56,605][root][INFO] - ===> Epoch[2117](4235/2): Loss -0.8543, Sem 0.0402, dir -0.9860, norm 0.0916, swav 0.0000 LR: 1.843e-02 Score 98.475 Data time: 0.3941, Forward time: 2.6885, Backward time: 3.7442, DDP time: 0.0036, Total iter time: 7.8367 [2020-11-08 13:28:02,720][root][INFO] - ===> Epoch[2117](4236/2): Loss -0.8545, Sem 0.0409, dir -0.9861, norm 0.0907, swav 0.0000 LR: 1.841e-02 Score 98.435 Data time: 0.2546, Forward time: 2.6884, Backward time: 3.7410, DDP time: 0.0036, Total iter time: 5.9837 [2020-11-08 13:28:11,051][root][INFO] - ===> Epoch[2118](4237/2): Loss -0.8565, Sem 0.0419, dir -0.9866, norm 0.0881, swav 0.0000 LR: 1.839e-02 Score 98.386 Data time: 0.1967, Forward time: 2.6860, Backward time: 3.7494, DDP time: 0.0036, Total iter time: 8.2296 [2020-11-08 13:28:17,514][root][INFO] - ===> Epoch[2118](4238/2): Loss -0.8473, Sem 0.0416, dir -0.9869, norm 0.0980, swav 0.0000 LR: 1.837e-02 Score 98.401 Data time: 0.2551, Forward time: 2.6866, Backward time: 3.7472, DDP time: 0.0036, Total iter time: 6.3734 [2020-11-08 13:28:23,520][root][INFO] - ===> Epoch[2119](4239/2): Loss -0.8536, Sem 0.0413, dir -0.9861, norm 0.0913, swav 0.0000 LR: 1.835e-02 Score 98.418 Data time: 0.1844, Forward time: 2.6841, Backward time: 3.7460, DDP time: 0.0036, Total iter time: 5.8574 [2020-11-08 13:28:30,960][root][INFO] - ===> Epoch[2119](4240/2): Loss -0.8514, Sem 0.0424, dir -0.9870, norm 0.0932, swav 0.0000 LR: 1.833e-02 Score 98.387 Data time: 0.2404, Forward time: 2.6833, Backward time: 3.7492, DDP time: 0.0036, Total iter time: 7.3466 [2020-11-08 13:28:36,736][root][INFO] - ===> Epoch[2120](4241/2): Loss -0.8555, Sem 0.0424, dir -0.9877, norm 0.0897, swav 0.0000 LR: 1.830e-02 Score 98.393 Data time: 0.2871, Forward time: 2.6844, Backward time: 3.7436, DDP time: 0.0036, Total iter time: 5.6430 [2020-11-08 13:28:42,888][root][INFO] - ===> Epoch[2120](4242/2): Loss -0.8521, Sem 0.0424, dir -0.9869, norm 0.0924, swav 0.0000 LR: 1.828e-02 Score 98.365 Data time: 0.1991, Forward time: 2.6818, Backward time: 3.7432, DDP time: 0.0036, Total iter time: 6.0330 [2020-11-08 13:28:49,867][root][INFO] - ===> Epoch[2121](4243/2): Loss -0.8586, Sem 0.0409, dir -0.9868, norm 0.0873, swav 0.0000 LR: 1.826e-02 Score 98.442 Data time: 0.1756, Forward time: 2.6779, Backward time: 3.7475, DDP time: 0.0036, Total iter time: 6.8694 [2020-11-08 13:28:56,721][root][INFO] - ===> Epoch[2121](4244/2): Loss -0.8546, Sem 0.0419, dir -0.9861, norm 0.0896, swav 0.0000 LR: 1.824e-02 Score 98.383 Data time: 0.2599, Forward time: 2.6780, Backward time: 3.7476, DDP time: 0.0036, Total iter time: 6.7942 [2020-11-08 13:29:03,657][root][INFO] - ===> Epoch[2122](4245/2): Loss -0.8629, Sem 0.0389, dir -0.9868, norm 0.0851, swav 0.0000 LR: 1.822e-02 Score 98.489 Data time: 0.3740, Forward time: 2.6816, Backward time: 3.7440, DDP time: 0.0036, Total iter time: 6.8167 [2020-11-08 13:29:11,418][root][INFO] - ===> Epoch[2122](4246/2): Loss -0.8615, Sem 0.0426, dir -0.9880, norm 0.0839, swav 0.0000 LR: 1.820e-02 Score 98.370 Data time: 0.2857, Forward time: 2.6815, Backward time: 3.7473, DDP time: 0.0036, Total iter time: 7.6292 [2020-11-08 13:29:17,636][root][INFO] - ===> Epoch[2123](4247/2): Loss -0.8470, Sem 0.0425, dir -0.9848, norm 0.0953, swav 0.0000 LR: 1.817e-02 Score 98.365 Data time: 0.2639, Forward time: 2.6825, Backward time: 3.7437, DDP time: 0.0036, Total iter time: 6.0890 [2020-11-08 13:29:26,199][root][INFO] - ===> Epoch[2123](4248/2): Loss -0.8621, Sem 0.0396, dir -0.9875, norm 0.0858, swav 0.0000 LR: 1.815e-02 Score 98.492 Data time: 0.2306, Forward time: 2.6819, Backward time: 3.7509, DDP time: 0.0036, Total iter time: 8.4486 [2020-11-08 13:29:33,204][root][INFO] - ===> Epoch[2124](4249/2): Loss -0.8565, Sem 0.0419, dir -0.9863, norm 0.0878, swav 0.0000 LR: 1.813e-02 Score 98.399 Data time: 0.2150, Forward time: 2.6801, Backward time: 3.7531, DDP time: 0.0036, Total iter time: 6.8941 [2020-11-08 13:29:38,889][root][INFO] - ===> Epoch[2124](4250/2): Loss -0.8485, Sem 0.0412, dir -0.9863, norm 0.0965, swav 0.0000 LR: 1.811e-02 Score 98.424 Data time: 0.2634, Forward time: 2.6804, Backward time: 3.7483, DDP time: 0.0036, Total iter time: 5.5812 [2020-11-08 13:29:46,253][root][INFO] - ===> Epoch[2125](4251/2): Loss -0.8634, Sem 0.0412, dir -0.9869, norm 0.0823, swav 0.0000 LR: 1.809e-02 Score 98.426 Data time: 0.2369, Forward time: 2.6790, Backward time: 3.7514, DDP time: 0.0036, Total iter time: 7.2493 [2020-11-08 13:29:51,945][root][INFO] - ===> Epoch[2125](4252/2): Loss -0.8466, Sem 0.0442, dir -0.9861, norm 0.0953, swav 0.0000 LR: 1.806e-02 Score 98.312 Data time: 0.2646, Forward time: 2.6800, Backward time: 3.7460, DDP time: 0.0036, Total iter time: 5.5903 [2020-11-08 13:29:59,351][root][INFO] - ===> Epoch[2126](4253/2): Loss -0.8587, Sem 0.0420, dir -0.9879, norm 0.0872, swav 0.0000 LR: 1.804e-02 Score 98.384 Data time: 0.2083, Forward time: 2.6785, Backward time: 3.7495, DDP time: 0.0036, Total iter time: 7.2721 [2020-11-08 13:30:05,621][root][INFO] - ===> Epoch[2126](4254/2): Loss -0.8499, Sem 0.0423, dir -0.9849, norm 0.0927, swav 0.0000 LR: 1.802e-02 Score 98.380 Data time: 0.2200, Forward time: 2.6774, Backward time: 3.7483, DDP time: 0.0036, Total iter time: 6.1616 [2020-11-08 13:30:11,667][root][INFO] - ===> Epoch[2127](4255/2): Loss -0.8675, Sem 0.0377, dir -0.9891, norm 0.0840, swav 0.0000 LR: 1.800e-02 Score 98.541 Data time: 0.2899, Forward time: 2.6790, Backward time: 3.7436, DDP time: 0.0036, Total iter time: 5.9337 [2020-11-08 13:30:19,548][root][INFO] - ===> Epoch[2127](4256/2): Loss -0.8499, Sem 0.0422, dir -0.9864, norm 0.0944, swav 0.0000 LR: 1.798e-02 Score 98.385 Data time: 0.3119, Forward time: 2.6807, Backward time: 3.7456, DDP time: 0.0036, Total iter time: 7.7695 [2020-11-08 13:30:27,565][root][INFO] - ===> Epoch[2128](4257/2): Loss -0.8529, Sem 0.0413, dir -0.9858, norm 0.0916, swav 0.0000 LR: 1.796e-02 Score 98.407 Data time: 0.4132, Forward time: 2.6861, Backward time: 3.7442, DDP time: 0.0036, Total iter time: 7.8842 [2020-11-08 13:30:35,275][root][INFO] - ===> Epoch[2128](4258/2): Loss -0.8605, Sem 0.0445, dir -0.9869, norm 0.0820, swav 0.0000 LR: 1.793e-02 Score 98.291 Data time: 0.1920, Forward time: 2.6841, Backward time: 3.7492, DDP time: 0.0036, Total iter time: 7.5593 [2020-11-08 13:30:41,751][root][INFO] - ===> Epoch[2129](4259/2): Loss -0.8516, Sem 0.0390, dir -0.9867, norm 0.0962, swav 0.0000 LR: 1.791e-02 Score 98.496 Data time: 0.2107, Forward time: 2.6822, Backward time: 3.7496, DDP time: 0.0036, Total iter time: 6.3657 [2020-11-08 13:30:48,642][root][INFO] - ===> Epoch[2129](4260/2): Loss -0.8609, Sem 0.0415, dir -0.9875, norm 0.0851, swav 0.0000 LR: 1.789e-02 Score 98.410 Data time: 0.1993, Forward time: 2.6799, Backward time: 3.7521, DDP time: 0.0036, Total iter time: 6.7881 [2020-11-08 13:30:54,597][root][INFO] - ===> Epoch[2130](4261/2): Loss -0.8508, Sem 0.0437, dir -0.9862, norm 0.0917, swav 0.0000 LR: 1.787e-02 Score 98.332 Data time: 0.2534, Forward time: 2.6796, Backward time: 3.7490, DDP time: 0.0036, Total iter time: 5.8509 [2020-11-08 13:31:02,305][root][INFO] - ===> Epoch[2130](4262/2): Loss -0.8591, Sem 0.0419, dir -0.9876, norm 0.0866, swav 0.0000 LR: 1.785e-02 Score 98.397 Data time: 0.2082, Forward time: 2.6779, Backward time: 3.7537, DDP time: 0.0036, Total iter time: 7.5826 [2020-11-08 13:31:09,526][root][INFO] - ===> Epoch[2131](4263/2): Loss -0.8490, Sem 0.0406, dir -0.9856, norm 0.0960, swav 0.0000 LR: 1.783e-02 Score 98.450 Data time: 0.2910, Forward time: 2.6780, Backward time: 3.7548, DDP time: 0.0036, Total iter time: 7.1143 [2020-11-08 13:31:16,000][root][INFO] - ===> Epoch[2131](4264/2): Loss -0.8594, Sem 0.0415, dir -0.9868, norm 0.0859, swav 0.0000 LR: 1.780e-02 Score 98.409 Data time: 0.2244, Forward time: 2.6769, Backward time: 3.7543, DDP time: 0.0036, Total iter time: 6.3505 [2020-11-08 13:31:22,878][root][INFO] - ===> Epoch[2132](4265/2): Loss -0.8519, Sem 0.0422, dir -0.9860, norm 0.0919, swav 0.0000 LR: 1.778e-02 Score 98.392 Data time: 0.2581, Forward time: 2.6779, Backward time: 3.7534, DDP time: 0.0037, Total iter time: 6.7480 [2020-11-08 13:31:28,953][root][INFO] - ===> Epoch[2132](4266/2): Loss -0.8566, Sem 0.0429, dir -0.9869, norm 0.0874, swav 0.0000 LR: 1.776e-02 Score 98.372 Data time: 0.2730, Forward time: 2.6786, Backward time: 3.7497, DDP time: 0.0037, Total iter time: 5.9403 [2020-11-08 13:31:35,255][root][INFO] - ===> Epoch[2133](4267/2): Loss -0.8578, Sem 0.0430, dir -0.9874, norm 0.0865, swav 0.0000 LR: 1.774e-02 Score 98.374 Data time: 0.2817, Forward time: 2.6808, Backward time: 3.7455, DDP time: 0.0037, Total iter time: 6.1813 [2020-11-08 13:31:41,875][root][INFO] - ===> Epoch[2133](4268/2): Loss -0.8635, Sem 0.0390, dir -0.9875, norm 0.0850, swav 0.0000 LR: 1.772e-02 Score 98.487 Data time: 0.1927, Forward time: 2.6791, Backward time: 3.7462, DDP time: 0.0037, Total iter time: 6.4830 [2020-11-08 13:31:50,983][root][INFO] - ===> Epoch[2134](4269/2): Loss -0.8675, Sem 0.0389, dir -0.9879, norm 0.0815, swav 0.0000 LR: 1.769e-02 Score 98.499 Data time: 0.2430, Forward time: 2.6786, Backward time: 3.7547, DDP time: 0.0037, Total iter time: 8.9949 [2020-11-08 13:31:58,114][root][INFO] - ===> Epoch[2134](4270/2): Loss -0.8548, Sem 0.0419, dir -0.9868, norm 0.0901, swav 0.0000 LR: 1.767e-02 Score 98.409 Data time: 0.2060, Forward time: 2.6773, Backward time: 3.7570, DDP time: 0.0037, Total iter time: 7.0195 [2020-11-08 13:32:05,271][root][INFO] - ===> Epoch[2135](4271/2): Loss -0.8576, Sem 0.0414, dir -0.9873, norm 0.0883, swav 0.0000 LR: 1.765e-02 Score 98.414 Data time: 0.1375, Forward time: 2.6728, Backward time: 3.7624, DDP time: 0.0037, Total iter time: 7.0448 [2020-11-08 13:32:12,800][root][INFO] - ===> Epoch[2135](4272/2): Loss -0.8550, Sem 0.0422, dir -0.9861, norm 0.0889, swav 0.0000 LR: 1.763e-02 Score 98.398 Data time: 0.2125, Forward time: 2.6710, Backward time: 3.7666, DDP time: 0.0037, Total iter time: 7.4331 [2020-11-08 13:32:20,987][root][INFO] - ===> Epoch[2136](4273/2): Loss -0.8622, Sem 0.0412, dir -0.9875, norm 0.0841, swav 0.0000 LR: 1.761e-02 Score 98.427 Data time: 0.2289, Forward time: 2.6702, Backward time: 3.7720, DDP time: 0.0037, Total iter time: 8.0754 [2020-11-08 13:32:28,434][root][INFO] - ===> Epoch[2136](4274/2): Loss -0.8590, Sem 0.0394, dir -0.9873, norm 0.0889, swav 0.0000 LR: 1.759e-02 Score 98.484 Data time: 0.2693, Forward time: 2.6712, Backward time: 3.7729, DDP time: 0.0037, Total iter time: 7.3178 [2020-11-08 13:32:35,451][root][INFO] - ===> Epoch[2137](4275/2): Loss -0.8524, Sem 0.0427, dir -0.9863, norm 0.0912, swav 0.0000 LR: 1.756e-02 Score 98.355 Data time: 0.2324, Forward time: 2.6706, Backward time: 3.7739, DDP time: 0.0037, Total iter time: 6.8816 [2020-11-08 13:32:43,317][root][INFO] - ===> Epoch[2137](4276/2): Loss -0.8617, Sem 0.0405, dir -0.9871, norm 0.0849, swav 0.0000 LR: 1.754e-02 Score 98.441 Data time: 0.2264, Forward time: 2.6693, Backward time: 3.7786, DDP time: 0.0037, Total iter time: 7.7506 [2020-11-08 13:32:49,685][root][INFO] - ===> Epoch[2138](4277/2): Loss -0.8527, Sem 0.0404, dir -0.9867, norm 0.0936, swav 0.0000 LR: 1.752e-02 Score 98.452 Data time: 0.2529, Forward time: 2.6685, Backward time: 3.7774, DDP time: 0.0037, Total iter time: 6.2611 [2020-11-08 13:32:56,739][root][INFO] - ===> Epoch[2138](4278/2): Loss -0.8530, Sem 0.0453, dir -0.9854, norm 0.0871, swav 0.0000 LR: 1.750e-02 Score 98.264 Data time: 0.3672, Forward time: 2.6708, Backward time: 3.7754, DDP time: 0.0037, Total iter time: 6.9130 [2020-11-08 13:33:04,145][root][INFO] - ===> Epoch[2139](4279/2): Loss -0.8541, Sem 0.0411, dir -0.9870, norm 0.0918, swav 0.0000 LR: 1.748e-02 Score 98.434 Data time: 0.1866, Forward time: 2.6685, Backward time: 3.7793, DDP time: 0.0037, Total iter time: 7.2549 [2020-11-08 13:33:10,228][root][INFO] - ===> Epoch[2139](4280/2): Loss -0.8566, Sem 0.0409, dir -0.9876, norm 0.0901, swav 0.0000 LR: 1.745e-02 Score 98.425 Data time: 0.2176, Forward time: 2.6675, Backward time: 3.7776, DDP time: 0.0037, Total iter time: 6.0068 [2020-11-08 13:33:16,677][root][INFO] - ===> Epoch[2140](4281/2): Loss -0.8553, Sem 0.0417, dir -0.9868, norm 0.0898, swav 0.0000 LR: 1.743e-02 Score 98.407 Data time: 0.1821, Forward time: 2.6648, Backward time: 3.7787, DDP time: 0.0037, Total iter time: 6.3170 [2020-11-08 13:33:22,823][root][INFO] - ===> Epoch[2140](4282/2): Loss -0.8586, Sem 0.0433, dir -0.9866, norm 0.0848, swav 0.0000 LR: 1.741e-02 Score 98.356 Data time: 0.2871, Forward time: 2.6660, Backward time: 3.7751, DDP time: 0.0037, Total iter time: 6.0689 [2020-11-08 13:33:30,434][root][INFO] - ===> Epoch[2141](4283/2): Loss -0.8611, Sem 0.0416, dir -0.9881, norm 0.0853, swav 0.0000 LR: 1.739e-02 Score 98.398 Data time: 0.2108, Forward time: 2.6645, Backward time: 3.7790, DDP time: 0.0037, Total iter time: 7.4824 [2020-11-08 13:33:38,162][root][INFO] - ===> Epoch[2141](4284/2): Loss -0.8479, Sem 0.0424, dir -0.9852, norm 0.0949, swav 0.0000 LR: 1.737e-02 Score 98.388 Data time: 0.1790, Forward time: 2.6615, Backward time: 3.7848, DDP time: 0.0037, Total iter time: 7.6158 [2020-11-08 13:33:45,003][root][INFO] - ===> Epoch[2142](4285/2): Loss -0.8464, Sem 0.0440, dir -0.9856, norm 0.0953, swav 0.0000 LR: 1.735e-02 Score 98.323 Data time: 0.1348, Forward time: 2.6570, Backward time: 3.7892, DDP time: 0.0037, Total iter time: 6.7358 [2020-11-08 13:33:50,922][root][INFO] - ===> Epoch[2142](4286/2): Loss -0.8522, Sem 0.0407, dir -0.9859, norm 0.0930, swav 0.0000 LR: 1.732e-02 Score 98.444 Data time: 0.2440, Forward time: 2.6565, Backward time: 3.7865, DDP time: 0.0037, Total iter time: 5.8518 [2020-11-08 13:33:57,365][root][INFO] - ===> Epoch[2143](4287/2): Loss -0.8626, Sem 0.0420, dir -0.9869, norm 0.0823, swav 0.0000 LR: 1.730e-02 Score 98.365 Data time: 0.2997, Forward time: 2.6576, Backward time: 3.7838, DDP time: 0.0037, Total iter time: 6.3197 [2020-11-08 13:34:05,158][root][INFO] - ===> Epoch[2143](4288/2): Loss -0.8592, Sem 0.0409, dir -0.9871, norm 0.0870, swav 0.0000 LR: 1.728e-02 Score 98.421 Data time: 0.2907, Forward time: 2.6597, Backward time: 3.7847, DDP time: 0.0037, Total iter time: 7.6542 [2020-11-08 13:34:13,752][root][INFO] - ===> Epoch[2144](4289/2): Loss -0.8556, Sem 0.0428, dir -0.9874, norm 0.0891, swav 0.0000 LR: 1.726e-02 Score 98.357 Data time: 0.2241, Forward time: 2.6590, Backward time: 3.7910, DDP time: 0.0037, Total iter time: 8.4456 [2020-11-08 13:34:21,686][root][INFO] - ===> Epoch[2144](4290/2): Loss -0.8586, Sem 0.0418, dir -0.9880, norm 0.0876, swav 0.0000 LR: 1.724e-02 Score 98.385 Data time: 0.2505, Forward time: 2.6594, Backward time: 3.7940, DDP time: 0.0037, Total iter time: 7.8117 [2020-11-08 13:34:27,415][root][INFO] - ===> Epoch[2145](4291/2): Loss -0.8615, Sem 0.0405, dir -0.9866, norm 0.0846, swav 0.0000 LR: 1.721e-02 Score 98.459 Data time: 0.2320, Forward time: 2.6596, Backward time: 3.7899, DDP time: 0.0037, Total iter time: 5.5967 [2020-11-08 13:34:35,382][root][INFO] - ===> Epoch[2145](4292/2): Loss -0.8594, Sem 0.0422, dir -0.9878, norm 0.0862, swav 0.0000 LR: 1.719e-02 Score 98.389 Data time: 0.2277, Forward time: 2.6582, Backward time: 3.7947, DDP time: 0.0037, Total iter time: 7.8410 [2020-11-08 13:34:41,363][root][INFO] - ===> Epoch[2146](4293/2): Loss -0.8644, Sem 0.0400, dir -0.9882, norm 0.0838, swav 0.0000 LR: 1.717e-02 Score 98.449 Data time: 0.2484, Forward time: 2.6583, Backward time: 3.7916, DDP time: 0.0037, Total iter time: 5.8586 [2020-11-08 13:34:46,503][root][INFO] - ===> Epoch[2146](4294/2): Loss -0.8587, Sem 0.0419, dir -0.9865, norm 0.0858, swav 0.0000 LR: 1.715e-02 Score 98.409 Data time: 0.2561, Forward time: 2.6580, Backward time: 3.7860, DDP time: 0.0037, Total iter time: 5.0037 [2020-11-08 13:34:53,789][root][INFO] - ===> Epoch[2147](4295/2): Loss -0.8518, Sem 0.0384, dir -0.9856, norm 0.0954, swav 0.0000 LR: 1.713e-02 Score 98.529 Data time: 0.2331, Forward time: 2.6575, Backward time: 3.7878, DDP time: 0.0037, Total iter time: 7.1678 [2020-11-08 13:34:59,778][root][INFO] - ===> Epoch[2147](4296/2): Loss -0.8565, Sem 0.0414, dir -0.9868, norm 0.0888, swav 0.0000 LR: 1.710e-02 Score 98.414 Data time: 0.2422, Forward time: 2.6571, Backward time: 3.7852, DDP time: 0.0037, Total iter time: 5.8682 [2020-11-08 13:35:05,943][root][INFO] - ===> Epoch[2148](4297/2): Loss -0.8558, Sem 0.0436, dir -0.9864, norm 0.0870, swav 0.0000 LR: 1.708e-02 Score 98.342 Data time: 0.1849, Forward time: 2.6549, Backward time: 3.7848, DDP time: 0.0037, Total iter time: 6.0206 [2020-11-08 13:35:12,668][root][INFO] - ===> Epoch[2148](4298/2): Loss -0.8388, Sem 0.0432, dir -0.9846, norm 0.1026, swav 0.0000 LR: 1.706e-02 Score 98.372 Data time: 0.2419, Forward time: 2.6547, Backward time: 3.7846, DDP time: 0.0037, Total iter time: 6.6237 [2020-11-08 13:35:20,389][root][INFO] - ===> Epoch[2149](4299/2): Loss -0.8512, Sem 0.0443, dir -0.9865, norm 0.0910, swav 0.0000 LR: 1.704e-02 Score 98.302 Data time: 0.2411, Forward time: 2.6544, Backward time: 3.7875, DDP time: 0.0037, Total iter time: 7.5910 [2020-11-08 13:35:27,078][root][INFO] - ===> Epoch[2149](4300/2): Loss -0.8525, Sem 0.0430, dir -0.9868, norm 0.0913, swav 0.0000 LR: 1.702e-02 Score 98.354 Data time: 0.2852, Forward time: 2.6556, Backward time: 3.7856, DDP time: 0.0037, Total iter time: 6.5665 [2020-11-08 13:35:33,875][root][INFO] - ===> Epoch[2150](4301/2): Loss -0.8505, Sem 0.0421, dir -0.9865, norm 0.0938, swav 0.0000 LR: 1.699e-02 Score 98.382 Data time: 0.2764, Forward time: 2.6571, Backward time: 3.7838, DDP time: 0.0037, Total iter time: 6.6605 [2020-11-08 13:35:41,217][root][INFO] - ===> Epoch[2150](4302/2): Loss -0.8578, Sem 0.0393, dir -0.9879, norm 0.0909, swav 0.0000 LR: 1.697e-02 Score 98.488 Data time: 0.1951, Forward time: 2.6550, Backward time: 3.7872, DDP time: 0.0037, Total iter time: 7.2208 [2020-11-08 13:35:47,421][root][INFO] - ===> Epoch[2151](4303/2): Loss -0.8573, Sem 0.0406, dir -0.9864, norm 0.0885, swav 0.0000 LR: 1.695e-02 Score 98.451 Data time: 0.2254, Forward time: 2.6535, Backward time: 3.7865, DDP time: 0.0037, Total iter time: 6.0788 [2020-11-08 13:35:54,295][root][INFO] - ===> Epoch[2151](4304/2): Loss -0.8579, Sem 0.0426, dir -0.9866, norm 0.0861, swav 0.0000 LR: 1.693e-02 Score 98.351 Data time: 0.3770, Forward time: 2.6564, Backward time: 3.7834, DDP time: 0.0037, Total iter time: 6.7573 [2020-11-08 13:36:01,128][root][INFO] - ===> Epoch[2152](4305/2): Loss -0.8576, Sem 0.0419, dir -0.9860, norm 0.0865, swav 0.0000 LR: 1.691e-02 Score 98.406 Data time: 0.2065, Forward time: 2.6550, Backward time: 3.7845, DDP time: 0.0037, Total iter time: 6.6833 [2020-11-08 13:36:08,770][root][INFO] - ===> Epoch[2152](4306/2): Loss -0.8483, Sem 0.0452, dir -0.9862, norm 0.0928, swav 0.0000 LR: 1.689e-02 Score 98.265 Data time: 0.2396, Forward time: 2.6535, Backward time: 3.7884, DDP time: 0.0037, Total iter time: 7.5387 [2020-11-08 13:36:15,005][root][INFO] - ===> Epoch[2153](4307/2): Loss -0.8531, Sem 0.0406, dir -0.9864, norm 0.0927, swav 0.0000 LR: 1.686e-02 Score 98.461 Data time: 0.1901, Forward time: 2.6498, Backward time: 3.7898, DDP time: 0.0038, Total iter time: 6.1093 [2020-11-08 13:36:22,855][root][INFO] - ===> Epoch[2153](4308/2): Loss -0.8569, Sem 0.0440, dir -0.9870, norm 0.0861, swav 0.0000 LR: 1.684e-02 Score 98.334 Data time: 0.2579, Forward time: 2.6496, Backward time: 3.7931, DDP time: 0.0038, Total iter time: 7.7691 [2020-11-08 13:36:29,488][root][INFO] - ===> Epoch[2154](4309/2): Loss -0.8567, Sem 0.0414, dir -0.9866, norm 0.0884, swav 0.0000 LR: 1.682e-02 Score 98.410 Data time: 0.3093, Forward time: 2.6514, Backward time: 3.7905, DDP time: 0.0038, Total iter time: 6.5021 [2020-11-08 13:36:35,867][root][INFO] - ===> Epoch[2154](4310/2): Loss -0.8588, Sem 0.0429, dir -0.9873, norm 0.0856, swav 0.0000 LR: 1.680e-02 Score 98.353 Data time: 0.2429, Forward time: 2.6514, Backward time: 3.7888, DDP time: 0.0038, Total iter time: 6.2510 [2020-11-08 13:36:41,888][root][INFO] - ===> Epoch[2155](4311/2): Loss -0.8476, Sem 0.0408, dir -0.9861, norm 0.0976, swav 0.0000 LR: 1.678e-02 Score 98.444 Data time: 0.2452, Forward time: 2.6513, Backward time: 3.7861, DDP time: 0.0038, Total iter time: 5.8841 [2020-11-08 13:36:48,319][root][INFO] - ===> Epoch[2155](4312/2): Loss -0.8630, Sem 0.0405, dir -0.9865, norm 0.0829, swav 0.0000 LR: 1.675e-02 Score 98.478 Data time: 0.2710, Forward time: 2.6515, Backward time: 3.7845, DDP time: 0.0038, Total iter time: 6.3008 [2020-11-08 13:36:56,438][root][INFO] - ===> Epoch[2156](4313/2): Loss -0.8641, Sem 0.0401, dir -0.9865, norm 0.0823, swav 0.0000 LR: 1.673e-02 Score 98.454 Data time: 0.4452, Forward time: 2.6561, Backward time: 3.7834, DDP time: 0.0038, Total iter time: 8.0096 [2020-11-08 13:37:03,252][root][INFO] - ===> Epoch[2156](4314/2): Loss -0.8641, Sem 0.0405, dir -0.9871, norm 0.0825, swav 0.0000 LR: 1.671e-02 Score 98.466 Data time: 0.2548, Forward time: 2.6565, Backward time: 3.7828, DDP time: 0.0038, Total iter time: 6.6937 [2020-11-08 13:37:11,328][root][INFO] - ===> Epoch[2157](4315/2): Loss -0.8554, Sem 0.0397, dir -0.9860, norm 0.0909, swav 0.0000 LR: 1.669e-02 Score 98.486 Data time: 0.2658, Forward time: 2.6565, Backward time: 3.7863, DDP time: 0.0038, Total iter time: 7.9566 [2020-11-08 13:37:18,858][root][INFO] - ===> Epoch[2157](4316/2): Loss -0.8573, Sem 0.0432, dir -0.9868, norm 0.0864, swav 0.0000 LR: 1.667e-02 Score 98.357 Data time: 0.1603, Forward time: 2.6537, Backward time: 3.7910, DDP time: 0.0038, Total iter time: 7.4183 [2020-11-08 13:37:26,907][root][INFO] - ===> Epoch[2158](4317/2): Loss -0.8600, Sem 0.0406, dir -0.9866, norm 0.0860, swav 0.0000 LR: 1.664e-02 Score 98.460 Data time: 0.2247, Forward time: 2.6532, Backward time: 3.7952, DDP time: 0.0038, Total iter time: 7.9739 [2020-11-08 13:37:33,471][root][INFO] - ===> Epoch[2158](4318/2): Loss -0.8541, Sem 0.0404, dir -0.9870, norm 0.0926, swav 0.0000 LR: 1.662e-02 Score 98.454 Data time: 0.2161, Forward time: 2.6517, Backward time: 3.7956, DDP time: 0.0038, Total iter time: 6.4363 [2020-11-08 13:37:40,851][root][INFO] - ===> Epoch[2159](4319/2): Loss -0.8470, Sem 0.0433, dir -0.9849, norm 0.0946, swav 0.0000 LR: 1.660e-02 Score 98.348 Data time: 0.3241, Forward time: 2.6532, Backward time: 3.7956, DDP time: 0.0038, Total iter time: 7.2917 [2020-11-08 13:37:46,551][root][INFO] - ===> Epoch[2159](4320/2): Loss -0.8633, Sem 0.0398, dir -0.9878, norm 0.0848, swav 0.0000 LR: 1.658e-02 Score 98.465 Data time: 0.2218, Forward time: 2.6525, Backward time: 3.7926, DDP time: 0.0038, Total iter time: 5.5527 [2020-11-08 13:37:55,502][root][INFO] - ===> Epoch[2160](4321/2): Loss -0.8602, Sem 0.0438, dir -0.9882, norm 0.0843, swav 0.0000 LR: 1.656e-02 Score 98.304 Data time: 0.2132, Forward time: 2.6508, Backward time: 3.8003, DDP time: 0.0038, Total iter time: 8.8377 [2020-11-08 13:38:02,423][root][INFO] - ===> Epoch[2160](4322/2): Loss -0.8521, Sem 0.0412, dir -0.9849, norm 0.0916, swav 0.0000 LR: 1.653e-02 Score 98.419 Data time: 0.2935, Forward time: 2.6521, Backward time: 3.7991, DDP time: 0.0038, Total iter time: 6.8219 [2020-11-08 13:38:08,899][root][INFO] - ===> Epoch[2161](4323/2): Loss -0.8634, Sem 0.0393, dir -0.9881, norm 0.0854, swav 0.0000 LR: 1.651e-02 Score 98.520 Data time: 0.2994, Forward time: 2.6525, Backward time: 3.7973, DDP time: 0.0038, Total iter time: 6.3456 [2020-11-08 13:38:15,535][root][INFO] - ===> Epoch[2161](4324/2): Loss -0.8601, Sem 0.0417, dir -0.9864, norm 0.0846, swav 0.0000 LR: 1.649e-02 Score 98.395 Data time: 0.2333, Forward time: 2.6519, Backward time: 3.7971, DDP time: 0.0038, Total iter time: 6.5123 [2020-11-08 13:38:23,526][root][INFO] - ===> Epoch[2162](4325/2): Loss -0.8515, Sem 0.0409, dir -0.9865, norm 0.0941, swav 0.0000 LR: 1.647e-02 Score 98.419 Data time: 0.1984, Forward time: 2.6497, Backward time: 3.8025, DDP time: 0.0038, Total iter time: 7.8659 [2020-11-08 13:38:29,566][root][INFO] - ===> Epoch[2162](4326/2): Loss -0.8588, Sem 0.0423, dir -0.9855, norm 0.0845, swav 0.0000 LR: 1.645e-02 Score 98.395 Data time: 0.2879, Forward time: 2.6508, Backward time: 3.7987, DDP time: 0.0038, Total iter time: 5.9239 [2020-11-08 13:38:36,135][root][INFO] - ===> Epoch[2163](4327/2): Loss -0.8629, Sem 0.0402, dir -0.9879, norm 0.0848, swav 0.0000 LR: 1.642e-02 Score 98.458 Data time: 0.2312, Forward time: 2.6511, Backward time: 3.7974, DDP time: 0.0038, Total iter time: 6.4479 [2020-11-08 13:38:42,732][root][INFO] - ===> Epoch[2163](4328/2): Loss -0.8540, Sem 0.0433, dir -0.9863, norm 0.0890, swav 0.0000 LR: 1.640e-02 Score 98.338 Data time: 0.1817, Forward time: 2.6490, Backward time: 3.7986, DDP time: 0.0038, Total iter time: 6.4748 [2020-11-08 13:38:49,745][root][INFO] - ===> Epoch[2164](4329/2): Loss -0.8537, Sem 0.0408, dir -0.9861, norm 0.0916, swav 0.0000 LR: 1.638e-02 Score 98.441 Data time: 0.2163, Forward time: 2.6475, Backward time: 3.8005, DDP time: 0.0038, Total iter time: 6.9311 [2020-11-08 13:38:55,761][root][INFO] - ===> Epoch[2164](4330/2): Loss -0.8703, Sem 0.0395, dir -0.9881, norm 0.0782, swav 0.0000 LR: 1.636e-02 Score 98.474 Data time: 0.2829, Forward time: 2.6481, Backward time: 3.7973, DDP time: 0.0038, Total iter time: 5.8909 [2020-11-08 13:39:03,507][root][INFO] - ===> Epoch[2165](4331/2): Loss -0.8583, Sem 0.0430, dir -0.9881, norm 0.0867, swav 0.0000 LR: 1.634e-02 Score 98.342 Data time: 0.3742, Forward time: 2.6504, Backward time: 3.7972, DDP time: 0.0038, Total iter time: 7.6126 [2020-11-08 13:39:09,649][root][INFO] - ===> Epoch[2165](4332/2): Loss -0.8621, Sem 0.0408, dir -0.9865, norm 0.0836, swav 0.0000 LR: 1.631e-02 Score 98.431 Data time: 0.3132, Forward time: 2.6521, Backward time: 3.7932, DDP time: 0.0038, Total iter time: 6.0058 [2020-11-08 13:39:16,164][root][INFO] - ===> Epoch[2166](4333/2): Loss -0.8591, Sem 0.0394, dir -0.9871, norm 0.0886, swav 0.0000 LR: 1.629e-02 Score 98.486 Data time: 0.1728, Forward time: 2.6499, Backward time: 3.7944, DDP time: 0.0038, Total iter time: 6.3911 [2020-11-08 13:39:22,693][root][INFO] - ===> Epoch[2166](4334/2): Loss -0.8506, Sem 0.0452, dir -0.9862, norm 0.0904, swav 0.0000 LR: 1.627e-02 Score 98.266 Data time: 0.2383, Forward time: 2.6493, Backward time: 3.7939, DDP time: 0.0038, Total iter time: 6.4236 [2020-11-08 13:39:29,210][root][INFO] - ===> Epoch[2167](4335/2): Loss -0.8567, Sem 0.0416, dir -0.9869, norm 0.0886, swav 0.0000 LR: 1.625e-02 Score 98.421 Data time: 0.2488, Forward time: 2.6502, Backward time: 3.7921, DDP time: 0.0038, Total iter time: 6.4153 [2020-11-08 13:39:35,305][root][INFO] - ===> Epoch[2167](4336/2): Loss -0.8597, Sem 0.0406, dir -0.9863, norm 0.0860, swav 0.0000 LR: 1.623e-02 Score 98.444 Data time: 0.2157, Forward time: 2.6485, Backward time: 3.7913, DDP time: 0.0038, Total iter time: 5.9624 [2020-11-08 13:39:42,022][root][INFO] - ===> Epoch[2168](4337/2): Loss -0.8582, Sem 0.0382, dir -0.9878, norm 0.0914, swav 0.0000 LR: 1.620e-02 Score 98.537 Data time: 0.2015, Forward time: 2.6468, Backward time: 3.7926, DDP time: 0.0038, Total iter time: 6.6191 [2020-11-08 13:39:48,459][root][INFO] - ===> Epoch[2168](4338/2): Loss -0.8560, Sem 0.0396, dir -0.9860, norm 0.0904, swav 0.0000 LR: 1.618e-02 Score 98.485 Data time: 0.3082, Forward time: 2.6482, Backward time: 3.7899, DDP time: 0.0038, Total iter time: 6.3191 [2020-11-08 13:39:55,139][root][INFO] - ===> Epoch[2169](4339/2): Loss -0.8525, Sem 0.0434, dir -0.9858, norm 0.0899, swav 0.0000 LR: 1.616e-02 Score 98.323 Data time: 0.2116, Forward time: 2.6470, Backward time: 3.7905, DDP time: 0.0038, Total iter time: 6.5468 [2020-11-08 13:40:02,638][root][INFO] - ===> Epoch[2169](4340/2): Loss -0.8569, Sem 0.0412, dir -0.9865, norm 0.0884, swav 0.0000 LR: 1.614e-02 Score 98.431 Data time: 0.2597, Forward time: 2.6474, Backward time: 3.7918, DDP time: 0.0038, Total iter time: 7.3990 [2020-11-08 13:40:08,882][root][INFO] - ===> Epoch[2170](4341/2): Loss -0.8525, Sem 0.0414, dir -0.9859, norm 0.0920, swav 0.0000 LR: 1.612e-02 Score 98.409 Data time: 0.2075, Forward time: 2.6466, Backward time: 3.7909, DDP time: 0.0038, Total iter time: 6.1193 [2020-11-08 13:40:14,987][root][INFO] - ===> Epoch[2170](4342/2): Loss -0.8608, Sem 0.0424, dir -0.9871, norm 0.0839, swav 0.0000 LR: 1.609e-02 Score 98.380 Data time: 0.1746, Forward time: 2.6436, Backward time: 3.7916, DDP time: 0.0038, Total iter time: 5.9788 [2020-11-08 13:40:21,894][root][INFO] - ===> Epoch[2171](4343/2): Loss -0.8540, Sem 0.0388, dir -0.9865, norm 0.0936, swav 0.0000 LR: 1.607e-02 Score 98.497 Data time: 0.3940, Forward time: 2.6460, Backward time: 3.7891, DDP time: 0.0038, Total iter time: 6.8266 [2020-11-08 13:40:29,161][root][INFO] - ===> Epoch[2171](4344/2): Loss -0.8625, Sem 0.0421, dir -0.9874, norm 0.0827, swav 0.0000 LR: 1.605e-02 Score 98.384 Data time: 0.3985, Forward time: 2.6492, Backward time: 3.7868, DDP time: 0.0038, Total iter time: 7.1467 [2020-11-08 13:40:35,757][root][INFO] - ===> Epoch[2172](4345/2): Loss -0.8588, Sem 0.0402, dir -0.9871, norm 0.0881, swav 0.0000 LR: 1.603e-02 Score 98.445 Data time: 0.2987, Forward time: 2.6509, Backward time: 3.7842, DDP time: 0.0038, Total iter time: 6.4643 [2020-11-08 13:40:42,482][root][INFO] - ===> Epoch[2172](4346/2): Loss -0.8456, Sem 0.0443, dir -0.9849, norm 0.0950, swav 0.0000 LR: 1.601e-02 Score 98.316 Data time: 0.3563, Forward time: 2.6531, Backward time: 3.7815, DDP time: 0.0038, Total iter time: 6.6078 [2020-11-08 13:40:48,881][root][INFO] - ===> Epoch[2173](4347/2): Loss -0.8528, Sem 0.0447, dir -0.9872, norm 0.0897, swav 0.0000 LR: 1.598e-02 Score 98.275 Data time: 0.1794, Forward time: 2.6513, Backward time: 3.7818, DDP time: 0.0038, Total iter time: 6.2451 [2020-11-08 13:40:55,465][root][INFO] - ===> Epoch[2173](4348/2): Loss -0.8581, Sem 0.0406, dir -0.9870, norm 0.0882, swav 0.0000 LR: 1.596e-02 Score 98.436 Data time: 0.2251, Forward time: 2.6501, Backward time: 3.7821, DDP time: 0.0038, Total iter time: 6.4637 [2020-11-08 13:41:02,160][root][INFO] - ===> Epoch[2174](4349/2): Loss -0.8445, Sem 0.0450, dir -0.9855, norm 0.0961, swav 0.0000 LR: 1.594e-02 Score 98.307 Data time: 0.3074, Forward time: 2.6509, Backward time: 3.7807, DDP time: 0.0038, Total iter time: 6.5918 [2020-11-08 13:41:08,787][root][INFO] - ===> Epoch[2174](4350/2): Loss -0.8611, Sem 0.0421, dir -0.9867, norm 0.0836, swav 0.0000 LR: 1.592e-02 Score 98.367 Data time: 0.2793, Forward time: 2.6524, Backward time: 3.7785, DDP time: 0.0038, Total iter time: 6.4885 [2020-11-08 13:41:16,192][root][INFO] - ===> Epoch[2175](4351/2): Loss -0.8607, Sem 0.0418, dir -0.9874, norm 0.0850, swav 0.0000 LR: 1.590e-02 Score 98.413 Data time: 0.1680, Forward time: 2.6500, Backward time: 3.7822, DDP time: 0.0038, Total iter time: 7.2620 [2020-11-08 13:41:22,731][root][INFO] - ===> Epoch[2175](4352/2): Loss -0.8578, Sem 0.0396, dir -0.9865, norm 0.0892, swav 0.0000 LR: 1.587e-02 Score 98.477 Data time: 0.2422, Forward time: 2.6493, Backward time: 3.7820, DDP time: 0.0038, Total iter time: 6.4501 [2020-11-08 13:41:28,094][root][INFO] - ===> Epoch[2176](4353/2): Loss -0.8605, Sem 0.0395, dir -0.9876, norm 0.0877, swav 0.0000 LR: 1.585e-02 Score 98.486 Data time: 0.2639, Forward time: 2.6492, Backward time: 3.7778, DDP time: 0.0038, Total iter time: 5.2401 [2020-11-08 13:41:35,647][root][INFO] - ===> Epoch[2176](4354/2): Loss -0.8538, Sem 0.0440, dir -0.9864, norm 0.0885, swav 0.0000 LR: 1.583e-02 Score 98.315 Data time: 0.2549, Forward time: 2.6495, Backward time: 3.7794, DDP time: 0.0038, Total iter time: 7.4356 [2020-11-08 13:41:41,626][root][INFO] - ===> Epoch[2177](4355/2): Loss -0.8589, Sem 0.0407, dir -0.9868, norm 0.0872, swav 0.0000 LR: 1.581e-02 Score 98.448 Data time: 0.2425, Forward time: 2.6483, Backward time: 3.7780, DDP time: 0.0038, Total iter time: 5.8395 [2020-11-08 13:41:47,571][root][INFO] - ===> Epoch[2177](4356/2): Loss -0.8608, Sem 0.0426, dir -0.9877, norm 0.0842, swav 0.0000 LR: 1.578e-02 Score 98.380 Data time: 0.2393, Forward time: 2.6482, Backward time: 3.7756, DDP time: 0.0038, Total iter time: 5.8406 [2020-11-08 13:41:54,913][root][INFO] - ===> Epoch[2178](4357/2): Loss -0.8485, Sem 0.0424, dir -0.9857, norm 0.0949, swav 0.0000 LR: 1.576e-02 Score 98.385 Data time: 0.1588, Forward time: 2.6457, Backward time: 3.7794, DDP time: 0.0038, Total iter time: 7.2241 [2020-11-08 13:42:01,482][root][INFO] - ===> Epoch[2178](4358/2): Loss -0.8583, Sem 0.0423, dir -0.9872, norm 0.0866, swav 0.0000 LR: 1.574e-02 Score 98.378 Data time: 0.1518, Forward time: 2.6428, Backward time: 3.7815, DDP time: 0.0038, Total iter time: 6.4699 [2020-11-08 13:42:07,799][root][INFO] - ===> Epoch[2179](4359/2): Loss -0.8572, Sem 0.0406, dir -0.9859, norm 0.0881, swav 0.0000 LR: 1.572e-02 Score 98.456 Data time: 0.2244, Forward time: 2.6419, Backward time: 3.7811, DDP time: 0.0038, Total iter time: 6.2374 [2020-11-08 13:42:15,017][root][INFO] - ===> Epoch[2179](4360/2): Loss -0.8542, Sem 0.0415, dir -0.9871, norm 0.0914, swav 0.0000 LR: 1.570e-02 Score 98.403 Data time: 0.2969, Forward time: 2.6429, Backward time: 3.7809, DDP time: 0.0038, Total iter time: 7.0990 [2020-11-08 13:42:21,736][root][INFO] - ===> Epoch[2180](4361/2): Loss -0.8539, Sem 0.0412, dir -0.9866, norm 0.0916, swav 0.0000 LR: 1.567e-02 Score 98.427 Data time: 0.2428, Forward time: 2.6433, Backward time: 3.7800, DDP time: 0.0038, Total iter time: 6.5596 [2020-11-08 13:42:27,791][root][INFO] - ===> Epoch[2180](4362/2): Loss -0.8693, Sem 0.0392, dir -0.9883, norm 0.0798, swav 0.0000 LR: 1.565e-02 Score 98.480 Data time: 0.2982, Forward time: 2.6442, Backward time: 3.7768, DDP time: 0.0038, Total iter time: 5.9324 [2020-11-08 13:42:35,073][root][INFO] - ===> Epoch[2181](4363/2): Loss -0.8577, Sem 0.0427, dir -0.9868, norm 0.0864, swav 0.0000 LR: 1.563e-02 Score 98.366 Data time: 0.2245, Forward time: 2.6433, Backward time: 3.7788, DDP time: 0.0038, Total iter time: 7.1589 [2020-11-08 13:42:41,608][root][INFO] - ===> Epoch[2181](4364/2): Loss -0.8602, Sem 0.0399, dir -0.9872, norm 0.0871, swav 0.0000 LR: 1.561e-02 Score 98.475 Data time: 0.2240, Forward time: 2.6424, Backward time: 3.7788, DDP time: 0.0038, Total iter time: 6.4335 [2020-11-08 13:42:47,291][root][INFO] - ===> Epoch[2182](4365/2): Loss -0.8605, Sem 0.0414, dir -0.9882, norm 0.0864, swav 0.0000 LR: 1.559e-02 Score 98.401 Data time: 0.2276, Forward time: 2.6420, Backward time: 3.7761, DDP time: 0.0038, Total iter time: 5.5609 [2020-11-08 13:42:53,713][root][INFO] - ===> Epoch[2182](4366/2): Loss -0.8652, Sem 0.0388, dir -0.9871, norm 0.0831, swav 0.0000 LR: 1.556e-02 Score 98.497 Data time: 0.2222, Forward time: 2.6412, Backward time: 3.7757, DDP time: 0.0038, Total iter time: 6.2960 [2020-11-08 13:42:59,813][root][INFO] - ===> Epoch[2183](4367/2): Loss -0.8483, Sem 0.0441, dir -0.9853, norm 0.0929, swav 0.0000 LR: 1.554e-02 Score 98.304 Data time: 0.2080, Forward time: 2.6403, Backward time: 3.7747, DDP time: 0.0038, Total iter time: 5.9898 [2020-11-08 13:43:06,489][root][INFO] - ===> Epoch[2183](4368/2): Loss -0.8617, Sem 0.0420, dir -0.9875, norm 0.0838, swav 0.0000 LR: 1.552e-02 Score 98.390 Data time: 0.2198, Forward time: 2.6395, Backward time: 3.7751, DDP time: 0.0038, Total iter time: 6.5802 [2020-11-08 13:43:13,922][root][INFO] - ===> Epoch[2184](4369/2): Loss -0.8569, Sem 0.0414, dir -0.9859, norm 0.0876, swav 0.0000 LR: 1.550e-02 Score 98.409 Data time: 0.1456, Forward time: 2.6367, Backward time: 3.7794, DDP time: 0.0038, Total iter time: 7.3242 [2020-11-08 13:43:19,341][root][INFO] - ===> Epoch[2184](4370/2): Loss -0.8647, Sem 0.0406, dir -0.9879, norm 0.0826, swav 0.0000 LR: 1.548e-02 Score 98.434 Data time: 0.2119, Forward time: 2.6352, Backward time: 3.7773, DDP time: 0.0039, Total iter time: 5.3334 [2020-11-08 13:43:26,795][root][INFO] - ===> Epoch[2185](4371/2): Loss -0.8556, Sem 0.0415, dir -0.9862, norm 0.0891, swav 0.0000 LR: 1.545e-02 Score 98.432 Data time: 0.3637, Forward time: 2.6374, Backward time: 3.7765, DDP time: 0.0039, Total iter time: 7.3581 [2020-11-08 13:43:34,728][root][INFO] - ===> Epoch[2185](4372/2): Loss -0.8515, Sem 0.0405, dir -0.9862, norm 0.0943, swav 0.0000 LR: 1.543e-02 Score 98.469 Data time: 0.1945, Forward time: 2.6358, Backward time: 3.7808, DDP time: 0.0039, Total iter time: 7.8020 [2020-11-08 13:43:42,121][root][INFO] - ===> Epoch[2186](4373/2): Loss -0.8563, Sem 0.0407, dir -0.9866, norm 0.0895, swav 0.0000 LR: 1.541e-02 Score 98.428 Data time: 0.3102, Forward time: 2.6378, Backward time: 3.7802, DDP time: 0.0039, Total iter time: 7.2740 [2020-11-08 13:43:48,066][root][INFO] - ===> Epoch[2186](4374/2): Loss -0.8626, Sem 0.0417, dir -0.9876, norm 0.0833, swav 0.0000 LR: 1.539e-02 Score 98.383 Data time: 0.1876, Forward time: 2.6360, Backward time: 3.7795, DDP time: 0.0039, Total iter time: 5.8076 [2020-11-08 13:43:55,063][root][INFO] - ===> Epoch[2187](4375/2): Loss -0.8573, Sem 0.0409, dir -0.9873, norm 0.0891, swav 0.0000 LR: 1.536e-02 Score 98.430 Data time: 0.2056, Forward time: 2.6348, Backward time: 3.7811, DDP time: 0.0039, Total iter time: 6.9004 [2020-11-08 13:44:03,128][root][INFO] - ===> Epoch[2187](4376/2): Loss -0.8568, Sem 0.0422, dir -0.9870, norm 0.0879, swav 0.0000 LR: 1.534e-02 Score 98.391 Data time: 0.2255, Forward time: 2.6337, Backward time: 3.7851, DDP time: 0.0039, Total iter time: 7.9312 [2020-11-08 13:44:09,870][root][INFO] - ===> Epoch[2188](4377/2): Loss -0.8568, Sem 0.0404, dir -0.9872, norm 0.0900, swav 0.0000 LR: 1.532e-02 Score 98.450 Data time: 0.3775, Forward time: 2.6358, Backward time: 3.7826, DDP time: 0.0039, Total iter time: 6.6306 [2020-11-08 13:44:17,990][root][INFO] - ===> Epoch[2188](4378/2): Loss -0.8539, Sem 0.0408, dir -0.9846, norm 0.0899, swav 0.0000 LR: 1.530e-02 Score 98.444 Data time: 0.1947, Forward time: 2.6340, Backward time: 3.7875, DDP time: 0.0039, Total iter time: 7.9843 [2020-11-08 13:44:25,010][root][INFO] - ===> Epoch[2189](4379/2): Loss -0.8626, Sem 0.0418, dir -0.9886, norm 0.0841, swav 0.0000 LR: 1.528e-02 Score 98.359 Data time: 0.4199, Forward time: 2.6363, Backward time: 3.7854, DDP time: 0.0039, Total iter time: 6.9348 [2020-11-08 13:44:34,067][root][INFO] - ===> Epoch[2189](4380/2): Loss -0.8568, Sem 0.0414, dir -0.9861, norm 0.0879, swav 0.0000 LR: 1.525e-02 Score 98.409 Data time: 0.2989, Forward time: 2.6378, Backward time: 3.7893, DDP time: 0.0039, Total iter time: 8.9279 [2020-11-08 13:44:42,939][root][INFO] - ===> Epoch[2190](4381/2): Loss -0.8587, Sem 0.0400, dir -0.9872, norm 0.0885, swav 0.0000 LR: 1.523e-02 Score 98.461 Data time: 0.2487, Forward time: 2.6379, Backward time: 3.7942, DDP time: 0.0039, Total iter time: 8.7621 [2020-11-08 13:44:48,544][root][INFO] - ===> Epoch[2190](4382/2): Loss -0.8609, Sem 0.0428, dir -0.9877, norm 0.0840, swav 0.0000 LR: 1.521e-02 Score 98.378 Data time: 0.1829, Forward time: 2.6360, Backward time: 3.7929, DDP time: 0.0039, Total iter time: 5.4996 [2020-11-08 13:44:55,884][root][INFO] - ===> Epoch[2191](4383/2): Loss -0.8531, Sem 0.0406, dir -0.9858, norm 0.0921, swav 0.0000 LR: 1.519e-02 Score 98.454 Data time: 0.2206, Forward time: 2.6352, Backward time: 3.7951, DDP time: 0.0039, Total iter time: 7.2885 [2020-11-08 13:45:03,971][root][INFO] - ===> Epoch[2191](4384/2): Loss -0.8675, Sem 0.0396, dir -0.9881, norm 0.0810, swav 0.0000 LR: 1.516e-02 Score 98.459 Data time: 0.2671, Forward time: 2.6343, Backward time: 3.7989, DDP time: 0.0039, Total iter time: 7.9768 [2020-11-08 13:45:09,755][root][INFO] - ===> Epoch[2192](4385/2): Loss -0.8611, Sem 0.0409, dir -0.9869, norm 0.0850, swav 0.0000 LR: 1.514e-02 Score 98.444 Data time: 0.2397, Forward time: 2.6344, Backward time: 3.7961, DDP time: 0.0039, Total iter time: 5.6952 [2020-11-08 13:45:16,897][root][INFO] - ===> Epoch[2192](4386/2): Loss -0.8489, Sem 0.0424, dir -0.9864, norm 0.0951, swav 0.0000 LR: 1.512e-02 Score 98.374 Data time: 0.2402, Forward time: 2.6339, Backward time: 3.7973, DDP time: 0.0039, Total iter time: 7.0274 [2020-11-08 13:45:23,302][root][INFO] - ===> Epoch[2193](4387/2): Loss -0.8628, Sem 0.0401, dir -0.9880, norm 0.0851, swav 0.0000 LR: 1.510e-02 Score 98.460 Data time: 0.2540, Forward time: 2.6338, Backward time: 3.7962, DDP time: 0.0039, Total iter time: 6.2858 [2020-11-08 13:45:29,946][root][INFO] - ===> Epoch[2193](4388/2): Loss -0.8546, Sem 0.0416, dir -0.9860, norm 0.0897, swav 0.0000 LR: 1.508e-02 Score 98.413 Data time: 0.2344, Forward time: 2.6332, Backward time: 3.7962, DDP time: 0.0039, Total iter time: 6.5088 [2020-11-08 13:45:37,010][root][INFO] - ===> Epoch[2194](4389/2): Loss -0.8634, Sem 0.0400, dir -0.9870, norm 0.0836, swav 0.0000 LR: 1.505e-02 Score 98.468 Data time: 0.2794, Forward time: 2.6338, Backward time: 3.7960, DDP time: 0.0039, Total iter time: 6.9638 [2020-11-08 13:45:42,611][root][INFO] - ===> Epoch[2194](4390/2): Loss -0.8611, Sem 0.0402, dir -0.9887, norm 0.0874, swav 0.0000 LR: 1.503e-02 Score 98.441 Data time: 0.2745, Forward time: 2.6343, Backward time: 3.7923, DDP time: 0.0039, Total iter time: 5.4690 [2020-11-08 13:45:52,343][root][INFO] - ===> Epoch[2195](4391/2): Loss -0.8452, Sem 0.0438, dir -0.9848, norm 0.0958, swav 0.0000 LR: 1.501e-02 Score 98.348 Data time: 0.1988, Forward time: 2.6332, Backward time: 3.8005, DDP time: 0.0039, Total iter time: 9.6419 [2020-11-08 13:45:58,800][root][INFO] - ===> Epoch[2195](4392/2): Loss -0.8656, Sem 0.0400, dir -0.9886, norm 0.0830, swav 0.0000 LR: 1.499e-02 Score 98.455 Data time: 0.2233, Forward time: 2.6324, Backward time: 3.8003, DDP time: 0.0039, Total iter time: 6.3441 [2020-11-08 13:46:05,130][root][INFO] - ===> Epoch[2196](4393/2): Loss -0.8548, Sem 0.0420, dir -0.9863, norm 0.0895, swav 0.0000 LR: 1.496e-02 Score 98.394 Data time: 0.2346, Forward time: 2.6318, Backward time: 3.7995, DDP time: 0.0039, Total iter time: 6.2144 [2020-11-08 13:46:12,816][root][INFO] - ===> Epoch[2196](4394/2): Loss -0.8584, Sem 0.0394, dir -0.9865, norm 0.0886, swav 0.0000 LR: 1.494e-02 Score 98.494 Data time: 0.2070, Forward time: 2.6300, Backward time: 3.8032, DDP time: 0.0039, Total iter time: 7.5633 [2020-11-08 13:46:19,623][root][INFO] - ===> Epoch[2197](4395/2): Loss -0.8536, Sem 0.0433, dir -0.9861, norm 0.0892, swav 0.0000 LR: 1.492e-02 Score 98.355 Data time: 0.2411, Forward time: 2.6299, Backward time: 3.8031, DDP time: 0.0039, Total iter time: 6.7092 [2020-11-08 13:46:26,316][root][INFO] - ===> Epoch[2197](4396/2): Loss -0.8714, Sem 0.0370, dir -0.9885, norm 0.0801, swav 0.0000 LR: 1.490e-02 Score 98.558 Data time: 0.2625, Forward time: 2.6303, Backward time: 3.8022, DDP time: 0.0039, Total iter time: 6.5561 [2020-11-08 13:46:33,732][root][INFO] - ===> Epoch[2198](4397/2): Loss -0.8556, Sem 0.0412, dir -0.9857, norm 0.0889, swav 0.0000 LR: 1.488e-02 Score 98.421 Data time: 0.2405, Forward time: 2.6298, Backward time: 3.8040, DDP time: 0.0039, Total iter time: 7.2771 [2020-11-08 13:46:40,907][root][INFO] - ===> Epoch[2198](4398/2): Loss -0.8536, Sem 0.0427, dir -0.9872, norm 0.0910, swav 0.0000 LR: 1.485e-02 Score 98.368 Data time: 0.3615, Forward time: 2.6323, Backward time: 3.8021, DDP time: 0.0039, Total iter time: 7.0676 [2020-11-08 13:46:46,297][root][INFO] - ===> Epoch[2199](4399/2): Loss -0.8593, Sem 0.0413, dir -0.9869, norm 0.0863, swav 0.0000 LR: 1.483e-02 Score 98.427 Data time: 0.2202, Forward time: 2.6322, Backward time: 3.7985, DDP time: 0.0039, Total iter time: 5.2229 [2020-11-08 13:46:53,638][root][INFO] - ===> Epoch[2199](4400/2): Loss -0.8539, Sem 0.0427, dir -0.9861, norm 0.0895, swav 0.0000 LR: 1.481e-02 Score 98.366 Data time: 0.2099, Forward time: 2.6309, Backward time: 3.8010, DDP time: 0.0039, Total iter time: 7.2273 [2020-11-08 13:46:59,599][root][INFO] - ===> Epoch[2200](4401/2): Loss -0.8469, Sem 0.0422, dir -0.9856, norm 0.0966, swav 0.0000 LR: 1.479e-02 Score 98.396 Data time: 0.2154, Forward time: 2.6301, Backward time: 3.7996, DDP time: 0.0039, Total iter time: 5.8408 [2020-11-08 13:47:06,910][root][INFO] - ===> Epoch[2200](4402/2): Loss -0.8579, Sem 0.0415, dir -0.9863, norm 0.0869, swav 0.0000 LR: 1.476e-02 Score 98.408 Data time: 0.2460, Forward time: 2.6302, Backward time: 3.8005, DDP time: 0.0039, Total iter time: 7.1918 [2020-11-08 13:47:13,455][root][INFO] - ===> Epoch[2201](4403/2): Loss -0.8577, Sem 0.0406, dir -0.9874, norm 0.0891, swav 0.0000 LR: 1.474e-02 Score 98.434 Data time: 0.2222, Forward time: 2.6296, Backward time: 3.8002, DDP time: 0.0039, Total iter time: 6.4008 [2020-11-08 13:47:19,094][root][INFO] - ===> Epoch[2201](4404/2): Loss -0.8508, Sem 0.0437, dir -0.9853, norm 0.0909, swav 0.0000 LR: 1.472e-02 Score 98.327 Data time: 0.1928, Forward time: 2.6282, Backward time: 3.7986, DDP time: 0.0039, Total iter time: 5.5219 [2020-11-08 13:47:26,072][root][INFO] - ===> Epoch[2202](4405/2): Loss -0.8619, Sem 0.0413, dir -0.9871, norm 0.0839, swav 0.0000 LR: 1.470e-02 Score 98.410 Data time: 0.2297, Forward time: 2.6269, Backward time: 3.8001, DDP time: 0.0039, Total iter time: 6.8662 [2020-11-08 13:47:34,400][root][INFO] - ===> Epoch[2202](4406/2): Loss -0.8533, Sem 0.0437, dir -0.9871, norm 0.0900, swav 0.0000 LR: 1.468e-02 Score 98.303 Data time: 0.3527, Forward time: 2.6301, Backward time: 3.8005, DDP time: 0.0039, Total iter time: 8.2195 [2020-11-08 13:47:39,939][root][INFO] - ===> Epoch[2203](4407/2): Loss -0.8602, Sem 0.0408, dir -0.9875, norm 0.0866, swav 0.0000 LR: 1.465e-02 Score 98.457 Data time: 0.2131, Forward time: 2.6298, Backward time: 3.7975, DDP time: 0.0039, Total iter time: 5.3996 [2020-11-08 13:47:47,021][root][INFO] - ===> Epoch[2203](4408/2): Loss -0.8547, Sem 0.0422, dir -0.9855, norm 0.0886, swav 0.0000 LR: 1.463e-02 Score 98.376 Data time: 0.1988, Forward time: 2.6285, Backward time: 3.7993, DDP time: 0.0039, Total iter time: 6.9652 [2020-11-08 13:47:53,365][root][INFO] - ===> Epoch[2204](4409/2): Loss -0.8521, Sem 0.0410, dir -0.9866, norm 0.0935, swav 0.0000 LR: 1.461e-02 Score 98.432 Data time: 0.2228, Forward time: 2.6272, Backward time: 3.7993, DDP time: 0.0039, Total iter time: 6.2406 [2020-11-08 13:48:00,738][root][INFO] - ===> Epoch[2204](4410/2): Loss -0.8519, Sem 0.0420, dir -0.9855, norm 0.0916, swav 0.0000 LR: 1.459e-02 Score 98.402 Data time: 0.3818, Forward time: 2.6300, Backward time: 3.7976, DDP time: 0.0039, Total iter time: 7.2498 [2020-11-08 13:48:07,803][root][INFO] - ===> Epoch[2205](4411/2): Loss -0.8601, Sem 0.0418, dir -0.9878, norm 0.0859, swav 0.0000 LR: 1.456e-02 Score 98.379 Data time: 0.2495, Forward time: 2.6305, Backward time: 3.7975, DDP time: 0.0039, Total iter time: 6.9112 [2020-11-08 13:48:14,048][root][INFO] - ===> Epoch[2205](4412/2): Loss -0.8560, Sem 0.0402, dir -0.9872, norm 0.0910, swav 0.0000 LR: 1.454e-02 Score 98.443 Data time: 0.3093, Forward time: 2.6318, Backward time: 3.7946, DDP time: 0.0039, Total iter time: 6.1166 [2020-11-08 13:48:20,262][root][INFO] - ===> Epoch[2206](4413/2): Loss -0.8510, Sem 0.0407, dir -0.9852, norm 0.0935, swav 0.0000 LR: 1.452e-02 Score 98.429 Data time: 0.2654, Forward time: 2.6324, Backward time: 3.7924, DDP time: 0.0039, Total iter time: 6.0725 [2020-11-08 13:48:27,528][root][INFO] - ===> Epoch[2206](4414/2): Loss -0.8495, Sem 0.0431, dir -0.9869, norm 0.0943, swav 0.0000 LR: 1.450e-02 Score 98.345 Data time: 0.2219, Forward time: 2.6319, Backward time: 3.7938, DDP time: 0.0039, Total iter time: 7.1361 [2020-11-08 13:48:34,113][root][INFO] - ===> Epoch[2207](4415/2): Loss -0.8641, Sem 0.0398, dir -0.9868, norm 0.0829, swav 0.0000 LR: 1.448e-02 Score 98.480 Data time: 0.2511, Forward time: 2.6315, Backward time: 3.7934, DDP time: 0.0039, Total iter time: 6.4560 [2020-11-08 13:48:40,791][root][INFO] - ===> Epoch[2207](4416/2): Loss -0.8562, Sem 0.0414, dir -0.9867, norm 0.0891, swav 0.0000 LR: 1.445e-02 Score 98.408 Data time: 0.2641, Forward time: 2.6321, Backward time: 3.7924, DDP time: 0.0039, Total iter time: 6.5593 [2020-11-08 13:48:47,937][root][INFO] - ===> Epoch[2208](4417/2): Loss -0.8531, Sem 0.0417, dir -0.9868, norm 0.0920, swav 0.0000 LR: 1.443e-02 Score 98.409 Data time: 0.2015, Forward time: 2.6313, Backward time: 3.7938, DDP time: 0.0039, Total iter time: 7.0088 [2020-11-08 13:48:54,471][root][INFO] - ===> Epoch[2208](4418/2): Loss -0.8514, Sem 0.0416, dir -0.9861, norm 0.0931, swav 0.0000 LR: 1.441e-02 Score 98.409 Data time: 0.2205, Forward time: 2.6302, Backward time: 3.7941, DDP time: 0.0039, Total iter time: 6.4195 [2020-11-08 13:49:00,565][root][INFO] - ===> Epoch[2209](4419/2): Loss -0.8616, Sem 0.0406, dir -0.9866, norm 0.0843, swav 0.0000 LR: 1.439e-02 Score 98.423 Data time: 0.2856, Forward time: 2.6311, Backward time: 3.7914, DDP time: 0.0039, Total iter time: 5.9631 [2020-11-08 13:49:07,033][root][INFO] - ===> Epoch[2209](4420/2): Loss -0.8614, Sem 0.0401, dir -0.9869, norm 0.0853, swav 0.0000 LR: 1.436e-02 Score 98.478 Data time: 0.1618, Forward time: 2.6292, Backward time: 3.7923, DDP time: 0.0039, Total iter time: 6.3331 [2020-11-08 13:49:14,029][root][INFO] - ===> Epoch[2210](4421/2): Loss -0.8587, Sem 0.0400, dir -0.9871, norm 0.0884, swav 0.0000 LR: 1.434e-02 Score 98.479 Data time: 0.2026, Forward time: 2.6280, Backward time: 3.7939, DDP time: 0.0039, Total iter time: 6.8816 [2020-11-08 13:49:21,025][root][INFO] - ===> Epoch[2210](4422/2): Loss -0.8663, Sem 0.0381, dir -0.9880, norm 0.0835, swav 0.0000 LR: 1.432e-02 Score 98.517 Data time: 0.2304, Forward time: 2.6273, Backward time: 3.7947, DDP time: 0.0039, Total iter time: 6.8616 [2020-11-08 13:49:27,818][root][INFO] - ===> Epoch[2211](4423/2): Loss -0.8588, Sem 0.0441, dir -0.9868, norm 0.0840, swav 0.0000 LR: 1.430e-02 Score 98.333 Data time: 0.1922, Forward time: 2.6259, Backward time: 3.7960, DDP time: 0.0039, Total iter time: 6.6750 [2020-11-08 13:49:34,932][root][INFO] - ===> Epoch[2211](4424/2): Loss -0.8661, Sem 0.0385, dir -0.9880, norm 0.0834, swav 0.0000 LR: 1.427e-02 Score 98.508 Data time: 0.2983, Forward time: 2.6267, Backward time: 3.7957, DDP time: 0.0039, Total iter time: 7.0182 [2020-11-08 13:49:41,381][root][INFO] - ===> Epoch[2212](4425/2): Loss -0.8570, Sem 0.0411, dir -0.9862, norm 0.0881, swav 0.0000 LR: 1.425e-02 Score 98.421 Data time: 0.2935, Forward time: 2.6279, Backward time: 3.7935, DDP time: 0.0039, Total iter time: 6.3123 [2020-11-08 13:49:48,899][root][INFO] - ===> Epoch[2212](4426/2): Loss -0.8688, Sem 0.0396, dir -0.9892, norm 0.0809, swav 0.0000 LR: 1.423e-02 Score 98.456 Data time: 0.1970, Forward time: 2.6268, Backward time: 3.7960, DDP time: 0.0039, Total iter time: 7.3696 [2020-11-08 13:49:54,732][root][INFO] - ===> Epoch[2213](4427/2): Loss -0.8652, Sem 0.0398, dir -0.9870, norm 0.0819, swav 0.0000 LR: 1.421e-02 Score 98.478 Data time: 0.2102, Forward time: 2.6256, Backward time: 3.7949, DDP time: 0.0039, Total iter time: 5.7301 [2020-11-08 13:50:01,013][root][INFO] - ===> Epoch[2213](4428/2): Loss -0.8655, Sem 0.0403, dir -0.9870, norm 0.0811, swav 0.0000 LR: 1.418e-02 Score 98.443 Data time: 0.3208, Forward time: 2.6263, Backward time: 3.7928, DDP time: 0.0039, Total iter time: 6.1642 [2020-11-08 13:50:09,046][root][INFO] - ===> Epoch[2214](4429/2): Loss -0.8569, Sem 0.0415, dir -0.9877, norm 0.0893, swav 0.0000 LR: 1.416e-02 Score 98.402 Data time: 0.4622, Forward time: 2.6297, Backward time: 3.7917, DDP time: 0.0039, Total iter time: 7.9165 [2020-11-08 13:50:17,802][root][INFO] - ===> Epoch[2214](4430/2): Loss -0.8641, Sem 0.0408, dir -0.9874, norm 0.0825, swav 0.0000 LR: 1.414e-02 Score 98.434 Data time: 0.2480, Forward time: 2.6298, Backward time: 3.7958, DDP time: 0.0039, Total iter time: 8.6100 [2020-11-08 13:50:25,122][root][INFO] - ===> Epoch[2215](4431/2): Loss -0.8470, Sem 0.0419, dir -0.9866, norm 0.0977, swav 0.0000 LR: 1.412e-02 Score 98.408 Data time: 0.2989, Forward time: 2.6310, Backward time: 3.7954, DDP time: 0.0039, Total iter time: 7.1761 [2020-11-08 13:50:31,047][root][INFO] - ===> Epoch[2215](4432/2): Loss -0.8580, Sem 0.0416, dir -0.9872, norm 0.0877, swav 0.0000 LR: 1.410e-02 Score 98.406 Data time: 0.2303, Forward time: 2.6306, Backward time: 3.7937, DDP time: 0.0039, Total iter time: 5.7973 [2020-11-08 13:50:36,816][root][INFO] - ===> Epoch[2216](4433/2): Loss -0.8632, Sem 0.0405, dir -0.9869, norm 0.0833, swav 0.0000 LR: 1.407e-02 Score 98.436 Data time: 0.2810, Forward time: 2.6314, Backward time: 3.7905, DDP time: 0.0039, Total iter time: 5.6655 [2020-11-08 13:50:41,995][root][INFO] - ===> Epoch[2216](4434/2): Loss -0.8637, Sem 0.0417, dir -0.9876, norm 0.0822, swav 0.0000 LR: 1.405e-02 Score 98.400 Data time: 0.1870, Forward time: 2.6292, Backward time: 3.7888, DDP time: 0.0039, Total iter time: 5.0402 [2020-11-08 13:50:49,584][root][INFO] - ===> Epoch[2217](4435/2): Loss -0.8547, Sem 0.0394, dir -0.9866, norm 0.0925, swav 0.0000 LR: 1.403e-02 Score 98.505 Data time: 0.2585, Forward time: 2.6296, Backward time: 3.7901, DDP time: 0.0039, Total iter time: 7.4987 [2020-11-08 13:50:56,130][root][INFO] - ===> Epoch[2217](4436/2): Loss -0.8591, Sem 0.0423, dir -0.9866, norm 0.0851, swav 0.0000 LR: 1.401e-02 Score 98.371 Data time: 0.1860, Forward time: 2.6280, Backward time: 3.7910, DDP time: 0.0039, Total iter time: 6.4265 [2020-11-08 13:51:01,671][root][INFO] - ===> Epoch[2218](4437/2): Loss -0.8566, Sem 0.0417, dir -0.9859, norm 0.0875, swav 0.0000 LR: 1.398e-02 Score 98.406 Data time: 0.2526, Forward time: 2.6279, Backward time: 3.7883, DDP time: 0.0039, Total iter time: 5.4497 [2020-11-08 13:51:10,660][root][INFO] - ===> Epoch[2218](4438/2): Loss -0.8553, Sem 0.0451, dir -0.9863, norm 0.0860, swav 0.0000 LR: 1.396e-02 Score 98.268 Data time: 0.2405, Forward time: 2.6275, Backward time: 3.7932, DDP time: 0.0039, Total iter time: 8.8552 [2020-11-08 13:51:15,629][root][INFO] - ===> Epoch[2219](4439/2): Loss -0.8596, Sem 0.0410, dir -0.9881, norm 0.0875, swav 0.0000 LR: 1.394e-02 Score 98.438 Data time: 0.2309, Forward time: 2.6274, Backward time: 3.7892, DDP time: 0.0039, Total iter time: 4.8497 [2020-11-08 13:51:23,024][root][INFO] - ===> Epoch[2219](4440/2): Loss -0.8576, Sem 0.0401, dir -0.9868, norm 0.0891, swav 0.0000 LR: 1.392e-02 Score 98.457 Data time: 0.1966, Forward time: 2.6261, Backward time: 3.7917, DDP time: 0.0039, Total iter time: 7.2654 [2020-11-08 13:51:28,680][root][INFO] - ===> Epoch[2220](4441/2): Loss -0.8592, Sem 0.0401, dir -0.9860, norm 0.0867, swav 0.0000 LR: 1.389e-02 Score 98.462 Data time: 0.2755, Forward time: 2.6267, Backward time: 3.7885, DDP time: 0.0039, Total iter time: 5.5495 [2020-11-08 13:51:34,878][root][INFO] - ===> Epoch[2220](4442/2): Loss -0.8614, Sem 0.0433, dir -0.9882, norm 0.0835, swav 0.0000 LR: 1.387e-02 Score 98.318 Data time: 0.2290, Forward time: 2.6257, Backward time: 3.7879, DDP time: 0.0039, Total iter time: 6.0625 [2020-11-08 13:51:42,326][root][INFO] - ===> Epoch[2221](4443/2): Loss -0.8580, Sem 0.0420, dir -0.9880, norm 0.0880, swav 0.0000 LR: 1.385e-02 Score 98.397 Data time: 0.3582, Forward time: 2.6282, Backward time: 3.7867, DDP time: 0.0039, Total iter time: 7.3584 [2020-11-08 13:51:49,218][root][INFO] - ===> Epoch[2221](4444/2): Loss -0.8592, Sem 0.0417, dir -0.9858, norm 0.0849, swav 0.0000 LR: 1.383e-02 Score 98.402 Data time: 0.1947, Forward time: 2.6280, Backward time: 3.7870, DDP time: 0.0039, Total iter time: 6.7617 [2020-11-08 13:51:55,345][root][INFO] - ===> Epoch[2222](4445/2): Loss -0.8569, Sem 0.0416, dir -0.9869, norm 0.0884, swav 0.0000 LR: 1.380e-02 Score 98.403 Data time: 0.1826, Forward time: 2.6265, Backward time: 3.7869, DDP time: 0.0039, Total iter time: 6.0126 [2020-11-08 13:52:03,440][root][INFO] - ===> Epoch[2222](4446/2): Loss -0.8686, Sem 0.0383, dir -0.9880, norm 0.0811, swav 0.0000 LR: 1.378e-02 Score 98.536 Data time: 0.2540, Forward time: 2.6265, Backward time: 3.7896, DDP time: 0.0039, Total iter time: 7.9959 [2020-11-08 13:52:09,537][root][INFO] - ===> Epoch[2223](4447/2): Loss -0.8654, Sem 0.0415, dir -0.9876, norm 0.0807, swav 0.0000 LR: 1.376e-02 Score 98.409 Data time: 0.2308, Forward time: 2.6252, Backward time: 3.7891, DDP time: 0.0039, Total iter time: 5.9692 [2020-11-08 13:52:15,929][root][INFO] - ===> Epoch[2223](4448/2): Loss -0.8573, Sem 0.0404, dir -0.9872, norm 0.0896, swav 0.0000 LR: 1.374e-02 Score 98.451 Data time: 0.2836, Forward time: 2.6261, Backward time: 3.7873, DDP time: 0.0039, Total iter time: 6.2700 [2020-11-08 13:52:23,124][root][INFO] - ===> Epoch[2224](4449/2): Loss -0.8587, Sem 0.0414, dir -0.9877, norm 0.0875, swav 0.0000 LR: 1.371e-02 Score 98.419 Data time: 0.2128, Forward time: 2.6257, Backward time: 3.7884, DDP time: 0.0039, Total iter time: 7.0514 [2020-11-08 13:52:29,175][root][INFO] - ===> Epoch[2224](4450/2): Loss -0.8614, Sem 0.0392, dir -0.9877, norm 0.0871, swav 0.0000 LR: 1.369e-02 Score 98.483 Data time: 0.2452, Forward time: 2.6255, Backward time: 3.7868, DDP time: 0.0039, Total iter time: 5.9286 [2020-11-08 13:52:36,174][root][INFO] - ===> Epoch[2225](4451/2): Loss -0.8580, Sem 0.0430, dir -0.9865, norm 0.0855, swav 0.0000 LR: 1.367e-02 Score 98.342 Data time: 0.2815, Forward time: 2.6265, Backward time: 3.7860, DDP time: 0.0039, Total iter time: 6.8613 [2020-11-08 13:52:42,499][root][INFO] - ===> Epoch[2225](4452/2): Loss -0.8538, Sem 0.0401, dir -0.9861, norm 0.0922, swav 0.0000 LR: 1.365e-02 Score 98.479 Data time: 0.1959, Forward time: 2.6254, Backward time: 3.7860, DDP time: 0.0039, Total iter time: 6.1907 [2020-11-08 13:52:49,142][root][INFO] - ===> Epoch[2226](4453/2): Loss -0.8566, Sem 0.0410, dir -0.9868, norm 0.0892, swav 0.0000 LR: 1.362e-02 Score 98.438 Data time: 0.1986, Forward time: 2.6241, Backward time: 3.7868, DDP time: 0.0039, Total iter time: 6.5262 [2020-11-08 13:52:54,290][root][INFO] - ===> Epoch[2226](4454/2): Loss -0.8631, Sem 0.0405, dir -0.9869, norm 0.0833, swav 0.0000 LR: 1.360e-02 Score 98.440 Data time: 0.2162, Forward time: 2.6232, Backward time: 3.7840, DDP time: 0.0039, Total iter time: 5.0352 [2020-11-08 13:53:00,777][root][INFO] - ===> Epoch[2227](4455/2): Loss -0.8555, Sem 0.0418, dir -0.9868, norm 0.0895, swav 0.0000 LR: 1.358e-02 Score 98.418 Data time: 0.2204, Forward time: 2.6227, Backward time: 3.7838, DDP time: 0.0039, Total iter time: 6.3646 [2020-11-08 13:53:06,554][root][INFO] - ===> Epoch[2227](4456/2): Loss -0.8633, Sem 0.0406, dir -0.9878, norm 0.0839, swav 0.0000 LR: 1.356e-02 Score 98.430 Data time: 0.2415, Forward time: 2.6223, Backward time: 3.7819, DDP time: 0.0039, Total iter time: 5.6393 [2020-11-08 13:53:12,345][root][INFO] - ===> Epoch[2228](4457/2): Loss -0.8528, Sem 0.0411, dir -0.9860, norm 0.0921, swav 0.0000 LR: 1.353e-02 Score 98.438 Data time: 0.2509, Forward time: 2.6222, Backward time: 3.7797, DDP time: 0.0039, Total iter time: 5.6683 [2020-11-08 13:53:19,176][root][INFO] - ===> Epoch[2228](4458/2): Loss -0.8605, Sem 0.0430, dir -0.9875, norm 0.0840, swav 0.0000 LR: 1.351e-02 Score 98.354 Data time: 0.3076, Forward time: 2.6226, Backward time: 3.7792, DDP time: 0.0039, Total iter time: 6.7156 [2020-11-08 13:53:25,904][root][INFO] - ===> Epoch[2229](4459/2): Loss -0.8525, Sem 0.0419, dir -0.9851, norm 0.0907, swav 0.0000 LR: 1.349e-02 Score 98.391 Data time: 0.2970, Forward time: 2.6237, Backward time: 3.7778, DDP time: 0.0039, Total iter time: 6.6059 [2020-11-08 13:53:32,298][root][INFO] - ===> Epoch[2229](4460/2): Loss -0.8547, Sem 0.0411, dir -0.9868, norm 0.0910, swav 0.0000 LR: 1.347e-02 Score 98.421 Data time: 0.2589, Forward time: 2.6241, Backward time: 3.7766, DDP time: 0.0039, Total iter time: 6.2811 [2020-11-08 13:53:39,298][root][INFO] - ===> Epoch[2230](4461/2): Loss -0.8613, Sem 0.0422, dir -0.9872, norm 0.0837, swav 0.0000 LR: 1.344e-02 Score 98.381 Data time: 0.2266, Forward time: 2.6225, Backward time: 3.7783, DDP time: 0.0039, Total iter time: 6.8747 [2020-11-08 13:53:45,915][root][INFO] - ===> Epoch[2230](4462/2): Loss -0.8587, Sem 0.0402, dir -0.9869, norm 0.0879, swav 0.0000 LR: 1.342e-02 Score 98.446 Data time: 0.3061, Forward time: 2.6234, Backward time: 3.7769, DDP time: 0.0039, Total iter time: 6.4960 [2020-11-08 13:53:53,142][root][INFO] - ===> Epoch[2231](4463/2): Loss -0.8631, Sem 0.0411, dir -0.9878, norm 0.0836, swav 0.0000 LR: 1.340e-02 Score 98.420 Data time: 0.3866, Forward time: 2.6251, Backward time: 3.7758, DDP time: 0.0039, Total iter time: 7.1086 [2020-11-08 13:53:58,989][root][INFO] - ===> Epoch[2231](4464/2): Loss -0.8593, Sem 0.0392, dir -0.9872, norm 0.0887, swav 0.0000 LR: 1.338e-02 Score 98.488 Data time: 0.2264, Forward time: 2.6249, Backward time: 3.7739, DDP time: 0.0039, Total iter time: 5.7134 [2020-11-08 13:54:05,648][root][INFO] - ===> Epoch[2232](4465/2): Loss -0.8649, Sem 0.0411, dir -0.9882, norm 0.0821, swav 0.0000 LR: 1.335e-02 Score 98.430 Data time: 0.2506, Forward time: 2.6243, Backward time: 3.7740, DDP time: 0.0039, Total iter time: 6.5376 [2020-11-08 13:54:12,565][root][INFO] - ===> Epoch[2232](4466/2): Loss -0.8496, Sem 0.0418, dir -0.9846, norm 0.0932, swav 0.0000 LR: 1.333e-02 Score 98.401 Data time: 0.1724, Forward time: 2.6228, Backward time: 3.7756, DDP time: 0.0039, Total iter time: 6.8105 [2020-11-08 13:54:19,102][root][INFO] - ===> Epoch[2233](4467/2): Loss -0.8657, Sem 0.0423, dir -0.9871, norm 0.0791, swav 0.0000 LR: 1.331e-02 Score 98.375 Data time: 0.1728, Forward time: 2.6213, Backward time: 3.7767, DDP time: 0.0039, Total iter time: 6.4567 [2020-11-08 13:54:26,491][root][INFO] - ===> Epoch[2233](4468/2): Loss -0.8587, Sem 0.0415, dir -0.9874, norm 0.0872, swav 0.0000 LR: 1.329e-02 Score 98.396 Data time: 0.2333, Forward time: 2.6205, Backward time: 3.7786, DDP time: 0.0039, Total iter time: 7.3144 [2020-11-08 13:54:33,164][root][INFO] - ===> Epoch[2234](4469/2): Loss -0.8578, Sem 0.0417, dir -0.9866, norm 0.0871, swav 0.0000 LR: 1.326e-02 Score 98.391 Data time: 0.2003, Forward time: 2.6193, Backward time: 3.7795, DDP time: 0.0039, Total iter time: 6.5624 [2020-11-08 13:54:41,809][root][INFO] - ===> Epoch[2234](4470/2): Loss -0.8627, Sem 0.0406, dir -0.9867, norm 0.0833, swav 0.0000 LR: 1.324e-02 Score 98.452 Data time: 0.2304, Forward time: 2.6191, Backward time: 3.7834, DDP time: 0.0039, Total iter time: 8.5616 [2020-11-08 13:54:47,483][root][INFO] - ===> Epoch[2235](4471/2): Loss -0.8556, Sem 0.0403, dir -0.9858, norm 0.0899, swav 0.0000 LR: 1.322e-02 Score 98.449 Data time: 0.2258, Forward time: 2.6187, Backward time: 3.7815, DDP time: 0.0039, Total iter time: 5.5481 [2020-11-08 13:54:55,555][root][INFO] - ===> Epoch[2235](4472/2): Loss -0.8676, Sem 0.0398, dir -0.9877, norm 0.0804, swav 0.0000 LR: 1.320e-02 Score 98.462 Data time: 0.2102, Forward time: 2.6171, Backward time: 3.7855, DDP time: 0.0039, Total iter time: 7.9780 [2020-11-08 13:55:03,269][root][INFO] - ===> Epoch[2236](4473/2): Loss -0.8682, Sem 0.0400, dir -0.9883, norm 0.0802, swav 0.0000 LR: 1.317e-02 Score 98.457 Data time: 0.2059, Forward time: 2.6161, Backward time: 3.7884, DDP time: 0.0039, Total iter time: 7.6145 [2020-11-08 13:55:08,700][root][INFO] - ===> Epoch[2236](4474/2): Loss -0.8526, Sem 0.0430, dir -0.9855, norm 0.0899, swav 0.0000 LR: 1.315e-02 Score 98.361 Data time: 0.1859, Forward time: 2.6150, Backward time: 3.7866, DDP time: 0.0039, Total iter time: 5.3230 [2020-11-08 13:55:16,662][root][INFO] - ===> Epoch[2237](4475/2): Loss -0.8522, Sem 0.0417, dir -0.9862, norm 0.0922, swav 0.0000 LR: 1.313e-02 Score 98.414 Data time: 0.1997, Forward time: 2.6132, Backward time: 3.7907, DDP time: 0.0039, Total iter time: 7.8834 [2020-11-08 13:55:23,111][root][INFO] - ===> Epoch[2237](4476/2): Loss -0.8597, Sem 0.0415, dir -0.9876, norm 0.0864, swav 0.0000 LR: 1.311e-02 Score 98.420 Data time: 0.1951, Forward time: 2.6112, Backward time: 3.7919, DDP time: 0.0039, Total iter time: 6.3781 [2020-11-08 13:55:29,376][root][INFO] - ===> Epoch[2238](4477/2): Loss -0.8694, Sem 0.0367, dir -0.9884, norm 0.0823, swav 0.0000 LR: 1.308e-02 Score 98.575 Data time: 0.1897, Forward time: 2.6098, Backward time: 3.7922, DDP time: 0.0039, Total iter time: 6.1868 [2020-11-08 13:55:38,619][root][INFO] - ===> Epoch[2238](4478/2): Loss -0.8505, Sem 0.0455, dir -0.9862, norm 0.0903, swav 0.0000 LR: 1.306e-02 Score 98.256 Data time: 0.2458, Forward time: 2.6096, Backward time: 3.7974, DDP time: 0.0039, Total iter time: 9.1473 [2020-11-08 13:55:44,228][root][INFO] - ===> Epoch[2239](4479/2): Loss -0.8627, Sem 0.0404, dir -0.9871, norm 0.0840, swav 0.0000 LR: 1.304e-02 Score 98.432 Data time: 0.2414, Forward time: 2.6097, Backward time: 3.7948, DDP time: 0.0039, Total iter time: 5.4899 [2020-11-08 13:55:52,164][root][INFO] - ===> Epoch[2239](4480/2): Loss -0.8586, Sem 0.0399, dir -0.9865, norm 0.0880, swav 0.0000 LR: 1.302e-02 Score 98.476 Data time: 0.2027, Forward time: 2.6088, Backward time: 3.7979, DDP time: 0.0039, Total iter time: 7.8152 [2020-11-08 13:55:59,139][root][INFO] - ===> Epoch[2240](4481/2): Loss -0.8585, Sem 0.0419, dir -0.9858, norm 0.0854, swav 0.0000 LR: 1.299e-02 Score 98.404 Data time: 0.2141, Forward time: 2.6087, Backward time: 3.7983, DDP time: 0.0039, Total iter time: 6.8523 [2020-11-08 13:56:04,765][root][INFO] - ===> Epoch[2240](4482/2): Loss -0.8626, Sem 0.0425, dir -0.9879, norm 0.0828, swav 0.0000 LR: 1.297e-02 Score 98.365 Data time: 0.1658, Forward time: 2.6071, Backward time: 3.7974, DDP time: 0.0039, Total iter time: 5.4945 [2020-11-08 13:56:10,558][root][INFO] - ===> Epoch[2241](4483/2): Loss -0.8661, Sem 0.0387, dir -0.9875, norm 0.0827, swav 0.0000 LR: 1.295e-02 Score 98.524 Data time: 0.1993, Forward time: 2.6060, Backward time: 3.7965, DDP time: 0.0039, Total iter time: 5.7092 [2020-11-08 13:56:16,401][root][INFO] - ===> Epoch[2241](4484/2): Loss -0.8634, Sem 0.0416, dir -0.9871, norm 0.0821, swav 0.0000 LR: 1.293e-02 Score 98.416 Data time: 0.2683, Forward time: 2.6057, Backward time: 3.7947, DDP time: 0.0039, Total iter time: 5.7312 [2020-11-08 13:56:23,258][root][INFO] - ===> Epoch[2242](4485/2): Loss -0.8524, Sem 0.0410, dir -0.9859, norm 0.0925, swav 0.0000 LR: 1.290e-02 Score 98.420 Data time: 0.2123, Forward time: 2.6055, Backward time: 3.7950, DDP time: 0.0039, Total iter time: 6.7225 [2020-11-08 13:56:31,118][root][INFO] - ===> Epoch[2242](4486/2): Loss -0.8625, Sem 0.0412, dir -0.9872, norm 0.0834, swav 0.0000 LR: 1.288e-02 Score 98.425 Data time: 0.1931, Forward time: 2.6044, Backward time: 3.7981, DDP time: 0.0039, Total iter time: 7.7309 [2020-11-08 13:56:36,928][root][INFO] - ===> Epoch[2243](4487/2): Loss -0.8672, Sem 0.0422, dir -0.9886, norm 0.0792, swav 0.0000 LR: 1.286e-02 Score 98.386 Data time: 0.2744, Forward time: 2.6050, Backward time: 3.7954, DDP time: 0.0039, Total iter time: 5.6930 [2020-11-08 13:56:44,303][root][INFO] - ===> Epoch[2243](4488/2): Loss -0.8576, Sem 0.0404, dir -0.9866, norm 0.0885, swav 0.0000 LR: 1.284e-02 Score 98.449 Data time: 0.2415, Forward time: 2.6051, Backward time: 3.7963, DDP time: 0.0039, Total iter time: 7.2446 [2020-11-08 13:56:51,304][root][INFO] - ===> Epoch[2244](4489/2): Loss -0.8639, Sem 0.0392, dir -0.9869, norm 0.0838, swav 0.0000 LR: 1.281e-02 Score 98.488 Data time: 0.2837, Forward time: 2.6060, Backward time: 3.7957, DDP time: 0.0039, Total iter time: 6.8564 [2020-11-08 13:56:58,316][root][INFO] - ===> Epoch[2244](4490/2): Loss -0.8578, Sem 0.0409, dir -0.9865, norm 0.0878, swav 0.0000 LR: 1.279e-02 Score 98.419 Data time: 0.2313, Forward time: 2.6056, Backward time: 3.7964, DDP time: 0.0039, Total iter time: 6.8737 [2020-11-08 13:57:05,648][root][INFO] - ===> Epoch[2245](4491/2): Loss -0.8598, Sem 0.0430, dir -0.9883, norm 0.0856, swav 0.0000 LR: 1.277e-02 Score 98.357 Data time: 0.3876, Forward time: 2.6078, Backward time: 3.7950, DDP time: 0.0039, Total iter time: 7.2201 [2020-11-08 13:57:11,660][root][INFO] - ===> Epoch[2245](4492/2): Loss -0.8623, Sem 0.0403, dir -0.9870, norm 0.0844, swav 0.0000 LR: 1.275e-02 Score 98.444 Data time: 0.1861, Forward time: 2.6068, Backward time: 3.7943, DDP time: 0.0039, Total iter time: 5.8708 [2020-11-08 13:57:18,000][root][INFO] - ===> Epoch[2246](4493/2): Loss -0.8556, Sem 0.0441, dir -0.9863, norm 0.0865, swav 0.0000 LR: 1.272e-02 Score 98.321 Data time: 0.1622, Forward time: 2.6051, Backward time: 3.7951, DDP time: 0.0039, Total iter time: 6.2518 [2020-11-08 13:57:25,080][root][INFO] - ===> Epoch[2246](4494/2): Loss -0.8588, Sem 0.0397, dir -0.9862, norm 0.0877, swav 0.0000 LR: 1.270e-02 Score 98.464 Data time: 0.1779, Forward time: 2.6037, Backward time: 3.7971, DDP time: 0.0039, Total iter time: 7.0276 [2020-11-08 13:57:30,465][root][INFO] - ===> Epoch[2247](4495/2): Loss -0.8542, Sem 0.0415, dir -0.9853, norm 0.0896, swav 0.0000 LR: 1.268e-02 Score 98.430 Data time: 0.2554, Forward time: 2.6040, Backward time: 3.7940, DDP time: 0.0039, Total iter time: 5.3009 [2020-11-08 13:57:37,412][root][INFO] - ===> Epoch[2247](4496/2): Loss -0.8591, Sem 0.0426, dir -0.9872, norm 0.0854, swav 0.0000 LR: 1.265e-02 Score 98.368 Data time: 0.2156, Forward time: 2.6035, Backward time: 3.7948, DDP time: 0.0039, Total iter time: 6.8519 [2020-11-08 13:57:44,537][root][INFO] - ===> Epoch[2248](4497/2): Loss -0.8620, Sem 0.0410, dir -0.9872, norm 0.0843, swav 0.0000 LR: 1.263e-02 Score 98.428 Data time: 0.2424, Forward time: 2.6033, Backward time: 3.7956, DDP time: 0.0039, Total iter time: 7.0113 [2020-11-08 13:57:51,362][root][INFO] - ===> Epoch[2248](4498/2): Loss -0.8590, Sem 0.0406, dir -0.9873, norm 0.0876, swav 0.0000 LR: 1.261e-02 Score 98.449 Data time: 0.2730, Forward time: 2.6041, Backward time: 3.7948, DDP time: 0.0039, Total iter time: 6.7228 [2020-11-08 13:57:58,284][root][INFO] - ===> Epoch[2249](4499/2): Loss -0.8528, Sem 0.0438, dir -0.9862, norm 0.0896, swav 0.0000 LR: 1.259e-02 Score 98.307 Data time: 0.2794, Forward time: 2.6046, Backward time: 3.7944, DDP time: 0.0039, Total iter time: 6.8015 [2020-11-08 13:58:05,964][root][INFO] - ===> Epoch[2249](4500/2): Loss -0.8595, Sem 0.0409, dir -0.9861, norm 0.0857, swav 0.0000 LR: 1.256e-02 Score 98.438 Data time: 0.4394, Forward time: 2.6070, Backward time: 3.7934, DDP time: 0.0039, Total iter time: 7.5768 [2020-11-08 13:58:06,727][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 13:58:06,898][root][INFO] - ===> Start testing [2020-11-08 13:59:48,635][root][INFO] - 101/312: Data time: 0.0063, Iter time: 0.2316 Loss 1.488 (AVG: 1.713) Score 84.526 (AVG: 79.289) mIOU 45.301 mAP 60.552 mAcc 57.105 IOU: 71.333 95.059 47.259 73.081 78.580 61.210 61.715 33.364 39.421 10.206 16.012 51.753 45.266 34.530 23.093 1.454 48.131 37.901 59.059 17.601 mAP: 72.808 94.992 52.464 74.887 81.505 78.557 58.526 48.277 53.356 48.860 44.039 48.559 64.923 60.651 37.042 24.589 86.930 70.396 74.830 34.852 mAcc: 93.286 98.740 62.302 85.445 85.764 89.122 72.932 47.447 51.256 10.920 18.123 63.768 68.965 38.711 27.680 1.514 83.245 54.982 68.968 18.930 [2020-11-08 14:01:19,857][root][INFO] - 201/312: Data time: 0.0060, Iter time: 0.2305 Loss 2.582 (AVG: 1.637) Score 69.670 (AVG: 80.110) mIOU 46.044 mAP 60.527 mAcc 58.460 IOU: 72.994 95.348 44.276 66.046 80.810 64.597 61.699 40.030 37.984 18.557 20.654 47.223 43.569 30.381 25.035 5.257 46.626 36.869 64.637 18.280 mAP: 72.763 95.057 50.038 72.379 84.069 77.240 61.209 52.956 50.714 47.746 43.440 50.032 62.230 47.531 39.022 29.944 85.986 71.514 76.551 40.122 mAcc: 93.613 98.881 58.905 82.915 88.662 89.627 71.843 56.177 48.945 19.492 25.408 59.092 66.134 34.119 31.057 5.560 84.750 55.658 78.301 20.067 [2020-11-08 14:02:52,658][root][INFO] - 301/312: Data time: 0.2267, Iter time: 0.5525 Loss 0.893 (AVG: 1.667) Score 86.992 (AVG: 80.190) mIOU 45.375 mAP 59.056 mAcc 57.852 IOU: 74.344 95.230 41.074 63.734 80.010 65.392 60.276 39.595 41.389 17.274 22.266 40.280 44.561 29.538 24.344 3.568 46.500 34.783 67.056 16.278 mAP: 73.574 94.866 50.244 72.511 83.843 73.743 60.143 52.837 51.460 45.725 41.462 44.044 62.873 44.276 37.554 23.049 84.927 70.472 73.905 39.621 mAcc: 94.109 98.888 59.204 82.704 88.110 88.248 72.009 55.634 52.921 17.912 27.374 53.158 67.696 32.467 30.577 3.872 82.659 52.160 79.369 17.966 [2020-11-08 14:03:05,323][root][INFO] - 312/312: Data time: 0.0039, Iter time: 0.3657 Loss 4.697 (AVG: 1.684) Score 54.623 (AVG: 80.000) mIOU 45.238 mAP 58.728 mAcc 57.854 IOU: 74.252 95.139 40.911 63.152 79.512 64.575 58.980 39.336 41.954 17.226 23.476 40.531 44.313 30.814 23.000 3.598 46.710 34.448 66.682 16.148 mAP: 73.498 94.861 49.979 71.871 83.526 73.197 58.896 52.740 51.421 45.296 42.123 42.908 62.319 45.217 36.347 22.293 85.265 69.244 74.021 39.536 mAcc: 93.947 98.879 59.114 81.975 87.515 88.435 70.431 55.856 53.480 17.823 28.745 53.511 68.224 34.094 29.463 3.888 82.958 51.284 79.598 17.867 [2020-11-08 14:03:05,324][root][INFO] - Finished test. Elapsed time: 298.4243 [2020-11-08 14:03:16,968][root][INFO] - [2020-11-08 14:03:16,968][root][INFO] - ################################################################ [2020-11-08 14:03:16,968][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 14:03:16,968][root][INFO] - ################################################################ [2020-11-08 14:03:16,968][root][INFO] - cabinet : 0.119 0.250 0.494 [2020-11-08 14:03:16,968][root][INFO] - bed : 0.327 0.694 0.797 [2020-11-08 14:03:16,968][root][INFO] - chair : 0.603 0.776 0.851 [2020-11-08 14:03:16,969][root][INFO] - sofa : 0.427 0.701 0.788 [2020-11-08 14:03:16,969][root][INFO] - table : 0.275 0.433 0.546 [2020-11-08 14:03:16,969][root][INFO] - door : 0.165 0.308 0.436 [2020-11-08 14:03:16,969][root][INFO] - window : 0.054 0.131 0.327 [2020-11-08 14:03:16,969][root][INFO] - bookshelf : 0.021 0.066 0.291 [2020-11-08 14:03:16,969][root][INFO] - picture : 0.100 0.215 0.309 [2020-11-08 14:03:16,969][root][INFO] - counter : 0.011 0.071 0.442 [2020-11-08 14:03:16,969][root][INFO] - desk : 0.029 0.102 0.523 [2020-11-08 14:03:16,969][root][INFO] - curtain : 0.049 0.137 0.246 [2020-11-08 14:03:16,969][root][INFO] - refrigerator : 0.161 0.211 0.277 [2020-11-08 14:03:16,969][root][INFO] - shower curtain : 0.036 0.036 0.043 [2020-11-08 14:03:16,969][root][INFO] - toilet : 0.697 0.853 0.879 [2020-11-08 14:03:16,969][root][INFO] - sink : 0.096 0.349 0.751 [2020-11-08 14:03:16,969][root][INFO] - bathtub : 0.402 0.562 0.799 [2020-11-08 14:03:16,969][root][INFO] - otherfurniture : 0.150 0.255 0.376 [2020-11-08 14:03:16,969][root][INFO] - ---------------------------------------------------------------- [2020-11-08 14:03:16,969][root][INFO] - average : 0.207 0.342 0.510 [2020-11-08 14:03:16,969][root][INFO] - [2020-11-08 14:03:17,222][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 14:03:17,224][root][INFO] - Current best mIoU: 45.368 at iter 3500 [2020-11-08 14:03:21,619][root][INFO] - ===> Epoch[2250](4501/2): Loss -0.8633, Sem 0.0388, dir -0.9874, norm 0.0854, swav 0.0000 LR: 1.254e-02 Score 98.514 Data time: 0.1703, Forward time: 2.6060, Backward time: 3.7899, DDP time: 0.0039, Total iter time: 4.3888 [2020-11-08 14:03:28,117][root][INFO] - ===> Epoch[2250](4502/2): Loss -0.8680, Sem 0.0376, dir -0.9889, norm 0.0833, swav 0.0000 LR: 1.252e-02 Score 98.562 Data time: 0.2040, Forward time: 2.6052, Backward time: 3.7900, DDP time: 0.0039, Total iter time: 6.4011 [2020-11-08 14:03:34,162][root][INFO] - ===> Epoch[2251](4503/2): Loss -0.8574, Sem 0.0410, dir -0.9861, norm 0.0877, swav 0.0000 LR: 1.250e-02 Score 98.432 Data time: 0.2362, Forward time: 2.6054, Backward time: 3.7884, DDP time: 0.0039, Total iter time: 5.9376 [2020-11-08 14:03:43,015][root][INFO] - ===> Epoch[2251](4504/2): Loss -0.8629, Sem 0.0417, dir -0.9879, norm 0.0834, swav 0.0000 LR: 1.247e-02 Score 98.400 Data time: 0.2333, Forward time: 2.6053, Backward time: 3.7923, DDP time: 0.0039, Total iter time: 8.7429 [2020-11-08 14:03:49,705][root][INFO] - ===> Epoch[2252](4505/2): Loss -0.8630, Sem 0.0412, dir -0.9870, norm 0.0828, swav 0.0000 LR: 1.245e-02 Score 98.423 Data time: 0.2143, Forward time: 2.6050, Backward time: 3.7924, DDP time: 0.0039, Total iter time: 6.5976 [2020-11-08 14:03:56,288][root][INFO] - ===> Epoch[2252](4506/2): Loss -0.8703, Sem 0.0394, dir -0.9883, norm 0.0786, swav 0.0000 LR: 1.243e-02 Score 98.493 Data time: 0.2286, Forward time: 2.6047, Backward time: 3.7921, DDP time: 0.0039, Total iter time: 6.4647 [2020-11-08 14:04:03,269][root][INFO] - ===> Epoch[2253](4507/2): Loss -0.8698, Sem 0.0385, dir -0.9883, norm 0.0801, swav 0.0000 LR: 1.241e-02 Score 98.511 Data time: 0.2348, Forward time: 2.6047, Backward time: 3.7926, DDP time: 0.0039, Total iter time: 6.8861 [2020-11-08 14:04:10,315][root][INFO] - ===> Epoch[2253](4508/2): Loss -0.8556, Sem 0.0413, dir -0.9866, norm 0.0897, swav 0.0000 LR: 1.238e-02 Score 98.438 Data time: 0.2093, Forward time: 2.6041, Backward time: 3.7935, DDP time: 0.0039, Total iter time: 6.9250 [2020-11-08 14:04:18,091][root][INFO] - ===> Epoch[2254](4509/2): Loss -0.8673, Sem 0.0398, dir -0.9882, norm 0.0811, swav 0.0000 LR: 1.236e-02 Score 98.464 Data time: 0.1642, Forward time: 2.6026, Backward time: 3.7968, DDP time: 0.0039, Total iter time: 7.6623 [2020-11-08 14:04:22,871][root][INFO] - ===> Epoch[2254](4510/2): Loss -0.8695, Sem 0.0400, dir -0.9878, norm 0.0783, swav 0.0000 LR: 1.234e-02 Score 98.464 Data time: 0.1731, Forward time: 2.6012, Backward time: 3.7943, DDP time: 0.0039, Total iter time: 4.7032 [2020-11-08 14:04:30,527][root][INFO] - ===> Epoch[2255](4511/2): Loss -0.8615, Sem 0.0416, dir -0.9870, norm 0.0839, swav 0.0000 LR: 1.231e-02 Score 98.415 Data time: 0.2294, Forward time: 2.6010, Backward time: 3.7962, DDP time: 0.0039, Total iter time: 7.5532 [2020-11-08 14:04:38,144][root][INFO] - ===> Epoch[2255](4512/2): Loss -0.8571, Sem 0.0414, dir -0.9870, norm 0.0885, swav 0.0000 LR: 1.229e-02 Score 98.414 Data time: 0.1746, Forward time: 2.5997, Backward time: 3.7988, DDP time: 0.0039, Total iter time: 7.4628 [2020-11-08 14:04:45,309][root][INFO] - ===> Epoch[2256](4513/2): Loss -0.8553, Sem 0.0406, dir -0.9864, norm 0.0906, swav 0.0000 LR: 1.227e-02 Score 98.434 Data time: 0.2184, Forward time: 2.5985, Backward time: 3.8006, DDP time: 0.0039, Total iter time: 7.0670 [2020-11-08 14:04:51,467][root][INFO] - ===> Epoch[2256](4514/2): Loss -0.8575, Sem 0.0420, dir -0.9870, norm 0.0875, swav 0.0000 LR: 1.225e-02 Score 98.400 Data time: 0.2583, Forward time: 2.5990, Backward time: 3.7989, DDP time: 0.0039, Total iter time: 6.0538 [2020-11-08 14:05:00,245][root][INFO] - ===> Epoch[2257](4515/2): Loss -0.8683, Sem 0.0392, dir -0.9891, norm 0.0816, swav 0.0000 LR: 1.222e-02 Score 98.485 Data time: 0.2344, Forward time: 2.5991, Backward time: 3.8024, DDP time: 0.0039, Total iter time: 8.6569 [2020-11-08 14:05:07,006][root][INFO] - ===> Epoch[2257](4516/2): Loss -0.8549, Sem 0.0410, dir -0.9864, norm 0.0905, swav 0.0000 LR: 1.220e-02 Score 98.426 Data time: 0.1497, Forward time: 2.5974, Backward time: 3.8040, DDP time: 0.0039, Total iter time: 6.6326 [2020-11-08 14:05:14,653][root][INFO] - ===> Epoch[2258](4517/2): Loss -0.8672, Sem 0.0396, dir -0.9883, norm 0.0815, swav 0.0000 LR: 1.218e-02 Score 98.477 Data time: 0.1907, Forward time: 2.5964, Backward time: 3.8065, DDP time: 0.0039, Total iter time: 7.5465 [2020-11-08 14:05:21,232][root][INFO] - ===> Epoch[2258](4518/2): Loss -0.8684, Sem 0.0386, dir -0.9883, norm 0.0813, swav 0.0000 LR: 1.216e-02 Score 98.521 Data time: 0.1708, Forward time: 2.5946, Backward time: 3.8078, DDP time: 0.0039, Total iter time: 6.4602 [2020-11-08 14:05:29,339][root][INFO] - ===> Epoch[2259](4519/2): Loss -0.8609, Sem 0.0389, dir -0.9870, norm 0.0872, swav 0.0000 LR: 1.213e-02 Score 98.499 Data time: 0.4324, Forward time: 2.5975, Backward time: 3.8072, DDP time: 0.0039, Total iter time: 8.0344 [2020-11-08 14:05:36,165][root][INFO] - ===> Epoch[2259](4520/2): Loss -0.8587, Sem 0.0433, dir -0.9871, norm 0.0851, swav 0.0000 LR: 1.211e-02 Score 98.309 Data time: 0.1928, Forward time: 2.5970, Backward time: 3.8076, DDP time: 0.0039, Total iter time: 6.6786 [2020-11-08 14:05:42,146][root][INFO] - ===> Epoch[2260](4521/2): Loss -0.8657, Sem 0.0397, dir -0.9877, norm 0.0823, swav 0.0000 LR: 1.209e-02 Score 98.457 Data time: 0.1996, Forward time: 2.5958, Backward time: 3.8071, DDP time: 0.0039, Total iter time: 5.8514 [2020-11-08 14:05:48,360][root][INFO] - ===> Epoch[2260](4522/2): Loss -0.8446, Sem 0.0433, dir -0.9855, norm 0.0975, swav 0.0000 LR: 1.206e-02 Score 98.357 Data time: 0.2494, Forward time: 2.5961, Backward time: 3.8058, DDP time: 0.0039, Total iter time: 6.1148 [2020-11-08 14:05:53,828][root][INFO] - ===> Epoch[2261](4523/2): Loss -0.8630, Sem 0.0401, dir -0.9871, norm 0.0839, swav 0.0000 LR: 1.204e-02 Score 98.451 Data time: 0.1977, Forward time: 2.5952, Backward time: 3.8041, DDP time: 0.0039, Total iter time: 5.3353 [2020-11-08 14:06:01,094][root][INFO] - ===> Epoch[2261](4524/2): Loss -0.8618, Sem 0.0410, dir -0.9871, norm 0.0843, swav 0.0000 LR: 1.202e-02 Score 98.430 Data time: 0.2139, Forward time: 2.5944, Backward time: 3.8056, DDP time: 0.0039, Total iter time: 7.1739 [2020-11-08 14:06:08,781][root][INFO] - ===> Epoch[2262](4525/2): Loss -0.8610, Sem 0.0432, dir -0.9860, norm 0.0819, swav 0.0000 LR: 1.200e-02 Score 98.338 Data time: 0.2945, Forward time: 2.5955, Backward time: 3.8061, DDP time: 0.0039, Total iter time: 7.5744 [2020-11-08 14:06:15,455][root][INFO] - ===> Epoch[2262](4526/2): Loss -0.8683, Sem 0.0375, dir -0.9883, norm 0.0825, swav 0.0000 LR: 1.197e-02 Score 98.554 Data time: 0.1986, Forward time: 2.5952, Backward time: 3.8061, DDP time: 0.0039, Total iter time: 6.5424 [2020-11-08 14:06:23,257][root][INFO] - ===> Epoch[2263](4527/2): Loss -0.8458, Sem 0.0412, dir -0.9860, norm 0.0990, swav 0.0000 LR: 1.195e-02 Score 98.438 Data time: 0.1948, Forward time: 2.5944, Backward time: 3.8087, DDP time: 0.0039, Total iter time: 7.6999 [2020-11-08 14:06:29,714][root][INFO] - ===> Epoch[2263](4528/2): Loss -0.8635, Sem 0.0403, dir -0.9880, norm 0.0842, swav 0.0000 LR: 1.193e-02 Score 98.446 Data time: 0.1980, Forward time: 2.5935, Backward time: 3.8089, DDP time: 0.0039, Total iter time: 6.3552 [2020-11-08 14:06:36,611][root][INFO] - ===> Epoch[2264](4529/2): Loss -0.8582, Sem 0.0425, dir -0.9874, norm 0.0868, swav 0.0000 LR: 1.191e-02 Score 98.368 Data time: 0.2098, Forward time: 2.5926, Backward time: 3.8099, DDP time: 0.0039, Total iter time: 6.7829 [2020-11-08 14:06:43,061][root][INFO] - ===> Epoch[2264](4530/2): Loss -0.8602, Sem 0.0420, dir -0.9865, norm 0.0843, swav 0.0000 LR: 1.188e-02 Score 98.379 Data time: 0.3033, Forward time: 2.5934, Backward time: 3.8084, DDP time: 0.0039, Total iter time: 6.3534 [2020-11-08 14:06:51,444][root][INFO] - ===> Epoch[2265](4531/2): Loss -0.8596, Sem 0.0410, dir -0.9869, norm 0.0863, swav 0.0000 LR: 1.186e-02 Score 98.434 Data time: 0.1989, Forward time: 2.5928, Backward time: 3.8117, DDP time: 0.0039, Total iter time: 8.2656 [2020-11-08 14:06:57,782][root][INFO] - ===> Epoch[2265](4532/2): Loss -0.8649, Sem 0.0394, dir -0.9875, norm 0.0832, swav 0.0000 LR: 1.184e-02 Score 98.479 Data time: 0.1690, Forward time: 2.5911, Backward time: 3.8124, DDP time: 0.0039, Total iter time: 6.2245 [2020-11-08 14:07:04,315][root][INFO] - ===> Epoch[2266](4533/2): Loss -0.8594, Sem 0.0413, dir -0.9867, norm 0.0859, swav 0.0000 LR: 1.181e-02 Score 98.410 Data time: 0.2135, Forward time: 2.5906, Backward time: 3.8124, DDP time: 0.0039, Total iter time: 6.4454 [2020-11-08 14:07:10,621][root][INFO] - ===> Epoch[2266](4534/2): Loss -0.8658, Sem 0.0393, dir -0.9873, norm 0.0823, swav 0.0000 LR: 1.179e-02 Score 98.520 Data time: 0.2032, Forward time: 2.5898, Backward time: 3.8123, DDP time: 0.0039, Total iter time: 6.1792 [2020-11-08 14:07:17,515][root][INFO] - ===> Epoch[2267](4535/2): Loss -0.8606, Sem 0.0388, dir -0.9858, norm 0.0864, swav 0.0000 LR: 1.177e-02 Score 98.525 Data time: 0.2226, Forward time: 2.5897, Backward time: 3.8125, DDP time: 0.0040, Total iter time: 6.7827 [2020-11-08 14:07:24,366][root][INFO] - ===> Epoch[2267](4536/2): Loss -0.8582, Sem 0.0423, dir -0.9876, norm 0.0871, swav 0.0000 LR: 1.175e-02 Score 98.383 Data time: 0.1924, Forward time: 2.5890, Backward time: 3.8132, DDP time: 0.0040, Total iter time: 6.7307 [2020-11-08 14:07:31,293][root][INFO] - ===> Epoch[2268](4537/2): Loss -0.8575, Sem 0.0424, dir -0.9861, norm 0.0861, swav 0.0000 LR: 1.172e-02 Score 98.380 Data time: 0.1740, Forward time: 2.5878, Backward time: 3.8146, DDP time: 0.0040, Total iter time: 6.8234 [2020-11-08 14:07:38,552][root][INFO] - ===> Epoch[2268](4538/2): Loss -0.8679, Sem 0.0400, dir -0.9881, norm 0.0802, swav 0.0000 LR: 1.170e-02 Score 98.463 Data time: 0.1967, Forward time: 2.5866, Backward time: 3.8166, DDP time: 0.0040, Total iter time: 7.1659 [2020-11-08 14:07:45,079][root][INFO] - ===> Epoch[2269](4539/2): Loss -0.8595, Sem 0.0415, dir -0.9868, norm 0.0859, swav 0.0000 LR: 1.168e-02 Score 98.393 Data time: 0.3358, Forward time: 2.5880, Backward time: 3.8146, DDP time: 0.0039, Total iter time: 6.4344 [2020-11-08 14:07:52,912][root][INFO] - ===> Epoch[2269](4540/2): Loss -0.8654, Sem 0.0393, dir -0.9875, norm 0.0828, swav 0.0000 LR: 1.165e-02 Score 98.489 Data time: 0.1888, Forward time: 2.5873, Backward time: 3.8170, DDP time: 0.0040, Total iter time: 7.7057 [2020-11-08 14:07:58,829][root][INFO] - ===> Epoch[2270](4541/2): Loss -0.8640, Sem 0.0395, dir -0.9873, norm 0.0838, swav 0.0000 LR: 1.163e-02 Score 98.487 Data time: 0.2254, Forward time: 2.5872, Backward time: 3.8155, DDP time: 0.0040, Total iter time: 5.7896 [2020-11-08 14:08:05,574][root][INFO] - ===> Epoch[2270](4542/2): Loss -0.8519, Sem 0.0424, dir -0.9862, norm 0.0919, swav 0.0000 LR: 1.161e-02 Score 98.369 Data time: 0.1859, Forward time: 2.5861, Backward time: 3.8164, DDP time: 0.0040, Total iter time: 6.6286 [2020-11-08 14:08:10,726][root][INFO] - ===> Epoch[2271](4543/2): Loss -0.8653, Sem 0.0406, dir -0.9881, norm 0.0822, swav 0.0000 LR: 1.159e-02 Score 98.438 Data time: 0.2357, Forward time: 2.5861, Backward time: 3.8135, DDP time: 0.0039, Total iter time: 5.0889 [2020-11-08 14:08:18,797][root][INFO] - ===> Epoch[2271](4544/2): Loss -0.8572, Sem 0.0423, dir -0.9867, norm 0.0872, swav 0.0000 LR: 1.156e-02 Score 98.379 Data time: 0.2486, Forward time: 2.5861, Backward time: 3.8157, DDP time: 0.0039, Total iter time: 7.9629 [2020-11-08 14:08:24,500][root][INFO] - ===> Epoch[2272](4545/2): Loss -0.8669, Sem 0.0400, dir -0.9880, norm 0.0811, swav 0.0000 LR: 1.154e-02 Score 98.457 Data time: 0.2682, Forward time: 2.5866, Backward time: 3.8131, DDP time: 0.0039, Total iter time: 5.5946 [2020-11-08 14:08:31,195][root][INFO] - ===> Epoch[2272](4546/2): Loss -0.8543, Sem 0.0404, dir -0.9867, norm 0.0920, swav 0.0000 LR: 1.152e-02 Score 98.446 Data time: 0.2476, Forward time: 2.5871, Backward time: 3.8125, DDP time: 0.0039, Total iter time: 6.5841 [2020-11-08 14:08:38,023][root][INFO] - ===> Epoch[2273](4547/2): Loss -0.8738, Sem 0.0384, dir -0.9889, norm 0.0766, swav 0.0000 LR: 1.149e-02 Score 98.518 Data time: 0.1926, Forward time: 2.5865, Backward time: 3.8130, DDP time: 0.0039, Total iter time: 6.7057 [2020-11-08 14:08:45,738][root][INFO] - ===> Epoch[2273](4548/2): Loss -0.8561, Sem 0.0420, dir -0.9865, norm 0.0884, swav 0.0000 LR: 1.147e-02 Score 98.389 Data time: 0.1550, Forward time: 2.5849, Backward time: 3.8162, DDP time: 0.0039, Total iter time: 7.5980 [2020-11-08 14:08:52,200][root][INFO] - ===> Epoch[2274](4549/2): Loss -0.8558, Sem 0.0424, dir -0.9862, norm 0.0880, swav 0.0000 LR: 1.145e-02 Score 98.376 Data time: 0.1775, Forward time: 2.5836, Backward time: 3.8168, DDP time: 0.0039, Total iter time: 6.3808 [2020-11-08 14:08:58,155][root][INFO] - ===> Epoch[2274](4550/2): Loss -0.8700, Sem 0.0392, dir -0.9881, norm 0.0789, swav 0.0000 LR: 1.143e-02 Score 98.512 Data time: 0.2530, Forward time: 2.5836, Backward time: 3.8152, DDP time: 0.0039, Total iter time: 5.8454 [2020-11-08 14:09:04,810][root][INFO] - ===> Epoch[2275](4551/2): Loss -0.8657, Sem 0.0387, dir -0.9882, norm 0.0838, swav 0.0000 LR: 1.140e-02 Score 98.491 Data time: 0.3006, Forward time: 2.5848, Backward time: 3.8138, DDP time: 0.0039, Total iter time: 6.5270 [2020-11-08 14:09:12,522][root][INFO] - ===> Epoch[2275](4552/2): Loss -0.8635, Sem 0.0410, dir -0.9874, norm 0.0830, swav 0.0000 LR: 1.138e-02 Score 98.423 Data time: 0.3860, Forward time: 2.5872, Backward time: 3.8127, DDP time: 0.0039, Total iter time: 7.5820 [2020-11-08 14:09:19,133][root][INFO] - ===> Epoch[2276](4553/2): Loss -0.8614, Sem 0.0405, dir -0.9876, norm 0.0857, swav 0.0000 LR: 1.136e-02 Score 98.438 Data time: 0.2283, Forward time: 2.5872, Backward time: 3.8123, DDP time: 0.0039, Total iter time: 6.4657 [2020-11-08 14:09:26,513][root][INFO] - ===> Epoch[2276](4554/2): Loss -0.8682, Sem 0.0407, dir -0.9882, norm 0.0793, swav 0.0000 LR: 1.133e-02 Score 98.437 Data time: 0.3536, Forward time: 2.5889, Backward time: 3.8114, DDP time: 0.0039, Total iter time: 7.2497 [2020-11-08 14:09:33,115][root][INFO] - ===> Epoch[2277](4555/2): Loss -0.8590, Sem 0.0408, dir -0.9866, norm 0.0868, swav 0.0000 LR: 1.131e-02 Score 98.452 Data time: 0.2604, Forward time: 2.5889, Backward time: 3.8109, DDP time: 0.0039, Total iter time: 6.4501 [2020-11-08 14:09:40,055][root][INFO] - ===> Epoch[2277](4556/2): Loss -0.8607, Sem 0.0407, dir -0.9875, norm 0.0861, swav 0.0000 LR: 1.129e-02 Score 98.430 Data time: 0.2955, Forward time: 2.5897, Backward time: 3.8102, DDP time: 0.0039, Total iter time: 6.8180 [2020-11-08 14:09:46,328][root][INFO] - ===> Epoch[2278](4557/2): Loss -0.8611, Sem 0.0399, dir -0.9870, norm 0.0861, swav 0.0000 LR: 1.126e-02 Score 98.480 Data time: 0.2698, Forward time: 2.5902, Backward time: 3.8087, DDP time: 0.0039, Total iter time: 6.1451 [2020-11-08 14:09:52,486][root][INFO] - ===> Epoch[2278](4558/2): Loss -0.8656, Sem 0.0410, dir -0.9889, norm 0.0824, swav 0.0000 LR: 1.124e-02 Score 98.413 Data time: 0.2997, Forward time: 2.5911, Backward time: 3.8066, DDP time: 0.0039, Total iter time: 6.0304 [2020-11-08 14:09:58,978][root][INFO] - ===> Epoch[2279](4559/2): Loss -0.8622, Sem 0.0411, dir -0.9874, norm 0.0840, swav 0.0000 LR: 1.122e-02 Score 98.419 Data time: 0.3407, Forward time: 2.5924, Backward time: 3.8045, DDP time: 0.0039, Total iter time: 6.3657 [2020-11-08 14:10:05,337][root][INFO] - ===> Epoch[2279](4560/2): Loss -0.8572, Sem 0.0401, dir -0.9871, norm 0.0898, swav 0.0000 LR: 1.120e-02 Score 98.441 Data time: 0.3106, Forward time: 2.5932, Backward time: 3.8028, DDP time: 0.0039, Total iter time: 6.2264 [2020-11-08 14:10:10,531][root][INFO] - ===> Epoch[2280](4561/2): Loss -0.8653, Sem 0.0385, dir -0.9880, norm 0.0842, swav 0.0000 LR: 1.117e-02 Score 98.519 Data time: 0.2108, Forward time: 2.5928, Backward time: 3.8005, DDP time: 0.0039, Total iter time: 5.0884 [2020-11-08 14:10:16,711][root][INFO] - ===> Epoch[2280](4562/2): Loss -0.8605, Sem 0.0430, dir -0.9870, norm 0.0835, swav 0.0000 LR: 1.115e-02 Score 98.353 Data time: 0.2833, Forward time: 2.5937, Backward time: 3.7984, DDP time: 0.0039, Total iter time: 6.0699 [2020-11-08 14:10:22,926][root][INFO] - ===> Epoch[2281](4563/2): Loss -0.8634, Sem 0.0395, dir -0.9871, norm 0.0842, swav 0.0000 LR: 1.113e-02 Score 98.480 Data time: 0.2167, Forward time: 2.5930, Backward time: 3.7980, DDP time: 0.0039, Total iter time: 6.0828 [2020-11-08 14:10:30,410][root][INFO] - ===> Epoch[2281](4564/2): Loss -0.8618, Sem 0.0405, dir -0.9870, norm 0.0847, swav 0.0000 LR: 1.110e-02 Score 98.444 Data time: 0.2476, Forward time: 2.5933, Backward time: 3.7989, DDP time: 0.0039, Total iter time: 7.3722 [2020-11-08 14:10:37,733][root][INFO] - ===> Epoch[2282](4565/2): Loss -0.8714, Sem 0.0391, dir -0.9882, norm 0.0777, swav 0.0000 LR: 1.108e-02 Score 98.496 Data time: 0.2718, Forward time: 2.5938, Backward time: 3.7992, DDP time: 0.0039, Total iter time: 7.2019 [2020-11-08 14:10:43,984][root][INFO] - ===> Epoch[2282](4566/2): Loss -0.8603, Sem 0.0421, dir -0.9871, norm 0.0847, swav 0.0000 LR: 1.106e-02 Score 98.369 Data time: 0.3051, Forward time: 2.5949, Backward time: 3.7970, DDP time: 0.0039, Total iter time: 6.1226 [2020-11-08 14:10:51,160][root][INFO] - ===> Epoch[2283](4567/2): Loss -0.8622, Sem 0.0417, dir -0.9879, norm 0.0840, swav 0.0000 LR: 1.104e-02 Score 98.372 Data time: 0.3883, Forward time: 2.5968, Backward time: 3.7956, DDP time: 0.0039, Total iter time: 7.0584 [2020-11-08 14:10:57,566][root][INFO] - ===> Epoch[2283](4568/2): Loss -0.8609, Sem 0.0411, dir -0.9869, norm 0.0850, swav 0.0000 LR: 1.101e-02 Score 98.422 Data time: 0.1934, Forward time: 2.5959, Backward time: 3.7957, DDP time: 0.0039, Total iter time: 6.2609 [2020-11-08 14:11:05,136][root][INFO] - ===> Epoch[2284](4569/2): Loss -0.8586, Sem 0.0412, dir -0.9869, norm 0.0871, swav 0.0000 LR: 1.099e-02 Score 98.415 Data time: 0.3716, Forward time: 2.5980, Backward time: 3.7948, DDP time: 0.0039, Total iter time: 7.4560 [2020-11-08 14:11:12,106][root][INFO] - ===> Epoch[2284](4570/2): Loss -0.8619, Sem 0.0420, dir -0.9873, norm 0.0833, swav 0.0000 LR: 1.097e-02 Score 98.397 Data time: 0.3101, Forward time: 2.5988, Backward time: 3.7941, DDP time: 0.0039, Total iter time: 6.8410 [2020-11-08 14:11:18,192][root][INFO] - ===> Epoch[2285](4571/2): Loss -0.8633, Sem 0.0394, dir -0.9875, norm 0.0849, swav 0.0000 LR: 1.094e-02 Score 98.468 Data time: 0.2399, Forward time: 2.5989, Backward time: 3.7928, DDP time: 0.0039, Total iter time: 5.9560 [2020-11-08 14:11:25,161][root][INFO] - ===> Epoch[2285](4572/2): Loss -0.8594, Sem 0.0425, dir -0.9868, norm 0.0848, swav 0.0000 LR: 1.092e-02 Score 98.380 Data time: 0.1816, Forward time: 2.5978, Backward time: 3.7941, DDP time: 0.0039, Total iter time: 6.8605 [2020-11-08 14:11:32,015][root][INFO] - ===> Epoch[2286](4573/2): Loss -0.8651, Sem 0.0409, dir -0.9881, norm 0.0820, swav 0.0000 LR: 1.090e-02 Score 98.440 Data time: 0.2058, Forward time: 2.5968, Backward time: 3.7951, DDP time: 0.0039, Total iter time: 6.7720 [2020-11-08 14:11:39,046][root][INFO] - ===> Epoch[2286](4574/2): Loss -0.8552, Sem 0.0402, dir -0.9870, norm 0.0916, swav 0.0000 LR: 1.087e-02 Score 98.448 Data time: 0.2339, Forward time: 2.5967, Backward time: 3.7956, DDP time: 0.0039, Total iter time: 6.9293 [2020-11-08 14:11:45,597][root][INFO] - ===> Epoch[2287](4575/2): Loss -0.8589, Sem 0.0407, dir -0.9866, norm 0.0871, swav 0.0000 LR: 1.085e-02 Score 98.458 Data time: 0.2021, Forward time: 2.5958, Backward time: 3.7960, DDP time: 0.0039, Total iter time: 6.4086 [2020-11-08 14:11:52,143][root][INFO] - ===> Epoch[2287](4576/2): Loss -0.8628, Sem 0.0410, dir -0.9876, norm 0.0839, swav 0.0000 LR: 1.083e-02 Score 98.411 Data time: 0.2517, Forward time: 2.5961, Backward time: 3.7952, DDP time: 0.0039, Total iter time: 6.4474 [2020-11-08 14:11:57,579][root][INFO] - ===> Epoch[2288](4577/2): Loss -0.8586, Sem 0.0419, dir -0.9873, norm 0.0868, swav 0.0000 LR: 1.081e-02 Score 98.396 Data time: 0.2089, Forward time: 2.5956, Backward time: 3.7934, DDP time: 0.0040, Total iter time: 5.3250 [2020-11-08 14:12:04,640][root][INFO] - ===> Epoch[2288](4578/2): Loss -0.8609, Sem 0.0408, dir -0.9883, norm 0.0865, swav 0.0000 LR: 1.078e-02 Score 98.438 Data time: 0.2126, Forward time: 2.5953, Backward time: 3.7942, DDP time: 0.0040, Total iter time: 6.9558 [2020-11-08 14:12:10,967][root][INFO] - ===> Epoch[2289](4579/2): Loss -0.8545, Sem 0.0418, dir -0.9848, norm 0.0885, swav 0.0000 LR: 1.076e-02 Score 98.396 Data time: 0.2642, Forward time: 2.5958, Backward time: 3.7928, DDP time: 0.0040, Total iter time: 6.2016 [2020-11-08 14:12:17,398][root][INFO] - ===> Epoch[2289](4580/2): Loss -0.8673, Sem 0.0394, dir -0.9877, norm 0.0811, swav 0.0000 LR: 1.074e-02 Score 98.480 Data time: 0.2289, Forward time: 2.5958, Backward time: 3.7921, DDP time: 0.0040, Total iter time: 6.2931 [2020-11-08 14:12:23,024][root][INFO] - ===> Epoch[2290](4581/2): Loss -0.8610, Sem 0.0404, dir -0.9871, norm 0.0858, swav 0.0000 LR: 1.071e-02 Score 98.445 Data time: 0.2357, Forward time: 2.5958, Backward time: 3.7902, DDP time: 0.0040, Total iter time: 5.5092 [2020-11-08 14:12:30,119][root][INFO] - ===> Epoch[2290](4582/2): Loss -0.8742, Sem 0.0381, dir -0.9893, norm 0.0770, swav 0.0000 LR: 1.069e-02 Score 98.501 Data time: 0.2037, Forward time: 2.5953, Backward time: 3.7911, DDP time: 0.0040, Total iter time: 6.9529 [2020-11-08 14:12:36,036][root][INFO] - ===> Epoch[2291](4583/2): Loss -0.8474, Sem 0.0425, dir -0.9848, norm 0.0950, swav 0.0000 LR: 1.067e-02 Score 98.382 Data time: 0.2230, Forward time: 2.5947, Backward time: 3.7902, DDP time: 0.0040, Total iter time: 5.8002 [2020-11-08 14:12:41,934][root][INFO] - ===> Epoch[2291](4584/2): Loss -0.8637, Sem 0.0414, dir -0.9876, norm 0.0824, swav 0.0000 LR: 1.064e-02 Score 98.421 Data time: 0.2535, Forward time: 2.5951, Backward time: 3.7883, DDP time: 0.0040, Total iter time: 5.7931 [2020-11-08 14:12:48,887][root][INFO] - ===> Epoch[2292](4585/2): Loss -0.8675, Sem 0.0395, dir -0.9876, norm 0.0806, swav 0.0000 LR: 1.062e-02 Score 98.485 Data time: 0.2555, Forward time: 2.5956, Backward time: 3.7878, DDP time: 0.0040, Total iter time: 6.8049 [2020-11-08 14:12:55,075][root][INFO] - ===> Epoch[2292](4586/2): Loss -0.8535, Sem 0.0408, dir -0.9878, norm 0.0935, swav 0.0000 LR: 1.060e-02 Score 98.441 Data time: 0.2710, Forward time: 2.5962, Backward time: 3.7861, DDP time: 0.0040, Total iter time: 6.0489 [2020-11-08 14:13:03,019][root][INFO] - ===> Epoch[2293](4587/2): Loss -0.8624, Sem 0.0422, dir -0.9860, norm 0.0815, swav 0.0000 LR: 1.057e-02 Score 98.387 Data time: 0.3952, Forward time: 2.5987, Backward time: 3.7854, DDP time: 0.0040, Total iter time: 7.8068 [2020-11-08 14:13:08,946][root][INFO] - ===> Epoch[2293](4588/2): Loss -0.8571, Sem 0.0414, dir -0.9869, norm 0.0884, swav 0.0000 LR: 1.055e-02 Score 98.408 Data time: 0.2407, Forward time: 2.5985, Backward time: 3.7841, DDP time: 0.0040, Total iter time: 5.7965 [2020-11-08 14:13:14,407][root][INFO] - ===> Epoch[2294](4589/2): Loss -0.8635, Sem 0.0418, dir -0.9874, norm 0.0822, swav 0.0000 LR: 1.053e-02 Score 98.390 Data time: 0.2669, Forward time: 2.5989, Backward time: 3.7814, DDP time: 0.0040, Total iter time: 5.3369 [2020-11-08 14:13:22,610][root][INFO] - ===> Epoch[2294](4590/2): Loss -0.8582, Sem 0.0407, dir -0.9869, norm 0.0880, swav 0.0000 LR: 1.051e-02 Score 98.422 Data time: 0.1781, Forward time: 2.5980, Backward time: 3.7846, DDP time: 0.0040, Total iter time: 8.0789 [2020-11-08 14:13:31,177][root][INFO] - ===> Epoch[2295](4591/2): Loss -0.8561, Sem 0.0408, dir -0.9863, norm 0.0894, swav 0.0000 LR: 1.048e-02 Score 98.446 Data time: 0.2107, Forward time: 2.5975, Backward time: 3.7879, DDP time: 0.0040, Total iter time: 8.4814 [2020-11-08 14:13:36,622][root][INFO] - ===> Epoch[2295](4592/2): Loss -0.8668, Sem 0.0392, dir -0.9878, norm 0.0818, swav 0.0000 LR: 1.046e-02 Score 98.475 Data time: 0.1861, Forward time: 2.5965, Backward time: 3.7867, DDP time: 0.0040, Total iter time: 5.3187 [2020-11-08 14:13:43,028][root][INFO] - ===> Epoch[2296](4593/2): Loss -0.8621, Sem 0.0407, dir -0.9864, norm 0.0836, swav 0.0000 LR: 1.044e-02 Score 98.430 Data time: 0.2922, Forward time: 2.5971, Backward time: 3.7854, DDP time: 0.0040, Total iter time: 6.3110 [2020-11-08 14:13:50,593][root][INFO] - ===> Epoch[2296](4594/2): Loss -0.8670, Sem 0.0384, dir -0.9876, norm 0.0822, swav 0.0000 LR: 1.041e-02 Score 98.522 Data time: 0.2351, Forward time: 2.5969, Backward time: 3.7867, DDP time: 0.0040, Total iter time: 7.4443 [2020-11-08 14:13:56,856][root][INFO] - ===> Epoch[2297](4595/2): Loss -0.8581, Sem 0.0445, dir -0.9867, norm 0.0841, swav 0.0000 LR: 1.039e-02 Score 98.278 Data time: 0.3051, Forward time: 2.5980, Backward time: 3.7848, DDP time: 0.0040, Total iter time: 6.1531 [2020-11-08 14:14:03,873][root][INFO] - ===> Epoch[2297](4596/2): Loss -0.8641, Sem 0.0396, dir -0.9868, norm 0.0830, swav 0.0000 LR: 1.037e-02 Score 98.472 Data time: 0.3524, Forward time: 2.5996, Backward time: 3.7834, DDP time: 0.0040, Total iter time: 6.8897 [2020-11-08 14:14:10,723][root][INFO] - ===> Epoch[2298](4597/2): Loss -0.8579, Sem 0.0424, dir -0.9869, norm 0.0866, swav 0.0000 LR: 1.034e-02 Score 98.381 Data time: 0.2520, Forward time: 2.5996, Backward time: 3.7833, DDP time: 0.0040, Total iter time: 6.7279 [2020-11-08 14:14:18,379][root][INFO] - ===> Epoch[2298](4598/2): Loss -0.8624, Sem 0.0384, dir -0.9882, norm 0.0874, swav 0.0000 LR: 1.032e-02 Score 98.525 Data time: 0.3821, Forward time: 2.6018, Backward time: 3.7825, DDP time: 0.0040, Total iter time: 7.5467 [2020-11-08 14:14:24,412][root][INFO] - ===> Epoch[2299](4599/2): Loss -0.8554, Sem 0.0425, dir -0.9862, norm 0.0883, swav 0.0000 LR: 1.030e-02 Score 98.367 Data time: 0.2147, Forward time: 2.6014, Backward time: 3.7816, DDP time: 0.0040, Total iter time: 5.9029 [2020-11-08 14:14:30,923][root][INFO] - ===> Epoch[2299](4600/2): Loss -0.8626, Sem 0.0405, dir -0.9879, norm 0.0848, swav 0.0000 LR: 1.027e-02 Score 98.448 Data time: 0.3043, Forward time: 2.6024, Backward time: 3.7800, DDP time: 0.0040, Total iter time: 6.3969 [2020-11-08 14:14:37,739][root][INFO] - ===> Epoch[2300](4601/2): Loss -0.8663, Sem 0.0410, dir -0.9878, norm 0.0805, swav 0.0000 LR: 1.025e-02 Score 98.405 Data time: 0.1671, Forward time: 2.6011, Backward time: 3.7812, DDP time: 0.0040, Total iter time: 6.6801 [2020-11-08 14:14:43,379][root][INFO] - ===> Epoch[2300](4602/2): Loss -0.8584, Sem 0.0397, dir -0.9867, norm 0.0886, swav 0.0000 LR: 1.023e-02 Score 98.487 Data time: 0.2927, Forward time: 2.6016, Backward time: 3.7789, DDP time: 0.0040, Total iter time: 5.5543 [2020-11-08 14:14:50,641][root][INFO] - ===> Epoch[2301](4603/2): Loss -0.8599, Sem 0.0403, dir -0.9881, norm 0.0880, swav 0.0000 LR: 1.020e-02 Score 98.443 Data time: 0.1891, Forward time: 2.6008, Backward time: 3.7803, DDP time: 0.0040, Total iter time: 7.1446 [2020-11-08 14:14:58,997][root][INFO] - ===> Epoch[2301](4604/2): Loss -0.8706, Sem 0.0385, dir -0.9875, norm 0.0785, swav 0.0000 LR: 1.018e-02 Score 98.514 Data time: 0.1811, Forward time: 2.5995, Backward time: 3.7841, DDP time: 0.0040, Total iter time: 8.2468 [2020-11-08 14:15:05,290][root][INFO] - ===> Epoch[2302](4605/2): Loss -0.8654, Sem 0.0397, dir -0.9870, norm 0.0820, swav 0.0000 LR: 1.016e-02 Score 98.476 Data time: 0.2567, Forward time: 2.5997, Backward time: 3.7831, DDP time: 0.0040, Total iter time: 6.2309 [2020-11-08 14:15:10,695][root][INFO] - ===> Epoch[2302](4606/2): Loss -0.8593, Sem 0.0435, dir -0.9873, norm 0.0844, swav 0.0000 LR: 1.013e-02 Score 98.337 Data time: 0.2563, Forward time: 2.5999, Backward time: 3.7806, DDP time: 0.0040, Total iter time: 5.2617 [2020-11-08 14:15:17,389][root][INFO] - ===> Epoch[2303](4607/2): Loss -0.8644, Sem 0.0398, dir -0.9872, norm 0.0831, swav 0.0000 LR: 1.011e-02 Score 98.461 Data time: 0.2607, Forward time: 2.6003, Backward time: 3.7801, DDP time: 0.0040, Total iter time: 6.5851 [2020-11-08 14:15:23,975][root][INFO] - ===> Epoch[2303](4608/2): Loss -0.8593, Sem 0.0419, dir -0.9873, norm 0.0861, swav 0.0000 LR: 1.009e-02 Score 98.391 Data time: 0.2427, Forward time: 2.6002, Backward time: 3.7798, DDP time: 0.0040, Total iter time: 6.4592 [2020-11-08 14:15:29,969][root][INFO] - ===> Epoch[2304](4609/2): Loss -0.8637, Sem 0.0408, dir -0.9876, norm 0.0831, swav 0.0000 LR: 1.006e-02 Score 98.433 Data time: 0.2888, Forward time: 2.6009, Backward time: 3.7777, DDP time: 0.0040, Total iter time: 5.8794 [2020-11-08 14:15:38,039][root][INFO] - ===> Epoch[2304](4610/2): Loss -0.8578, Sem 0.0410, dir -0.9868, norm 0.0879, swav 0.0000 LR: 1.004e-02 Score 98.424 Data time: 0.4102, Forward time: 2.6032, Backward time: 3.7772, DDP time: 0.0040, Total iter time: 7.9439 [2020-11-08 14:15:43,365][root][INFO] - ===> Epoch[2305](4611/2): Loss -0.8615, Sem 0.0404, dir -0.9886, norm 0.0867, swav 0.0000 LR: 1.002e-02 Score 98.434 Data time: 0.2076, Forward time: 2.6029, Backward time: 3.7752, DDP time: 0.0040, Total iter time: 5.1799 [2020-11-08 14:15:51,879][root][INFO] - ===> Epoch[2305](4612/2): Loss -0.8609, Sem 0.0419, dir -0.9867, norm 0.0839, swav 0.0000 LR: 9.995e-03 Score 98.406 Data time: 0.2208, Forward time: 2.6024, Backward time: 3.7784, DDP time: 0.0040, Total iter time: 8.4010 [2020-11-08 14:15:57,270][root][INFO] - ===> Epoch[2306](4613/2): Loss -0.8654, Sem 0.0381, dir -0.9881, norm 0.0847, swav 0.0000 LR: 9.972e-03 Score 98.538 Data time: 0.2133, Forward time: 2.6016, Backward time: 3.7769, DDP time: 0.0040, Total iter time: 5.2765 [2020-11-08 14:16:05,051][root][INFO] - ===> Epoch[2306](4614/2): Loss -0.8644, Sem 0.0400, dir -0.9885, norm 0.0842, swav 0.0000 LR: 9.949e-03 Score 98.453 Data time: 0.2190, Forward time: 2.6010, Backward time: 3.7790, DDP time: 0.0040, Total iter time: 7.6870 [2020-11-08 14:16:10,412][root][INFO] - ===> Epoch[2307](4615/2): Loss -0.8646, Sem 0.0407, dir -0.9867, norm 0.0814, swav 0.0000 LR: 9.925e-03 Score 98.437 Data time: 0.2477, Forward time: 2.6012, Backward time: 3.7765, DDP time: 0.0040, Total iter time: 5.2360 [2020-11-08 14:16:17,279][root][INFO] - ===> Epoch[2307](4616/2): Loss -0.8562, Sem 0.0423, dir -0.9873, norm 0.0887, swav 0.0000 LR: 9.902e-03 Score 98.401 Data time: 0.2113, Forward time: 2.6008, Backward time: 3.7770, DDP time: 0.0040, Total iter time: 6.7364 [2020-11-08 14:16:23,524][root][INFO] - ===> Epoch[2308](4617/2): Loss -0.8680, Sem 0.0386, dir -0.9878, norm 0.0811, swav 0.0000 LR: 9.879e-03 Score 98.530 Data time: 0.2061, Forward time: 2.6001, Backward time: 3.7768, DDP time: 0.0040, Total iter time: 6.1320 [2020-11-08 14:16:30,379][root][INFO] - ===> Epoch[2308](4618/2): Loss -0.8701, Sem 0.0414, dir -0.9882, norm 0.0767, swav 0.0000 LR: 9.856e-03 Score 98.421 Data time: 0.2339, Forward time: 2.5999, Backward time: 3.7770, DDP time: 0.0040, Total iter time: 6.7468 [2020-11-08 14:16:36,830][root][INFO] - ===> Epoch[2309](4619/2): Loss -0.8622, Sem 0.0392, dir -0.9877, norm 0.0863, swav 0.0000 LR: 9.832e-03 Score 98.481 Data time: 0.2434, Forward time: 2.5998, Backward time: 3.7765, DDP time: 0.0040, Total iter time: 6.3348 [2020-11-08 14:16:42,837][root][INFO] - ===> Epoch[2309](4620/2): Loss -0.8583, Sem 0.0415, dir -0.9868, norm 0.0871, swav 0.0000 LR: 9.809e-03 Score 98.400 Data time: 0.2451, Forward time: 2.6000, Backward time: 3.7751, DDP time: 0.0040, Total iter time: 5.8959 [2020-11-08 14:16:49,504][root][INFO] - ===> Epoch[2310](4621/2): Loss -0.8632, Sem 0.0416, dir -0.9874, norm 0.0826, swav 0.0000 LR: 9.786e-03 Score 98.389 Data time: 0.2810, Forward time: 2.6008, Backward time: 3.7740, DDP time: 0.0040, Total iter time: 6.5183 [2020-11-08 14:16:56,547][root][INFO] - ===> Epoch[2310](4622/2): Loss -0.8613, Sem 0.0411, dir -0.9862, norm 0.0838, swav 0.0000 LR: 9.762e-03 Score 98.448 Data time: 0.2133, Forward time: 2.6004, Backward time: 3.7746, DDP time: 0.0040, Total iter time: 6.8954 [2020-11-08 14:17:03,454][root][INFO] - ===> Epoch[2311](4623/2): Loss -0.8663, Sem 0.0408, dir -0.9884, norm 0.0813, swav 0.0000 LR: 9.739e-03 Score 98.419 Data time: 0.1805, Forward time: 2.5991, Backward time: 3.7761, DDP time: 0.0040, Total iter time: 6.8125 [2020-11-08 14:17:10,094][root][INFO] - ===> Epoch[2311](4624/2): Loss -0.8578, Sem 0.0421, dir -0.9862, norm 0.0863, swav 0.0000 LR: 9.716e-03 Score 98.403 Data time: 0.3602, Forward time: 2.6004, Backward time: 3.7746, DDP time: 0.0040, Total iter time: 6.5660 [2020-11-08 14:17:18,037][root][INFO] - ===> Epoch[2312](4625/2): Loss -0.8630, Sem 0.0403, dir -0.9875, norm 0.0842, swav 0.0000 LR: 9.692e-03 Score 98.437 Data time: 0.2393, Forward time: 2.6005, Backward time: 3.7761, DDP time: 0.0040, Total iter time: 7.8133 [2020-11-08 14:17:25,043][root][INFO] - ===> Epoch[2312](4626/2): Loss -0.8618, Sem 0.0407, dir -0.9870, norm 0.0845, swav 0.0000 LR: 9.669e-03 Score 98.445 Data time: 0.2574, Forward time: 2.6007, Backward time: 3.7762, DDP time: 0.0040, Total iter time: 6.8838 [2020-11-08 14:17:31,582][root][INFO] - ===> Epoch[2313](4627/2): Loss -0.8581, Sem 0.0412, dir -0.9880, norm 0.0888, swav 0.0000 LR: 9.646e-03 Score 98.402 Data time: 0.2959, Forward time: 2.6019, Backward time: 3.7745, DDP time: 0.0040, Total iter time: 6.4022 [2020-11-08 14:17:38,921][root][INFO] - ===> Epoch[2313](4628/2): Loss -0.8599, Sem 0.0412, dir -0.9866, norm 0.0856, swav 0.0000 LR: 9.622e-03 Score 98.413 Data time: 0.2096, Forward time: 2.6007, Backward time: 3.7764, DDP time: 0.0040, Total iter time: 7.1668 [2020-11-08 14:17:45,612][root][INFO] - ===> Epoch[2314](4629/2): Loss -0.8650, Sem 0.0413, dir -0.9872, norm 0.0809, swav 0.0000 LR: 9.599e-03 Score 98.410 Data time: 0.2133, Forward time: 2.6002, Backward time: 3.7767, DDP time: 0.0040, Total iter time: 6.5879 [2020-11-08 14:17:53,657][root][INFO] - ===> Epoch[2314](4630/2): Loss -0.8626, Sem 0.0404, dir -0.9866, norm 0.0837, swav 0.0000 LR: 9.576e-03 Score 98.429 Data time: 0.1997, Forward time: 2.5994, Backward time: 3.7794, DDP time: 0.0040, Total iter time: 7.9208 [2020-11-08 14:18:00,520][root][INFO] - ===> Epoch[2315](4631/2): Loss -0.8544, Sem 0.0417, dir -0.9870, norm 0.0908, swav 0.0000 LR: 9.552e-03 Score 98.401 Data time: 0.2222, Forward time: 2.5989, Backward time: 3.7799, DDP time: 0.0040, Total iter time: 6.7648 [2020-11-08 14:18:07,583][root][INFO] - ===> Epoch[2315](4632/2): Loss -0.8675, Sem 0.0396, dir -0.9883, norm 0.0812, swav 0.0000 LR: 9.529e-03 Score 98.481 Data time: 0.3184, Forward time: 2.5994, Backward time: 3.7797, DDP time: 0.0040, Total iter time: 6.9252 [2020-11-08 14:18:13,216][root][INFO] - ===> Epoch[2316](4633/2): Loss -0.8632, Sem 0.0407, dir -0.9871, norm 0.0833, swav 0.0000 LR: 9.506e-03 Score 98.446 Data time: 0.2034, Forward time: 2.5989, Backward time: 3.7784, DDP time: 0.0040, Total iter time: 5.4944 [2020-11-08 14:18:18,642][root][INFO] - ===> Epoch[2316](4634/2): Loss -0.8600, Sem 0.0416, dir -0.9876, norm 0.0861, swav 0.0000 LR: 9.482e-03 Score 98.400 Data time: 0.2535, Forward time: 2.5990, Backward time: 3.7761, DDP time: 0.0040, Total iter time: 5.3120 [2020-11-08 14:18:24,550][root][INFO] - ===> Epoch[2317](4635/2): Loss -0.8671, Sem 0.0383, dir -0.9872, norm 0.0818, swav 0.0000 LR: 9.459e-03 Score 98.510 Data time: 0.1839, Forward time: 2.5982, Backward time: 3.7755, DDP time: 0.0040, Total iter time: 5.7763 [2020-11-08 14:18:31,362][root][INFO] - ===> Epoch[2317](4636/2): Loss -0.8711, Sem 0.0399, dir -0.9883, norm 0.0773, swav 0.0000 LR: 9.435e-03 Score 98.468 Data time: 0.1745, Forward time: 2.5970, Backward time: 3.7767, DDP time: 0.0040, Total iter time: 6.7118 [2020-11-08 14:18:37,696][root][INFO] - ===> Epoch[2318](4637/2): Loss -0.8663, Sem 0.0402, dir -0.9877, norm 0.0812, swav 0.0000 LR: 9.412e-03 Score 98.453 Data time: 0.2040, Forward time: 2.5965, Backward time: 3.7765, DDP time: 0.0040, Total iter time: 6.2608 [2020-11-08 14:18:43,372][root][INFO] - ===> Epoch[2318](4638/2): Loss -0.8633, Sem 0.0402, dir -0.9880, norm 0.0845, swav 0.0000 LR: 9.389e-03 Score 98.463 Data time: 0.2113, Forward time: 2.5963, Backward time: 3.7751, DDP time: 0.0040, Total iter time: 5.5462 [2020-11-08 14:18:52,485][root][INFO] - ===> Epoch[2319](4639/2): Loss -0.8622, Sem 0.0409, dir -0.9869, norm 0.0838, swav 0.0000 LR: 9.365e-03 Score 98.415 Data time: 0.1733, Forward time: 2.5950, Backward time: 3.7798, DDP time: 0.0040, Total iter time: 8.9886 [2020-11-08 14:18:59,348][root][INFO] - ===> Epoch[2319](4640/2): Loss -0.8680, Sem 0.0395, dir -0.9875, norm 0.0800, swav 0.0000 LR: 9.342e-03 Score 98.485 Data time: 0.1670, Forward time: 2.5938, Backward time: 3.7811, DDP time: 0.0040, Total iter time: 6.7836 [2020-11-08 14:19:06,148][root][INFO] - ===> Epoch[2320](4641/2): Loss -0.8627, Sem 0.0417, dir -0.9866, norm 0.0822, swav 0.0000 LR: 9.318e-03 Score 98.411 Data time: 0.1592, Forward time: 2.5925, Backward time: 3.7825, DDP time: 0.0040, Total iter time: 6.7118 [2020-11-08 14:19:14,278][root][INFO] - ===> Epoch[2320](4642/2): Loss -0.8612, Sem 0.0434, dir -0.9878, norm 0.0832, swav 0.0000 LR: 9.295e-03 Score 98.333 Data time: 0.2063, Forward time: 2.5918, Backward time: 3.7852, DDP time: 0.0040, Total iter time: 8.0429 [2020-11-08 14:19:21,464][root][INFO] - ===> Epoch[2321](4643/2): Loss -0.8661, Sem 0.0393, dir -0.9878, norm 0.0824, swav 0.0000 LR: 9.272e-03 Score 98.509 Data time: 0.2185, Forward time: 2.5916, Backward time: 3.7859, DDP time: 0.0040, Total iter time: 7.0591 [2020-11-08 14:19:27,219][root][INFO] - ===> Epoch[2321](4644/2): Loss -0.8608, Sem 0.0416, dir -0.9866, norm 0.0842, swav 0.0000 LR: 9.248e-03 Score 98.409 Data time: 0.1807, Forward time: 2.5908, Backward time: 3.7852, DDP time: 0.0040, Total iter time: 5.6312 [2020-11-08 14:19:33,119][root][INFO] - ===> Epoch[2322](4645/2): Loss -0.8600, Sem 0.0409, dir -0.9881, norm 0.0872, swav 0.0000 LR: 9.225e-03 Score 98.446 Data time: 0.1905, Forward time: 2.5898, Backward time: 3.7848, DDP time: 0.0040, Total iter time: 5.7923 [2020-11-08 14:19:40,133][root][INFO] - ===> Epoch[2322](4646/2): Loss -0.8671, Sem 0.0409, dir -0.9874, norm 0.0794, swav 0.0000 LR: 9.201e-03 Score 98.414 Data time: 0.3724, Forward time: 2.5913, Backward time: 3.7835, DDP time: 0.0040, Total iter time: 6.9308 [2020-11-08 14:19:46,744][root][INFO] - ===> Epoch[2323](4647/2): Loss -0.8585, Sem 0.0405, dir -0.9860, norm 0.0870, swav 0.0000 LR: 9.178e-03 Score 98.453 Data time: 0.2530, Forward time: 2.5911, Backward time: 3.7834, DDP time: 0.0040, Total iter time: 6.4736 [2020-11-08 14:19:52,474][root][INFO] - ===> Epoch[2323](4648/2): Loss -0.8596, Sem 0.0407, dir -0.9870, norm 0.0868, swav 0.0000 LR: 9.154e-03 Score 98.452 Data time: 0.2255, Forward time: 2.5911, Backward time: 3.7818, DDP time: 0.0040, Total iter time: 5.6209 [2020-11-08 14:20:01,066][root][INFO] - ===> Epoch[2324](4649/2): Loss -0.8691, Sem 0.0400, dir -0.9883, norm 0.0792, swav 0.0000 LR: 9.131e-03 Score 98.468 Data time: 0.1782, Forward time: 2.5898, Backward time: 3.7857, DDP time: 0.0040, Total iter time: 8.4667 [2020-11-08 14:20:08,911][root][INFO] - ===> Epoch[2324](4650/2): Loss -0.8605, Sem 0.0434, dir -0.9873, norm 0.0834, swav 0.0000 LR: 9.107e-03 Score 98.336 Data time: 0.2562, Forward time: 2.5900, Backward time: 3.7870, DDP time: 0.0040, Total iter time: 7.7606 [2020-11-08 14:20:15,530][root][INFO] - ===> Epoch[2325](4651/2): Loss -0.8611, Sem 0.0395, dir -0.9863, norm 0.0857, swav 0.0000 LR: 9.084e-03 Score 98.457 Data time: 0.2630, Forward time: 2.5907, Backward time: 3.7860, DDP time: 0.0040, Total iter time: 6.4919 [2020-11-08 14:20:21,199][root][INFO] - ===> Epoch[2325](4652/2): Loss -0.8581, Sem 0.0426, dir -0.9872, norm 0.0865, swav 0.0000 LR: 9.060e-03 Score 98.363 Data time: 0.2476, Forward time: 2.5911, Backward time: 3.7838, DDP time: 0.0040, Total iter time: 5.5167 [2020-11-08 14:20:26,914][root][INFO] - ===> Epoch[2326](4653/2): Loss -0.8644, Sem 0.0409, dir -0.9870, norm 0.0817, swav 0.0000 LR: 9.037e-03 Score 98.440 Data time: 0.2142, Forward time: 2.5908, Backward time: 3.7826, DDP time: 0.0040, Total iter time: 5.5950 [2020-11-08 14:20:32,056][root][INFO] - ===> Epoch[2326](4654/2): Loss -0.8646, Sem 0.0385, dir -0.9885, norm 0.0854, swav 0.0000 LR: 9.013e-03 Score 98.500 Data time: 0.1929, Forward time: 2.5901, Backward time: 3.7808, DDP time: 0.0040, Total iter time: 5.0376 [2020-11-08 14:20:40,159][root][INFO] - ===> Epoch[2327](4655/2): Loss -0.8518, Sem 0.0430, dir -0.9860, norm 0.0911, swav 0.0000 LR: 8.990e-03 Score 98.367 Data time: 0.2169, Forward time: 2.5893, Backward time: 3.7835, DDP time: 0.0040, Total iter time: 8.0062 [2020-11-08 14:20:46,181][root][INFO] - ===> Epoch[2327](4656/2): Loss -0.8678, Sem 0.0389, dir -0.9875, norm 0.0808, swav 0.0000 LR: 8.966e-03 Score 98.491 Data time: 0.2591, Forward time: 2.5899, Backward time: 3.7818, DDP time: 0.0040, Total iter time: 5.9073 [2020-11-08 14:20:54,250][root][INFO] - ===> Epoch[2328](4657/2): Loss -0.8575, Sem 0.0419, dir -0.9869, norm 0.0875, swav 0.0000 LR: 8.943e-03 Score 98.382 Data time: 0.2073, Forward time: 2.5894, Backward time: 3.7841, DDP time: 0.0040, Total iter time: 7.9396 [2020-11-08 14:21:01,040][root][INFO] - ===> Epoch[2328](4658/2): Loss -0.8645, Sem 0.0396, dir -0.9871, norm 0.0830, swav 0.0000 LR: 8.919e-03 Score 98.483 Data time: 0.2818, Forward time: 2.5900, Backward time: 3.7834, DDP time: 0.0040, Total iter time: 6.6646 [2020-11-08 14:21:07,976][root][INFO] - ===> Epoch[2329](4659/2): Loss -0.8640, Sem 0.0413, dir -0.9871, norm 0.0818, swav 0.0000 LR: 8.896e-03 Score 98.407 Data time: 0.2207, Forward time: 2.5900, Backward time: 3.7836, DDP time: 0.0040, Total iter time: 6.8132 [2020-11-08 14:21:14,311][root][INFO] - ===> Epoch[2329](4660/2): Loss -0.8622, Sem 0.0401, dir -0.9874, norm 0.0851, swav 0.0000 LR: 8.872e-03 Score 98.465 Data time: 0.2339, Forward time: 2.5899, Backward time: 3.7829, DDP time: 0.0040, Total iter time: 6.1826 [2020-11-08 14:21:20,092][root][INFO] - ===> Epoch[2330](4661/2): Loss -0.8647, Sem 0.0409, dir -0.9881, norm 0.0824, swav 0.0000 LR: 8.849e-03 Score 98.401 Data time: 0.2432, Forward time: 2.5901, Backward time: 3.7813, DDP time: 0.0040, Total iter time: 5.6678 [2020-11-08 14:21:26,922][root][INFO] - ===> Epoch[2330](4662/2): Loss -0.8589, Sem 0.0401, dir -0.9870, norm 0.0880, swav 0.0000 LR: 8.825e-03 Score 98.457 Data time: 0.2568, Forward time: 2.5901, Backward time: 3.7812, DDP time: 0.0040, Total iter time: 6.6913 [2020-11-08 14:21:33,989][root][INFO] - ===> Epoch[2331](4663/2): Loss -0.8673, Sem 0.0418, dir -0.9879, norm 0.0787, swav 0.0000 LR: 8.801e-03 Score 98.403 Data time: 0.3621, Forward time: 2.5912, Backward time: 3.7804, DDP time: 0.0040, Total iter time: 6.9507 [2020-11-08 14:21:41,296][root][INFO] - ===> Epoch[2331](4664/2): Loss -0.8607, Sem 0.0407, dir -0.9871, norm 0.0857, swav 0.0000 LR: 8.778e-03 Score 98.441 Data time: 0.2475, Forward time: 2.5917, Backward time: 3.7805, DDP time: 0.0040, Total iter time: 7.1656 [2020-11-08 14:21:47,333][root][INFO] - ===> Epoch[2332](4665/2): Loss -0.8636, Sem 0.0403, dir -0.9874, norm 0.0835, swav 0.0000 LR: 8.754e-03 Score 98.460 Data time: 0.3308, Forward time: 2.5922, Backward time: 3.7789, DDP time: 0.0040, Total iter time: 5.9273 [2020-11-08 14:21:56,076][root][INFO] - ===> Epoch[2332](4666/2): Loss -0.8605, Sem 0.0427, dir -0.9869, norm 0.0837, swav 0.0000 LR: 8.731e-03 Score 98.361 Data time: 0.4155, Forward time: 2.5949, Backward time: 3.7789, DDP time: 0.0040, Total iter time: 8.6245 [2020-11-08 14:22:02,625][root][INFO] - ===> Epoch[2333](4667/2): Loss -0.8613, Sem 0.0422, dir -0.9875, norm 0.0839, swav 0.0000 LR: 8.707e-03 Score 98.387 Data time: 0.1907, Forward time: 2.5945, Backward time: 3.7788, DDP time: 0.0040, Total iter time: 6.4048 [2020-11-08 14:22:09,070][root][INFO] - ===> Epoch[2333](4668/2): Loss -0.8562, Sem 0.0409, dir -0.9866, norm 0.0895, swav 0.0000 LR: 8.683e-03 Score 98.429 Data time: 0.1612, Forward time: 2.5934, Backward time: 3.7795, DDP time: 0.0040, Total iter time: 6.3123 [2020-11-08 14:22:16,161][root][INFO] - ===> Epoch[2334](4669/2): Loss -0.8652, Sem 0.0398, dir -0.9880, norm 0.0830, swav 0.0000 LR: 8.660e-03 Score 98.486 Data time: 0.1886, Forward time: 2.5926, Backward time: 3.7807, DDP time: 0.0040, Total iter time: 7.0090 [2020-11-08 14:22:21,664][root][INFO] - ===> Epoch[2334](4670/2): Loss -0.8726, Sem 0.0392, dir -0.9889, norm 0.0771, swav 0.0000 LR: 8.636e-03 Score 98.471 Data time: 0.2811, Forward time: 2.5930, Backward time: 3.7784, DDP time: 0.0040, Total iter time: 5.4036 [2020-11-08 14:22:29,339][root][INFO] - ===> Epoch[2335](4671/2): Loss -0.8545, Sem 0.0415, dir -0.9855, norm 0.0895, swav 0.0000 LR: 8.613e-03 Score 98.410 Data time: 0.3830, Forward time: 2.5949, Backward time: 3.7777, DDP time: 0.0040, Total iter time: 7.5624 [2020-11-08 14:22:36,308][root][INFO] - ===> Epoch[2335](4672/2): Loss -0.8649, Sem 0.0406, dir -0.9881, norm 0.0825, swav 0.0000 LR: 8.589e-03 Score 98.433 Data time: 0.2860, Forward time: 2.5959, Backward time: 3.7769, DDP time: 0.0040, Total iter time: 6.8466 [2020-11-08 14:22:43,232][root][INFO] - ===> Epoch[2336](4673/2): Loss -0.8707, Sem 0.0392, dir -0.9887, norm 0.0788, swav 0.0000 LR: 8.565e-03 Score 98.469 Data time: 0.2347, Forward time: 2.5957, Backward time: 3.7772, DDP time: 0.0040, Total iter time: 6.7931 [2020-11-08 14:22:51,722][root][INFO] - ===> Epoch[2336](4674/2): Loss -0.8703, Sem 0.0393, dir -0.9880, norm 0.0785, swav 0.0000 LR: 8.542e-03 Score 98.487 Data time: 0.3059, Forward time: 2.5965, Backward time: 3.7787, DDP time: 0.0040, Total iter time: 8.3819 [2020-11-08 14:22:58,018][root][INFO] - ===> Epoch[2337](4675/2): Loss -0.8610, Sem 0.0427, dir -0.9872, norm 0.0835, swav 0.0000 LR: 8.518e-03 Score 98.355 Data time: 0.2248, Forward time: 2.5964, Backward time: 3.7781, DDP time: 0.0040, Total iter time: 6.1731 [2020-11-08 14:23:03,810][root][INFO] - ===> Epoch[2337](4676/2): Loss -0.8665, Sem 0.0397, dir -0.9878, norm 0.0816, swav 0.0000 LR: 8.494e-03 Score 98.480 Data time: 0.2425, Forward time: 2.5964, Backward time: 3.7767, DDP time: 0.0040, Total iter time: 5.6908 [2020-11-08 14:23:09,594][root][INFO] - ===> Epoch[2338](4677/2): Loss -0.8676, Sem 0.0412, dir -0.9888, norm 0.0800, swav 0.0000 LR: 8.471e-03 Score 98.409 Data time: 0.2525, Forward time: 2.5961, Backward time: 3.7754, DDP time: 0.0040, Total iter time: 5.6636 [2020-11-08 14:23:15,703][root][INFO] - ===> Epoch[2338](4678/2): Loss -0.8615, Sem 0.0394, dir -0.9861, norm 0.0852, swav 0.0000 LR: 8.447e-03 Score 98.502 Data time: 0.2485, Forward time: 2.5961, Backward time: 3.7744, DDP time: 0.0040, Total iter time: 6.0042 [2020-11-08 14:23:21,881][root][INFO] - ===> Epoch[2339](4679/2): Loss -0.8621, Sem 0.0381, dir -0.9883, norm 0.0881, swav 0.0000 LR: 8.423e-03 Score 98.535 Data time: 0.2892, Forward time: 2.5969, Backward time: 3.7727, DDP time: 0.0040, Total iter time: 6.0462 [2020-11-08 14:23:27,570][root][INFO] - ===> Epoch[2339](4680/2): Loss -0.8654, Sem 0.0411, dir -0.9879, norm 0.0814, swav 0.0000 LR: 8.400e-03 Score 98.436 Data time: 0.2257, Forward time: 2.5970, Backward time: 3.7711, DDP time: 0.0040, Total iter time: 5.5676 [2020-11-08 14:23:34,848][root][INFO] - ===> Epoch[2340](4681/2): Loss -0.8550, Sem 0.0404, dir -0.9858, norm 0.0905, swav 0.0000 LR: 8.376e-03 Score 98.449 Data time: 0.2069, Forward time: 2.5965, Backward time: 3.7722, DDP time: 0.0040, Total iter time: 7.1459 [2020-11-08 14:23:40,271][root][INFO] - ===> Epoch[2340](4682/2): Loss -0.8708, Sem 0.0405, dir -0.9888, norm 0.0775, swav 0.0000 LR: 8.352e-03 Score 98.447 Data time: 0.1973, Forward time: 2.5958, Backward time: 3.7709, DDP time: 0.0040, Total iter time: 5.3001 [2020-11-08 14:23:47,479][root][INFO] - ===> Epoch[2341](4683/2): Loss -0.8530, Sem 0.0433, dir -0.9855, norm 0.0891, swav 0.0000 LR: 8.329e-03 Score 98.384 Data time: 0.2021, Forward time: 2.5955, Backward time: 3.7719, DDP time: 0.0040, Total iter time: 7.1183 [2020-11-08 14:23:54,110][root][INFO] - ===> Epoch[2341](4684/2): Loss -0.8659, Sem 0.0400, dir -0.9879, norm 0.0819, swav 0.0000 LR: 8.305e-03 Score 98.445 Data time: 0.2040, Forward time: 2.5948, Backward time: 3.7723, DDP time: 0.0040, Total iter time: 6.5245 [2020-11-08 14:24:00,558][root][INFO] - ===> Epoch[2342](4685/2): Loss -0.8598, Sem 0.0408, dir -0.9870, norm 0.0864, swav 0.0000 LR: 8.281e-03 Score 98.443 Data time: 0.2335, Forward time: 2.5945, Backward time: 3.7722, DDP time: 0.0040, Total iter time: 6.3537 [2020-11-08 14:24:06,825][root][INFO] - ===> Epoch[2342](4686/2): Loss -0.8652, Sem 0.0425, dir -0.9883, norm 0.0806, swav 0.0000 LR: 8.257e-03 Score 98.362 Data time: 0.2399, Forward time: 2.5946, Backward time: 3.7713, DDP time: 0.0040, Total iter time: 6.1578 [2020-11-08 14:24:12,911][root][INFO] - ===> Epoch[2343](4687/2): Loss -0.8648, Sem 0.0400, dir -0.9873, norm 0.0825, swav 0.0000 LR: 8.234e-03 Score 98.469 Data time: 0.2915, Forward time: 2.5952, Backward time: 3.7697, DDP time: 0.0040, Total iter time: 5.9648 [2020-11-08 14:24:19,963][root][INFO] - ===> Epoch[2343](4688/2): Loss -0.8536, Sem 0.0410, dir -0.9869, norm 0.0923, swav 0.0000 LR: 8.210e-03 Score 98.438 Data time: 0.1847, Forward time: 2.5942, Backward time: 3.7710, DDP time: 0.0040, Total iter time: 6.9192 [2020-11-08 14:24:26,195][root][INFO] - ===> Epoch[2344](4689/2): Loss -0.8615, Sem 0.0410, dir -0.9878, norm 0.0852, swav 0.0000 LR: 8.186e-03 Score 98.429 Data time: 0.2602, Forward time: 2.5946, Backward time: 3.7699, DDP time: 0.0040, Total iter time: 6.1486 [2020-11-08 14:24:32,134][root][INFO] - ===> Epoch[2344](4690/2): Loss -0.8521, Sem 0.0419, dir -0.9865, norm 0.0925, swav 0.0000 LR: 8.162e-03 Score 98.405 Data time: 0.1964, Forward time: 2.5941, Backward time: 3.7692, DDP time: 0.0040, Total iter time: 5.8166 [2020-11-08 14:24:39,317][root][INFO] - ===> Epoch[2345](4691/2): Loss -0.8630, Sem 0.0417, dir -0.9873, norm 0.0826, swav 0.0000 LR: 8.139e-03 Score 98.404 Data time: 0.2205, Forward time: 2.5937, Backward time: 3.7701, DDP time: 0.0040, Total iter time: 7.0711 [2020-11-08 14:24:44,932][root][INFO] - ===> Epoch[2345](4692/2): Loss -0.8623, Sem 0.0415, dir -0.9874, norm 0.0836, swav 0.0000 LR: 8.115e-03 Score 98.401 Data time: 0.2569, Forward time: 2.5940, Backward time: 3.7681, DDP time: 0.0040, Total iter time: 5.4868 [2020-11-08 14:24:50,544][root][INFO] - ===> Epoch[2346](4693/2): Loss -0.8597, Sem 0.0421, dir -0.9870, norm 0.0852, swav 0.0000 LR: 8.091e-03 Score 98.378 Data time: 0.2161, Forward time: 2.5938, Backward time: 3.7667, DDP time: 0.0040, Total iter time: 5.4840 [2020-11-08 14:24:56,632][root][INFO] - ===> Epoch[2346](4694/2): Loss -0.8657, Sem 0.0397, dir -0.9874, norm 0.0820, swav 0.0000 LR: 8.067e-03 Score 98.491 Data time: 0.1994, Forward time: 2.5931, Backward time: 3.7663, DDP time: 0.0040, Total iter time: 5.9587 [2020-11-08 14:25:03,666][root][INFO] - ===> Epoch[2347](4695/2): Loss -0.8618, Sem 0.0403, dir -0.9866, norm 0.0845, swav 0.0000 LR: 8.043e-03 Score 98.450 Data time: 0.1894, Forward time: 2.5923, Backward time: 3.7675, DDP time: 0.0040, Total iter time: 6.9299 [2020-11-08 14:25:10,940][root][INFO] - ===> Epoch[2347](4696/2): Loss -0.8565, Sem 0.0419, dir -0.9866, norm 0.0882, swav 0.0000 LR: 8.019e-03 Score 98.402 Data time: 0.2739, Forward time: 2.5930, Backward time: 3.7675, DDP time: 0.0040, Total iter time: 7.1976 [2020-11-08 14:25:17,690][root][INFO] - ===> Epoch[2348](4697/2): Loss -0.8667, Sem 0.0392, dir -0.9864, norm 0.0805, swav 0.0000 LR: 7.996e-03 Score 98.498 Data time: 0.2300, Forward time: 2.5929, Backward time: 3.7675, DDP time: 0.0040, Total iter time: 6.6045 [2020-11-08 14:25:24,112][root][INFO] - ===> Epoch[2348](4698/2): Loss -0.8659, Sem 0.0391, dir -0.9889, norm 0.0840, swav 0.0000 LR: 7.972e-03 Score 98.489 Data time: 0.1859, Forward time: 2.5922, Backward time: 3.7677, DDP time: 0.0040, Total iter time: 6.3067 [2020-11-08 14:25:31,144][root][INFO] - ===> Epoch[2349](4699/2): Loss -0.8533, Sem 0.0446, dir -0.9858, norm 0.0880, swav 0.0000 LR: 7.948e-03 Score 98.318 Data time: 0.2618, Forward time: 2.5926, Backward time: 3.7677, DDP time: 0.0040, Total iter time: 6.9335 [2020-11-08 14:25:37,088][root][INFO] - ===> Epoch[2349](4700/2): Loss -0.8674, Sem 0.0394, dir -0.9879, norm 0.0810, swav 0.0000 LR: 7.924e-03 Score 98.483 Data time: 0.2611, Forward time: 2.5930, Backward time: 3.7661, DDP time: 0.0040, Total iter time: 5.8099 [2020-11-08 14:25:43,227][root][INFO] - ===> Epoch[2350](4701/2): Loss -0.8566, Sem 0.0422, dir -0.9868, norm 0.0880, swav 0.0000 LR: 7.900e-03 Score 98.376 Data time: 0.2548, Forward time: 2.5935, Backward time: 3.7647, DDP time: 0.0040, Total iter time: 6.0163 [2020-11-08 14:25:50,077][root][INFO] - ===> Epoch[2350](4702/2): Loss -0.8601, Sem 0.0415, dir -0.9868, norm 0.0852, swav 0.0000 LR: 7.876e-03 Score 98.400 Data time: 0.1739, Forward time: 2.5924, Backward time: 3.7658, DDP time: 0.0040, Total iter time: 6.7280 [2020-11-08 14:25:55,798][root][INFO] - ===> Epoch[2351](4703/2): Loss -0.8731, Sem 0.0383, dir -0.9887, norm 0.0773, swav 0.0000 LR: 7.853e-03 Score 98.530 Data time: 0.2114, Forward time: 2.5920, Backward time: 3.7648, DDP time: 0.0040, Total iter time: 5.6387 [2020-11-08 14:26:02,074][root][INFO] - ===> Epoch[2351](4704/2): Loss -0.8596, Sem 0.0407, dir -0.9864, norm 0.0860, swav 0.0000 LR: 7.829e-03 Score 98.432 Data time: 0.2823, Forward time: 2.5926, Backward time: 3.7635, DDP time: 0.0040, Total iter time: 6.1691 [2020-11-08 14:26:08,442][root][INFO] - ===> Epoch[2352](4705/2): Loss -0.8562, Sem 0.0417, dir -0.9864, norm 0.0885, swav 0.0000 LR: 7.805e-03 Score 98.403 Data time: 0.3025, Forward time: 2.5935, Backward time: 3.7619, DDP time: 0.0040, Total iter time: 6.2130 [2020-11-08 14:26:17,082][root][INFO] - ===> Epoch[2352](4706/2): Loss -0.8728, Sem 0.0385, dir -0.9887, norm 0.0775, swav 0.0000 LR: 7.781e-03 Score 98.506 Data time: 0.2469, Forward time: 2.5938, Backward time: 3.7641, DDP time: 0.0040, Total iter time: 8.5117 [2020-11-08 14:26:23,174][root][INFO] - ===> Epoch[2353](4707/2): Loss -0.8542, Sem 0.0410, dir -0.9866, norm 0.0914, swav 0.0000 LR: 7.757e-03 Score 98.424 Data time: 0.1839, Forward time: 2.5929, Backward time: 3.7640, DDP time: 0.0040, Total iter time: 5.9358 [2020-11-08 14:26:30,021][root][INFO] - ===> Epoch[2353](4708/2): Loss -0.8780, Sem 0.0370, dir -0.9900, norm 0.0750, swav 0.0000 LR: 7.733e-03 Score 98.561 Data time: 0.2525, Forward time: 2.5932, Backward time: 3.7638, DDP time: 0.0040, Total iter time: 6.7522 [2020-11-08 14:26:36,559][root][INFO] - ===> Epoch[2354](4709/2): Loss -0.8643, Sem 0.0407, dir -0.9869, norm 0.0819, swav 0.0000 LR: 7.709e-03 Score 98.446 Data time: 0.2282, Forward time: 2.5927, Backward time: 3.7639, DDP time: 0.0040, Total iter time: 6.4223 [2020-11-08 14:26:42,479][root][INFO] - ===> Epoch[2354](4710/2): Loss -0.8662, Sem 0.0420, dir -0.9882, norm 0.0800, swav 0.0000 LR: 7.685e-03 Score 98.386 Data time: 0.1972, Forward time: 2.5916, Backward time: 3.7638, DDP time: 0.0040, Total iter time: 5.8294 [2020-11-08 14:26:50,256][root][INFO] - ===> Epoch[2355](4711/2): Loss -0.8668, Sem 0.0377, dir -0.9864, norm 0.0820, swav 0.0000 LR: 7.661e-03 Score 98.549 Data time: 0.3901, Forward time: 2.5934, Backward time: 3.7634, DDP time: 0.0040, Total iter time: 7.7157 [2020-11-08 14:26:57,107][root][INFO] - ===> Epoch[2355](4712/2): Loss -0.8595, Sem 0.0417, dir -0.9870, norm 0.0858, swav 0.0000 LR: 7.637e-03 Score 98.394 Data time: 0.2519, Forward time: 2.5936, Backward time: 3.7632, DDP time: 0.0040, Total iter time: 6.7417 [2020-11-08 14:27:04,537][root][INFO] - ===> Epoch[2356](4713/2): Loss -0.8547, Sem 0.0443, dir -0.9860, norm 0.0870, swav 0.0000 LR: 7.613e-03 Score 98.351 Data time: 0.3722, Forward time: 2.5952, Backward time: 3.7624, DDP time: 0.0040, Total iter time: 7.3091 [2020-11-08 14:27:12,376][root][INFO] - ===> Epoch[2356](4714/2): Loss -0.8711, Sem 0.0380, dir -0.9882, norm 0.0791, swav 0.0000 LR: 7.589e-03 Score 98.517 Data time: 0.2372, Forward time: 2.5953, Backward time: 3.7637, DDP time: 0.0040, Total iter time: 7.7120 [2020-11-08 14:27:19,462][root][INFO] - ===> Epoch[2357](4715/2): Loss -0.8688, Sem 0.0412, dir -0.9878, norm 0.0778, swav 0.0000 LR: 7.565e-03 Score 98.405 Data time: 0.2638, Forward time: 2.5958, Backward time: 3.7636, DDP time: 0.0040, Total iter time: 6.9729 [2020-11-08 14:27:25,398][root][INFO] - ===> Epoch[2357](4716/2): Loss -0.8602, Sem 0.0420, dir -0.9877, norm 0.0855, swav 0.0000 LR: 7.541e-03 Score 98.399 Data time: 0.2110, Forward time: 2.5954, Backward time: 3.7628, DDP time: 0.0040, Total iter time: 5.8028 [2020-11-08 14:27:31,769][root][INFO] - ===> Epoch[2358](4717/2): Loss -0.8633, Sem 0.0412, dir -0.9877, norm 0.0832, swav 0.0000 LR: 7.517e-03 Score 98.436 Data time: 0.2330, Forward time: 2.5953, Backward time: 3.7624, DDP time: 0.0040, Total iter time: 6.2848 [2020-11-08 14:27:37,112][root][INFO] - ===> Epoch[2358](4718/2): Loss -0.8649, Sem 0.0404, dir -0.9877, norm 0.0824, swav 0.0000 LR: 7.493e-03 Score 98.456 Data time: 0.1925, Forward time: 2.5946, Backward time: 3.7611, DDP time: 0.0040, Total iter time: 5.2038 [2020-11-08 14:27:43,369][root][INFO] - ===> Epoch[2359](4719/2): Loss -0.8522, Sem 0.0432, dir -0.9863, norm 0.0909, swav 0.0000 LR: 7.469e-03 Score 98.351 Data time: 0.2460, Forward time: 2.5946, Backward time: 3.7604, DDP time: 0.0040, Total iter time: 6.1545 [2020-11-08 14:27:51,705][root][INFO] - ===> Epoch[2359](4720/2): Loss -0.8691, Sem 0.0402, dir -0.9877, norm 0.0784, swav 0.0000 LR: 7.445e-03 Score 98.458 Data time: 0.2619, Forward time: 2.5948, Backward time: 3.7622, DDP time: 0.0040, Total iter time: 8.2168 [2020-11-08 14:27:59,266][root][INFO] - ===> Epoch[2360](4721/2): Loss -0.8600, Sem 0.0403, dir -0.9876, norm 0.0873, swav 0.0000 LR: 7.421e-03 Score 98.466 Data time: 0.2835, Forward time: 2.5950, Backward time: 3.7630, DDP time: 0.0040, Total iter time: 7.4345 [2020-11-08 14:28:05,341][root][INFO] - ===> Epoch[2360](4722/2): Loss -0.8652, Sem 0.0433, dir -0.9875, norm 0.0790, swav 0.0000 LR: 7.397e-03 Score 98.338 Data time: 0.1960, Forward time: 2.5946, Backward time: 3.7624, DDP time: 0.0040, Total iter time: 5.9338 [2020-11-08 14:28:10,897][root][INFO] - ===> Epoch[2361](4723/2): Loss -0.8563, Sem 0.0403, dir -0.9862, norm 0.0896, swav 0.0000 LR: 7.373e-03 Score 98.462 Data time: 0.1688, Forward time: 2.5936, Backward time: 3.7617, DDP time: 0.0040, Total iter time: 5.4354 [2020-11-08 14:28:17,935][root][INFO] - ===> Epoch[2361](4724/2): Loss -0.8601, Sem 0.0383, dir -0.9871, norm 0.0887, swav 0.0000 LR: 7.349e-03 Score 98.533 Data time: 0.1718, Forward time: 2.5928, Backward time: 3.7630, DDP time: 0.0040, Total iter time: 6.9607 [2020-11-08 14:28:23,766][root][INFO] - ===> Epoch[2362](4725/2): Loss -0.8656, Sem 0.0408, dir -0.9881, norm 0.0818, swav 0.0000 LR: 7.325e-03 Score 98.442 Data time: 0.1759, Forward time: 2.5916, Backward time: 3.7629, DDP time: 0.0040, Total iter time: 5.7037 [2020-11-08 14:28:30,592][root][INFO] - ===> Epoch[2362](4726/2): Loss -0.8630, Sem 0.0402, dir -0.9869, norm 0.0837, swav 0.0000 LR: 7.301e-03 Score 98.458 Data time: 0.3574, Forward time: 2.5928, Backward time: 3.7617, DDP time: 0.0040, Total iter time: 6.7388 [2020-11-08 14:28:38,645][root][INFO] - ===> Epoch[2363](4727/2): Loss -0.8553, Sem 0.0430, dir -0.9865, norm 0.0882, swav 0.0000 LR: 7.277e-03 Score 98.352 Data time: 0.2030, Forward time: 2.5923, Backward time: 3.7638, DDP time: 0.0040, Total iter time: 7.9212 [2020-11-08 14:28:44,257][root][INFO] - ===> Epoch[2363](4728/2): Loss -0.8590, Sem 0.0407, dir -0.9862, norm 0.0866, swav 0.0000 LR: 7.253e-03 Score 98.444 Data time: 0.2128, Forward time: 2.5920, Backward time: 3.7625, DDP time: 0.0040, Total iter time: 5.5021 [2020-11-08 14:28:50,867][root][INFO] - ===> Epoch[2364](4729/2): Loss -0.8660, Sem 0.0400, dir -0.9881, norm 0.0821, swav 0.0000 LR: 7.229e-03 Score 98.459 Data time: 0.1933, Forward time: 2.5915, Backward time: 3.7628, DDP time: 0.0040, Total iter time: 6.4910 [2020-11-08 14:28:57,124][root][INFO] - ===> Epoch[2364](4730/2): Loss -0.8637, Sem 0.0411, dir -0.9870, norm 0.0822, swav 0.0000 LR: 7.205e-03 Score 98.424 Data time: 0.1692, Forward time: 2.5904, Backward time: 3.7632, DDP time: 0.0040, Total iter time: 6.1275 [2020-11-08 14:29:03,109][root][INFO] - ===> Epoch[2365](4731/2): Loss -0.8621, Sem 0.0414, dir -0.9876, norm 0.0840, swav 0.0000 LR: 7.181e-03 Score 98.404 Data time: 0.2229, Forward time: 2.5901, Backward time: 3.7624, DDP time: 0.0040, Total iter time: 5.8899 [2020-11-08 14:29:10,018][root][INFO] - ===> Epoch[2365](4732/2): Loss -0.8603, Sem 0.0412, dir -0.9866, norm 0.0850, swav 0.0000 LR: 7.157e-03 Score 98.413 Data time: 0.1755, Forward time: 2.5890, Backward time: 3.7636, DDP time: 0.0040, Total iter time: 6.7682 [2020-11-08 14:29:18,454][root][INFO] - ===> Epoch[2366](4733/2): Loss -0.8651, Sem 0.0399, dir -0.9871, norm 0.0822, swav 0.0000 LR: 7.133e-03 Score 98.474 Data time: 0.2548, Forward time: 2.5891, Backward time: 3.7657, DDP time: 0.0040, Total iter time: 8.3422 [2020-11-08 14:29:23,377][root][INFO] - ===> Epoch[2366](4734/2): Loss -0.8689, Sem 0.0376, dir -0.9884, norm 0.0818, swav 0.0000 LR: 7.108e-03 Score 98.544 Data time: 0.2346, Forward time: 2.5890, Backward time: 3.7633, DDP time: 0.0040, Total iter time: 4.7859 [2020-11-08 14:29:31,045][root][INFO] - ===> Epoch[2367](4735/2): Loss -0.8656, Sem 0.0411, dir -0.9869, norm 0.0801, swav 0.0000 LR: 7.084e-03 Score 98.407 Data time: 0.2197, Forward time: 2.5891, Backward time: 3.7644, DDP time: 0.0040, Total iter time: 7.5478 [2020-11-08 14:29:36,989][root][INFO] - ===> Epoch[2367](4736/2): Loss -0.8653, Sem 0.0410, dir -0.9874, norm 0.0811, swav 0.0000 LR: 7.060e-03 Score 98.417 Data time: 0.2334, Forward time: 2.5888, Backward time: 3.7635, DDP time: 0.0040, Total iter time: 5.7967 [2020-11-08 14:29:42,939][root][INFO] - ===> Epoch[2368](4737/2): Loss -0.8655, Sem 0.0391, dir -0.9866, norm 0.0820, swav 0.0000 LR: 7.036e-03 Score 98.497 Data time: 0.2591, Forward time: 2.5894, Backward time: 3.7619, DDP time: 0.0040, Total iter time: 5.8269 [2020-11-08 14:29:49,281][root][INFO] - ===> Epoch[2368](4738/2): Loss -0.8739, Sem 0.0392, dir -0.9896, norm 0.0764, swav 0.0000 LR: 7.012e-03 Score 98.483 Data time: 0.2571, Forward time: 2.5897, Backward time: 3.7610, DDP time: 0.0040, Total iter time: 6.1951 [2020-11-08 14:29:55,715][root][INFO] - ===> Epoch[2369](4739/2): Loss -0.8626, Sem 0.0402, dir -0.9877, norm 0.0849, swav 0.0000 LR: 6.988e-03 Score 98.459 Data time: 0.3449, Forward time: 2.5907, Backward time: 3.7594, DDP time: 0.0040, Total iter time: 6.3083 [2020-11-08 14:30:02,525][root][INFO] - ===> Epoch[2369](4740/2): Loss -0.8576, Sem 0.0420, dir -0.9863, norm 0.0867, swav 0.0000 LR: 6.963e-03 Score 98.387 Data time: 0.3517, Forward time: 2.5919, Backward time: 3.7582, DDP time: 0.0040, Total iter time: 6.6643 [2020-11-08 14:30:09,120][root][INFO] - ===> Epoch[2370](4741/2): Loss -0.8561, Sem 0.0443, dir -0.9872, norm 0.0867, swav 0.0000 LR: 6.939e-03 Score 98.309 Data time: 0.2368, Forward time: 2.5918, Backward time: 3.7579, DDP time: 0.0040, Total iter time: 6.4557 [2020-11-08 14:30:15,820][root][INFO] - ===> Epoch[2370](4742/2): Loss -0.8640, Sem 0.0393, dir -0.9875, norm 0.0843, swav 0.0000 LR: 6.915e-03 Score 98.487 Data time: 0.2127, Forward time: 2.5916, Backward time: 3.7580, DDP time: 0.0040, Total iter time: 6.5814 [2020-11-08 14:30:23,354][root][INFO] - ===> Epoch[2371](4743/2): Loss -0.8672, Sem 0.0400, dir -0.9874, norm 0.0802, swav 0.0000 LR: 6.891e-03 Score 98.463 Data time: 0.1844, Forward time: 2.5908, Backward time: 3.7598, DDP time: 0.0040, Total iter time: 7.4166 [2020-11-08 14:30:30,779][root][INFO] - ===> Epoch[2371](4744/2): Loss -0.8631, Sem 0.0390, dir -0.9871, norm 0.0850, swav 0.0000 LR: 6.866e-03 Score 98.512 Data time: 0.1882, Forward time: 2.5898, Backward time: 3.7616, DDP time: 0.0040, Total iter time: 7.3229 [2020-11-08 14:30:37,062][root][INFO] - ===> Epoch[2372](4745/2): Loss -0.8752, Sem 0.0357, dir -0.9880, norm 0.0771, swav 0.0000 LR: 6.842e-03 Score 98.615 Data time: 0.2638, Forward time: 2.5901, Backward time: 3.7607, DDP time: 0.0040, Total iter time: 6.1808 [2020-11-08 14:30:44,618][root][INFO] - ===> Epoch[2372](4746/2): Loss -0.8710, Sem 0.0400, dir -0.9887, norm 0.0777, swav 0.0000 LR: 6.818e-03 Score 98.459 Data time: 0.3725, Forward time: 2.5915, Backward time: 3.7602, DDP time: 0.0040, Total iter time: 7.4280 [2020-11-08 14:30:52,523][root][INFO] - ===> Epoch[2373](4747/2): Loss -0.8665, Sem 0.0408, dir -0.9870, norm 0.0797, swav 0.0000 LR: 6.794e-03 Score 98.459 Data time: 0.1697, Forward time: 2.5903, Backward time: 3.7628, DDP time: 0.0040, Total iter time: 7.7637 [2020-11-08 14:30:59,786][root][INFO] - ===> Epoch[2373](4748/2): Loss -0.8588, Sem 0.0415, dir -0.9878, norm 0.0876, swav 0.0000 LR: 6.769e-03 Score 98.418 Data time: 0.2797, Forward time: 2.5908, Backward time: 3.7628, DDP time: 0.0040, Total iter time: 7.1391 [2020-11-08 14:31:06,968][root][INFO] - ===> Epoch[2374](4749/2): Loss -0.8644, Sem 0.0423, dir -0.9881, norm 0.0813, swav 0.0000 LR: 6.745e-03 Score 98.385 Data time: 0.2972, Forward time: 2.5916, Backward time: 3.7625, DDP time: 0.0040, Total iter time: 7.0576 [2020-11-08 14:31:13,364][root][INFO] - ===> Epoch[2374](4750/2): Loss -0.8569, Sem 0.0415, dir -0.9846, norm 0.0861, swav 0.0000 LR: 6.721e-03 Score 98.422 Data time: 0.2413, Forward time: 2.5919, Backward time: 3.7617, DDP time: 0.0040, Total iter time: 6.2607 [2020-11-08 14:31:20,112][root][INFO] - ===> Epoch[2375](4751/2): Loss -0.8629, Sem 0.0396, dir -0.9885, norm 0.0859, swav 0.0000 LR: 6.697e-03 Score 98.476 Data time: 0.2318, Forward time: 2.5918, Backward time: 3.7617, DDP time: 0.0040, Total iter time: 6.6265 [2020-11-08 14:31:26,611][root][INFO] - ===> Epoch[2375](4752/2): Loss -0.8635, Sem 0.0397, dir -0.9877, norm 0.0844, swav 0.0000 LR: 6.672e-03 Score 98.463 Data time: 0.2077, Forward time: 2.5915, Backward time: 3.7617, DDP time: 0.0040, Total iter time: 6.3647 [2020-11-08 14:31:32,692][root][INFO] - ===> Epoch[2376](4753/2): Loss -0.8731, Sem 0.0379, dir -0.9890, norm 0.0780, swav 0.0000 LR: 6.648e-03 Score 98.554 Data time: 0.2177, Forward time: 2.5913, Backward time: 3.7610, DDP time: 0.0040, Total iter time: 5.9699 [2020-11-08 14:31:38,539][root][INFO] - ===> Epoch[2376](4754/2): Loss -0.8639, Sem 0.0402, dir -0.9862, norm 0.0821, swav 0.0000 LR: 6.624e-03 Score 98.447 Data time: 0.2004, Forward time: 2.5907, Backward time: 3.7603, DDP time: 0.0040, Total iter time: 5.7293 [2020-11-08 14:31:45,998][root][INFO] - ===> Epoch[2377](4755/2): Loss -0.8756, Sem 0.0381, dir -0.9893, norm 0.0757, swav 0.0000 LR: 6.599e-03 Score 98.563 Data time: 0.2549, Forward time: 2.5903, Backward time: 3.7616, DDP time: 0.0041, Total iter time: 7.3445 [2020-11-08 14:31:53,994][root][INFO] - ===> Epoch[2377](4756/2): Loss -0.8658, Sem 0.0399, dir -0.9878, norm 0.0820, swav 0.0000 LR: 6.575e-03 Score 98.445 Data time: 0.4115, Forward time: 2.5923, Backward time: 3.7611, DDP time: 0.0040, Total iter time: 7.8837 [2020-11-08 14:32:00,217][root][INFO] - ===> Epoch[2378](4757/2): Loss -0.8595, Sem 0.0417, dir -0.9871, norm 0.0859, swav 0.0000 LR: 6.551e-03 Score 98.396 Data time: 0.2207, Forward time: 2.5921, Backward time: 3.7605, DDP time: 0.0040, Total iter time: 6.1004 [2020-11-08 14:32:07,568][root][INFO] - ===> Epoch[2378](4758/2): Loss -0.8645, Sem 0.0402, dir -0.9876, norm 0.0829, swav 0.0000 LR: 6.526e-03 Score 98.450 Data time: 0.3647, Forward time: 2.5931, Backward time: 3.7601, DDP time: 0.0040, Total iter time: 7.2178 [2020-11-08 14:32:13,389][root][INFO] - ===> Epoch[2379](4759/2): Loss -0.8709, Sem 0.0402, dir -0.9886, norm 0.0774, swav 0.0000 LR: 6.502e-03 Score 98.449 Data time: 0.2392, Forward time: 2.5934, Backward time: 3.7585, DDP time: 0.0040, Total iter time: 5.6526 [2020-11-08 14:32:21,239][root][INFO] - ===> Epoch[2379](4760/2): Loss -0.8602, Sem 0.0404, dir -0.9870, norm 0.0864, swav 0.0000 LR: 6.477e-03 Score 98.452 Data time: 0.2033, Forward time: 2.5925, Backward time: 3.7607, DDP time: 0.0041, Total iter time: 7.7214 [2020-11-08 14:32:27,913][root][INFO] - ===> Epoch[2380](4761/2): Loss -0.8619, Sem 0.0396, dir -0.9870, norm 0.0855, swav 0.0000 LR: 6.453e-03 Score 98.489 Data time: 0.2893, Forward time: 2.5932, Backward time: 3.7599, DDP time: 0.0041, Total iter time: 6.6043 [2020-11-08 14:32:33,796][root][INFO] - ===> Epoch[2380](4762/2): Loss -0.8720, Sem 0.0406, dir -0.9891, norm 0.0765, swav 0.0000 LR: 6.429e-03 Score 98.402 Data time: 0.2748, Forward time: 2.5937, Backward time: 3.7582, DDP time: 0.0041, Total iter time: 5.7646 [2020-11-08 14:32:39,531][root][INFO] - ===> Epoch[2381](4763/2): Loss -0.8575, Sem 0.0421, dir -0.9863, norm 0.0866, swav 0.0000 LR: 6.404e-03 Score 98.395 Data time: 0.2668, Forward time: 2.5942, Backward time: 3.7564, DDP time: 0.0040, Total iter time: 5.6161 [2020-11-08 14:32:45,772][root][INFO] - ===> Epoch[2381](4764/2): Loss -0.8616, Sem 0.0415, dir -0.9869, norm 0.0838, swav 0.0000 LR: 6.380e-03 Score 98.414 Data time: 0.2051, Forward time: 2.5939, Backward time: 3.7560, DDP time: 0.0041, Total iter time: 6.1337 [2020-11-08 14:32:53,621][root][INFO] - ===> Epoch[2382](4765/2): Loss -0.8615, Sem 0.0413, dir -0.9870, norm 0.0843, swav 0.0000 LR: 6.355e-03 Score 98.415 Data time: 0.2168, Forward time: 2.5936, Backward time: 3.7576, DDP time: 0.0041, Total iter time: 7.7449 [2020-11-08 14:33:00,617][root][INFO] - ===> Epoch[2382](4766/2): Loss -0.8686, Sem 0.0404, dir -0.9888, norm 0.0798, swav 0.0000 LR: 6.331e-03 Score 98.441 Data time: 0.2236, Forward time: 2.5934, Backward time: 3.7582, DDP time: 0.0041, Total iter time: 6.8970 [2020-11-08 14:33:05,815][root][INFO] - ===> Epoch[2383](4767/2): Loss -0.8607, Sem 0.0414, dir -0.9872, norm 0.0851, swav 0.0000 LR: 6.306e-03 Score 98.424 Data time: 0.1938, Forward time: 2.5928, Backward time: 3.7568, DDP time: 0.0041, Total iter time: 5.0774 [2020-11-08 14:33:13,615][root][INFO] - ===> Epoch[2383](4768/2): Loss -0.8654, Sem 0.0402, dir -0.9879, norm 0.0823, swav 0.0000 LR: 6.282e-03 Score 98.454 Data time: 0.2090, Forward time: 2.5923, Backward time: 3.7585, DDP time: 0.0041, Total iter time: 7.6923 [2020-11-08 14:33:20,353][root][INFO] - ===> Epoch[2384](4769/2): Loss -0.8653, Sem 0.0420, dir -0.9881, norm 0.0807, swav 0.0000 LR: 6.258e-03 Score 98.382 Data time: 0.2101, Forward time: 2.5920, Backward time: 3.7589, DDP time: 0.0041, Total iter time: 6.6349 [2020-11-08 14:33:25,969][root][INFO] - ===> Epoch[2384](4770/2): Loss -0.8674, Sem 0.0411, dir -0.9870, norm 0.0784, swav 0.0000 LR: 6.233e-03 Score 98.420 Data time: 0.2382, Forward time: 2.5914, Backward time: 3.7579, DDP time: 0.0041, Total iter time: 5.4771 [2020-11-08 14:33:32,174][root][INFO] - ===> Epoch[2385](4771/2): Loss -0.8637, Sem 0.0394, dir -0.9869, norm 0.0838, swav 0.0000 LR: 6.209e-03 Score 98.485 Data time: 0.2666, Forward time: 2.5920, Backward time: 3.7566, DDP time: 0.0041, Total iter time: 6.1044 [2020-11-08 14:33:39,235][root][INFO] - ===> Epoch[2385](4772/2): Loss -0.8578, Sem 0.0403, dir -0.9861, norm 0.0881, swav 0.0000 LR: 6.184e-03 Score 98.453 Data time: 0.2589, Forward time: 2.5923, Backward time: 3.7566, DDP time: 0.0041, Total iter time: 6.9267 [2020-11-08 14:33:47,342][root][INFO] - ===> Epoch[2386](4773/2): Loss -0.8590, Sem 0.0415, dir -0.9878, norm 0.0873, swav 0.0000 LR: 6.160e-03 Score 98.407 Data time: 0.2256, Forward time: 2.5921, Backward time: 3.7584, DDP time: 0.0041, Total iter time: 7.9771 [2020-11-08 14:33:53,186][root][INFO] - ===> Epoch[2386](4774/2): Loss -0.8759, Sem 0.0376, dir -0.9885, norm 0.0750, swav 0.0000 LR: 6.135e-03 Score 98.545 Data time: 0.2177, Forward time: 2.5916, Backward time: 3.7577, DDP time: 0.0041, Total iter time: 5.7371 [2020-11-08 14:34:00,031][root][INFO] - ===> Epoch[2387](4775/2): Loss -0.8675, Sem 0.0395, dir -0.9874, norm 0.0803, swav 0.0000 LR: 6.110e-03 Score 98.471 Data time: 0.3514, Forward time: 2.5927, Backward time: 3.7566, DDP time: 0.0041, Total iter time: 6.7372 [2020-11-08 14:34:07,800][root][INFO] - ===> Epoch[2387](4776/2): Loss -0.8648, Sem 0.0409, dir -0.9871, norm 0.0813, swav 0.0000 LR: 6.086e-03 Score 98.408 Data time: 0.2212, Forward time: 2.5926, Backward time: 3.7578, DDP time: 0.0041, Total iter time: 7.6288 [2020-11-08 14:34:13,668][root][INFO] - ===> Epoch[2388](4777/2): Loss -0.8768, Sem 0.0375, dir -0.9889, norm 0.0745, swav 0.0000 LR: 6.061e-03 Score 98.541 Data time: 0.2692, Forward time: 2.5926, Backward time: 3.7568, DDP time: 0.0041, Total iter time: 5.7526 [2020-11-08 14:34:21,647][root][INFO] - ===> Epoch[2388](4778/2): Loss -0.8613, Sem 0.0403, dir -0.9866, norm 0.0850, swav 0.0000 LR: 6.037e-03 Score 98.450 Data time: 0.4038, Forward time: 2.5945, Backward time: 3.7563, DDP time: 0.0041, Total iter time: 7.8646 [2020-11-08 14:34:27,948][root][INFO] - ===> Epoch[2389](4779/2): Loss -0.8666, Sem 0.0401, dir -0.9878, norm 0.0811, swav 0.0000 LR: 6.012e-03 Score 98.460 Data time: 0.1969, Forward time: 2.5941, Backward time: 3.7560, DDP time: 0.0041, Total iter time: 6.1618 [2020-11-08 14:34:34,311][root][INFO] - ===> Epoch[2389](4780/2): Loss -0.8619, Sem 0.0404, dir -0.9874, norm 0.0851, swav 0.0000 LR: 5.988e-03 Score 98.437 Data time: 0.2146, Forward time: 2.5938, Backward time: 3.7558, DDP time: 0.0041, Total iter time: 6.2486 [2020-11-08 14:34:41,114][root][INFO] - ===> Epoch[2390](4781/2): Loss -0.8552, Sem 0.0427, dir -0.9861, norm 0.0882, swav 0.0000 LR: 5.963e-03 Score 98.359 Data time: 0.2939, Forward time: 2.5944, Backward time: 3.7552, DDP time: 0.0041, Total iter time: 6.6895 [2020-11-08 14:34:48,675][root][INFO] - ===> Epoch[2390](4782/2): Loss -0.8772, Sem 0.0381, dir -0.9891, norm 0.0737, swav 0.0000 LR: 5.938e-03 Score 98.532 Data time: 0.2203, Forward time: 2.5943, Backward time: 3.7562, DDP time: 0.0041, Total iter time: 7.4325 [2020-11-08 14:34:55,765][root][INFO] - ===> Epoch[2391](4783/2): Loss -0.8628, Sem 0.0387, dir -0.9867, norm 0.0851, swav 0.0000 LR: 5.914e-03 Score 98.517 Data time: 0.2533, Forward time: 2.5944, Backward time: 3.7565, DDP time: 0.0041, Total iter time: 6.9671 [2020-11-08 14:35:01,894][root][INFO] - ===> Epoch[2391](4784/2): Loss -0.8648, Sem 0.0418, dir -0.9867, norm 0.0801, swav 0.0000 LR: 5.889e-03 Score 98.401 Data time: 0.2795, Forward time: 2.5950, Backward time: 3.7551, DDP time: 0.0041, Total iter time: 6.0218 [2020-11-08 14:35:07,934][root][INFO] - ===> Epoch[2392](4785/2): Loss -0.8620, Sem 0.0399, dir -0.9875, norm 0.0856, swav 0.0000 LR: 5.864e-03 Score 98.465 Data time: 0.2387, Forward time: 2.5950, Backward time: 3.7542, DDP time: 0.0041, Total iter time: 5.9114 [2020-11-08 14:35:14,857][root][INFO] - ===> Epoch[2392](4786/2): Loss -0.8605, Sem 0.0396, dir -0.9867, norm 0.0867, swav 0.0000 LR: 5.840e-03 Score 98.479 Data time: 0.2395, Forward time: 2.5949, Backward time: 3.7545, DDP time: 0.0041, Total iter time: 6.8212 [2020-11-08 14:35:21,053][root][INFO] - ===> Epoch[2393](4787/2): Loss -0.8709, Sem 0.0411, dir -0.9881, norm 0.0761, swav 0.0000 LR: 5.815e-03 Score 98.436 Data time: 0.3031, Forward time: 2.5951, Backward time: 3.7534, DDP time: 0.0041, Total iter time: 6.0768 [2020-11-08 14:35:27,716][root][INFO] - ===> Epoch[2393](4788/2): Loss -0.8677, Sem 0.0397, dir -0.9882, norm 0.0809, swav 0.0000 LR: 5.790e-03 Score 98.458 Data time: 0.3167, Forward time: 2.5959, Backward time: 3.7525, DDP time: 0.0041, Total iter time: 6.5423 [2020-11-08 14:35:34,558][root][INFO] - ===> Epoch[2394](4789/2): Loss -0.8645, Sem 0.0414, dir -0.9879, norm 0.0821, swav 0.0000 LR: 5.766e-03 Score 98.411 Data time: 0.1512, Forward time: 2.5949, Backward time: 3.7536, DDP time: 0.0041, Total iter time: 6.7154 [2020-11-08 14:35:40,244][root][INFO] - ===> Epoch[2394](4790/2): Loss -0.8661, Sem 0.0377, dir -0.9877, norm 0.0839, swav 0.0000 LR: 5.741e-03 Score 98.561 Data time: 0.2454, Forward time: 2.5947, Backward time: 3.7524, DDP time: 0.0041, Total iter time: 5.5909 [2020-11-08 14:35:47,138][root][INFO] - ===> Epoch[2395](4791/2): Loss -0.8674, Sem 0.0392, dir -0.9877, norm 0.0811, swav 0.0000 LR: 5.716e-03 Score 98.489 Data time: 0.2716, Forward time: 2.5952, Backward time: 3.7521, DDP time: 0.0041, Total iter time: 6.7800 [2020-11-08 14:35:53,338][root][INFO] - ===> Epoch[2395](4792/2): Loss -0.8613, Sem 0.0407, dir -0.9868, norm 0.0848, swav 0.0000 LR: 5.691e-03 Score 98.441 Data time: 0.2389, Forward time: 2.5953, Backward time: 3.7512, DDP time: 0.0041, Total iter time: 6.0790 [2020-11-08 14:35:59,049][root][INFO] - ===> Epoch[2396](4793/2): Loss -0.8702, Sem 0.0382, dir -0.9895, norm 0.0811, swav 0.0000 LR: 5.667e-03 Score 98.516 Data time: 0.2045, Forward time: 2.5947, Backward time: 3.7504, DDP time: 0.0041, Total iter time: 5.5862 [2020-11-08 14:36:06,337][root][INFO] - ===> Epoch[2396](4794/2): Loss -0.8636, Sem 0.0401, dir -0.9858, norm 0.0822, swav 0.0000 LR: 5.642e-03 Score 98.479 Data time: 0.3629, Forward time: 2.5961, Backward time: 3.7496, DDP time: 0.0041, Total iter time: 7.1761 [2020-11-08 14:36:12,655][root][INFO] - ===> Epoch[2397](4795/2): Loss -0.8574, Sem 0.0425, dir -0.9879, norm 0.0880, swav 0.0000 LR: 5.617e-03 Score 98.361 Data time: 0.2327, Forward time: 2.5961, Backward time: 3.7490, DDP time: 0.0041, Total iter time: 6.1532 [2020-11-08 14:36:19,388][root][INFO] - ===> Epoch[2397](4796/2): Loss -0.8694, Sem 0.0379, dir -0.9872, norm 0.0800, swav 0.0000 LR: 5.592e-03 Score 98.541 Data time: 0.2504, Forward time: 2.5962, Backward time: 3.7488, DDP time: 0.0041, Total iter time: 6.6038 [2020-11-08 14:36:26,340][root][INFO] - ===> Epoch[2398](4797/2): Loss -0.8664, Sem 0.0408, dir -0.9879, norm 0.0806, swav 0.0000 LR: 5.568e-03 Score 98.441 Data time: 0.2202, Forward time: 2.5960, Backward time: 3.7493, DDP time: 0.0041, Total iter time: 6.8425 [2020-11-08 14:36:35,109][root][INFO] - ===> Epoch[2398](4798/2): Loss -0.8617, Sem 0.0389, dir -0.9859, norm 0.0853, swav 0.0000 LR: 5.543e-03 Score 98.505 Data time: 0.1841, Forward time: 2.5949, Backward time: 3.7527, DDP time: 0.0041, Total iter time: 8.6516 [2020-11-08 14:36:41,078][root][INFO] - ===> Epoch[2399](4799/2): Loss -0.8607, Sem 0.0418, dir -0.9882, norm 0.0857, swav 0.0000 LR: 5.518e-03 Score 98.405 Data time: 0.2279, Forward time: 2.5950, Backward time: 3.7517, DDP time: 0.0041, Total iter time: 5.8801 [2020-11-08 14:36:47,795][root][INFO] - ===> Epoch[2399](4800/2): Loss -0.8582, Sem 0.0411, dir -0.9867, norm 0.0873, swav 0.0000 LR: 5.493e-03 Score 98.415 Data time: 0.1959, Forward time: 2.5947, Backward time: 3.7519, DDP time: 0.0041, Total iter time: 6.5609 [2020-11-08 14:36:54,667][root][INFO] - ===> Epoch[2400](4801/2): Loss -0.8607, Sem 0.0397, dir -0.9868, norm 0.0865, swav 0.0000 LR: 5.468e-03 Score 98.469 Data time: 0.1906, Forward time: 2.5941, Backward time: 3.7526, DDP time: 0.0041, Total iter time: 6.7552 [2020-11-08 14:37:00,184][root][INFO] - ===> Epoch[2400](4802/2): Loss -0.8690, Sem 0.0380, dir -0.9880, norm 0.0809, swav 0.0000 LR: 5.443e-03 Score 98.542 Data time: 0.2495, Forward time: 2.5940, Backward time: 3.7512, DDP time: 0.0041, Total iter time: 5.3948 [2020-11-08 14:37:06,924][root][INFO] - ===> Epoch[2401](4803/2): Loss -0.8668, Sem 0.0416, dir -0.9884, norm 0.0800, swav 0.0000 LR: 5.419e-03 Score 98.400 Data time: 0.3309, Forward time: 2.5951, Backward time: 3.7500, DDP time: 0.0041, Total iter time: 6.6202 [2020-11-08 14:37:13,571][root][INFO] - ===> Epoch[2401](4804/2): Loss -0.8677, Sem 0.0402, dir -0.9875, norm 0.0796, swav 0.0000 LR: 5.394e-03 Score 98.447 Data time: 0.1687, Forward time: 2.5942, Backward time: 3.7507, DDP time: 0.0041, Total iter time: 6.5224 [2020-11-08 14:37:20,857][root][INFO] - ===> Epoch[2402](4805/2): Loss -0.8599, Sem 0.0415, dir -0.9878, norm 0.0865, swav 0.0000 LR: 5.369e-03 Score 98.397 Data time: 0.2237, Forward time: 2.5939, Backward time: 3.7516, DDP time: 0.0041, Total iter time: 7.1647 [2020-11-08 14:37:28,021][root][INFO] - ===> Epoch[2402](4806/2): Loss -0.8681, Sem 0.0379, dir -0.9864, norm 0.0803, swav 0.0000 LR: 5.344e-03 Score 98.561 Data time: 0.2039, Forward time: 2.5933, Backward time: 3.7526, DDP time: 0.0041, Total iter time: 7.0309 [2020-11-08 14:37:34,977][root][INFO] - ===> Epoch[2403](4807/2): Loss -0.8658, Sem 0.0410, dir -0.9879, norm 0.0812, swav 0.0000 LR: 5.319e-03 Score 98.430 Data time: 0.2651, Forward time: 2.5936, Backward time: 3.7525, DDP time: 0.0041, Total iter time: 6.8392 [2020-11-08 14:37:42,587][root][INFO] - ===> Epoch[2403](4808/2): Loss -0.8651, Sem 0.0405, dir -0.9875, norm 0.0819, swav 0.0000 LR: 5.294e-03 Score 98.453 Data time: 0.2394, Forward time: 2.5938, Backward time: 3.7533, DDP time: 0.0041, Total iter time: 7.4669 [2020-11-08 14:37:50,007][root][INFO] - ===> Epoch[2404](4809/2): Loss -0.8679, Sem 0.0391, dir -0.9877, norm 0.0807, swav 0.0000 LR: 5.269e-03 Score 98.493 Data time: 0.2253, Forward time: 2.5938, Backward time: 3.7540, DDP time: 0.0041, Total iter time: 7.2875 [2020-11-08 14:37:57,275][root][INFO] - ===> Epoch[2404](4810/2): Loss -0.8628, Sem 0.0407, dir -0.9869, norm 0.0834, swav 0.0000 LR: 5.244e-03 Score 98.440 Data time: 0.2645, Forward time: 2.5936, Backward time: 3.7547, DDP time: 0.0041, Total iter time: 7.1450 [2020-11-08 14:38:04,063][root][INFO] - ===> Epoch[2405](4811/2): Loss -0.8625, Sem 0.0401, dir -0.9882, norm 0.0856, swav 0.0000 LR: 5.219e-03 Score 98.455 Data time: 0.2507, Forward time: 2.5938, Backward time: 3.7545, DDP time: 0.0041, Total iter time: 6.6638 [2020-11-08 14:38:10,632][root][INFO] - ===> Epoch[2405](4812/2): Loss -0.8600, Sem 0.0401, dir -0.9866, norm 0.0865, swav 0.0000 LR: 5.194e-03 Score 98.471 Data time: 0.2572, Forward time: 2.5937, Backward time: 3.7543, DDP time: 0.0041, Total iter time: 6.4308 [2020-11-08 14:38:16,729][root][INFO] - ===> Epoch[2406](4813/2): Loss -0.8616, Sem 0.0419, dir -0.9881, norm 0.0847, swav 0.0000 LR: 5.169e-03 Score 98.382 Data time: 0.2160, Forward time: 2.5935, Backward time: 3.7537, DDP time: 0.0041, Total iter time: 5.9781 [2020-11-08 14:38:23,929][root][INFO] - ===> Epoch[2406](4814/2): Loss -0.8643, Sem 0.0401, dir -0.9870, norm 0.0827, swav 0.0000 LR: 5.144e-03 Score 98.482 Data time: 0.2155, Forward time: 2.5932, Backward time: 3.7545, DDP time: 0.0041, Total iter time: 7.0721 [2020-11-08 14:38:30,679][root][INFO] - ===> Epoch[2407](4815/2): Loss -0.8727, Sem 0.0399, dir -0.9886, norm 0.0759, swav 0.0000 LR: 5.119e-03 Score 98.477 Data time: 0.2243, Forward time: 2.5927, Backward time: 3.7548, DDP time: 0.0041, Total iter time: 6.6406 [2020-11-08 14:38:38,137][root][INFO] - ===> Epoch[2407](4816/2): Loss -0.8637, Sem 0.0410, dir -0.9876, norm 0.0829, swav 0.0000 LR: 5.094e-03 Score 98.425 Data time: 0.3454, Forward time: 2.5937, Backward time: 3.7547, DDP time: 0.0041, Total iter time: 7.3618 [2020-11-08 14:38:44,470][root][INFO] - ===> Epoch[2408](4817/2): Loss -0.8643, Sem 0.0413, dir -0.9871, norm 0.0814, swav 0.0000 LR: 5.069e-03 Score 98.415 Data time: 0.2477, Forward time: 2.5940, Backward time: 3.7538, DDP time: 0.0041, Total iter time: 6.2177 [2020-11-08 14:38:50,920][root][INFO] - ===> Epoch[2408](4818/2): Loss -0.8584, Sem 0.0431, dir -0.9873, norm 0.0857, swav 0.0000 LR: 5.044e-03 Score 98.337 Data time: 0.2267, Forward time: 2.5940, Backward time: 3.7534, DDP time: 0.0041, Total iter time: 6.3226 [2020-11-08 14:38:57,889][root][INFO] - ===> Epoch[2409](4819/2): Loss -0.8683, Sem 0.0387, dir -0.9875, norm 0.0805, swav 0.0000 LR: 5.019e-03 Score 98.520 Data time: 0.1817, Forward time: 2.5931, Backward time: 3.7544, DDP time: 0.0041, Total iter time: 6.8463 [2020-11-08 14:39:03,983][root][INFO] - ===> Epoch[2409](4820/2): Loss -0.8631, Sem 0.0410, dir -0.9871, norm 0.0829, swav 0.0000 LR: 4.994e-03 Score 98.425 Data time: 0.2115, Forward time: 2.5927, Backward time: 3.7542, DDP time: 0.0041, Total iter time: 6.0238 [2020-11-08 14:39:09,744][root][INFO] - ===> Epoch[2410](4821/2): Loss -0.8630, Sem 0.0418, dir -0.9879, norm 0.0832, swav 0.0000 LR: 4.969e-03 Score 98.397 Data time: 0.2740, Forward time: 2.5932, Backward time: 3.7525, DDP time: 0.0041, Total iter time: 5.6493 [2020-11-08 14:39:15,843][root][INFO] - ===> Epoch[2410](4822/2): Loss -0.8612, Sem 0.0405, dir -0.9869, norm 0.0852, swav 0.0000 LR: 4.943e-03 Score 98.452 Data time: 0.2103, Forward time: 2.5928, Backward time: 3.7520, DDP time: 0.0041, Total iter time: 5.9704 [2020-11-08 14:39:22,909][root][INFO] - ===> Epoch[2411](4823/2): Loss -0.8620, Sem 0.0428, dir -0.9860, norm 0.0812, swav 0.0000 LR: 4.918e-03 Score 98.356 Data time: 0.2097, Forward time: 2.5924, Backward time: 3.7528, DDP time: 0.0041, Total iter time: 6.9514 [2020-11-08 14:39:28,612][root][INFO] - ===> Epoch[2411](4824/2): Loss -0.8691, Sem 0.0394, dir -0.9873, norm 0.0789, swav 0.0000 LR: 4.893e-03 Score 98.472 Data time: 0.2155, Forward time: 2.5923, Backward time: 3.7516, DDP time: 0.0041, Total iter time: 5.6185 [2020-11-08 14:39:34,289][root][INFO] - ===> Epoch[2412](4825/2): Loss -0.8675, Sem 0.0399, dir -0.9886, norm 0.0811, swav 0.0000 LR: 4.868e-03 Score 98.471 Data time: 0.1382, Forward time: 2.5913, Backward time: 3.7513, DDP time: 0.0041, Total iter time: 5.5521 [2020-11-08 14:39:42,767][root][INFO] - ===> Epoch[2412](4826/2): Loss -0.8483, Sem 0.0411, dir -0.9852, norm 0.0957, swav 0.0000 LR: 4.843e-03 Score 98.416 Data time: 0.4136, Forward time: 2.5933, Backward time: 3.7513, DDP time: 0.0041, Total iter time: 8.4126 [2020-11-08 14:39:48,710][root][INFO] - ===> Epoch[2413](4827/2): Loss -0.8792, Sem 0.0379, dir -0.9893, norm 0.0722, swav 0.0000 LR: 4.818e-03 Score 98.554 Data time: 0.1598, Forward time: 2.5927, Backward time: 3.7509, DDP time: 0.0041, Total iter time: 5.8055 [2020-11-08 14:39:56,133][root][INFO] - ===> Epoch[2413](4828/2): Loss -0.8628, Sem 0.0406, dir -0.9869, norm 0.0835, swav 0.0000 LR: 4.792e-03 Score 98.440 Data time: 0.2290, Forward time: 2.5925, Backward time: 3.7519, DDP time: 0.0041, Total iter time: 7.3085 [2020-11-08 14:40:03,562][root][INFO] - ===> Epoch[2414](4829/2): Loss -0.8770, Sem 0.0389, dir -0.9891, norm 0.0732, swav 0.0000 LR: 4.767e-03 Score 98.504 Data time: 0.2424, Forward time: 2.5926, Backward time: 3.7525, DDP time: 0.0041, Total iter time: 7.3043 [2020-11-08 14:40:10,699][root][INFO] - ===> Epoch[2414](4830/2): Loss -0.8659, Sem 0.0413, dir -0.9867, norm 0.0795, swav 0.0000 LR: 4.742e-03 Score 98.411 Data time: 0.1914, Forward time: 2.5920, Backward time: 3.7535, DDP time: 0.0041, Total iter time: 7.0088 [2020-11-08 14:40:17,457][root][INFO] - ===> Epoch[2415](4831/2): Loss -0.8534, Sem 0.0407, dir -0.9866, norm 0.0925, swav 0.0000 LR: 4.717e-03 Score 98.451 Data time: 0.2237, Forward time: 2.5918, Backward time: 3.7537, DDP time: 0.0041, Total iter time: 6.6545 [2020-11-08 14:40:23,370][root][INFO] - ===> Epoch[2415](4832/2): Loss -0.8643, Sem 0.0412, dir -0.9871, norm 0.0817, swav 0.0000 LR: 4.691e-03 Score 98.413 Data time: 0.2110, Forward time: 2.5912, Backward time: 3.7532, DDP time: 0.0041, Total iter time: 5.7957 [2020-11-08 14:40:31,147][root][INFO] - ===> Epoch[2416](4833/2): Loss -0.8678, Sem 0.0411, dir -0.9878, norm 0.0789, swav 0.0000 LR: 4.666e-03 Score 98.425 Data time: 0.4047, Forward time: 2.5928, Backward time: 3.7528, DDP time: 0.0041, Total iter time: 7.6790 [2020-11-08 14:40:37,201][root][INFO] - ===> Epoch[2416](4834/2): Loss -0.8582, Sem 0.0371, dir -0.9881, norm 0.0929, swav 0.0000 LR: 4.641e-03 Score 98.561 Data time: 0.2513, Forward time: 2.5930, Backward time: 3.7517, DDP time: 0.0041, Total iter time: 5.9170 [2020-11-08 14:40:46,356][root][INFO] - ===> Epoch[2417](4835/2): Loss -0.8603, Sem 0.0411, dir -0.9857, norm 0.0843, swav 0.0000 LR: 4.615e-03 Score 98.434 Data time: 0.1825, Forward time: 2.5924, Backward time: 3.7550, DDP time: 0.0041, Total iter time: 9.0282 [2020-11-08 14:40:52,396][root][INFO] - ===> Epoch[2417](4836/2): Loss -0.8646, Sem 0.0413, dir -0.9878, norm 0.0819, swav 0.0000 LR: 4.590e-03 Score 98.399 Data time: 0.2099, Forward time: 2.5921, Backward time: 3.7545, DDP time: 0.0041, Total iter time: 5.9591 [2020-11-08 14:40:59,683][root][INFO] - ===> Epoch[2418](4837/2): Loss -0.8593, Sem 0.0412, dir -0.9862, norm 0.0857, swav 0.0000 LR: 4.565e-03 Score 98.406 Data time: 0.2025, Forward time: 2.5915, Backward time: 3.7556, DDP time: 0.0041, Total iter time: 7.1759 [2020-11-08 14:41:08,396][root][INFO] - ===> Epoch[2418](4838/2): Loss -0.8782, Sem 0.0375, dir -0.9890, norm 0.0733, swav 0.0000 LR: 4.539e-03 Score 98.565 Data time: 0.2941, Forward time: 2.5921, Backward time: 3.7573, DDP time: 0.0041, Total iter time: 8.6129 [2020-11-08 14:41:15,395][root][INFO] - ===> Epoch[2419](4839/2): Loss -0.8667, Sem 0.0396, dir -0.9877, norm 0.0814, swav 0.0000 LR: 4.514e-03 Score 98.476 Data time: 0.2800, Forward time: 2.5928, Backward time: 3.7568, DDP time: 0.0041, Total iter time: 6.8620 [2020-11-08 14:41:21,935][root][INFO] - ===> Epoch[2419](4840/2): Loss -0.8723, Sem 0.0374, dir -0.9880, norm 0.0782, swav 0.0000 LR: 4.489e-03 Score 98.561 Data time: 0.1920, Forward time: 2.5921, Backward time: 3.7572, DDP time: 0.0041, Total iter time: 6.4200 [2020-11-08 14:41:29,141][root][INFO] - ===> Epoch[2420](4841/2): Loss -0.8643, Sem 0.0407, dir -0.9880, norm 0.0830, swav 0.0000 LR: 4.463e-03 Score 98.444 Data time: 0.2724, Forward time: 2.5923, Backward time: 3.7574, DDP time: 0.0041, Total iter time: 7.1061 [2020-11-08 14:41:34,915][root][INFO] - ===> Epoch[2420](4842/2): Loss -0.8662, Sem 0.0385, dir -0.9865, norm 0.0818, swav 0.0000 LR: 4.438e-03 Score 98.513 Data time: 0.2386, Forward time: 2.5925, Backward time: 3.7561, DDP time: 0.0041, Total iter time: 5.6569 [2020-11-08 14:41:41,519][root][INFO] - ===> Epoch[2421](4843/2): Loss -0.8648, Sem 0.0408, dir -0.9880, norm 0.0824, swav 0.0000 LR: 4.412e-03 Score 98.433 Data time: 0.3038, Forward time: 2.5929, Backward time: 3.7555, DDP time: 0.0041, Total iter time: 6.5062 [2020-11-08 14:41:47,713][root][INFO] - ===> Epoch[2421](4844/2): Loss -0.8633, Sem 0.0416, dir -0.9876, norm 0.0827, swav 0.0000 LR: 4.387e-03 Score 98.397 Data time: 0.2595, Forward time: 2.5931, Backward time: 3.7546, DDP time: 0.0041, Total iter time: 6.0837 [2020-11-08 14:41:54,486][root][INFO] - ===> Epoch[2422](4845/2): Loss -0.8578, Sem 0.0395, dir -0.9858, norm 0.0885, swav 0.0000 LR: 4.361e-03 Score 98.478 Data time: 0.3315, Forward time: 2.5940, Backward time: 3.7536, DDP time: 0.0041, Total iter time: 6.6659 [2020-11-08 14:42:01,297][root][INFO] - ===> Epoch[2422](4846/2): Loss -0.8757, Sem 0.0413, dir -0.9902, norm 0.0732, swav 0.0000 LR: 4.336e-03 Score 98.408 Data time: 0.2212, Forward time: 2.5941, Backward time: 3.7536, DDP time: 0.0041, Total iter time: 6.6787 [2020-11-08 14:42:06,703][root][INFO] - ===> Epoch[2423](4847/2): Loss -0.8580, Sem 0.0409, dir -0.9862, norm 0.0873, swav 0.0000 LR: 4.310e-03 Score 98.430 Data time: 0.2299, Forward time: 2.5935, Backward time: 3.7526, DDP time: 0.0041, Total iter time: 5.2952 [2020-11-08 14:42:13,422][root][INFO] - ===> Epoch[2423](4848/2): Loss -0.8643, Sem 0.0413, dir -0.9865, norm 0.0810, swav 0.0000 LR: 4.285e-03 Score 98.418 Data time: 0.2407, Forward time: 2.5934, Backward time: 3.7526, DDP time: 0.0041, Total iter time: 6.6177 [2020-11-08 14:42:20,871][root][INFO] - ===> Epoch[2424](4849/2): Loss -0.8634, Sem 0.0405, dir -0.9867, norm 0.0828, swav 0.0000 LR: 4.259e-03 Score 98.447 Data time: 0.2595, Forward time: 2.5939, Backward time: 3.7529, DDP time: 0.0041, Total iter time: 7.3455 [2020-11-08 14:42:28,742][root][INFO] - ===> Epoch[2424](4850/2): Loss -0.8549, Sem 0.0436, dir -0.9867, norm 0.0882, swav 0.0000 LR: 4.234e-03 Score 98.336 Data time: 0.2765, Forward time: 2.5945, Backward time: 3.7535, DDP time: 0.0041, Total iter time: 7.7283 [2020-11-08 14:42:34,630][root][INFO] - ===> Epoch[2425](4851/2): Loss -0.8741, Sem 0.0364, dir -0.9884, norm 0.0779, swav 0.0000 LR: 4.208e-03 Score 98.593 Data time: 0.2289, Forward time: 2.5942, Backward time: 3.7527, DDP time: 0.0041, Total iter time: 5.7503 [2020-11-08 14:42:41,650][root][INFO] - ===> Epoch[2425](4852/2): Loss -0.8640, Sem 0.0409, dir -0.9875, norm 0.0826, swav 0.0000 LR: 4.182e-03 Score 98.427 Data time: 0.3324, Forward time: 2.5952, Backward time: 3.7520, DDP time: 0.0041, Total iter time: 6.9181 [2020-11-08 14:42:49,618][root][INFO] - ===> Epoch[2426](4853/2): Loss -0.8647, Sem 0.0390, dir -0.9877, norm 0.0841, swav 0.0000 LR: 4.157e-03 Score 98.501 Data time: 0.2252, Forward time: 2.5951, Backward time: 3.7534, DDP time: 0.0041, Total iter time: 7.8269 [2020-11-08 14:42:55,058][root][INFO] - ===> Epoch[2426](4854/2): Loss -0.8693, Sem 0.0383, dir -0.9874, norm 0.0798, swav 0.0000 LR: 4.131e-03 Score 98.532 Data time: 0.1802, Forward time: 2.5944, Backward time: 3.7526, DDP time: 0.0041, Total iter time: 5.3228 [2020-11-08 14:43:02,562][root][INFO] - ===> Epoch[2427](4855/2): Loss -0.8733, Sem 0.0398, dir -0.9891, norm 0.0761, swav 0.0000 LR: 4.106e-03 Score 98.466 Data time: 0.2055, Forward time: 2.5939, Backward time: 3.7539, DDP time: 0.0041, Total iter time: 7.4133 [2020-11-08 14:43:09,739][root][INFO] - ===> Epoch[2427](4856/2): Loss -0.8586, Sem 0.0407, dir -0.9863, norm 0.0870, swav 0.0000 LR: 4.080e-03 Score 98.432 Data time: 0.2023, Forward time: 2.5936, Backward time: 3.7546, DDP time: 0.0041, Total iter time: 7.0426 [2020-11-08 14:43:15,691][root][INFO] - ===> Epoch[2428](4857/2): Loss -0.8733, Sem 0.0384, dir -0.9883, norm 0.0766, swav 0.0000 LR: 4.054e-03 Score 98.531 Data time: 0.1599, Forward time: 2.5925, Backward time: 3.7547, DDP time: 0.0041, Total iter time: 5.8193 [2020-11-08 14:43:22,921][root][INFO] - ===> Epoch[2428](4858/2): Loss -0.8681, Sem 0.0403, dir -0.9870, norm 0.0786, swav 0.0000 LR: 4.029e-03 Score 98.453 Data time: 0.2348, Forward time: 2.5926, Backward time: 3.7553, DDP time: 0.0041, Total iter time: 7.1514 [2020-11-08 14:43:30,217][root][INFO] - ===> Epoch[2429](4859/2): Loss -0.8690, Sem 0.0383, dir -0.9881, norm 0.0809, swav 0.0000 LR: 4.003e-03 Score 98.530 Data time: 0.2050, Forward time: 2.5923, Backward time: 3.7561, DDP time: 0.0041, Total iter time: 7.1811 [2020-11-08 14:43:35,117][root][INFO] - ===> Epoch[2429](4860/2): Loss -0.8633, Sem 0.0406, dir -0.9869, norm 0.0830, swav 0.0000 LR: 3.977e-03 Score 98.442 Data time: 0.1873, Forward time: 2.5916, Backward time: 3.7547, DDP time: 0.0041, Total iter time: 4.7866 [2020-11-08 14:43:41,543][root][INFO] - ===> Epoch[2430](4861/2): Loss -0.8666, Sem 0.0405, dir -0.9873, norm 0.0803, swav 0.0000 LR: 3.951e-03 Score 98.461 Data time: 0.2346, Forward time: 2.5914, Backward time: 3.7545, DDP time: 0.0041, Total iter time: 6.3150 [2020-11-08 14:43:47,678][root][INFO] - ===> Epoch[2430](4862/2): Loss -0.8630, Sem 0.0428, dir -0.9881, norm 0.0823, swav 0.0000 LR: 3.926e-03 Score 98.354 Data time: 0.2647, Forward time: 2.5918, Backward time: 3.7534, DDP time: 0.0041, Total iter time: 6.0204 [2020-11-08 14:43:54,962][root][INFO] - ===> Epoch[2431](4863/2): Loss -0.8609, Sem 0.0407, dir -0.9863, norm 0.0847, swav 0.0000 LR: 3.900e-03 Score 98.418 Data time: 0.2681, Forward time: 2.5922, Backward time: 3.7535, DDP time: 0.0041, Total iter time: 7.1537 [2020-11-08 14:44:02,274][root][INFO] - ===> Epoch[2431](4864/2): Loss -0.8624, Sem 0.0400, dir -0.9872, norm 0.0848, swav 0.0000 LR: 3.874e-03 Score 98.465 Data time: 0.2922, Forward time: 2.5928, Backward time: 3.7534, DDP time: 0.0041, Total iter time: 7.1675 [2020-11-08 14:44:08,825][root][INFO] - ===> Epoch[2432](4865/2): Loss -0.8724, Sem 0.0379, dir -0.9875, norm 0.0773, swav 0.0000 LR: 3.848e-03 Score 98.541 Data time: 0.2828, Forward time: 2.5928, Backward time: 3.7530, DDP time: 0.0041, Total iter time: 6.4092 [2020-11-08 14:44:16,116][root][INFO] - ===> Epoch[2432](4866/2): Loss -0.8671, Sem 0.0400, dir -0.9876, norm 0.0805, swav 0.0000 LR: 3.822e-03 Score 98.481 Data time: 0.3706, Forward time: 2.5941, Backward time: 3.7523, DDP time: 0.0041, Total iter time: 7.1782 [2020-11-08 14:44:22,803][root][INFO] - ===> Epoch[2433](4867/2): Loss -0.8602, Sem 0.0402, dir -0.9865, norm 0.0861, swav 0.0000 LR: 3.796e-03 Score 98.460 Data time: 0.2022, Forward time: 2.5938, Backward time: 3.7525, DDP time: 0.0041, Total iter time: 6.5555 [2020-11-08 14:44:30,101][root][INFO] - ===> Epoch[2433](4868/2): Loss -0.8691, Sem 0.0411, dir -0.9881, norm 0.0779, swav 0.0000 LR: 3.770e-03 Score 98.430 Data time: 0.1890, Forward time: 2.5932, Backward time: 3.7536, DDP time: 0.0041, Total iter time: 7.1780 [2020-11-08 14:44:36,340][root][INFO] - ===> Epoch[2434](4869/2): Loss -0.8596, Sem 0.0417, dir -0.9863, norm 0.0849, swav 0.0000 LR: 3.745e-03 Score 98.420 Data time: 0.2052, Forward time: 2.5928, Backward time: 3.7535, DDP time: 0.0041, Total iter time: 6.1188 [2020-11-08 14:44:44,111][root][INFO] - ===> Epoch[2434](4870/2): Loss -0.8683, Sem 0.0397, dir -0.9883, norm 0.0803, swav 0.0000 LR: 3.719e-03 Score 98.463 Data time: 0.3738, Forward time: 2.5937, Backward time: 3.7535, DDP time: 0.0041, Total iter time: 7.6472 [2020-11-08 14:44:50,304][root][INFO] - ===> Epoch[2435](4871/2): Loss -0.8592, Sem 0.0424, dir -0.9858, norm 0.0842, swav 0.0000 LR: 3.693e-03 Score 98.396 Data time: 0.2561, Forward time: 2.5942, Backward time: 3.7524, DDP time: 0.0041, Total iter time: 6.0420 [2020-11-08 14:44:57,450][root][INFO] - ===> Epoch[2435](4872/2): Loss -0.8678, Sem 0.0384, dir -0.9883, norm 0.0822, swav 0.0000 LR: 3.667e-03 Score 98.517 Data time: 0.2608, Forward time: 2.5946, Backward time: 3.7523, DDP time: 0.0041, Total iter time: 6.9989 [2020-11-08 14:45:04,807][root][INFO] - ===> Epoch[2436](4873/2): Loss -0.8662, Sem 0.0397, dir -0.9872, norm 0.0813, swav 0.0000 LR: 3.641e-03 Score 98.459 Data time: 0.1933, Forward time: 2.5941, Backward time: 3.7534, DDP time: 0.0041, Total iter time: 7.2240 [2020-11-08 14:45:10,513][root][INFO] - ===> Epoch[2436](4874/2): Loss -0.8800, Sem 0.0377, dir -0.9891, norm 0.0714, swav 0.0000 LR: 3.615e-03 Score 98.541 Data time: 0.2448, Forward time: 2.5942, Backward time: 3.7521, DDP time: 0.0041, Total iter time: 5.6110 [2020-11-08 14:45:16,276][root][INFO] - ===> Epoch[2437](4875/2): Loss -0.8583, Sem 0.0394, dir -0.9858, norm 0.0881, swav 0.0000 LR: 3.589e-03 Score 98.506 Data time: 0.2272, Forward time: 2.5941, Backward time: 3.7510, DDP time: 0.0041, Total iter time: 5.6331 [2020-11-08 14:45:24,595][root][INFO] - ===> Epoch[2437](4876/2): Loss -0.8662, Sem 0.0409, dir -0.9884, norm 0.0813, swav 0.0000 LR: 3.563e-03 Score 98.425 Data time: 0.2425, Forward time: 2.5943, Backward time: 3.7526, DDP time: 0.0041, Total iter time: 8.1943 [2020-11-08 14:45:32,327][root][INFO] - ===> Epoch[2438](4877/2): Loss -0.8653, Sem 0.0405, dir -0.9872, norm 0.0813, swav 0.0000 LR: 3.536e-03 Score 98.440 Data time: 0.2144, Forward time: 2.5940, Backward time: 3.7539, DDP time: 0.0041, Total iter time: 7.5861 [2020-11-08 14:45:40,626][root][INFO] - ===> Epoch[2438](4878/2): Loss -0.8685, Sem 0.0385, dir -0.9875, norm 0.0805, swav 0.0000 LR: 3.510e-03 Score 98.524 Data time: 0.2229, Forward time: 2.5932, Backward time: 3.7563, DDP time: 0.0041, Total iter time: 8.1787 [2020-11-08 14:45:47,030][root][INFO] - ===> Epoch[2439](4879/2): Loss -0.8618, Sem 0.0416, dir -0.9867, norm 0.0833, swav 0.0000 LR: 3.484e-03 Score 98.386 Data time: 0.2833, Forward time: 2.5936, Backward time: 3.7554, DDP time: 0.0041, Total iter time: 6.2889 [2020-11-08 14:45:53,546][root][INFO] - ===> Epoch[2439](4880/2): Loss -0.8672, Sem 0.0410, dir -0.9884, norm 0.0803, swav 0.0000 LR: 3.458e-03 Score 98.415 Data time: 0.2967, Forward time: 2.5945, Backward time: 3.7543, DDP time: 0.0041, Total iter time: 6.3910 [2020-11-08 14:45:59,631][root][INFO] - ===> Epoch[2440](4881/2): Loss -0.8767, Sem 0.0380, dir -0.9889, norm 0.0742, swav 0.0000 LR: 3.432e-03 Score 98.534 Data time: 0.2181, Forward time: 2.5942, Backward time: 3.7537, DDP time: 0.0041, Total iter time: 5.9587 [2020-11-08 14:46:06,627][root][INFO] - ===> Epoch[2440](4882/2): Loss -0.8579, Sem 0.0422, dir -0.9867, norm 0.0867, swav 0.0000 LR: 3.406e-03 Score 98.372 Data time: 0.3294, Forward time: 2.5949, Backward time: 3.7532, DDP time: 0.0041, Total iter time: 6.8786 [2020-11-08 14:46:12,804][root][INFO] - ===> Epoch[2441](4883/2): Loss -0.8679, Sem 0.0401, dir -0.9873, norm 0.0792, swav 0.0000 LR: 3.380e-03 Score 98.460 Data time: 0.1677, Forward time: 2.5940, Backward time: 3.7534, DDP time: 0.0041, Total iter time: 6.0604 [2020-11-08 14:46:19,755][root][INFO] - ===> Epoch[2441](4884/2): Loss -0.8588, Sem 0.0413, dir -0.9868, norm 0.0867, swav 0.0000 LR: 3.353e-03 Score 98.406 Data time: 0.2160, Forward time: 2.5932, Backward time: 3.7544, DDP time: 0.0041, Total iter time: 6.8457 [2020-11-08 14:46:26,532][root][INFO] - ===> Epoch[2442](4885/2): Loss -0.8607, Sem 0.0404, dir -0.9874, norm 0.0863, swav 0.0000 LR: 3.327e-03 Score 98.451 Data time: 0.2634, Forward time: 2.5935, Backward time: 3.7541, DDP time: 0.0041, Total iter time: 6.6602 [2020-11-08 14:46:34,081][root][INFO] - ===> Epoch[2442](4886/2): Loss -0.8636, Sem 0.0425, dir -0.9879, norm 0.0817, swav 0.0000 LR: 3.301e-03 Score 98.352 Data time: 0.2653, Forward time: 2.5938, Backward time: 3.7546, DDP time: 0.0041, Total iter time: 7.4065 [2020-11-08 14:46:41,800][root][INFO] - ===> Epoch[2443](4887/2): Loss -0.8770, Sem 0.0373, dir -0.9873, norm 0.0730, swav 0.0000 LR: 3.275e-03 Score 98.570 Data time: 0.2107, Forward time: 2.5935, Backward time: 3.7559, DDP time: 0.0041, Total iter time: 7.5868 [2020-11-08 14:46:47,538][root][INFO] - ===> Epoch[2443](4888/2): Loss -0.8635, Sem 0.0406, dir -0.9873, norm 0.0832, swav 0.0000 LR: 3.248e-03 Score 98.431 Data time: 0.2237, Forward time: 2.5934, Backward time: 3.7549, DDP time: 0.0041, Total iter time: 5.6054 [2020-11-08 14:46:54,557][root][INFO] - ===> Epoch[2444](4889/2): Loss -0.8721, Sem 0.0392, dir -0.9878, norm 0.0766, swav 0.0000 LR: 3.222e-03 Score 98.481 Data time: 0.2051, Forward time: 2.5929, Backward time: 3.7555, DDP time: 0.0041, Total iter time: 6.9106 [2020-11-08 14:47:00,675][root][INFO] - ===> Epoch[2444](4890/2): Loss -0.8635, Sem 0.0434, dir -0.9873, norm 0.0804, swav 0.0000 LR: 3.195e-03 Score 98.338 Data time: 0.2185, Forward time: 2.5928, Backward time: 3.7549, DDP time: 0.0041, Total iter time: 5.9946 [2020-11-08 14:47:05,439][root][INFO] - ===> Epoch[2445](4891/2): Loss -0.8668, Sem 0.0406, dir -0.9884, norm 0.0810, swav 0.0000 LR: 3.169e-03 Score 98.457 Data time: 0.2380, Forward time: 2.5924, Backward time: 3.7531, DDP time: 0.0041, Total iter time: 4.6392 [2020-11-08 14:47:13,426][root][INFO] - ===> Epoch[2445](4892/2): Loss -0.8636, Sem 0.0411, dir -0.9875, norm 0.0828, swav 0.0000 LR: 3.143e-03 Score 98.426 Data time: 0.1895, Forward time: 2.5918, Backward time: 3.7550, DDP time: 0.0041, Total iter time: 7.8848 [2020-11-08 14:47:19,777][root][INFO] - ===> Epoch[2446](4893/2): Loss -0.8634, Sem 0.0412, dir -0.9878, norm 0.0832, swav 0.0000 LR: 3.116e-03 Score 98.403 Data time: 0.2633, Forward time: 2.5920, Backward time: 3.7544, DDP time: 0.0041, Total iter time: 6.2578 [2020-11-08 14:47:27,684][root][INFO] - ===> Epoch[2446](4894/2): Loss -0.8653, Sem 0.0398, dir -0.9864, norm 0.0812, swav 0.0000 LR: 3.090e-03 Score 98.468 Data time: 0.3292, Forward time: 2.5925, Backward time: 3.7550, DDP time: 0.0041, Total iter time: 7.7590 [2020-11-08 14:47:34,298][root][INFO] - ===> Epoch[2447](4895/2): Loss -0.8681, Sem 0.0400, dir -0.9887, norm 0.0805, swav 0.0000 LR: 3.063e-03 Score 98.448 Data time: 0.1741, Forward time: 2.5918, Backward time: 3.7554, DDP time: 0.0041, Total iter time: 6.4818 [2020-11-08 14:47:42,499][root][INFO] - ===> Epoch[2447](4896/2): Loss -0.8658, Sem 0.0406, dir -0.9873, norm 0.0809, swav 0.0000 LR: 3.037e-03 Score 98.447 Data time: 0.1863, Forward time: 2.5911, Backward time: 3.7577, DDP time: 0.0041, Total iter time: 8.0960 [2020-11-08 14:47:49,570][root][INFO] - ===> Epoch[2448](4897/2): Loss -0.8697, Sem 0.0403, dir -0.9883, norm 0.0784, swav 0.0000 LR: 3.010e-03 Score 98.437 Data time: 0.3561, Forward time: 2.5922, Backward time: 3.7569, DDP time: 0.0041, Total iter time: 6.9504 [2020-11-08 14:47:57,443][root][INFO] - ===> Epoch[2448](4898/2): Loss -0.8560, Sem 0.0418, dir -0.9861, norm 0.0884, swav 0.0000 LR: 2.984e-03 Score 98.401 Data time: 0.2207, Forward time: 2.5920, Backward time: 3.7582, DDP time: 0.0041, Total iter time: 7.7120 [2020-11-08 14:48:04,815][root][INFO] - ===> Epoch[2449](4899/2): Loss -0.8741, Sem 0.0374, dir -0.9891, norm 0.0776, swav 0.0000 LR: 2.957e-03 Score 98.558 Data time: 0.2501, Forward time: 2.5921, Backward time: 3.7586, DDP time: 0.0041, Total iter time: 7.2493 [2020-11-08 14:48:10,554][root][INFO] - ===> Epoch[2449](4900/2): Loss -0.8660, Sem 0.0408, dir -0.9877, norm 0.0809, swav 0.0000 LR: 2.930e-03 Score 98.429 Data time: 0.2061, Forward time: 2.5916, Backward time: 3.7580, DDP time: 0.0041, Total iter time: 5.6187 [2020-11-08 14:48:17,121][root][INFO] - ===> Epoch[2450](4901/2): Loss -0.8617, Sem 0.0419, dir -0.9865, norm 0.0829, swav 0.0000 LR: 2.904e-03 Score 98.401 Data time: 0.2456, Forward time: 2.5915, Backward time: 3.7579, DDP time: 0.0041, Total iter time: 6.4639 [2020-11-08 14:48:24,112][root][INFO] - ===> Epoch[2450](4902/2): Loss -0.8742, Sem 0.0404, dir -0.9889, norm 0.0743, swav 0.0000 LR: 2.877e-03 Score 98.430 Data time: 0.2978, Forward time: 2.5915, Backward time: 3.7580, DDP time: 0.0041, Total iter time: 6.8619 [2020-11-08 14:48:31,588][root][INFO] - ===> Epoch[2451](4903/2): Loss -0.8704, Sem 0.0383, dir -0.9884, norm 0.0797, swav 0.0000 LR: 2.850e-03 Score 98.514 Data time: 0.1768, Forward time: 2.5907, Backward time: 3.7596, DDP time: 0.0041, Total iter time: 7.3383 [2020-11-08 14:48:38,261][root][INFO] - ===> Epoch[2451](4904/2): Loss -0.8614, Sem 0.0401, dir -0.9872, norm 0.0857, swav 0.0000 LR: 2.824e-03 Score 98.446 Data time: 0.2883, Forward time: 2.5913, Backward time: 3.7589, DDP time: 0.0041, Total iter time: 6.6105 [2020-11-08 14:48:45,256][root][INFO] - ===> Epoch[2452](4905/2): Loss -0.8675, Sem 0.0389, dir -0.9879, norm 0.0816, swav 0.0000 LR: 2.797e-03 Score 98.502 Data time: 0.1856, Forward time: 2.5907, Backward time: 3.7597, DDP time: 0.0041, Total iter time: 6.8606 [2020-11-08 14:48:52,260][root][INFO] - ===> Epoch[2452](4906/2): Loss -0.8609, Sem 0.0423, dir -0.9871, norm 0.0839, swav 0.0000 LR: 2.770e-03 Score 98.368 Data time: 0.2858, Forward time: 2.5910, Backward time: 3.7596, DDP time: 0.0041, Total iter time: 6.8939 [2020-11-08 14:48:58,750][root][INFO] - ===> Epoch[2453](4907/2): Loss -0.8730, Sem 0.0401, dir -0.9885, norm 0.0754, swav 0.0000 LR: 2.743e-03 Score 98.467 Data time: 0.3227, Forward time: 2.5917, Backward time: 3.7584, DDP time: 0.0041, Total iter time: 6.3446 [2020-11-08 14:49:04,890][root][INFO] - ===> Epoch[2453](4908/2): Loss -0.8667, Sem 0.0402, dir -0.9879, norm 0.0811, swav 0.0000 LR: 2.716e-03 Score 98.448 Data time: 0.1994, Forward time: 2.5913, Backward time: 3.7582, DDP time: 0.0041, Total iter time: 5.9975 [2020-11-08 14:49:11,849][root][INFO] - ===> Epoch[2454](4909/2): Loss -0.8665, Sem 0.0400, dir -0.9879, norm 0.0814, swav 0.0000 LR: 2.689e-03 Score 98.460 Data time: 0.2786, Forward time: 2.5917, Backward time: 3.7580, DDP time: 0.0041, Total iter time: 6.8396 [2020-11-08 14:49:19,403][root][INFO] - ===> Epoch[2454](4910/2): Loss -0.8613, Sem 0.0410, dir -0.9879, norm 0.0855, swav 0.0000 LR: 2.663e-03 Score 98.424 Data time: 0.3139, Forward time: 2.5922, Backward time: 3.7582, DDP time: 0.0041, Total iter time: 7.4234 [2020-11-08 14:49:25,520][root][INFO] - ===> Epoch[2455](4911/2): Loss -0.8698, Sem 0.0381, dir -0.9872, norm 0.0793, swav 0.0000 LR: 2.636e-03 Score 98.551 Data time: 0.2062, Forward time: 2.5917, Backward time: 3.7580, DDP time: 0.0041, Total iter time: 5.9979 [2020-11-08 14:49:33,135][root][INFO] - ===> Epoch[2455](4912/2): Loss -0.8646, Sem 0.0401, dir -0.9877, norm 0.0829, swav 0.0000 LR: 2.609e-03 Score 98.452 Data time: 0.3356, Forward time: 2.5925, Backward time: 3.7580, DDP time: 0.0041, Total iter time: 7.4974 [2020-11-08 14:49:40,145][root][INFO] - ===> Epoch[2456](4913/2): Loss -0.8664, Sem 0.0407, dir -0.9881, norm 0.0810, swav 0.0000 LR: 2.582e-03 Score 98.421 Data time: 0.3314, Forward time: 2.5936, Backward time: 3.7571, DDP time: 0.0041, Total iter time: 6.8919 [2020-11-08 14:49:47,515][root][INFO] - ===> Epoch[2456](4914/2): Loss -0.8605, Sem 0.0414, dir -0.9865, norm 0.0846, swav 0.0000 LR: 2.555e-03 Score 98.421 Data time: 0.1514, Forward time: 2.5926, Backward time: 3.7587, DDP time: 0.0041, Total iter time: 7.2467 [2020-11-08 14:49:55,568][root][INFO] - ===> Epoch[2457](4915/2): Loss -0.8710, Sem 0.0395, dir -0.9884, norm 0.0778, swav 0.0000 LR: 2.528e-03 Score 98.486 Data time: 0.2475, Forward time: 2.5928, Backward time: 3.7599, DDP time: 0.0041, Total iter time: 7.9706 [2020-11-08 14:50:00,776][root][INFO] - ===> Epoch[2457](4916/2): Loss -0.8574, Sem 0.0416, dir -0.9863, norm 0.0872, swav 0.0000 LR: 2.500e-03 Score 98.402 Data time: 0.1882, Forward time: 2.5922, Backward time: 3.7588, DDP time: 0.0041, Total iter time: 5.0874 [2020-11-08 14:50:07,304][root][INFO] - ===> Epoch[2458](4917/2): Loss -0.8729, Sem 0.0387, dir -0.9880, norm 0.0764, swav 0.0000 LR: 2.473e-03 Score 98.525 Data time: 0.1911, Forward time: 2.5916, Backward time: 3.7591, DDP time: 0.0041, Total iter time: 6.4294 [2020-11-08 14:50:12,916][root][INFO] - ===> Epoch[2458](4918/2): Loss -0.8693, Sem 0.0383, dir -0.9878, norm 0.0802, swav 0.0000 LR: 2.446e-03 Score 98.507 Data time: 0.2977, Forward time: 2.5919, Backward time: 3.7575, DDP time: 0.0041, Total iter time: 5.4987 [2020-11-08 14:50:20,033][root][INFO] - ===> Epoch[2459](4919/2): Loss -0.8777, Sem 0.0381, dir -0.9886, norm 0.0728, swav 0.0000 LR: 2.419e-03 Score 98.523 Data time: 0.1955, Forward time: 2.5914, Backward time: 3.7584, DDP time: 0.0041, Total iter time: 6.9815 [2020-11-08 14:50:25,920][root][INFO] - ===> Epoch[2459](4920/2): Loss -0.8674, Sem 0.0407, dir -0.9878, norm 0.0796, swav 0.0000 LR: 2.392e-03 Score 98.442 Data time: 0.2267, Forward time: 2.5914, Backward time: 3.7575, DDP time: 0.0041, Total iter time: 5.7773 [2020-11-08 14:50:33,920][root][INFO] - ===> Epoch[2460](4921/2): Loss -0.8681, Sem 0.0412, dir -0.9890, norm 0.0797, swav 0.0000 LR: 2.364e-03 Score 98.418 Data time: 0.2046, Forward time: 2.5904, Backward time: 3.7597, DDP time: 0.0041, Total iter time: 7.8717 [2020-11-08 14:50:40,863][root][INFO] - ===> Epoch[2460](4922/2): Loss -0.8566, Sem 0.0405, dir -0.9864, norm 0.0892, swav 0.0000 LR: 2.337e-03 Score 98.467 Data time: 0.2297, Forward time: 2.5901, Backward time: 3.7602, DDP time: 0.0041, Total iter time: 6.8478 [2020-11-08 14:50:47,593][root][INFO] - ===> Epoch[2461](4923/2): Loss -0.8635, Sem 0.0408, dir -0.9861, norm 0.0817, swav 0.0000 LR: 2.310e-03 Score 98.433 Data time: 0.3622, Forward time: 2.5910, Backward time: 3.7591, DDP time: 0.0041, Total iter time: 6.6151 [2020-11-08 14:50:54,265][root][INFO] - ===> Epoch[2461](4924/2): Loss -0.8629, Sem 0.0409, dir -0.9878, norm 0.0840, swav 0.0000 LR: 2.282e-03 Score 98.417 Data time: 0.1742, Forward time: 2.5902, Backward time: 3.7597, DDP time: 0.0041, Total iter time: 6.5385 [2020-11-08 14:51:00,299][root][INFO] - ===> Epoch[2462](4925/2): Loss -0.8610, Sem 0.0418, dir -0.9870, norm 0.0842, swav 0.0000 LR: 2.255e-03 Score 98.399 Data time: 0.2999, Forward time: 2.5907, Backward time: 3.7585, DDP time: 0.0041, Total iter time: 5.9313 [2020-11-08 14:51:06,015][root][INFO] - ===> Epoch[2462](4926/2): Loss -0.8671, Sem 0.0410, dir -0.9883, norm 0.0802, swav 0.0000 LR: 2.228e-03 Score 98.427 Data time: 0.2632, Forward time: 2.5911, Backward time: 3.7570, DDP time: 0.0041, Total iter time: 5.5804 [2020-11-08 14:51:13,219][root][INFO] - ===> Epoch[2463](4927/2): Loss -0.8694, Sem 0.0377, dir -0.9871, norm 0.0801, swav 0.0000 LR: 2.200e-03 Score 98.552 Data time: 0.2143, Forward time: 2.5909, Backward time: 3.7576, DDP time: 0.0041, Total iter time: 7.1044 [2020-11-08 14:51:19,531][root][INFO] - ===> Epoch[2463](4928/2): Loss -0.8613, Sem 0.0426, dir -0.9874, norm 0.0835, swav 0.0000 LR: 2.173e-03 Score 98.348 Data time: 0.2025, Forward time: 2.5904, Backward time: 3.7575, DDP time: 0.0041, Total iter time: 6.1978 [2020-11-08 14:51:25,187][root][INFO] - ===> Epoch[2464](4929/2): Loss -0.8705, Sem 0.0408, dir -0.9886, norm 0.0773, swav 0.0000 LR: 2.145e-03 Score 98.437 Data time: 0.2846, Forward time: 2.5907, Backward time: 3.7561, DDP time: 0.0041, Total iter time: 5.5512 [2020-11-08 14:51:32,861][root][INFO] - ===> Epoch[2464](4930/2): Loss -0.8693, Sem 0.0395, dir -0.9890, norm 0.0803, swav 0.0000 LR: 2.117e-03 Score 98.477 Data time: 0.1910, Forward time: 2.5902, Backward time: 3.7576, DDP time: 0.0041, Total iter time: 7.5700 [2020-11-08 14:51:40,072][root][INFO] - ===> Epoch[2465](4931/2): Loss -0.8679, Sem 0.0393, dir -0.9874, norm 0.0802, swav 0.0000 LR: 2.090e-03 Score 98.482 Data time: 0.2541, Forward time: 2.5904, Backward time: 3.7578, DDP time: 0.0041, Total iter time: 7.1081 [2020-11-08 14:51:47,091][root][INFO] - ===> Epoch[2465](4932/2): Loss -0.8585, Sem 0.0418, dir -0.9871, norm 0.0869, swav 0.0000 LR: 2.062e-03 Score 98.399 Data time: 0.1894, Forward time: 2.5895, Backward time: 3.7588, DDP time: 0.0041, Total iter time: 6.8850 [2020-11-08 14:51:54,158][root][INFO] - ===> Epoch[2466](4933/2): Loss -0.8625, Sem 0.0420, dir -0.9869, norm 0.0824, swav 0.0000 LR: 2.034e-03 Score 98.385 Data time: 0.2656, Forward time: 2.5900, Backward time: 3.7587, DDP time: 0.0041, Total iter time: 6.9783 [2020-11-08 14:52:00,367][root][INFO] - ===> Epoch[2466](4934/2): Loss -0.8754, Sem 0.0391, dir -0.9890, norm 0.0744, swav 0.0000 LR: 2.007e-03 Score 98.494 Data time: 0.2144, Forward time: 2.5898, Backward time: 3.7584, DDP time: 0.0041, Total iter time: 6.0921 [2020-11-08 14:52:06,740][root][INFO] - ===> Epoch[2467](4935/2): Loss -0.8578, Sem 0.0396, dir -0.9858, norm 0.0884, swav 0.0000 LR: 1.979e-03 Score 98.487 Data time: 0.2419, Forward time: 2.5898, Backward time: 3.7579, DDP time: 0.0041, Total iter time: 6.2702 [2020-11-08 14:52:13,228][root][INFO] - ===> Epoch[2467](4936/2): Loss -0.8682, Sem 0.0411, dir -0.9886, norm 0.0793, swav 0.0000 LR: 1.951e-03 Score 98.409 Data time: 0.2202, Forward time: 2.5896, Backward time: 3.7578, DDP time: 0.0041, Total iter time: 6.3650 [2020-11-08 14:52:19,409][root][INFO] - ===> Epoch[2468](4937/2): Loss -0.8655, Sem 0.0399, dir -0.9872, norm 0.0818, swav 0.0000 LR: 1.923e-03 Score 98.473 Data time: 0.2533, Forward time: 2.5900, Backward time: 3.7568, DDP time: 0.0041, Total iter time: 6.0639 [2020-11-08 14:52:26,155][root][INFO] - ===> Epoch[2468](4938/2): Loss -0.8667, Sem 0.0413, dir -0.9879, norm 0.0799, swav 0.0000 LR: 1.895e-03 Score 98.403 Data time: 0.2317, Forward time: 2.5902, Backward time: 3.7566, DDP time: 0.0041, Total iter time: 6.6214 [2020-11-08 14:52:31,993][root][INFO] - ===> Epoch[2469](4939/2): Loss -0.8642, Sem 0.0403, dir -0.9874, norm 0.0829, swav 0.0000 LR: 1.867e-03 Score 98.447 Data time: 0.2535, Forward time: 2.5900, Backward time: 3.7557, DDP time: 0.0041, Total iter time: 5.7112 [2020-11-08 14:52:38,254][root][INFO] - ===> Epoch[2469](4940/2): Loss -0.8762, Sem 0.0383, dir -0.9893, norm 0.0748, swav 0.0000 LR: 1.839e-03 Score 98.505 Data time: 0.2378, Forward time: 2.5902, Backward time: 3.7550, DDP time: 0.0041, Total iter time: 6.1519 [2020-11-08 14:52:44,228][root][INFO] - ===> Epoch[2470](4941/2): Loss -0.8637, Sem 0.0421, dir -0.9877, norm 0.0820, swav 0.0000 LR: 1.811e-03 Score 98.385 Data time: 0.2163, Forward time: 2.5899, Backward time: 3.7544, DDP time: 0.0041, Total iter time: 5.8514 [2020-11-08 14:52:52,221][root][INFO] - ===> Epoch[2470](4942/2): Loss -0.8774, Sem 0.0363, dir -0.9880, norm 0.0743, swav 0.0000 LR: 1.783e-03 Score 98.596 Data time: 0.2303, Forward time: 2.5898, Backward time: 3.7558, DDP time: 0.0041, Total iter time: 7.8927 [2020-11-08 14:52:59,060][root][INFO] - ===> Epoch[2471](4943/2): Loss -0.8673, Sem 0.0402, dir -0.9875, norm 0.0800, swav 0.0000 LR: 1.755e-03 Score 98.438 Data time: 0.2206, Forward time: 2.5896, Backward time: 3.7561, DDP time: 0.0041, Total iter time: 6.7238 [2020-11-08 14:53:06,478][root][INFO] - ===> Epoch[2471](4944/2): Loss -0.8649, Sem 0.0402, dir -0.9876, norm 0.0825, swav 0.0000 LR: 1.727e-03 Score 98.461 Data time: 0.2854, Forward time: 2.5902, Backward time: 3.7561, DDP time: 0.0041, Total iter time: 7.2964 [2020-11-08 14:53:11,544][root][INFO] - ===> Epoch[2472](4945/2): Loss -0.8657, Sem 0.0419, dir -0.9875, norm 0.0798, swav 0.0000 LR: 1.698e-03 Score 98.387 Data time: 0.2461, Forward time: 2.5902, Backward time: 3.7543, DDP time: 0.0041, Total iter time: 4.9458 [2020-11-08 14:53:19,239][root][INFO] - ===> Epoch[2472](4946/2): Loss -0.8650, Sem 0.0395, dir -0.9872, norm 0.0826, swav 0.0000 LR: 1.670e-03 Score 98.486 Data time: 0.3273, Forward time: 2.5908, Backward time: 3.7546, DDP time: 0.0041, Total iter time: 7.6105 [2020-11-08 14:53:24,966][root][INFO] - ===> Epoch[2473](4947/2): Loss -0.8725, Sem 0.0380, dir -0.9877, norm 0.0773, swav 0.0000 LR: 1.642e-03 Score 98.518 Data time: 0.2566, Forward time: 2.5912, Backward time: 3.7531, DDP time: 0.0041, Total iter time: 5.5795 [2020-11-08 14:53:32,682][root][INFO] - ===> Epoch[2473](4948/2): Loss -0.8632, Sem 0.0429, dir -0.9875, norm 0.0814, swav 0.0000 LR: 1.613e-03 Score 98.351 Data time: 0.2723, Forward time: 2.5917, Backward time: 3.7536, DDP time: 0.0041, Total iter time: 7.6039 [2020-11-08 14:53:39,166][root][INFO] - ===> Epoch[2474](4949/2): Loss -0.8690, Sem 0.0398, dir -0.9880, norm 0.0792, swav 0.0000 LR: 1.585e-03 Score 98.493 Data time: 0.2192, Forward time: 2.5917, Backward time: 3.7533, DDP time: 0.0041, Total iter time: 6.3695 [2020-11-08 14:53:46,901][root][INFO] - ===> Epoch[2474](4950/2): Loss -0.8684, Sem 0.0419, dir -0.9880, norm 0.0777, swav 0.0000 LR: 1.556e-03 Score 98.384 Data time: 0.2357, Forward time: 2.5916, Backward time: 3.7543, DDP time: 0.0041, Total iter time: 7.6236 [2020-11-08 14:53:52,623][root][INFO] - ===> Epoch[2475](4951/2): Loss -0.8678, Sem 0.0379, dir -0.9877, norm 0.0820, swav 0.0000 LR: 1.527e-03 Score 98.528 Data time: 0.2360, Forward time: 2.5914, Backward time: 3.7535, DDP time: 0.0041, Total iter time: 5.6202 [2020-11-08 14:53:59,358][root][INFO] - ===> Epoch[2475](4952/2): Loss -0.8661, Sem 0.0419, dir -0.9873, norm 0.0793, swav 0.0000 LR: 1.499e-03 Score 98.388 Data time: 0.1946, Forward time: 2.5909, Backward time: 3.7539, DDP time: 0.0041, Total iter time: 6.6202 [2020-11-08 14:54:06,068][root][INFO] - ===> Epoch[2476](4953/2): Loss -0.8591, Sem 0.0421, dir -0.9870, norm 0.0858, swav 0.0000 LR: 1.470e-03 Score 98.393 Data time: 0.2005, Forward time: 2.5905, Backward time: 3.7543, DDP time: 0.0041, Total iter time: 6.6177 [2020-11-08 14:54:11,615][root][INFO] - ===> Epoch[2476](4954/2): Loss -0.8660, Sem 0.0415, dir -0.9881, norm 0.0806, swav 0.0000 LR: 1.441e-03 Score 98.407 Data time: 0.2498, Forward time: 2.5904, Backward time: 3.7531, DDP time: 0.0041, Total iter time: 5.4282 [2020-11-08 14:54:18,791][root][INFO] - ===> Epoch[2477](4955/2): Loss -0.8614, Sem 0.0397, dir -0.9874, norm 0.0863, swav 0.0000 LR: 1.412e-03 Score 98.465 Data time: 0.3418, Forward time: 2.5912, Backward time: 3.7527, DDP time: 0.0041, Total iter time: 7.0612 [2020-11-08 14:54:24,520][root][INFO] - ===> Epoch[2477](4956/2): Loss -0.8690, Sem 0.0410, dir -0.9880, norm 0.0779, swav 0.0000 LR: 1.383e-03 Score 98.419 Data time: 0.2458, Forward time: 2.5911, Backward time: 3.7516, DDP time: 0.0041, Total iter time: 5.5667 [2020-11-08 14:54:30,000][root][INFO] - ===> Epoch[2478](4957/2): Loss -0.8641, Sem 0.0412, dir -0.9868, norm 0.0815, swav 0.0000 LR: 1.354e-03 Score 98.426 Data time: 0.2262, Forward time: 2.5912, Backward time: 3.7502, DDP time: 0.0041, Total iter time: 5.3619 [2020-11-08 14:54:37,103][root][INFO] - ===> Epoch[2478](4958/2): Loss -0.8698, Sem 0.0400, dir -0.9891, norm 0.0793, swav 0.0000 LR: 1.325e-03 Score 98.455 Data time: 0.1475, Forward time: 2.5902, Backward time: 3.7516, DDP time: 0.0041, Total iter time: 6.9723 [2020-11-08 14:54:43,182][root][INFO] - ===> Epoch[2479](4959/2): Loss -0.8749, Sem 0.0400, dir -0.9884, norm 0.0735, swav 0.0000 LR: 1.296e-03 Score 98.454 Data time: 0.2770, Forward time: 2.5902, Backward time: 3.7508, DDP time: 0.0041, Total iter time: 5.9749 [2020-11-08 14:54:49,811][root][INFO] - ===> Epoch[2479](4960/2): Loss -0.8670, Sem 0.0403, dir -0.9872, norm 0.0799, swav 0.0000 LR: 1.267e-03 Score 98.431 Data time: 0.2175, Forward time: 2.5900, Backward time: 3.7509, DDP time: 0.0041, Total iter time: 6.5122 [2020-11-08 14:54:56,611][root][INFO] - ===> Epoch[2480](4961/2): Loss -0.8729, Sem 0.0380, dir -0.9883, norm 0.0774, swav 0.0000 LR: 1.238e-03 Score 98.543 Data time: 0.2036, Forward time: 2.5896, Backward time: 3.7513, DDP time: 0.0041, Total iter time: 6.6568 [2020-11-08 14:55:03,383][root][INFO] - ===> Epoch[2480](4962/2): Loss -0.8673, Sem 0.0405, dir -0.9875, norm 0.0797, swav 0.0000 LR: 1.208e-03 Score 98.415 Data time: 0.2084, Forward time: 2.5893, Backward time: 3.7516, DDP time: 0.0041, Total iter time: 6.6669 [2020-11-08 14:55:11,666][root][INFO] - ===> Epoch[2481](4963/2): Loss -0.8656, Sem 0.0398, dir -0.9879, norm 0.0824, swav 0.0000 LR: 1.179e-03 Score 98.466 Data time: 0.1909, Forward time: 2.5887, Backward time: 3.7537, DDP time: 0.0041, Total iter time: 8.1558 [2020-11-08 14:55:18,344][root][INFO] - ===> Epoch[2481](4964/2): Loss -0.8643, Sem 0.0413, dir -0.9871, norm 0.0815, swav 0.0000 LR: 1.150e-03 Score 98.402 Data time: 0.2395, Forward time: 2.5887, Backward time: 3.7536, DDP time: 0.0041, Total iter time: 6.5778 [2020-11-08 14:55:24,563][root][INFO] - ===> Epoch[2482](4965/2): Loss -0.8622, Sem 0.0392, dir -0.9863, norm 0.0848, swav 0.0000 LR: 1.120e-03 Score 98.488 Data time: 0.2134, Forward time: 2.5885, Backward time: 3.7532, DDP time: 0.0041, Total iter time: 6.0731 [2020-11-08 14:55:31,948][root][INFO] - ===> Epoch[2482](4966/2): Loss -0.8706, Sem 0.0395, dir -0.9886, norm 0.0785, swav 0.0000 LR: 1.090e-03 Score 98.462 Data time: 0.2605, Forward time: 2.5888, Backward time: 3.7535, DDP time: 0.0041, Total iter time: 7.2705 [2020-11-08 14:55:38,575][root][INFO] - ===> Epoch[2483](4967/2): Loss -0.8681, Sem 0.0407, dir -0.9878, norm 0.0790, swav 0.0000 LR: 1.060e-03 Score 98.444 Data time: 0.3428, Forward time: 2.5896, Backward time: 3.7525, DDP time: 0.0041, Total iter time: 6.4819 [2020-11-08 14:55:45,284][root][INFO] - ===> Epoch[2483](4968/2): Loss -0.8638, Sem 0.0402, dir -0.9876, norm 0.0836, swav 0.0000 LR: 1.031e-03 Score 98.450 Data time: 0.3634, Forward time: 2.5904, Backward time: 3.7515, DDP time: 0.0041, Total iter time: 6.5733 [2020-11-08 14:55:53,181][root][INFO] - ===> Epoch[2484](4969/2): Loss -0.8673, Sem 0.0397, dir -0.9879, norm 0.0809, swav 0.0000 LR: 1.001e-03 Score 98.465 Data time: 0.1515, Forward time: 2.5896, Backward time: 3.7534, DDP time: 0.0041, Total iter time: 7.7532 [2020-11-08 14:55:59,968][root][INFO] - ===> Epoch[2484](4970/2): Loss -0.8604, Sem 0.0410, dir -0.9858, norm 0.0844, swav 0.0000 LR: 9.705e-04 Score 98.427 Data time: 0.1443, Forward time: 2.5886, Backward time: 3.7545, DDP time: 0.0041, Total iter time: 6.7171 [2020-11-08 14:56:07,451][root][INFO] - ===> Epoch[2485](4971/2): Loss -0.8618, Sem 0.0408, dir -0.9875, norm 0.0849, swav 0.0000 LR: 9.404e-04 Score 98.405 Data time: 0.1953, Forward time: 2.5881, Backward time: 3.7558, DDP time: 0.0041, Total iter time: 7.4375 [2020-11-08 14:56:13,645][root][INFO] - ===> Epoch[2485](4972/2): Loss -0.8722, Sem 0.0378, dir -0.9876, norm 0.0776, swav 0.0000 LR: 9.101e-04 Score 98.544 Data time: 0.2831, Forward time: 2.5887, Backward time: 3.7547, DDP time: 0.0041, Total iter time: 6.1077 [2020-11-08 14:56:20,407][root][INFO] - ===> Epoch[2486](4973/2): Loss -0.8647, Sem 0.0425, dir -0.9877, norm 0.0805, swav 0.0000 LR: 8.797e-04 Score 98.372 Data time: 0.2196, Forward time: 2.5887, Backward time: 3.7546, DDP time: 0.0041, Total iter time: 6.6279 [2020-11-08 14:56:27,265][root][INFO] - ===> Epoch[2486](4974/2): Loss -0.8695, Sem 0.0404, dir -0.9880, norm 0.0780, swav 0.0000 LR: 8.492e-04 Score 98.451 Data time: 0.1701, Forward time: 2.5881, Backward time: 3.7553, DDP time: 0.0041, Total iter time: 6.7412 [2020-11-08 14:56:35,885][root][INFO] - ===> Epoch[2487](4975/2): Loss -0.8671, Sem 0.0380, dir -0.9874, norm 0.0824, swav 0.0000 LR: 8.185e-04 Score 98.552 Data time: 0.1710, Forward time: 2.5874, Backward time: 3.7579, DDP time: 0.0041, Total iter time: 8.5474 [2020-11-08 14:56:42,666][root][INFO] - ===> Epoch[2487](4976/2): Loss -0.8724, Sem 0.0378, dir -0.9884, norm 0.0782, swav 0.0000 LR: 7.878e-04 Score 98.539 Data time: 0.2262, Forward time: 2.5872, Backward time: 3.7581, DDP time: 0.0041, Total iter time: 6.6964 [2020-11-08 14:56:49,830][root][INFO] - ===> Epoch[2488](4977/2): Loss -0.8697, Sem 0.0400, dir -0.9882, norm 0.0785, swav 0.0000 LR: 7.569e-04 Score 98.467 Data time: 0.1946, Forward time: 2.5868, Backward time: 3.7589, DDP time: 0.0041, Total iter time: 7.0466 [2020-11-08 14:56:56,523][root][INFO] - ===> Epoch[2488](4978/2): Loss -0.8742, Sem 0.0401, dir -0.9890, norm 0.0747, swav 0.0000 LR: 7.258e-04 Score 98.460 Data time: 0.2279, Forward time: 2.5861, Backward time: 3.7594, DDP time: 0.0041, Total iter time: 6.5936 [2020-11-08 14:57:03,191][root][INFO] - ===> Epoch[2489](4979/2): Loss -0.8730, Sem 0.0377, dir -0.9878, norm 0.0771, swav 0.0000 LR: 6.947e-04 Score 98.552 Data time: 0.2563, Forward time: 2.5864, Backward time: 3.7590, DDP time: 0.0041, Total iter time: 6.5707 [2020-11-08 14:57:09,987][root][INFO] - ===> Epoch[2489](4980/2): Loss -0.8578, Sem 0.0418, dir -0.9860, norm 0.0864, swav 0.0000 LR: 6.633e-04 Score 98.407 Data time: 0.2682, Forward time: 2.5864, Backward time: 3.7590, DDP time: 0.0041, Total iter time: 6.6636 [2020-11-08 14:57:17,392][root][INFO] - ===> Epoch[2490](4981/2): Loss -0.8577, Sem 0.0431, dir -0.9874, norm 0.0866, swav 0.0000 LR: 6.318e-04 Score 98.347 Data time: 0.3524, Forward time: 2.5875, Backward time: 3.7585, DDP time: 0.0041, Total iter time: 7.2962 [2020-11-08 14:57:23,152][root][INFO] - ===> Epoch[2490](4982/2): Loss -0.8603, Sem 0.0423, dir -0.9859, norm 0.0832, swav 0.0000 LR: 6.001e-04 Score 98.372 Data time: 0.2422, Forward time: 2.5877, Backward time: 3.7572, DDP time: 0.0041, Total iter time: 5.6313 [2020-11-08 14:57:30,535][root][INFO] - ===> Epoch[2491](4983/2): Loss -0.8688, Sem 0.0381, dir -0.9875, norm 0.0806, swav 0.0000 LR: 5.683e-04 Score 98.520 Data time: 0.2442, Forward time: 2.5877, Backward time: 3.7578, DDP time: 0.0041, Total iter time: 7.2594 [2020-11-08 14:57:36,376][root][INFO] - ===> Epoch[2491](4984/2): Loss -0.8634, Sem 0.0412, dir -0.9872, norm 0.0825, swav 0.0000 LR: 5.362e-04 Score 98.422 Data time: 0.2354, Forward time: 2.5879, Backward time: 3.7567, DDP time: 0.0041, Total iter time: 5.7192 [2020-11-08 14:57:44,093][root][INFO] - ===> Epoch[2492](4985/2): Loss -0.8642, Sem 0.0393, dir -0.9866, norm 0.0831, swav 0.0000 LR: 5.039e-04 Score 98.488 Data time: 0.2270, Forward time: 2.5877, Backward time: 3.7578, DDP time: 0.0041, Total iter time: 7.6003 [2020-11-08 14:57:50,351][root][INFO] - ===> Epoch[2492](4986/2): Loss -0.8681, Sem 0.0407, dir -0.9881, norm 0.0793, swav 0.0000 LR: 4.714e-04 Score 98.426 Data time: 0.2864, Forward time: 2.5883, Backward time: 3.7567, DDP time: 0.0041, Total iter time: 6.1404 [2020-11-08 14:57:57,289][root][INFO] - ===> Epoch[2493](4987/2): Loss -0.8681, Sem 0.0426, dir -0.9876, norm 0.0769, swav 0.0000 LR: 4.386e-04 Score 98.360 Data time: 0.2562, Forward time: 2.5887, Backward time: 3.7565, DDP time: 0.0041, Total iter time: 6.8129 [2020-11-08 14:58:03,893][root][INFO] - ===> Epoch[2493](4988/2): Loss -0.8688, Sem 0.0377, dir -0.9879, norm 0.0815, swav 0.0000 LR: 4.056e-04 Score 98.554 Data time: 0.1591, Forward time: 2.5878, Backward time: 3.7572, DDP time: 0.0041, Total iter time: 6.4682 [2020-11-08 14:58:10,880][root][INFO] - ===> Epoch[2494](4989/2): Loss -0.8617, Sem 0.0404, dir -0.9862, norm 0.0841, swav 0.0000 LR: 3.723e-04 Score 98.461 Data time: 0.2204, Forward time: 2.5877, Backward time: 3.7576, DDP time: 0.0041, Total iter time: 6.9217 [2020-11-08 14:58:17,379][root][INFO] - ===> Epoch[2494](4990/2): Loss -0.8659, Sem 0.0381, dir -0.9891, norm 0.0852, swav 0.0000 LR: 3.386e-04 Score 98.530 Data time: 0.2368, Forward time: 2.5878, Backward time: 3.7571, DDP time: 0.0041, Total iter time: 6.3812 [2020-11-08 14:58:24,007][root][INFO] - ===> Epoch[2495](4991/2): Loss -0.8624, Sem 0.0424, dir -0.9871, norm 0.0823, swav 0.0000 LR: 3.045e-04 Score 98.380 Data time: 0.2040, Forward time: 2.5876, Backward time: 3.7572, DDP time: 0.0041, Total iter time: 6.5021 [2020-11-08 14:58:31,171][root][INFO] - ===> Epoch[2495](4992/2): Loss -0.8625, Sem 0.0400, dir -0.9876, norm 0.0851, swav 0.0000 LR: 2.700e-04 Score 98.456 Data time: 0.2025, Forward time: 2.5873, Backward time: 3.7579, DDP time: 0.0041, Total iter time: 7.0548 [2020-11-08 14:58:37,650][root][INFO] - ===> Epoch[2496](4993/2): Loss -0.8725, Sem 0.0377, dir -0.9885, norm 0.0783, swav 0.0000 LR: 2.351e-04 Score 98.550 Data time: 0.2342, Forward time: 2.5873, Backward time: 3.7576, DDP time: 0.0041, Total iter time: 6.3810 [2020-11-08 14:58:44,153][root][INFO] - ===> Epoch[2496](4994/2): Loss -0.8674, Sem 0.0417, dir -0.9881, norm 0.0789, swav 0.0000 LR: 1.995e-04 Score 98.365 Data time: 0.1912, Forward time: 2.5868, Backward time: 3.7578, DDP time: 0.0041, Total iter time: 6.3668 [2020-11-08 14:58:50,950][root][INFO] - ===> Epoch[2497](4995/2): Loss -0.8612, Sem 0.0398, dir -0.9869, norm 0.0859, swav 0.0000 LR: 1.632e-04 Score 98.483 Data time: 0.2124, Forward time: 2.5866, Backward time: 3.7580, DDP time: 0.0041, Total iter time: 6.6836 [2020-11-08 14:58:57,338][root][INFO] - ===> Epoch[2497](4996/2): Loss -0.8730, Sem 0.0397, dir -0.9881, norm 0.0754, swav 0.0000 LR: 1.260e-04 Score 98.469 Data time: 0.2089, Forward time: 2.5860, Backward time: 3.7582, DDP time: 0.0041, Total iter time: 6.2641 [2020-11-08 14:59:04,846][root][INFO] - ===> Epoch[2498](4997/2): Loss -0.8690, Sem 0.0403, dir -0.9884, norm 0.0792, swav 0.0000 LR: 8.745e-05 Score 98.443 Data time: 0.3389, Forward time: 2.5868, Backward time: 3.7580, DDP time: 0.0041, Total iter time: 7.4095 [2020-11-08 14:59:11,941][root][INFO] - ===> Epoch[2498](4998/2): Loss -0.8733, Sem 0.0406, dir -0.9877, norm 0.0738, swav 0.0000 LR: 4.687e-05 Score 98.455 Data time: 0.3089, Forward time: 2.5876, Backward time: 3.7575, DDP time: 0.0041, Total iter time: 6.9629 [2020-11-08 14:59:20,387][root][INFO] - ===> Epoch[2499](4999/2): Loss -0.8578, Sem 0.0401, dir -0.9866, norm 0.0887, swav 0.0000 LR: 0.000e+00 Score 98.461 Data time: 0.1714, Forward time: 2.5870, Backward time: 3.7597, DDP time: 0.0041, Total iter time: 8.3174 [2020-11-08 14:59:27,736][submitit][INFO] - Job completed successfully [2020-11-08 14:59:27,787][submitit][INFO] - Job completed successfully [2020-11-08 14:59:27,797][submitit][INFO] - Job completed successfully [2020-11-08 14:59:27,814][submitit][INFO] - Job completed successfully [2020-11-08 14:59:27,855][submitit][INFO] - Job completed successfully [2020-11-08 14:59:27,905][submitit][INFO] - Job completed successfully [2020-11-08 14:59:27,939][submitit][INFO] - Job completed successfully [2020-11-08 14:59:28,161][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 14:59:28,356][root][INFO] - ===> Start testing [2020-11-08 15:00:54,738][root][INFO] - 101/312: Data time: 0.0061, Iter time: 0.3666 Loss 1.650 (AVG: 1.562) Score 86.444 (AVG: 81.196) mIOU 46.316 mAP 58.103 mAcc 58.040 IOU: 76.108 94.711 45.836 63.050 77.598 61.359 64.380 44.935 41.965 33.486 17.386 33.447 42.212 26.827 29.027 4.779 47.634 35.020 66.758 19.801 mAP: 76.170 93.730 51.905 69.983 81.829 72.667 59.620 56.598 54.367 52.391 32.109 33.604 56.165 36.466 34.988 23.045 91.330 71.853 70.759 42.475 mAcc: 94.478 98.931 62.065 77.472 85.040 89.062 75.388 56.872 53.982 34.787 22.374 42.768 63.721 30.298 36.861 5.244 86.704 47.857 74.889 21.998 [2020-11-08 15:02:11,929][root][INFO] - 201/312: Data time: 0.0050, Iter time: 0.2587 Loss 0.415 (AVG: 1.591) Score 92.060 (AVG: 80.779) mIOU 46.059 mAP 58.657 mAcc 58.259 IOU: 75.168 95.056 45.246 62.482 80.441 68.312 59.883 43.407 39.901 23.898 23.149 40.141 42.900 31.532 27.207 4.276 44.380 34.320 62.583 16.895 mAP: 74.487 94.252 50.757 69.689 83.833 71.328 58.118 55.848 53.355 49.394 36.960 43.666 58.706 42.990 39.560 23.710 85.142 70.175 70.340 40.838 mAcc: 93.981 98.868 60.898 78.757 88.946 90.609 71.893 59.533 50.842 25.151 29.725 52.181 65.367 34.881 34.315 4.695 83.244 48.618 74.196 18.468 [2020-11-08 15:03:41,952][root][INFO] - 301/312: Data time: 0.0081, Iter time: 0.4822 Loss 0.431 (AVG: 1.700) Score 92.413 (AVG: 79.959) mIOU 45.031 mAP 58.804 mAcc 57.467 IOU: 74.054 95.136 39.913 62.665 79.128 65.102 59.679 40.517 41.944 18.252 22.006 37.976 42.577 30.632 24.796 4.239 46.246 33.322 66.071 16.370 mAP: 73.373 94.827 49.474 72.978 82.843 72.571 59.141 53.169 52.172 45.416 41.140 41.901 61.648 45.369 37.926 23.602 85.472 70.113 73.378 39.565 mAcc: 94.023 98.829 57.515 81.103 87.846 88.280 70.567 57.258 52.623 18.868 26.069 49.109 67.700 33.862 32.086 4.561 84.262 48.454 78.146 18.184 [2020-11-08 15:03:54,527][root][INFO] - 312/312: Data time: 0.0052, Iter time: 0.5838 Loss 1.586 (AVG: 1.696) Score 79.882 (AVG: 80.050) mIOU 45.357 mAP 58.877 mAcc 57.792 IOU: 74.184 95.154 41.062 63.794 79.350 65.672 58.709 40.054 41.466 17.332 22.761 40.896 43.631 31.078 23.963 4.137 46.226 34.370 66.754 16.548 mAP: 73.576 94.855 49.771 72.213 83.199 73.556 58.754 53.111 51.241 45.291 41.751 42.968 62.497 46.126 36.820 22.799 85.655 69.810 73.791 39.751 mAcc: 94.058 98.836 58.270 81.574 88.010 88.794 70.304 57.100 52.076 17.888 27.204 52.742 68.333 34.178 30.715 4.443 84.532 49.583 78.747 18.448 [2020-11-08 15:03:54,528][root][INFO] - Finished test. Elapsed time: 266.1696 [2020-11-08 15:04:06,933][root][INFO] - [2020-11-08 15:04:06,933][root][INFO] - ################################################################ [2020-11-08 15:04:06,933][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 15:04:06,933][root][INFO] - ################################################################ [2020-11-08 15:04:06,933][root][INFO] - cabinet : 0.121 0.249 0.497 [2020-11-08 15:04:06,934][root][INFO] - bed : 0.326 0.703 0.804 [2020-11-08 15:04:06,934][root][INFO] - chair : 0.610 0.783 0.852 [2020-11-08 15:04:06,934][root][INFO] - sofa : 0.427 0.711 0.792 [2020-11-08 15:04:06,934][root][INFO] - table : 0.275 0.433 0.538 [2020-11-08 15:04:06,934][root][INFO] - door : 0.164 0.304 0.443 [2020-11-08 15:04:06,934][root][INFO] - window : 0.049 0.130 0.307 [2020-11-08 15:04:06,934][root][INFO] - bookshelf : 0.031 0.065 0.302 [2020-11-08 15:04:06,934][root][INFO] - picture : 0.097 0.198 0.290 [2020-11-08 15:04:06,934][root][INFO] - counter : 0.013 0.087 0.467 [2020-11-08 15:04:06,934][root][INFO] - desk : 0.033 0.118 0.514 [2020-11-08 15:04:06,934][root][INFO] - curtain : 0.035 0.122 0.249 [2020-11-08 15:04:06,934][root][INFO] - refrigerator : 0.174 0.226 0.249 [2020-11-08 15:04:06,934][root][INFO] - shower curtain : 0.036 0.036 0.060 [2020-11-08 15:04:06,934][root][INFO] - toilet : 0.700 0.849 0.903 [2020-11-08 15:04:06,934][root][INFO] - sink : 0.084 0.275 0.697 [2020-11-08 15:04:06,934][root][INFO] - bathtub : 0.392 0.530 0.677 [2020-11-08 15:04:06,934][root][INFO] - otherfurniture : 0.160 0.283 0.383 [2020-11-08 15:04:06,934][root][INFO] - ---------------------------------------------------------------- [2020-11-08 15:04:06,934][root][INFO] - average : 0.207 0.339 0.501 [2020-11-08 15:04:06,934][root][INFO] - [2020-11-08 15:04:07,199][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 15:04:07,201][root][INFO] - Current best mIoU: 45.368 at iter 3500 [2020-11-08 15:04:07,426][submitit][INFO] - Job completed successfully